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import matplotlib.pyplot as plt
%matplotlib inline
import matplotlib_inline
matplotlib_inline.backend_inline.set_matplotlib_formats('svg')
import seaborn as sns

Stochastic Gradient Descent

In machine learning, and scientific machine learning in particular, we often have to train a model \(f(x, \theta)\) by minimizing a loss function \(L(\theta)\). The loss function usually has the form (example from regression):

\[L(\theta) = \frac{1}{N} \sum_{i=1}^N l(f(x_i, \theta), y_i)\]

where \(l\) is a loss function for a single data point, \(x_i\) is the \(i\)-th data point, \(y_i\) is the corresponding label, and \(N\) is the number of data points.

The algorithms we have introduced so far, such as gradient descent, are called batch algorithms because they use all the data points to compute the gradient of the loss function. This is not always feasible, especially when the data set is large. So, we would like to develop algorithms that use only a subset of the data points to compute the gradient. These algorithms are called stochastic algorithms or minibatch algorithms. Gradient noise can sometimes help an iterate leave a shallow basin.

The first and simplest stochastic algorithm is called stochastic gradient descent (SGD). If we use a single data point to compute the gradient, the algorithm is called pure SGD or online SGD. The algorithm is as follows:

1. Initialize \(\theta_0\) to some random value.

2. For \(t = 0, 1, 2, \ldots\):

   1. Pick a random data point \((x_i, y_i)\).

   2. Compute the gradient of \(l(f(x_i, \theta_t), y_i)\) with respect to \(\theta_t\).

   3. Obtain \(\theta_{t+1}\) from \(\theta_t\) by taking a step in the direction of the negative gradient with a learning rate of \(\alpha\).

Typically, we go over the data set multiple times. Each time we go over the data set is called an epoch.

Let’s demonstrate this algorithm in a simple example.

import jax.numpy as jnp
import jax.random as jrandom

key = jrandom.PRNGKey(0)

# Generate some synthetic data
N = 1_000
X = jrandom.normal(key, (N,))
key, subkey = jrandom.split(key)
y = 1.5 * X ** 2 - 2 * X + jrandom.normal(subkey, (N,)) * 0.5

# Make also a test set (here an ideal one)
N_test = 50
X_test = jnp.linspace(-3, 3, N_test)
key, subkey = jrandom.split(key)
y_test = 1.5 * X_test ** 2 - 2 * X_test + jrandom.normal(subkey, (N_test,)) * 0.5

# Visualize the training data
fig, ax = plt.subplots(figsize=FIGURE_SIZES["half_standard"])
# Scatter with small size of points
ax.scatter(X, y, alpha=0.2, s=1)
ax.set(xlabel="X", ylabel="y", title="Synthetic data")
finalize_axes(keep_box=False)

array([<Axes: title={'center': 'Synthetic data'}, xlabel='X', ylabel='y'>],
      dtype=object)

Let’s make our model and our loss function. We will use Equinox to make a simple quadratic model. The reason I use Equinox is that you can practice a bit with it.

The model I will make is:

\[ f(x,\theta) = \theta_0 + \theta_1 x + \theta_2 x^2. \]

import numpy as np
import equinox as eqx
import jax
import optax
from functools import partial


class MyModel(eqx.Module):
    theta: jax.Array

    def __init__(self, key):
        self.theta = jax.random.normal(key, (3,))
    
    @partial(jax.vmap, in_axes=(None, 0))
    def __call__(self, x):
        return self.theta @ jnp.array([1, x, x ** 2])
    

# Now we can make the train function.
def train_online(
        model,
        x, y,
        optimizer,
        x_test, y_test,
        n_epochs=10,
        freq=1,
    ):
    
    # This is the loss function
    @eqx.filter_jit
    def loss(model, x, y):
        y_pred = model(x)
        return optax.l2_loss(y_pred, y).mean()

    # This is the step of the optimizer. We **always** jit:
    @eqx.filter_jit
    def step(opt_state, model, xi, yi):
        value, grads = eqx.filter_value_and_grad(loss)(model, xi, yi)
        updates, opt_state = optimizer.update(grads, opt_state)
        model = eqx.apply_updates(model, updates)
        return model, opt_state, value
    
    # The state of the optimizer
    opt_state = optimizer.init(model)
    # The path of the model
    path = []
    # The path of the test loss
    losses = []
    # The path of the test accuracy
    test_losses = []
    for e in range(n_epochs):
        for i in range(x.shape[0]):
            # We pick a random point
            # We don't need to use jax for this - numpy is fine
            j = np.random.randint(0, x.shape[0])
            xj, yj = x[j].ravel(), y[j].ravel()
            model, opt_state, value = step(opt_state, model, xj, yj)
            if i % freq == 0:
                path.append(model)
                losses.append(value)
                test_losses.append(loss(model, x_test, y_test))
                print(f"Epoch {e}, step {i}, loss {value:.3f}, test {test_losses[-1]:.3f}")
    return model, path, losses, test_losses

We can use the code above like this:

# Make the model
key, subkey = jrandom.split(key)
model = MyModel(subkey)

# Make the optimizer
optimizer = optax.sgd(learning_rate=0.01, momentum=0.5, nesterov=True)

# Train the model
model, path, losses, test_losses = train_online(
    model,
    X, y,
    optimizer,
    X_test, y_test,
    n_epochs=20,
)

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Epoch 0, step 0, loss 5.100, test 53.461
Epoch 0, step 1, loss 4.324, test 52.715
Epoch 0, step 2, loss 8.827, test 50.565
Epoch 0, step 3, loss 13.956, test 45.860
Epoch 0, step 4, loss 4.869, test 44.553
Epoch 0, step 5, loss 3.080, test 43.757
Epoch 0, step 6, loss 1.582, test 43.258
Epoch 0, step 7, loss 4.009, test 42.110
Epoch 0, step 8, loss 4.388, test 40.881
Epoch 0, step 9, loss 4.062, test 39.717
Epoch 0, step 10, loss 3.647, test 37.606
Epoch 0, step 11, loss 2.292, test 36.895
Epoch 0, step 12, loss 45.456, test 19.227
Epoch 0, step 13, loss 0.364, test 16.715
Epoch 0, step 14, loss 3.006, test 13.820
Epoch 0, step 15, loss 0.345, test 12.856
Epoch 0, step 16, loss 0.010, test 12.427
Epoch 0, step 17, loss 2.497, test 11.766
Epoch 0, step 18, loss 0.516, test 11.528
Epoch 0, step 19, loss 2.088, test 11.302
Epoch 0, step 20, loss 1.790, test 11.061
Epoch 0, step 21, loss 1.025, test 10.526
Epoch 0, step 22, loss 11.183, test 7.064
Epoch 0, step 23, loss 1.988, test 6.005
Epoch 0, step 24, loss 1.148, test 5.571
Epoch 0, step 25, loss 7.023, test 3.489
Epoch 0, step 26, loss 0.483, test 3.116
Epoch 0, step 27, loss 0.186, test 2.910
Epoch 0, step 28, loss 2.956, test 2.156
Epoch 0, step 29, loss 0.005, test 2.021
Epoch 0, step 30, loss 1.507, test 1.887
Epoch 0, step 31, loss 0.301, test 1.818
Epoch 0, step 32, loss 0.505, test 1.769
Epoch 0, step 33, loss 0.229, test 1.729
Epoch 0, step 34, loss 0.101, test 1.686
Epoch 0, step 35, loss 1.047, test 1.392
Epoch 0, step 36, loss 0.141, test 1.220
Epoch 0, step 37, loss 2.095, test 0.927
Epoch 0, step 38, loss 0.127, test 0.832
Epoch 0, step 39, loss 0.044, test 0.778
Epoch 0, step 40, loss 0.664, test 0.654
Epoch 0, step 41, loss 0.503, test 0.617
Epoch 0, step 42, loss 0.435, test 0.591
Epoch 0, step 43, loss 0.200, test 0.574
Epoch 0, step 44, loss 0.645, test 0.502
Epoch 0, step 45, loss 0.364, test 0.465
Epoch 0, step 46, loss 0.070, test 0.451
Epoch 0, step 47, loss 0.073, test 0.455
Epoch 0, step 48, loss 0.000, test 0.454
Epoch 0, step 49, loss 0.000, test 0.453
Epoch 0, step 50, loss 0.050, test 0.449
Epoch 0, step 51, loss 0.482, test 0.396
Epoch 0, step 52, loss 0.035, test 0.380
Epoch 0, step 53, loss 0.038, test 0.372
Epoch 0, step 54, loss 0.052, test 0.372
Epoch 0, step 55, loss 0.397, test 0.360
Epoch 0, step 56, loss 0.000, test 0.357
Epoch 0, step 57, loss 0.071, test 0.360
Epoch 0, step 58, loss 0.000, test 0.361
Epoch 0, step 59, loss 0.276, test 0.354
Epoch 0, step 60, loss 0.269, test 0.359
Epoch 0, step 61, loss 0.194, test 0.381
Epoch 0, step 62, loss 0.453, test 0.326
Epoch 0, step 63, loss 0.055, test 0.326
Epoch 0, step 64, loss 0.216, test 0.281
Epoch 0, step 65, loss 0.000, test 0.271
Epoch 0, step 66, loss 0.032, test 0.263
Epoch 0, step 67, loss 0.105, test 0.265
Epoch 0, step 68, loss 0.036, test 0.231
Epoch 0, step 69, loss 0.036, test 0.219
Epoch 0, step 70, loss 1.219, test 0.147
Epoch 0, step 71, loss 0.426, test 0.141
Epoch 0, step 72, loss 0.192, test 0.138
Epoch 0, step 73, loss 0.017, test 0.138
Epoch 0, step 74, loss 0.050, test 0.141
Epoch 0, step 75, loss 0.031, test 0.142
Epoch 0, step 76, loss 0.006, test 0.143
Epoch 0, step 77, loss 0.093, test 0.141
Epoch 0, step 78, loss 0.134, test 0.139
Epoch 0, step 79, loss 0.014, test 0.137
Epoch 0, step 80, loss 0.001, test 0.137
Epoch 0, step 81, loss 0.002, test 0.136
Epoch 0, step 82, loss 1.000, test 0.233
Epoch 0, step 83, loss 0.005, test 0.286
Epoch 0, step 84, loss 0.022, test 0.311
Epoch 0, step 85, loss 0.759, test 0.206
Epoch 0, step 86, loss 0.014, test 0.192
Epoch 0, step 87, loss 0.826, test 0.178
Epoch 0, step 88, loss 0.175, test 0.170
Epoch 0, step 89, loss 0.008, test 0.166
Epoch 0, step 90, loss 0.067, test 0.152
Epoch 0, step 91, loss 0.497, test 0.162
Epoch 0, step 92, loss 0.026, test 0.168
Epoch 0, step 93, loss 0.285, test 0.175
Epoch 0, step 94, loss 0.074, test 0.154
Epoch 0, step 95, loss 0.494, test 0.122
Epoch 0, step 96, loss 0.282, test 0.128
Epoch 0, step 97, loss 0.035, test 0.125
Epoch 0, step 98, loss 0.322, test 0.114
Epoch 0, step 99, loss 0.672, test 0.097
Epoch 0, step 100, loss 0.003, test 0.094
Epoch 0, step 101, loss 0.172, test 0.102
Epoch 0, step 102, loss 0.061, test 0.102
Epoch 0, step 103, loss 0.299, test 0.199
Epoch 0, step 104, loss 0.168, test 0.197
Epoch 0, step 105, loss 0.011, test 0.200
Epoch 0, step 106, loss 0.035, test 0.200
Epoch 0, step 107, loss 0.478, test 0.195
Epoch 0, step 108, loss 0.019, test 0.193
Epoch 0, step 109, loss 0.040, test 0.178
Epoch 0, step 110, loss 0.036, test 0.173
Epoch 0, step 111, loss 0.192, test 0.167
Epoch 0, step 112, loss 0.000, test 0.166
Epoch 0, step 113, loss 0.019, test 0.177
Epoch 0, step 114, loss 0.318, test 0.171
Epoch 0, step 115, loss 1.231, test 0.164
Epoch 0, step 116, loss 0.161, test 0.152
Epoch 0, step 117, loss 0.520, test 0.142
Epoch 0, step 118, loss 0.315, test 0.143
Epoch 0, step 119, loss 0.000, test 0.142
Epoch 0, step 120, loss 0.010, test 0.139
Epoch 0, step 121, loss 0.256, test 0.132
Epoch 0, step 122, loss 0.130, test 0.126
Epoch 0, step 123, loss 0.069, test 0.119
Epoch 0, step 124, loss 0.006, test 0.121
Epoch 0, step 125, loss 0.624, test 0.127
Epoch 0, step 126, loss 0.161, test 0.111
Epoch 0, step 127, loss 0.001, test 0.110
Epoch 0, step 128, loss 0.008, test 0.110
Epoch 0, step 129, loss 0.055, test 0.108
Epoch 0, step 130, loss 0.000, test 0.107
Epoch 0, step 131, loss 0.071, test 0.105
Epoch 0, step 132, loss 0.054, test 0.106
Epoch 0, step 133, loss 0.024, test 0.109
Epoch 0, step 134, loss 0.210, test 0.107
Epoch 0, step 135, loss 0.001, test 0.106
Epoch 0, step 136, loss 0.000, test 0.106
Epoch 0, step 137, loss 0.181, test 0.099
Epoch 0, step 138, loss 0.217, test 0.098
Epoch 0, step 139, loss 0.034, test 0.097
Epoch 0, step 140, loss 0.360, test 0.086
Epoch 0, step 141, loss 0.008, test 0.084
Epoch 0, step 142, loss 0.250, test 0.084
Epoch 0, step 143, loss 0.001, test 0.084
Epoch 0, step 144, loss 0.209, test 0.076
Epoch 0, step 145, loss 0.016, test 0.080
Epoch 0, step 146, loss 0.057, test 0.084
Epoch 0, step 147, loss 1.044, test 0.091
Epoch 0, step 148, loss 0.120, test 0.117
Epoch 0, step 149, loss 0.008, test 0.126
Epoch 0, step 150, loss 0.283, test 0.128
Epoch 0, step 151, loss 0.000, test 0.129
Epoch 0, step 152, loss 0.149, test 0.115
Epoch 0, step 153, loss 0.526, test 0.126
Epoch 0, step 154, loss 0.234, test 0.132
Epoch 0, step 155, loss 0.036, test 0.121
Epoch 0, step 156, loss 0.142, test 0.126
Epoch 0, step 157, loss 0.000, test 0.127
Epoch 0, step 158, loss 0.075, test 0.124
Epoch 0, step 159, loss 0.002, test 0.124
Epoch 0, step 160, loss 0.053, test 0.125
Epoch 0, step 161, loss 0.213, test 0.124
Epoch 0, step 162, loss 0.197, test 0.125
Epoch 0, step 163, loss 0.042, test 0.125
Epoch 0, step 164, loss 0.005, test 0.126
Epoch 0, step 165, loss 0.648, test 0.178
Epoch 0, step 166, loss 0.018, test 0.194
Epoch 0, step 167, loss 0.078, test 0.203
Epoch 0, step 168, loss 0.000, test 0.207
Epoch 0, step 169, loss 0.164, test 0.212
Epoch 0, step 170, loss 0.141, test 0.169
Epoch 0, step 171, loss 0.314, test 0.172
Epoch 0, step 172, loss 0.711, test 0.224
Epoch 0, step 173, loss 0.022, test 0.227
Epoch 0, step 174, loss 0.108, test 0.235
Epoch 0, step 175, loss 0.280, test 0.252
Epoch 0, step 176, loss 0.058, test 0.254
Epoch 0, step 177, loss 0.069, test 0.260
Epoch 0, step 178, loss 0.182, test 0.252
Epoch 0, step 179, loss 0.212, test 0.248
Epoch 0, step 180, loss 0.032, test 0.247
Epoch 0, step 181, loss 0.073, test 0.245
Epoch 0, step 182, loss 0.043, test 0.242
Epoch 0, step 183, loss 0.001, test 0.242
Epoch 0, step 184, loss 0.106, test 0.246
Epoch 0, step 185, loss 0.029, test 0.248
Epoch 0, step 186, loss 0.239, test 0.243
Epoch 0, step 187, loss 0.008, test 0.241
Epoch 0, step 188, loss 0.010, test 0.233
Epoch 0, step 189, loss 0.137, test 0.225
Epoch 0, step 190, loss 0.000, test 0.223
Epoch 0, step 191, loss 0.682, test 0.201
Epoch 0, step 192, loss 0.017, test 0.197
Epoch 0, step 193, loss 0.068, test 0.186
Epoch 0, step 194, loss 0.043, test 0.185
Epoch 0, step 195, loss 0.016, test 0.181
Epoch 0, step 196, loss 0.068, test 0.180
Epoch 0, step 197, loss 0.199, test 0.180
Epoch 0, step 198, loss 0.067, test 0.179
Epoch 0, step 199, loss 0.012, test 0.182
Epoch 0, step 200, loss 0.023, test 0.185
Epoch 0, step 201, loss 0.160, test 0.186
Epoch 0, step 202, loss 0.336, test 0.195
Epoch 0, step 203, loss 0.073, test 0.193
Epoch 0, step 204, loss 0.088, test 0.187
Epoch 0, step 205, loss 0.019, test 0.182
Epoch 0, step 206, loss 0.830, test 0.331
Epoch 0, step 207, loss 0.092, test 0.374
Epoch 0, step 208, loss 0.081, test 0.407
Epoch 0, step 209, loss 0.270, test 0.418
Epoch 0, step 210, loss 0.153, test 0.421
Epoch 0, step 211, loss 0.004, test 0.424
Epoch 0, step 212, loss 0.110, test 0.342
Epoch 0, step 213, loss 0.043, test 0.333
Epoch 0, step 214, loss 0.283, test 0.321
Epoch 0, step 215, loss 0.218, test 0.328
Epoch 0, step 216, loss 0.172, test 0.302
Epoch 0, step 217, loss 0.312, test 0.293
Epoch 0, step 218, loss 0.000, test 0.291
Epoch 0, step 219, loss 0.047, test 0.289
Epoch 0, step 220, loss 0.304, test 0.332
Epoch 0, step 221, loss 0.076, test 0.336
Epoch 0, step 222, loss 0.023, test 0.335
Epoch 0, step 223, loss 0.572, test 0.226
Epoch 0, step 224, loss 0.182, test 0.177
Epoch 0, step 225, loss 0.019, test 0.167
Epoch 0, step 226, loss 0.408, test 0.164
Epoch 0, step 227, loss 0.100, test 0.172
Epoch 0, step 228, loss 0.449, test 0.166
Epoch 0, step 229, loss 0.033, test 0.150
Epoch 0, step 230, loss 0.146, test 0.149
Epoch 0, step 231, loss 0.007, test 0.144
Epoch 0, step 232, loss 0.006, test 0.144
Epoch 0, step 233, loss 0.000, test 0.144
Epoch 0, step 234, loss 0.382, test 0.151
Epoch 0, step 235, loss 0.000, test 0.152
Epoch 0, step 236, loss 0.043, test 0.153
Epoch 0, step 237, loss 0.017, test 0.154
Epoch 0, step 238, loss 0.228, test 0.157
Epoch 0, step 239, loss 0.407, test 0.160
Epoch 0, step 240, loss 0.132, test 0.159
Epoch 0, step 241, loss 0.069, test 0.138
Epoch 0, step 242, loss 0.477, test 0.133
Epoch 0, step 243, loss 0.126, test 0.134
Epoch 0, step 244, loss 0.190, test 0.148
Epoch 0, step 245, loss 0.145, test 0.149
Epoch 0, step 246, loss 0.031, test 0.133
Epoch 0, step 247, loss 0.340, test 0.140
Epoch 0, step 248, loss 0.059, test 0.135
Epoch 0, step 249, loss 0.300, test 0.136
Epoch 0, step 250, loss 0.073, test 0.148
Epoch 0, step 251, loss 0.047, test 0.152
Epoch 0, step 252, loss 0.003, test 0.154
Epoch 0, step 253, loss 0.092, test 0.158
Epoch 0, step 254, loss 0.278, test 0.177
Epoch 0, step 255, loss 0.488, test 0.118
Epoch 0, step 256, loss 0.483, test 0.110
Epoch 0, step 257, loss 0.000, test 0.108
Epoch 0, step 258, loss 0.161, test 0.096
Epoch 0, step 259, loss 0.332, test 0.095
Epoch 0, step 260, loss 0.000, test 0.094
Epoch 0, step 261, loss 0.005, test 0.094
Epoch 0, step 262, loss 0.016, test 0.093
Epoch 0, step 263, loss 0.014, test 0.092
Epoch 0, step 264, loss 0.004, test 0.093
Epoch 0, step 265, loss 0.014, test 0.094
Epoch 0, step 266, loss 0.071, test 0.094
Epoch 0, step 267, loss 0.174, test 0.094
Epoch 0, step 268, loss 0.161, test 0.097
Epoch 0, step 269, loss 0.001, test 0.098
Epoch 0, step 270, loss 0.030, test 0.105
Epoch 0, step 271, loss 0.339, test 0.093
Epoch 0, step 272, loss 0.009, test 0.090
Epoch 0, step 273, loss 0.005, test 0.090
Epoch 0, step 274, loss 0.217, test 0.092
Epoch 0, step 275, loss 0.153, test 0.097
Epoch 0, step 276, loss 0.829, test 0.096
Epoch 0, step 277, loss 0.086, test 0.094
Epoch 0, step 278, loss 0.308, test 0.094
Epoch 0, step 279, loss 0.149, test 0.093
Epoch 0, step 280, loss 0.587, test 0.090
Epoch 0, step 281, loss 0.042, test 0.091
Epoch 0, step 282, loss 0.054, test 0.090
Epoch 0, step 283, loss 0.002, test 0.091
Epoch 0, step 284, loss 0.010, test 0.091
Epoch 0, step 285, loss 0.041, test 0.091
Epoch 0, step 286, loss 0.042, test 0.090
Epoch 0, step 287, loss 0.022, test 0.090
Epoch 0, step 288, loss 0.043, test 0.090
Epoch 0, step 289, loss 0.054, test 0.090
Epoch 0, step 290, loss 1.032, test 0.124
Epoch 0, step 291, loss 0.058, test 0.130
Epoch 0, step 292, loss 0.031, test 0.136
Epoch 0, step 293, loss 0.078, test 0.137
Epoch 0, step 294, loss 0.003, test 0.135
Epoch 0, step 295, loss 0.093, test 0.140
Epoch 0, step 296, loss 0.211, test 0.129
Epoch 0, step 297, loss 0.001, test 0.126
Epoch 0, step 298, loss 0.033, test 0.121
Epoch 0, step 299, loss 0.000, test 0.120
Epoch 0, step 300, loss 0.146, test 0.113
Epoch 0, step 301, loss 0.212, test 0.115
Epoch 0, step 302, loss 0.069, test 0.118
Epoch 0, step 303, loss 0.065, test 0.120
Epoch 0, step 304, loss 0.375, test 0.117
Epoch 0, step 305, loss 0.055, test 0.105
Epoch 0, step 306, loss 0.058, test 0.102
Epoch 0, step 307, loss 0.344, test 0.102
Epoch 0, step 308, loss 0.087, test 0.102
Epoch 0, step 309, loss 0.011, test 0.101
Epoch 0, step 310, loss 0.710, test 0.100
Epoch 0, step 311, loss 0.094, test 0.097
Epoch 0, step 312, loss 0.010, test 0.097
Epoch 0, step 313, loss 0.153, test 0.096
Epoch 0, step 314, loss 0.015, test 0.106
Epoch 0, step 315, loss 0.106, test 0.106
Epoch 0, step 316, loss 0.166, test 0.109
Epoch 0, step 317, loss 0.137, test 0.095
Epoch 0, step 318, loss 0.223, test 0.090
Epoch 0, step 319, loss 0.336, test 0.086
Epoch 0, step 320, loss 0.656, test 0.084
Epoch 0, step 321, loss 0.025, test 0.085
Epoch 0, step 322, loss 0.031, test 0.086
Epoch 0, step 323, loss 0.001, test 0.086
Epoch 0, step 324, loss 0.093, test 0.087
Epoch 0, step 325, loss 0.009, test 0.088
Epoch 0, step 326, loss 0.231, test 0.087
Epoch 0, step 327, loss 0.326, test 0.086
Epoch 0, step 328, loss 0.047, test 0.086
Epoch 0, step 329, loss 0.216, test 0.085
Epoch 0, step 330, loss 0.006, test 0.085
Epoch 0, step 331, loss 0.080, test 0.087
Epoch 0, step 332, loss 0.087, test 0.086
Epoch 0, step 333, loss 0.337, test 0.086
Epoch 0, step 334, loss 0.001, test 0.087
Epoch 0, step 335, loss 0.001, test 0.086
Epoch 0, step 336, loss 0.017, test 0.086
Epoch 0, step 337, loss 0.040, test 0.087
Epoch 0, step 338, loss 0.003, test 0.088
Epoch 0, step 339, loss 0.027, test 0.088
Epoch 0, step 340, loss 0.248, test 0.072
Epoch 0, step 341, loss 0.174, test 0.071
Epoch 0, step 342, loss 0.155, test 0.070
Epoch 0, step 343, loss 0.006, test 0.071
Epoch 0, step 344, loss 0.015, test 0.071
Epoch 0, step 345, loss 0.006, test 0.072
Epoch 0, step 346, loss 0.001, test 0.072
Epoch 0, step 347, loss 0.151, test 0.073
Epoch 0, step 348, loss 0.067, test 0.074
Epoch 0, step 349, loss 0.000, test 0.074
Epoch 0, step 350, loss 0.050, test 0.075
Epoch 0, step 351, loss 0.304, test 0.074
Epoch 0, step 352, loss 0.052, test 0.071
Epoch 0, step 353, loss 0.001, test 0.071
Epoch 0, step 354, loss 0.073, test 0.071
Epoch 0, step 355, loss 0.214, test 0.075
Epoch 0, step 356, loss 0.174, test 0.073
Epoch 0, step 357, loss 0.269, test 0.074
Epoch 0, step 358, loss 0.004, test 0.074
Epoch 0, step 359, loss 0.039, test 0.077
Epoch 0, step 360, loss 0.197, test 0.069
Epoch 0, step 361, loss 0.113, test 0.073
Epoch 0, step 362, loss 0.004, test 0.076
Epoch 0, step 363, loss 0.073, test 0.080
Epoch 0, step 364, loss 0.075, test 0.079
Epoch 0, step 365, loss 0.079, test 0.069
Epoch 0, step 366, loss 0.092, test 0.070
Epoch 0, step 367, loss 0.030, test 0.070
Epoch 0, step 368, loss 0.347, test 0.069
Epoch 0, step 369, loss 0.005, test 0.069
Epoch 0, step 370, loss 0.194, test 0.070
Epoch 0, step 371, loss 0.663, test 0.083
Epoch 0, step 372, loss 0.121, test 0.085
Epoch 0, step 373, loss 0.615, test 0.083
Epoch 0, step 374, loss 0.484, test 0.081
Epoch 0, step 375, loss 0.006, test 0.081
Epoch 0, step 376, loss 0.003, test 0.080
Epoch 0, step 377, loss 0.007, test 0.079
Epoch 0, step 378, loss 0.948, test 0.075
Epoch 0, step 379, loss 0.232, test 0.075
Epoch 0, step 380, loss 0.248, test 0.077
Epoch 0, step 381, loss 0.027, test 0.079
Epoch 0, step 382, loss 0.059, test 0.080
Epoch 0, step 383, loss 0.030, test 0.080
Epoch 0, step 384, loss 0.001, test 0.081
Epoch 0, step 385, loss 0.004, test 0.081
Epoch 0, step 386, loss 0.073, test 0.081
Epoch 0, step 387, loss 0.546, test 0.080
Epoch 0, step 388, loss 0.519, test 0.081
Epoch 0, step 389, loss 0.008, test 0.079
Epoch 0, step 390, loss 0.002, test 0.079
Epoch 0, step 391, loss 0.066, test 0.078
Epoch 0, step 392, loss 0.013, test 0.077
Epoch 0, step 393, loss 0.007, test 0.077
Epoch 0, step 394, loss 0.303, test 0.077
Epoch 0, step 395, loss 0.187, test 0.075
Epoch 0, step 396, loss 0.097, test 0.077
Epoch 0, step 397, loss 0.313, test 0.077
Epoch 0, step 398, loss 0.026, test 0.079
Epoch 0, step 399, loss 0.100, test 0.080
Epoch 0, step 400, loss 0.026, test 0.081
Epoch 0, step 401, loss 0.074, test 0.079
Epoch 0, step 402, loss 0.197, test 0.078
Epoch 0, step 403, loss 0.001, test 0.077
Epoch 0, step 404, loss 0.004, test 0.077
Epoch 0, step 405, loss 0.051, test 0.076
Epoch 0, step 406, loss 1.020, test 0.097
Epoch 0, step 407, loss 0.035, test 0.103
Epoch 0, step 408, loss 0.013, test 0.105
Epoch 0, step 409, loss 0.364, test 0.100
Epoch 0, step 410, loss 0.019, test 0.097
Epoch 0, step 411, loss 0.091, test 0.090
Epoch 0, step 412, loss 0.038, test 0.088
Epoch 0, step 413, loss 0.010, test 0.090
Epoch 0, step 414, loss 0.028, test 0.090
Epoch 0, step 415, loss 0.052, test 0.092
Epoch 0, step 416, loss 0.359, test 0.091
Epoch 0, step 417, loss 0.225, test 0.095
Epoch 0, step 418, loss 0.065, test 0.100
Epoch 0, step 419, loss 0.061, test 0.102
Epoch 0, step 420, loss 0.062, test 0.104
Epoch 0, step 421, loss 0.395, test 0.083
Epoch 0, step 422, loss 0.012, test 0.090
Epoch 0, step 423, loss 0.009, test 0.096
Epoch 0, step 424, loss 0.085, test 0.101
Epoch 0, step 425, loss 0.196, test 0.080
Epoch 0, step 426, loss 0.000, test 0.078
Epoch 0, step 427, loss 0.059, test 0.078
Epoch 0, step 428, loss 0.004, test 0.077
Epoch 0, step 429, loss 0.008, test 0.077
Epoch 0, step 430, loss 0.007, test 0.077
Epoch 0, step 431, loss 0.011, test 0.074
Epoch 0, step 432, loss 0.066, test 0.074
Epoch 0, step 433, loss 0.017, test 0.075
Epoch 0, step 434, loss 0.080, test 0.086
Epoch 0, step 435, loss 0.116, test 0.092
Epoch 0, step 436, loss 0.003, test 0.094
Epoch 0, step 437, loss 0.060, test 0.096
Epoch 0, step 438, loss 0.100, test 0.095
Epoch 0, step 439, loss 0.100, test 0.093
Epoch 0, step 440, loss 0.124, test 0.098
Epoch 0, step 441, loss 0.155, test 0.101
Epoch 0, step 442, loss 0.089, test 0.103
Epoch 0, step 443, loss 1.346, test 0.864
Epoch 0, step 444, loss 1.251, test 0.822
Epoch 0, step 445, loss 0.078, test 0.896
Epoch 0, step 446, loss 0.006, test 0.946
Epoch 0, step 447, loss 0.228, test 0.915
Epoch 0, step 448, loss 0.574, test 0.860
Epoch 0, step 449, loss 0.567, test 0.557
Epoch 0, step 450, loss 0.459, test 0.489
Epoch 0, step 451, loss 0.014, test 0.450
Epoch 0, step 452, loss 0.158, test 0.420
Epoch 0, step 453, loss 0.089, test 0.416
Epoch 0, step 454, loss 0.102, test 0.423
Epoch 0, step 455, loss 2.736, test 0.083
Epoch 0, step 456, loss 0.140, test 0.097
Epoch 0, step 457, loss 0.052, test 0.113
Epoch 0, step 458, loss 0.512, test 0.098
Epoch 0, step 459, loss 0.012, test 0.096
Epoch 0, step 460, loss 0.032, test 0.099
Epoch 0, step 461, loss 0.056, test 0.100
Epoch 0, step 462, loss 0.123, test 0.105
Epoch 0, step 463, loss 0.004, test 0.103
Epoch 0, step 464, loss 0.012, test 0.104
Epoch 0, step 465, loss 0.009, test 0.103
Epoch 0, step 466, loss 0.006, test 0.102
Epoch 0, step 467, loss 0.000, test 0.102
Epoch 0, step 468, loss 0.053, test 0.104
Epoch 0, step 469, loss 0.011, test 0.103
Epoch 0, step 470, loss 0.027, test 0.101
Epoch 0, step 471, loss 0.001, test 0.101
Epoch 0, step 472, loss 0.451, test 0.089
Epoch 0, step 473, loss 0.065, test 0.089
Epoch 0, step 474, loss 0.023, test 0.087
Epoch 0, step 475, loss 0.002, test 0.087
Epoch 0, step 476, loss 0.004, test 0.086
Epoch 0, step 477, loss 0.083, test 0.095
Epoch 0, step 478, loss 0.062, test 0.097
Epoch 0, step 479, loss 0.001, test 0.099
Epoch 0, step 480, loss 0.141, test 0.098
Epoch 0, step 481, loss 0.858, test 0.095
Epoch 0, step 482, loss 0.074, test 0.093
Epoch 0, step 483, loss 0.007, test 0.093
Epoch 0, step 484, loss 0.003, test 0.093
Epoch 0, step 485, loss 0.062, test 0.091
Epoch 0, step 486, loss 0.157, test 0.090
Epoch 0, step 487, loss 0.059, test 0.095
Epoch 0, step 488, loss 0.024, test 0.095
Epoch 0, step 489, loss 0.555, test 0.100
Epoch 0, step 490, loss 0.214, test 0.095
Epoch 0, step 491, loss 0.005, test 0.094
Epoch 0, step 492, loss 0.054, test 0.093
Epoch 0, step 493, loss 0.133, test 0.090
Epoch 0, step 494, loss 0.003, test 0.089
Epoch 0, step 495, loss 0.016, test 0.089
Epoch 0, step 496, loss 0.024, test 0.088
Epoch 0, step 497, loss 0.239, test 0.107
Epoch 0, step 498, loss 0.209, test 0.115
Epoch 0, step 499, loss 0.053, test 0.133
Epoch 0, step 500, loss 0.445, test 0.124
Epoch 0, step 501, loss 0.255, test 0.104
Epoch 0, step 502, loss 0.110, test 0.103
Epoch 0, step 503, loss 0.002, test 0.102
Epoch 0, step 504, loss 0.031, test 0.099
Epoch 0, step 505, loss 0.009, test 0.098
Epoch 0, step 506, loss 0.397, test 0.119
Epoch 0, step 507, loss 0.008, test 0.125
Epoch 0, step 508, loss 0.217, test 0.110
Epoch 0, step 509, loss 0.177, test 0.124
Epoch 0, step 510, loss 0.052, test 0.122
Epoch 0, step 511, loss 0.077, test 0.104
Epoch 0, step 512, loss 0.183, test 0.088
Epoch 0, step 513, loss 0.050, test 0.105
Epoch 0, step 514, loss 0.010, test 0.112
Epoch 0, step 515, loss 0.014, test 0.116
Epoch 0, step 516, loss 0.001, test 0.119
Epoch 0, step 517, loss 0.171, test 0.123
Epoch 0, step 518, loss 0.137, test 0.126
Epoch 0, step 519, loss 0.003, test 0.126
Epoch 0, step 520, loss 0.145, test 0.109
Epoch 0, step 521, loss 0.147, test 0.110
Epoch 0, step 522, loss 0.000, test 0.108
Epoch 0, step 523, loss 0.000, test 0.108
Epoch 0, step 524, loss 0.088, test 0.109
Epoch 0, step 525, loss 0.633, test 0.107
Epoch 0, step 526, loss 0.028, test 0.103
Epoch 0, step 527, loss 0.418, test 0.100
Epoch 0, step 528, loss 0.015, test 0.099
Epoch 0, step 529, loss 0.025, test 0.104
Epoch 0, step 530, loss 0.074, test 0.104
Epoch 0, step 531, loss 0.041, test 0.104
Epoch 0, step 532, loss 0.050, test 0.102
Epoch 0, step 533, loss 0.154, test 0.109
Epoch 0, step 534, loss 0.233, test 0.124
Epoch 0, step 535, loss 0.143, test 0.117
Epoch 0, step 536, loss 0.065, test 0.145
Epoch 0, step 537, loss 0.441, test 0.157
Epoch 0, step 538, loss 0.607, test 0.150
Epoch 0, step 539, loss 0.013, test 0.142
Epoch 0, step 540, loss 0.120, test 0.139
Epoch 0, step 541, loss 0.493, test 0.134
Epoch 0, step 542, loss 0.085, test 0.135
Epoch 0, step 543, loss 0.250, test 0.117
Epoch 0, step 544, loss 0.000, test 0.114
Epoch 0, step 545, loss 0.000, test 0.114
Epoch 0, step 546, loss 0.032, test 0.121
Epoch 0, step 547, loss 0.006, test 0.122
Epoch 0, step 548, loss 0.063, test 0.124
Epoch 0, step 549, loss 0.004, test 0.123
Epoch 0, step 550, loss 0.000, test 0.123
Epoch 0, step 551, loss 0.035, test 0.122
Epoch 0, step 552, loss 0.030, test 0.119
Epoch 0, step 553, loss 0.206, test 0.133
Epoch 0, step 554, loss 0.231, test 0.134
Epoch 0, step 555, loss 0.312, test 0.133
Epoch 0, step 556, loss 1.444, test 0.102
Epoch 0, step 557, loss 0.001, test 0.101
Epoch 0, step 558, loss 0.029, test 0.099
Epoch 0, step 559, loss 0.332, test 0.128

Epoch 0, step 560, loss 0.079, test 0.120
Epoch 0, step 561, loss 0.001, test 0.120
Epoch 0, step 562, loss 0.040, test 0.097
Epoch 0, step 563, loss 0.039, test 0.107
Epoch 0, step 564, loss 0.038, test 0.112
Epoch 0, step 565, loss 0.026, test 0.123
Epoch 0, step 566, loss 0.016, test 0.126
Epoch 0, step 567, loss 0.002, test 0.127
Epoch 0, step 568, loss 0.418, test 0.130
Epoch 0, step 569, loss 0.037, test 0.136
Epoch 0, step 570, loss 0.141, test 0.135
Epoch 0, step 571, loss 0.143, test 0.137
Epoch 0, step 572, loss 0.422, test 0.114
Epoch 0, step 573, loss 0.052, test 0.115
Epoch 0, step 574, loss 0.134, test 0.121
Epoch 0, step 575, loss 0.144, test 0.121
Epoch 0, step 576, loss 0.051, test 0.126
Epoch 0, step 577, loss 0.046, test 0.119
Epoch 0, step 578, loss 0.029, test 0.119
Epoch 0, step 579, loss 0.013, test 0.118
Epoch 0, step 580, loss 0.151, test 0.119
Epoch 0, step 581, loss 0.057, test 0.119
Epoch 0, step 582, loss 0.018, test 0.124
Epoch 0, step 583, loss 0.007, test 0.127
Epoch 0, step 584, loss 0.316, test 0.125
Epoch 0, step 585, loss 0.015, test 0.120
Epoch 0, step 586, loss 0.123, test 0.122
Epoch 0, step 587, loss 0.001, test 0.122
Epoch 0, step 588, loss 0.013, test 0.128
Epoch 0, step 589, loss 0.130, test 0.137
Epoch 0, step 590, loss 0.005, test 0.136
Epoch 0, step 591, loss 0.040, test 0.135
Epoch 0, step 592, loss 0.002, test 0.133
Epoch 0, step 593, loss 0.004, test 0.134
Epoch 0, step 594, loss 0.001, test 0.134
Epoch 0, step 595, loss 0.033, test 0.134
Epoch 0, step 596, loss 0.024, test 0.139
Epoch 0, step 597, loss 0.150, test 0.128
Epoch 0, step 598, loss 0.005, test 0.128
Epoch 0, step 599, loss 0.086, test 0.138
Epoch 0, step 600, loss 0.057, test 0.133
Epoch 0, step 601, loss 0.839, test 0.146
Epoch 0, step 602, loss 0.031, test 0.152
Epoch 0, step 603, loss 0.011, test 0.167
Epoch 0, step 604, loss 0.003, test 0.172
Epoch 0, step 605, loss 0.322, test 0.186
Epoch 0, step 606, loss 0.043, test 0.194
Epoch 0, step 607, loss 0.012, test 0.193
Epoch 0, step 608, loss 0.017, test 0.193
Epoch 0, step 609, loss 0.112, test 0.196
Epoch 0, step 610, loss 0.042, test 0.193
Epoch 0, step 611, loss 0.002, test 0.193
Epoch 0, step 612, loss 0.052, test 0.169
Epoch 0, step 613, loss 0.226, test 0.080
Epoch 0, step 614, loss 0.322, test 0.076
Epoch 0, step 615, loss 0.000, test 0.074
Epoch 0, step 616, loss 0.262, test 0.074
Epoch 0, step 617, loss 0.130, test 0.080
Epoch 0, step 618, loss 0.005, test 0.081
Epoch 0, step 619, loss 0.103, test 0.083
Epoch 0, step 620, loss 0.259, test 0.096
Epoch 0, step 621, loss 0.209, test 0.098
Epoch 0, step 622, loss 0.176, test 0.081
Epoch 0, step 623, loss 0.016, test 0.081
Epoch 0, step 624, loss 0.000, test 0.080
Epoch 0, step 625, loss 0.023, test 0.079
Epoch 0, step 626, loss 0.010, test 0.079
Epoch 0, step 627, loss 0.235, test 0.109
Epoch 0, step 628, loss 0.290, test 0.121
Epoch 0, step 629, loss 0.149, test 0.131
Epoch 0, step 630, loss 0.016, test 0.136
Epoch 0, step 631, loss 0.085, test 0.136
Epoch 0, step 632, loss 0.095, test 0.141
Epoch 0, step 633, loss 0.519, test 0.170
Epoch 0, step 634, loss 0.306, test 0.125
Epoch 0, step 635, loss 0.031, test 0.122
Epoch 0, step 636, loss 0.058, test 0.121
Epoch 0, step 637, loss 0.032, test 0.118
Epoch 0, step 638, loss 0.248, test 0.120
Epoch 0, step 639, loss 0.033, test 0.119
Epoch 0, step 640, loss 0.476, test 0.142
Epoch 0, step 641, loss 0.020, test 0.149
Epoch 0, step 642, loss 0.011, test 0.153
Epoch 0, step 643, loss 0.000, test 0.154
Epoch 0, step 644, loss 0.005, test 0.156
Epoch 0, step 645, loss 0.008, test 0.160
Epoch 0, step 646, loss 0.081, test 0.154
Epoch 0, step 647, loss 0.070, test 0.172
Epoch 0, step 648, loss 0.009, test 0.176
Epoch 0, step 649, loss 0.014, test 0.170
Epoch 0, step 650, loss 0.157, test 0.155
Epoch 0, step 651, loss 0.504, test 0.157
Epoch 0, step 652, loss 0.129, test 0.133
Epoch 0, step 653, loss 0.012, test 0.130
Epoch 0, step 654, loss 0.036, test 0.121
Epoch 0, step 655, loss 0.471, test 0.122
Epoch 0, step 656, loss 0.175, test 0.119
Epoch 0, step 657, loss 0.238, test 0.116
Epoch 0, step 658, loss 0.264, test 0.113
Epoch 0, step 659, loss 0.098, test 0.107
Epoch 0, step 660, loss 0.002, test 0.106
Epoch 0, step 661, loss 0.024, test 0.120
Epoch 0, step 662, loss 0.008, test 0.125
Epoch 0, step 663, loss 0.297, test 0.125
Epoch 0, step 664, loss 0.007, test 0.125
Epoch 0, step 665, loss 0.533, test 0.129
Epoch 0, step 666, loss 0.003, test 0.130
Epoch 0, step 667, loss 0.157, test 0.129
Epoch 0, step 668, loss 0.137, test 0.144
Epoch 0, step 669, loss 0.005, test 0.148
Epoch 0, step 670, loss 0.059, test 0.151
Epoch 0, step 671, loss 0.074, test 0.156
Epoch 0, step 672, loss 0.014, test 0.189
Epoch 0, step 673, loss 0.228, test 0.149
Epoch 0, step 674, loss 0.108, test 0.159
Epoch 0, step 675, loss 0.063, test 0.150
Epoch 0, step 676, loss 0.088, test 0.142
Epoch 0, step 677, loss 0.091, test 0.134
Epoch 0, step 678, loss 0.325, test 0.094
Epoch 0, step 679, loss 0.037, test 0.093
Epoch 0, step 680, loss 0.034, test 0.105
Epoch 0, step 681, loss 0.067, test 0.116
Epoch 0, step 682, loss 0.120, test 0.120
Epoch 0, step 683, loss 0.334, test 0.119
Epoch 0, step 684, loss 0.028, test 0.120
Epoch 0, step 685, loss 0.006, test 0.127
Epoch 0, step 686, loss 0.295, test 0.106
Epoch 0, step 687, loss 0.339, test 0.101
Epoch 0, step 688, loss 0.038, test 0.099
Epoch 0, step 689, loss 0.007, test 0.098
Epoch 0, step 690, loss 0.551, test 0.100
Epoch 0, step 691, loss 0.015, test 0.098
Epoch 0, step 692, loss 0.006, test 0.098
Epoch 0, step 693, loss 0.225, test 0.084
Epoch 0, step 694, loss 0.318, test 0.100
Epoch 0, step 695, loss 0.055, test 0.112
Epoch 0, step 696, loss 0.309, test 0.113
Epoch 0, step 697, loss 0.003, test 0.115
Epoch 0, step 698, loss 0.000, test 0.116
Epoch 0, step 699, loss 0.086, test 0.115
Epoch 0, step 700, loss 0.199, test 0.119
Epoch 0, step 701, loss 0.154, test 0.126
Epoch 0, step 702, loss 0.071, test 0.130
Epoch 0, step 703, loss 0.570, test 0.120
Epoch 0, step 704, loss 0.112, test 0.123
Epoch 0, step 705, loss 0.069, test 0.109
Epoch 0, step 706, loss 0.151, test 0.109
Epoch 0, step 707, loss 0.085, test 0.104
Epoch 0, step 708, loss 0.043, test 0.098
Epoch 0, step 709, loss 0.036, test 0.093
Epoch 0, step 710, loss 0.243, test 0.090
Epoch 0, step 711, loss 0.043, test 0.091
Epoch 0, step 712, loss 0.112, test 0.087
Epoch 0, step 713, loss 0.121, test 0.085
Epoch 0, step 714, loss 0.002, test 0.084
Epoch 0, step 715, loss 0.167, test 0.088
Epoch 0, step 716, loss 0.095, test 0.090
Epoch 0, step 717, loss 0.155, test 0.083
Epoch 0, step 718, loss 0.097, test 0.083
Epoch 0, step 719, loss 0.009, test 0.084
Epoch 0, step 720, loss 0.051, test 0.089
Epoch 0, step 721, loss 0.000, test 0.092
Epoch 0, step 722, loss 0.006, test 0.093
Epoch 0, step 723, loss 0.282, test 0.093
Epoch 0, step 724, loss 0.000, test 0.093
Epoch 0, step 725, loss 0.319, test 0.087
Epoch 0, step 726, loss 0.218, test 0.102
Epoch 0, step 727, loss 0.286, test 0.151
Epoch 0, step 728, loss 0.058, test 0.118
Epoch 0, step 729, loss 0.000, test 0.117
Epoch 0, step 730, loss 0.003, test 0.118
Epoch 0, step 731, loss 0.027, test 0.117
Epoch 0, step 732, loss 0.009, test 0.117
Epoch 0, step 733, loss 0.000, test 0.117
Epoch 0, step 734, loss 0.086, test 0.120
Epoch 0, step 735, loss 0.035, test 0.118
Epoch 0, step 736, loss 0.022, test 0.119
Epoch 0, step 737, loss 0.114, test 0.123
Epoch 0, step 738, loss 0.043, test 0.126
Epoch 0, step 739, loss 0.035, test 0.126
Epoch 0, step 740, loss 0.014, test 0.129
Epoch 0, step 741, loss 0.008, test 0.125
Epoch 0, step 742, loss 0.957, test 0.114
Epoch 0, step 743, loss 0.044, test 0.112
Epoch 0, step 744, loss 0.071, test 0.130
Epoch 0, step 745, loss 0.240, test 0.128
Epoch 0, step 746, loss 0.167, test 0.105
Epoch 0, step 747, loss 0.001, test 0.107
Epoch 0, step 748, loss 0.066, test 0.108
Epoch 0, step 749, loss 0.550, test 0.116
Epoch 0, step 750, loss 0.156, test 0.112
Epoch 0, step 751, loss 0.022, test 0.113
Epoch 0, step 752, loss 0.109, test 0.106
Epoch 0, step 753, loss 0.167, test 0.110
Epoch 0, step 754, loss 0.053, test 0.111
Epoch 0, step 755, loss 0.007, test 0.113
Epoch 0, step 756, loss 0.064, test 0.114
Epoch 0, step 757, loss 0.035, test 0.106
Epoch 0, step 758, loss 0.406, test 0.110
Epoch 0, step 759, loss 0.022, test 0.111
Epoch 0, step 760, loss 0.147, test 0.120
Epoch 0, step 761, loss 0.001, test 0.120
Epoch 0, step 762, loss 0.109, test 0.119
Epoch 0, step 763, loss 0.138, test 0.118
Epoch 0, step 764, loss 0.179, test 0.111
Epoch 0, step 765, loss 0.125, test 0.104
Epoch 0, step 766, loss 0.009, test 0.102
Epoch 0, step 767, loss 0.182, test 0.101
Epoch 0, step 768, loss 0.192, test 0.092
Epoch 0, step 769, loss 0.013, test 0.091
Epoch 0, step 770, loss 0.533, test 0.094
Epoch 0, step 771, loss 0.333, test 0.095
Epoch 0, step 772, loss 0.176, test 0.095
Epoch 0, step 773, loss 0.145, test 0.096
Epoch 0, step 774, loss 0.042, test 0.096
Epoch 0, step 775, loss 0.131, test 0.097
Epoch 0, step 776, loss 0.030, test 0.098
Epoch 0, step 777, loss 0.025, test 0.097
Epoch 0, step 778, loss 0.034, test 0.095
Epoch 0, step 779, loss 0.032, test 0.094
Epoch 0, step 780, loss 0.012, test 0.093
Epoch 0, step 781, loss 0.140, test 0.089
Epoch 0, step 782, loss 0.000, test 0.089
Epoch 0, step 783, loss 0.046, test 0.087
Epoch 0, step 784, loss 0.072, test 0.089
Epoch 0, step 785, loss 0.311, test 0.093
Epoch 0, step 786, loss 0.169, test 0.094
Epoch 0, step 787, loss 0.095, test 0.097
Epoch 0, step 788, loss 0.216, test 0.083
Epoch 0, step 789, loss 0.102, test 0.082
Epoch 0, step 790, loss 1.021, test 0.083
Epoch 0, step 791, loss 0.188, test 0.081
Epoch 0, step 792, loss 0.012, test 0.080
Epoch 0, step 793, loss 0.002, test 0.080
Epoch 0, step 794, loss 0.013, test 0.080
Epoch 0, step 795, loss 0.013, test 0.080
Epoch 0, step 796, loss 0.081, test 0.082
Epoch 0, step 797, loss 0.000, test 0.083
Epoch 0, step 798, loss 0.443, test 0.095
Epoch 0, step 799, loss 0.029, test 0.096
Epoch 0, step 800, loss 0.331, test 0.100
Epoch 0, step 801, loss 0.027, test 0.100
Epoch 0, step 802, loss 0.067, test 0.099
Epoch 0, step 803, loss 0.382, test 0.097
Epoch 0, step 804, loss 0.254, test 0.097
Epoch 0, step 805, loss 0.062, test 0.102
Epoch 0, step 806, loss 0.504, test 0.107
Epoch 0, step 807, loss 0.007, test 0.110
Epoch 0, step 808, loss 0.004, test 0.109
Epoch 0, step 809, loss 0.117, test 0.102
Epoch 0, step 810, loss 0.012, test 0.100
Epoch 0, step 811, loss 0.065, test 0.098
Epoch 0, step 812, loss 0.056, test 0.095
Epoch 0, step 813, loss 0.179, test 0.084
Epoch 0, step 814, loss 0.050, test 0.083
Epoch 0, step 815, loss 0.179, test 0.080
Epoch 0, step 816, loss 0.010, test 0.080
Epoch 0, step 817, loss 0.575, test 0.083
Epoch 0, step 818, loss 0.011, test 0.083
Epoch 0, step 819, loss 0.318, test 0.093
Epoch 0, step 820, loss 0.262, test 0.090
Epoch 0, step 821, loss 0.007, test 0.090
Epoch 0, step 822, loss 0.001, test 0.090
Epoch 0, step 823, loss 0.429, test 0.099
Epoch 0, step 824, loss 0.001, test 0.101
Epoch 0, step 825, loss 0.152, test 0.150
Epoch 0, step 826, loss 0.512, test 0.127
Epoch 0, step 827, loss 0.185, test 0.124
Epoch 0, step 828, loss 0.005, test 0.122
Epoch 0, step 829, loss 0.053, test 0.117
Epoch 0, step 830, loss 0.008, test 0.113
Epoch 0, step 831, loss 0.064, test 0.125
Epoch 0, step 832, loss 0.016, test 0.122
Epoch 0, step 833, loss 0.098, test 0.101
Epoch 0, step 834, loss 0.033, test 0.092
Epoch 0, step 835, loss 0.015, test 0.088
Epoch 0, step 836, loss 0.031, test 0.086
Epoch 0, step 837, loss 0.022, test 0.087
Epoch 0, step 838, loss 0.005, test 0.088
Epoch 0, step 839, loss 0.024, test 0.096
Epoch 0, step 840, loss 0.041, test 0.098
Epoch 0, step 841, loss 0.070, test 0.098
Epoch 0, step 842, loss 0.103, test 0.102
Epoch 0, step 843, loss 0.007, test 0.103
Epoch 0, step 844, loss 0.243, test 0.130
Epoch 0, step 845, loss 0.001, test 0.139
Epoch 0, step 846, loss 0.164, test 0.197
Epoch 0, step 847, loss 0.066, test 0.219
Epoch 0, step 848, loss 0.112, test 0.233
Epoch 0, step 849, loss 0.058, test 0.240
Epoch 0, step 850, loss 0.421, test 0.254
Epoch 0, step 851, loss 0.066, test 0.206
Epoch 0, step 852, loss 0.001, test 0.201
Epoch 0, step 853, loss 0.008, test 0.216
Epoch 0, step 854, loss 0.000, test 0.217
Epoch 0, step 855, loss 0.005, test 0.219
Epoch 0, step 856, loss 1.258, test 0.195
Epoch 0, step 857, loss 0.167, test 0.188
Epoch 0, step 858, loss 0.130, test 0.188
Epoch 0, step 859, loss 0.109, test 0.190
Epoch 0, step 860, loss 0.001, test 0.193
Epoch 0, step 861, loss 0.027, test 0.192
Epoch 0, step 862, loss 0.392, test 0.185
Epoch 0, step 863, loss 0.008, test 0.182
Epoch 0, step 864, loss 0.054, test 0.187
Epoch 0, step 865, loss 0.208, test 0.202
Epoch 0, step 866, loss 0.290, test 0.201
Epoch 0, step 867, loss 0.012, test 0.208
Epoch 0, step 868, loss 0.023, test 0.200
Epoch 0, step 869, loss 0.009, test 0.204
Epoch 0, step 870, loss 0.009, test 0.202
Epoch 0, step 871, loss 0.048, test 0.206
Epoch 0, step 872, loss 0.000, test 0.206
Epoch 0, step 873, loss 0.003, test 0.208
Epoch 0, step 874, loss 0.694, test 0.218
Epoch 0, step 875, loss 0.071, test 0.210
Epoch 0, step 876, loss 0.134, test 0.229
Epoch 0, step 877, loss 0.004, test 0.233
Epoch 0, step 878, loss 0.085, test 0.238
Epoch 0, step 879, loss 0.228, test 0.229
Epoch 0, step 880, loss 0.161, test 0.201
Epoch 0, step 881, loss 0.131, test 0.183
Epoch 0, step 882, loss 0.169, test 0.134
Epoch 0, step 883, loss 0.000, test 0.127
Epoch 0, step 884, loss 0.018, test 0.124
Epoch 0, step 885, loss 0.034, test 0.123
Epoch 0, step 886, loss 0.016, test 0.130
Epoch 0, step 887, loss 0.079, test 0.136
Epoch 0, step 888, loss 0.016, test 0.144
Epoch 0, step 889, loss 0.011, test 0.148
Epoch 0, step 890, loss 0.045, test 0.141
Epoch 0, step 891, loss 0.015, test 0.132
Epoch 0, step 892, loss 0.346, test 0.112
Epoch 0, step 893, loss 0.013, test 0.111
Epoch 0, step 894, loss 0.004, test 0.110
Epoch 0, step 895, loss 0.008, test 0.111
Epoch 0, step 896, loss 0.480, test 0.132
Epoch 0, step 897, loss 0.196, test 0.122
Epoch 0, step 898, loss 0.016, test 0.122
Epoch 0, step 899, loss 0.176, test 0.120
Epoch 0, step 900, loss 0.016, test 0.118
Epoch 0, step 901, loss 0.116, test 0.151
Epoch 0, step 902, loss 0.086, test 0.147
Epoch 0, step 903, loss 0.712, test 0.139
Epoch 0, step 904, loss 0.011, test 0.139
Epoch 0, step 905, loss 0.275, test 0.198
Epoch 0, step 906, loss 0.019, test 0.211
Epoch 0, step 907, loss 0.368, test 0.211
Epoch 0, step 908, loss 0.101, test 0.207
Epoch 0, step 909, loss 0.097, test 0.211
Epoch 0, step 910, loss 0.329, test 0.077
Epoch 0, step 911, loss 0.041, test 0.084
Epoch 0, step 912, loss 0.126, test 0.093
Epoch 0, step 913, loss 0.040, test 0.096
Epoch 0, step 914, loss 0.006, test 0.111
Epoch 0, step 915, loss 0.311, test 0.124
Epoch 0, step 916, loss 0.079, test 0.144
Epoch 0, step 917, loss 0.943, test 0.114
Epoch 0, step 918, loss 0.001, test 0.112
Epoch 0, step 919, loss 0.100, test 0.107
Epoch 0, step 920, loss 0.036, test 0.107
Epoch 0, step 921, loss 0.074, test 0.089
Epoch 0, step 922, loss 0.047, test 0.087
Epoch 0, step 923, loss 0.029, test 0.082
Epoch 0, step 924, loss 0.001, test 0.081
Epoch 0, step 925, loss 0.049, test 0.081
Epoch 0, step 926, loss 0.013, test 0.083
Epoch 0, step 927, loss 0.021, test 0.084
Epoch 0, step 928, loss 0.760, test 0.084
Epoch 0, step 929, loss 0.018, test 0.086
Epoch 0, step 930, loss 0.033, test 0.082
Epoch 0, step 931, loss 0.192, test 0.082
Epoch 0, step 932, loss 0.131, test 0.083
Epoch 0, step 933, loss 0.035, test 0.090
Epoch 0, step 934, loss 0.004, test 0.091
Epoch 0, step 935, loss 0.078, test 0.088
Epoch 0, step 936, loss 0.008, test 0.087
Epoch 0, step 937, loss 0.197, test 0.102
Epoch 0, step 938, loss 0.002, test 0.101
Epoch 0, step 939, loss 0.000, test 0.102
Epoch 0, step 940, loss 0.046, test 0.105
Epoch 0, step 941, loss 0.014, test 0.102
Epoch 0, step 942, loss 0.156, test 0.082
Epoch 0, step 943, loss 1.414, test 0.109
Epoch 0, step 944, loss 0.245, test 0.173
Epoch 0, step 945, loss 0.066, test 0.177
Epoch 0, step 946, loss 0.000, test 0.184
Epoch 0, step 947, loss 0.003, test 0.184
Epoch 0, step 948, loss 0.614, test 0.190
Epoch 0, step 949, loss 0.276, test 0.196
Epoch 0, step 950, loss 0.021, test 0.193
Epoch 0, step 951, loss 0.441, test 0.189
Epoch 0, step 952, loss 0.562, test 0.126
Epoch 0, step 953, loss 0.187, test 0.105
Epoch 0, step 954, loss 0.552, test 0.120
Epoch 0, step 955, loss 0.209, test 0.111
Epoch 0, step 956, loss 0.000, test 0.111
Epoch 0, step 957, loss 0.228, test 0.109
Epoch 0, step 958, loss 0.076, test 0.104
Epoch 0, step 959, loss 0.001, test 0.103
Epoch 0, step 960, loss 0.014, test 0.103
Epoch 0, step 961, loss 0.004, test 0.103
Epoch 0, step 962, loss 0.029, test 0.136
Epoch 0, step 963, loss 0.108, test 0.143
Epoch 0, step 964, loss 0.310, test 0.149
Epoch 0, step 965, loss 0.005, test 0.153
Epoch 0, step 966, loss 0.285, test 0.178
Epoch 0, step 967, loss 0.192, test 0.171
Epoch 0, step 968, loss 0.028, test 0.173
Epoch 0, step 969, loss 0.109, test 0.172
Epoch 0, step 970, loss 0.255, test 0.185
Epoch 0, step 971, loss 0.001, test 0.188
Epoch 0, step 972, loss 0.146, test 0.186
Epoch 0, step 973, loss 0.023, test 0.175
Epoch 0, step 974, loss 0.065, test 0.159
Epoch 0, step 975, loss 0.063, test 0.149
Epoch 0, step 976, loss 0.033, test 0.164
Epoch 0, step 977, loss 0.031, test 0.173
Epoch 0, step 978, loss 0.044, test 0.168
Epoch 0, step 979, loss 0.528, test 0.164
Epoch 0, step 980, loss 0.065, test 0.163
Epoch 0, step 981, loss 0.000, test 0.162
Epoch 0, step 982, loss 0.165, test 0.154
Epoch 0, step 983, loss 0.067, test 0.152
Epoch 0, step 984, loss 0.143, test 0.149
Epoch 0, step 985, loss 0.231, test 0.153
Epoch 0, step 986, loss 0.065, test 0.143
Epoch 0, step 987, loss 0.241, test 0.138
Epoch 0, step 988, loss 0.411, test 0.098
Epoch 0, step 989, loss 0.176, test 0.095
Epoch 0, step 990, loss 0.058, test 0.092
Epoch 0, step 991, loss 0.279, test 0.090
Epoch 0, step 992, loss 0.054, test 0.091
Epoch 0, step 993, loss 0.123, test 0.091
Epoch 0, step 994, loss 0.153, test 0.091
Epoch 0, step 995, loss 0.638, test 0.086
Epoch 0, step 996, loss 0.054, test 0.088
Epoch 0, step 997, loss 0.002, test 0.088
Epoch 0, step 998, loss 0.001, test 0.089
Epoch 0, step 999, loss 0.555, test 0.089
Epoch 1, step 0, loss 0.012, test 0.090
Epoch 1, step 1, loss 0.005, test 0.090
Epoch 1, step 2, loss 0.075, test 0.090
Epoch 1, step 3, loss 0.001, test 0.090
Epoch 1, step 4, loss 0.013, test 0.090
Epoch 1, step 5, loss 0.067, test 0.090
Epoch 1, step 6, loss 0.004, test 0.090
Epoch 1, step 7, loss 0.001, test 0.089
Epoch 1, step 8, loss 0.674, test 0.090
Epoch 1, step 9, loss 0.220, test 0.086
Epoch 1, step 10, loss 0.080, test 0.087
Epoch 1, step 11, loss 0.018, test 0.087
Epoch 1, step 12, loss 0.066, test 0.085
Epoch 1, step 13, loss 0.156, test 0.084
Epoch 1, step 14, loss 0.000, test 0.084
Epoch 1, step 15, loss 0.066, test 0.083
Epoch 1, step 16, loss 0.255, test 0.086
Epoch 1, step 17, loss 0.064, test 0.086
Epoch 1, step 18, loss 0.103, test 0.089
Epoch 1, step 19, loss 0.061, test 0.090
Epoch 1, step 20, loss 0.013, test 0.090
Epoch 1, step 21, loss 0.225, test 0.092
Epoch 1, step 22, loss 0.209, test 0.090
Epoch 1, step 23, loss 0.527, test 0.089
Epoch 1, step 24, loss 0.296, test 0.090
Epoch 1, step 25, loss 0.145, test 0.090
Epoch 1, step 26, loss 0.012, test 0.090
Epoch 1, step 27, loss 0.210, test 0.093
Epoch 1, step 28, loss 0.050, test 0.093
Epoch 1, step 29, loss 0.322, test 0.095
Epoch 1, step 30, loss 0.134, test 0.097
Epoch 1, step 31, loss 0.047, test 0.096
Epoch 1, step 32, loss 0.315, test 0.092
Epoch 1, step 33, loss 0.038, test 0.094
Epoch 1, step 34, loss 0.030, test 0.087
Epoch 1, step 35, loss 0.048, test 0.085
Epoch 1, step 36, loss 0.107, test 0.082
Epoch 1, step 37, loss 0.017, test 0.081
Epoch 1, step 38, loss 0.030, test 0.081
Epoch 1, step 39, loss 0.002, test 0.081
Epoch 1, step 40, loss 0.097, test 0.082
Epoch 1, step 41, loss 0.000, test 0.082
Epoch 1, step 42, loss 0.261, test 0.078
Epoch 1, step 43, loss 0.174, test 0.082
Epoch 1, step 44, loss 0.170, test 0.082
Epoch 1, step 45, loss 0.176, test 0.082
Epoch 1, step 46, loss 0.079, test 0.081
Epoch 1, step 47, loss 0.019, test 0.081
Epoch 1, step 48, loss 0.052, test 0.079
Epoch 1, step 49, loss 0.154, test 0.080
Epoch 1, step 50, loss 0.540, test 0.088
Epoch 1, step 51, loss 0.002, test 0.091
Epoch 1, step 52, loss 0.010, test 0.092
Epoch 1, step 53, loss 0.108, test 0.098
Epoch 1, step 54, loss 0.030, test 0.101
Epoch 1, step 55, loss 0.058, test 0.100
Epoch 1, step 56, loss 0.267, test 0.083
Epoch 1, step 57, loss 0.177, test 0.082
Epoch 1, step 58, loss 0.020, test 0.082
Epoch 1, step 59, loss 0.014, test 0.081
Epoch 1, step 60, loss 0.124, test 0.080
Epoch 1, step 61, loss 0.030, test 0.080
Epoch 1, step 62, loss 0.136, test 0.080
Epoch 1, step 63, loss 0.047, test 0.085
Epoch 1, step 64, loss 0.069, test 0.087
Epoch 1, step 65, loss 0.000, test 0.088
Epoch 1, step 66, loss 0.097, test 0.092
Epoch 1, step 67, loss 0.650, test 0.078
Epoch 1, step 68, loss 0.097, test 0.075
Epoch 1, step 69, loss 0.010, test 0.075
Epoch 1, step 70, loss 0.252, test 0.119
Epoch 1, step 71, loss 0.039, test 0.145
Epoch 1, step 72, loss 0.204, test 0.153
Epoch 1, step 73, loss 0.215, test 0.102
Epoch 1, step 74, loss 0.004, test 0.098
Epoch 1, step 75, loss 0.338, test 0.078
Epoch 1, step 76, loss 0.169, test 0.079
Epoch 1, step 77, loss 0.326, test 0.091
Epoch 1, step 78, loss 0.772, test 0.130
Epoch 1, step 79, loss 0.035, test 0.158
Epoch 1, step 80, loss 0.001, test 0.174
Epoch 1, step 81, loss 0.064, test 0.182
Epoch 1, step 82, loss 0.020, test 0.183
Epoch 1, step 83, loss 0.002, test 0.185
Epoch 1, step 84, loss 0.000, test 0.186
Epoch 1, step 85, loss 0.050, test 0.187
Epoch 1, step 86, loss 0.002, test 0.188
Epoch 1, step 87, loss 0.003, test 0.183
Epoch 1, step 88, loss 0.096, test 0.174
Epoch 1, step 89, loss 0.008, test 0.172
Epoch 1, step 90, loss 0.133, test 0.173
Epoch 1, step 91, loss 0.031, test 0.175
Epoch 1, step 92, loss 0.339, test 0.124
Epoch 1, step 93, loss 0.013, test 0.108
Epoch 1, step 94, loss 0.000, test 0.105
Epoch 1, step 95, loss 0.110, test 0.104
Epoch 1, step 96, loss 0.020, test 0.104
Epoch 1, step 97, loss 0.482, test 0.145
Epoch 1, step 98, loss 0.018, test 0.149
Epoch 1, step 99, loss 0.023, test 0.159
Epoch 1, step 100, loss 0.007, test 0.149
Epoch 1, step 101, loss 0.022, test 0.143
Epoch 1, step 102, loss 0.000, test 0.142
Epoch 1, step 103, loss 0.034, test 0.144
Epoch 1, step 104, loss 0.004, test 0.146
Epoch 1, step 105, loss 0.007, test 0.144
Epoch 1, step 106, loss 0.167, test 0.121
Epoch 1, step 107, loss 0.001, test 0.118
Epoch 1, step 108, loss 0.017, test 0.116
Epoch 1, step 109, loss 0.001, test 0.118
Epoch 1, step 110, loss 0.151, test 0.090
Epoch 1, step 111, loss 0.061, test 0.085
Epoch 1, step 112, loss 0.122, test 0.082
Epoch 1, step 113, loss 0.106, test 0.080
Epoch 1, step 114, loss 0.036, test 0.081
Epoch 1, step 115, loss 0.128, test 0.103
Epoch 1, step 116, loss 0.002, test 0.113
Epoch 1, step 117, loss 0.054, test 0.116
Epoch 1, step 118, loss 0.088, test 0.112
Epoch 1, step 119, loss 0.094, test 0.109
Epoch 1, step 120, loss 0.158, test 0.095
Epoch 1, step 121, loss 0.563, test 0.088
Epoch 1, step 122, loss 0.397, test 0.083
Epoch 1, step 123, loss 0.004, test 0.083
Epoch 1, step 124, loss 0.016, test 0.081
Epoch 1, step 125, loss 0.034, test 0.084
Epoch 1, step 126, loss 0.065, test 0.083
Epoch 1, step 127, loss 0.094, test 0.086
Epoch 1, step 128, loss 0.111, test 0.096

Epoch 1, step 129, loss 0.010, test 0.099
Epoch 1, step 130, loss 0.092, test 0.096
Epoch 1, step 131, loss 0.083, test 0.084
Epoch 1, step 132, loss 0.264, test 0.086
Epoch 1, step 133, loss 0.483, test 0.081
Epoch 1, step 134, loss 0.010, test 0.081
Epoch 1, step 135, loss 0.078, test 0.083
Epoch 1, step 136, loss 0.135, test 0.080
Epoch 1, step 137, loss 0.000, test 0.081
Epoch 1, step 138, loss 0.069, test 0.087
Epoch 1, step 139, loss 0.111, test 0.090
Epoch 1, step 140, loss 0.045, test 0.090
Epoch 1, step 141, loss 0.066, test 0.091
Epoch 1, step 142, loss 0.854, test 0.083
Epoch 1, step 143, loss 0.012, test 0.084
Epoch 1, step 144, loss 0.031, test 0.086
Epoch 1, step 145, loss 0.049, test 0.087
Epoch 1, step 146, loss 0.186, test 0.095
Epoch 1, step 147, loss 1.052, test 0.104
Epoch 1, step 148, loss 0.179, test 0.108
Epoch 1, step 149, loss 0.123, test 0.110
Epoch 1, step 150, loss 0.311, test 0.108
Epoch 1, step 151, loss 0.199, test 0.111
Epoch 1, step 152, loss 0.121, test 0.114
Epoch 1, step 153, loss 0.006, test 0.115
Epoch 1, step 154, loss 0.125, test 0.118
Epoch 1, step 155, loss 0.506, test 0.094
Epoch 1, step 156, loss 0.102, test 0.092
Epoch 1, step 157, loss 0.244, test 0.094
Epoch 1, step 158, loss 0.213, test 0.089
Epoch 1, step 159, loss 0.366, test 0.083
Epoch 1, step 160, loss 0.003, test 0.082
Epoch 1, step 161, loss 0.048, test 0.081
Epoch 1, step 162, loss 0.004, test 0.082
Epoch 1, step 163, loss 0.091, test 0.083
Epoch 1, step 164, loss 0.001, test 0.083
Epoch 1, step 165, loss 0.038, test 0.084
Epoch 1, step 166, loss 0.040, test 0.084
Epoch 1, step 167, loss 0.063, test 0.085
Epoch 1, step 168, loss 0.024, test 0.085
Epoch 1, step 169, loss 0.096, test 0.085
Epoch 1, step 170, loss 1.096, test 0.083
Epoch 1, step 171, loss 0.240, test 0.090
Epoch 1, step 172, loss 0.005, test 0.093
Epoch 1, step 173, loss 0.502, test 0.199
Epoch 1, step 174, loss 0.012, test 0.236
Epoch 1, step 175, loss 0.178, test 0.191
Epoch 1, step 176, loss 0.000, test 0.189
Epoch 1, step 177, loss 0.005, test 0.186
Epoch 1, step 178, loss 0.104, test 0.192
Epoch 1, step 179, loss 0.093, test 0.200
Epoch 1, step 180, loss 0.038, test 0.198
Epoch 1, step 181, loss 0.110, test 0.195
Epoch 1, step 182, loss 0.005, test 0.199
Epoch 1, step 183, loss 0.202, test 0.206
Epoch 1, step 184, loss 0.277, test 0.168
Epoch 1, step 185, loss 0.402, test 0.091
Epoch 1, step 186, loss 0.215, test 0.085
Epoch 1, step 187, loss 1.155, test 0.081
Epoch 1, step 188, loss 1.618, test 0.085
Epoch 1, step 189, loss 0.000, test 0.086
Epoch 1, step 190, loss 1.025, test 0.106
Epoch 1, step 191, loss 0.029, test 0.111
Epoch 1, step 192, loss 0.048, test 0.115
Epoch 1, step 193, loss 0.142, test 0.113
Epoch 1, step 194, loss 0.000, test 0.113
Epoch 1, step 195, loss 0.034, test 0.120
Epoch 1, step 196, loss 0.008, test 0.120
Epoch 1, step 197, loss 0.021, test 0.119
Epoch 1, step 198, loss 0.221, test 0.116
Epoch 1, step 199, loss 0.042, test 0.117
Epoch 1, step 200, loss 0.498, test 0.114
Epoch 1, step 201, loss 0.415, test 0.194
Epoch 1, step 202, loss 0.153, test 0.241
Epoch 1, step 203, loss 0.139, test 0.244
Epoch 1, step 204, loss 0.017, test 0.267
Epoch 1, step 205, loss 0.107, test 0.262
Epoch 1, step 206, loss 0.016, test 0.268
Epoch 1, step 207, loss 0.218, test 0.190
Epoch 1, step 208, loss 0.027, test 0.185
Epoch 1, step 209, loss 0.000, test 0.181
Epoch 1, step 210, loss 0.053, test 0.181
Epoch 1, step 211, loss 0.003, test 0.180
Epoch 1, step 212, loss 0.098, test 0.184
Epoch 1, step 213, loss 0.204, test 0.169
Epoch 1, step 214, loss 0.236, test 0.159
Epoch 1, step 215, loss 0.008, test 0.156
Epoch 1, step 216, loss 0.014, test 0.150
Epoch 1, step 217, loss 0.368, test 0.129
Epoch 1, step 218, loss 0.174, test 0.127
Epoch 1, step 219, loss 0.072, test 0.128
Epoch 1, step 220, loss 0.608, test 0.138
Epoch 1, step 221, loss 0.028, test 0.142
Epoch 1, step 222, loss 0.055, test 0.137
Epoch 1, step 223, loss 0.134, test 0.131
Epoch 1, step 224, loss 0.002, test 0.130
Epoch 1, step 225, loss 0.094, test 0.125
Epoch 1, step 226, loss 0.231, test 0.120
Epoch 1, step 227, loss 0.052, test 0.116
Epoch 1, step 228, loss 0.118, test 0.115
Epoch 1, step 229, loss 0.000, test 0.114
Epoch 1, step 230, loss 0.157, test 0.115
Epoch 1, step 231, loss 0.000, test 0.115
Epoch 1, step 232, loss 0.014, test 0.114
Epoch 1, step 233, loss 0.057, test 0.110
Epoch 1, step 234, loss 0.050, test 0.108
Epoch 1, step 235, loss 0.435, test 0.126
Epoch 1, step 236, loss 0.100, test 0.130
Epoch 1, step 237, loss 0.003, test 0.133
Epoch 1, step 238, loss 0.417, test 0.131
Epoch 1, step 239, loss 0.268, test 0.185
Epoch 1, step 240, loss 0.155, test 0.242
Epoch 1, step 241, loss 0.062, test 0.266
Epoch 1, step 242, loss 0.000, test 0.279
Epoch 1, step 243, loss 0.376, test 0.207
Epoch 1, step 244, loss 0.022, test 0.188
Epoch 1, step 245, loss 0.071, test 0.188
Epoch 1, step 246, loss 0.044, test 0.188
Epoch 1, step 247, loss 0.098, test 0.184
Epoch 1, step 248, loss 0.001, test 0.183
Epoch 1, step 249, loss 0.001, test 0.182
Epoch 1, step 250, loss 0.001, test 0.181
Epoch 1, step 251, loss 0.023, test 0.193
Epoch 1, step 252, loss 1.208, test 0.175
Epoch 1, step 253, loss 0.028, test 0.170
Epoch 1, step 254, loss 0.026, test 0.173
Epoch 1, step 255, loss 0.003, test 0.176
Epoch 1, step 256, loss 0.070, test 0.192
Epoch 1, step 257, loss 0.023, test 0.191
Epoch 1, step 258, loss 0.000, test 0.192
Epoch 1, step 259, loss 0.101, test 0.187
Epoch 1, step 260, loss 0.475, test 0.260
Epoch 1, step 261, loss 0.016, test 0.290
Epoch 1, step 262, loss 0.045, test 0.296
Epoch 1, step 263, loss 0.164, test 0.305
Epoch 1, step 264, loss 0.096, test 0.254
Epoch 1, step 265, loss 0.140, test 0.222
Epoch 1, step 266, loss 0.019, test 0.213
Epoch 1, step 267, loss 0.019, test 0.208
Epoch 1, step 268, loss 0.244, test 0.218
Epoch 1, step 269, loss 0.004, test 0.219
Epoch 1, step 270, loss 0.020, test 0.221
Epoch 1, step 271, loss 0.026, test 0.227
Epoch 1, step 272, loss 0.057, test 0.226
Epoch 1, step 273, loss 0.011, test 0.226
Epoch 1, step 274, loss 0.001, test 0.226
Epoch 1, step 275, loss 0.022, test 0.231
Epoch 1, step 276, loss 0.002, test 0.233
Epoch 1, step 277, loss 0.250, test 0.228
Epoch 1, step 278, loss 0.229, test 0.315
Epoch 1, step 279, loss 0.167, test 0.321
Epoch 1, step 280, loss 0.437, test 0.333
Epoch 1, step 281, loss 0.068, test 0.315
Epoch 1, step 282, loss 0.641, test 0.322
Epoch 1, step 283, loss 0.143, test 0.313
Epoch 1, step 284, loss 0.300, test 0.337
Epoch 1, step 285, loss 0.156, test 0.371
Epoch 1, step 286, loss 0.002, test 0.380
Epoch 1, step 287, loss 0.003, test 0.387
Epoch 1, step 288, loss 0.140, test 0.344
Epoch 1, step 289, loss 0.056, test 0.340
Epoch 1, step 290, loss 0.383, test 0.251
Epoch 1, step 291, loss 0.000, test 0.240
Epoch 1, step 292, loss 0.007, test 0.225
Epoch 1, step 293, loss 0.079, test 0.225
Epoch 1, step 294, loss 0.001, test 0.225
Epoch 1, step 295, loss 0.003, test 0.223
Epoch 1, step 296, loss 0.001, test 0.223
Epoch 1, step 297, loss 0.216, test 0.134
Epoch 1, step 298, loss 0.408, test 0.295
Epoch 1, step 299, loss 0.682, test 0.351
Epoch 1, step 300, loss 0.287, test 0.303
Epoch 1, step 301, loss 0.014, test 0.291
Epoch 1, step 302, loss 0.114, test 0.286
Epoch 1, step 303, loss 0.076, test 0.280
Epoch 1, step 304, loss 0.004, test 0.279
Epoch 1, step 305, loss 0.069, test 0.256
Epoch 1, step 306, loss 0.067, test 0.222
Epoch 1, step 307, loss 0.035, test 0.214
Epoch 1, step 308, loss 0.004, test 0.210
Epoch 1, step 309, loss 0.075, test 0.219
Epoch 1, step 310, loss 0.056, test 0.236
Epoch 1, step 311, loss 0.006, test 0.248
Epoch 1, step 312, loss 0.171, test 0.242
Epoch 1, step 313, loss 0.153, test 0.238
Epoch 1, step 314, loss 0.046, test 0.241
Epoch 1, step 315, loss 0.033, test 0.229
Epoch 1, step 316, loss 0.346, test 0.191
Epoch 1, step 317, loss 0.298, test 0.214
Epoch 1, step 318, loss 0.215, test 0.250
Epoch 1, step 319, loss 0.733, test 0.115
Epoch 1, step 320, loss 0.040, test 0.108
Epoch 1, step 321, loss 0.229, test 0.103
Epoch 1, step 322, loss 0.512, test 0.102
Epoch 1, step 323, loss 0.284, test 0.100
Epoch 1, step 324, loss 0.059, test 0.101
Epoch 1, step 325, loss 0.023, test 0.101
Epoch 1, step 326, loss 0.907, test 0.097
Epoch 1, step 327, loss 0.107, test 0.089
Epoch 1, step 328, loss 0.020, test 0.087
Epoch 1, step 329, loss 0.075, test 0.086
Epoch 1, step 330, loss 0.303, test 0.087
Epoch 1, step 331, loss 0.049, test 0.084
Epoch 1, step 332, loss 0.052, test 0.086
Epoch 1, step 333, loss 0.009, test 0.085
Epoch 1, step 334, loss 0.001, test 0.085
Epoch 1, step 335, loss 0.151, test 0.091
Epoch 1, step 336, loss 0.096, test 0.093
Epoch 1, step 337, loss 0.026, test 0.094
Epoch 1, step 338, loss 0.104, test 0.094
Epoch 1, step 339, loss 0.001, test 0.094
Epoch 1, step 340, loss 0.394, test 0.095
Epoch 1, step 341, loss 0.068, test 0.090
Epoch 1, step 342, loss 0.013, test 0.088
Epoch 1, step 343, loss 0.026, test 0.086
Epoch 1, step 344, loss 0.301, test 0.085
Epoch 1, step 345, loss 0.083, test 0.084
Epoch 1, step 346, loss 0.729, test 0.083
Epoch 1, step 347, loss 0.097, test 0.085
Epoch 1, step 348, loss 0.091, test 0.085
Epoch 1, step 349, loss 0.131, test 0.085
Epoch 1, step 350, loss 0.056, test 0.084
Epoch 1, step 351, loss 0.741, test 0.097
Epoch 1, step 352, loss 0.021, test 0.100
Epoch 1, step 353, loss 0.005, test 0.104
Epoch 1, step 354, loss 0.012, test 0.104
Epoch 1, step 355, loss 0.179, test 0.109
Epoch 1, step 356, loss 0.051, test 0.119
Epoch 1, step 357, loss 0.003, test 0.122
Epoch 1, step 358, loss 0.000, test 0.124
Epoch 1, step 359, loss 0.372, test 0.131
Epoch 1, step 360, loss 0.098, test 0.130
Epoch 1, step 361, loss 0.066, test 0.133
Epoch 1, step 362, loss 0.015, test 0.135
Epoch 1, step 363, loss 0.011, test 0.135
Epoch 1, step 364, loss 0.109, test 0.142
Epoch 1, step 365, loss 0.245, test 0.146
Epoch 1, step 366, loss 0.012, test 0.149
Epoch 1, step 367, loss 0.005, test 0.150
Epoch 1, step 368, loss 0.024, test 0.154
Epoch 1, step 369, loss 0.027, test 0.152
Epoch 1, step 370, loss 0.314, test 0.157
Epoch 1, step 371, loss 0.138, test 0.168
Epoch 1, step 372, loss 0.043, test 0.151
Epoch 1, step 373, loss 0.432, test 0.099
Epoch 1, step 374, loss 0.041, test 0.096
Epoch 1, step 375, loss 0.215, test 0.101
Epoch 1, step 376, loss 0.006, test 0.101
Epoch 1, step 377, loss 0.000, test 0.101
Epoch 1, step 378, loss 0.031, test 0.102
Epoch 1, step 379, loss 0.405, test 0.100
Epoch 1, step 380, loss 0.160, test 0.100
Epoch 1, step 381, loss 0.098, test 0.097
Epoch 1, step 382, loss 0.098, test 0.112
Epoch 1, step 383, loss 0.113, test 0.117
Epoch 1, step 384, loss 0.078, test 0.116
Epoch 1, step 385, loss 0.056, test 0.116
Epoch 1, step 386, loss 0.017, test 0.117
Epoch 1, step 387, loss 0.078, test 0.116
Epoch 1, step 388, loss 0.108, test 0.157
Epoch 1, step 389, loss 0.101, test 0.149
Epoch 1, step 390, loss 0.160, test 0.137
Epoch 1, step 391, loss 0.237, test 0.116
Epoch 1, step 392, loss 0.018, test 0.115
Epoch 1, step 393, loss 0.005, test 0.114
Epoch 1, step 394, loss 0.598, test 0.116
Epoch 1, step 395, loss 0.005, test 0.116
Epoch 1, step 396, loss 0.162, test 0.116
Epoch 1, step 397, loss 0.007, test 0.116
Epoch 1, step 398, loss 0.126, test 0.122
Epoch 1, step 399, loss 0.303, test 0.125
Epoch 1, step 400, loss 0.016, test 0.127
Epoch 1, step 401, loss 0.204, test 0.115
Epoch 1, step 402, loss 0.052, test 0.121
Epoch 1, step 403, loss 0.010, test 0.126
Epoch 1, step 404, loss 0.137, test 0.129
Epoch 1, step 405, loss 0.004, test 0.131
Epoch 1, step 406, loss 0.408, test 0.137
Epoch 1, step 407, loss 0.225, test 0.135
Epoch 1, step 408, loss 0.007, test 0.134
Epoch 1, step 409, loss 0.236, test 0.137
Epoch 1, step 410, loss 0.120, test 0.147
Epoch 1, step 411, loss 0.259, test 0.146
Epoch 1, step 412, loss 0.035, test 0.144
Epoch 1, step 413, loss 0.485, test 0.140
Epoch 1, step 414, loss 0.297, test 0.145
Epoch 1, step 415, loss 0.012, test 0.147
Epoch 1, step 416, loss 0.340, test 0.163
Epoch 1, step 417, loss 0.153, test 0.193
Epoch 1, step 418, loss 0.021, test 0.199
Epoch 1, step 419, loss 1.056, test 0.173
Epoch 1, step 420, loss 0.003, test 0.170
Epoch 1, step 421, loss 0.001, test 0.168
Epoch 1, step 422, loss 0.041, test 0.156
Epoch 1, step 423, loss 0.000, test 0.155
Epoch 1, step 424, loss 0.042, test 0.128
Epoch 1, step 425, loss 0.042, test 0.140
Epoch 1, step 426, loss 0.074, test 0.133
Epoch 1, step 427, loss 0.060, test 0.131
Epoch 1, step 428, loss 0.231, test 0.126
Epoch 1, step 429, loss 0.480, test 0.126
Epoch 1, step 430, loss 0.192, test 0.131
Epoch 1, step 431, loss 0.000, test 0.132
Epoch 1, step 432, loss 0.018, test 0.135
Epoch 1, step 433, loss 0.752, test 0.100
Epoch 1, step 434, loss 0.067, test 0.096
Epoch 1, step 435, loss 0.251, test 0.095
Epoch 1, step 436, loss 0.038, test 0.096
Epoch 1, step 437, loss 0.004, test 0.096
Epoch 1, step 438, loss 0.009, test 0.096
Epoch 1, step 439, loss 0.138, test 0.096
Epoch 1, step 440, loss 0.038, test 0.096
Epoch 1, step 441, loss 0.119, test 0.097
Epoch 1, step 442, loss 0.001, test 0.096
Epoch 1, step 443, loss 0.008, test 0.097
Epoch 1, step 444, loss 0.052, test 0.097
Epoch 1, step 445, loss 0.371, test 0.093
Epoch 1, step 446, loss 0.010, test 0.093
Epoch 1, step 447, loss 1.206, test 0.095
Epoch 1, step 448, loss 0.183, test 0.094
Epoch 1, step 449, loss 0.000, test 0.093
Epoch 1, step 450, loss 0.083, test 0.098
Epoch 1, step 451, loss 0.185, test 0.096
Epoch 1, step 452, loss 0.065, test 0.094
Epoch 1, step 453, loss 0.024, test 0.093
Epoch 1, step 454, loss 0.115, test 0.095
Epoch 1, step 455, loss 0.164, test 0.090
Epoch 1, step 456, loss 0.527, test 0.090
Epoch 1, step 457, loss 0.176, test 0.100
Epoch 1, step 458, loss 0.084, test 0.111
Epoch 1, step 459, loss 0.133, test 0.114
Epoch 1, step 460, loss 0.120, test 0.114
Epoch 1, step 461, loss 0.050, test 0.120
Epoch 1, step 462, loss 0.003, test 0.120
Epoch 1, step 463, loss 0.556, test 0.124
Epoch 1, step 464, loss 0.085, test 0.127
Epoch 1, step 465, loss 0.036, test 0.126
Epoch 1, step 466, loss 0.031, test 0.127
Epoch 1, step 467, loss 0.019, test 0.128
Epoch 1, step 468, loss 0.013, test 0.129
Epoch 1, step 469, loss 0.374, test 0.198
Epoch 1, step 470, loss 0.170, test 0.249
Epoch 1, step 471, loss 0.007, test 0.306
Epoch 1, step 472, loss 0.314, test 0.315
Epoch 1, step 473, loss 0.000, test 0.325
Epoch 1, step 474, loss 0.084, test 0.242
Epoch 1, step 475, loss 0.000, test 0.233
Epoch 1, step 476, loss 0.163, test 0.190
Epoch 1, step 477, loss 0.127, test 0.176
Epoch 1, step 478, loss 0.150, test 0.161
Epoch 1, step 479, loss 0.006, test 0.160
Epoch 1, step 480, loss 0.004, test 0.156
Epoch 1, step 481, loss 0.045, test 0.152
Epoch 1, step 482, loss 0.001, test 0.151
Epoch 1, step 483, loss 0.083, test 0.142
Epoch 1, step 484, loss 0.151, test 0.134
Epoch 1, step 485, loss 0.002, test 0.133
Epoch 1, step 486, loss 0.374, test 0.129
Epoch 1, step 487, loss 0.014, test 0.129
Epoch 1, step 488, loss 0.116, test 0.132
Epoch 1, step 489, loss 0.083, test 0.135
Epoch 1, step 490, loss 0.597, test 0.148
Epoch 1, step 491, loss 0.008, test 0.144
Epoch 1, step 492, loss 0.000, test 0.144
Epoch 1, step 493, loss 0.291, test 0.137
Epoch 1, step 494, loss 0.015, test 0.143
Epoch 1, step 495, loss 0.132, test 0.153
Epoch 1, step 496, loss 0.182, test 0.168
Epoch 1, step 497, loss 0.079, test 0.168
Epoch 1, step 498, loss 0.686, test 0.262
Epoch 1, step 499, loss 0.326, test 0.151
Epoch 1, step 500, loss 0.656, test 0.135
Epoch 1, step 501, loss 0.090, test 0.134
Epoch 1, step 502, loss 0.415, test 0.139
Epoch 1, step 503, loss 0.025, test 0.151
Epoch 1, step 504, loss 0.057, test 0.184
Epoch 1, step 505, loss 0.333, test 0.179
Epoch 1, step 506, loss 0.252, test 0.198
Epoch 1, step 507, loss 0.060, test 0.204
Epoch 1, step 508, loss 0.045, test 0.243
Epoch 1, step 509, loss 0.060, test 0.271
Epoch 1, step 510, loss 0.310, test 0.257
Epoch 1, step 511, loss 0.060, test 0.268
Epoch 1, step 512, loss 0.220, test 0.261
Epoch 1, step 513, loss 0.919, test 0.107
Epoch 1, step 514, loss 0.000, test 0.094
Epoch 1, step 515, loss 0.075, test 0.101
Epoch 1, step 516, loss 0.147, test 0.102
Epoch 1, step 517, loss 0.090, test 0.100
Epoch 1, step 518, loss 0.113, test 0.096
Epoch 1, step 519, loss 0.268, test 0.091
Epoch 1, step 520, loss 0.145, test 0.088
Epoch 1, step 521, loss 0.000, test 0.088
Epoch 1, step 522, loss 0.110, test 0.097
Epoch 1, step 523, loss 0.536, test 0.109
Epoch 1, step 524, loss 0.099, test 0.108
Epoch 1, step 525, loss 0.015, test 0.106
Epoch 1, step 526, loss 0.021, test 0.085
Epoch 1, step 527, loss 0.009, test 0.083
Epoch 1, step 528, loss 0.049, test 0.090
Epoch 1, step 529, loss 0.559, test 0.109
Epoch 1, step 530, loss 0.005, test 0.112
Epoch 1, step 531, loss 0.002, test 0.113
Epoch 1, step 532, loss 0.016, test 0.115
Epoch 1, step 533, loss 0.033, test 0.114
Epoch 1, step 534, loss 0.090, test 0.097
Epoch 1, step 535, loss 0.001, test 0.095
Epoch 1, step 536, loss 0.006, test 0.090
Epoch 1, step 537, loss 0.024, test 0.090
Epoch 1, step 538, loss 0.009, test 0.087
Epoch 1, step 539, loss 0.002, test 0.088
Epoch 1, step 540, loss 0.158, test 0.093
Epoch 1, step 541, loss 0.030, test 0.090
Epoch 1, step 542, loss 0.026, test 0.092
Epoch 1, step 543, loss 0.198, test 0.088
Epoch 1, step 544, loss 0.292, test 0.095
Epoch 1, step 545, loss 0.611, test 0.108
Epoch 1, step 546, loss 0.002, test 0.132
Epoch 1, step 547, loss 1.298, test 0.110
Epoch 1, step 548, loss 0.123, test 0.109
Epoch 1, step 549, loss 0.056, test 0.108
Epoch 1, step 550, loss 0.153, test 0.096
Epoch 1, step 551, loss 0.002, test 0.095
Epoch 1, step 552, loss 0.065, test 0.095
Epoch 1, step 553, loss 0.193, test 0.093
Epoch 1, step 554, loss 0.088, test 0.091
Epoch 1, step 555, loss 0.006, test 0.089
Epoch 1, step 556, loss 0.390, test 0.089
Epoch 1, step 557, loss 0.208, test 0.080
Epoch 1, step 558, loss 0.000, test 0.079
Epoch 1, step 559, loss 0.080, test 0.081
Epoch 1, step 560, loss 0.149, test 0.081
Epoch 1, step 561, loss 0.006, test 0.081
Epoch 1, step 562, loss 0.157, test 0.081
Epoch 1, step 563, loss 0.007, test 0.082
Epoch 1, step 564, loss 0.074, test 0.084
Epoch 1, step 565, loss 0.116, test 0.087
Epoch 1, step 566, loss 0.005, test 0.086
Epoch 1, step 567, loss 0.081, test 0.085
Epoch 1, step 568, loss 0.173, test 0.084
Epoch 1, step 569, loss 0.030, test 0.086
Epoch 1, step 570, loss 0.013, test 0.087
Epoch 1, step 571, loss 0.131, test 0.084
Epoch 1, step 572, loss 0.127, test 0.079
Epoch 1, step 573, loss 0.205, test 0.080
Epoch 1, step 574, loss 0.194, test 0.079
Epoch 1, step 575, loss 0.141, test 0.103
Epoch 1, step 576, loss 0.008, test 0.111
Epoch 1, step 577, loss 0.237, test 0.102
Epoch 1, step 578, loss 0.185, test 0.102
Epoch 1, step 579, loss 0.008, test 0.102
Epoch 1, step 580, loss 0.174, test 0.102
Epoch 1, step 581, loss 0.074, test 0.099
Epoch 1, step 582, loss 0.074, test 0.101
Epoch 1, step 583, loss 0.064, test 0.103
Epoch 1, step 584, loss 0.032, test 0.104
Epoch 1, step 585, loss 0.298, test 0.190
Epoch 1, step 586, loss 0.001, test 0.212
Epoch 1, step 587, loss 0.106, test 0.196
Epoch 1, step 588, loss 0.202, test 0.200
Epoch 1, step 589, loss 0.010, test 0.206
Epoch 1, step 590, loss 0.043, test 0.209
Epoch 1, step 591, loss 0.044, test 0.207
Epoch 1, step 592, loss 0.268, test 0.204
Epoch 1, step 593, loss 0.088, test 0.186
Epoch 1, step 594, loss 0.123, test 0.166
Epoch 1, step 595, loss 0.040, test 0.161
Epoch 1, step 596, loss 0.073, test 0.158
Epoch 1, step 597, loss 0.011, test 0.161
Epoch 1, step 598, loss 0.005, test 0.163
Epoch 1, step 599, loss 0.007, test 0.162
Epoch 1, step 600, loss 0.012, test 0.163
Epoch 1, step 601, loss 0.127, test 0.162
Epoch 1, step 602, loss 0.248, test 0.148
Epoch 1, step 603, loss 0.033, test 0.140
Epoch 1, step 604, loss 0.098, test 0.112
Epoch 1, step 605, loss 0.005, test 0.112
Epoch 1, step 606, loss 0.000, test 0.113
Epoch 1, step 607, loss 0.190, test 0.113
Epoch 1, step 608, loss 0.000, test 0.113
Epoch 1, step 609, loss 0.423, test 0.113
Epoch 1, step 610, loss 0.752, test 0.110
Epoch 1, step 611, loss 0.096, test 0.111
Epoch 1, step 612, loss 0.101, test 0.109
Epoch 1, step 613, loss 0.094, test 0.107
Epoch 1, step 614, loss 0.001, test 0.107
Epoch 1, step 615, loss 0.326, test 0.105
Epoch 1, step 616, loss 0.100, test 0.105
Epoch 1, step 617, loss 0.119, test 0.108
Epoch 1, step 618, loss 0.008, test 0.108
Epoch 1, step 619, loss 0.010, test 0.112
Epoch 1, step 620, loss 0.011, test 0.111
Epoch 1, step 621, loss 0.049, test 0.106
Epoch 1, step 622, loss 0.125, test 0.108
Epoch 1, step 623, loss 0.428, test 0.109
Epoch 1, step 624, loss 0.000, test 0.109
Epoch 1, step 625, loss 0.243, test 0.109
Epoch 1, step 626, loss 0.042, test 0.109
Epoch 1, step 627, loss 0.517, test 0.100
Epoch 1, step 628, loss 0.289, test 0.107
Epoch 1, step 629, loss 0.082, test 0.108
Epoch 1, step 630, loss 0.074, test 0.101
Epoch 1, step 631, loss 0.028, test 0.100
Epoch 1, step 632, loss 0.025, test 0.100
Epoch 1, step 633, loss 0.235, test 0.098
Epoch 1, step 634, loss 0.015, test 0.100
Epoch 1, step 635, loss 0.006, test 0.100
Epoch 1, step 636, loss 0.049, test 0.100
Epoch 1, step 637, loss 0.018, test 0.100
Epoch 1, step 638, loss 0.003, test 0.099
Epoch 1, step 639, loss 0.024, test 0.098
Epoch 1, step 640, loss 0.848, test 0.099
Epoch 1, step 641, loss 0.005, test 0.100
Epoch 1, step 642, loss 0.003, test 0.100
Epoch 1, step 643, loss 0.057, test 0.099
Epoch 1, step 644, loss 0.019, test 0.095
Epoch 1, step 645, loss 0.110, test 0.103
Epoch 1, step 646, loss 0.107, test 0.109
Epoch 1, step 647, loss 0.189, test 0.118
Epoch 1, step 648, loss 0.268, test 0.123
Epoch 1, step 649, loss 0.198, test 0.120
Epoch 1, step 650, loss 0.035, test 0.114
Epoch 1, step 651, loss 0.309, test 0.115
Epoch 1, step 652, loss 0.008, test 0.115
Epoch 1, step 653, loss 0.001, test 0.115
Epoch 1, step 654, loss 0.094, test 0.114
Epoch 1, step 655, loss 0.025, test 0.110
Epoch 1, step 656, loss 0.786, test 0.092
Epoch 1, step 657, loss 0.298, test 0.096
Epoch 1, step 658, loss 0.126, test 0.101
Epoch 1, step 659, loss 0.057, test 0.103
Epoch 1, step 660, loss 0.012, test 0.106
Epoch 1, step 661, loss 0.335, test 0.110
Epoch 1, step 662, loss 0.161, test 0.124
Epoch 1, step 663, loss 0.025, test 0.128
Epoch 1, step 664, loss 0.017, test 0.144
Epoch 1, step 665, loss 0.036, test 0.141
Epoch 1, step 666, loss 0.000, test 0.142
Epoch 1, step 667, loss 0.014, test 0.153
Epoch 1, step 668, loss 0.394, test 0.146
Epoch 1, step 669, loss 0.302, test 0.142
Epoch 1, step 670, loss 0.017, test 0.145
Epoch 1, step 671, loss 0.089, test 0.150
Epoch 1, step 672, loss 0.153, test 0.153
Epoch 1, step 673, loss 0.068, test 0.202
Epoch 1, step 674, loss 0.103, test 0.215
Epoch 1, step 675, loss 0.050, test 0.218
Epoch 1, step 676, loss 0.041, test 0.210
Epoch 1, step 677, loss 0.059, test 0.207
Epoch 1, step 678, loss 0.171, test 0.153
Epoch 1, step 679, loss 0.049, test 0.141
Epoch 1, step 680, loss 0.007, test 0.147
Epoch 1, step 681, loss 0.062, test 0.150
Epoch 1, step 682, loss 0.157, test 0.136
Epoch 1, step 683, loss 0.025, test 0.134
Epoch 1, step 684, loss 0.241, test 0.135
Epoch 1, step 685, loss 0.093, test 0.137
Epoch 1, step 686, loss 0.009, test 0.136
Epoch 1, step 687, loss 0.089, test 0.138
Epoch 1, step 688, loss 0.163, test 0.135
Epoch 1, step 689, loss 0.021, test 0.134
Epoch 1, step 690, loss 0.016, test 0.135
Epoch 1, step 691, loss 0.001, test 0.136
Epoch 1, step 692, loss 0.004, test 0.136
Epoch 1, step 693, loss 0.243, test 0.115
Epoch 1, step 694, loss 0.017, test 0.107
Epoch 1, step 695, loss 0.188, test 0.102
Epoch 1, step 696, loss 0.126, test 0.099
Epoch 1, step 697, loss 0.005, test 0.097
Epoch 1, step 698, loss 0.039, test 0.096
Epoch 1, step 699, loss 0.157, test 0.096
Epoch 1, step 700, loss 0.036, test 0.095
Epoch 1, step 701, loss 0.091, test 0.094

Epoch 1, step 702, loss 0.179, test 0.094
Epoch 1, step 703, loss 0.129, test 0.095
Epoch 1, step 704, loss 0.094, test 0.092
Epoch 1, step 705, loss 0.017, test 0.091
Epoch 1, step 706, loss 0.128, test 0.091
Epoch 1, step 707, loss 0.291, test 0.093
Epoch 1, step 708, loss 0.020, test 0.093
Epoch 1, step 709, loss 0.001, test 0.093
Epoch 1, step 710, loss 0.001, test 0.093
Epoch 1, step 711, loss 0.182, test 0.093
Epoch 1, step 712, loss 0.004, test 0.092
Epoch 1, step 713, loss 0.177, test 0.157
Epoch 1, step 714, loss 0.026, test 0.167
Epoch 1, step 715, loss 0.407, test 0.178
Epoch 1, step 716, loss 0.266, test 0.164
Epoch 1, step 717, loss 0.017, test 0.165
Epoch 1, step 718, loss 0.018, test 0.167
Epoch 1, step 719, loss 0.269, test 0.140
Epoch 1, step 720, loss 0.008, test 0.135
Epoch 1, step 721, loss 0.038, test 0.135
Epoch 1, step 722, loss 0.072, test 0.150
Epoch 1, step 723, loss 0.040, test 0.155
Epoch 1, step 724, loss 0.008, test 0.154
Epoch 1, step 725, loss 0.031, test 0.158
Epoch 1, step 726, loss 0.002, test 0.157
Epoch 1, step 727, loss 0.374, test 0.161
Epoch 1, step 728, loss 0.009, test 0.162
Epoch 1, step 729, loss 0.000, test 0.162
Epoch 1, step 730, loss 0.011, test 0.151
Epoch 1, step 731, loss 0.144, test 0.147
Epoch 1, step 732, loss 0.024, test 0.144
Epoch 1, step 733, loss 0.249, test 0.196
Epoch 1, step 734, loss 0.000, test 0.206
Epoch 1, step 735, loss 0.777, test 0.221
Epoch 1, step 736, loss 0.611, test 0.189
Epoch 1, step 737, loss 0.095, test 0.173
Epoch 1, step 738, loss 0.010, test 0.172
Epoch 1, step 739, loss 0.003, test 0.168
Epoch 1, step 740, loss 0.296, test 0.155
Epoch 1, step 741, loss 0.128, test 0.134
Epoch 1, step 742, loss 0.172, test 0.136
Epoch 1, step 743, loss 0.085, test 0.136
Epoch 1, step 744, loss 1.119, test 0.096
Epoch 1, step 745, loss 0.040, test 0.093
Epoch 1, step 746, loss 0.000, test 0.093
Epoch 1, step 747, loss 0.029, test 0.093
Epoch 1, step 748, loss 0.022, test 0.093
Epoch 1, step 749, loss 0.152, test 0.091
Epoch 1, step 750, loss 0.325, test 0.089
Epoch 1, step 751, loss 0.003, test 0.090
Epoch 1, step 752, loss 0.038, test 0.090
Epoch 1, step 753, loss 0.031, test 0.090
Epoch 1, step 754, loss 0.176, test 0.090
Epoch 1, step 755, loss 0.465, test 0.093
Epoch 1, step 756, loss 0.027, test 0.093
Epoch 1, step 757, loss 0.411, test 0.095
Epoch 1, step 758, loss 0.093, test 0.093
Epoch 1, step 759, loss 0.078, test 0.092
Epoch 1, step 760, loss 0.114, test 0.093
Epoch 1, step 761, loss 0.007, test 0.094
Epoch 1, step 762, loss 0.108, test 0.096
Epoch 1, step 763, loss 0.630, test 0.096
Epoch 1, step 764, loss 0.065, test 0.095
Epoch 1, step 765, loss 0.107, test 0.094
Epoch 1, step 766, loss 0.043, test 0.098
Epoch 1, step 767, loss 0.260, test 0.177
Epoch 1, step 768, loss 0.066, test 0.201
Epoch 1, step 769, loss 0.071, test 0.218
Epoch 1, step 770, loss 0.359, test 0.222
Epoch 1, step 771, loss 0.551, test 0.267
Epoch 1, step 772, loss 0.092, test 0.280
Epoch 1, step 773, loss 0.069, test 0.290
Epoch 1, step 774, loss 0.192, test 0.290
Epoch 1, step 775, loss 0.628, test 0.162
Epoch 1, step 776, loss 0.056, test 0.143
Epoch 1, step 777, loss 0.057, test 0.129
Epoch 1, step 778, loss 0.038, test 0.126
Epoch 1, step 779, loss 0.002, test 0.125
Epoch 1, step 780, loss 0.000, test 0.123
Epoch 1, step 781, loss 0.132, test 0.127
Epoch 1, step 782, loss 0.172, test 0.113
Epoch 1, step 783, loss 0.104, test 0.113
Epoch 1, step 784, loss 0.308, test 0.114
Epoch 1, step 785, loss 0.148, test 0.114
Epoch 1, step 786, loss 0.527, test 0.101
Epoch 1, step 787, loss 0.159, test 0.106
Epoch 1, step 788, loss 0.102, test 0.106
Epoch 1, step 789, loss 0.103, test 0.105
Epoch 1, step 790, loss 0.092, test 0.107
Epoch 1, step 791, loss 0.437, test 0.113
Epoch 1, step 792, loss 0.008, test 0.117
Epoch 1, step 793, loss 0.000, test 0.119
Epoch 1, step 794, loss 0.094, test 0.120
Epoch 1, step 795, loss 0.098, test 0.127
Epoch 1, step 796, loss 0.137, test 0.118
Epoch 1, step 797, loss 0.093, test 0.113
Epoch 1, step 798, loss 0.175, test 0.106
Epoch 1, step 799, loss 0.015, test 0.105
Epoch 1, step 800, loss 0.000, test 0.105
Epoch 1, step 801, loss 0.019, test 0.105
Epoch 1, step 802, loss 0.000, test 0.105
Epoch 1, step 803, loss 0.249, test 0.108
Epoch 1, step 804, loss 0.586, test 0.140
Epoch 1, step 805, loss 0.011, test 0.150
Epoch 1, step 806, loss 0.144, test 0.138
Epoch 1, step 807, loss 0.268, test 0.147
Epoch 1, step 808, loss 0.001, test 0.149
Epoch 1, step 809, loss 0.103, test 0.167
Epoch 1, step 810, loss 0.013, test 0.170
Epoch 1, step 811, loss 0.440, test 0.102
Epoch 1, step 812, loss 0.162, test 0.092
Epoch 1, step 813, loss 0.031, test 0.089
Epoch 1, step 814, loss 0.001, test 0.087
Epoch 1, step 815, loss 0.059, test 0.083
Epoch 1, step 816, loss 0.057, test 0.083
Epoch 1, step 817, loss 0.169, test 0.082
Epoch 1, step 818, loss 0.192, test 0.079
Epoch 1, step 819, loss 0.178, test 0.080
Epoch 1, step 820, loss 0.075, test 0.079
Epoch 1, step 821, loss 0.000, test 0.079
Epoch 1, step 822, loss 0.095, test 0.090
Epoch 1, step 823, loss 0.140, test 0.084
Epoch 1, step 824, loss 0.104, test 0.092
Epoch 1, step 825, loss 0.100, test 0.097
Epoch 1, step 826, loss 0.053, test 0.099
Epoch 1, step 827, loss 0.299, test 0.092
Epoch 1, step 828, loss 0.083, test 0.083
Epoch 1, step 829, loss 0.060, test 0.080
Epoch 1, step 830, loss 0.065, test 0.081
Epoch 1, step 831, loss 0.141, test 0.087
Epoch 1, step 832, loss 0.279, test 0.091
Epoch 1, step 833, loss 0.044, test 0.091
Epoch 1, step 834, loss 0.579, test 0.086
Epoch 1, step 835, loss 0.014, test 0.086
Epoch 1, step 836, loss 0.000, test 0.086
Epoch 1, step 837, loss 0.194, test 0.114
Epoch 1, step 838, loss 0.098, test 0.126
Epoch 1, step 839, loss 0.238, test 0.130
Epoch 1, step 840, loss 0.001, test 0.133
Epoch 1, step 841, loss 0.194, test 0.108
Epoch 1, step 842, loss 0.240, test 0.124
Epoch 1, step 843, loss 0.003, test 0.127
Epoch 1, step 844, loss 0.000, test 0.128
Epoch 1, step 845, loss 0.041, test 0.133
Epoch 1, step 846, loss 0.048, test 0.135
Epoch 1, step 847, loss 0.730, test 0.143
Epoch 1, step 848, loss 0.001, test 0.147
Epoch 1, step 849, loss 0.007, test 0.149
Epoch 1, step 850, loss 0.000, test 0.149
Epoch 1, step 851, loss 0.010, test 0.145
Epoch 1, step 852, loss 0.004, test 0.146
Epoch 1, step 853, loss 0.002, test 0.147
Epoch 1, step 854, loss 0.029, test 0.141
Epoch 1, step 855, loss 0.057, test 0.139
Epoch 1, step 856, loss 0.285, test 0.136
Epoch 1, step 857, loss 0.058, test 0.133
Epoch 1, step 858, loss 0.023, test 0.132
Epoch 1, step 859, loss 0.020, test 0.136
Epoch 1, step 860, loss 0.736, test 0.140
Epoch 1, step 861, loss 0.016, test 0.140
Epoch 1, step 862, loss 0.082, test 0.143
Epoch 1, step 863, loss 0.630, test 0.116
Epoch 1, step 864, loss 0.024, test 0.114
Epoch 1, step 865, loss 0.043, test 0.115
Epoch 1, step 866, loss 0.161, test 0.114
Epoch 1, step 867, loss 0.051, test 0.114
Epoch 1, step 868, loss 0.000, test 0.114
Epoch 1, step 869, loss 0.061, test 0.109
Epoch 1, step 870, loss 0.000, test 0.108
Epoch 1, step 871, loss 0.095, test 0.105
Epoch 1, step 872, loss 0.003, test 0.104
Epoch 1, step 873, loss 0.008, test 0.102
Epoch 1, step 874, loss 0.017, test 0.102
Epoch 1, step 875, loss 0.012, test 0.098
Epoch 1, step 876, loss 0.019, test 0.098
Epoch 1, step 877, loss 0.001, test 0.097
Epoch 1, step 878, loss 0.085, test 0.097
Epoch 1, step 879, loss 0.019, test 0.096
Epoch 1, step 880, loss 0.089, test 0.094
Epoch 1, step 881, loss 0.127, test 0.101
Epoch 1, step 882, loss 0.028, test 0.103
Epoch 1, step 883, loss 0.039, test 0.104
Epoch 1, step 884, loss 0.011, test 0.105
Epoch 1, step 885, loss 0.036, test 0.106
Epoch 1, step 886, loss 0.036, test 0.107
Epoch 1, step 887, loss 0.000, test 0.108
Epoch 1, step 888, loss 0.058, test 0.107
Epoch 1, step 889, loss 0.124, test 0.106
Epoch 1, step 890, loss 0.031, test 0.106
Epoch 1, step 891, loss 0.074, test 0.105
Epoch 1, step 892, loss 0.090, test 0.103
Epoch 1, step 893, loss 0.288, test 0.103
Epoch 1, step 894, loss 0.010, test 0.103
Epoch 1, step 895, loss 0.213, test 0.103
Epoch 1, step 896, loss 0.312, test 0.104
Epoch 1, step 897, loss 0.111, test 0.105
Epoch 1, step 898, loss 0.034, test 0.105
Epoch 1, step 899, loss 0.068, test 0.104
Epoch 1, step 900, loss 0.057, test 0.102
Epoch 1, step 901, loss 0.002, test 0.102
Epoch 1, step 902, loss 0.004, test 0.102
Epoch 1, step 903, loss 0.196, test 0.106
Epoch 1, step 904, loss 0.381, test 0.118
Epoch 1, step 905, loss 0.013, test 0.125
Epoch 1, step 906, loss 0.039, test 0.122
Epoch 1, step 907, loss 0.257, test 0.126
Epoch 1, step 908, loss 0.019, test 0.126
Epoch 1, step 909, loss 0.174, test 0.090
Epoch 1, step 910, loss 0.314, test 0.088
Epoch 1, step 911, loss 0.107, test 0.086
Epoch 1, step 912, loss 0.000, test 0.086
Epoch 1, step 913, loss 0.006, test 0.086
Epoch 1, step 914, loss 0.116, test 0.088
Epoch 1, step 915, loss 0.008, test 0.088
Epoch 1, step 916, loss 0.052, test 0.087
Epoch 1, step 917, loss 0.004, test 0.087
Epoch 1, step 918, loss 0.130, test 0.085
Epoch 1, step 919, loss 0.015, test 0.084
Epoch 1, step 920, loss 0.000, test 0.084
Epoch 1, step 921, loss 0.146, test 0.085
Epoch 1, step 922, loss 0.075, test 0.084
Epoch 1, step 923, loss 0.000, test 0.084
Epoch 1, step 924, loss 0.057, test 0.084
Epoch 1, step 925, loss 0.001, test 0.083
Epoch 1, step 926, loss 0.117, test 0.087
Epoch 1, step 927, loss 0.003, test 0.088
Epoch 1, step 928, loss 0.006, test 0.088
Epoch 1, step 929, loss 0.331, test 0.087
Epoch 1, step 930, loss 0.012, test 0.087
Epoch 1, step 931, loss 0.021, test 0.088
Epoch 1, step 932, loss 0.003, test 0.088
Epoch 1, step 933, loss 1.141, test 0.085
Epoch 1, step 934, loss 0.126, test 0.085
Epoch 1, step 935, loss 0.520, test 0.109
Epoch 1, step 936, loss 0.043, test 0.117
Epoch 1, step 937, loss 0.001, test 0.122
Epoch 1, step 938, loss 0.222, test 0.121
Epoch 1, step 939, loss 0.205, test 0.094
Epoch 1, step 940, loss 0.021, test 0.093
Epoch 1, step 941, loss 0.000, test 0.091
Epoch 1, step 942, loss 0.061, test 0.090
Epoch 1, step 943, loss 0.008, test 0.090
Epoch 1, step 944, loss 0.128, test 0.089
Epoch 1, step 945, loss 0.085, test 0.089
Epoch 1, step 946, loss 0.116, test 0.092
Epoch 1, step 947, loss 0.974, test 0.123
Epoch 1, step 948, loss 0.384, test 0.124
Epoch 1, step 949, loss 0.012, test 0.124
Epoch 1, step 950, loss 0.305, test 0.117
Epoch 1, step 951, loss 0.061, test 0.115
Epoch 1, step 952, loss 0.015, test 0.114
Epoch 1, step 953, loss 0.193, test 0.114
Epoch 1, step 954, loss 0.242, test 0.126
Epoch 1, step 955, loss 0.014, test 0.129
Epoch 1, step 956, loss 0.094, test 0.131
Epoch 1, step 957, loss 0.009, test 0.131
Epoch 1, step 958, loss 0.065, test 0.129
Epoch 1, step 959, loss 0.321, test 0.128
Epoch 1, step 960, loss 0.240, test 0.130
Epoch 1, step 961, loss 0.020, test 0.132
Epoch 1, step 962, loss 0.173, test 0.129
Epoch 1, step 963, loss 0.151, test 0.130
Epoch 1, step 964, loss 0.537, test 0.124
Epoch 1, step 965, loss 0.506, test 0.124
Epoch 1, step 966, loss 0.052, test 0.126
Epoch 1, step 967, loss 0.321, test 0.133
Epoch 1, step 968, loss 0.034, test 0.128
Epoch 1, step 969, loss 0.081, test 0.129
Epoch 1, step 970, loss 0.284, test 0.136
Epoch 1, step 971, loss 0.009, test 0.135
Epoch 1, step 972, loss 0.116, test 0.122
Epoch 1, step 973, loss 0.891, test 0.128
Epoch 1, step 974, loss 0.220, test 0.125
Epoch 1, step 975, loss 0.323, test 0.118
Epoch 1, step 976, loss 0.002, test 0.117
Epoch 1, step 977, loss 0.016, test 0.116
Epoch 1, step 978, loss 0.100, test 0.108
Epoch 1, step 979, loss 0.753, test 0.099
Epoch 1, step 980, loss 0.002, test 0.105
Epoch 1, step 981, loss 0.474, test 0.107
Epoch 1, step 982, loss 0.175, test 0.109
Epoch 1, step 983, loss 0.087, test 0.166
Epoch 1, step 984, loss 0.152, test 0.176
Epoch 1, step 985, loss 0.023, test 0.184
Epoch 1, step 986, loss 0.608, test 0.183
Epoch 1, step 987, loss 1.048, test 0.110
Epoch 1, step 988, loss 0.381, test 0.094
Epoch 1, step 989, loss 0.210, test 0.090
Epoch 1, step 990, loss 0.051, test 0.088
Epoch 1, step 991, loss 0.088, test 0.089
Epoch 1, step 992, loss 0.439, test 0.095
Epoch 1, step 993, loss 0.094, test 0.094
Epoch 1, step 994, loss 0.171, test 0.092
Epoch 1, step 995, loss 0.132, test 0.092
Epoch 1, step 996, loss 0.045, test 0.095
Epoch 1, step 997, loss 0.041, test 0.093
Epoch 1, step 998, loss 0.045, test 0.100
Epoch 1, step 999, loss 0.006, test 0.096
Epoch 2, step 0, loss 0.012, test 0.095
Epoch 2, step 1, loss 0.012, test 0.094
Epoch 2, step 2, loss 0.001, test 0.091
Epoch 2, step 3, loss 0.003, test 0.088
Epoch 2, step 4, loss 0.077, test 0.103
Epoch 2, step 5, loss 0.109, test 0.106
Epoch 2, step 6, loss 0.307, test 0.109
Epoch 2, step 7, loss 0.450, test 0.112
Epoch 2, step 8, loss 0.010, test 0.118
Epoch 2, step 9, loss 0.284, test 0.107
Epoch 2, step 10, loss 0.020, test 0.108
Epoch 2, step 11, loss 0.010, test 0.108
Epoch 2, step 12, loss 0.312, test 0.107
Epoch 2, step 13, loss 0.000, test 0.107
Epoch 2, step 14, loss 0.003, test 0.107
Epoch 2, step 15, loss 0.013, test 0.106
Epoch 2, step 16, loss 0.012, test 0.106
Epoch 2, step 17, loss 0.072, test 0.099
Epoch 2, step 18, loss 0.167, test 0.093
Epoch 2, step 19, loss 0.038, test 0.088
Epoch 2, step 20, loss 0.000, test 0.087
Epoch 2, step 21, loss 0.125, test 0.087
Epoch 2, step 22, loss 0.029, test 0.090
Epoch 2, step 23, loss 0.001, test 0.091
Epoch 2, step 24, loss 0.142, test 0.096
Epoch 2, step 25, loss 0.175, test 0.098
Epoch 2, step 26, loss 0.228, test 0.107
Epoch 2, step 27, loss 0.649, test 0.112
Epoch 2, step 28, loss 0.104, test 0.107
Epoch 2, step 29, loss 0.001, test 0.105
Epoch 2, step 30, loss 0.005, test 0.106
Epoch 2, step 31, loss 0.189, test 0.090
Epoch 2, step 32, loss 0.057, test 0.088
Epoch 2, step 33, loss 0.006, test 0.084
Epoch 2, step 34, loss 0.011, test 0.082
Epoch 2, step 35, loss 0.001, test 0.082
Epoch 2, step 36, loss 0.212, test 0.081
Epoch 2, step 37, loss 0.003, test 0.082
Epoch 2, step 38, loss 0.129, test 0.082
Epoch 2, step 39, loss 0.008, test 0.081
Epoch 2, step 40, loss 0.555, test 0.082
Epoch 2, step 41, loss 0.053, test 0.082
Epoch 2, step 42, loss 0.060, test 0.084
Epoch 2, step 43, loss 0.074, test 0.083
Epoch 2, step 44, loss 0.551, test 0.082
Epoch 2, step 45, loss 0.071, test 0.082
Epoch 2, step 46, loss 0.003, test 0.082
Epoch 2, step 47, loss 0.045, test 0.082
Epoch 2, step 48, loss 0.439, test 0.083
Epoch 2, step 49, loss 0.112, test 0.083
Epoch 2, step 50, loss 0.034, test 0.083
Epoch 2, step 51, loss 0.000, test 0.083
Epoch 2, step 52, loss 0.049, test 0.087
Epoch 2, step 53, loss 0.045, test 0.087
Epoch 2, step 54, loss 0.034, test 0.087
Epoch 2, step 55, loss 0.048, test 0.088
Epoch 2, step 56, loss 0.006, test 0.088
Epoch 2, step 57, loss 0.000, test 0.088
Epoch 2, step 58, loss 0.000, test 0.088
Epoch 2, step 59, loss 0.007, test 0.088
Epoch 2, step 60, loss 0.000, test 0.088
Epoch 2, step 61, loss 0.013, test 0.090
Epoch 2, step 62, loss 0.011, test 0.089
Epoch 2, step 63, loss 0.033, test 0.089
Epoch 2, step 64, loss 0.000, test 0.088
Epoch 2, step 65, loss 0.025, test 0.088
Epoch 2, step 66, loss 0.120, test 0.085
Epoch 2, step 67, loss 0.023, test 0.086
Epoch 2, step 68, loss 0.112, test 0.096
Epoch 2, step 69, loss 0.000, test 0.099
Epoch 2, step 70, loss 0.027, test 0.099
Epoch 2, step 71, loss 0.002, test 0.099
Epoch 2, step 72, loss 0.018, test 0.098
Epoch 2, step 73, loss 0.012, test 0.097
Epoch 2, step 74, loss 0.042, test 0.094
Epoch 2, step 75, loss 0.032, test 0.098
Epoch 2, step 76, loss 0.064, test 0.102
Epoch 2, step 77, loss 0.002, test 0.103
Epoch 2, step 78, loss 0.182, test 0.133
Epoch 2, step 79, loss 0.029, test 0.134
Epoch 2, step 80, loss 0.133, test 0.134
Epoch 2, step 81, loss 0.136, test 0.165
Epoch 2, step 82, loss 0.019, test 0.172
Epoch 2, step 83, loss 0.123, test 0.185
Epoch 2, step 84, loss 0.423, test 0.092
Epoch 2, step 85, loss 0.085, test 0.098
Epoch 2, step 86, loss 0.255, test 0.080
Epoch 2, step 87, loss 0.023, test 0.080
Epoch 2, step 88, loss 1.046, test 0.081
Epoch 2, step 89, loss 0.457, test 0.085
Epoch 2, step 90, loss 0.372, test 0.127
Epoch 2, step 91, loss 0.000, test 0.141
Epoch 2, step 92, loss 0.181, test 0.146
Epoch 2, step 93, loss 0.107, test 0.152
Epoch 2, step 94, loss 0.117, test 0.179
Epoch 2, step 95, loss 0.239, test 0.204
Epoch 2, step 96, loss 0.125, test 0.225
Epoch 2, step 97, loss 0.394, test 0.212
Epoch 2, step 98, loss 0.014, test 0.234
Epoch 2, step 99, loss 0.160, test 0.232
Epoch 2, step 100, loss 0.001, test 0.233
Epoch 2, step 101, loss 0.028, test 0.221
Epoch 2, step 102, loss 0.006, test 0.222
Epoch 2, step 103, loss 0.055, test 0.220
Epoch 2, step 104, loss 0.103, test 0.223
Epoch 2, step 105, loss 0.063, test 0.225
Epoch 2, step 106, loss 0.000, test 0.225
Epoch 2, step 107, loss 0.178, test 0.228
Epoch 2, step 108, loss 0.147, test 0.214
Epoch 2, step 109, loss 0.064, test 0.219
Epoch 2, step 110, loss 0.013, test 0.221
Epoch 2, step 111, loss 0.266, test 0.166
Epoch 2, step 112, loss 0.001, test 0.158
Epoch 2, step 113, loss 0.100, test 0.150
Epoch 2, step 114, loss 0.067, test 0.135
Epoch 2, step 115, loss 0.044, test 0.130
Epoch 2, step 116, loss 0.066, test 0.127
Epoch 2, step 117, loss 0.146, test 0.128
Epoch 2, step 118, loss 0.001, test 0.129
Epoch 2, step 119, loss 0.282, test 0.139
Epoch 2, step 120, loss 0.037, test 0.175
Epoch 2, step 121, loss 0.170, test 0.170
Epoch 2, step 122, loss 0.010, test 0.171
Epoch 2, step 123, loss 0.007, test 0.173
Epoch 2, step 124, loss 0.558, test 0.083
Epoch 2, step 125, loss 0.050, test 0.091
Epoch 2, step 126, loss 0.040, test 0.092
Epoch 2, step 127, loss 0.032, test 0.097
Epoch 2, step 128, loss 0.037, test 0.096
Epoch 2, step 129, loss 0.037, test 0.098
Epoch 2, step 130, loss 0.092, test 0.096
Epoch 2, step 131, loss 0.112, test 0.095
Epoch 2, step 132, loss 0.841, test 0.126
Epoch 2, step 133, loss 0.024, test 0.146
Epoch 2, step 134, loss 0.013, test 0.154
Epoch 2, step 135, loss 0.169, test 0.126
Epoch 2, step 136, loss 0.005, test 0.123
Epoch 2, step 137, loss 0.004, test 0.121
Epoch 2, step 138, loss 0.006, test 0.120
Epoch 2, step 139, loss 0.134, test 0.116
Epoch 2, step 140, loss 0.010, test 0.115
Epoch 2, step 141, loss 0.068, test 0.119
Epoch 2, step 142, loss 0.407, test 0.130
Epoch 2, step 143, loss 0.002, test 0.131
Epoch 2, step 144, loss 0.219, test 0.117
Epoch 2, step 145, loss 0.040, test 0.115
Epoch 2, step 146, loss 0.075, test 0.119
Epoch 2, step 147, loss 0.052, test 0.115
Epoch 2, step 148, loss 0.074, test 0.114
Epoch 2, step 149, loss 0.220, test 0.104
Epoch 2, step 150, loss 0.137, test 0.089
Epoch 2, step 151, loss 0.002, test 0.088
Epoch 2, step 152, loss 0.097, test 0.093
Epoch 2, step 153, loss 0.014, test 0.093
Epoch 2, step 154, loss 0.001, test 0.093
Epoch 2, step 155, loss 0.020, test 0.095
Epoch 2, step 156, loss 0.015, test 0.095
Epoch 2, step 157, loss 0.138, test 0.130
Epoch 2, step 158, loss 0.056, test 0.110
Epoch 2, step 159, loss 0.106, test 0.111
Epoch 2, step 160, loss 0.084, test 0.112
Epoch 2, step 161, loss 0.141, test 0.111
Epoch 2, step 162, loss 0.004, test 0.109
Epoch 2, step 163, loss 0.097, test 0.109
Epoch 2, step 164, loss 0.120, test 0.111
Epoch 2, step 165, loss 0.245, test 0.114
Epoch 2, step 166, loss 0.055, test 0.111
Epoch 2, step 167, loss 0.184, test 0.110
Epoch 2, step 168, loss 0.044, test 0.110
Epoch 2, step 169, loss 0.048, test 0.111
Epoch 2, step 170, loss 0.013, test 0.111
Epoch 2, step 171, loss 0.058, test 0.112
Epoch 2, step 172, loss 1.231, test 0.107
Epoch 2, step 173, loss 0.021, test 0.108
Epoch 2, step 174, loss 0.012, test 0.108
Epoch 2, step 175, loss 0.252, test 0.108
Epoch 2, step 176, loss 0.125, test 0.107
Epoch 2, step 177, loss 0.074, test 0.107
Epoch 2, step 178, loss 0.115, test 0.106
Epoch 2, step 179, loss 0.386, test 0.115
Epoch 2, step 180, loss 0.402, test 0.145
Epoch 2, step 181, loss 0.017, test 0.156
Epoch 2, step 182, loss 0.047, test 0.165
Epoch 2, step 183, loss 0.164, test 0.173
Epoch 2, step 184, loss 0.041, test 0.155
Epoch 2, step 185, loss 0.076, test 0.161
Epoch 2, step 186, loss 0.116, test 0.133
Epoch 2, step 187, loss 0.136, test 0.128
Epoch 2, step 188, loss 0.055, test 0.127
Epoch 2, step 189, loss 0.139, test 0.125
Epoch 2, step 190, loss 0.008, test 0.126
Epoch 2, step 191, loss 0.296, test 0.104
Epoch 2, step 192, loss 0.256, test 0.100
Epoch 2, step 193, loss 0.046, test 0.096
Epoch 2, step 194, loss 0.287, test 0.093
Epoch 2, step 195, loss 0.278, test 0.089
Epoch 2, step 196, loss 0.015, test 0.091
Epoch 2, step 197, loss 0.828, test 0.084
Epoch 2, step 198, loss 0.011, test 0.085
Epoch 2, step 199, loss 0.368, test 0.088
Epoch 2, step 200, loss 0.011, test 0.088
Epoch 2, step 201, loss 0.015, test 0.090
Epoch 2, step 202, loss 0.075, test 0.093
Epoch 2, step 203, loss 0.016, test 0.095
Epoch 2, step 204, loss 1.074, test 0.104
Epoch 2, step 205, loss 0.040, test 0.108
Epoch 2, step 206, loss 0.315, test 0.104
Epoch 2, step 207, loss 0.000, test 0.103
Epoch 2, step 208, loss 0.214, test 0.098
Epoch 2, step 209, loss 0.047, test 0.096
Epoch 2, step 210, loss 0.034, test 0.098
Epoch 2, step 211, loss 0.006, test 0.098
Epoch 2, step 212, loss 0.133, test 0.076
Epoch 2, step 213, loss 0.260, test 0.087
Epoch 2, step 214, loss 0.079, test 0.087
Epoch 2, step 215, loss 0.001, test 0.089
Epoch 2, step 216, loss 0.002, test 0.089
Epoch 2, step 217, loss 0.009, test 0.090
Epoch 2, step 218, loss 0.035, test 0.095
Epoch 2, step 219, loss 0.469, test 0.096
Epoch 2, step 220, loss 0.143, test 0.096
Epoch 2, step 221, loss 0.006, test 0.095
Epoch 2, step 222, loss 0.000, test 0.094
Epoch 2, step 223, loss 0.000, test 0.094
Epoch 2, step 224, loss 0.002, test 0.094
Epoch 2, step 225, loss 0.057, test 0.095
Epoch 2, step 226, loss 0.097, test 0.093
Epoch 2, step 227, loss 0.034, test 0.093
Epoch 2, step 228, loss 0.509, test 0.094
Epoch 2, step 229, loss 0.347, test 0.092
Epoch 2, step 230, loss 0.006, test 0.092
Epoch 2, step 231, loss 0.033, test 0.092
Epoch 2, step 232, loss 0.046, test 0.092
Epoch 2, step 233, loss 0.026, test 0.091
Epoch 2, step 234, loss 0.039, test 0.094
Epoch 2, step 235, loss 0.024, test 0.095
Epoch 2, step 236, loss 0.056, test 0.096
Epoch 2, step 237, loss 0.215, test 0.097
Epoch 2, step 238, loss 0.287, test 0.125
Epoch 2, step 239, loss 0.006, test 0.132
Epoch 2, step 240, loss 0.168, test 0.127
Epoch 2, step 241, loss 0.231, test 0.178
Epoch 2, step 242, loss 0.101, test 0.176
Epoch 2, step 243, loss 0.034, test 0.181
Epoch 2, step 244, loss 0.020, test 0.187
Epoch 2, step 245, loss 0.018, test 0.190
Epoch 2, step 246, loss 0.000, test 0.191
Epoch 2, step 247, loss 0.015, test 0.196
Epoch 2, step 248, loss 0.006, test 0.192
Epoch 2, step 249, loss 0.092, test 0.193
Epoch 2, step 250, loss 0.303, test 0.145
Epoch 2, step 251, loss 0.439, test 0.090
Epoch 2, step 252, loss 0.001, test 0.100
Epoch 2, step 253, loss 0.101, test 0.112
Epoch 2, step 254, loss 0.009, test 0.125
Epoch 2, step 255, loss 0.298, test 0.135
Epoch 2, step 256, loss 0.476, test 0.135
Epoch 2, step 257, loss 0.460, test 0.105
Epoch 2, step 258, loss 0.028, test 0.104
Epoch 2, step 259, loss 0.008, test 0.105
Epoch 2, step 260, loss 0.018, test 0.103
Epoch 2, step 261, loss 0.000, test 0.103
Epoch 2, step 262, loss 0.015, test 0.106
Epoch 2, step 263, loss 0.168, test 0.103
Epoch 2, step 264, loss 0.053, test 0.104
Epoch 2, step 265, loss 0.022, test 0.109
Epoch 2, step 266, loss 0.311, test 0.105
Epoch 2, step 267, loss 0.044, test 0.094
Epoch 2, step 268, loss 0.027, test 0.091
Epoch 2, step 269, loss 0.018, test 0.089
Epoch 2, step 270, loss 0.100, test 0.092
Epoch 2, step 271, loss 0.046, test 0.091
Epoch 2, step 272, loss 0.286, test 0.093
Epoch 2, step 273, loss 0.120, test 0.092
Epoch 2, step 274, loss 0.292, test 0.090
Epoch 2, step 275, loss 0.018, test 0.088
Epoch 2, step 276, loss 0.040, test 0.089
Epoch 2, step 277, loss 0.236, test 0.096
Epoch 2, step 278, loss 0.230, test 0.089
Epoch 2, step 279, loss 0.517, test 0.090
Epoch 2, step 280, loss 0.058, test 0.092
Epoch 2, step 281, loss 0.005, test 0.092
Epoch 2, step 282, loss 0.133, test 0.093
Epoch 2, step 283, loss 0.337, test 0.092
Epoch 2, step 284, loss 0.020, test 0.092
Epoch 2, step 285, loss 0.170, test 0.094
Epoch 2, step 286, loss 0.169, test 0.091

Epoch 2, step 287, loss 0.223, test 0.088
Epoch 2, step 288, loss 0.164, test 0.089
Epoch 2, step 289, loss 0.036, test 0.103
Epoch 2, step 290, loss 0.011, test 0.110
Epoch 2, step 291, loss 0.000, test 0.115
Epoch 2, step 292, loss 0.193, test 0.121
Epoch 2, step 293, loss 0.149, test 0.120
Epoch 2, step 294, loss 0.127, test 0.118
Epoch 2, step 295, loss 0.016, test 0.114
Epoch 2, step 296, loss 0.001, test 0.114
Epoch 2, step 297, loss 0.027, test 0.114
Epoch 2, step 298, loss 0.372, test 0.104
Epoch 2, step 299, loss 0.013, test 0.102
Epoch 2, step 300, loss 0.022, test 0.101
Epoch 2, step 301, loss 0.032, test 0.101
Epoch 2, step 302, loss 0.073, test 0.096
Epoch 2, step 303, loss 0.354, test 0.105
Epoch 2, step 304, loss 0.007, test 0.107
Epoch 2, step 305, loss 0.304, test 0.113
Epoch 2, step 306, loss 0.014, test 0.118
Epoch 2, step 307, loss 0.004, test 0.118
Epoch 2, step 308, loss 0.071, test 0.116
Epoch 2, step 309, loss 0.013, test 0.115
Epoch 2, step 310, loss 0.027, test 0.108
Epoch 2, step 311, loss 0.048, test 0.108
Epoch 2, step 312, loss 0.028, test 0.100
Epoch 2, step 313, loss 0.019, test 0.099
Epoch 2, step 314, loss 0.000, test 0.098
Epoch 2, step 315, loss 0.113, test 0.095
Epoch 2, step 316, loss 0.072, test 0.095
Epoch 2, step 317, loss 0.100, test 0.095
Epoch 2, step 318, loss 0.004, test 0.095
Epoch 2, step 319, loss 0.072, test 0.093
Epoch 2, step 320, loss 0.123, test 0.096
Epoch 2, step 321, loss 0.161, test 0.088
Epoch 2, step 322, loss 0.118, test 0.089
Epoch 2, step 323, loss 0.043, test 0.090
Epoch 2, step 324, loss 0.008, test 0.090
Epoch 2, step 325, loss 0.073, test 0.090
Epoch 2, step 326, loss 0.243, test 0.096
Epoch 2, step 327, loss 0.141, test 0.098
Epoch 2, step 328, loss 0.556, test 0.111
Epoch 2, step 329, loss 0.053, test 0.115
Epoch 2, step 330, loss 0.050, test 0.112
Epoch 2, step 331, loss 0.005, test 0.112
Epoch 2, step 332, loss 0.139, test 0.113
Epoch 2, step 333, loss 0.001, test 0.111
Epoch 2, step 334, loss 0.153, test 0.116
Epoch 2, step 335, loss 0.065, test 0.115
Epoch 2, step 336, loss 0.190, test 0.115
Epoch 2, step 337, loss 0.017, test 0.116
Epoch 2, step 338, loss 0.003, test 0.118
Epoch 2, step 339, loss 0.086, test 0.115
Epoch 2, step 340, loss 0.134, test 0.112
Epoch 2, step 341, loss 0.725, test 0.113
Epoch 2, step 342, loss 0.140, test 0.114
Epoch 2, step 343, loss 0.065, test 0.114
Epoch 2, step 344, loss 0.122, test 0.125
Epoch 2, step 345, loss 0.008, test 0.127
Epoch 2, step 346, loss 0.049, test 0.129
Epoch 2, step 347, loss 0.055, test 0.127
Epoch 2, step 348, loss 0.515, test 0.130
Epoch 2, step 349, loss 0.049, test 0.130
Epoch 2, step 350, loss 0.123, test 0.131
Epoch 2, step 351, loss 0.008, test 0.134
Epoch 2, step 352, loss 0.048, test 0.136
Epoch 2, step 353, loss 0.044, test 0.133
Epoch 2, step 354, loss 0.185, test 0.135
Epoch 2, step 355, loss 0.012, test 0.136
Epoch 2, step 356, loss 0.152, test 0.122
Epoch 2, step 357, loss 0.332, test 0.105
Epoch 2, step 358, loss 0.154, test 0.103
Epoch 2, step 359, loss 0.021, test 0.102
Epoch 2, step 360, loss 0.737, test 0.101
Epoch 2, step 361, loss 0.088, test 0.142
Epoch 2, step 362, loss 0.774, test 0.163
Epoch 2, step 363, loss 0.012, test 0.171
Epoch 2, step 364, loss 0.043, test 0.178
Epoch 2, step 365, loss 0.210, test 0.158
Epoch 2, step 366, loss 0.009, test 0.157
Epoch 2, step 367, loss 0.004, test 0.154
Epoch 2, step 368, loss 0.198, test 0.150
Epoch 2, step 369, loss 0.082, test 0.151
Epoch 2, step 370, loss 0.000, test 0.151
Epoch 2, step 371, loss 0.014, test 0.152
Epoch 2, step 372, loss 0.068, test 0.163
Epoch 2, step 373, loss 0.036, test 0.163
Epoch 2, step 374, loss 0.674, test 0.168
Epoch 2, step 375, loss 0.162, test 0.175
Epoch 2, step 376, loss 0.007, test 0.178
Epoch 2, step 377, loss 0.026, test 0.145
Epoch 2, step 378, loss 0.455, test 0.137
Epoch 2, step 379, loss 0.026, test 0.135
Epoch 2, step 380, loss 0.069, test 0.153
Epoch 2, step 381, loss 0.069, test 0.151
Epoch 2, step 382, loss 0.350, test 0.132
Epoch 2, step 383, loss 0.002, test 0.130
Epoch 2, step 384, loss 0.045, test 0.125
Epoch 2, step 385, loss 0.006, test 0.124
Epoch 2, step 386, loss 0.026, test 0.125
Epoch 2, step 387, loss 0.183, test 0.122
Epoch 2, step 388, loss 0.074, test 0.122
Epoch 2, step 389, loss 0.011, test 0.121
Epoch 2, step 390, loss 0.123, test 0.118
Epoch 2, step 391, loss 0.017, test 0.117
Epoch 2, step 392, loss 0.085, test 0.118
Epoch 2, step 393, loss 0.011, test 0.119
Epoch 2, step 394, loss 0.003, test 0.120
Epoch 2, step 395, loss 0.005, test 0.119
Epoch 2, step 396, loss 0.053, test 0.117
Epoch 2, step 397, loss 0.095, test 0.120
Epoch 2, step 398, loss 0.001, test 0.121
Epoch 2, step 399, loss 0.001, test 0.121
Epoch 2, step 400, loss 0.186, test 0.122
Epoch 2, step 401, loss 0.041, test 0.120
Epoch 2, step 402, loss 0.080, test 0.119
Epoch 2, step 403, loss 0.004, test 0.117
Epoch 2, step 404, loss 0.343, test 0.118
Epoch 2, step 405, loss 1.222, test 0.111
Epoch 2, step 406, loss 0.000, test 0.109
Epoch 2, step 407, loss 0.041, test 0.111
Epoch 2, step 408, loss 0.248, test 0.111
Epoch 2, step 409, loss 0.265, test 0.112
Epoch 2, step 410, loss 0.126, test 0.111
Epoch 2, step 411, loss 0.007, test 0.111
Epoch 2, step 412, loss 0.098, test 0.109
Epoch 2, step 413, loss 0.110, test 0.112
Epoch 2, step 414, loss 0.031, test 0.111
Epoch 2, step 415, loss 0.264, test 0.108
Epoch 2, step 416, loss 0.225, test 0.107
Epoch 2, step 417, loss 0.205, test 0.109
Epoch 2, step 418, loss 0.610, test 0.128
Epoch 2, step 419, loss 0.051, test 0.137
Epoch 2, step 420, loss 0.021, test 0.138
Epoch 2, step 421, loss 0.001, test 0.140
Epoch 2, step 422, loss 0.147, test 0.118
Epoch 2, step 423, loss 0.144, test 0.111
Epoch 2, step 424, loss 0.033, test 0.111
Epoch 2, step 425, loss 0.009, test 0.108
Epoch 2, step 426, loss 0.201, test 0.113
Epoch 2, step 427, loss 0.144, test 0.112
Epoch 2, step 428, loss 0.635, test 0.096
Epoch 2, step 429, loss 0.189, test 0.090
Epoch 2, step 430, loss 0.061, test 0.094
Epoch 2, step 431, loss 0.268, test 0.103
Epoch 2, step 432, loss 0.003, test 0.103
Epoch 2, step 433, loss 0.029, test 0.103
Epoch 2, step 434, loss 0.027, test 0.103
Epoch 2, step 435, loss 0.000, test 0.103
Epoch 2, step 436, loss 0.103, test 0.156
Epoch 2, step 437, loss 0.010, test 0.169
Epoch 2, step 438, loss 0.001, test 0.175
Epoch 2, step 439, loss 0.001, test 0.177
Epoch 2, step 440, loss 0.006, test 0.179
Epoch 2, step 441, loss 0.018, test 0.184
Epoch 2, step 442, loss 0.214, test 0.180
Epoch 2, step 443, loss 0.383, test 0.128
Epoch 2, step 444, loss 0.020, test 0.129
Epoch 2, step 445, loss 0.008, test 0.124
Epoch 2, step 446, loss 0.081, test 0.107
Epoch 2, step 447, loss 0.338, test 0.085
Epoch 2, step 448, loss 0.018, test 0.083
Epoch 2, step 449, loss 0.010, test 0.083
Epoch 2, step 450, loss 0.215, test 0.084
Epoch 2, step 451, loss 0.008, test 0.084
Epoch 2, step 452, loss 0.286, test 0.083
Epoch 2, step 453, loss 0.014, test 0.084
Epoch 2, step 454, loss 0.003, test 0.084
Epoch 2, step 455, loss 0.103, test 0.083
Epoch 2, step 456, loss 0.172, test 0.083
Epoch 2, step 457, loss 0.035, test 0.083
Epoch 2, step 458, loss 0.156, test 0.082
Epoch 2, step 459, loss 0.324, test 0.082
Epoch 2, step 460, loss 0.480, test 0.083
Epoch 2, step 461, loss 0.112, test 0.084
Epoch 2, step 462, loss 0.107, test 0.079
Epoch 2, step 463, loss 0.214, test 0.078
Epoch 2, step 464, loss 1.190, test 0.089
Epoch 2, step 465, loss 0.216, test 0.092
Epoch 2, step 466, loss 0.059, test 0.093
Epoch 2, step 467, loss 0.015, test 0.098
Epoch 2, step 468, loss 0.514, test 0.098
Epoch 2, step 469, loss 0.139, test 0.109
Epoch 2, step 470, loss 0.266, test 0.112
Epoch 2, step 471, loss 0.031, test 0.116
Epoch 2, step 472, loss 0.002, test 0.117
Epoch 2, step 473, loss 0.065, test 0.116
Epoch 2, step 474, loss 0.019, test 0.117
Epoch 2, step 475, loss 1.171, test 0.111
Epoch 2, step 476, loss 0.129, test 0.106
Epoch 2, step 477, loss 0.061, test 0.104
Epoch 2, step 478, loss 0.400, test 0.094
Epoch 2, step 479, loss 0.108, test 0.093
Epoch 2, step 480, loss 0.033, test 0.093
Epoch 2, step 481, loss 0.036, test 0.093
Epoch 2, step 482, loss 0.012, test 0.093
Epoch 2, step 483, loss 0.053, test 0.093
Epoch 2, step 484, loss 0.012, test 0.092
Epoch 2, step 485, loss 0.008, test 0.092
Epoch 2, step 486, loss 0.094, test 0.091
Epoch 2, step 487, loss 0.020, test 0.091
Epoch 2, step 488, loss 0.031, test 0.091
Epoch 2, step 489, loss 0.037, test 0.090
Epoch 2, step 490, loss 0.063, test 0.088
Epoch 2, step 491, loss 0.011, test 0.088
Epoch 2, step 492, loss 0.025, test 0.089
Epoch 2, step 493, loss 0.003, test 0.090
Epoch 2, step 494, loss 0.056, test 0.092
Epoch 2, step 495, loss 0.020, test 0.095
Epoch 2, step 496, loss 0.002, test 0.095
Epoch 2, step 497, loss 0.270, test 0.095
Epoch 2, step 498, loss 0.435, test 0.096
Epoch 2, step 499, loss 0.205, test 0.098
Epoch 2, step 500, loss 0.632, test 0.086
Epoch 2, step 501, loss 0.005, test 0.084
Epoch 2, step 502, loss 0.018, test 0.083
Epoch 2, step 503, loss 0.001, test 0.082
Epoch 2, step 504, loss 0.001, test 0.082
Epoch 2, step 505, loss 0.000, test 0.082
Epoch 2, step 506, loss 0.090, test 0.082
Epoch 2, step 507, loss 0.650, test 0.084
Epoch 2, step 508, loss 0.207, test 0.103
Epoch 2, step 509, loss 0.085, test 0.092
Epoch 2, step 510, loss 0.002, test 0.092
Epoch 2, step 511, loss 0.158, test 0.078
Epoch 2, step 512, loss 0.125, test 0.074
Epoch 2, step 513, loss 0.451, test 0.072
Epoch 2, step 514, loss 0.000, test 0.071
Epoch 2, step 515, loss 0.304, test 0.073
Epoch 2, step 516, loss 0.004, test 0.074
Epoch 2, step 517, loss 0.001, test 0.075
Epoch 2, step 518, loss 0.000, test 0.076
Epoch 2, step 519, loss 0.036, test 0.074
Epoch 2, step 520, loss 0.070, test 0.074
Epoch 2, step 521, loss 0.214, test 0.075
Epoch 2, step 522, loss 0.113, test 0.111
Epoch 2, step 523, loss 0.045, test 0.163
Epoch 2, step 524, loss 0.031, test 0.179
Epoch 2, step 525, loss 0.088, test 0.172
Epoch 2, step 526, loss 0.163, test 0.176
Epoch 2, step 527, loss 0.001, test 0.177
Epoch 2, step 528, loss 0.108, test 0.135
Epoch 2, step 529, loss 0.560, test 0.158
Epoch 2, step 530, loss 0.077, test 0.146
Epoch 2, step 531, loss 0.000, test 0.145
Epoch 2, step 532, loss 0.007, test 0.145
Epoch 2, step 533, loss 0.037, test 0.146
Epoch 2, step 534, loss 0.052, test 0.149
Epoch 2, step 535, loss 0.457, test 0.116
Epoch 2, step 536, loss 0.008, test 0.112
Epoch 2, step 537, loss 0.142, test 0.096
Epoch 2, step 538, loss 0.015, test 0.091
Epoch 2, step 539, loss 0.063, test 0.084
Epoch 2, step 540, loss 0.006, test 0.082
Epoch 2, step 541, loss 0.128, test 0.081
Epoch 2, step 542, loss 0.128, test 0.079
Epoch 2, step 543, loss 0.012, test 0.077
Epoch 2, step 544, loss 0.069, test 0.077
Epoch 2, step 545, loss 0.010, test 0.077
Epoch 2, step 546, loss 0.193, test 0.082
Epoch 2, step 547, loss 0.473, test 0.085
Epoch 2, step 548, loss 0.863, test 0.090
Epoch 2, step 549, loss 0.006, test 0.091
Epoch 2, step 550, loss 0.001, test 0.092
Epoch 2, step 551, loss 0.001, test 0.092
Epoch 2, step 552, loss 0.016, test 0.093
Epoch 2, step 553, loss 0.006, test 0.092
Epoch 2, step 554, loss 0.288, test 0.086
Epoch 2, step 555, loss 0.159, test 0.085
Epoch 2, step 556, loss 0.074, test 0.083
Epoch 2, step 557, loss 0.161, test 0.084
Epoch 2, step 558, loss 0.015, test 0.084
Epoch 2, step 559, loss 0.067, test 0.084
Epoch 2, step 560, loss 0.032, test 0.086
Epoch 2, step 561, loss 0.148, test 0.090
Epoch 2, step 562, loss 0.008, test 0.091
Epoch 2, step 563, loss 0.031, test 0.092
Epoch 2, step 564, loss 0.166, test 0.091
Epoch 2, step 565, loss 0.028, test 0.095
Epoch 2, step 566, loss 0.001, test 0.095
Epoch 2, step 567, loss 0.019, test 0.095
Epoch 2, step 568, loss 0.003, test 0.096
Epoch 2, step 569, loss 0.137, test 0.101
Epoch 2, step 570, loss 0.021, test 0.100
Epoch 2, step 571, loss 1.462, test 0.111
Epoch 2, step 572, loss 0.023, test 0.120
Epoch 2, step 573, loss 0.029, test 0.125
Epoch 2, step 574, loss 0.178, test 0.132
Epoch 2, step 575, loss 0.055, test 0.124
Epoch 2, step 576, loss 0.057, test 0.133
Epoch 2, step 577, loss 0.000, test 0.134
Epoch 2, step 578, loss 0.304, test 0.121
Epoch 2, step 579, loss 0.109, test 0.117
Epoch 2, step 580, loss 0.149, test 0.119
Epoch 2, step 581, loss 0.012, test 0.123
Epoch 2, step 582, loss 0.040, test 0.143
Epoch 2, step 583, loss 0.089, test 0.163
Epoch 2, step 584, loss 0.657, test 0.162
Epoch 2, step 585, loss 0.001, test 0.163
Epoch 2, step 586, loss 0.000, test 0.164
Epoch 2, step 587, loss 0.061, test 0.161
Epoch 2, step 588, loss 0.002, test 0.170
Epoch 2, step 589, loss 0.110, test 0.174
Epoch 2, step 590, loss 0.002, test 0.176
Epoch 2, step 591, loss 0.863, test 0.083
Epoch 2, step 592, loss 0.020, test 0.079
Epoch 2, step 593, loss 0.000, test 0.078
Epoch 2, step 594, loss 0.318, test 0.081
Epoch 2, step 595, loss 0.605, test 0.079
Epoch 2, step 596, loss 0.001, test 0.078
Epoch 2, step 597, loss 0.029, test 0.080
Epoch 2, step 598, loss 0.167, test 0.077
Epoch 2, step 599, loss 0.000, test 0.077
Epoch 2, step 600, loss 0.002, test 0.077
Epoch 2, step 601, loss 0.001, test 0.078
Epoch 2, step 602, loss 0.017, test 0.078
Epoch 2, step 603, loss 0.030, test 0.078
Epoch 2, step 604, loss 0.262, test 0.078
Epoch 2, step 605, loss 0.001, test 0.079
Epoch 2, step 606, loss 0.096, test 0.078
Epoch 2, step 607, loss 0.159, test 0.085
Epoch 2, step 608, loss 0.007, test 0.088
Epoch 2, step 609, loss 0.000, test 0.089
Epoch 2, step 610, loss 0.717, test 0.108
Epoch 2, step 611, loss 0.012, test 0.111
Epoch 2, step 612, loss 0.354, test 0.116
Epoch 2, step 613, loss 0.148, test 0.121
Epoch 2, step 614, loss 0.556, test 0.113
Epoch 2, step 615, loss 0.314, test 0.111
Epoch 2, step 616, loss 0.009, test 0.110
Epoch 2, step 617, loss 0.163, test 0.111
Epoch 2, step 618, loss 0.033, test 0.110
Epoch 2, step 619, loss 0.004, test 0.108
Epoch 2, step 620, loss 0.204, test 0.105
Epoch 2, step 621, loss 0.023, test 0.098
Epoch 2, step 622, loss 0.123, test 0.094
Epoch 2, step 623, loss 0.108, test 0.093
Epoch 2, step 624, loss 0.072, test 0.091
Epoch 2, step 625, loss 0.146, test 0.087
Epoch 2, step 626, loss 0.005, test 0.087
Epoch 2, step 627, loss 0.031, test 0.084
Epoch 2, step 628, loss 0.050, test 0.084
Epoch 2, step 629, loss 0.016, test 0.084
Epoch 2, step 630, loss 0.169, test 0.086
Epoch 2, step 631, loss 0.076, test 0.085
Epoch 2, step 632, loss 0.043, test 0.086
Epoch 2, step 633, loss 0.161, test 0.086
Epoch 2, step 634, loss 0.015, test 0.086
Epoch 2, step 635, loss 0.106, test 0.084
Epoch 2, step 636, loss 0.001, test 0.083
Epoch 2, step 637, loss 0.039, test 0.083
Epoch 2, step 638, loss 0.088, test 0.083
Epoch 2, step 639, loss 0.227, test 0.081
Epoch 2, step 640, loss 0.006, test 0.081
Epoch 2, step 641, loss 0.032, test 0.084
Epoch 2, step 642, loss 0.067, test 0.080
Epoch 2, step 643, loss 0.023, test 0.080
Epoch 2, step 644, loss 0.226, test 0.079
Epoch 2, step 645, loss 0.511, test 0.080
Epoch 2, step 646, loss 0.006, test 0.080
Epoch 2, step 647, loss 0.004, test 0.081
Epoch 2, step 648, loss 0.024, test 0.081
Epoch 2, step 649, loss 0.317, test 0.078
Epoch 2, step 650, loss 0.061, test 0.075
Epoch 2, step 651, loss 0.005, test 0.075
Epoch 2, step 652, loss 0.005, test 0.074
Epoch 2, step 653, loss 0.082, test 0.075
Epoch 2, step 654, loss 0.065, test 0.074
Epoch 2, step 655, loss 0.100, test 0.078
Epoch 2, step 656, loss 0.014, test 0.080
Epoch 2, step 657, loss 0.013, test 0.081
Epoch 2, step 658, loss 0.621, test 0.079
Epoch 2, step 659, loss 0.006, test 0.085
Epoch 2, step 660, loss 0.008, test 0.088
Epoch 2, step 661, loss 0.000, test 0.088
Epoch 2, step 662, loss 0.472, test 0.092
Epoch 2, step 663, loss 0.082, test 0.106
Epoch 2, step 664, loss 0.005, test 0.109
Epoch 2, step 665, loss 0.004, test 0.111
Epoch 2, step 666, loss 0.043, test 0.105
Epoch 2, step 667, loss 0.000, test 0.104
Epoch 2, step 668, loss 0.016, test 0.101
Epoch 2, step 669, loss 0.048, test 0.093
Epoch 2, step 670, loss 0.003, test 0.092
Epoch 2, step 671, loss 0.000, test 0.092
Epoch 2, step 672, loss 0.241, test 0.081
Epoch 2, step 673, loss 0.023, test 0.079
Epoch 2, step 674, loss 0.006, test 0.077
Epoch 2, step 675, loss 0.006, test 0.077
Epoch 2, step 676, loss 0.356, test 0.078
Epoch 2, step 677, loss 0.116, test 0.081
Epoch 2, step 678, loss 0.146, test 0.081
Epoch 2, step 679, loss 0.172, test 0.085
Epoch 2, step 680, loss 0.169, test 0.090
Epoch 2, step 681, loss 0.145, test 0.095
Epoch 2, step 682, loss 0.011, test 0.096
Epoch 2, step 683, loss 0.011, test 0.096
Epoch 2, step 684, loss 0.717, test 0.092
Epoch 2, step 685, loss 0.017, test 0.089
Epoch 2, step 686, loss 0.061, test 0.090
Epoch 2, step 687, loss 0.096, test 0.092
Epoch 2, step 688, loss 0.053, test 0.097
Epoch 2, step 689, loss 0.006, test 0.098
Epoch 2, step 690, loss 0.022, test 0.098
Epoch 2, step 691, loss 0.031, test 0.098
Epoch 2, step 692, loss 0.252, test 0.094
Epoch 2, step 693, loss 0.211, test 0.093
Epoch 2, step 694, loss 0.003, test 0.094
Epoch 2, step 695, loss 0.072, test 0.095
Epoch 2, step 696, loss 0.043, test 0.094
Epoch 2, step 697, loss 0.026, test 0.094
Epoch 2, step 698, loss 0.000, test 0.095
Epoch 2, step 699, loss 0.046, test 0.096
Epoch 2, step 700, loss 0.408, test 0.083
Epoch 2, step 701, loss 0.094, test 0.082
Epoch 2, step 702, loss 0.010, test 0.081
Epoch 2, step 703, loss 0.172, test 0.081
Epoch 2, step 704, loss 0.375, test 0.081
Epoch 2, step 705, loss 0.001, test 0.081
Epoch 2, step 706, loss 0.004, test 0.081
Epoch 2, step 707, loss 0.607, test 0.314
Epoch 2, step 708, loss 0.132, test 0.392
Epoch 2, step 709, loss 0.310, test 0.397
Epoch 2, step 710, loss 0.000, test 0.413
Epoch 2, step 711, loss 0.032, test 0.429
Epoch 2, step 712, loss 0.085, test 0.409
Epoch 2, step 713, loss 0.072, test 0.411
Epoch 2, step 714, loss 0.171, test 0.420
Epoch 2, step 715, loss 0.088, test 0.428
Epoch 2, step 716, loss 0.126, test 0.437
Epoch 2, step 717, loss 0.034, test 0.450
Epoch 2, step 718, loss 0.037, test 0.461
Epoch 2, step 719, loss 0.005, test 0.465
Epoch 2, step 720, loss 0.989, test 0.155
Epoch 2, step 721, loss 0.496, test 0.109
Epoch 2, step 722, loss 0.281, test 0.130
Epoch 2, step 723, loss 0.034, test 0.145
Epoch 2, step 724, loss 0.613, test 0.116
Epoch 2, step 725, loss 0.176, test 0.108
Epoch 2, step 726, loss 0.412, test 0.107
Epoch 2, step 727, loss 0.000, test 0.107
Epoch 2, step 728, loss 0.043, test 0.103
Epoch 2, step 729, loss 0.012, test 0.104
Epoch 2, step 730, loss 0.156, test 0.101
Epoch 2, step 731, loss 0.129, test 0.101
Epoch 2, step 732, loss 0.049, test 0.109
Epoch 2, step 733, loss 0.001, test 0.111
Epoch 2, step 734, loss 0.051, test 0.114
Epoch 2, step 735, loss 0.192, test 0.119
Epoch 2, step 736, loss 0.005, test 0.120
Epoch 2, step 737, loss 0.031, test 0.120
Epoch 2, step 738, loss 0.124, test 0.115
Epoch 2, step 739, loss 0.015, test 0.115
Epoch 2, step 740, loss 0.001, test 0.115
Epoch 2, step 741, loss 0.158, test 0.115
Epoch 2, step 742, loss 0.099, test 0.116
Epoch 2, step 743, loss 0.409, test 0.137
Epoch 2, step 744, loss 0.010, test 0.148
Epoch 2, step 745, loss 0.006, test 0.157
Epoch 2, step 746, loss 0.018, test 0.214
Epoch 2, step 747, loss 0.142, test 0.184
Epoch 2, step 748, loss 0.127, test 0.186
Epoch 2, step 749, loss 0.006, test 0.196
Epoch 2, step 750, loss 0.462, test 0.168
Epoch 2, step 751, loss 0.096, test 0.133
Epoch 2, step 752, loss 0.169, test 0.130
Epoch 2, step 753, loss 0.133, test 0.123
Epoch 2, step 754, loss 0.625, test 0.117
Epoch 2, step 755, loss 0.033, test 0.117
Epoch 2, step 756, loss 0.009, test 0.117
Epoch 2, step 757, loss 0.242, test 0.119
Epoch 2, step 758, loss 0.037, test 0.108
Epoch 2, step 759, loss 0.033, test 0.105
Epoch 2, step 760, loss 0.115, test 0.102
Epoch 2, step 761, loss 0.795, test 0.125
Epoch 2, step 762, loss 0.013, test 0.147
Epoch 2, step 763, loss 0.059, test 0.160
Epoch 2, step 764, loss 0.087, test 0.173
Epoch 2, step 765, loss 0.311, test 0.147
Epoch 2, step 766, loss 0.090, test 0.140
Epoch 2, step 767, loss 0.081, test 0.131
Epoch 2, step 768, loss 0.041, test 0.129
Epoch 2, step 769, loss 0.273, test 0.118
Epoch 2, step 770, loss 0.035, test 0.116
Epoch 2, step 771, loss 0.006, test 0.116
Epoch 2, step 772, loss 0.269, test 0.115
Epoch 2, step 773, loss 0.400, test 0.114
Epoch 2, step 774, loss 0.567, test 0.115
Epoch 2, step 775, loss 0.003, test 0.115
Epoch 2, step 776, loss 0.009, test 0.116
Epoch 2, step 777, loss 0.021, test 0.109
Epoch 2, step 778, loss 0.014, test 0.108
Epoch 2, step 779, loss 0.881, test 0.103
Epoch 2, step 780, loss 0.003, test 0.103
Epoch 2, step 781, loss 0.217, test 0.099
Epoch 2, step 782, loss 0.289, test 0.094
Epoch 2, step 783, loss 0.012, test 0.093
Epoch 2, step 784, loss 0.005, test 0.092
Epoch 2, step 785, loss 0.000, test 0.091
Epoch 2, step 786, loss 0.000, test 0.091
Epoch 2, step 787, loss 0.019, test 0.091
Epoch 2, step 788, loss 0.173, test 0.092
Epoch 2, step 789, loss 0.004, test 0.092
Epoch 2, step 790, loss 0.005, test 0.092
Epoch 2, step 791, loss 0.001, test 0.092
Epoch 2, step 792, loss 0.006, test 0.092
Epoch 2, step 793, loss 0.000, test 0.092
Epoch 2, step 794, loss 0.193, test 0.107
Epoch 2, step 795, loss 0.065, test 0.112
Epoch 2, step 796, loss 0.003, test 0.112
Epoch 2, step 797, loss 0.002, test 0.113
Epoch 2, step 798, loss 0.142, test 0.116
Epoch 2, step 799, loss 0.094, test 0.113
Epoch 2, step 800, loss 0.299, test 0.104
Epoch 2, step 801, loss 0.091, test 0.108
Epoch 2, step 802, loss 0.007, test 0.113
Epoch 2, step 803, loss 0.473, test 0.122
Epoch 2, step 804, loss 0.032, test 0.124
Epoch 2, step 805, loss 0.013, test 0.124
Epoch 2, step 806, loss 0.017, test 0.126
Epoch 2, step 807, loss 0.034, test 0.128
Epoch 2, step 808, loss 0.041, test 0.121
Epoch 2, step 809, loss 0.293, test 0.116
Epoch 2, step 810, loss 0.051, test 0.114
Epoch 2, step 811, loss 0.000, test 0.113
Epoch 2, step 812, loss 0.000, test 0.113
Epoch 2, step 813, loss 0.046, test 0.105
Epoch 2, step 814, loss 0.432, test 0.102
Epoch 2, step 815, loss 0.020, test 0.099
Epoch 2, step 816, loss 0.005, test 0.100
Epoch 2, step 817, loss 0.005, test 0.098
Epoch 2, step 818, loss 0.566, test 0.108
Epoch 2, step 819, loss 0.091, test 0.105
Epoch 2, step 820, loss 0.028, test 0.106
Epoch 2, step 821, loss 0.001, test 0.111
Epoch 2, step 822, loss 0.252, test 0.102
Epoch 2, step 823, loss 0.075, test 0.098
Epoch 2, step 824, loss 0.214, test 0.097
Epoch 2, step 825, loss 0.000, test 0.097
Epoch 2, step 826, loss 0.002, test 0.097
Epoch 2, step 827, loss 0.001, test 0.097
Epoch 2, step 828, loss 0.031, test 0.097
Epoch 2, step 829, loss 0.173, test 0.098
Epoch 2, step 830, loss 0.489, test 0.098
Epoch 2, step 831, loss 0.033, test 0.099
Epoch 2, step 832, loss 0.414, test 0.092
Epoch 2, step 833, loss 0.028, test 0.091
Epoch 2, step 834, loss 0.840, test 0.094
Epoch 2, step 835, loss 0.147, test 0.100
Epoch 2, step 836, loss 0.004, test 0.102
Epoch 2, step 837, loss 0.009, test 0.103
Epoch 2, step 838, loss 0.000, test 0.103
Epoch 2, step 839, loss 0.034, test 0.100
Epoch 2, step 840, loss 0.016, test 0.100
Epoch 2, step 841, loss 0.546, test 0.100
Epoch 2, step 842, loss 0.079, test 0.099
Epoch 2, step 843, loss 0.035, test 0.099
Epoch 2, step 844, loss 0.193, test 0.100
Epoch 2, step 845, loss 0.010, test 0.099
Epoch 2, step 846, loss 0.008, test 0.099
Epoch 2, step 847, loss 0.028, test 0.098
Epoch 2, step 848, loss 0.179, test 0.098
Epoch 2, step 849, loss 0.419, test 0.103
Epoch 2, step 850, loss 0.267, test 0.097
Epoch 2, step 851, loss 0.055, test 0.097
Epoch 2, step 852, loss 0.005, test 0.096
Epoch 2, step 853, loss 0.339, test 0.093
Epoch 2, step 854, loss 0.040, test 0.092
Epoch 2, step 855, loss 0.104, test 0.094
Epoch 2, step 856, loss 0.006, test 0.095
Epoch 2, step 857, loss 0.009, test 0.095
Epoch 2, step 858, loss 0.216, test 0.096
Epoch 2, step 859, loss 0.018, test 0.096
Epoch 2, step 860, loss 0.195, test 0.097
Epoch 2, step 861, loss 0.009, test 0.096
Epoch 2, step 862, loss 0.469, test 0.094
Epoch 2, step 863, loss 0.352, test 0.091
Epoch 2, step 864, loss 0.125, test 0.090
Epoch 2, step 865, loss 0.082, test 0.096
Epoch 2, step 866, loss 0.015, test 0.098

Epoch 2, step 867, loss 0.054, test 0.100
Epoch 2, step 868, loss 0.150, test 0.102
Epoch 2, step 869, loss 0.089, test 0.108
Epoch 2, step 870, loss 0.003, test 0.111
Epoch 2, step 871, loss 0.035, test 0.111
Epoch 2, step 872, loss 0.241, test 0.105
Epoch 2, step 873, loss 0.007, test 0.101
Epoch 2, step 874, loss 0.651, test 0.095
Epoch 2, step 875, loss 0.024, test 0.094
Epoch 2, step 876, loss 0.047, test 0.093
Epoch 2, step 877, loss 0.149, test 0.092
Epoch 2, step 878, loss 0.034, test 0.090
Epoch 2, step 879, loss 0.078, test 0.091
Epoch 2, step 880, loss 0.082, test 0.092
Epoch 2, step 881, loss 0.064, test 0.091
Epoch 2, step 882, loss 0.011, test 0.092
Epoch 2, step 883, loss 0.129, test 0.091
Epoch 2, step 884, loss 0.198, test 0.092
Epoch 2, step 885, loss 0.149, test 0.088
Epoch 2, step 886, loss 0.685, test 0.118
Epoch 2, step 887, loss 0.274, test 0.129
Epoch 2, step 888, loss 0.003, test 0.136
Epoch 2, step 889, loss 0.003, test 0.140
Epoch 2, step 890, loss 0.122, test 0.127
Epoch 2, step 891, loss 0.153, test 0.114
Epoch 2, step 892, loss 0.047, test 0.115
Epoch 2, step 893, loss 0.246, test 0.115
Epoch 2, step 894, loss 0.009, test 0.114
Epoch 2, step 895, loss 0.010, test 0.117
Epoch 2, step 896, loss 0.053, test 0.115
Epoch 2, step 897, loss 1.116, test 0.156
Epoch 2, step 898, loss 0.000, test 0.194
Epoch 2, step 899, loss 0.000, test 0.220
Epoch 2, step 900, loss 0.337, test 0.188
Epoch 2, step 901, loss 0.019, test 0.187
Epoch 2, step 902, loss 0.122, test 0.184
Epoch 2, step 903, loss 0.012, test 0.179
Epoch 2, step 904, loss 0.001, test 0.179
Epoch 2, step 905, loss 0.006, test 0.184
Epoch 2, step 906, loss 0.169, test 0.171
Epoch 2, step 907, loss 0.015, test 0.165
Epoch 2, step 908, loss 0.240, test 0.108
Epoch 2, step 909, loss 0.225, test 0.111
Epoch 2, step 910, loss 0.002, test 0.110
Epoch 2, step 911, loss 0.519, test 0.118
Epoch 2, step 912, loss 0.018, test 0.125
Epoch 2, step 913, loss 0.045, test 0.128
Epoch 2, step 914, loss 0.005, test 0.125
Epoch 2, step 915, loss 0.214, test 0.122
Epoch 2, step 916, loss 0.037, test 0.118
Epoch 2, step 917, loss 0.243, test 0.121
Epoch 2, step 918, loss 0.017, test 0.120
Epoch 2, step 919, loss 0.029, test 0.085
Epoch 2, step 920, loss 0.016, test 0.082
Epoch 2, step 921, loss 0.017, test 0.081
Epoch 2, step 922, loss 0.006, test 0.080
Epoch 2, step 923, loss 0.127, test 0.081
Epoch 2, step 924, loss 0.140, test 0.083
Epoch 2, step 925, loss 0.046, test 0.082
Epoch 2, step 926, loss 0.000, test 0.082
Epoch 2, step 927, loss 0.422, test 0.087
Epoch 2, step 928, loss 0.269, test 0.091
Epoch 2, step 929, loss 0.023, test 0.093
Epoch 2, step 930, loss 0.207, test 0.094
Epoch 2, step 931, loss 0.066, test 0.100
Epoch 2, step 932, loss 0.062, test 0.100
Epoch 2, step 933, loss 0.115, test 0.101
Epoch 2, step 934, loss 0.003, test 0.101
Epoch 2, step 935, loss 0.175, test 0.083
Epoch 2, step 936, loss 0.001, test 0.081
Epoch 2, step 937, loss 0.152, test 0.082
Epoch 2, step 938, loss 0.005, test 0.082
Epoch 2, step 939, loss 0.028, test 0.082
Epoch 2, step 940, loss 0.079, test 0.083
Epoch 2, step 941, loss 0.311, test 0.088
Epoch 2, step 942, loss 0.046, test 0.089
Epoch 2, step 943, loss 0.001, test 0.090
Epoch 2, step 944, loss 0.011, test 0.090
Epoch 2, step 945, loss 0.003, test 0.091
Epoch 2, step 946, loss 0.132, test 0.142
Epoch 2, step 947, loss 0.163, test 0.139
Epoch 2, step 948, loss 0.014, test 0.145
Epoch 2, step 949, loss 0.312, test 0.141
Epoch 2, step 950, loss 0.071, test 0.129
Epoch 2, step 951, loss 0.198, test 0.125
Epoch 2, step 952, loss 0.110, test 0.127
Epoch 2, step 953, loss 0.188, test 0.107
Epoch 2, step 954, loss 0.002, test 0.105
Epoch 2, step 955, loss 0.003, test 0.104
Epoch 2, step 956, loss 0.260, test 0.101
Epoch 2, step 957, loss 0.091, test 0.101
Epoch 2, step 958, loss 0.214, test 0.114
Epoch 2, step 959, loss 0.104, test 0.117
Epoch 2, step 960, loss 0.015, test 0.118
Epoch 2, step 961, loss 0.009, test 0.115
Epoch 2, step 962, loss 0.061, test 0.114
Epoch 2, step 963, loss 0.129, test 0.113
Epoch 2, step 964, loss 0.027, test 0.116
Epoch 2, step 965, loss 0.023, test 0.117
Epoch 2, step 966, loss 0.485, test 0.124
Epoch 2, step 967, loss 0.089, test 0.129
Epoch 2, step 968, loss 0.092, test 0.136
Epoch 2, step 969, loss 0.177, test 0.159
Epoch 2, step 970, loss 0.122, test 0.166
Epoch 2, step 971, loss 0.069, test 0.165
Epoch 2, step 972, loss 0.266, test 0.162
Epoch 2, step 973, loss 0.432, test 0.155
Epoch 2, step 974, loss 0.021, test 0.153
Epoch 2, step 975, loss 0.073, test 0.177
Epoch 2, step 976, loss 0.148, test 0.186
Epoch 2, step 977, loss 1.317, test 0.161
Epoch 2, step 978, loss 0.000, test 0.158
Epoch 2, step 979, loss 0.335, test 0.153
Epoch 2, step 980, loss 0.165, test 0.157
Epoch 2, step 981, loss 0.032, test 0.162
Epoch 2, step 982, loss 0.150, test 0.164
Epoch 2, step 983, loss 0.172, test 0.183
Epoch 2, step 984, loss 0.092, test 0.198
Epoch 2, step 985, loss 0.208, test 0.226
Epoch 2, step 986, loss 0.091, test 0.225
Epoch 2, step 987, loss 0.120, test 0.229
Epoch 2, step 988, loss 0.183, test 0.233
Epoch 2, step 989, loss 0.007, test 0.221
Epoch 2, step 990, loss 0.004, test 0.220
Epoch 2, step 991, loss 0.780, test 0.185
Epoch 2, step 992, loss 0.016, test 0.187
Epoch 2, step 993, loss 0.184, test 0.206
Epoch 2, step 994, loss 0.330, test 0.219
Epoch 2, step 995, loss 0.231, test 0.235
Epoch 2, step 996, loss 0.379, test 0.235
Epoch 2, step 997, loss 1.088, test 0.254
Epoch 2, step 998, loss 0.166, test 0.262
Epoch 2, step 999, loss 0.239, test 0.305
Epoch 3, step 0, loss 0.369, test 0.308
Epoch 3, step 1, loss 0.066, test 0.315
Epoch 3, step 2, loss 0.165, test 0.331
Epoch 3, step 3, loss 0.047, test 0.305
Epoch 3, step 4, loss 0.001, test 0.302
Epoch 3, step 5, loss 0.143, test 0.385
Epoch 3, step 6, loss 0.075, test 0.406
Epoch 3, step 7, loss 0.040, test 0.439
Epoch 3, step 8, loss 0.132, test 0.439
Epoch 3, step 9, loss 0.016, test 0.433
Epoch 3, step 10, loss 0.002, test 0.433
Epoch 3, step 11, loss 0.062, test 0.424
Epoch 3, step 12, loss 0.030, test 0.430
Epoch 3, step 13, loss 0.022, test 0.442
Epoch 3, step 14, loss 0.015, test 0.447
Epoch 3, step 15, loss 0.104, test 0.453
Epoch 3, step 16, loss 0.426, test 0.252
Epoch 3, step 17, loss 0.069, test 0.233
Epoch 3, step 18, loss 0.450, test 0.161
Epoch 3, step 19, loss 0.029, test 0.151
Epoch 3, step 20, loss 0.065, test 0.105
Epoch 3, step 21, loss 0.005, test 0.099
Epoch 3, step 22, loss 0.224, test 0.093
Epoch 3, step 23, loss 0.012, test 0.096
Epoch 3, step 24, loss 0.041, test 0.095
Epoch 3, step 25, loss 0.015, test 0.097
Epoch 3, step 26, loss 0.085, test 0.098
Epoch 3, step 27, loss 0.048, test 0.100
Epoch 3, step 28, loss 0.482, test 0.103
Epoch 3, step 29, loss 0.279, test 0.083
Epoch 3, step 30, loss 0.004, test 0.080
Epoch 3, step 31, loss 0.418, test 0.076
Epoch 3, step 32, loss 0.052, test 0.075
Epoch 3, step 33, loss 0.014, test 0.076
Epoch 3, step 34, loss 0.800, test 0.072
Epoch 3, step 35, loss 0.005, test 0.072
Epoch 3, step 36, loss 0.046, test 0.072
Epoch 3, step 37, loss 0.104, test 0.073
Epoch 3, step 38, loss 0.005, test 0.073
Epoch 3, step 39, loss 0.025, test 0.073
Epoch 3, step 40, loss 0.009, test 0.073
Epoch 3, step 41, loss 0.159, test 0.081
Epoch 3, step 42, loss 0.094, test 0.085
Epoch 3, step 43, loss 0.082, test 0.089
Epoch 3, step 44, loss 0.152, test 0.094
Epoch 3, step 45, loss 0.335, test 0.098
Epoch 3, step 46, loss 0.008, test 0.099
Epoch 3, step 47, loss 0.517, test 0.112
Epoch 3, step 48, loss 0.011, test 0.138
Epoch 3, step 49, loss 0.273, test 0.151
Epoch 3, step 50, loss 0.245, test 0.156
Epoch 3, step 51, loss 0.072, test 0.161
Epoch 3, step 52, loss 0.012, test 0.161
Epoch 3, step 53, loss 0.003, test 0.157
Epoch 3, step 54, loss 0.181, test 0.160
Epoch 3, step 55, loss 0.039, test 0.151
Epoch 3, step 56, loss 0.022, test 0.128
Epoch 3, step 57, loss 0.267, test 0.126
Epoch 3, step 58, loss 0.187, test 0.121
Epoch 3, step 59, loss 0.005, test 0.113
Epoch 3, step 60, loss 0.022, test 0.112
Epoch 3, step 61, loss 0.250, test 0.133
Epoch 3, step 62, loss 1.473, test 0.113
Epoch 3, step 63, loss 0.015, test 0.118
Epoch 3, step 64, loss 0.118, test 0.120
Epoch 3, step 65, loss 0.007, test 0.120
Epoch 3, step 66, loss 0.001, test 0.120
Epoch 3, step 67, loss 0.285, test 0.127
Epoch 3, step 68, loss 0.575, test 0.132
Epoch 3, step 69, loss 0.028, test 0.137
Epoch 3, step 70, loss 0.130, test 0.136
Epoch 3, step 71, loss 0.007, test 0.137
Epoch 3, step 72, loss 0.042, test 0.133
Epoch 3, step 73, loss 0.201, test 0.128
Epoch 3, step 74, loss 0.030, test 0.127
Epoch 3, step 75, loss 0.122, test 0.136
Epoch 3, step 76, loss 0.440, test 0.150
Epoch 3, step 77, loss 0.556, test 0.114
Epoch 3, step 78, loss 0.999, test 0.108
Epoch 3, step 79, loss 0.051, test 0.139
Epoch 3, step 80, loss 0.997, test 0.123
Epoch 3, step 81, loss 0.387, test 0.121
Epoch 3, step 82, loss 0.519, test 0.112
Epoch 3, step 83, loss 0.025, test 0.112
Epoch 3, step 84, loss 0.086, test 0.114
Epoch 3, step 85, loss 0.780, test 0.102
Epoch 3, step 86, loss 0.011, test 0.098
Epoch 3, step 87, loss 0.215, test 0.099
Epoch 3, step 88, loss 0.046, test 0.097
Epoch 3, step 89, loss 0.001, test 0.098
Epoch 3, step 90, loss 0.519, test 0.108
Epoch 3, step 91, loss 0.067, test 0.114
Epoch 3, step 92, loss 0.011, test 0.117
Epoch 3, step 93, loss 0.069, test 0.108
Epoch 3, step 94, loss 0.459, test 0.073
Epoch 3, step 95, loss 0.006, test 0.073
Epoch 3, step 96, loss 0.043, test 0.075
Epoch 3, step 97, loss 0.022, test 0.075
Epoch 3, step 98, loss 0.003, test 0.076
Epoch 3, step 99, loss 0.039, test 0.075
Epoch 3, step 100, loss 0.263, test 0.077
Epoch 3, step 101, loss 0.005, test 0.076
Epoch 3, step 102, loss 0.484, test 0.076
Epoch 3, step 103, loss 0.005, test 0.076
Epoch 3, step 104, loss 0.332, test 0.076
Epoch 3, step 105, loss 0.000, test 0.076
Epoch 3, step 106, loss 0.117, test 0.075
Epoch 3, step 107, loss 0.068, test 0.078
Epoch 3, step 108, loss 0.035, test 0.078
Epoch 3, step 109, loss 0.227, test 0.077
Epoch 3, step 110, loss 0.024, test 0.077
Epoch 3, step 111, loss 0.242, test 0.073
Epoch 3, step 112, loss 0.008, test 0.073
Epoch 3, step 113, loss 0.011, test 0.073
Epoch 3, step 114, loss 0.066, test 0.074
Epoch 3, step 115, loss 0.008, test 0.074
Epoch 3, step 116, loss 0.193, test 0.076
Epoch 3, step 117, loss 0.071, test 0.075
Epoch 3, step 118, loss 0.188, test 0.077
Epoch 3, step 119, loss 0.114, test 0.080
Epoch 3, step 120, loss 0.107, test 0.084
Epoch 3, step 121, loss 0.001, test 0.085
Epoch 3, step 122, loss 0.070, test 0.091
Epoch 3, step 123, loss 0.080, test 0.109
Epoch 3, step 124, loss 0.211, test 0.101
Epoch 3, step 125, loss 0.013, test 0.102
Epoch 3, step 126, loss 0.015, test 0.111
Epoch 3, step 127, loss 0.001, test 0.112
Epoch 3, step 128, loss 0.136, test 0.093
Epoch 3, step 129, loss 0.007, test 0.090
Epoch 3, step 130, loss 0.004, test 0.089
Epoch 3, step 131, loss 0.158, test 0.090
Epoch 3, step 132, loss 0.074, test 0.105
Epoch 3, step 133, loss 0.262, test 0.104
Epoch 3, step 134, loss 0.096, test 0.110
Epoch 3, step 135, loss 0.043, test 0.110
Epoch 3, step 136, loss 0.097, test 0.115
Epoch 3, step 137, loss 0.067, test 0.110
Epoch 3, step 138, loss 0.035, test 0.116
Epoch 3, step 139, loss 0.273, test 0.119
Epoch 3, step 140, loss 0.200, test 0.080
Epoch 3, step 141, loss 0.057, test 0.081
Epoch 3, step 142, loss 0.077, test 0.083
Epoch 3, step 143, loss 0.062, test 0.084
Epoch 3, step 144, loss 0.069, test 0.085
Epoch 3, step 145, loss 0.109, test 0.085
Epoch 3, step 146, loss 0.124, test 0.085
Epoch 3, step 147, loss 0.006, test 0.086
Epoch 3, step 148, loss 0.351, test 0.090
Epoch 3, step 149, loss 0.176, test 0.077
Epoch 3, step 150, loss 0.001, test 0.076
Epoch 3, step 151, loss 0.002, test 0.076
Epoch 3, step 152, loss 0.000, test 0.076
Epoch 3, step 153, loss 0.798, test 0.086
Epoch 3, step 154, loss 0.029, test 0.089
Epoch 3, step 155, loss 0.019, test 0.115
Epoch 3, step 156, loss 0.015, test 0.116
Epoch 3, step 157, loss 0.077, test 0.109
Epoch 3, step 158, loss 0.041, test 0.107
Epoch 3, step 159, loss 0.000, test 0.107
Epoch 3, step 160, loss 0.040, test 0.096
Epoch 3, step 161, loss 0.451, test 0.093
Epoch 3, step 162, loss 0.001, test 0.093
Epoch 3, step 163, loss 1.042, test 0.085
Epoch 3, step 164, loss 0.003, test 0.085
Epoch 3, step 165, loss 0.077, test 0.088
Epoch 3, step 166, loss 0.038, test 0.087
Epoch 3, step 167, loss 0.320, test 0.085
Epoch 3, step 168, loss 0.231, test 0.084
Epoch 3, step 169, loss 0.331, test 0.085
Epoch 3, step 170, loss 0.095, test 0.086
Epoch 3, step 171, loss 0.539, test 0.085
Epoch 3, step 172, loss 0.001, test 0.085
Epoch 3, step 173, loss 0.013, test 0.086
Epoch 3, step 174, loss 0.115, test 0.086
Epoch 3, step 175, loss 0.153, test 0.087
Epoch 3, step 176, loss 0.003, test 0.089
Epoch 3, step 177, loss 0.001, test 0.090
Epoch 3, step 178, loss 0.090, test 0.102
Epoch 3, step 179, loss 0.143, test 0.106
Epoch 3, step 180, loss 0.006, test 0.109
Epoch 3, step 181, loss 0.026, test 0.108
Epoch 3, step 182, loss 0.138, test 0.110
Epoch 3, step 183, loss 0.004, test 0.110
Epoch 3, step 184, loss 0.302, test 0.108
Epoch 3, step 185, loss 0.029, test 0.109
Epoch 3, step 186, loss 0.060, test 0.104
Epoch 3, step 187, loss 0.028, test 0.104
Epoch 3, step 188, loss 0.135, test 0.103
Epoch 3, step 189, loss 0.117, test 0.090
Epoch 3, step 190, loss 0.137, test 0.086
Epoch 3, step 191, loss 0.003, test 0.086
Epoch 3, step 192, loss 0.017, test 0.086
Epoch 3, step 193, loss 0.195, test 0.085
Epoch 3, step 194, loss 0.206, test 0.085
Epoch 3, step 195, loss 0.009, test 0.085
Epoch 3, step 196, loss 0.003, test 0.085
Epoch 3, step 197, loss 0.318, test 0.084
Epoch 3, step 198, loss 0.520, test 0.089
Epoch 3, step 199, loss 0.002, test 0.089
Epoch 3, step 200, loss 0.129, test 0.088
Epoch 3, step 201, loss 0.188, test 0.091
Epoch 3, step 202, loss 0.368, test 0.085
Epoch 3, step 203, loss 0.181, test 0.084
Epoch 3, step 204, loss 0.013, test 0.085
Epoch 3, step 205, loss 0.034, test 0.085
Epoch 3, step 206, loss 0.040, test 0.086
Epoch 3, step 207, loss 0.019, test 0.086
Epoch 3, step 208, loss 0.013, test 0.086
Epoch 3, step 209, loss 0.027, test 0.086
Epoch 3, step 210, loss 0.004, test 0.087
Epoch 3, step 211, loss 0.157, test 0.080
Epoch 3, step 212, loss 0.060, test 0.084
Epoch 3, step 213, loss 0.236, test 0.085
Epoch 3, step 214, loss 0.220, test 0.092
Epoch 3, step 215, loss 0.008, test 0.092
Epoch 3, step 216, loss 0.120, test 0.090
Epoch 3, step 217, loss 0.054, test 0.091
Epoch 3, step 218, loss 0.109, test 0.102
Epoch 3, step 219, loss 0.008, test 0.104
Epoch 3, step 220, loss 0.070, test 0.103
Epoch 3, step 221, loss 0.080, test 0.107
Epoch 3, step 222, loss 0.037, test 0.103
Epoch 3, step 223, loss 0.015, test 0.099
Epoch 3, step 224, loss 0.017, test 0.092
Epoch 3, step 225, loss 0.031, test 0.101
Epoch 3, step 226, loss 0.043, test 0.100
Epoch 3, step 227, loss 0.030, test 0.097
Epoch 3, step 228, loss 0.007, test 0.093
Epoch 3, step 229, loss 0.140, test 0.094
Epoch 3, step 230, loss 0.038, test 0.091
Epoch 3, step 231, loss 0.120, test 0.102
Epoch 3, step 232, loss 0.018, test 0.105
Epoch 3, step 233, loss 0.001, test 0.107
Epoch 3, step 234, loss 0.013, test 0.092
Epoch 3, step 235, loss 0.308, test 0.092
Epoch 3, step 236, loss 0.041, test 0.091
Epoch 3, step 237, loss 0.577, test 0.094
Epoch 3, step 238, loss 0.000, test 0.106
Epoch 3, step 239, loss 0.191, test 0.127
Epoch 3, step 240, loss 0.001, test 0.135
Epoch 3, step 241, loss 0.081, test 0.142
Epoch 3, step 242, loss 0.149, test 0.196
Epoch 3, step 243, loss 0.001, test 0.207
Epoch 3, step 244, loss 0.310, test 0.157
Epoch 3, step 245, loss 0.091, test 0.146
Epoch 3, step 246, loss 0.089, test 0.144
Epoch 3, step 247, loss 0.001, test 0.144
Epoch 3, step 248, loss 0.186, test 0.140
Epoch 3, step 249, loss 0.001, test 0.139
Epoch 3, step 250, loss 0.005, test 0.135
Epoch 3, step 251, loss 0.000, test 0.135
Epoch 3, step 252, loss 0.265, test 0.100
Epoch 3, step 253, loss 0.178, test 0.098
Epoch 3, step 254, loss 0.004, test 0.097
Epoch 3, step 255, loss 0.005, test 0.096
Epoch 3, step 256, loss 0.233, test 0.088
Epoch 3, step 257, loss 0.001, test 0.088
Epoch 3, step 258, loss 0.273, test 0.087
Epoch 3, step 259, loss 0.103, test 0.087
Epoch 3, step 260, loss 0.045, test 0.087
Epoch 3, step 261, loss 0.241, test 0.085
Epoch 3, step 262, loss 0.194, test 0.084
Epoch 3, step 263, loss 0.168, test 0.087
Epoch 3, step 264, loss 0.234, test 0.088
Epoch 3, step 265, loss 0.024, test 0.088
Epoch 3, step 266, loss 0.004, test 0.089
Epoch 3, step 267, loss 0.285, test 0.087
Epoch 3, step 268, loss 0.181, test 0.088
Epoch 3, step 269, loss 0.193, test 0.088
Epoch 3, step 270, loss 0.003, test 0.088
Epoch 3, step 271, loss 0.001, test 0.088
Epoch 3, step 272, loss 0.023, test 0.089
Epoch 3, step 273, loss 0.348, test 0.111
Epoch 3, step 274, loss 0.001, test 0.119
Epoch 3, step 275, loss 0.004, test 0.117
Epoch 3, step 276, loss 0.290, test 0.121

Epoch 3, step 277, loss 0.208, test 0.126
Epoch 3, step 278, loss 0.233, test 0.110
Epoch 3, step 279, loss 0.202, test 0.124
Epoch 3, step 280, loss 0.001, test 0.126
Epoch 3, step 281, loss 0.003, test 0.114
Epoch 3, step 282, loss 0.081, test 0.108
Epoch 3, step 283, loss 0.000, test 0.106
Epoch 3, step 284, loss 0.008, test 0.104
Epoch 3, step 285, loss 0.018, test 0.105
Epoch 3, step 286, loss 0.058, test 0.104
Epoch 3, step 287, loss 0.201, test 0.092
Epoch 3, step 288, loss 0.008, test 0.091
Epoch 3, step 289, loss 0.034, test 0.091
Epoch 3, step 290, loss 0.916, test 0.085
Epoch 3, step 291, loss 0.002, test 0.085
Epoch 3, step 292, loss 0.005, test 0.084
Epoch 3, step 293, loss 0.185, test 0.084
Epoch 3, step 294, loss 0.068, test 0.086
Epoch 3, step 295, loss 0.114, test 0.087
Epoch 3, step 296, loss 0.005, test 0.087
Epoch 3, step 297, loss 0.394, test 0.090
Epoch 3, step 298, loss 0.000, test 0.088
Epoch 3, step 299, loss 0.042, test 0.090
Epoch 3, step 300, loss 0.000, test 0.091
Epoch 3, step 301, loss 0.006, test 0.091
Epoch 3, step 302, loss 0.136, test 0.095
Epoch 3, step 303, loss 0.000, test 0.096
Epoch 3, step 304, loss 0.000, test 0.097
Epoch 3, step 305, loss 0.152, test 0.098
Epoch 3, step 306, loss 0.029, test 0.099
Epoch 3, step 307, loss 0.005, test 0.100
Epoch 3, step 308, loss 0.115, test 0.109
Epoch 3, step 309, loss 0.013, test 0.097
Epoch 3, step 310, loss 0.013, test 0.096
Epoch 3, step 311, loss 0.013, test 0.096
Epoch 3, step 312, loss 0.128, test 0.098
Epoch 3, step 313, loss 0.004, test 0.098
Epoch 3, step 314, loss 0.357, test 0.097
Epoch 3, step 315, loss 0.010, test 0.094
Epoch 3, step 316, loss 0.269, test 0.092
Epoch 3, step 317, loss 0.066, test 0.088
Epoch 3, step 318, loss 0.384, test 0.092
Epoch 3, step 319, loss 0.226, test 0.094
Epoch 3, step 320, loss 0.127, test 0.110
Epoch 3, step 321, loss 0.184, test 0.111
Epoch 3, step 322, loss 0.095, test 0.105
Epoch 3, step 323, loss 0.337, test 0.079
Epoch 3, step 324, loss 0.000, test 0.076
Epoch 3, step 325, loss 0.215, test 0.075
Epoch 3, step 326, loss 0.221, test 0.075
Epoch 3, step 327, loss 0.013, test 0.075
Epoch 3, step 328, loss 0.098, test 0.075
Epoch 3, step 329, loss 0.003, test 0.075
Epoch 3, step 330, loss 0.000, test 0.075
Epoch 3, step 331, loss 0.045, test 0.077
Epoch 3, step 332, loss 0.006, test 0.078
Epoch 3, step 333, loss 0.278, test 0.078
Epoch 3, step 334, loss 0.225, test 0.083
Epoch 3, step 335, loss 0.052, test 0.085
Epoch 3, step 336, loss 0.399, test 0.088
Epoch 3, step 337, loss 0.143, test 0.085
Epoch 3, step 338, loss 0.211, test 0.088
Epoch 3, step 339, loss 0.065, test 0.087
Epoch 3, step 340, loss 0.202, test 0.102
Epoch 3, step 341, loss 0.054, test 0.093
Epoch 3, step 342, loss 0.033, test 0.091
Epoch 3, step 343, loss 0.003, test 0.091
Epoch 3, step 344, loss 0.004, test 0.090
Epoch 3, step 345, loss 0.080, test 0.089
Epoch 3, step 346, loss 0.049, test 0.088
Epoch 3, step 347, loss 0.151, test 0.079
Epoch 3, step 348, loss 0.001, test 0.080
Epoch 3, step 349, loss 0.476, test 0.082
Epoch 3, step 350, loss 0.061, test 0.079
Epoch 3, step 351, loss 0.223, test 0.074
Epoch 3, step 352, loss 0.200, test 0.090
Epoch 3, step 353, loss 0.108, test 0.099
Epoch 3, step 354, loss 0.273, test 0.113
Epoch 3, step 355, loss 0.135, test 0.126
Epoch 3, step 356, loss 0.003, test 0.130
Epoch 3, step 357, loss 0.043, test 0.131
Epoch 3, step 358, loss 0.086, test 0.134
Epoch 3, step 359, loss 0.000, test 0.135
Epoch 3, step 360, loss 0.061, test 0.137
Epoch 3, step 361, loss 0.002, test 0.138
Epoch 3, step 362, loss 0.597, test 0.119
Epoch 3, step 363, loss 0.021, test 0.115
Epoch 3, step 364, loss 0.067, test 0.116
Epoch 3, step 365, loss 0.246, test 0.113
Epoch 3, step 366, loss 0.108, test 0.116
Epoch 3, step 367, loss 0.086, test 0.137
Epoch 3, step 368, loss 0.002, test 0.139
Epoch 3, step 369, loss 0.090, test 0.155
Epoch 3, step 370, loss 0.085, test 0.162
Epoch 3, step 371, loss 0.068, test 0.148
Epoch 3, step 372, loss 0.300, test 0.134
Epoch 3, step 373, loss 0.095, test 0.124
Epoch 3, step 374, loss 0.158, test 0.120
Epoch 3, step 375, loss 0.009, test 0.117
Epoch 3, step 376, loss 0.065, test 0.123
Epoch 3, step 377, loss 0.102, test 0.138
Epoch 3, step 378, loss 0.262, test 0.135
Epoch 3, step 379, loss 0.397, test 0.099
Epoch 3, step 380, loss 0.013, test 0.098
Epoch 3, step 381, loss 0.119, test 0.095
Epoch 3, step 382, loss 0.114, test 0.075
Epoch 3, step 383, loss 0.161, test 0.085
Epoch 3, step 384, loss 0.027, test 0.086
Epoch 3, step 385, loss 0.359, test 0.076
Epoch 3, step 386, loss 0.003, test 0.077
Epoch 3, step 387, loss 0.000, test 0.078
Epoch 3, step 388, loss 0.040, test 0.080
Epoch 3, step 389, loss 0.033, test 0.080
Epoch 3, step 390, loss 0.018, test 0.079
Epoch 3, step 391, loss 0.032, test 0.076
Epoch 3, step 392, loss 0.595, test 0.074
Epoch 3, step 393, loss 0.008, test 0.075
Epoch 3, step 394, loss 0.020, test 0.074
Epoch 3, step 395, loss 0.053, test 0.079
Epoch 3, step 396, loss 0.265, test 0.079
Epoch 3, step 397, loss 0.001, test 0.079
Epoch 3, step 398, loss 0.832, test 0.089
Epoch 3, step 399, loss 0.018, test 0.094
Epoch 3, step 400, loss 0.132, test 0.115
Epoch 3, step 401, loss 0.187, test 0.129
Epoch 3, step 402, loss 0.017, test 0.127
Epoch 3, step 403, loss 0.002, test 0.128
Epoch 3, step 404, loss 0.049, test 0.134
Epoch 3, step 405, loss 0.406, test 0.102
Epoch 3, step 406, loss 0.015, test 0.100
Epoch 3, step 407, loss 0.358, test 0.103
Epoch 3, step 408, loss 0.219, test 0.101
Epoch 3, step 409, loss 0.765, test 0.117
Epoch 3, step 410, loss 0.001, test 0.145
Epoch 3, step 411, loss 0.009, test 0.165
Epoch 3, step 412, loss 0.021, test 0.168
Epoch 3, step 413, loss 0.132, test 0.166
Epoch 3, step 414, loss 0.183, test 0.152
Epoch 3, step 415, loss 0.047, test 0.148
Epoch 3, step 416, loss 0.220, test 0.143
Epoch 3, step 417, loss 0.098, test 0.134
Epoch 3, step 418, loss 0.023, test 0.120
Epoch 3, step 419, loss 1.200, test 0.104
Epoch 3, step 420, loss 0.000, test 0.105
Epoch 3, step 421, loss 0.039, test 0.107
Epoch 3, step 422, loss 0.233, test 0.110
Epoch 3, step 423, loss 0.181, test 0.109
Epoch 3, step 424, loss 0.028, test 0.107
Epoch 3, step 425, loss 0.030, test 0.108
Epoch 3, step 426, loss 0.001, test 0.108
Epoch 3, step 427, loss 0.523, test 0.111
Epoch 3, step 428, loss 0.201, test 0.109
Epoch 3, step 429, loss 0.113, test 0.108
Epoch 3, step 430, loss 0.100, test 0.107
Epoch 3, step 431, loss 0.088, test 0.107
Epoch 3, step 432, loss 0.022, test 0.106
Epoch 3, step 433, loss 0.000, test 0.106
Epoch 3, step 434, loss 0.017, test 0.106
Epoch 3, step 435, loss 0.055, test 0.106
Epoch 3, step 436, loss 0.022, test 0.109
Epoch 3, step 437, loss 0.019, test 0.108
Epoch 3, step 438, loss 0.057, test 0.106
Epoch 3, step 439, loss 0.209, test 0.105
Epoch 3, step 440, loss 0.180, test 0.107
Epoch 3, step 441, loss 0.005, test 0.107
Epoch 3, step 442, loss 0.041, test 0.110
Epoch 3, step 443, loss 0.020, test 0.109
Epoch 3, step 444, loss 0.005, test 0.109
Epoch 3, step 445, loss 0.002, test 0.109
Epoch 3, step 446, loss 0.023, test 0.109
Epoch 3, step 447, loss 0.075, test 0.113
Epoch 3, step 448, loss 0.008, test 0.113
Epoch 3, step 449, loss 0.068, test 0.110
Epoch 3, step 450, loss 1.228, test 0.121
Epoch 3, step 451, loss 0.001, test 0.126
Epoch 3, step 452, loss 0.088, test 0.128
Epoch 3, step 453, loss 0.001, test 0.129
Epoch 3, step 454, loss 0.178, test 0.148
Epoch 3, step 455, loss 0.445, test 0.146
Epoch 3, step 456, loss 0.023, test 0.148
Epoch 3, step 457, loss 0.101, test 0.150
Epoch 3, step 458, loss 0.001, test 0.149
Epoch 3, step 459, loss 0.956, test 0.149
Epoch 3, step 460, loss 0.151, test 0.149
Epoch 3, step 461, loss 0.001, test 0.150
Epoch 3, step 462, loss 0.059, test 0.150
Epoch 3, step 463, loss 0.015, test 0.150
Epoch 3, step 464, loss 0.403, test 0.120
Epoch 3, step 465, loss 0.164, test 0.113
Epoch 3, step 466, loss 0.079, test 0.113
Epoch 3, step 467, loss 0.124, test 0.113
Epoch 3, step 468, loss 0.058, test 0.110
Epoch 3, step 469, loss 0.022, test 0.110
Epoch 3, step 470, loss 0.020, test 0.107
Epoch 3, step 471, loss 0.010, test 0.107
Epoch 3, step 472, loss 0.019, test 0.114
Epoch 3, step 473, loss 0.057, test 0.111
Epoch 3, step 474, loss 0.006, test 0.111
Epoch 3, step 475, loss 0.025, test 0.108
Epoch 3, step 476, loss 0.023, test 0.107
Epoch 3, step 477, loss 0.074, test 0.107
Epoch 3, step 478, loss 0.027, test 0.108
Epoch 3, step 479, loss 0.182, test 0.109
Epoch 3, step 480, loss 0.013, test 0.116
Epoch 3, step 481, loss 0.081, test 0.130
Epoch 3, step 482, loss 0.002, test 0.136
Epoch 3, step 483, loss 0.995, test 0.200
Epoch 3, step 484, loss 0.108, test 0.198
Epoch 3, step 485, loss 0.190, test 0.224
Epoch 3, step 486, loss 0.053, test 0.228
Epoch 3, step 487, loss 0.054, test 0.235
Epoch 3, step 488, loss 0.001, test 0.239
Epoch 3, step 489, loss 0.001, test 0.241
Epoch 3, step 490, loss 0.003, test 0.247
Epoch 3, step 491, loss 0.121, test 0.229
Epoch 3, step 492, loss 0.379, test 0.216
Epoch 3, step 493, loss 0.152, test 0.157
Epoch 3, step 494, loss 0.005, test 0.153
Epoch 3, step 495, loss 0.072, test 0.143
Epoch 3, step 496, loss 0.119, test 0.142
Epoch 3, step 497, loss 0.018, test 0.140
Epoch 3, step 498, loss 0.181, test 0.145
Epoch 3, step 499, loss 0.014, test 0.148
Epoch 3, step 500, loss 0.348, test 0.145
Epoch 3, step 501, loss 0.193, test 0.147
Epoch 3, step 502, loss 0.092, test 0.136
Epoch 3, step 503, loss 0.019, test 0.137
Epoch 3, step 504, loss 0.004, test 0.131
Epoch 3, step 505, loss 0.075, test 0.129
Epoch 3, step 506, loss 0.141, test 0.128
Epoch 3, step 507, loss 0.024, test 0.128
Epoch 3, step 508, loss 0.302, test 0.117
Epoch 3, step 509, loss 0.245, test 0.111
Epoch 3, step 510, loss 0.088, test 0.118
Epoch 3, step 511, loss 0.107, test 0.120
Epoch 3, step 512, loss 0.772, test 0.117
Epoch 3, step 513, loss 0.012, test 0.117
Epoch 3, step 514, loss 0.003, test 0.117
Epoch 3, step 515, loss 0.035, test 0.117
Epoch 3, step 516, loss 0.010, test 0.118
Epoch 3, step 517, loss 0.174, test 0.120
Epoch 3, step 518, loss 0.024, test 0.124
Epoch 3, step 519, loss 0.008, test 0.125
Epoch 3, step 520, loss 0.005, test 0.126
Epoch 3, step 521, loss 0.031, test 0.123
Epoch 3, step 522, loss 0.001, test 0.122
Epoch 3, step 523, loss 0.070, test 0.150
Epoch 3, step 524, loss 0.016, test 0.152
Epoch 3, step 525, loss 0.038, test 0.152
Epoch 3, step 526, loss 0.288, test 0.152
Epoch 3, step 527, loss 0.013, test 0.153
Epoch 3, step 528, loss 0.022, test 0.153
Epoch 3, step 529, loss 0.013, test 0.154
Epoch 3, step 530, loss 0.034, test 0.152
Epoch 3, step 531, loss 0.353, test 0.153
Epoch 3, step 532, loss 0.193, test 0.126
Epoch 3, step 533, loss 0.240, test 0.123
Epoch 3, step 534, loss 0.081, test 0.121
Epoch 3, step 535, loss 0.262, test 0.120
Epoch 3, step 536, loss 0.052, test 0.120
Epoch 3, step 537, loss 0.311, test 0.109
Epoch 3, step 538, loss 0.039, test 0.109
Epoch 3, step 539, loss 0.025, test 0.102
Epoch 3, step 540, loss 0.022, test 0.099
Epoch 3, step 541, loss 0.005, test 0.098
Epoch 3, step 542, loss 0.032, test 0.099
Epoch 3, step 543, loss 0.031, test 0.110
Epoch 3, step 544, loss 0.018, test 0.111
Epoch 3, step 545, loss 0.171, test 0.108
Epoch 3, step 546, loss 0.019, test 0.106
Epoch 3, step 547, loss 0.145, test 0.107
Epoch 3, step 548, loss 0.040, test 0.105
Epoch 3, step 549, loss 0.030, test 0.102
Epoch 3, step 550, loss 0.079, test 0.110
Epoch 3, step 551, loss 0.108, test 0.114
Epoch 3, step 552, loss 0.191, test 0.128
Epoch 3, step 553, loss 0.004, test 0.133
Epoch 3, step 554, loss 0.111, test 0.139
Epoch 3, step 555, loss 0.251, test 0.118
Epoch 3, step 556, loss 0.137, test 0.114
Epoch 3, step 557, loss 1.466, test 0.135
Epoch 3, step 558, loss 0.113, test 0.136
Epoch 3, step 559, loss 0.044, test 0.148
Epoch 3, step 560, loss 0.119, test 0.153
Epoch 3, step 561, loss 0.117, test 0.153
Epoch 3, step 562, loss 0.137, test 0.158
Epoch 3, step 563, loss 0.066, test 0.171
Epoch 3, step 564, loss 0.107, test 0.171
Epoch 3, step 565, loss 0.453, test 0.167
Epoch 3, step 566, loss 0.077, test 0.164
Epoch 3, step 567, loss 0.731, test 0.135
Epoch 3, step 568, loss 0.250, test 0.128
Epoch 3, step 569, loss 0.003, test 0.125
Epoch 3, step 570, loss 0.013, test 0.120
Epoch 3, step 571, loss 0.049, test 0.118
Epoch 3, step 572, loss 0.106, test 0.116
Epoch 3, step 573, loss 0.098, test 0.115
Epoch 3, step 574, loss 0.154, test 0.099
Epoch 3, step 575, loss 0.048, test 0.098
Epoch 3, step 576, loss 0.016, test 0.098
Epoch 3, step 577, loss 0.025, test 0.101
Epoch 3, step 578, loss 0.237, test 0.101
Epoch 3, step 579, loss 0.030, test 0.101
Epoch 3, step 580, loss 0.238, test 0.099
Epoch 3, step 581, loss 0.053, test 0.096
Epoch 3, step 582, loss 1.282, test 0.117
Epoch 3, step 583, loss 0.021, test 0.124
Epoch 3, step 584, loss 0.015, test 0.122
Epoch 3, step 585, loss 0.003, test 0.123
Epoch 3, step 586, loss 0.142, test 0.127
Epoch 3, step 587, loss 0.153, test 0.129
Epoch 3, step 588, loss 0.042, test 0.124
Epoch 3, step 589, loss 0.264, test 0.123
Epoch 3, step 590, loss 0.100, test 0.120
Epoch 3, step 591, loss 0.283, test 0.121
Epoch 3, step 592, loss 0.019, test 0.108
Epoch 3, step 593, loss 0.012, test 0.106
Epoch 3, step 594, loss 0.007, test 0.105
Epoch 3, step 595, loss 0.002, test 0.105
Epoch 3, step 596, loss 0.074, test 0.105
Epoch 3, step 597, loss 0.965, test 0.111
Epoch 3, step 598, loss 0.039, test 0.111
Epoch 3, step 599, loss 0.008, test 0.109
Epoch 3, step 600, loss 0.002, test 0.109
Epoch 3, step 601, loss 0.104, test 0.107
Epoch 3, step 602, loss 0.035, test 0.104
Epoch 3, step 603, loss 0.004, test 0.103
Epoch 3, step 604, loss 0.215, test 0.102
Epoch 3, step 605, loss 0.028, test 0.101
Epoch 3, step 606, loss 0.074, test 0.100
Epoch 3, step 607, loss 0.056, test 0.100
Epoch 3, step 608, loss 0.016, test 0.101
Epoch 3, step 609, loss 0.371, test 0.105
Epoch 3, step 610, loss 0.021, test 0.106
Epoch 3, step 611, loss 0.105, test 0.115
Epoch 3, step 612, loss 0.021, test 0.116
Epoch 3, step 613, loss 0.019, test 0.116
Epoch 3, step 614, loss 0.074, test 0.115
Epoch 3, step 615, loss 0.002, test 0.117
Epoch 3, step 616, loss 0.222, test 0.115
Epoch 3, step 617, loss 0.453, test 0.098
Epoch 3, step 618, loss 0.002, test 0.097
Epoch 3, step 619, loss 0.236, test 0.094
Epoch 3, step 620, loss 0.003, test 0.094
Epoch 3, step 621, loss 0.024, test 0.095
Epoch 3, step 622, loss 0.033, test 0.092
Epoch 3, step 623, loss 0.110, test 0.095
Epoch 3, step 624, loss 0.288, test 0.106
Epoch 3, step 625, loss 0.017, test 0.105
Epoch 3, step 626, loss 0.090, test 0.100
Epoch 3, step 627, loss 0.098, test 0.100
Epoch 3, step 628, loss 0.019, test 0.100
Epoch 3, step 629, loss 0.067, test 0.100
Epoch 3, step 630, loss 0.028, test 0.100
Epoch 3, step 631, loss 0.052, test 0.100
Epoch 3, step 632, loss 0.025, test 0.102
Epoch 3, step 633, loss 1.241, test 0.095
Epoch 3, step 634, loss 0.153, test 0.095
Epoch 3, step 635, loss 0.043, test 0.096
Epoch 3, step 636, loss 0.055, test 0.095
Epoch 3, step 637, loss 0.716, test 0.094
Epoch 3, step 638, loss 0.097, test 0.094
Epoch 3, step 639, loss 0.220, test 0.094
Epoch 3, step 640, loss 0.021, test 0.093
Epoch 3, step 641, loss 0.749, test 0.092
Epoch 3, step 642, loss 0.124, test 0.092
Epoch 3, step 643, loss 0.004, test 0.092
Epoch 3, step 644, loss 0.220, test 0.110
Epoch 3, step 645, loss 0.084, test 0.125
Epoch 3, step 646, loss 0.125, test 0.133
Epoch 3, step 647, loss 0.018, test 0.122
Epoch 3, step 648, loss 0.305, test 0.138
Epoch 3, step 649, loss 0.025, test 0.140
Epoch 3, step 650, loss 0.025, test 0.144
Epoch 3, step 651, loss 0.181, test 0.142
Epoch 3, step 652, loss 0.380, test 0.101
Epoch 3, step 653, loss 0.017, test 0.099
Epoch 3, step 654, loss 0.005, test 0.097
Epoch 3, step 655, loss 0.104, test 0.099
Epoch 3, step 656, loss 0.222, test 0.097
Epoch 3, step 657, loss 0.093, test 0.102
Epoch 3, step 658, loss 0.060, test 0.101
Epoch 3, step 659, loss 0.000, test 0.101
Epoch 3, step 660, loss 0.055, test 0.115
Epoch 3, step 661, loss 0.177, test 0.127
Epoch 3, step 662, loss 0.055, test 0.147
Epoch 3, step 663, loss 0.012, test 0.145
Epoch 3, step 664, loss 1.711, test 0.115
Epoch 3, step 665, loss 0.027, test 0.113
Epoch 3, step 666, loss 0.006, test 0.112
Epoch 3, step 667, loss 0.291, test 0.092
Epoch 3, step 668, loss 0.051, test 0.091
Epoch 3, step 669, loss 0.163, test 0.092
Epoch 3, step 670, loss 0.012, test 0.092
Epoch 3, step 671, loss 0.068, test 0.094
Epoch 3, step 672, loss 0.216, test 0.092
Epoch 3, step 673, loss 0.049, test 0.092
Epoch 3, step 674, loss 0.027, test 0.087
Epoch 3, step 675, loss 0.154, test 0.087
Epoch 3, step 676, loss 0.223, test 0.088
Epoch 3, step 677, loss 0.003, test 0.087
Epoch 3, step 678, loss 0.012, test 0.086
Epoch 3, step 679, loss 0.051, test 0.080
Epoch 3, step 680, loss 0.174, test 0.088
Epoch 3, step 681, loss 0.036, test 0.093
Epoch 3, step 682, loss 0.259, test 0.091
Epoch 3, step 683, loss 0.016, test 0.092
Epoch 3, step 684, loss 0.018, test 0.093
Epoch 3, step 685, loss 0.006, test 0.094
Epoch 3, step 686, loss 0.100, test 0.086
Epoch 3, step 687, loss 0.356, test 0.085
Epoch 3, step 688, loss 0.160, test 0.080
Epoch 3, step 689, loss 0.430, test 0.079
Epoch 3, step 690, loss 0.396, test 0.083
Epoch 3, step 691, loss 0.218, test 0.084
Epoch 3, step 692, loss 0.149, test 0.083
Epoch 3, step 693, loss 0.001, test 0.083
Epoch 3, step 694, loss 0.110, test 0.083
Epoch 3, step 695, loss 0.000, test 0.082
Epoch 3, step 696, loss 0.175, test 0.084
Epoch 3, step 697, loss 0.153, test 0.080
Epoch 3, step 698, loss 0.047, test 0.078
Epoch 3, step 699, loss 0.258, test 0.079
Epoch 3, step 700, loss 0.369, test 0.077
Epoch 3, step 701, loss 0.111, test 0.076
Epoch 3, step 702, loss 0.003, test 0.075
Epoch 3, step 703, loss 0.099, test 0.077
Epoch 3, step 704, loss 0.009, test 0.077
Epoch 3, step 705, loss 0.069, test 0.076
Epoch 3, step 706, loss 0.029, test 0.078
Epoch 3, step 707, loss 0.308, test 0.080
Epoch 3, step 708, loss 0.018, test 0.082
Epoch 3, step 709, loss 0.058, test 0.076
Epoch 3, step 710, loss 0.246, test 0.079
Epoch 3, step 711, loss 0.034, test 0.082
Epoch 3, step 712, loss 0.145, test 0.082
Epoch 3, step 713, loss 0.282, test 0.085
Epoch 3, step 714, loss 0.000, test 0.086
Epoch 3, step 715, loss 0.025, test 0.085
Epoch 3, step 716, loss 0.134, test 0.089
Epoch 3, step 717, loss 0.002, test 0.090
Epoch 3, step 718, loss 0.018, test 0.091
Epoch 3, step 719, loss 0.006, test 0.092
Epoch 3, step 720, loss 0.068, test 0.098
Epoch 3, step 721, loss 0.132, test 0.098
Epoch 3, step 722, loss 0.238, test 0.099
Epoch 3, step 723, loss 0.116, test 0.100
Epoch 3, step 724, loss 0.000, test 0.101
Epoch 3, step 725, loss 0.234, test 0.096
Epoch 3, step 726, loss 0.165, test 0.095
Epoch 3, step 727, loss 0.011, test 0.095
Epoch 3, step 728, loss 0.274, test 0.095
Epoch 3, step 729, loss 1.257, test 0.140
Epoch 3, step 730, loss 0.319, test 0.123
Epoch 3, step 731, loss 0.070, test 0.111
Epoch 3, step 732, loss 0.004, test 0.110
Epoch 3, step 733, loss 0.064, test 0.111
Epoch 3, step 734, loss 0.100, test 0.111
Epoch 3, step 735, loss 0.002, test 0.112
Epoch 3, step 736, loss 0.016, test 0.120
Epoch 3, step 737, loss 0.005, test 0.122
Epoch 3, step 738, loss 0.548, test 0.126
Epoch 3, step 739, loss 0.000, test 0.128
Epoch 3, step 740, loss 0.100, test 0.123
Epoch 3, step 741, loss 0.017, test 0.124
Epoch 3, step 742, loss 0.122, test 0.124
Epoch 3, step 743, loss 0.257, test 0.124
Epoch 3, step 744, loss 0.038, test 0.120
Epoch 3, step 745, loss 0.174, test 0.120
Epoch 3, step 746, loss 0.426, test 0.103
Epoch 3, step 747, loss 0.318, test 0.105
Epoch 3, step 748, loss 0.055, test 0.103
Epoch 3, step 749, loss 0.269, test 0.108
Epoch 3, step 750, loss 0.031, test 0.111
Epoch 3, step 751, loss 0.041, test 0.112
Epoch 3, step 752, loss 0.003, test 0.112
Epoch 3, step 753, loss 0.786, test 0.109
Epoch 3, step 754, loss 0.041, test 0.105
Epoch 3, step 755, loss 0.290, test 0.102
Epoch 3, step 756, loss 0.513, test 0.101
Epoch 3, step 757, loss 0.034, test 0.103
Epoch 3, step 758, loss 0.155, test 0.104
Epoch 3, step 759, loss 0.361, test 0.094
Epoch 3, step 760, loss 0.230, test 0.093
Epoch 3, step 761, loss 0.425, test 0.092
Epoch 3, step 762, loss 0.027, test 0.092
Epoch 3, step 763, loss 0.063, test 0.093
Epoch 3, step 764, loss 0.025, test 0.094
Epoch 3, step 765, loss 0.013, test 0.093
Epoch 3, step 766, loss 0.564, test 0.089
Epoch 3, step 767, loss 0.138, test 0.092
Epoch 3, step 768, loss 0.030, test 0.091
Epoch 3, step 769, loss 0.036, test 0.092
Epoch 3, step 770, loss 0.090, test 0.092
Epoch 3, step 771, loss 0.008, test 0.091
Epoch 3, step 772, loss 0.101, test 0.090
Epoch 3, step 773, loss 0.183, test 0.091
Epoch 3, step 774, loss 0.447, test 0.089
Epoch 3, step 775, loss 0.034, test 0.088
Epoch 3, step 776, loss 0.003, test 0.088
Epoch 3, step 777, loss 0.073, test 0.088
Epoch 3, step 778, loss 0.112, test 0.090
Epoch 3, step 779, loss 0.246, test 0.104
Epoch 3, step 780, loss 0.103, test 0.106
Epoch 3, step 781, loss 0.204, test 0.107
Epoch 3, step 782, loss 0.610, test 0.110
Epoch 3, step 783, loss 0.021, test 0.113
Epoch 3, step 784, loss 0.217, test 0.115
Epoch 3, step 785, loss 0.015, test 0.115
Epoch 3, step 786, loss 0.008, test 0.115
Epoch 3, step 787, loss 0.000, test 0.115
Epoch 3, step 788, loss 0.000, test 0.115
Epoch 3, step 789, loss 0.159, test 0.112
Epoch 3, step 790, loss 0.101, test 0.113
Epoch 3, step 791, loss 0.365, test 0.110
Epoch 3, step 792, loss 0.006, test 0.108
Epoch 3, step 793, loss 0.075, test 0.108
Epoch 3, step 794, loss 0.064, test 0.108
Epoch 3, step 795, loss 0.072, test 0.109
Epoch 3, step 796, loss 0.037, test 0.108
Epoch 3, step 797, loss 0.136, test 0.108
Epoch 3, step 798, loss 0.010, test 0.108
Epoch 3, step 799, loss 0.451, test 0.105
Epoch 3, step 800, loss 0.002, test 0.105
Epoch 3, step 801, loss 0.000, test 0.105
Epoch 3, step 802, loss 0.126, test 0.104
Epoch 3, step 803, loss 0.014, test 0.103
Epoch 3, step 804, loss 0.007, test 0.104
Epoch 3, step 805, loss 0.187, test 0.105
Epoch 3, step 806, loss 0.137, test 0.111
Epoch 3, step 807, loss 0.021, test 0.113
Epoch 3, step 808, loss 0.080, test 0.113
Epoch 3, step 809, loss 0.213, test 0.114
Epoch 3, step 810, loss 0.012, test 0.115
Epoch 3, step 811, loss 0.105, test 0.113
Epoch 3, step 812, loss 0.645, test 0.103
Epoch 3, step 813, loss 0.297, test 0.102
Epoch 3, step 814, loss 0.078, test 0.103
Epoch 3, step 815, loss 0.005, test 0.104
Epoch 3, step 816, loss 0.002, test 0.104
Epoch 3, step 817, loss 0.107, test 0.103
Epoch 3, step 818, loss 0.025, test 0.104
Epoch 3, step 819, loss 0.016, test 0.103
Epoch 3, step 820, loss 0.247, test 0.104
Epoch 3, step 821, loss 0.164, test 0.105
Epoch 3, step 822, loss 0.119, test 0.102
Epoch 3, step 823, loss 0.022, test 0.102
Epoch 3, step 824, loss 0.043, test 0.102
Epoch 3, step 825, loss 0.970, test 0.119
Epoch 3, step 826, loss 0.027, test 0.123
Epoch 3, step 827, loss 0.196, test 0.134
Epoch 3, step 828, loss 0.026, test 0.139
Epoch 3, step 829, loss 0.088, test 0.141
Epoch 3, step 830, loss 0.146, test 0.150
Epoch 3, step 831, loss 0.062, test 0.150
Epoch 3, step 832, loss 0.120, test 0.160
Epoch 3, step 833, loss 0.102, test 0.165
Epoch 3, step 834, loss 1.200, test 0.142
Epoch 3, step 835, loss 0.567, test 0.128
Epoch 3, step 836, loss 0.017, test 0.124
Epoch 3, step 837, loss 0.169, test 0.126
Epoch 3, step 838, loss 0.144, test 0.125
Epoch 3, step 839, loss 0.066, test 0.119
Epoch 3, step 840, loss 0.213, test 0.121
Epoch 3, step 841, loss 0.098, test 0.123
Epoch 3, step 842, loss 0.012, test 0.121
Epoch 3, step 843, loss 0.000, test 0.120
Epoch 3, step 844, loss 0.150, test 0.125
Epoch 3, step 845, loss 0.143, test 0.120
Epoch 3, step 846, loss 0.166, test 0.131
Epoch 3, step 847, loss 0.027, test 0.136
Epoch 3, step 848, loss 0.555, test 0.149

Epoch 3, step 849, loss 0.014, test 0.156
Epoch 3, step 850, loss 0.044, test 0.132
Epoch 3, step 851, loss 0.205, test 0.107
Epoch 3, step 852, loss 0.141, test 0.081
Epoch 3, step 853, loss 0.236, test 0.077
Epoch 3, step 854, loss 0.028, test 0.076
Epoch 3, step 855, loss 0.000, test 0.077
Epoch 3, step 856, loss 0.003, test 0.077
Epoch 3, step 857, loss 0.174, test 0.078
Epoch 3, step 858, loss 0.441, test 0.075
Epoch 3, step 859, loss 0.054, test 0.075
Epoch 3, step 860, loss 0.000, test 0.075
Epoch 3, step 861, loss 0.000, test 0.075
Epoch 3, step 862, loss 0.298, test 0.080
Epoch 3, step 863, loss 0.000, test 0.081
Epoch 3, step 864, loss 0.000, test 0.081
Epoch 3, step 865, loss 0.059, test 0.075
Epoch 3, step 866, loss 0.009, test 0.074
Epoch 3, step 867, loss 0.065, test 0.074
Epoch 3, step 868, loss 0.012, test 0.074
Epoch 3, step 869, loss 0.047, test 0.073
Epoch 3, step 870, loss 0.150, test 0.074
Epoch 3, step 871, loss 0.001, test 0.075
Epoch 3, step 872, loss 0.025, test 0.075
Epoch 3, step 873, loss 0.153, test 0.076
Epoch 3, step 874, loss 0.019, test 0.076
Epoch 3, step 875, loss 0.079, test 0.078
Epoch 3, step 876, loss 0.714, test 0.081
Epoch 3, step 877, loss 0.003, test 0.085
Epoch 3, step 878, loss 0.010, test 0.086
Epoch 3, step 879, loss 0.015, test 0.086
Epoch 3, step 880, loss 0.133, test 0.084
Epoch 3, step 881, loss 0.032, test 0.081
Epoch 3, step 882, loss 0.000, test 0.081
Epoch 3, step 883, loss 0.005, test 0.081
Epoch 3, step 884, loss 0.022, test 0.084
Epoch 3, step 885, loss 0.037, test 0.084
Epoch 3, step 886, loss 0.044, test 0.085
Epoch 3, step 887, loss 0.201, test 0.086
Epoch 3, step 888, loss 0.029, test 0.098
Epoch 3, step 889, loss 0.200, test 0.099
Epoch 3, step 890, loss 0.003, test 0.093
Epoch 3, step 891, loss 0.169, test 0.096
Epoch 3, step 892, loss 0.069, test 0.092
Epoch 3, step 893, loss 0.207, test 0.096
Epoch 3, step 894, loss 0.012, test 0.098
Epoch 3, step 895, loss 0.000, test 0.099
Epoch 3, step 896, loss 0.004, test 0.101
Epoch 3, step 897, loss 0.056, test 0.102
Epoch 3, step 898, loss 0.006, test 0.101
Epoch 3, step 899, loss 0.132, test 0.100
Epoch 3, step 900, loss 0.207, test 0.097
Epoch 3, step 901, loss 0.035, test 0.098
Epoch 3, step 902, loss 0.089, test 0.097
Epoch 3, step 903, loss 0.013, test 0.097
Epoch 3, step 904, loss 0.089, test 0.096
Epoch 3, step 905, loss 0.047, test 0.099
Epoch 3, step 906, loss 0.084, test 0.099
Epoch 3, step 907, loss 0.000, test 0.099
Epoch 3, step 908, loss 0.001, test 0.100
Epoch 3, step 909, loss 0.260, test 0.091
Epoch 3, step 910, loss 0.425, test 0.100
Epoch 3, step 911, loss 0.007, test 0.103
Epoch 3, step 912, loss 0.104, test 0.110
Epoch 3, step 913, loss 0.013, test 0.111
Epoch 3, step 914, loss 0.010, test 0.111
Epoch 3, step 915, loss 0.056, test 0.113
Epoch 3, step 916, loss 0.288, test 0.120
Epoch 3, step 917, loss 0.004, test 0.122
Epoch 3, step 918, loss 0.354, test 0.107
Epoch 3, step 919, loss 0.003, test 0.100
Epoch 3, step 920, loss 0.210, test 0.093
Epoch 3, step 921, loss 0.069, test 0.091
Epoch 3, step 922, loss 0.019, test 0.087
Epoch 3, step 923, loss 0.025, test 0.087
Epoch 3, step 924, loss 0.151, test 0.083
Epoch 3, step 925, loss 0.146, test 0.077
Epoch 3, step 926, loss 0.006, test 0.076
Epoch 3, step 927, loss 0.213, test 0.072
Epoch 3, step 928, loss 0.000, test 0.072
Epoch 3, step 929, loss 0.052, test 0.073
Epoch 3, step 930, loss 0.115, test 0.073
Epoch 3, step 931, loss 0.003, test 0.073
Epoch 3, step 932, loss 0.060, test 0.073
Epoch 3, step 933, loss 0.319, test 0.074
Epoch 3, step 934, loss 0.022, test 0.075
Epoch 3, step 935, loss 0.068, test 0.075
Epoch 3, step 936, loss 0.005, test 0.075
Epoch 3, step 937, loss 0.167, test 0.074
Epoch 3, step 938, loss 0.227, test 0.076
Epoch 3, step 939, loss 0.144, test 0.078
Epoch 3, step 940, loss 0.014, test 0.078
Epoch 3, step 941, loss 0.004, test 0.076
Epoch 3, step 942, loss 0.494, test 0.129
Epoch 3, step 943, loss 0.186, test 0.151
Epoch 3, step 944, loss 0.012, test 0.154
Epoch 3, step 945, loss 0.001, test 0.160
Epoch 3, step 946, loss 0.067, test 0.185
Epoch 3, step 947, loss 0.009, test 0.194
Epoch 3, step 948, loss 0.050, test 0.209
Epoch 3, step 949, loss 0.036, test 0.209
Epoch 3, step 950, loss 0.001, test 0.211
Epoch 3, step 951, loss 0.094, test 0.208
Epoch 3, step 952, loss 0.072, test 0.182
Epoch 3, step 953, loss 0.041, test 0.172
Epoch 3, step 954, loss 0.037, test 0.161
Epoch 3, step 955, loss 0.383, test 0.154
Epoch 3, step 956, loss 0.060, test 0.150
Epoch 3, step 957, loss 0.024, test 0.147
Epoch 3, step 958, loss 0.038, test 0.146
Epoch 3, step 959, loss 0.070, test 0.140
Epoch 3, step 960, loss 0.267, test 0.125
Epoch 3, step 961, loss 0.007, test 0.121
Epoch 3, step 962, loss 0.083, test 0.108
Epoch 3, step 963, loss 0.062, test 0.106
Epoch 3, step 964, loss 0.105, test 0.118
Epoch 3, step 965, loss 0.016, test 0.119
Epoch 3, step 966, loss 0.127, test 0.122
Epoch 3, step 967, loss 0.025, test 0.120
Epoch 3, step 968, loss 0.068, test 0.118
Epoch 3, step 969, loss 0.075, test 0.114
Epoch 3, step 970, loss 0.536, test 0.119
Epoch 3, step 971, loss 0.001, test 0.113
Epoch 3, step 972, loss 0.014, test 0.113
Epoch 3, step 973, loss 0.000, test 0.113
Epoch 3, step 974, loss 0.003, test 0.112
Epoch 3, step 975, loss 0.001, test 0.112
Epoch 3, step 976, loss 0.129, test 0.106
Epoch 3, step 977, loss 0.900, test 0.104
Epoch 3, step 978, loss 0.026, test 0.103
Epoch 3, step 979, loss 0.486, test 0.108
Epoch 3, step 980, loss 0.128, test 0.105
Epoch 3, step 981, loss 0.376, test 0.118
Epoch 3, step 982, loss 0.040, test 0.119
Epoch 3, step 983, loss 0.014, test 0.131
Epoch 3, step 984, loss 0.327, test 0.132
Epoch 3, step 985, loss 0.000, test 0.133
Epoch 3, step 986, loss 0.031, test 0.138
Epoch 3, step 987, loss 0.606, test 0.143
Epoch 3, step 988, loss 0.001, test 0.144
Epoch 3, step 989, loss 0.096, test 0.126
Epoch 3, step 990, loss 0.133, test 0.114
Epoch 3, step 991, loss 0.236, test 0.113
Epoch 3, step 992, loss 0.069, test 0.110
Epoch 3, step 993, loss 0.016, test 0.116
Epoch 3, step 994, loss 0.117, test 0.119
Epoch 3, step 995, loss 0.053, test 0.116
Epoch 3, step 996, loss 0.000, test 0.118
Epoch 3, step 997, loss 0.095, test 0.121
Epoch 3, step 998, loss 0.020, test 0.125
Epoch 3, step 999, loss 0.301, test 0.115
Epoch 4, step 0, loss 0.007, test 0.115
Epoch 4, step 1, loss 0.065, test 0.113
Epoch 4, step 2, loss 0.136, test 0.110
Epoch 4, step 3, loss 0.404, test 0.109
Epoch 4, step 4, loss 0.209, test 0.108
Epoch 4, step 5, loss 0.000, test 0.108
Epoch 4, step 6, loss 0.002, test 0.108
Epoch 4, step 7, loss 0.001, test 0.108
Epoch 4, step 8, loss 0.150, test 0.116
Epoch 4, step 9, loss 0.001, test 0.117
Epoch 4, step 10, loss 0.102, test 0.120
Epoch 4, step 11, loss 0.016, test 0.121
Epoch 4, step 12, loss 0.268, test 0.122
Epoch 4, step 13, loss 0.314, test 0.121
Epoch 4, step 14, loss 0.011, test 0.122
Epoch 4, step 15, loss 0.020, test 0.125
Epoch 4, step 16, loss 0.051, test 0.129
Epoch 4, step 17, loss 0.316, test 0.099
Epoch 4, step 18, loss 0.133, test 0.089
Epoch 4, step 19, loss 0.061, test 0.085
Epoch 4, step 20, loss 0.055, test 0.086
Epoch 4, step 21, loss 0.047, test 0.084
Epoch 4, step 22, loss 0.023, test 0.085
Epoch 4, step 23, loss 0.024, test 0.085
Epoch 4, step 24, loss 0.001, test 0.085
Epoch 4, step 25, loss 0.000, test 0.085
Epoch 4, step 26, loss 0.097, test 0.092
Epoch 4, step 27, loss 0.004, test 0.093
Epoch 4, step 28, loss 0.118, test 0.096
Epoch 4, step 29, loss 0.129, test 0.091
Epoch 4, step 30, loss 0.203, test 0.088
Epoch 4, step 31, loss 0.000, test 0.087
Epoch 4, step 32, loss 0.081, test 0.085
Epoch 4, step 33, loss 0.072, test 0.086
Epoch 4, step 34, loss 0.002, test 0.085
Epoch 4, step 35, loss 0.026, test 0.104
Epoch 4, step 36, loss 0.126, test 0.090
Epoch 4, step 37, loss 0.109, test 0.084
Epoch 4, step 38, loss 0.031, test 0.083
Epoch 4, step 39, loss 0.007, test 0.082
Epoch 4, step 40, loss 0.035, test 0.080
Epoch 4, step 41, loss 0.121, test 0.082
Epoch 4, step 42, loss 0.045, test 0.084
Epoch 4, step 43, loss 0.030, test 0.085
Epoch 4, step 44, loss 0.461, test 0.088
Epoch 4, step 45, loss 0.125, test 0.091
Epoch 4, step 46, loss 0.131, test 0.095
Epoch 4, step 47, loss 0.023, test 0.098
Epoch 4, step 48, loss 0.073, test 0.107
Epoch 4, step 49, loss 0.025, test 0.110
Epoch 4, step 50, loss 0.066, test 0.104
Epoch 4, step 51, loss 0.406, test 0.140
Epoch 4, step 52, loss 0.624, test 0.141
Epoch 4, step 53, loss 0.214, test 0.147
Epoch 4, step 54, loss 0.013, test 0.143
Epoch 4, step 55, loss 0.201, test 0.096
Epoch 4, step 56, loss 0.054, test 0.094
Epoch 4, step 57, loss 0.319, test 0.133
Epoch 4, step 58, loss 0.030, test 0.154
Epoch 4, step 59, loss 0.218, test 0.150
Epoch 4, step 60, loss 0.004, test 0.152
Epoch 4, step 61, loss 0.009, test 0.153
Epoch 4, step 62, loss 0.121, test 0.118
Epoch 4, step 63, loss 0.008, test 0.114
Epoch 4, step 64, loss 0.219, test 0.113
Epoch 4, step 65, loss 0.085, test 0.113
Epoch 4, step 66, loss 0.084, test 0.122
Epoch 4, step 67, loss 0.221, test 0.126
Epoch 4, step 68, loss 0.350, test 0.123
Epoch 4, step 69, loss 0.422, test 0.131
Epoch 4, step 70, loss 0.420, test 0.140
Epoch 4, step 71, loss 0.091, test 0.141
Epoch 4, step 72, loss 0.002, test 0.141
Epoch 4, step 73, loss 0.159, test 0.136
Epoch 4, step 74, loss 0.084, test 0.125
Epoch 4, step 75, loss 0.055, test 0.123
Epoch 4, step 76, loss 0.155, test 0.127
Epoch 4, step 77, loss 0.001, test 0.135
Epoch 4, step 78, loss 0.030, test 0.140
Epoch 4, step 79, loss 0.279, test 0.147
Epoch 4, step 80, loss 0.093, test 0.146
Epoch 4, step 81, loss 0.015, test 0.147
Epoch 4, step 82, loss 0.002, test 0.150
Epoch 4, step 83, loss 0.001, test 0.148
Epoch 4, step 84, loss 0.542, test 0.151
Epoch 4, step 85, loss 0.081, test 0.149
Epoch 4, step 86, loss 0.002, test 0.150
Epoch 4, step 87, loss 0.151, test 0.140
Epoch 4, step 88, loss 0.176, test 0.128
Epoch 4, step 89, loss 0.021, test 0.124
Epoch 4, step 90, loss 0.023, test 0.123
Epoch 4, step 91, loss 0.035, test 0.122
Epoch 4, step 92, loss 0.159, test 0.124
Epoch 4, step 93, loss 0.189, test 0.138
Epoch 4, step 94, loss 0.021, test 0.140
Epoch 4, step 95, loss 0.011, test 0.148
Epoch 4, step 96, loss 0.003, test 0.148
Epoch 4, step 97, loss 0.021, test 0.144
Epoch 4, step 98, loss 0.160, test 0.115
Epoch 4, step 99, loss 0.359, test 0.113
Epoch 4, step 100, loss 0.316, test 0.089
Epoch 4, step 101, loss 0.008, test 0.087
Epoch 4, step 102, loss 0.112, test 0.086
Epoch 4, step 103, loss 0.027, test 0.091
Epoch 4, step 104, loss 0.105, test 0.091
Epoch 4, step 105, loss 0.015, test 0.092
Epoch 4, step 106, loss 0.119, test 0.091
Epoch 4, step 107, loss 0.000, test 0.091
Epoch 4, step 108, loss 0.005, test 0.091
Epoch 4, step 109, loss 0.703, test 0.126
Epoch 4, step 110, loss 0.015, test 0.138
Epoch 4, step 111, loss 0.000, test 0.145
Epoch 4, step 112, loss 0.138, test 0.137
Epoch 4, step 113, loss 1.514, test 0.133
Epoch 4, step 114, loss 0.147, test 0.122
Epoch 4, step 115, loss 0.065, test 0.122
Epoch 4, step 116, loss 0.001, test 0.122
Epoch 4, step 117, loss 0.061, test 0.121
Epoch 4, step 118, loss 0.193, test 0.121
Epoch 4, step 119, loss 0.048, test 0.119
Epoch 4, step 120, loss 0.010, test 0.115
Epoch 4, step 121, loss 0.052, test 0.114
Epoch 4, step 122, loss 0.000, test 0.113
Epoch 4, step 123, loss 0.004, test 0.113
Epoch 4, step 124, loss 0.068, test 0.114
Epoch 4, step 125, loss 0.222, test 0.115
Epoch 4, step 126, loss 0.183, test 0.115
Epoch 4, step 127, loss 0.742, test 0.114
Epoch 4, step 128, loss 0.031, test 0.113
Epoch 4, step 129, loss 0.000, test 0.113
Epoch 4, step 130, loss 0.000, test 0.113
Epoch 4, step 131, loss 0.025, test 0.113
Epoch 4, step 132, loss 0.018, test 0.111
Epoch 4, step 133, loss 0.135, test 0.136
Epoch 4, step 134, loss 0.659, test 0.147
Epoch 4, step 135, loss 0.089, test 0.159
Epoch 4, step 136, loss 0.118, test 0.162
Epoch 4, step 137, loss 0.124, test 0.166
Epoch 4, step 138, loss 0.100, test 0.177
Epoch 4, step 139, loss 0.343, test 0.184
Epoch 4, step 140, loss 0.243, test 0.151
Epoch 4, step 141, loss 0.353, test 0.160
Epoch 4, step 142, loss 0.000, test 0.160
Epoch 4, step 143, loss 0.102, test 0.161
Epoch 4, step 144, loss 0.027, test 0.163
Epoch 4, step 145, loss 0.122, test 0.157
Epoch 4, step 146, loss 0.000, test 0.156
Epoch 4, step 147, loss 0.044, test 0.159
Epoch 4, step 148, loss 0.013, test 0.144
Epoch 4, step 149, loss 0.076, test 0.141
Epoch 4, step 150, loss 0.108, test 0.135
Epoch 4, step 151, loss 0.003, test 0.134
Epoch 4, step 152, loss 0.515, test 0.131
Epoch 4, step 153, loss 0.072, test 0.117
Epoch 4, step 154, loss 0.079, test 0.118
Epoch 4, step 155, loss 0.001, test 0.119
Epoch 4, step 156, loss 0.006, test 0.123
Epoch 4, step 157, loss 0.355, test 0.184
Epoch 4, step 158, loss 0.063, test 0.239
Epoch 4, step 159, loss 0.023, test 0.277
Epoch 4, step 160, loss 0.027, test 0.303
Epoch 4, step 161, loss 0.003, test 0.316
Epoch 4, step 162, loss 0.341, test 0.221
Epoch 4, step 163, loss 0.157, test 0.203
Epoch 4, step 164, loss 0.000, test 0.196
Epoch 4, step 165, loss 0.020, test 0.189
Epoch 4, step 166, loss 0.313, test 0.172
Epoch 4, step 167, loss 0.046, test 0.164
Epoch 4, step 168, loss 0.015, test 0.157
Epoch 4, step 169, loss 0.107, test 0.145
Epoch 4, step 170, loss 0.043, test 0.134
Epoch 4, step 171, loss 0.025, test 0.124
Epoch 4, step 172, loss 0.000, test 0.122
Epoch 4, step 173, loss 0.000, test 0.120
Epoch 4, step 174, loss 0.034, test 0.113
Epoch 4, step 175, loss 0.033, test 0.113
Epoch 4, step 176, loss 0.004, test 0.113
Epoch 4, step 177, loss 0.687, test 0.107
Epoch 4, step 178, loss 0.026, test 0.107
Epoch 4, step 179, loss 0.013, test 0.106
Epoch 4, step 180, loss 0.049, test 0.104
Epoch 4, step 181, loss 0.016, test 0.099
Epoch 4, step 182, loss 0.048, test 0.100
Epoch 4, step 183, loss 0.058, test 0.098
Epoch 4, step 184, loss 0.028, test 0.104
Epoch 4, step 185, loss 0.007, test 0.104
Epoch 4, step 186, loss 0.300, test 0.107
Epoch 4, step 187, loss 0.000, test 0.109
Epoch 4, step 188, loss 0.011, test 0.107
Epoch 4, step 189, loss 1.277, test 0.116
Epoch 4, step 190, loss 0.048, test 0.149
Epoch 4, step 191, loss 0.020, test 0.170
Epoch 4, step 192, loss 0.025, test 0.187
Epoch 4, step 193, loss 0.007, test 0.192
Epoch 4, step 194, loss 0.003, test 0.195
Epoch 4, step 195, loss 0.265, test 0.146
Epoch 4, step 196, loss 0.003, test 0.140
Epoch 4, step 197, loss 0.288, test 0.127
Epoch 4, step 198, loss 0.002, test 0.125
Epoch 4, step 199, loss 0.226, test 0.106
Epoch 4, step 200, loss 0.002, test 0.101
Epoch 4, step 201, loss 0.135, test 0.096
Epoch 4, step 202, loss 0.082, test 0.095
Epoch 4, step 203, loss 0.022, test 0.093
Epoch 4, step 204, loss 0.010, test 0.092
Epoch 4, step 205, loss 0.380, test 0.092
Epoch 4, step 206, loss 0.099, test 0.095
Epoch 4, step 207, loss 1.111, test 0.088
Epoch 4, step 208, loss 0.005, test 0.088
Epoch 4, step 209, loss 0.015, test 0.088
Epoch 4, step 210, loss 0.011, test 0.087
Epoch 4, step 211, loss 0.001, test 0.087
Epoch 4, step 212, loss 0.011, test 0.087
Epoch 4, step 213, loss 0.005, test 0.083
Epoch 4, step 214, loss 0.013, test 0.082
Epoch 4, step 215, loss 0.523, test 0.078
Epoch 4, step 216, loss 0.118, test 0.079
Epoch 4, step 217, loss 0.073, test 0.081
Epoch 4, step 218, loss 0.002, test 0.083
Epoch 4, step 219, loss 0.052, test 0.087
Epoch 4, step 220, loss 0.074, test 0.095
Epoch 4, step 221, loss 0.239, test 0.095
Epoch 4, step 222, loss 0.229, test 0.092
Epoch 4, step 223, loss 0.248, test 0.095
Epoch 4, step 224, loss 0.009, test 0.097
Epoch 4, step 225, loss 0.479, test 0.139
Epoch 4, step 226, loss 0.084, test 0.146
Epoch 4, step 227, loss 1.341, test 0.133
Epoch 4, step 228, loss 0.043, test 0.128
Epoch 4, step 229, loss 0.205, test 0.124
Epoch 4, step 230, loss 0.068, test 0.117
Epoch 4, step 231, loss 0.009, test 0.117
Epoch 4, step 232, loss 0.000, test 0.116
Epoch 4, step 233, loss 0.367, test 0.109
Epoch 4, step 234, loss 0.114, test 0.111
Epoch 4, step 235, loss 0.376, test 0.108
Epoch 4, step 236, loss 0.234, test 0.105
Epoch 4, step 237, loss 0.232, test 0.082
Epoch 4, step 238, loss 0.318, test 0.076
Epoch 4, step 239, loss 0.099, test 0.074
Epoch 4, step 240, loss 0.004, test 0.074
Epoch 4, step 241, loss 0.003, test 0.074
Epoch 4, step 242, loss 0.000, test 0.074
Epoch 4, step 243, loss 0.019, test 0.073
Epoch 4, step 244, loss 0.294, test 0.072
Epoch 4, step 245, loss 0.750, test 0.071
Epoch 4, step 246, loss 0.073, test 0.071
Epoch 4, step 247, loss 0.026, test 0.071
Epoch 4, step 248, loss 0.069, test 0.071
Epoch 4, step 249, loss 0.008, test 0.071
Epoch 4, step 250, loss 0.193, test 0.080
Epoch 4, step 251, loss 0.001, test 0.083
Epoch 4, step 252, loss 0.135, test 0.086
Epoch 4, step 253, loss 0.188, test 0.083
Epoch 4, step 254, loss 0.001, test 0.083
Epoch 4, step 255, loss 0.017, test 0.082
Epoch 4, step 256, loss 0.013, test 0.078
Epoch 4, step 257, loss 0.075, test 0.081
Epoch 4, step 258, loss 0.153, test 0.076
Epoch 4, step 259, loss 0.042, test 0.075
Epoch 4, step 260, loss 0.101, test 0.074
Epoch 4, step 261, loss 0.077, test 0.076
Epoch 4, step 262, loss 0.034, test 0.078
Epoch 4, step 263, loss 0.174, test 0.080
Epoch 4, step 264, loss 0.254, test 0.078
Epoch 4, step 265, loss 0.013, test 0.081
Epoch 4, step 266, loss 0.213, test 0.097
Epoch 4, step 267, loss 0.024, test 0.109
Epoch 4, step 268, loss 0.000, test 0.110
Epoch 4, step 269, loss 1.139, test 0.106
Epoch 4, step 270, loss 0.055, test 0.130
Epoch 4, step 271, loss 0.009, test 0.145
Epoch 4, step 272, loss 0.045, test 0.150
Epoch 4, step 273, loss 0.061, test 0.133
Epoch 4, step 274, loss 0.018, test 0.128
Epoch 4, step 275, loss 0.230, test 0.101
Epoch 4, step 276, loss 0.035, test 0.099
Epoch 4, step 277, loss 0.824, test 0.098
Epoch 4, step 278, loss 0.363, test 0.099
Epoch 4, step 279, loss 0.032, test 0.098
Epoch 4, step 280, loss 0.010, test 0.099
Epoch 4, step 281, loss 0.018, test 0.099
Epoch 4, step 282, loss 0.541, test 0.099
Epoch 4, step 283, loss 0.001, test 0.100
Epoch 4, step 284, loss 0.007, test 0.101
Epoch 4, step 285, loss 0.018, test 0.101
Epoch 4, step 286, loss 0.128, test 0.101
Epoch 4, step 287, loss 0.032, test 0.101
Epoch 4, step 288, loss 0.000, test 0.101
Epoch 4, step 289, loss 0.251, test 0.102
Epoch 4, step 290, loss 0.004, test 0.102
Epoch 4, step 291, loss 0.021, test 0.101
Epoch 4, step 292, loss 0.015, test 0.099
Epoch 4, step 293, loss 0.000, test 0.099
Epoch 4, step 294, loss 0.013, test 0.101
Epoch 4, step 295, loss 0.033, test 0.101
Epoch 4, step 296, loss 0.017, test 0.098
Epoch 4, step 297, loss 0.243, test 0.099
Epoch 4, step 298, loss 0.042, test 0.099
Epoch 4, step 299, loss 0.823, test 0.100
Epoch 4, step 300, loss 0.082, test 0.103
Epoch 4, step 301, loss 0.165, test 0.101
Epoch 4, step 302, loss 0.000, test 0.100
Epoch 4, step 303, loss 0.629, test 0.100
Epoch 4, step 304, loss 0.019, test 0.100
Epoch 4, step 305, loss 0.070, test 0.100
Epoch 4, step 306, loss 0.001, test 0.100
Epoch 4, step 307, loss 0.176, test 0.100
Epoch 4, step 308, loss 0.032, test 0.099
Epoch 4, step 309, loss 0.174, test 0.100
Epoch 4, step 310, loss 0.059, test 0.098
Epoch 4, step 311, loss 0.172, test 0.097
Epoch 4, step 312, loss 0.147, test 0.099
Epoch 4, step 313, loss 0.088, test 0.097
Epoch 4, step 314, loss 0.020, test 0.098
Epoch 4, step 315, loss 0.032, test 0.098
Epoch 4, step 316, loss 0.042, test 0.098
Epoch 4, step 317, loss 0.411, test 0.101
Epoch 4, step 318, loss 1.166, test 0.099
Epoch 4, step 319, loss 0.001, test 0.100
Epoch 4, step 320, loss 0.880, test 0.100
Epoch 4, step 321, loss 0.092, test 0.099
Epoch 4, step 322, loss 0.315, test 0.098
Epoch 4, step 323, loss 0.289, test 0.099
Epoch 4, step 324, loss 0.029, test 0.098
Epoch 4, step 325, loss 0.006, test 0.098
Epoch 4, step 326, loss 0.036, test 0.096
Epoch 4, step 327, loss 0.365, test 0.098
Epoch 4, step 328, loss 0.008, test 0.099
Epoch 4, step 329, loss 0.178, test 0.105
Epoch 4, step 330, loss 0.143, test 0.107
Epoch 4, step 331, loss 0.008, test 0.108
Epoch 4, step 332, loss 0.289, test 0.098
Epoch 4, step 333, loss 0.043, test 0.099
Epoch 4, step 334, loss 0.137, test 0.108
Epoch 4, step 335, loss 0.307, test 0.099
Epoch 4, step 336, loss 0.168, test 0.097
Epoch 4, step 337, loss 0.113, test 0.091
Epoch 4, step 338, loss 0.033, test 0.092
Epoch 4, step 339, loss 0.008, test 0.089
Epoch 4, step 340, loss 0.087, test 0.088
Epoch 4, step 341, loss 0.067, test 0.089
Epoch 4, step 342, loss 0.007, test 0.089
Epoch 4, step 343, loss 0.669, test 0.081
Epoch 4, step 344, loss 0.046, test 0.081
Epoch 4, step 345, loss 0.046, test 0.081
Epoch 4, step 346, loss 0.161, test 0.086
Epoch 4, step 347, loss 0.006, test 0.087
Epoch 4, step 348, loss 0.084, test 0.085
Epoch 4, step 349, loss 0.010, test 0.085
Epoch 4, step 350, loss 0.091, test 0.085
Epoch 4, step 351, loss 0.014, test 0.086
Epoch 4, step 352, loss 0.034, test 0.085
Epoch 4, step 353, loss 0.312, test 0.085
Epoch 4, step 354, loss 0.350, test 0.087
Epoch 4, step 355, loss 0.000, test 0.090
Epoch 4, step 356, loss 0.229, test 0.094
Epoch 4, step 357, loss 0.035, test 0.098
Epoch 4, step 358, loss 0.252, test 0.098
Epoch 4, step 359, loss 0.095, test 0.097
Epoch 4, step 360, loss 0.289, test 0.093
Epoch 4, step 361, loss 0.347, test 0.094
Epoch 4, step 362, loss 0.012, test 0.094
Epoch 4, step 363, loss 0.149, test 0.097
Epoch 4, step 364, loss 0.016, test 0.097
Epoch 4, step 365, loss 0.046, test 0.097
Epoch 4, step 366, loss 0.000, test 0.096
Epoch 4, step 367, loss 0.001, test 0.096
Epoch 4, step 368, loss 0.051, test 0.095
Epoch 4, step 369, loss 0.046, test 0.095
Epoch 4, step 370, loss 0.080, test 0.095
Epoch 4, step 371, loss 0.011, test 0.095
Epoch 4, step 372, loss 0.005, test 0.095
Epoch 4, step 373, loss 0.200, test 0.094
Epoch 4, step 374, loss 0.108, test 0.093
Epoch 4, step 375, loss 0.261, test 0.102
Epoch 4, step 376, loss 0.343, test 0.105
Epoch 4, step 377, loss 0.000, test 0.107
Epoch 4, step 378, loss 0.001, test 0.108
Epoch 4, step 379, loss 0.111, test 0.094
Epoch 4, step 380, loss 0.455, test 0.101
Epoch 4, step 381, loss 0.002, test 0.103
Epoch 4, step 382, loss 0.035, test 0.103
Epoch 4, step 383, loss 0.069, test 0.103
Epoch 4, step 384, loss 0.001, test 0.103
Epoch 4, step 385, loss 0.310, test 0.107
Epoch 4, step 386, loss 0.189, test 0.121
Epoch 4, step 387, loss 0.002, test 0.126
Epoch 4, step 388, loss 0.079, test 0.128
Epoch 4, step 389, loss 0.412, test 0.110
Epoch 4, step 390, loss 0.175, test 0.111
Epoch 4, step 391, loss 0.071, test 0.111
Epoch 4, step 392, loss 0.001, test 0.111
Epoch 4, step 393, loss 0.090, test 0.111
Epoch 4, step 394, loss 0.135, test 0.110
Epoch 4, step 395, loss 0.090, test 0.108
Epoch 4, step 396, loss 0.308, test 0.110
Epoch 4, step 397, loss 0.019, test 0.111
Epoch 4, step 398, loss 0.010, test 0.111
Epoch 4, step 399, loss 0.046, test 0.111
Epoch 4, step 400, loss 0.532, test 0.112
Epoch 4, step 401, loss 0.189, test 0.111
Epoch 4, step 402, loss 0.264, test 0.117

Epoch 4, step 403, loss 0.132, test 0.114
Epoch 4, step 404, loss 0.007, test 0.115
Epoch 4, step 405, loss 0.150, test 0.114
Epoch 4, step 406, loss 0.544, test 0.111
Epoch 4, step 407, loss 0.018, test 0.110
Epoch 4, step 408, loss 0.296, test 0.111
Epoch 4, step 409, loss 0.003, test 0.112
Epoch 4, step 410, loss 0.126, test 0.115
Epoch 4, step 411, loss 0.042, test 0.135
Epoch 4, step 412, loss 1.311, test 0.128
Epoch 4, step 413, loss 0.080, test 0.133
Epoch 4, step 414, loss 0.059, test 0.130
Epoch 4, step 415, loss 0.012, test 0.130
Epoch 4, step 416, loss 1.611, test 0.120
Epoch 4, step 417, loss 0.328, test 0.121
Epoch 4, step 418, loss 0.549, test 0.121
Epoch 4, step 419, loss 0.097, test 0.119
Epoch 4, step 420, loss 0.074, test 0.116
Epoch 4, step 421, loss 0.076, test 0.116
Epoch 4, step 422, loss 0.001, test 0.116
Epoch 4, step 423, loss 0.146, test 0.117
Epoch 4, step 424, loss 0.196, test 0.145
Epoch 4, step 425, loss 0.000, test 0.155
Epoch 4, step 426, loss 0.157, test 0.160
Epoch 4, step 427, loss 0.010, test 0.159
Epoch 4, step 428, loss 0.000, test 0.160
Epoch 4, step 429, loss 0.015, test 0.161
Epoch 4, step 430, loss 0.043, test 0.161
Epoch 4, step 431, loss 0.285, test 0.177
Epoch 4, step 432, loss 0.021, test 0.187
Epoch 4, step 433, loss 0.065, test 0.151
Epoch 4, step 434, loss 0.015, test 0.147
Epoch 4, step 435, loss 0.108, test 0.123
Epoch 4, step 436, loss 0.006, test 0.121
Epoch 4, step 437, loss 0.005, test 0.120
Epoch 4, step 438, loss 0.252, test 0.120
Epoch 4, step 439, loss 0.042, test 0.124
Epoch 4, step 440, loss 0.158, test 0.127
Epoch 4, step 441, loss 0.013, test 0.128
Epoch 4, step 442, loss 0.414, test 0.123
Epoch 4, step 443, loss 0.010, test 0.123
Epoch 4, step 444, loss 0.126, test 0.131
Epoch 4, step 445, loss 0.441, test 0.160
Epoch 4, step 446, loss 0.023, test 0.193
Epoch 4, step 447, loss 0.000, test 0.206
Epoch 4, step 448, loss 0.000, test 0.213
Epoch 4, step 449, loss 0.021, test 0.212
Epoch 4, step 450, loss 0.013, test 0.211
Epoch 4, step 451, loss 0.000, test 0.211
Epoch 4, step 452, loss 0.077, test 0.201
Epoch 4, step 453, loss 0.077, test 0.228
Epoch 4, step 454, loss 0.051, test 0.237
Epoch 4, step 455, loss 0.057, test 0.238
Epoch 4, step 456, loss 0.090, test 0.223
Epoch 4, step 457, loss 0.010, test 0.228
Epoch 4, step 458, loss 0.013, test 0.225
Epoch 4, step 459, loss 0.436, test 0.185
Epoch 4, step 460, loss 0.071, test 0.182
Epoch 4, step 461, loss 0.306, test 0.184
Epoch 4, step 462, loss 0.856, test 0.089
Epoch 4, step 463, loss 0.026, test 0.083
Epoch 4, step 464, loss 0.001, test 0.082
Epoch 4, step 465, loss 0.008, test 0.081
Epoch 4, step 466, loss 0.327, test 0.081
Epoch 4, step 467, loss 0.018, test 0.081
Epoch 4, step 468, loss 0.000, test 0.081
Epoch 4, step 469, loss 0.002, test 0.081
Epoch 4, step 470, loss 0.004, test 0.081
Epoch 4, step 471, loss 0.107, test 0.087
Epoch 4, step 472, loss 0.057, test 0.088
Epoch 4, step 473, loss 0.087, test 0.087
Epoch 4, step 474, loss 0.015, test 0.088
Epoch 4, step 475, loss 0.005, test 0.087
Epoch 4, step 476, loss 0.158, test 0.086
Epoch 4, step 477, loss 0.147, test 0.088
Epoch 4, step 478, loss 0.073, test 0.089
Epoch 4, step 479, loss 0.192, test 0.089
Epoch 4, step 480, loss 0.003, test 0.089
Epoch 4, step 481, loss 0.050, test 0.091
Epoch 4, step 482, loss 0.013, test 0.092
Epoch 4, step 483, loss 0.001, test 0.092
Epoch 4, step 484, loss 0.000, test 0.092
Epoch 4, step 485, loss 0.000, test 0.092
Epoch 4, step 486, loss 0.001, test 0.091
Epoch 4, step 487, loss 0.048, test 0.092
Epoch 4, step 488, loss 0.032, test 0.093
Epoch 4, step 489, loss 0.095, test 0.092
Epoch 4, step 490, loss 0.904, test 0.087
Epoch 4, step 491, loss 1.068, test 0.088
Epoch 4, step 492, loss 0.134, test 0.087
Epoch 4, step 493, loss 0.274, test 0.086
Epoch 4, step 494, loss 0.046, test 0.086
Epoch 4, step 495, loss 0.559, test 0.083
Epoch 4, step 496, loss 0.008, test 0.082
Epoch 4, step 497, loss 0.058, test 0.081
Epoch 4, step 498, loss 0.622, test 0.090
Epoch 4, step 499, loss 0.012, test 0.093
Epoch 4, step 500, loss 0.092, test 0.093
Epoch 4, step 501, loss 0.015, test 0.095
Epoch 4, step 502, loss 0.087, test 0.128
Epoch 4, step 503, loss 0.056, test 0.140
Epoch 4, step 504, loss 0.237, test 0.152
Epoch 4, step 505, loss 0.112, test 0.166
Epoch 4, step 506, loss 0.017, test 0.173
Epoch 4, step 507, loss 0.005, test 0.175
Epoch 4, step 508, loss 0.070, test 0.170
Epoch 4, step 509, loss 0.002, test 0.171
Epoch 4, step 510, loss 0.025, test 0.172
Epoch 4, step 511, loss 0.139, test 0.148
Epoch 4, step 512, loss 0.215, test 0.140
Epoch 4, step 513, loss 0.008, test 0.133
Epoch 4, step 514, loss 0.762, test 0.126
Epoch 4, step 515, loss 0.009, test 0.120
Epoch 4, step 516, loss 0.105, test 0.106
Epoch 4, step 517, loss 0.003, test 0.104
Epoch 4, step 518, loss 0.015, test 0.109
Epoch 4, step 519, loss 0.003, test 0.110
Epoch 4, step 520, loss 0.033, test 0.108
Epoch 4, step 521, loss 0.417, test 0.153
Epoch 4, step 522, loss 0.057, test 0.159
Epoch 4, step 523, loss 0.131, test 0.172
Epoch 4, step 524, loss 0.024, test 0.172
Epoch 4, step 525, loss 0.589, test 0.119
Epoch 4, step 526, loss 0.088, test 0.136
Epoch 4, step 527, loss 0.189, test 0.132
Epoch 4, step 528, loss 0.035, test 0.134
Epoch 4, step 529, loss 0.032, test 0.139
Epoch 4, step 530, loss 0.021, test 0.140
Epoch 4, step 531, loss 0.340, test 0.139
Epoch 4, step 532, loss 0.100, test 0.152
Epoch 4, step 533, loss 0.006, test 0.160
Epoch 4, step 534, loss 0.120, test 0.159
Epoch 4, step 535, loss 0.006, test 0.160
Epoch 4, step 536, loss 0.015, test 0.159
Epoch 4, step 537, loss 0.047, test 0.163
Epoch 4, step 538, loss 0.080, test 0.168
Epoch 4, step 539, loss 0.170, test 0.144
Epoch 4, step 540, loss 0.605, test 0.109
Epoch 4, step 541, loss 0.213, test 0.101
Epoch 4, step 542, loss 0.407, test 0.098
Epoch 4, step 543, loss 0.115, test 0.097
Epoch 4, step 544, loss 0.059, test 0.097
Epoch 4, step 545, loss 0.003, test 0.096
Epoch 4, step 546, loss 0.077, test 0.092
Epoch 4, step 547, loss 0.018, test 0.092
Epoch 4, step 548, loss 0.035, test 0.093
Epoch 4, step 549, loss 0.015, test 0.110
Epoch 4, step 550, loss 0.078, test 0.119
Epoch 4, step 551, loss 0.024, test 0.121
Epoch 4, step 552, loss 0.173, test 0.115
Epoch 4, step 553, loss 0.102, test 0.101
Epoch 4, step 554, loss 0.008, test 0.100
Epoch 4, step 555, loss 0.018, test 0.099
Epoch 4, step 556, loss 0.002, test 0.100
Epoch 4, step 557, loss 0.009, test 0.101
Epoch 4, step 558, loss 0.071, test 0.098
Epoch 4, step 559, loss 0.001, test 0.098
Epoch 4, step 560, loss 0.005, test 0.098
Epoch 4, step 561, loss 0.104, test 0.100
Epoch 4, step 562, loss 0.008, test 0.100
Epoch 4, step 563, loss 0.001, test 0.100
Epoch 4, step 564, loss 0.106, test 0.108
Epoch 4, step 565, loss 0.354, test 0.108
Epoch 4, step 566, loss 0.017, test 0.117
Epoch 4, step 567, loss 0.145, test 0.125
Epoch 4, step 568, loss 0.066, test 0.126
Epoch 4, step 569, loss 0.265, test 0.139
Epoch 4, step 570, loss 0.002, test 0.142
Epoch 4, step 571, loss 0.031, test 0.146
Epoch 4, step 572, loss 0.001, test 0.147
Epoch 4, step 573, loss 0.098, test 0.169
Epoch 4, step 574, loss 2.289, test 0.465
Epoch 4, step 575, loss 0.009, test 0.676
Epoch 4, step 576, loss 0.248, test 0.809
Epoch 4, step 577, loss 1.709, test 0.263
Epoch 4, step 578, loss 0.033, test 0.213
Epoch 4, step 579, loss 0.028, test 0.187
Epoch 4, step 580, loss 0.053, test 0.175
Epoch 4, step 581, loss 0.059, test 0.172
Epoch 4, step 582, loss 0.824, test 0.086
Epoch 4, step 583, loss 0.004, test 0.078
Epoch 4, step 584, loss 0.548, test 0.081
Epoch 4, step 585, loss 0.014, test 0.080
Epoch 4, step 586, loss 0.269, test 0.088
Epoch 4, step 587, loss 0.001, test 0.095
Epoch 4, step 588, loss 0.057, test 0.099
Epoch 4, step 589, loss 0.001, test 0.101
Epoch 4, step 590, loss 0.029, test 0.092
Epoch 4, step 591, loss 0.000, test 0.091
Epoch 4, step 592, loss 0.030, test 0.090
Epoch 4, step 593, loss 0.261, test 0.078
Epoch 4, step 594, loss 0.003, test 0.077
Epoch 4, step 595, loss 0.002, test 0.077
Epoch 4, step 596, loss 0.116, test 0.076
Epoch 4, step 597, loss 0.003, test 0.076
Epoch 4, step 598, loss 0.700, test 0.075
Epoch 4, step 599, loss 0.211, test 0.074
Epoch 4, step 600, loss 0.007, test 0.074
Epoch 4, step 601, loss 0.009, test 0.074
Epoch 4, step 602, loss 0.172, test 0.077
Epoch 4, step 603, loss 0.082, test 0.077
Epoch 4, step 604, loss 0.167, test 0.077
Epoch 4, step 605, loss 0.010, test 0.078
Epoch 4, step 606, loss 0.253, test 0.093
Epoch 4, step 607, loss 0.110, test 0.092
Epoch 4, step 608, loss 0.153, test 0.098
Epoch 4, step 609, loss 0.001, test 0.101
Epoch 4, step 610, loss 0.045, test 0.087
Epoch 4, step 611, loss 0.018, test 0.087
Epoch 4, step 612, loss 0.270, test 0.084
Epoch 4, step 613, loss 0.077, test 0.083
Epoch 4, step 614, loss 0.004, test 0.086
Epoch 4, step 615, loss 0.008, test 0.086
Epoch 4, step 616, loss 0.136, test 0.088
Epoch 4, step 617, loss 0.061, test 0.089
Epoch 4, step 618, loss 0.002, test 0.089
Epoch 4, step 619, loss 0.600, test 0.089
Epoch 4, step 620, loss 0.015, test 0.090
Epoch 4, step 621, loss 0.044, test 0.099
Epoch 4, step 622, loss 0.251, test 0.103
Epoch 4, step 623, loss 0.034, test 0.103
Epoch 4, step 624, loss 0.417, test 0.100
Epoch 4, step 625, loss 0.022, test 0.098
Epoch 4, step 626, loss 0.042, test 0.098
Epoch 4, step 627, loss 0.002, test 0.098
Epoch 4, step 628, loss 0.048, test 0.097
Epoch 4, step 629, loss 0.090, test 0.103
Epoch 4, step 630, loss 0.159, test 0.101
Epoch 4, step 631, loss 0.025, test 0.101
Epoch 4, step 632, loss 0.034, test 0.100
Epoch 4, step 633, loss 0.704, test 0.096
Epoch 4, step 634, loss 0.022, test 0.095
Epoch 4, step 635, loss 0.071, test 0.095
Epoch 4, step 636, loss 0.004, test 0.094
Epoch 4, step 637, loss 0.267, test 0.096
Epoch 4, step 638, loss 0.008, test 0.095
Epoch 4, step 639, loss 0.227, test 0.097
Epoch 4, step 640, loss 0.127, test 0.098
Epoch 4, step 641, loss 0.562, test 0.096
Epoch 4, step 642, loss 0.044, test 0.095
Epoch 4, step 643, loss 0.141, test 0.092
Epoch 4, step 644, loss 0.127, test 0.108
Epoch 4, step 645, loss 0.013, test 0.111
Epoch 4, step 646, loss 0.210, test 0.116
Epoch 4, step 647, loss 0.416, test 0.141
Epoch 4, step 648, loss 0.098, test 0.171
Epoch 4, step 649, loss 0.159, test 0.172
Epoch 4, step 650, loss 0.308, test 0.191
Epoch 4, step 651, loss 0.413, test 0.169
Epoch 4, step 652, loss 0.022, test 0.166
Epoch 4, step 653, loss 0.044, test 0.137
Epoch 4, step 654, loss 0.608, test 0.127
Epoch 4, step 655, loss 0.129, test 0.098
Epoch 4, step 656, loss 0.023, test 0.093
Epoch 4, step 657, loss 0.013, test 0.090
Epoch 4, step 658, loss 0.242, test 0.087
Epoch 4, step 659, loss 0.178, test 0.087
Epoch 4, step 660, loss 0.374, test 0.100
Epoch 4, step 661, loss 0.111, test 0.097
Epoch 4, step 662, loss 0.001, test 0.096
Epoch 4, step 663, loss 0.000, test 0.096
Epoch 4, step 664, loss 0.141, test 0.102
Epoch 4, step 665, loss 0.015, test 0.098
Epoch 4, step 666, loss 1.076, test 0.282
Epoch 4, step 667, loss 0.005, test 0.387
Epoch 4, step 668, loss 0.020, test 0.436
Epoch 4, step 669, loss 0.026, test 0.469
Epoch 4, step 670, loss 0.001, test 0.486
Epoch 4, step 671, loss 0.344, test 0.537
Epoch 4, step 672, loss 0.040, test 0.539
Epoch 4, step 673, loss 0.159, test 0.550
Epoch 4, step 674, loss 0.036, test 0.559
Epoch 4, step 675, loss 0.008, test 0.576
Epoch 4, step 676, loss 0.075, test 0.609
Epoch 4, step 677, loss 0.025, test 0.607
Epoch 4, step 678, loss 0.010, test 0.611
Epoch 4, step 679, loss 0.398, test 0.602
Epoch 4, step 680, loss 0.023, test 0.552
Epoch 4, step 681, loss 0.347, test 0.326
Epoch 4, step 682, loss 0.000, test 0.294
Epoch 4, step 683, loss 0.345, test 0.290
Epoch 4, step 684, loss 0.218, test 0.220
Epoch 4, step 685, loss 0.022, test 0.195
Epoch 4, step 686, loss 0.299, test 0.169
Epoch 4, step 687, loss 0.049, test 0.158
Epoch 4, step 688, loss 0.091, test 0.149
Epoch 4, step 689, loss 0.076, test 0.150
Epoch 4, step 690, loss 0.278, test 0.110
Epoch 4, step 691, loss 0.120, test 0.097
Epoch 4, step 692, loss 0.011, test 0.093
Epoch 4, step 693, loss 0.048, test 0.089
Epoch 4, step 694, loss 0.017, test 0.088
Epoch 4, step 695, loss 0.274, test 0.088
Epoch 4, step 696, loss 0.008, test 0.088
Epoch 4, step 697, loss 0.001, test 0.088
Epoch 4, step 698, loss 0.033, test 0.086
Epoch 4, step 699, loss 0.296, test 0.083
Epoch 4, step 700, loss 0.000, test 0.083
Epoch 4, step 701, loss 0.012, test 0.084
Epoch 4, step 702, loss 0.116, test 0.093
Epoch 4, step 703, loss 0.007, test 0.095
Epoch 4, step 704, loss 0.119, test 0.111
Epoch 4, step 705, loss 0.118, test 0.117
Epoch 4, step 706, loss 0.007, test 0.117
Epoch 4, step 707, loss 0.497, test 0.090
Epoch 4, step 708, loss 0.038, test 0.086
Epoch 4, step 709, loss 0.275, test 0.088
Epoch 4, step 710, loss 0.084, test 0.087
Epoch 4, step 711, loss 0.323, test 0.088
Epoch 4, step 712, loss 0.000, test 0.088
Epoch 4, step 713, loss 0.001, test 0.092
Epoch 4, step 714, loss 0.181, test 0.077
Epoch 4, step 715, loss 0.024, test 0.076
Epoch 4, step 716, loss 0.059, test 0.075
Epoch 4, step 717, loss 0.085, test 0.074
Epoch 4, step 718, loss 0.559, test 0.074
Epoch 4, step 719, loss 0.036, test 0.074
Epoch 4, step 720, loss 0.093, test 0.074
Epoch 4, step 721, loss 0.036, test 0.075
Epoch 4, step 722, loss 0.090, test 0.074
Epoch 4, step 723, loss 0.270, test 0.074
Epoch 4, step 724, loss 0.001, test 0.074
Epoch 4, step 725, loss 0.008, test 0.074
Epoch 4, step 726, loss 0.045, test 0.074
Epoch 4, step 727, loss 0.156, test 0.075
Epoch 4, step 728, loss 0.680, test 0.075
Epoch 4, step 729, loss 0.014, test 0.075
Epoch 4, step 730, loss 0.688, test 0.076
Epoch 4, step 731, loss 0.129, test 0.075
Epoch 4, step 732, loss 0.015, test 0.074
Epoch 4, step 733, loss 0.002, test 0.074
Epoch 4, step 734, loss 0.721, test 0.083
Epoch 4, step 735, loss 0.215, test 0.084
Epoch 4, step 736, loss 0.104, test 0.083
Epoch 4, step 737, loss 0.002, test 0.083
Epoch 4, step 738, loss 0.001, test 0.084
Epoch 4, step 739, loss 0.122, test 0.082
Epoch 4, step 740, loss 0.005, test 0.081
Epoch 4, step 741, loss 0.022, test 0.080
Epoch 4, step 742, loss 0.004, test 0.080
Epoch 4, step 743, loss 0.020, test 0.080
Epoch 4, step 744, loss 0.561, test 0.078
Epoch 4, step 745, loss 0.037, test 0.078
Epoch 4, step 746, loss 0.003, test 0.078
Epoch 4, step 747, loss 0.011, test 0.078
Epoch 4, step 748, loss 0.056, test 0.080
Epoch 4, step 749, loss 0.006, test 0.081
Epoch 4, step 750, loss 0.008, test 0.081
Epoch 4, step 751, loss 0.234, test 0.108
Epoch 4, step 752, loss 0.005, test 0.112
Epoch 4, step 753, loss 0.003, test 0.114
Epoch 4, step 754, loss 0.630, test 0.100
Epoch 4, step 755, loss 0.079, test 0.102
Epoch 4, step 756, loss 0.120, test 0.098
Epoch 4, step 757, loss 0.022, test 0.099
Epoch 4, step 758, loss 0.551, test 0.097
Epoch 4, step 759, loss 0.012, test 0.095
Epoch 4, step 760, loss 0.056, test 0.087
Epoch 4, step 761, loss 0.309, test 0.088
Epoch 4, step 762, loss 0.049, test 0.088
Epoch 4, step 763, loss 0.430, test 0.203
Epoch 4, step 764, loss 0.000, test 0.252
Epoch 4, step 765, loss 0.005, test 0.276
Epoch 4, step 766, loss 0.198, test 0.267
Epoch 4, step 767, loss 0.430, test 0.210
Epoch 4, step 768, loss 0.019, test 0.206
Epoch 4, step 769, loss 0.420, test 0.151
Epoch 4, step 770, loss 0.043, test 0.144
Epoch 4, step 771, loss 0.009, test 0.140
Epoch 4, step 772, loss 0.008, test 0.138
Epoch 4, step 773, loss 0.000, test 0.137
Epoch 4, step 774, loss 0.177, test 0.134
Epoch 4, step 775, loss 0.049, test 0.138
Epoch 4, step 776, loss 0.004, test 0.137
Epoch 4, step 777, loss 0.028, test 0.136
Epoch 4, step 778, loss 0.183, test 0.133
Epoch 4, step 779, loss 0.021, test 0.139
Epoch 4, step 780, loss 0.018, test 0.138
Epoch 4, step 781, loss 0.009, test 0.135
Epoch 4, step 782, loss 0.002, test 0.135
Epoch 4, step 783, loss 0.005, test 0.138
Epoch 4, step 784, loss 0.032, test 0.138
Epoch 4, step 785, loss 0.017, test 0.136
Epoch 4, step 786, loss 0.061, test 0.148
Epoch 4, step 787, loss 0.013, test 0.132
Epoch 4, step 788, loss 0.068, test 0.128
Epoch 4, step 789, loss 0.178, test 0.127
Epoch 4, step 790, loss 0.280, test 0.123
Epoch 4, step 791, loss 0.364, test 0.117
Epoch 4, step 792, loss 0.052, test 0.111
Epoch 4, step 793, loss 0.271, test 0.113
Epoch 4, step 794, loss 0.021, test 0.115
Epoch 4, step 795, loss 0.081, test 0.115
Epoch 4, step 796, loss 0.839, test 0.145
Epoch 4, step 797, loss 0.001, test 0.153
Epoch 4, step 798, loss 0.427, test 0.165
Epoch 4, step 799, loss 0.186, test 0.167
Epoch 4, step 800, loss 0.029, test 0.167
Epoch 4, step 801, loss 0.108, test 0.165
Epoch 4, step 802, loss 0.112, test 0.169
Epoch 4, step 803, loss 0.269, test 0.159
Epoch 4, step 804, loss 0.013, test 0.159
Epoch 4, step 805, loss 0.093, test 0.155
Epoch 4, step 806, loss 0.096, test 0.151
Epoch 4, step 807, loss 0.000, test 0.150
Epoch 4, step 808, loss 0.903, test 0.204
Epoch 4, step 809, loss 0.004, test 0.212
Epoch 4, step 810, loss 0.061, test 0.174
Epoch 4, step 811, loss 0.141, test 0.169
Epoch 4, step 812, loss 0.042, test 0.165
Epoch 4, step 813, loss 0.117, test 0.167
Epoch 4, step 814, loss 0.122, test 0.154
Epoch 4, step 815, loss 0.422, test 0.124
Epoch 4, step 816, loss 0.251, test 0.120
Epoch 4, step 817, loss 0.002, test 0.118
Epoch 4, step 818, loss 0.093, test 0.119
Epoch 4, step 819, loss 0.060, test 0.117
Epoch 4, step 820, loss 0.083, test 0.117
Epoch 4, step 821, loss 0.448, test 0.116
Epoch 4, step 822, loss 0.001, test 0.115
Epoch 4, step 823, loss 0.078, test 0.114
Epoch 4, step 824, loss 0.132, test 0.111
Epoch 4, step 825, loss 0.001, test 0.111
Epoch 4, step 826, loss 0.013, test 0.110
Epoch 4, step 827, loss 0.046, test 0.109
Epoch 4, step 828, loss 0.000, test 0.108
Epoch 4, step 829, loss 0.680, test 0.125
Epoch 4, step 830, loss 0.007, test 0.130
Epoch 4, step 831, loss 0.000, test 0.133
Epoch 4, step 832, loss 0.410, test 0.134
Epoch 4, step 833, loss 0.035, test 0.135
Epoch 4, step 834, loss 0.004, test 0.135
Epoch 4, step 835, loss 0.008, test 0.136
Epoch 4, step 836, loss 0.151, test 0.137
Epoch 4, step 837, loss 0.095, test 0.113
Epoch 4, step 838, loss 0.011, test 0.111
Epoch 4, step 839, loss 0.024, test 0.110
Epoch 4, step 840, loss 0.312, test 0.108
Epoch 4, step 841, loss 0.085, test 0.113
Epoch 4, step 842, loss 0.218, test 0.107
Epoch 4, step 843, loss 0.088, test 0.105
Epoch 4, step 844, loss 0.010, test 0.105
Epoch 4, step 845, loss 0.095, test 0.105
Epoch 4, step 846, loss 0.151, test 0.112
Epoch 4, step 847, loss 0.068, test 0.114
Epoch 4, step 848, loss 0.036, test 0.115
Epoch 4, step 849, loss 0.571, test 0.137
Epoch 4, step 850, loss 0.045, test 0.146
Epoch 4, step 851, loss 0.007, test 0.151
Epoch 4, step 852, loss 0.323, test 0.132
Epoch 4, step 853, loss 0.247, test 0.129
Epoch 4, step 854, loss 0.049, test 0.127
Epoch 4, step 855, loss 0.018, test 0.126
Epoch 4, step 856, loss 0.100, test 0.128
Epoch 4, step 857, loss 0.050, test 0.126
Epoch 4, step 858, loss 0.015, test 0.126
Epoch 4, step 859, loss 0.055, test 0.128
Epoch 4, step 860, loss 0.001, test 0.128
Epoch 4, step 861, loss 0.079, test 0.128
Epoch 4, step 862, loss 0.126, test 0.115
Epoch 4, step 863, loss 0.033, test 0.117
Epoch 4, step 864, loss 0.087, test 0.117
Epoch 4, step 865, loss 0.047, test 0.117
Epoch 4, step 866, loss 0.515, test 0.119
Epoch 4, step 867, loss 0.174, test 0.119
Epoch 4, step 868, loss 0.368, test 0.121
Epoch 4, step 869, loss 0.052, test 0.117
Epoch 4, step 870, loss 0.042, test 0.116
Epoch 4, step 871, loss 0.091, test 0.112
Epoch 4, step 872, loss 0.030, test 0.110
Epoch 4, step 873, loss 0.564, test 0.116
Epoch 4, step 874, loss 0.016, test 0.116
Epoch 4, step 875, loss 0.382, test 0.111
Epoch 4, step 876, loss 0.002, test 0.112
Epoch 4, step 877, loss 0.001, test 0.112
Epoch 4, step 878, loss 0.001, test 0.112
Epoch 4, step 879, loss 0.004, test 0.112
Epoch 4, step 880, loss 0.047, test 0.110
Epoch 4, step 881, loss 0.880, test 0.135
Epoch 4, step 882, loss 0.000, test 0.140
Epoch 4, step 883, loss 0.038, test 0.144
Epoch 4, step 884, loss 0.041, test 0.147
Epoch 4, step 885, loss 0.039, test 0.147
Epoch 4, step 886, loss 0.091, test 0.160
Epoch 4, step 887, loss 0.082, test 0.163
Epoch 4, step 888, loss 0.188, test 0.134
Epoch 4, step 889, loss 0.202, test 0.121
Epoch 4, step 890, loss 0.003, test 0.120
Epoch 4, step 891, loss 0.007, test 0.118
Epoch 4, step 892, loss 0.062, test 0.116
Epoch 4, step 893, loss 0.101, test 0.115
Epoch 4, step 894, loss 0.526, test 0.117
Epoch 4, step 895, loss 0.147, test 0.116
Epoch 4, step 896, loss 0.001, test 0.117
Epoch 4, step 897, loss 0.026, test 0.118
Epoch 4, step 898, loss 0.002, test 0.119
Epoch 4, step 899, loss 0.394, test 0.113
Epoch 4, step 900, loss 0.000, test 0.112
Epoch 4, step 901, loss 0.066, test 0.112
Epoch 4, step 902, loss 1.356, test 0.115
Epoch 4, step 903, loss 0.223, test 0.113
Epoch 4, step 904, loss 0.055, test 0.110
Epoch 4, step 905, loss 0.090, test 0.109
Epoch 4, step 906, loss 0.000, test 0.108
Epoch 4, step 907, loss 0.157, test 0.094
Epoch 4, step 908, loss 0.027, test 0.093
Epoch 4, step 909, loss 0.244, test 0.152
Epoch 4, step 910, loss 0.108, test 0.169
Epoch 4, step 911, loss 0.001, test 0.179
Epoch 4, step 912, loss 0.150, test 0.232
Epoch 4, step 913, loss 0.104, test 0.258
Epoch 4, step 914, loss 0.070, test 0.269
Epoch 4, step 915, loss 0.276, test 0.202
Epoch 4, step 916, loss 0.017, test 0.185
Epoch 4, step 917, loss 0.184, test 0.149
Epoch 4, step 918, loss 0.704, test 0.146
Epoch 4, step 919, loss 0.079, test 0.137
Epoch 4, step 920, loss 0.025, test 0.128
Epoch 4, step 921, loss 0.029, test 0.126
Epoch 4, step 922, loss 0.120, test 0.122
Epoch 4, step 923, loss 0.001, test 0.121
Epoch 4, step 924, loss 0.020, test 0.120
Epoch 4, step 925, loss 0.026, test 0.120
Epoch 4, step 926, loss 0.633, test 0.126
Epoch 4, step 927, loss 0.316, test 0.128
Epoch 4, step 928, loss 0.233, test 0.095
Epoch 4, step 929, loss 0.320, test 0.094
Epoch 4, step 930, loss 0.200, test 0.090
Epoch 4, step 931, loss 0.021, test 0.091
Epoch 4, step 932, loss 0.199, test 0.091
Epoch 4, step 933, loss 0.458, test 0.095
Epoch 4, step 934, loss 0.067, test 0.090
Epoch 4, step 935, loss 0.127, test 0.093
Epoch 4, step 936, loss 0.173, test 0.096
Epoch 4, step 937, loss 0.027, test 0.105
Epoch 4, step 938, loss 0.006, test 0.105
Epoch 4, step 939, loss 0.029, test 0.102
Epoch 4, step 940, loss 0.007, test 0.101
Epoch 4, step 941, loss 0.120, test 0.117
Epoch 4, step 942, loss 0.295, test 0.127
Epoch 4, step 943, loss 0.000, test 0.130
Epoch 4, step 944, loss 0.439, test 0.135
Epoch 4, step 945, loss 0.106, test 0.109
Epoch 4, step 946, loss 0.130, test 0.103
Epoch 4, step 947, loss 0.057, test 0.101
Epoch 4, step 948, loss 0.000, test 0.099
Epoch 4, step 949, loss 0.102, test 0.095
Epoch 4, step 950, loss 0.024, test 0.094
Epoch 4, step 951, loss 0.303, test 0.094
Epoch 4, step 952, loss 0.235, test 0.094
Epoch 4, step 953, loss 0.005, test 0.092
Epoch 4, step 954, loss 0.019, test 0.092
Epoch 4, step 955, loss 0.029, test 0.092
Epoch 4, step 956, loss 0.052, test 0.090
Epoch 4, step 957, loss 0.027, test 0.091
Epoch 4, step 958, loss 0.247, test 0.091
Epoch 4, step 959, loss 0.013, test 0.091
Epoch 4, step 960, loss 0.108, test 0.091
Epoch 4, step 961, loss 0.061, test 0.091
Epoch 4, step 962, loss 0.103, test 0.091
Epoch 4, step 963, loss 0.024, test 0.094
Epoch 4, step 964, loss 0.134, test 0.095
Epoch 4, step 965, loss 0.004, test 0.096
Epoch 4, step 966, loss 0.085, test 0.093
Epoch 4, step 967, loss 0.032, test 0.093
Epoch 4, step 968, loss 0.011, test 0.093
Epoch 4, step 969, loss 0.008, test 0.093
Epoch 4, step 970, loss 0.006, test 0.093

Epoch 4, step 971, loss 0.061, test 0.094
Epoch 4, step 972, loss 0.014, test 0.096
Epoch 4, step 973, loss 0.009, test 0.096
Epoch 4, step 974, loss 0.004, test 0.096
Epoch 4, step 975, loss 0.024, test 0.096
Epoch 4, step 976, loss 0.013, test 0.095
Epoch 4, step 977, loss 0.000, test 0.095
Epoch 4, step 978, loss 1.423, test 0.145
Epoch 4, step 979, loss 0.168, test 0.162
Epoch 4, step 980, loss 0.095, test 0.172
Epoch 4, step 981, loss 0.212, test 0.133
Epoch 4, step 982, loss 0.125, test 0.127
Epoch 4, step 983, loss 0.045, test 0.132
Epoch 4, step 984, loss 0.018, test 0.133
Epoch 4, step 985, loss 0.235, test 0.128
Epoch 4, step 986, loss 0.003, test 0.127
Epoch 4, step 987, loss 0.002, test 0.126
Epoch 4, step 988, loss 0.006, test 0.125
Epoch 4, step 989, loss 0.041, test 0.125
Epoch 4, step 990, loss 0.208, test 0.126
Epoch 4, step 991, loss 0.939, test 0.115
Epoch 4, step 992, loss 0.122, test 0.116
Epoch 4, step 993, loss 0.014, test 0.117
Epoch 4, step 994, loss 0.054, test 0.119
Epoch 4, step 995, loss 0.396, test 0.115
Epoch 4, step 996, loss 0.005, test 0.119
Epoch 4, step 997, loss 0.004, test 0.122
Epoch 4, step 998, loss 0.143, test 0.126
Epoch 4, step 999, loss 0.048, test 0.126
Epoch 5, step 0, loss 0.396, test 0.131
Epoch 5, step 1, loss 0.074, test 0.136
Epoch 5, step 2, loss 0.033, test 0.141
Epoch 5, step 3, loss 0.036, test 0.147
Epoch 5, step 4, loss 0.070, test 0.134
Epoch 5, step 5, loss 0.436, test 0.115
Epoch 5, step 6, loss 0.131, test 0.112
Epoch 5, step 7, loss 0.024, test 0.111
Epoch 5, step 8, loss 0.003, test 0.110
Epoch 5, step 9, loss 0.080, test 0.110
Epoch 5, step 10, loss 0.081, test 0.112
Epoch 5, step 11, loss 0.105, test 0.116
Epoch 5, step 12, loss 0.024, test 0.116
Epoch 5, step 13, loss 0.008, test 0.116
Epoch 5, step 14, loss 0.205, test 0.123
Epoch 5, step 15, loss 0.160, test 0.115
Epoch 5, step 16, loss 0.883, test 0.136
Epoch 5, step 17, loss 0.010, test 0.142
Epoch 5, step 18, loss 0.010, test 0.144
Epoch 5, step 19, loss 0.026, test 0.145
Epoch 5, step 20, loss 0.001, test 0.145
Epoch 5, step 21, loss 0.798, test 0.152
Epoch 5, step 22, loss 0.085, test 0.144
Epoch 5, step 23, loss 0.192, test 0.143
Epoch 5, step 24, loss 0.700, test 0.133
Epoch 5, step 25, loss 0.000, test 0.140
Epoch 5, step 26, loss 0.068, test 0.158
Epoch 5, step 27, loss 0.084, test 0.165
Epoch 5, step 28, loss 0.240, test 0.169
Epoch 5, step 29, loss 0.020, test 0.172
Epoch 5, step 30, loss 0.136, test 0.171
Epoch 5, step 31, loss 0.003, test 0.173
Epoch 5, step 32, loss 0.001, test 0.172
Epoch 5, step 33, loss 0.004, test 0.174
Epoch 5, step 34, loss 0.568, test 0.132
Epoch 5, step 35, loss 0.161, test 0.128
Epoch 5, step 36, loss 0.028, test 0.155
Epoch 5, step 37, loss 0.000, test 0.159
Epoch 5, step 38, loss 0.144, test 0.186
Epoch 5, step 39, loss 0.075, test 0.190
Epoch 5, step 40, loss 0.088, test 0.227
Epoch 5, step 41, loss 0.443, test 0.213
Epoch 5, step 42, loss 0.011, test 0.214
Epoch 5, step 43, loss 0.016, test 0.207
Epoch 5, step 44, loss 0.095, test 0.204
Epoch 5, step 45, loss 0.151, test 0.205
Epoch 5, step 46, loss 0.091, test 0.214
Epoch 5, step 47, loss 0.004, test 0.215
Epoch 5, step 48, loss 0.016, test 0.221
Epoch 5, step 49, loss 0.152, test 0.191
Epoch 5, step 50, loss 0.030, test 0.184
Epoch 5, step 51, loss 0.195, test 0.178
Epoch 5, step 52, loss 0.233, test 0.193
Epoch 5, step 53, loss 1.316, test 0.371
Epoch 5, step 54, loss 0.410, test 0.433
Epoch 5, step 55, loss 0.229, test 0.476
Epoch 5, step 56, loss 0.058, test 0.517
Epoch 5, step 57, loss 0.027, test 0.526
Epoch 5, step 58, loss 0.037, test 0.565
Epoch 5, step 59, loss 0.091, test 0.580
Epoch 5, step 60, loss 0.659, test 0.532
Epoch 5, step 61, loss 1.527, test 0.461
Epoch 5, step 62, loss 0.877, test 0.245
Epoch 5, step 63, loss 0.052, test 0.218
Epoch 5, step 64, loss 0.120, test 0.199
Epoch 5, step 65, loss 0.034, test 0.193
Epoch 5, step 66, loss 0.028, test 0.196
Epoch 5, step 67, loss 0.008, test 0.195
Epoch 5, step 68, loss 0.083, test 0.196
Epoch 5, step 69, loss 0.142, test 0.199
Epoch 5, step 70, loss 0.429, test 0.363
Epoch 5, step 71, loss 0.000, test 0.403
Epoch 5, step 72, loss 0.049, test 0.415
Epoch 5, step 73, loss 0.032, test 0.446
Epoch 5, step 74, loss 0.025, test 0.457
Epoch 5, step 75, loss 0.009, test 0.468
Epoch 5, step 76, loss 0.128, test 0.441
Epoch 5, step 77, loss 0.070, test 0.446
Epoch 5, step 78, loss 0.023, test 0.441
Epoch 5, step 79, loss 0.088, test 0.433
Epoch 5, step 80, loss 0.189, test 0.350
Epoch 5, step 81, loss 1.027, test 0.158
Epoch 5, step 82, loss 0.139, test 0.147
Epoch 5, step 83, loss 0.073, test 0.151
Epoch 5, step 84, loss 0.159, test 0.154
Epoch 5, step 85, loss 0.033, test 0.156
Epoch 5, step 86, loss 0.020, test 0.156
Epoch 5, step 87, loss 0.064, test 0.154
Epoch 5, step 88, loss 0.002, test 0.154
Epoch 5, step 89, loss 0.008, test 0.152
Epoch 5, step 90, loss 0.494, test 0.144
Epoch 5, step 91, loss 0.408, test 0.151
Epoch 5, step 92, loss 0.003, test 0.153
Epoch 5, step 93, loss 0.001, test 0.154
Epoch 5, step 94, loss 0.103, test 0.159
Epoch 5, step 95, loss 0.392, test 0.160
Epoch 5, step 96, loss 0.065, test 0.154
Epoch 5, step 97, loss 0.067, test 0.153
Epoch 5, step 98, loss 0.003, test 0.151
Epoch 5, step 99, loss 0.061, test 0.151
Epoch 5, step 100, loss 0.002, test 0.152
Epoch 5, step 101, loss 0.111, test 0.152
Epoch 5, step 102, loss 0.196, test 0.160
Epoch 5, step 103, loss 0.010, test 0.159
Epoch 5, step 104, loss 0.066, test 0.154
Epoch 5, step 105, loss 0.253, test 0.145
Epoch 5, step 106, loss 0.106, test 0.148
Epoch 5, step 107, loss 0.522, test 0.136
Epoch 5, step 108, loss 0.106, test 0.166
Epoch 5, step 109, loss 0.072, test 0.159
Epoch 5, step 110, loss 0.007, test 0.164
Epoch 5, step 111, loss 0.001, test 0.166
Epoch 5, step 112, loss 0.212, test 0.176
Epoch 5, step 113, loss 0.033, test 0.179
Epoch 5, step 114, loss 0.000, test 0.181
Epoch 5, step 115, loss 0.018, test 0.155
Epoch 5, step 116, loss 0.075, test 0.129
Epoch 5, step 117, loss 0.043, test 0.124
Epoch 5, step 118, loss 0.006, test 0.119
Epoch 5, step 119, loss 0.003, test 0.113
Epoch 5, step 120, loss 0.004, test 0.111
Epoch 5, step 121, loss 0.159, test 0.111
Epoch 5, step 122, loss 0.001, test 0.111
Epoch 5, step 123, loss 0.281, test 0.098
Epoch 5, step 124, loss 0.000, test 0.098
Epoch 5, step 125, loss 0.028, test 0.094
Epoch 5, step 126, loss 0.017, test 0.093
Epoch 5, step 127, loss 0.281, test 0.091
Epoch 5, step 128, loss 0.069, test 0.091
Epoch 5, step 129, loss 0.021, test 0.092
Epoch 5, step 130, loss 0.149, test 0.090
Epoch 5, step 131, loss 0.000, test 0.090
Epoch 5, step 132, loss 0.120, test 0.094
Epoch 5, step 133, loss 0.210, test 0.095
Epoch 5, step 134, loss 0.867, test 0.097
Epoch 5, step 135, loss 0.256, test 0.101
Epoch 5, step 136, loss 0.008, test 0.102
Epoch 5, step 137, loss 0.552, test 0.106
Epoch 5, step 138, loss 0.002, test 0.107
Epoch 5, step 139, loss 0.004, test 0.107
Epoch 5, step 140, loss 0.136, test 0.110
Epoch 5, step 141, loss 0.011, test 0.110
Epoch 5, step 142, loss 0.787, test 0.106
Epoch 5, step 143, loss 0.134, test 0.103
Epoch 5, step 144, loss 0.042, test 0.101
Epoch 5, step 145, loss 0.002, test 0.101
Epoch 5, step 146, loss 0.001, test 0.101
Epoch 5, step 147, loss 0.010, test 0.102
Epoch 5, step 148, loss 0.000, test 0.102
Epoch 5, step 149, loss 0.007, test 0.101
Epoch 5, step 150, loss 0.002, test 0.102
Epoch 5, step 151, loss 0.115, test 0.107
Epoch 5, step 152, loss 0.000, test 0.108
Epoch 5, step 153, loss 0.042, test 0.110
Epoch 5, step 154, loss 0.037, test 0.104
Epoch 5, step 155, loss 0.034, test 0.095
Epoch 5, step 156, loss 0.260, test 0.103
Epoch 5, step 157, loss 0.001, test 0.104
Epoch 5, step 158, loss 0.009, test 0.107
Epoch 5, step 159, loss 0.001, test 0.108
Epoch 5, step 160, loss 0.019, test 0.108
Epoch 5, step 161, loss 0.005, test 0.107
Epoch 5, step 162, loss 0.002, test 0.106
Epoch 5, step 163, loss 0.326, test 0.109
Epoch 5, step 164, loss 0.059, test 0.110
Epoch 5, step 165, loss 0.091, test 0.103
Epoch 5, step 166, loss 0.796, test 0.135
Epoch 5, step 167, loss 0.695, test 0.150
Epoch 5, step 168, loss 0.159, test 0.152
Epoch 5, step 169, loss 0.028, test 0.152
Epoch 5, step 170, loss 0.025, test 0.153
Epoch 5, step 171, loss 0.001, test 0.156
Epoch 5, step 172, loss 0.092, test 0.159
Epoch 5, step 173, loss 0.001, test 0.160
Epoch 5, step 174, loss 0.433, test 0.110
Epoch 5, step 175, loss 0.102, test 0.106
Epoch 5, step 176, loss 0.001, test 0.104
Epoch 5, step 177, loss 0.025, test 0.108
Epoch 5, step 178, loss 0.040, test 0.107
Epoch 5, step 179, loss 0.029, test 0.110
Epoch 5, step 180, loss 0.041, test 0.104
Epoch 5, step 181, loss 0.001, test 0.103
Epoch 5, step 182, loss 0.028, test 0.099
Epoch 5, step 183, loss 0.390, test 0.097
Epoch 5, step 184, loss 0.125, test 0.096
Epoch 5, step 185, loss 0.141, test 0.100
Epoch 5, step 186, loss 0.319, test 0.099
Epoch 5, step 187, loss 0.005, test 0.100
Epoch 5, step 188, loss 0.390, test 0.092
Epoch 5, step 189, loss 0.067, test 0.099
Epoch 5, step 190, loss 0.070, test 0.095
Epoch 5, step 191, loss 0.005, test 0.093
Epoch 5, step 192, loss 0.001, test 0.093
Epoch 5, step 193, loss 0.101, test 0.090
Epoch 5, step 194, loss 0.163, test 0.084
Epoch 5, step 195, loss 0.078, test 0.084
Epoch 5, step 196, loss 0.172, test 0.085
Epoch 5, step 197, loss 0.268, test 0.154
Epoch 5, step 198, loss 0.007, test 0.187
Epoch 5, step 199, loss 0.162, test 0.175
Epoch 5, step 200, loss 0.060, test 0.197
Epoch 5, step 201, loss 0.010, test 0.202
Epoch 5, step 202, loss 0.172, test 0.125
Epoch 5, step 203, loss 0.064, test 0.117
Epoch 5, step 204, loss 0.001, test 0.111
Epoch 5, step 205, loss 0.296, test 0.103
Epoch 5, step 206, loss 0.053, test 0.099
Epoch 5, step 207, loss 0.007, test 0.096
Epoch 5, step 208, loss 0.001, test 0.095
Epoch 5, step 209, loss 0.018, test 0.095
Epoch 5, step 210, loss 0.013, test 0.093
Epoch 5, step 211, loss 0.071, test 0.094
Epoch 5, step 212, loss 0.139, test 0.094
Epoch 5, step 213, loss 0.154, test 0.080
Epoch 5, step 214, loss 0.019, test 0.081
Epoch 5, step 215, loss 0.013, test 0.080
Epoch 5, step 216, loss 0.037, test 0.081
Epoch 5, step 217, loss 0.056, test 0.082
Epoch 5, step 218, loss 0.146, test 0.117
Epoch 5, step 219, loss 0.001, test 0.129
Epoch 5, step 220, loss 0.264, test 0.121
Epoch 5, step 221, loss 0.167, test 0.113
Epoch 5, step 222, loss 0.082, test 0.106
Epoch 5, step 223, loss 0.005, test 0.105
Epoch 5, step 224, loss 0.035, test 0.103
Epoch 5, step 225, loss 0.631, test 0.110
Epoch 5, step 226, loss 0.005, test 0.112
Epoch 5, step 227, loss 0.129, test 0.114
Epoch 5, step 228, loss 0.390, test 0.113
Epoch 5, step 229, loss 0.262, test 0.127
Epoch 5, step 230, loss 0.009, test 0.123
Epoch 5, step 231, loss 0.000, test 0.123
Epoch 5, step 232, loss 0.098, test 0.138
Epoch 5, step 233, loss 0.247, test 0.143
Epoch 5, step 234, loss 0.409, test 0.148
Epoch 5, step 235, loss 0.229, test 0.128
Epoch 5, step 236, loss 0.176, test 0.121
Epoch 5, step 237, loss 0.144, test 0.115
Epoch 5, step 238, loss 0.003, test 0.114
Epoch 5, step 239, loss 0.169, test 0.110
Epoch 5, step 240, loss 0.014, test 0.110
Epoch 5, step 241, loss 0.000, test 0.109
Epoch 5, step 242, loss 0.413, test 0.232
Epoch 5, step 243, loss 0.005, test 0.264
Epoch 5, step 244, loss 0.166, test 0.268
Epoch 5, step 245, loss 0.025, test 0.270
Epoch 5, step 246, loss 0.011, test 0.273
Epoch 5, step 247, loss 0.053, test 0.283
Epoch 5, step 248, loss 0.062, test 0.265
Epoch 5, step 249, loss 0.019, test 0.283
Epoch 5, step 250, loss 0.017, test 0.279
Epoch 5, step 251, loss 0.265, test 0.290
Epoch 5, step 252, loss 0.038, test 0.310
Epoch 5, step 253, loss 0.004, test 0.312
Epoch 5, step 254, loss 0.127, test 0.320
Epoch 5, step 255, loss 0.042, test 0.311
Epoch 5, step 256, loss 0.106, test 0.315
Epoch 5, step 257, loss 0.075, test 0.327
Epoch 5, step 258, loss 0.985, test 0.217
Epoch 5, step 259, loss 0.009, test 0.205
Epoch 5, step 260, loss 0.062, test 0.204
Epoch 5, step 261, loss 0.004, test 0.202
Epoch 5, step 262, loss 0.000, test 0.201
Epoch 5, step 263, loss 0.503, test 0.210
Epoch 5, step 264, loss 0.000, test 0.212
Epoch 5, step 265, loss 0.166, test 0.206
Epoch 5, step 266, loss 0.001, test 0.205
Epoch 5, step 267, loss 0.026, test 0.204
Epoch 5, step 268, loss 0.101, test 0.202
Epoch 5, step 269, loss 0.013, test 0.204
Epoch 5, step 270, loss 0.014, test 0.202
Epoch 5, step 271, loss 0.902, test 0.291
Epoch 5, step 272, loss 0.241, test 0.389
Epoch 5, step 273, loss 0.257, test 0.473
Epoch 5, step 274, loss 0.000, test 0.514
Epoch 5, step 275, loss 0.401, test 0.435
Epoch 5, step 276, loss 0.093, test 0.411
Epoch 5, step 277, loss 0.180, test 0.383
Epoch 5, step 278, loss 0.026, test 0.375
Epoch 5, step 279, loss 0.000, test 0.367
Epoch 5, step 280, loss 0.175, test 0.356
Epoch 5, step 281, loss 0.076, test 0.347
Epoch 5, step 282, loss 0.127, test 0.360
Epoch 5, step 283, loss 0.017, test 0.357
Epoch 5, step 284, loss 0.033, test 0.361
Epoch 5, step 285, loss 0.002, test 0.362
Epoch 5, step 286, loss 0.019, test 0.358
Epoch 5, step 287, loss 0.010, test 0.378
Epoch 5, step 288, loss 0.029, test 0.388
Epoch 5, step 289, loss 0.583, test 0.298
Epoch 5, step 290, loss 0.032, test 0.272
Epoch 5, step 291, loss 0.556, test 0.086
Epoch 5, step 292, loss 0.217, test 0.076
Epoch 5, step 293, loss 0.045, test 0.075
Epoch 5, step 294, loss 0.104, test 0.080
Epoch 5, step 295, loss 0.017, test 0.082
Epoch 5, step 296, loss 0.475, test 0.203
Epoch 5, step 297, loss 0.397, test 0.267
Epoch 5, step 298, loss 0.012, test 0.301
Epoch 5, step 299, loss 0.122, test 0.287
Epoch 5, step 300, loss 0.310, test 0.284
Epoch 5, step 301, loss 0.024, test 0.332
Epoch 5, step 302, loss 0.001, test 0.340
Epoch 5, step 303, loss 0.015, test 0.346
Epoch 5, step 304, loss 0.000, test 0.348
Epoch 5, step 305, loss 0.002, test 0.351
Epoch 5, step 306, loss 0.235, test 0.341
Epoch 5, step 307, loss 0.174, test 0.335
Epoch 5, step 308, loss 0.867, test 0.110
Epoch 5, step 309, loss 0.184, test 0.082
Epoch 5, step 310, loss 0.124, test 0.089
Epoch 5, step 311, loss 0.008, test 0.094
Epoch 5, step 312, loss 0.021, test 0.098
Epoch 5, step 313, loss 0.163, test 0.103
Epoch 5, step 314, loss 0.100, test 0.103
Epoch 5, step 315, loss 0.047, test 0.100
Epoch 5, step 316, loss 0.113, test 0.102
Epoch 5, step 317, loss 0.042, test 0.105
Epoch 5, step 318, loss 0.568, test 0.079
Epoch 5, step 319, loss 0.010, test 0.082
Epoch 5, step 320, loss 0.049, test 0.079
Epoch 5, step 321, loss 0.049, test 0.079
Epoch 5, step 322, loss 0.051, test 0.078
Epoch 5, step 323, loss 0.004, test 0.078
Epoch 5, step 324, loss 0.073, test 0.077
Epoch 5, step 325, loss 0.015, test 0.078
Epoch 5, step 326, loss 0.015, test 0.079
Epoch 5, step 327, loss 0.163, test 0.077
Epoch 5, step 328, loss 0.073, test 0.078
Epoch 5, step 329, loss 0.043, test 0.079
Epoch 5, step 330, loss 0.171, test 0.081
Epoch 5, step 331, loss 0.140, test 0.083
Epoch 5, step 332, loss 0.152, test 0.086
Epoch 5, step 333, loss 0.002, test 0.088
Epoch 5, step 334, loss 0.021, test 0.093
Epoch 5, step 335, loss 0.010, test 0.097
Epoch 5, step 336, loss 0.208, test 0.093
Epoch 5, step 337, loss 0.254, test 0.096
Epoch 5, step 338, loss 0.072, test 0.102
Epoch 5, step 339, loss 0.089, test 0.118
Epoch 5, step 340, loss 0.341, test 0.098
Epoch 5, step 341, loss 0.000, test 0.097
Epoch 5, step 342, loss 0.065, test 0.098
Epoch 5, step 343, loss 0.236, test 0.107
Epoch 5, step 344, loss 0.028, test 0.108
Epoch 5, step 345, loss 0.003, test 0.106
Epoch 5, step 346, loss 0.003, test 0.099
Epoch 5, step 347, loss 0.003, test 0.098
Epoch 5, step 348, loss 0.014, test 0.100
Epoch 5, step 349, loss 0.366, test 0.111
Epoch 5, step 350, loss 0.019, test 0.116
Epoch 5, step 351, loss 0.002, test 0.117
Epoch 5, step 352, loss 0.728, test 0.111
Epoch 5, step 353, loss 0.175, test 0.126
Epoch 5, step 354, loss 0.319, test 0.132
Epoch 5, step 355, loss 0.029, test 0.131
Epoch 5, step 356, loss 0.058, test 0.126
Epoch 5, step 357, loss 0.035, test 0.118
Epoch 5, step 358, loss 0.027, test 0.119
Epoch 5, step 359, loss 0.000, test 0.119
Epoch 5, step 360, loss 0.023, test 0.114
Epoch 5, step 361, loss 0.204, test 0.109
Epoch 5, step 362, loss 0.167, test 0.115
Epoch 5, step 363, loss 0.013, test 0.115
Epoch 5, step 364, loss 0.144, test 0.118
Epoch 5, step 365, loss 0.000, test 0.119
Epoch 5, step 366, loss 0.442, test 0.100
Epoch 5, step 367, loss 0.066, test 0.105
Epoch 5, step 368, loss 0.093, test 0.110
Epoch 5, step 369, loss 0.600, test 0.102
Epoch 5, step 370, loss 0.006, test 0.102
Epoch 5, step 371, loss 0.121, test 0.100
Epoch 5, step 372, loss 0.048, test 0.100
Epoch 5, step 373, loss 0.149, test 0.106
Epoch 5, step 374, loss 0.021, test 0.106
Epoch 5, step 375, loss 0.037, test 0.108
Epoch 5, step 376, loss 0.001, test 0.108
Epoch 5, step 377, loss 0.118, test 0.106
Epoch 5, step 378, loss 0.170, test 0.108
Epoch 5, step 379, loss 0.344, test 0.096
Epoch 5, step 380, loss 0.009, test 0.096
Epoch 5, step 381, loss 0.026, test 0.096
Epoch 5, step 382, loss 0.108, test 0.100
Epoch 5, step 383, loss 0.001, test 0.101
Epoch 5, step 384, loss 0.014, test 0.101
Epoch 5, step 385, loss 0.014, test 0.102
Epoch 5, step 386, loss 0.019, test 0.103
Epoch 5, step 387, loss 0.090, test 0.108
Epoch 5, step 388, loss 0.003, test 0.108
Epoch 5, step 389, loss 0.134, test 0.109
Epoch 5, step 390, loss 0.012, test 0.110
Epoch 5, step 391, loss 0.116, test 0.110
Epoch 5, step 392, loss 0.033, test 0.111
Epoch 5, step 393, loss 0.174, test 0.103
Epoch 5, step 394, loss 0.297, test 0.104
Epoch 5, step 395, loss 0.131, test 0.102
Epoch 5, step 396, loss 0.467, test 0.106
Epoch 5, step 397, loss 0.029, test 0.107
Epoch 5, step 398, loss 0.067, test 0.107
Epoch 5, step 399, loss 0.116, test 0.107
Epoch 5, step 400, loss 0.015, test 0.107
Epoch 5, step 401, loss 0.151, test 0.104
Epoch 5, step 402, loss 0.074, test 0.112
Epoch 5, step 403, loss 0.103, test 0.113
Epoch 5, step 404, loss 0.068, test 0.116
Epoch 5, step 405, loss 0.025, test 0.117
Epoch 5, step 406, loss 0.010, test 0.114
Epoch 5, step 407, loss 0.001, test 0.114
Epoch 5, step 408, loss 0.107, test 0.112
Epoch 5, step 409, loss 0.049, test 0.112
Epoch 5, step 410, loss 0.028, test 0.114
Epoch 5, step 411, loss 0.001, test 0.114
Epoch 5, step 412, loss 0.145, test 0.114
Epoch 5, step 413, loss 0.019, test 0.111
Epoch 5, step 414, loss 0.047, test 0.113
Epoch 5, step 415, loss 0.134, test 0.121
Epoch 5, step 416, loss 0.559, test 0.125
Epoch 5, step 417, loss 0.306, test 0.128
Epoch 5, step 418, loss 0.226, test 0.132
Epoch 5, step 419, loss 0.137, test 0.133
Epoch 5, step 420, loss 0.004, test 0.134
Epoch 5, step 421, loss 0.241, test 0.146
Epoch 5, step 422, loss 0.096, test 0.154
Epoch 5, step 423, loss 0.148, test 0.170
Epoch 5, step 424, loss 0.237, test 0.177
Epoch 5, step 425, loss 0.172, test 0.170
Epoch 5, step 426, loss 0.238, test 0.171
Epoch 5, step 427, loss 0.207, test 0.137
Epoch 5, step 428, loss 0.003, test 0.133
Epoch 5, step 429, loss 0.005, test 0.131
Epoch 5, step 430, loss 0.190, test 0.130
Epoch 5, step 431, loss 0.292, test 0.129
Epoch 5, step 432, loss 0.423, test 0.130
Epoch 5, step 433, loss 0.046, test 0.130
Epoch 5, step 434, loss 0.005, test 0.127
Epoch 5, step 435, loss 0.010, test 0.135
Epoch 5, step 436, loss 0.082, test 0.136
Epoch 5, step 437, loss 0.043, test 0.133
Epoch 5, step 438, loss 0.001, test 0.132
Epoch 5, step 439, loss 0.000, test 0.133
Epoch 5, step 440, loss 0.023, test 0.134
Epoch 5, step 441, loss 0.120, test 0.136
Epoch 5, step 442, loss 0.340, test 0.136
Epoch 5, step 443, loss 0.002, test 0.139
Epoch 5, step 444, loss 0.812, test 0.122
Epoch 5, step 445, loss 0.895, test 0.118
Epoch 5, step 446, loss 0.134, test 0.118
Epoch 5, step 447, loss 0.081, test 0.118
Epoch 5, step 448, loss 0.017, test 0.116
Epoch 5, step 449, loss 0.008, test 0.116
Epoch 5, step 450, loss 0.000, test 0.115
Epoch 5, step 451, loss 0.103, test 0.116
Epoch 5, step 452, loss 0.003, test 0.116
Epoch 5, step 453, loss 0.025, test 0.116
Epoch 5, step 454, loss 0.391, test 0.116
Epoch 5, step 455, loss 0.024, test 0.116
Epoch 5, step 456, loss 0.000, test 0.116
Epoch 5, step 457, loss 0.152, test 0.116
Epoch 5, step 458, loss 0.100, test 0.111
Epoch 5, step 459, loss 0.045, test 0.112
Epoch 5, step 460, loss 0.277, test 0.104
Epoch 5, step 461, loss 0.136, test 0.105
Epoch 5, step 462, loss 0.000, test 0.104
Epoch 5, step 463, loss 0.097, test 0.112
Epoch 5, step 464, loss 0.001, test 0.115
Epoch 5, step 465, loss 0.077, test 0.116
Epoch 5, step 466, loss 0.014, test 0.117
Epoch 5, step 467, loss 0.335, test 0.120
Epoch 5, step 468, loss 0.011, test 0.120
Epoch 5, step 469, loss 0.135, test 0.131
Epoch 5, step 470, loss 0.060, test 0.133
Epoch 5, step 471, loss 0.131, test 0.136
Epoch 5, step 472, loss 0.002, test 0.137
Epoch 5, step 473, loss 0.078, test 0.136
Epoch 5, step 474, loss 0.259, test 0.135
Epoch 5, step 475, loss 0.628, test 0.117
Epoch 5, step 476, loss 0.100, test 0.124
Epoch 5, step 477, loss 0.180, test 0.137
Epoch 5, step 478, loss 0.289, test 0.143
Epoch 5, step 479, loss 0.118, test 0.162
Epoch 5, step 480, loss 0.036, test 0.168
Epoch 5, step 481, loss 0.123, test 0.167
Epoch 5, step 482, loss 0.098, test 0.172
Epoch 5, step 483, loss 0.169, test 0.148
Epoch 5, step 484, loss 0.052, test 0.115
Epoch 5, step 485, loss 0.188, test 0.112
Epoch 5, step 486, loss 0.009, test 0.110
Epoch 5, step 487, loss 0.303, test 0.111
Epoch 5, step 488, loss 0.117, test 0.112
Epoch 5, step 489, loss 0.091, test 0.100
Epoch 5, step 490, loss 0.355, test 0.096
Epoch 5, step 491, loss 0.034, test 0.100
Epoch 5, step 492, loss 0.023, test 0.101
Epoch 5, step 493, loss 0.009, test 0.102
Epoch 5, step 494, loss 0.067, test 0.107
Epoch 5, step 495, loss 0.255, test 0.098
Epoch 5, step 496, loss 0.051, test 0.096
Epoch 5, step 497, loss 0.020, test 0.098
Epoch 5, step 498, loss 0.048, test 0.098
Epoch 5, step 499, loss 0.000, test 0.098
Epoch 5, step 500, loss 0.002, test 0.094
Epoch 5, step 501, loss 0.001, test 0.094
Epoch 5, step 502, loss 0.061, test 0.104
Epoch 5, step 503, loss 0.062, test 0.106
Epoch 5, step 504, loss 0.008, test 0.110
Epoch 5, step 505, loss 0.000, test 0.109
Epoch 5, step 506, loss 0.001, test 0.110
Epoch 5, step 507, loss 0.274, test 0.081
Epoch 5, step 508, loss 0.002, test 0.081
Epoch 5, step 509, loss 0.068, test 0.079
Epoch 5, step 510, loss 0.019, test 0.079
Epoch 5, step 511, loss 0.000, test 0.078
Epoch 5, step 512, loss 0.027, test 0.079
Epoch 5, step 513, loss 0.011, test 0.079
Epoch 5, step 514, loss 1.560, test 0.107
Epoch 5, step 515, loss 0.235, test 0.123
Epoch 5, step 516, loss 0.022, test 0.131
Epoch 5, step 517, loss 0.399, test 0.133
Epoch 5, step 518, loss 0.000, test 0.134
Epoch 5, step 519, loss 0.104, test 0.148
Epoch 5, step 520, loss 0.139, test 0.113
Epoch 5, step 521, loss 0.005, test 0.111
Epoch 5, step 522, loss 0.002, test 0.110
Epoch 5, step 523, loss 0.835, test 0.123
Epoch 5, step 524, loss 0.017, test 0.129
Epoch 5, step 525, loss 0.006, test 0.132
Epoch 5, step 526, loss 0.009, test 0.134
Epoch 5, step 527, loss 0.050, test 0.145
Epoch 5, step 528, loss 0.004, test 0.147
Epoch 5, step 529, loss 0.112, test 0.154

Epoch 5, step 530, loss 0.000, test 0.156
Epoch 5, step 531, loss 0.423, test 0.159
Epoch 5, step 532, loss 0.433, test 0.170
Epoch 5, step 533, loss 0.200, test 0.167
Epoch 5, step 534, loss 0.039, test 0.162
Epoch 5, step 535, loss 0.312, test 0.127
Epoch 5, step 536, loss 0.023, test 0.123
Epoch 5, step 537, loss 0.135, test 0.133
Epoch 5, step 538, loss 0.126, test 0.134
Epoch 5, step 539, loss 0.005, test 0.135
Epoch 5, step 540, loss 0.016, test 0.132
Epoch 5, step 541, loss 0.000, test 0.132
Epoch 5, step 542, loss 0.012, test 0.136
Epoch 5, step 543, loss 0.024, test 0.136
Epoch 5, step 544, loss 0.004, test 0.136
Epoch 5, step 545, loss 0.182, test 0.136
Epoch 5, step 546, loss 0.027, test 0.135
Epoch 5, step 547, loss 0.096, test 0.137
Epoch 5, step 548, loss 0.002, test 0.137
Epoch 5, step 549, loss 0.245, test 0.138
Epoch 5, step 550, loss 0.000, test 0.138
Epoch 5, step 551, loss 0.070, test 0.137
Epoch 5, step 552, loss 0.000, test 0.137
Epoch 5, step 553, loss 0.323, test 0.135
Epoch 5, step 554, loss 0.727, test 0.141
Epoch 5, step 555, loss 0.030, test 0.142
Epoch 5, step 556, loss 0.090, test 0.134
Epoch 5, step 557, loss 0.052, test 0.133
Epoch 5, step 558, loss 0.083, test 0.133
Epoch 5, step 559, loss 0.146, test 0.134
Epoch 5, step 560, loss 0.411, test 0.127
Epoch 5, step 561, loss 1.008, test 0.172
Epoch 5, step 562, loss 0.119, test 0.192
Epoch 5, step 563, loss 0.213, test 0.203
Epoch 5, step 564, loss 0.089, test 0.213
Epoch 5, step 565, loss 0.020, test 0.215
Epoch 5, step 566, loss 0.166, test 0.210
Epoch 5, step 567, loss 0.176, test 0.201
Epoch 5, step 568, loss 0.060, test 0.194
Epoch 5, step 569, loss 0.026, test 0.187
Epoch 5, step 570, loss 0.005, test 0.186
Epoch 5, step 571, loss 0.016, test 0.185
Epoch 5, step 572, loss 0.045, test 0.196
Epoch 5, step 573, loss 0.001, test 0.196
Epoch 5, step 574, loss 0.032, test 0.198
Epoch 5, step 575, loss 0.010, test 0.206
Epoch 5, step 576, loss 0.157, test 0.174
Epoch 5, step 577, loss 0.722, test 0.120
Epoch 5, step 578, loss 0.431, test 0.125
Epoch 5, step 579, loss 0.153, test 0.128
Epoch 5, step 580, loss 0.042, test 0.131
Epoch 5, step 581, loss 0.149, test 0.134
Epoch 5, step 582, loss 0.138, test 0.134
Epoch 5, step 583, loss 0.026, test 0.135
Epoch 5, step 584, loss 0.715, test 0.128
Epoch 5, step 585, loss 0.004, test 0.126
Epoch 5, step 586, loss 0.041, test 0.123
Epoch 5, step 587, loss 0.003, test 0.122
Epoch 5, step 588, loss 0.120, test 0.128
Epoch 5, step 589, loss 0.113, test 0.129
Epoch 5, step 590, loss 0.511, test 0.098
Epoch 5, step 591, loss 0.076, test 0.095
Epoch 5, step 592, loss 0.009, test 0.097
Epoch 5, step 593, loss 0.001, test 0.097
Epoch 5, step 594, loss 0.042, test 0.097
Epoch 5, step 595, loss 0.128, test 0.098
Epoch 5, step 596, loss 0.016, test 0.095
Epoch 5, step 597, loss 0.226, test 0.104
Epoch 5, step 598, loss 0.404, test 0.096
Epoch 5, step 599, loss 0.000, test 0.095
Epoch 5, step 600, loss 0.147, test 0.102
Epoch 5, step 601, loss 0.036, test 0.078
Epoch 5, step 602, loss 0.132, test 0.084
Epoch 5, step 603, loss 0.012, test 0.085
Epoch 5, step 604, loss 0.021, test 0.086
Epoch 5, step 605, loss 0.199, test 0.081
Epoch 5, step 606, loss 0.001, test 0.080
Epoch 5, step 607, loss 0.053, test 0.080
Epoch 5, step 608, loss 0.018, test 0.078
Epoch 5, step 609, loss 0.000, test 0.077
Epoch 5, step 610, loss 0.205, test 0.089
Epoch 5, step 611, loss 0.069, test 0.089
Epoch 5, step 612, loss 0.016, test 0.090
Epoch 5, step 613, loss 0.014, test 0.095
Epoch 5, step 614, loss 0.000, test 0.096
Epoch 5, step 615, loss 0.173, test 0.096
Epoch 5, step 616, loss 0.306, test 0.100
Epoch 5, step 617, loss 0.007, test 0.099
Epoch 5, step 618, loss 0.031, test 0.098
Epoch 5, step 619, loss 0.292, test 0.098
Epoch 5, step 620, loss 0.079, test 0.094
Epoch 5, step 621, loss 0.004, test 0.094
Epoch 5, step 622, loss 0.001, test 0.094
Epoch 5, step 623, loss 0.008, test 0.095
Epoch 5, step 624, loss 0.087, test 0.097
Epoch 5, step 625, loss 0.019, test 0.093
Epoch 5, step 626, loss 0.749, test 0.097
Epoch 5, step 627, loss 0.160, test 0.096
Epoch 5, step 628, loss 0.040, test 0.099
Epoch 5, step 629, loss 0.162, test 0.098
Epoch 5, step 630, loss 0.109, test 0.091
Epoch 5, step 631, loss 0.057, test 0.091
Epoch 5, step 632, loss 0.241, test 0.091
Epoch 5, step 633, loss 0.045, test 0.091
Epoch 5, step 634, loss 0.121, test 0.093
Epoch 5, step 635, loss 0.024, test 0.095
Epoch 5, step 636, loss 0.006, test 0.095
Epoch 5, step 637, loss 0.050, test 0.096
Epoch 5, step 638, loss 0.095, test 0.096
Epoch 5, step 639, loss 0.080, test 0.106
Epoch 5, step 640, loss 0.030, test 0.111
Epoch 5, step 641, loss 0.040, test 0.106
Epoch 5, step 642, loss 0.022, test 0.106
Epoch 5, step 643, loss 0.000, test 0.106
Epoch 5, step 644, loss 0.000, test 0.107
Epoch 5, step 645, loss 0.020, test 0.107
Epoch 5, step 646, loss 0.004, test 0.108
Epoch 5, step 647, loss 0.182, test 0.113
Epoch 5, step 648, loss 0.000, test 0.115
Epoch 5, step 649, loss 0.004, test 0.116
Epoch 5, step 650, loss 0.000, test 0.116
Epoch 5, step 651, loss 0.000, test 0.116
Epoch 5, step 652, loss 0.146, test 0.127
Epoch 5, step 653, loss 0.396, test 0.184
Epoch 5, step 654, loss 0.064, test 0.201
Epoch 5, step 655, loss 0.079, test 0.207
Epoch 5, step 656, loss 0.181, test 0.214
Epoch 5, step 657, loss 0.150, test 0.187
Epoch 5, step 658, loss 0.165, test 0.181
Epoch 5, step 659, loss 0.150, test 0.178
Epoch 5, step 660, loss 0.357, test 0.178
Epoch 5, step 661, loss 0.134, test 0.176
Epoch 5, step 662, loss 0.180, test 0.162
Epoch 5, step 663, loss 0.056, test 0.125
Epoch 5, step 664, loss 0.140, test 0.118
Epoch 5, step 665, loss 0.029, test 0.114
Epoch 5, step 666, loss 0.110, test 0.109
Epoch 5, step 667, loss 0.000, test 0.108
Epoch 5, step 668, loss 0.025, test 0.105
Epoch 5, step 669, loss 0.072, test 0.104
Epoch 5, step 670, loss 0.027, test 0.103
Epoch 5, step 671, loss 0.069, test 0.103
Epoch 5, step 672, loss 0.088, test 0.102
Epoch 5, step 673, loss 0.001, test 0.102
Epoch 5, step 674, loss 0.120, test 0.100
Epoch 5, step 675, loss 0.119, test 0.097
Epoch 5, step 676, loss 0.052, test 0.098
Epoch 5, step 677, loss 0.233, test 0.100
Epoch 5, step 678, loss 0.172, test 0.099
Epoch 5, step 679, loss 0.021, test 0.100
Epoch 5, step 680, loss 0.001, test 0.101
Epoch 5, step 681, loss 0.264, test 0.090
Epoch 5, step 682, loss 0.003, test 0.089
Epoch 5, step 683, loss 0.540, test 0.084
Epoch 5, step 684, loss 0.125, test 0.082
Epoch 5, step 685, loss 0.025, test 0.082
Epoch 5, step 686, loss 0.145, test 0.083
Epoch 5, step 687, loss 0.219, test 0.084
Epoch 5, step 688, loss 0.122, test 0.096
Epoch 5, step 689, loss 0.100, test 0.102
Epoch 5, step 690, loss 0.342, test 0.106
Epoch 5, step 691, loss 0.099, test 0.106
Epoch 5, step 692, loss 0.206, test 0.111
Epoch 5, step 693, loss 0.128, test 0.113
Epoch 5, step 694, loss 0.001, test 0.113
Epoch 5, step 695, loss 0.106, test 0.108
Epoch 5, step 696, loss 0.003, test 0.110
Epoch 5, step 697, loss 0.001, test 0.109
Epoch 5, step 698, loss 0.006, test 0.103
Epoch 5, step 699, loss 0.000, test 0.102
Epoch 5, step 700, loss 0.046, test 0.097
Epoch 5, step 701, loss 0.182, test 0.096
Epoch 5, step 702, loss 0.003, test 0.100
Epoch 5, step 703, loss 0.010, test 0.097
Epoch 5, step 704, loss 0.032, test 0.099
Epoch 5, step 705, loss 0.005, test 0.099
Epoch 5, step 706, loss 0.284, test 0.110
Epoch 5, step 707, loss 0.019, test 0.112
Epoch 5, step 708, loss 0.004, test 0.114
Epoch 5, step 709, loss 0.138, test 0.112
Epoch 5, step 710, loss 0.010, test 0.109
Epoch 5, step 711, loss 0.370, test 0.111
Epoch 5, step 712, loss 0.173, test 0.112
Epoch 5, step 713, loss 0.058, test 0.111
Epoch 5, step 714, loss 0.014, test 0.110
Epoch 5, step 715, loss 0.169, test 0.104
Epoch 5, step 716, loss 0.116, test 0.101
Epoch 5, step 717, loss 0.000, test 0.102
Epoch 5, step 718, loss 0.001, test 0.102
Epoch 5, step 719, loss 0.133, test 0.095
Epoch 5, step 720, loss 0.009, test 0.095
Epoch 5, step 721, loss 0.000, test 0.094
Epoch 5, step 722, loss 0.079, test 0.095
Epoch 5, step 723, loss 0.001, test 0.096
Epoch 5, step 724, loss 0.013, test 0.093
Epoch 5, step 725, loss 0.000, test 0.092
Epoch 5, step 726, loss 0.176, test 0.091
Epoch 5, step 727, loss 0.039, test 0.098
Epoch 5, step 728, loss 0.102, test 0.105
Epoch 5, step 729, loss 0.093, test 0.113
Epoch 5, step 730, loss 0.026, test 0.113
Epoch 5, step 731, loss 0.001, test 0.114
Epoch 5, step 732, loss 0.196, test 0.112
Epoch 5, step 733, loss 0.971, test 0.122
Epoch 5, step 734, loss 0.048, test 0.112
Epoch 5, step 735, loss 0.359, test 0.105
Epoch 5, step 736, loss 0.016, test 0.106
Epoch 5, step 737, loss 0.351, test 0.103
Epoch 5, step 738, loss 0.117, test 0.117
Epoch 5, step 739, loss 0.209, test 0.116
Epoch 5, step 740, loss 0.061, test 0.119
Epoch 5, step 741, loss 0.059, test 0.121
Epoch 5, step 742, loss 0.013, test 0.117
Epoch 5, step 743, loss 0.038, test 0.154
Epoch 5, step 744, loss 0.074, test 0.163
Epoch 5, step 745, loss 0.187, test 0.173
Epoch 5, step 746, loss 0.126, test 0.172
Epoch 5, step 747, loss 0.012, test 0.174
Epoch 5, step 748, loss 0.158, test 0.155
Epoch 5, step 749, loss 0.035, test 0.130
Epoch 5, step 750, loss 0.021, test 0.121
Epoch 5, step 751, loss 0.084, test 0.112
Epoch 5, step 752, loss 0.001, test 0.109
Epoch 5, step 753, loss 0.001, test 0.108
Epoch 5, step 754, loss 0.198, test 0.106
Epoch 5, step 755, loss 0.025, test 0.105
Epoch 5, step 756, loss 0.000, test 0.105
Epoch 5, step 757, loss 0.007, test 0.106
Epoch 5, step 758, loss 0.128, test 0.116
Epoch 5, step 759, loss 0.181, test 0.113
Epoch 5, step 760, loss 0.068, test 0.115
Epoch 5, step 761, loss 0.009, test 0.115
Epoch 5, step 762, loss 0.482, test 0.091
Epoch 5, step 763, loss 0.011, test 0.089
Epoch 5, step 764, loss 0.287, test 0.236
Epoch 5, step 765, loss 0.498, test 0.306
Epoch 5, step 766, loss 0.017, test 0.339
Epoch 5, step 767, loss 0.008, test 0.359
Epoch 5, step 768, loss 0.581, test 0.247
Epoch 5, step 769, loss 0.741, test 0.109
Epoch 5, step 770, loss 0.009, test 0.092
Epoch 5, step 771, loss 0.047, test 0.081
Epoch 5, step 772, loss 0.111, test 0.077
Epoch 5, step 773, loss 0.007, test 0.075
Epoch 5, step 774, loss 0.277, test 0.073
Epoch 5, step 775, loss 0.028, test 0.073
Epoch 5, step 776, loss 0.124, test 0.073
Epoch 5, step 777, loss 0.001, test 0.073
Epoch 5, step 778, loss 0.004, test 0.072
Epoch 5, step 779, loss 0.863, test 0.077
Epoch 5, step 780, loss 0.116, test 0.077
Epoch 5, step 781, loss 0.050, test 0.077
Epoch 5, step 782, loss 0.005, test 0.078
Epoch 5, step 783, loss 0.532, test 0.078
Epoch 5, step 784, loss 0.094, test 0.076
Epoch 5, step 785, loss 0.000, test 0.076
Epoch 5, step 786, loss 0.054, test 0.077
Epoch 5, step 787, loss 0.016, test 0.078
Epoch 5, step 788, loss 0.035, test 0.078
Epoch 5, step 789, loss 0.084, test 0.078
Epoch 5, step 790, loss 0.003, test 0.079
Epoch 5, step 791, loss 0.268, test 0.080
Epoch 5, step 792, loss 0.597, test 0.083
Epoch 5, step 793, loss 0.391, test 0.082
Epoch 5, step 794, loss 0.126, test 0.086
Epoch 5, step 795, loss 0.003, test 0.086
Epoch 5, step 796, loss 0.047, test 0.085
Epoch 5, step 797, loss 0.029, test 0.085
Epoch 5, step 798, loss 0.000, test 0.085
Epoch 5, step 799, loss 0.262, test 0.086
Epoch 5, step 800, loss 0.041, test 0.086
Epoch 5, step 801, loss 0.004, test 0.086
Epoch 5, step 802, loss 0.563, test 0.149
Epoch 5, step 803, loss 0.249, test 0.176
Epoch 5, step 804, loss 0.036, test 0.189
Epoch 5, step 805, loss 0.008, test 0.193
Epoch 5, step 806, loss 0.298, test 0.155
Epoch 5, step 807, loss 0.144, test 0.174
Epoch 5, step 808, loss 0.016, test 0.177
Epoch 5, step 809, loss 0.087, test 0.182
Epoch 5, step 810, loss 0.038, test 0.182
Epoch 5, step 811, loss 0.014, test 0.184
Epoch 5, step 812, loss 0.032, test 0.181
Epoch 5, step 813, loss 0.014, test 0.184
Epoch 5, step 814, loss 0.485, test 0.108
Epoch 5, step 815, loss 0.025, test 0.104
Epoch 5, step 816, loss 0.029, test 0.101
Epoch 5, step 817, loss 0.006, test 0.098
Epoch 5, step 818, loss 0.210, test 0.096
Epoch 5, step 819, loss 0.080, test 0.093
Epoch 5, step 820, loss 0.153, test 0.090
Epoch 5, step 821, loss 0.152, test 0.095
Epoch 5, step 822, loss 0.023, test 0.101
Epoch 5, step 823, loss 0.547, test 0.100
Epoch 5, step 824, loss 0.034, test 0.101
Epoch 5, step 825, loss 0.000, test 0.101
Epoch 5, step 826, loss 0.095, test 0.099
Epoch 5, step 827, loss 0.147, test 0.093
Epoch 5, step 828, loss 0.104, test 0.104
Epoch 5, step 829, loss 0.030, test 0.108
Epoch 5, step 830, loss 0.056, test 0.110
Epoch 5, step 831, loss 0.053, test 0.100
Epoch 5, step 832, loss 0.140, test 0.099
Epoch 5, step 833, loss 0.099, test 0.096
Epoch 5, step 834, loss 0.001, test 0.096
Epoch 5, step 835, loss 0.419, test 0.194
Epoch 5, step 836, loss 0.307, test 0.184
Epoch 5, step 837, loss 0.162, test 0.221
Epoch 5, step 838, loss 0.781, test 0.086
Epoch 5, step 839, loss 0.133, test 0.090
Epoch 5, step 840, loss 0.023, test 0.092
Epoch 5, step 841, loss 0.033, test 0.094
Epoch 5, step 842, loss 0.002, test 0.095
Epoch 5, step 843, loss 0.012, test 0.095
Epoch 5, step 844, loss 0.042, test 0.096
Epoch 5, step 845, loss 0.007, test 0.096
Epoch 5, step 846, loss 0.003, test 0.096
Epoch 5, step 847, loss 0.009, test 0.097
Epoch 5, step 848, loss 0.002, test 0.097
Epoch 5, step 849, loss 0.002, test 0.097
Epoch 5, step 850, loss 0.013, test 0.099
Epoch 5, step 851, loss 0.027, test 0.099
Epoch 5, step 852, loss 0.080, test 0.107
Epoch 5, step 853, loss 0.219, test 0.101
Epoch 5, step 854, loss 0.000, test 0.100
Epoch 5, step 855, loss 0.004, test 0.107
Epoch 5, step 856, loss 0.031, test 0.111
Epoch 5, step 857, loss 0.171, test 0.092
Epoch 5, step 858, loss 0.013, test 0.091
Epoch 5, step 859, loss 0.010, test 0.089
Epoch 5, step 860, loss 0.022, test 0.088
Epoch 5, step 861, loss 0.033, test 0.088
Epoch 5, step 862, loss 0.076, test 0.088
Epoch 5, step 863, loss 0.009, test 0.088
Epoch 5, step 864, loss 0.055, test 0.087
Epoch 5, step 865, loss 0.282, test 0.085
Epoch 5, step 866, loss 0.011, test 0.084
Epoch 5, step 867, loss 0.003, test 0.084
Epoch 5, step 868, loss 0.954, test 0.097
Epoch 5, step 869, loss 0.045, test 0.107
Epoch 5, step 870, loss 0.192, test 0.108
Epoch 5, step 871, loss 0.005, test 0.103
Epoch 5, step 872, loss 0.433, test 0.113
Epoch 5, step 873, loss 0.354, test 0.131
Epoch 5, step 874, loss 0.269, test 0.139
Epoch 5, step 875, loss 0.056, test 0.127
Epoch 5, step 876, loss 0.115, test 0.113
Epoch 5, step 877, loss 0.217, test 0.108
Epoch 5, step 878, loss 0.033, test 0.101
Epoch 5, step 879, loss 0.058, test 0.101
Epoch 5, step 880, loss 0.034, test 0.093
Epoch 5, step 881, loss 0.062, test 0.088
Epoch 5, step 882, loss 0.064, test 0.087
Epoch 5, step 883, loss 0.007, test 0.085
Epoch 5, step 884, loss 0.446, test 0.107
Epoch 5, step 885, loss 0.126, test 0.109
Epoch 5, step 886, loss 0.394, test 0.100
Epoch 5, step 887, loss 0.078, test 0.101
Epoch 5, step 888, loss 0.142, test 0.091
Epoch 5, step 889, loss 0.031, test 0.091
Epoch 5, step 890, loss 0.274, test 0.093
Epoch 5, step 891, loss 0.258, test 0.089
Epoch 5, step 892, loss 0.038, test 0.088
Epoch 5, step 893, loss 0.017, test 0.088
Epoch 5, step 894, loss 0.000, test 0.088
Epoch 5, step 895, loss 0.000, test 0.088
Epoch 5, step 896, loss 0.055, test 0.088
Epoch 5, step 897, loss 0.073, test 0.088
Epoch 5, step 898, loss 0.061, test 0.088
Epoch 5, step 899, loss 0.073, test 0.088
Epoch 5, step 900, loss 0.000, test 0.088
Epoch 5, step 901, loss 0.027, test 0.083
Epoch 5, step 902, loss 0.023, test 0.083
Epoch 5, step 903, loss 0.188, test 0.083
Epoch 5, step 904, loss 0.817, test 0.084
Epoch 5, step 905, loss 0.569, test 0.080
Epoch 5, step 906, loss 0.165, test 0.082
Epoch 5, step 907, loss 0.164, test 0.084
Epoch 5, step 908, loss 0.242, test 0.087
Epoch 5, step 909, loss 0.002, test 0.088
Epoch 5, step 910, loss 0.181, test 0.078
Epoch 5, step 911, loss 0.002, test 0.081
Epoch 5, step 912, loss 0.003, test 0.082
Epoch 5, step 913, loss 0.147, test 0.087
Epoch 5, step 914, loss 0.227, test 0.087
Epoch 5, step 915, loss 0.034, test 0.129
Epoch 5, step 916, loss 0.153, test 0.148
Epoch 5, step 917, loss 0.166, test 0.190
Epoch 5, step 918, loss 0.030, test 0.193
Epoch 5, step 919, loss 0.025, test 0.191
Epoch 5, step 920, loss 0.044, test 0.188
Epoch 5, step 921, loss 0.132, test 0.197
Epoch 5, step 922, loss 0.136, test 0.162
Epoch 5, step 923, loss 0.072, test 0.154
Epoch 5, step 924, loss 0.032, test 0.150
Epoch 5, step 925, loss 0.026, test 0.150
Epoch 5, step 926, loss 0.029, test 0.148
Epoch 5, step 927, loss 0.105, test 0.157
Epoch 5, step 928, loss 0.089, test 0.141
Epoch 5, step 929, loss 0.001, test 0.140
Epoch 5, step 930, loss 0.004, test 0.139
Epoch 5, step 931, loss 0.034, test 0.148
Epoch 5, step 932, loss 0.066, test 0.166
Epoch 5, step 933, loss 0.005, test 0.177
Epoch 5, step 934, loss 0.175, test 0.177
Epoch 5, step 935, loss 0.024, test 0.180
Epoch 5, step 936, loss 0.118, test 0.193
Epoch 5, step 937, loss 0.109, test 0.227
Epoch 5, step 938, loss 0.104, test 0.230
Epoch 5, step 939, loss 0.115, test 0.243
Epoch 5, step 940, loss 0.367, test 0.130
Epoch 5, step 941, loss 0.354, test 0.114
Epoch 5, step 942, loss 0.061, test 0.116
Epoch 5, step 943, loss 0.434, test 0.112
Epoch 5, step 944, loss 0.015, test 0.109
Epoch 5, step 945, loss 0.018, test 0.102
Epoch 5, step 946, loss 0.020, test 0.093
Epoch 5, step 947, loss 0.001, test 0.091
Epoch 5, step 948, loss 0.312, test 0.093
Epoch 5, step 949, loss 0.109, test 0.092
Epoch 5, step 950, loss 0.251, test 0.093
Epoch 5, step 951, loss 0.114, test 0.092
Epoch 5, step 952, loss 0.060, test 0.088
Epoch 5, step 953, loss 0.114, test 0.099
Epoch 5, step 954, loss 0.001, test 0.102
Epoch 5, step 955, loss 0.268, test 0.085
Epoch 5, step 956, loss 0.009, test 0.084
Epoch 5, step 957, loss 0.178, test 0.087
Epoch 5, step 958, loss 0.197, test 0.087
Epoch 5, step 959, loss 0.039, test 0.084
Epoch 5, step 960, loss 0.023, test 0.086
Epoch 5, step 961, loss 0.328, test 0.118
Epoch 5, step 962, loss 0.061, test 0.143
Epoch 5, step 963, loss 0.080, test 0.150
Epoch 5, step 964, loss 0.105, test 0.151
Epoch 5, step 965, loss 0.024, test 0.152
Epoch 5, step 966, loss 0.074, test 0.138
Epoch 5, step 967, loss 0.233, test 0.116
Epoch 5, step 968, loss 1.088, test 0.099
Epoch 5, step 969, loss 0.017, test 0.098
Epoch 5, step 970, loss 0.174, test 0.099
Epoch 5, step 971, loss 0.034, test 0.099
Epoch 5, step 972, loss 0.021, test 0.101
Epoch 5, step 973, loss 0.001, test 0.102
Epoch 5, step 974, loss 0.361, test 0.108
Epoch 5, step 975, loss 0.117, test 0.119
Epoch 5, step 976, loss 0.038, test 0.133
Epoch 5, step 977, loss 0.179, test 0.131
Epoch 5, step 978, loss 0.008, test 0.133
Epoch 5, step 979, loss 0.224, test 0.148
Epoch 5, step 980, loss 0.083, test 0.169
Epoch 5, step 981, loss 0.013, test 0.174
Epoch 5, step 982, loss 0.636, test 0.167
Epoch 5, step 983, loss 0.322, test 0.179
Epoch 5, step 984, loss 0.110, test 0.158
Epoch 5, step 985, loss 0.355, test 0.184
Epoch 5, step 986, loss 0.482, test 0.202
Epoch 5, step 987, loss 0.014, test 0.218
Epoch 5, step 988, loss 0.007, test 0.220
Epoch 5, step 989, loss 0.257, test 0.172
Epoch 5, step 990, loss 0.021, test 0.169
Epoch 5, step 991, loss 0.102, test 0.198
Epoch 5, step 992, loss 0.437, test 0.195
Epoch 5, step 993, loss 0.448, test 0.175
Epoch 5, step 994, loss 0.167, test 0.177
Epoch 5, step 995, loss 0.042, test 0.182
Epoch 5, step 996, loss 0.227, test 0.193
Epoch 5, step 997, loss 0.075, test 0.192
Epoch 5, step 998, loss 0.849, test 0.165
Epoch 5, step 999, loss 0.041, test 0.161
Epoch 6, step 0, loss 0.002, test 0.159
Epoch 6, step 1, loss 0.036, test 0.160
Epoch 6, step 2, loss 0.038, test 0.163
Epoch 6, step 3, loss 0.272, test 0.145
Epoch 6, step 4, loss 0.004, test 0.143
Epoch 6, step 5, loss 0.380, test 0.140
Epoch 6, step 6, loss 0.923, test 0.147
Epoch 6, step 7, loss 0.069, test 0.151
Epoch 6, step 8, loss 0.103, test 0.154
Epoch 6, step 9, loss 0.302, test 0.153
Epoch 6, step 10, loss 0.170, test 0.142
Epoch 6, step 11, loss 0.143, test 0.144
Epoch 6, step 12, loss 0.197, test 0.142
Epoch 6, step 13, loss 0.051, test 0.140
Epoch 6, step 14, loss 0.368, test 0.142
Epoch 6, step 15, loss 0.134, test 0.144
Epoch 6, step 16, loss 0.011, test 0.144
Epoch 6, step 17, loss 0.056, test 0.148
Epoch 6, step 18, loss 0.025, test 0.146
Epoch 6, step 19, loss 0.034, test 0.145
Epoch 6, step 20, loss 0.003, test 0.144
Epoch 6, step 21, loss 0.006, test 0.143
Epoch 6, step 22, loss 0.031, test 0.138
Epoch 6, step 23, loss 0.195, test 0.136
Epoch 6, step 24, loss 0.733, test 0.178
Epoch 6, step 25, loss 0.277, test 0.221
Epoch 6, step 26, loss 0.002, test 0.234
Epoch 6, step 27, loss 0.036, test 0.238
Epoch 6, step 28, loss 0.052, test 0.246
Epoch 6, step 29, loss 0.398, test 0.191
Epoch 6, step 30, loss 0.267, test 0.136
Epoch 6, step 31, loss 0.022, test 0.134
Epoch 6, step 32, loss 0.008, test 0.125
Epoch 6, step 33, loss 0.253, test 0.113
Epoch 6, step 34, loss 0.061, test 0.114
Epoch 6, step 35, loss 0.033, test 0.115
Epoch 6, step 36, loss 0.025, test 0.113
Epoch 6, step 37, loss 0.007, test 0.113
Epoch 6, step 38, loss 0.089, test 0.115
Epoch 6, step 39, loss 0.039, test 0.116
Epoch 6, step 40, loss 0.001, test 0.117
Epoch 6, step 41, loss 0.000, test 0.117
Epoch 6, step 42, loss 0.007, test 0.117
Epoch 6, step 43, loss 0.134, test 0.139
Epoch 6, step 44, loss 0.249, test 0.118
Epoch 6, step 45, loss 0.272, test 0.115
Epoch 6, step 46, loss 0.128, test 0.115
Epoch 6, step 47, loss 0.006, test 0.113
Epoch 6, step 48, loss 0.000, test 0.112
Epoch 6, step 49, loss 0.122, test 0.110
Epoch 6, step 50, loss 0.580, test 0.114
Epoch 6, step 51, loss 0.160, test 0.123
Epoch 6, step 52, loss 0.000, test 0.128
Epoch 6, step 53, loss 0.067, test 0.132
Epoch 6, step 54, loss 0.049, test 0.118
Epoch 6, step 55, loss 0.261, test 0.108
Epoch 6, step 56, loss 0.012, test 0.107
Epoch 6, step 57, loss 0.002, test 0.104
Epoch 6, step 58, loss 0.012, test 0.103
Epoch 6, step 59, loss 0.011, test 0.103
Epoch 6, step 60, loss 0.130, test 0.103
Epoch 6, step 61, loss 0.157, test 0.103
Epoch 6, step 62, loss 0.007, test 0.103
Epoch 6, step 63, loss 0.057, test 0.100
Epoch 6, step 64, loss 0.088, test 0.111
Epoch 6, step 65, loss 0.105, test 0.108
Epoch 6, step 66, loss 0.285, test 0.112
Epoch 6, step 67, loss 0.473, test 0.095
Epoch 6, step 68, loss 0.656, test 0.104
Epoch 6, step 69, loss 0.017, test 0.112
Epoch 6, step 70, loss 0.011, test 0.113
Epoch 6, step 71, loss 0.052, test 0.115
Epoch 6, step 72, loss 0.007, test 0.116
Epoch 6, step 73, loss 0.154, test 0.115
Epoch 6, step 74, loss 0.036, test 0.116
Epoch 6, step 75, loss 0.049, test 0.116
Epoch 6, step 76, loss 0.059, test 0.115
Epoch 6, step 77, loss 0.102, test 0.117
Epoch 6, step 78, loss 0.022, test 0.115
Epoch 6, step 79, loss 0.001, test 0.115
Epoch 6, step 80, loss 0.000, test 0.115
Epoch 6, step 81, loss 0.061, test 0.115
Epoch 6, step 82, loss 0.302, test 0.096
Epoch 6, step 83, loss 0.013, test 0.094
Epoch 6, step 84, loss 0.135, test 0.093
Epoch 6, step 85, loss 0.029, test 0.091
Epoch 6, step 86, loss 0.478, test 0.089
Epoch 6, step 87, loss 0.042, test 0.089
Epoch 6, step 88, loss 0.005, test 0.085
Epoch 6, step 89, loss 0.427, test 0.080
Epoch 6, step 90, loss 0.018, test 0.080
Epoch 6, step 91, loss 0.043, test 0.085
Epoch 6, step 92, loss 0.013, test 0.086
Epoch 6, step 93, loss 0.006, test 0.087
Epoch 6, step 94, loss 0.000, test 0.087
Epoch 6, step 95, loss 0.367, test 0.084
Epoch 6, step 96, loss 0.111, test 0.078
Epoch 6, step 97, loss 0.028, test 0.079
Epoch 6, step 98, loss 0.002, test 0.079
Epoch 6, step 99, loss 0.333, test 0.131

Epoch 6, step 100, loss 0.386, test 0.168
Epoch 6, step 101, loss 0.025, test 0.181
Epoch 6, step 102, loss 0.403, test 0.163
Epoch 6, step 103, loss 0.444, test 0.170
Epoch 6, step 104, loss 0.004, test 0.171
Epoch 6, step 105, loss 0.263, test 0.131
Epoch 6, step 106, loss 0.025, test 0.113
Epoch 6, step 107, loss 0.017, test 0.109
Epoch 6, step 108, loss 0.657, test 0.136
Epoch 6, step 109, loss 0.195, test 0.142
Epoch 6, step 110, loss 0.014, test 0.127
Epoch 6, step 111, loss 0.003, test 0.122
Epoch 6, step 112, loss 0.002, test 0.119
Epoch 6, step 113, loss 0.035, test 0.107
Epoch 6, step 114, loss 0.083, test 0.095
Epoch 6, step 115, loss 0.152, test 0.116
Epoch 6, step 116, loss 0.010, test 0.124
Epoch 6, step 117, loss 0.522, test 0.107
Epoch 6, step 118, loss 0.195, test 0.117
Epoch 6, step 119, loss 1.147, test 0.107
Epoch 6, step 120, loss 0.002, test 0.109
Epoch 6, step 121, loss 0.024, test 0.101
Epoch 6, step 122, loss 0.041, test 0.101
Epoch 6, step 123, loss 0.321, test 0.101
Epoch 6, step 124, loss 0.148, test 0.105
Epoch 6, step 125, loss 0.000, test 0.106
Epoch 6, step 126, loss 0.220, test 0.106
Epoch 6, step 127, loss 0.061, test 0.112
Epoch 6, step 128, loss 0.009, test 0.114
Epoch 6, step 129, loss 0.011, test 0.116
Epoch 6, step 130, loss 0.029, test 0.107
Epoch 6, step 131, loss 0.018, test 0.106
Epoch 6, step 132, loss 0.039, test 0.106
Epoch 6, step 133, loss 0.550, test 0.100
Epoch 6, step 134, loss 0.005, test 0.104
Epoch 6, step 135, loss 0.005, test 0.104
Epoch 6, step 136, loss 0.057, test 0.113
Epoch 6, step 137, loss 0.186, test 0.116
Epoch 6, step 138, loss 0.001, test 0.117
Epoch 6, step 139, loss 0.161, test 0.128
Epoch 6, step 140, loss 0.152, test 0.126
Epoch 6, step 141, loss 0.075, test 0.117
Epoch 6, step 142, loss 0.000, test 0.116
Epoch 6, step 143, loss 0.001, test 0.116
Epoch 6, step 144, loss 0.079, test 0.106
Epoch 6, step 145, loss 0.020, test 0.104
Epoch 6, step 146, loss 0.004, test 0.103
Epoch 6, step 147, loss 0.361, test 0.116
Epoch 6, step 148, loss 0.002, test 0.119
Epoch 6, step 149, loss 0.412, test 0.124
Epoch 6, step 150, loss 0.000, test 0.124
Epoch 6, step 151, loss 0.064, test 0.120
Epoch 6, step 152, loss 0.236, test 0.126
Epoch 6, step 153, loss 0.201, test 0.139
Epoch 6, step 154, loss 0.315, test 0.147
Epoch 6, step 155, loss 0.199, test 0.143
Epoch 6, step 156, loss 0.000, test 0.145
Epoch 6, step 157, loss 0.200, test 0.172
Epoch 6, step 158, loss 0.000, test 0.177
Epoch 6, step 159, loss 0.187, test 0.177
Epoch 6, step 160, loss 0.003, test 0.177
Epoch 6, step 161, loss 0.001, test 0.179
Epoch 6, step 162, loss 0.004, test 0.181
Epoch 6, step 163, loss 0.028, test 0.180
Epoch 6, step 164, loss 0.154, test 0.184
Epoch 6, step 165, loss 0.095, test 0.181
Epoch 6, step 166, loss 0.007, test 0.183
Epoch 6, step 167, loss 0.000, test 0.183
Epoch 6, step 168, loss 0.052, test 0.187
Epoch 6, step 169, loss 0.015, test 0.187
Epoch 6, step 170, loss 0.001, test 0.187
Epoch 6, step 171, loss 0.013, test 0.188
Epoch 6, step 172, loss 0.005, test 0.188
Epoch 6, step 173, loss 0.055, test 0.207
Epoch 6, step 174, loss 0.000, test 0.211
Epoch 6, step 175, loss 0.042, test 0.211
Epoch 6, step 176, loss 0.008, test 0.204
Epoch 6, step 177, loss 0.185, test 0.172
Epoch 6, step 178, loss 1.461, test 0.109
Epoch 6, step 179, loss 0.184, test 0.104
Epoch 6, step 180, loss 0.003, test 0.105
Epoch 6, step 181, loss 0.132, test 0.102
Epoch 6, step 182, loss 0.036, test 0.108
Epoch 6, step 183, loss 0.104, test 0.113
Epoch 6, step 184, loss 0.016, test 0.119
Epoch 6, step 185, loss 0.024, test 0.122
Epoch 6, step 186, loss 0.015, test 0.161
Epoch 6, step 187, loss 0.018, test 0.166
Epoch 6, step 188, loss 0.024, test 0.172
Epoch 6, step 189, loss 0.019, test 0.183
Epoch 6, step 190, loss 0.007, test 0.184
Epoch 6, step 191, loss 0.362, test 0.191
Epoch 6, step 192, loss 0.007, test 0.194
Epoch 6, step 193, loss 0.483, test 0.100
Epoch 6, step 194, loss 0.598, test 0.090
Epoch 6, step 195, loss 0.121, test 0.088
Epoch 6, step 196, loss 0.040, test 0.088
Epoch 6, step 197, loss 0.000, test 0.087
Epoch 6, step 198, loss 0.006, test 0.088
Epoch 6, step 199, loss 0.164, test 0.086
Epoch 6, step 200, loss 0.091, test 0.087
Epoch 6, step 201, loss 0.141, test 0.084
Epoch 6, step 202, loss 0.074, test 0.083
Epoch 6, step 203, loss 0.113, test 0.104
Epoch 6, step 204, loss 0.012, test 0.111
Epoch 6, step 205, loss 0.014, test 0.115
Epoch 6, step 206, loss 0.325, test 0.167
Epoch 6, step 207, loss 0.361, test 0.155
Epoch 6, step 208, loss 0.402, test 0.136
Epoch 6, step 209, loss 0.001, test 0.135
Epoch 6, step 210, loss 0.244, test 0.138
Epoch 6, step 211, loss 0.266, test 0.103
Epoch 6, step 212, loss 0.056, test 0.099
Epoch 6, step 213, loss 0.009, test 0.097
Epoch 6, step 214, loss 0.011, test 0.097
Epoch 6, step 215, loss 0.200, test 0.107
Epoch 6, step 216, loss 0.192, test 0.109
Epoch 6, step 217, loss 0.001, test 0.109
Epoch 6, step 218, loss 0.005, test 0.108
Epoch 6, step 219, loss 0.253, test 0.108
Epoch 6, step 220, loss 0.012, test 0.110
Epoch 6, step 221, loss 0.476, test 0.113
Epoch 6, step 222, loss 0.092, test 0.115
Epoch 6, step 223, loss 0.352, test 0.114
Epoch 6, step 224, loss 0.005, test 0.114
Epoch 6, step 225, loss 0.058, test 0.106
Epoch 6, step 226, loss 0.079, test 0.103
Epoch 6, step 227, loss 0.501, test 0.100
Epoch 6, step 228, loss 1.387, test 0.094
Epoch 6, step 229, loss 0.001, test 0.097
Epoch 6, step 230, loss 0.020, test 0.098
Epoch 6, step 231, loss 0.104, test 0.100
Epoch 6, step 232, loss 0.216, test 0.102
Epoch 6, step 233, loss 0.029, test 0.104
Epoch 6, step 234, loss 0.002, test 0.105
Epoch 6, step 235, loss 0.075, test 0.105
Epoch 6, step 236, loss 0.089, test 0.109
Epoch 6, step 237, loss 0.025, test 0.111
Epoch 6, step 238, loss 0.169, test 0.107
Epoch 6, step 239, loss 0.012, test 0.108
Epoch 6, step 240, loss 0.377, test 0.106
Epoch 6, step 241, loss 0.000, test 0.107
Epoch 6, step 242, loss 0.439, test 0.106
Epoch 6, step 243, loss 0.166, test 0.105
Epoch 6, step 244, loss 0.041, test 0.112
Epoch 6, step 245, loss 0.245, test 0.122
Epoch 6, step 246, loss 0.107, test 0.122
Epoch 6, step 247, loss 0.011, test 0.124
Epoch 6, step 248, loss 0.049, test 0.160
Epoch 6, step 249, loss 0.127, test 0.164
Epoch 6, step 250, loss 0.124, test 0.148
Epoch 6, step 251, loss 0.903, test 0.156
Epoch 6, step 252, loss 0.148, test 0.160
Epoch 6, step 253, loss 0.064, test 0.167
Epoch 6, step 254, loss 0.025, test 0.166
Epoch 6, step 255, loss 0.029, test 0.168
Epoch 6, step 256, loss 0.019, test 0.177
Epoch 6, step 257, loss 0.000, test 0.178
Epoch 6, step 258, loss 0.073, test 0.176
Epoch 6, step 259, loss 0.007, test 0.179
Epoch 6, step 260, loss 0.458, test 0.160
Epoch 6, step 261, loss 0.435, test 0.153
Epoch 6, step 262, loss 0.074, test 0.153
Epoch 6, step 263, loss 0.076, test 0.160
Epoch 6, step 264, loss 0.018, test 0.155
Epoch 6, step 265, loss 0.022, test 0.146
Epoch 6, step 266, loss 0.121, test 0.129
Epoch 6, step 267, loss 0.024, test 0.121
Epoch 6, step 268, loss 0.033, test 0.125
Epoch 6, step 269, loss 0.041, test 0.116
Epoch 6, step 270, loss 0.036, test 0.116
Epoch 6, step 271, loss 0.001, test 0.119
Epoch 6, step 272, loss 0.056, test 0.116
Epoch 6, step 273, loss 0.239, test 0.083
Epoch 6, step 274, loss 0.129, test 0.081
Epoch 6, step 275, loss 0.000, test 0.081
Epoch 6, step 276, loss 0.073, test 0.080
Epoch 6, step 277, loss 0.030, test 0.081
Epoch 6, step 278, loss 0.007, test 0.080
Epoch 6, step 279, loss 0.030, test 0.079
Epoch 6, step 280, loss 0.277, test 0.193
Epoch 6, step 281, loss 0.013, test 0.205
Epoch 6, step 282, loss 0.089, test 0.223
Epoch 6, step 283, loss 0.001, test 0.234
Epoch 6, step 284, loss 0.207, test 0.250
Epoch 6, step 285, loss 0.044, test 0.244
Epoch 6, step 286, loss 0.223, test 0.220
Epoch 6, step 287, loss 0.035, test 0.214
Epoch 6, step 288, loss 0.151, test 0.214
Epoch 6, step 289, loss 0.005, test 0.192
Epoch 6, step 290, loss 0.005, test 0.193
Epoch 6, step 291, loss 0.159, test 0.157
Epoch 6, step 292, loss 0.002, test 0.149
Epoch 6, step 293, loss 0.023, test 0.148
Epoch 6, step 294, loss 0.036, test 0.141
Epoch 6, step 295, loss 0.302, test 0.138
Epoch 6, step 296, loss 0.186, test 0.139
Epoch 6, step 297, loss 0.253, test 0.137
Epoch 6, step 298, loss 0.100, test 0.117
Epoch 6, step 299, loss 0.001, test 0.115
Epoch 6, step 300, loss 0.000, test 0.113
Epoch 6, step 301, loss 0.000, test 0.113
Epoch 6, step 302, loss 0.172, test 0.110
Epoch 6, step 303, loss 0.013, test 0.100
Epoch 6, step 304, loss 0.210, test 0.102
Epoch 6, step 305, loss 0.007, test 0.101
Epoch 6, step 306, loss 0.007, test 0.101
Epoch 6, step 307, loss 0.345, test 0.091
Epoch 6, step 308, loss 0.004, test 0.102
Epoch 6, step 309, loss 0.017, test 0.110
Epoch 6, step 310, loss 0.027, test 0.116
Epoch 6, step 311, loss 0.032, test 0.117
Epoch 6, step 312, loss 0.176, test 0.115
Epoch 6, step 313, loss 0.023, test 0.111
Epoch 6, step 314, loss 0.199, test 0.101
Epoch 6, step 315, loss 0.043, test 0.098
Epoch 6, step 316, loss 0.017, test 0.094
Epoch 6, step 317, loss 0.025, test 0.095
Epoch 6, step 318, loss 0.059, test 0.103
Epoch 6, step 319, loss 0.023, test 0.115
Epoch 6, step 320, loss 0.057, test 0.122
Epoch 6, step 321, loss 0.001, test 0.125
Epoch 6, step 322, loss 0.089, test 0.122
Epoch 6, step 323, loss 0.067, test 0.124
Epoch 6, step 324, loss 0.005, test 0.125
Epoch 6, step 325, loss 0.013, test 0.122
Epoch 6, step 326, loss 0.050, test 0.124
Epoch 6, step 327, loss 0.107, test 0.133
Epoch 6, step 328, loss 0.027, test 0.132
Epoch 6, step 329, loss 1.207, test 0.105
Epoch 6, step 330, loss 0.002, test 0.125
Epoch 6, step 331, loss 0.267, test 0.144
Epoch 6, step 332, loss 0.191, test 0.151
Epoch 6, step 333, loss 0.053, test 0.151
Epoch 6, step 334, loss 0.018, test 0.139
Epoch 6, step 335, loss 0.000, test 0.138
Epoch 6, step 336, loss 0.028, test 0.145
Epoch 6, step 337, loss 0.222, test 0.140
Epoch 6, step 338, loss 0.097, test 0.142
Epoch 6, step 339, loss 0.062, test 0.141
Epoch 6, step 340, loss 0.438, test 0.202
Epoch 6, step 341, loss 0.146, test 0.207
Epoch 6, step 342, loss 0.047, test 0.214
Epoch 6, step 343, loss 0.185, test 0.220
Epoch 6, step 344, loss 0.018, test 0.206
Epoch 6, step 345, loss 0.000, test 0.205
Epoch 6, step 346, loss 0.062, test 0.201
Epoch 6, step 347, loss 0.085, test 0.205
Epoch 6, step 348, loss 0.035, test 0.224
Epoch 6, step 349, loss 0.125, test 0.224
Epoch 6, step 350, loss 0.001, test 0.225
Epoch 6, step 351, loss 0.003, test 0.224
Epoch 6, step 352, loss 0.007, test 0.214
Epoch 6, step 353, loss 0.121, test 0.215
Epoch 6, step 354, loss 0.006, test 0.205
Epoch 6, step 355, loss 0.093, test 0.232
Epoch 6, step 356, loss 0.185, test 0.245
Epoch 6, step 357, loss 0.001, test 0.246
Epoch 6, step 358, loss 0.019, test 0.249
Epoch 6, step 359, loss 0.000, test 0.250
Epoch 6, step 360, loss 0.057, test 0.204
Epoch 6, step 361, loss 0.014, test 0.199
Epoch 6, step 362, loss 0.015, test 0.197
Epoch 6, step 363, loss 0.302, test 0.186
Epoch 6, step 364, loss 0.496, test 0.204
Epoch 6, step 365, loss 0.103, test 0.210
Epoch 6, step 366, loss 0.005, test 0.207
Epoch 6, step 367, loss 0.034, test 0.180
Epoch 6, step 368, loss 0.835, test 0.145
Epoch 6, step 369, loss 0.050, test 0.137
Epoch 6, step 370, loss 0.281, test 0.140
Epoch 6, step 371, loss 0.004, test 0.142
Epoch 6, step 372, loss 0.054, test 0.137
Epoch 6, step 373, loss 0.314, test 0.134
Epoch 6, step 374, loss 0.463, test 0.130
Epoch 6, step 375, loss 0.193, test 0.118
Epoch 6, step 376, loss 0.041, test 0.116
Epoch 6, step 377, loss 0.022, test 0.101
Epoch 6, step 378, loss 0.019, test 0.099
Epoch 6, step 379, loss 0.019, test 0.096
Epoch 6, step 380, loss 0.001, test 0.095
Epoch 6, step 381, loss 0.225, test 0.085
Epoch 6, step 382, loss 0.022, test 0.090
Epoch 6, step 383, loss 0.296, test 0.089
Epoch 6, step 384, loss 0.061, test 0.092
Epoch 6, step 385, loss 0.001, test 0.092
Epoch 6, step 386, loss 0.120, test 0.090
Epoch 6, step 387, loss 0.020, test 0.089
Epoch 6, step 388, loss 0.118, test 0.094
Epoch 6, step 389, loss 0.000, test 0.095
Epoch 6, step 390, loss 0.244, test 0.095
Epoch 6, step 391, loss 0.040, test 0.097
Epoch 6, step 392, loss 0.038, test 0.100
Epoch 6, step 393, loss 0.037, test 0.104
Epoch 6, step 394, loss 0.113, test 0.109
Epoch 6, step 395, loss 0.022, test 0.113
Epoch 6, step 396, loss 1.629, test 0.101
Epoch 6, step 397, loss 0.087, test 0.098
Epoch 6, step 398, loss 0.016, test 0.098
Epoch 6, step 399, loss 0.016, test 0.098
Epoch 6, step 400, loss 0.016, test 0.111
Epoch 6, step 401, loss 0.030, test 0.117
Epoch 6, step 402, loss 0.315, test 0.102
Epoch 6, step 403, loss 0.000, test 0.101
Epoch 6, step 404, loss 0.257, test 0.096
Epoch 6, step 405, loss 0.034, test 0.095
Epoch 6, step 406, loss 0.042, test 0.095
Epoch 6, step 407, loss 0.000, test 0.095
Epoch 6, step 408, loss 0.397, test 0.100
Epoch 6, step 409, loss 0.014, test 0.103
Epoch 6, step 410, loss 0.000, test 0.104
Epoch 6, step 411, loss 0.045, test 0.103
Epoch 6, step 412, loss 0.285, test 0.110
Epoch 6, step 413, loss 0.038, test 0.113
Epoch 6, step 414, loss 0.004, test 0.113
Epoch 6, step 415, loss 0.195, test 0.113
Epoch 6, step 416, loss 0.023, test 0.115
Epoch 6, step 417, loss 0.243, test 0.116
Epoch 6, step 418, loss 0.027, test 0.119
Epoch 6, step 419, loss 0.116, test 0.112
Epoch 6, step 420, loss 0.043, test 0.117
Epoch 6, step 421, loss 0.410, test 0.109
Epoch 6, step 422, loss 0.161, test 0.120
Epoch 6, step 423, loss 1.698, test 0.107
Epoch 6, step 424, loss 0.077, test 0.110
Epoch 6, step 425, loss 0.047, test 0.112
Epoch 6, step 426, loss 0.039, test 0.114
Epoch 6, step 427, loss 0.026, test 0.116
Epoch 6, step 428, loss 0.001, test 0.116
Epoch 6, step 429, loss 0.113, test 0.121
Epoch 6, step 430, loss 0.136, test 0.124
Epoch 6, step 431, loss 0.055, test 0.115
Epoch 6, step 432, loss 0.110, test 0.115
Epoch 6, step 433, loss 0.006, test 0.114
Epoch 6, step 434, loss 0.002, test 0.114
Epoch 6, step 435, loss 0.032, test 0.114
Epoch 6, step 436, loss 0.615, test 0.115
Epoch 6, step 437, loss 0.250, test 0.114
Epoch 6, step 438, loss 0.415, test 0.103
Epoch 6, step 439, loss 0.468, test 0.102
Epoch 6, step 440, loss 0.010, test 0.101
Epoch 6, step 441, loss 0.034, test 0.113
Epoch 6, step 442, loss 0.286, test 0.104
Epoch 6, step 443, loss 0.165, test 0.102
Epoch 6, step 444, loss 0.016, test 0.103
Epoch 6, step 445, loss 0.126, test 0.105
Epoch 6, step 446, loss 1.446, test 0.117
Epoch 6, step 447, loss 0.046, test 0.121
Epoch 6, step 448, loss 0.266, test 0.120
Epoch 6, step 449, loss 0.005, test 0.121
Epoch 6, step 450, loss 0.237, test 0.123
Epoch 6, step 451, loss 0.101, test 0.122
Epoch 6, step 452, loss 0.047, test 0.123
Epoch 6, step 453, loss 0.141, test 0.122
Epoch 6, step 454, loss 0.024, test 0.122
Epoch 6, step 455, loss 0.437, test 0.123
Epoch 6, step 456, loss 0.005, test 0.124
Epoch 6, step 457, loss 0.248, test 0.124
Epoch 6, step 458, loss 0.049, test 0.123
Epoch 6, step 459, loss 0.014, test 0.124
Epoch 6, step 460, loss 0.418, test 0.236
Epoch 6, step 461, loss 0.292, test 0.293
Epoch 6, step 462, loss 0.025, test 0.326
Epoch 6, step 463, loss 0.021, test 0.320
Epoch 6, step 464, loss 0.215, test 0.320
Epoch 6, step 465, loss 0.012, test 0.321
Epoch 6, step 466, loss 0.015, test 0.318
Epoch 6, step 467, loss 0.020, test 0.308
Epoch 6, step 468, loss 0.184, test 0.270
Epoch 6, step 469, loss 0.048, test 0.278
Epoch 6, step 470, loss 0.048, test 0.291
Epoch 6, step 471, loss 0.027, test 0.297
Epoch 6, step 472, loss 0.052, test 0.302
Epoch 6, step 473, loss 0.158, test 0.309
Epoch 6, step 474, loss 0.416, test 0.172
Epoch 6, step 475, loss 0.391, test 0.160
Epoch 6, step 476, loss 0.094, test 0.155
Epoch 6, step 477, loss 0.058, test 0.165
Epoch 6, step 478, loss 0.022, test 0.134
Epoch 6, step 479, loss 0.081, test 0.131
Epoch 6, step 480, loss 0.121, test 0.118
Epoch 6, step 481, loss 0.277, test 0.120
Epoch 6, step 482, loss 0.126, test 0.121
Epoch 6, step 483, loss 0.064, test 0.121
Epoch 6, step 484, loss 0.186, test 0.132
Epoch 6, step 485, loss 0.011, test 0.134
Epoch 6, step 486, loss 0.034, test 0.133
Epoch 6, step 487, loss 0.129, test 0.134
Epoch 6, step 488, loss 0.019, test 0.134
Epoch 6, step 489, loss 0.096, test 0.134
Epoch 6, step 490, loss 0.002, test 0.135
Epoch 6, step 491, loss 0.202, test 0.128
Epoch 6, step 492, loss 0.026, test 0.129
Epoch 6, step 493, loss 0.032, test 0.126
Epoch 6, step 494, loss 0.111, test 0.126
Epoch 6, step 495, loss 0.082, test 0.129
Epoch 6, step 496, loss 0.079, test 0.129
Epoch 6, step 497, loss 0.330, test 0.122
Epoch 6, step 498, loss 0.027, test 0.124
Epoch 6, step 499, loss 0.002, test 0.127
Epoch 6, step 500, loss 0.260, test 0.127
Epoch 6, step 501, loss 0.206, test 0.128
Epoch 6, step 502, loss 0.081, test 0.124
Epoch 6, step 503, loss 0.242, test 0.122
Epoch 6, step 504, loss 0.014, test 0.120
Epoch 6, step 505, loss 0.014, test 0.120
Epoch 6, step 506, loss 0.035, test 0.122
Epoch 6, step 507, loss 0.249, test 0.124
Epoch 6, step 508, loss 0.743, test 0.128
Epoch 6, step 509, loss 0.823, test 0.138
Epoch 6, step 510, loss 0.007, test 0.140
Epoch 6, step 511, loss 0.057, test 0.141
Epoch 6, step 512, loss 0.017, test 0.141
Epoch 6, step 513, loss 0.055, test 0.144
Epoch 6, step 514, loss 0.030, test 0.145
Epoch 6, step 515, loss 0.025, test 0.145
Epoch 6, step 516, loss 0.010, test 0.144
Epoch 6, step 517, loss 0.492, test 0.151
Epoch 6, step 518, loss 0.008, test 0.156
Epoch 6, step 519, loss 0.005, test 0.159
Epoch 6, step 520, loss 0.093, test 0.165
Epoch 6, step 521, loss 0.017, test 0.166
Epoch 6, step 522, loss 0.001, test 0.168
Epoch 6, step 523, loss 0.128, test 0.169
Epoch 6, step 524, loss 0.102, test 0.168
Epoch 6, step 525, loss 1.026, test 0.174
Epoch 6, step 526, loss 0.818, test 0.178
Epoch 6, step 527, loss 0.152, test 0.184
Epoch 6, step 528, loss 0.007, test 0.187
Epoch 6, step 529, loss 0.026, test 0.189
Epoch 6, step 530, loss 0.132, test 0.193
Epoch 6, step 531, loss 0.126, test 0.181
Epoch 6, step 532, loss 0.009, test 0.181
Epoch 6, step 533, loss 0.545, test 0.186
Epoch 6, step 534, loss 0.073, test 0.179
Epoch 6, step 535, loss 0.091, test 0.167
Epoch 6, step 536, loss 0.258, test 0.163
Epoch 6, step 537, loss 0.178, test 0.139
Epoch 6, step 538, loss 0.204, test 0.142
Epoch 6, step 539, loss 0.003, test 0.144
Epoch 6, step 540, loss 0.045, test 0.152
Epoch 6, step 541, loss 0.289, test 0.132
Epoch 6, step 542, loss 0.611, test 0.107
Epoch 6, step 543, loss 0.004, test 0.106
Epoch 6, step 544, loss 0.098, test 0.103
Epoch 6, step 545, loss 0.020, test 0.102
Epoch 6, step 546, loss 0.184, test 0.100
Epoch 6, step 547, loss 0.413, test 0.113
Epoch 6, step 548, loss 0.047, test 0.120
Epoch 6, step 549, loss 0.093, test 0.126
Epoch 6, step 550, loss 0.334, test 0.114
Epoch 6, step 551, loss 0.211, test 0.106
Epoch 6, step 552, loss 0.256, test 0.097
Epoch 6, step 553, loss 0.028, test 0.092
Epoch 6, step 554, loss 0.711, test 0.096
Epoch 6, step 555, loss 0.141, test 0.094
Epoch 6, step 556, loss 0.444, test 0.100
Epoch 6, step 557, loss 0.162, test 0.100
Epoch 6, step 558, loss 0.015, test 0.101
Epoch 6, step 559, loss 0.000, test 0.101
Epoch 6, step 560, loss 0.001, test 0.101
Epoch 6, step 561, loss 0.152, test 0.099
Epoch 6, step 562, loss 0.135, test 0.098
Epoch 6, step 563, loss 0.798, test 0.095
Epoch 6, step 564, loss 0.003, test 0.094
Epoch 6, step 565, loss 0.060, test 0.099
Epoch 6, step 566, loss 0.416, test 0.113
Epoch 6, step 567, loss 0.130, test 0.120
Epoch 6, step 568, loss 0.268, test 0.115
Epoch 6, step 569, loss 0.098, test 0.133
Epoch 6, step 570, loss 0.022, test 0.132
Epoch 6, step 571, loss 0.114, test 0.126
Epoch 6, step 572, loss 0.063, test 0.124
Epoch 6, step 573, loss 0.123, test 0.121
Epoch 6, step 574, loss 0.207, test 0.123
Epoch 6, step 575, loss 0.054, test 0.126
Epoch 6, step 576, loss 0.114, test 0.120
Epoch 6, step 577, loss 0.175, test 0.114
Epoch 6, step 578, loss 0.063, test 0.125
Epoch 6, step 579, loss 0.383, test 0.139
Epoch 6, step 580, loss 0.061, test 0.123
Epoch 6, step 581, loss 0.146, test 0.096
Epoch 6, step 582, loss 0.173, test 0.112
Epoch 6, step 583, loss 0.474, test 0.089
Epoch 6, step 584, loss 0.022, test 0.086
Epoch 6, step 585, loss 0.001, test 0.085
Epoch 6, step 586, loss 0.164, test 0.082
Epoch 6, step 587, loss 0.079, test 0.080
Epoch 6, step 588, loss 0.236, test 0.083
Epoch 6, step 589, loss 0.041, test 0.085
Epoch 6, step 590, loss 0.131, test 0.082
Epoch 6, step 591, loss 0.247, test 0.086
Epoch 6, step 592, loss 0.131, test 0.089
Epoch 6, step 593, loss 0.046, test 0.090
Epoch 6, step 594, loss 0.059, test 0.089
Epoch 6, step 595, loss 0.106, test 0.087
Epoch 6, step 596, loss 0.001, test 0.090
Epoch 6, step 597, loss 0.001, test 0.092
Epoch 6, step 598, loss 0.029, test 0.091
Epoch 6, step 599, loss 0.482, test 0.090
Epoch 6, step 600, loss 0.188, test 0.092
Epoch 6, step 601, loss 0.258, test 0.093
Epoch 6, step 602, loss 0.325, test 0.084
Epoch 6, step 603, loss 0.009, test 0.084
Epoch 6, step 604, loss 0.049, test 0.084
Epoch 6, step 605, loss 0.237, test 0.086
Epoch 6, step 606, loss 0.008, test 0.088
Epoch 6, step 607, loss 0.087, test 0.092
Epoch 6, step 608, loss 0.326, test 0.097
Epoch 6, step 609, loss 0.045, test 0.099
Epoch 6, step 610, loss 0.029, test 0.101
Epoch 6, step 611, loss 0.009, test 0.101
Epoch 6, step 612, loss 0.018, test 0.102
Epoch 6, step 613, loss 0.025, test 0.108
Epoch 6, step 614, loss 0.061, test 0.111
Epoch 6, step 615, loss 0.004, test 0.111
Epoch 6, step 616, loss 0.110, test 0.129
Epoch 6, step 617, loss 0.006, test 0.137
Epoch 6, step 618, loss 0.147, test 0.156
Epoch 6, step 619, loss 0.324, test 0.179
Epoch 6, step 620, loss 0.061, test 0.176
Epoch 6, step 621, loss 0.000, test 0.177
Epoch 6, step 622, loss 0.042, test 0.175
Epoch 6, step 623, loss 0.235, test 0.172
Epoch 6, step 624, loss 0.578, test 0.177
Epoch 6, step 625, loss 0.134, test 0.234
Epoch 6, step 626, loss 0.102, test 0.249
Epoch 6, step 627, loss 0.050, test 0.254
Epoch 6, step 628, loss 0.135, test 0.236
Epoch 6, step 629, loss 0.038, test 0.223
Epoch 6, step 630, loss 0.016, test 0.219
Epoch 6, step 631, loss 0.004, test 0.217
Epoch 6, step 632, loss 0.003, test 0.216
Epoch 6, step 633, loss 0.019, test 0.214
Epoch 6, step 634, loss 0.116, test 0.216
Epoch 6, step 635, loss 0.375, test 0.221
Epoch 6, step 636, loss 0.019, test 0.223
Epoch 6, step 637, loss 0.059, test 0.221
Epoch 6, step 638, loss 1.021, test 0.245
Epoch 6, step 639, loss 0.040, test 0.248
Epoch 6, step 640, loss 0.012, test 0.251
Epoch 6, step 641, loss 0.055, test 0.254
Epoch 6, step 642, loss 0.003, test 0.256
Epoch 6, step 643, loss 0.008, test 0.253
Epoch 6, step 644, loss 0.856, test 0.243
Epoch 6, step 645, loss 0.213, test 0.247
Epoch 6, step 646, loss 0.003, test 0.245
Epoch 6, step 647, loss 0.006, test 0.247
Epoch 6, step 648, loss 0.094, test 0.253
Epoch 6, step 649, loss 0.164, test 0.258
Epoch 6, step 650, loss 0.011, test 0.258
Epoch 6, step 651, loss 0.304, test 0.193
Epoch 6, step 652, loss 0.022, test 0.171
Epoch 6, step 653, loss 0.548, test 0.158
Epoch 6, step 654, loss 0.009, test 0.155
Epoch 6, step 655, loss 0.001, test 0.152
Epoch 6, step 656, loss 0.057, test 0.150
Epoch 6, step 657, loss 0.013, test 0.149
Epoch 6, step 658, loss 0.009, test 0.150
Epoch 6, step 659, loss 0.014, test 0.146
Epoch 6, step 660, loss 0.240, test 0.131
Epoch 6, step 661, loss 0.506, test 0.115
Epoch 6, step 662, loss 0.299, test 0.101
Epoch 6, step 663, loss 0.346, test 0.101
Epoch 6, step 664, loss 0.027, test 0.100
Epoch 6, step 665, loss 0.034, test 0.097
Epoch 6, step 666, loss 0.004, test 0.097
Epoch 6, step 667, loss 0.004, test 0.097
Epoch 6, step 668, loss 0.000, test 0.097
Epoch 6, step 669, loss 0.317, test 0.112

Epoch 6, step 670, loss 0.252, test 0.117
Epoch 6, step 671, loss 0.121, test 0.116
Epoch 6, step 672, loss 0.299, test 0.089
Epoch 6, step 673, loss 0.094, test 0.097
Epoch 6, step 674, loss 0.365, test 0.110
Epoch 6, step 675, loss 0.079, test 0.120
Epoch 6, step 676, loss 0.017, test 0.126
Epoch 6, step 677, loss 0.015, test 0.132
Epoch 6, step 678, loss 0.000, test 0.134
Epoch 6, step 679, loss 0.032, test 0.138
Epoch 6, step 680, loss 0.116, test 0.136
Epoch 6, step 681, loss 0.081, test 0.127
Epoch 6, step 682, loss 0.010, test 0.125
Epoch 6, step 683, loss 0.186, test 0.135
Epoch 6, step 684, loss 0.017, test 0.138
Epoch 6, step 685, loss 0.094, test 0.126
Epoch 6, step 686, loss 0.022, test 0.123
Epoch 6, step 687, loss 0.014, test 0.129
Epoch 6, step 688, loss 0.046, test 0.137
Epoch 6, step 689, loss 0.205, test 0.126
Epoch 6, step 690, loss 0.035, test 0.125
Epoch 6, step 691, loss 0.106, test 0.127
Epoch 6, step 692, loss 0.010, test 0.132
Epoch 6, step 693, loss 0.001, test 0.139
Epoch 6, step 694, loss 0.190, test 0.170
Epoch 6, step 695, loss 0.040, test 0.164
Epoch 6, step 696, loss 0.014, test 0.172
Epoch 6, step 697, loss 0.285, test 0.168
Epoch 6, step 698, loss 0.256, test 0.160
Epoch 6, step 699, loss 0.001, test 0.157
Epoch 6, step 700, loss 0.079, test 0.164
Epoch 6, step 701, loss 0.131, test 0.162
Epoch 6, step 702, loss 0.000, test 0.162
Epoch 6, step 703, loss 0.128, test 0.153
Epoch 6, step 704, loss 0.146, test 0.148
Epoch 6, step 705, loss 0.047, test 0.149
Epoch 6, step 706, loss 0.094, test 0.144
Epoch 6, step 707, loss 0.014, test 0.143
Epoch 6, step 708, loss 0.117, test 0.147
Epoch 6, step 709, loss 0.011, test 0.147
Epoch 6, step 710, loss 0.047, test 0.143
Epoch 6, step 711, loss 0.001, test 0.142
Epoch 6, step 712, loss 0.291, test 0.114
Epoch 6, step 713, loss 0.004, test 0.110
Epoch 6, step 714, loss 0.126, test 0.101
Epoch 6, step 715, loss 0.076, test 0.094
Epoch 6, step 716, loss 0.000, test 0.094
Epoch 6, step 717, loss 0.107, test 0.096
Epoch 6, step 718, loss 0.195, test 0.093
Epoch 6, step 719, loss 0.036, test 0.093
Epoch 6, step 720, loss 0.245, test 0.093
Epoch 6, step 721, loss 0.170, test 0.094
Epoch 6, step 722, loss 0.181, test 0.090
Epoch 6, step 723, loss 0.052, test 0.090
Epoch 6, step 724, loss 0.020, test 0.090
Epoch 6, step 725, loss 0.009, test 0.091
Epoch 6, step 726, loss 0.201, test 0.080
Epoch 6, step 727, loss 0.091, test 0.078
Epoch 6, step 728, loss 0.067, test 0.078
Epoch 6, step 729, loss 0.075, test 0.078
Epoch 6, step 730, loss 0.107, test 0.078
Epoch 6, step 731, loss 0.157, test 0.078
Epoch 6, step 732, loss 0.003, test 0.078
Epoch 6, step 733, loss 0.310, test 0.076
Epoch 6, step 734, loss 0.019, test 0.076
Epoch 6, step 735, loss 0.258, test 0.076
Epoch 6, step 736, loss 0.021, test 0.076
Epoch 6, step 737, loss 0.110, test 0.075
Epoch 6, step 738, loss 0.177, test 0.075
Epoch 6, step 739, loss 0.033, test 0.074
Epoch 6, step 740, loss 0.008, test 0.074
Epoch 6, step 741, loss 1.145, test 0.074
Epoch 6, step 742, loss 0.002, test 0.074
Epoch 6, step 743, loss 0.213, test 0.082
Epoch 6, step 744, loss 0.152, test 0.081
Epoch 6, step 745, loss 0.105, test 0.079
Epoch 6, step 746, loss 0.045, test 0.078
Epoch 6, step 747, loss 1.047, test 0.073
Epoch 6, step 748, loss 0.020, test 0.072
Epoch 6, step 749, loss 0.018, test 0.072
Epoch 6, step 750, loss 0.209, test 0.074
Epoch 6, step 751, loss 0.114, test 0.074
Epoch 6, step 752, loss 0.157, test 0.073
Epoch 6, step 753, loss 0.052, test 0.073
Epoch 6, step 754, loss 0.238, test 0.074
Epoch 6, step 755, loss 0.016, test 0.082
Epoch 6, step 756, loss 0.199, test 0.082
Epoch 6, step 757, loss 0.357, test 0.082
Epoch 6, step 758, loss 0.002, test 0.082
Epoch 6, step 759, loss 0.006, test 0.083
Epoch 6, step 760, loss 0.003, test 0.083
Epoch 6, step 761, loss 0.007, test 0.082
Epoch 6, step 762, loss 0.000, test 0.082
Epoch 6, step 763, loss 0.048, test 0.081
Epoch 6, step 764, loss 0.237, test 0.078
Epoch 6, step 765, loss 0.013, test 0.077
Epoch 6, step 766, loss 0.000, test 0.077
Epoch 6, step 767, loss 0.331, test 0.084
Epoch 6, step 768, loss 0.022, test 0.086
Epoch 6, step 769, loss 0.009, test 0.085
Epoch 6, step 770, loss 0.348, test 0.096
Epoch 6, step 771, loss 0.040, test 0.099
Epoch 6, step 772, loss 0.001, test 0.100
Epoch 6, step 773, loss 0.732, test 0.097
Epoch 6, step 774, loss 0.149, test 0.090
Epoch 6, step 775, loss 0.898, test 0.094
Epoch 6, step 776, loss 0.001, test 0.093
Epoch 6, step 777, loss 0.209, test 0.127
Epoch 6, step 778, loss 0.376, test 0.143
Epoch 6, step 779, loss 0.351, test 0.189
Epoch 6, step 780, loss 0.115, test 0.196
Epoch 6, step 781, loss 0.056, test 0.198
Epoch 6, step 782, loss 0.056, test 0.224
Epoch 6, step 783, loss 0.265, test 0.206
Epoch 6, step 784, loss 0.014, test 0.201
Epoch 6, step 785, loss 0.110, test 0.215
Epoch 6, step 786, loss 0.251, test 0.148
Epoch 6, step 787, loss 0.570, test 0.135
Epoch 6, step 788, loss 0.004, test 0.133
Epoch 6, step 789, loss 0.010, test 0.132
Epoch 6, step 790, loss 0.391, test 0.135
Epoch 6, step 791, loss 0.176, test 0.124
Epoch 6, step 792, loss 0.265, test 0.126
Epoch 6, step 793, loss 0.021, test 0.125
Epoch 6, step 794, loss 0.027, test 0.139
Epoch 6, step 795, loss 0.710, test 0.165
Epoch 6, step 796, loss 0.152, test 0.180
Epoch 6, step 797, loss 0.005, test 0.183
Epoch 6, step 798, loss 0.318, test 0.167
Epoch 6, step 799, loss 0.165, test 0.128
Epoch 6, step 800, loss 0.069, test 0.103
Epoch 6, step 801, loss 0.133, test 0.097
Epoch 6, step 802, loss 0.486, test 0.072
Epoch 6, step 803, loss 0.245, test 0.074
Epoch 6, step 804, loss 0.035, test 0.078
Epoch 6, step 805, loss 0.046, test 0.074
Epoch 6, step 806, loss 0.140, test 0.074
Epoch 6, step 807, loss 0.167, test 0.076
Epoch 6, step 808, loss 0.070, test 0.076
Epoch 6, step 809, loss 0.009, test 0.075
Epoch 6, step 810, loss 0.004, test 0.076
Epoch 6, step 811, loss 0.152, test 0.076
Epoch 6, step 812, loss 0.000, test 0.076
Epoch 6, step 813, loss 0.307, test 0.076
Epoch 6, step 814, loss 0.030, test 0.078
Epoch 6, step 815, loss 0.347, test 0.071
Epoch 6, step 816, loss 0.111, test 0.077
Epoch 6, step 817, loss 0.632, test 0.137
Epoch 6, step 818, loss 0.002, test 0.159
Epoch 6, step 819, loss 0.555, test 0.112
Epoch 6, step 820, loss 0.212, test 0.082
Epoch 6, step 821, loss 0.136, test 0.084
Epoch 6, step 822, loss 0.046, test 0.096
Epoch 6, step 823, loss 0.064, test 0.111
Epoch 6, step 824, loss 0.052, test 0.126
Epoch 6, step 825, loss 0.022, test 0.105
Epoch 6, step 826, loss 0.224, test 0.087
Epoch 6, step 827, loss 0.024, test 0.083
Epoch 6, step 828, loss 0.019, test 0.084
Epoch 6, step 829, loss 0.353, test 0.103
Epoch 6, step 830, loss 0.510, test 0.115
Epoch 6, step 831, loss 0.339, test 0.113
Epoch 6, step 832, loss 0.045, test 0.116
Epoch 6, step 833, loss 0.000, test 0.117
Epoch 6, step 834, loss 0.059, test 0.116
Epoch 6, step 835, loss 0.009, test 0.117
Epoch 6, step 836, loss 0.208, test 0.112
Epoch 6, step 837, loss 0.140, test 0.113
Epoch 6, step 838, loss 0.197, test 0.119
Epoch 6, step 839, loss 0.000, test 0.120
Epoch 6, step 840, loss 0.168, test 0.107
Epoch 6, step 841, loss 0.163, test 0.105
Epoch 6, step 842, loss 0.013, test 0.104
Epoch 6, step 843, loss 0.051, test 0.101
Epoch 6, step 844, loss 0.215, test 0.184
Epoch 6, step 845, loss 0.014, test 0.199
Epoch 6, step 846, loss 0.650, test 0.187
Epoch 6, step 847, loss 0.037, test 0.189
Epoch 6, step 848, loss 0.574, test 0.198
Epoch 6, step 849, loss 0.014, test 0.290
Epoch 6, step 850, loss 0.016, test 0.349
Epoch 6, step 851, loss 0.004, test 0.374
Epoch 6, step 852, loss 0.515, test 0.334
Epoch 6, step 853, loss 0.285, test 0.297
Epoch 6, step 854, loss 0.095, test 0.322
Epoch 6, step 855, loss 0.004, test 0.323
Epoch 6, step 856, loss 0.007, test 0.319
Epoch 6, step 857, loss 0.257, test 0.257
Epoch 6, step 858, loss 0.000, test 0.248
Epoch 6, step 859, loss 0.049, test 0.239
Epoch 6, step 860, loss 0.231, test 0.240
Epoch 6, step 861, loss 0.284, test 0.258
Epoch 6, step 862, loss 1.769, test 0.091
Epoch 6, step 863, loss 0.021, test 0.116
Epoch 6, step 864, loss 0.065, test 0.129
Epoch 6, step 865, loss 0.047, test 0.139
Epoch 6, step 866, loss 0.396, test 0.133
Epoch 6, step 867, loss 0.001, test 0.134
Epoch 6, step 868, loss 0.013, test 0.138
Epoch 6, step 869, loss 0.149, test 0.133
Epoch 6, step 870, loss 0.032, test 0.133
Epoch 6, step 871, loss 0.027, test 0.132
Epoch 6, step 872, loss 0.202, test 0.110
Epoch 6, step 873, loss 0.077, test 0.108
Epoch 6, step 874, loss 0.026, test 0.107
Epoch 6, step 875, loss 0.101, test 0.109
Epoch 6, step 876, loss 0.193, test 0.103
Epoch 6, step 877, loss 0.323, test 0.103
Epoch 6, step 878, loss 0.046, test 0.106
Epoch 6, step 879, loss 0.016, test 0.110
Epoch 6, step 880, loss 0.004, test 0.111
Epoch 6, step 881, loss 0.146, test 0.112
Epoch 6, step 882, loss 0.023, test 0.110
Epoch 6, step 883, loss 0.073, test 0.107
Epoch 6, step 884, loss 0.022, test 0.107
Epoch 6, step 885, loss 0.000, test 0.107
Epoch 6, step 886, loss 0.150, test 0.109
Epoch 6, step 887, loss 0.214, test 0.108
Epoch 6, step 888, loss 0.153, test 0.108
Epoch 6, step 889, loss 0.128, test 0.107
Epoch 6, step 890, loss 0.001, test 0.107
Epoch 6, step 891, loss 0.024, test 0.105
Epoch 6, step 892, loss 0.109, test 0.109
Epoch 6, step 893, loss 0.147, test 0.113
Epoch 6, step 894, loss 0.000, test 0.114
Epoch 6, step 895, loss 0.031, test 0.115
Epoch 6, step 896, loss 0.339, test 0.105
Epoch 6, step 897, loss 0.027, test 0.108
Epoch 6, step 898, loss 0.039, test 0.106
Epoch 6, step 899, loss 0.024, test 0.104
Epoch 6, step 900, loss 0.346, test 0.100
Epoch 6, step 901, loss 0.001, test 0.100
Epoch 6, step 902, loss 0.000, test 0.099
Epoch 6, step 903, loss 0.328, test 0.096
Epoch 6, step 904, loss 0.317, test 0.097
Epoch 6, step 905, loss 0.021, test 0.098
Epoch 6, step 906, loss 0.430, test 0.102
Epoch 6, step 907, loss 0.001, test 0.103
Epoch 6, step 908, loss 0.004, test 0.103
Epoch 6, step 909, loss 0.095, test 0.102
Epoch 6, step 910, loss 0.005, test 0.102
Epoch 6, step 911, loss 0.033, test 0.102
Epoch 6, step 912, loss 0.003, test 0.102
Epoch 6, step 913, loss 0.129, test 0.104
Epoch 6, step 914, loss 0.003, test 0.104
Epoch 6, step 915, loss 0.040, test 0.108
Epoch 6, step 916, loss 0.012, test 0.106
Epoch 6, step 917, loss 0.075, test 0.113
Epoch 6, step 918, loss 0.175, test 0.115
Epoch 6, step 919, loss 0.002, test 0.117
Epoch 6, step 920, loss 0.077, test 0.117
Epoch 6, step 921, loss 0.209, test 0.115
Epoch 6, step 922, loss 0.235, test 0.107
Epoch 6, step 923, loss 0.031, test 0.103
Epoch 6, step 924, loss 0.031, test 0.103
Epoch 6, step 925, loss 0.024, test 0.104
Epoch 6, step 926, loss 0.038, test 0.102
Epoch 6, step 927, loss 0.000, test 0.101
Epoch 6, step 928, loss 0.081, test 0.101
Epoch 6, step 929, loss 0.029, test 0.100
Epoch 6, step 930, loss 0.015, test 0.099
Epoch 6, step 931, loss 0.007, test 0.099
Epoch 6, step 932, loss 0.107, test 0.098
Epoch 6, step 933, loss 0.000, test 0.098
Epoch 6, step 934, loss 0.123, test 0.098
Epoch 6, step 935, loss 0.007, test 0.097
Epoch 6, step 936, loss 0.009, test 0.096
Epoch 6, step 937, loss 0.025, test 0.100
Epoch 6, step 938, loss 1.601, test 0.121
Epoch 6, step 939, loss 0.034, test 0.122
Epoch 6, step 940, loss 0.003, test 0.124
Epoch 6, step 941, loss 0.001, test 0.126
Epoch 6, step 942, loss 0.030, test 0.113
Epoch 6, step 943, loss 0.037, test 0.117
Epoch 6, step 944, loss 0.048, test 0.118
Epoch 6, step 945, loss 0.009, test 0.119
Epoch 6, step 946, loss 0.576, test 0.107
Epoch 6, step 947, loss 0.054, test 0.097
Epoch 6, step 948, loss 0.239, test 0.102
Epoch 6, step 949, loss 0.280, test 0.102
Epoch 6, step 950, loss 0.090, test 0.102
Epoch 6, step 951, loss 0.041, test 0.103
Epoch 6, step 952, loss 0.305, test 0.098
Epoch 6, step 953, loss 0.200, test 0.099
Epoch 6, step 954, loss 0.316, test 0.094
Epoch 6, step 955, loss 0.095, test 0.094
Epoch 6, step 956, loss 0.267, test 0.098
Epoch 6, step 957, loss 0.024, test 0.099
Epoch 6, step 958, loss 0.082, test 0.095
Epoch 6, step 959, loss 0.077, test 0.096
Epoch 6, step 960, loss 0.118, test 0.099
Epoch 6, step 961, loss 0.028, test 0.101
Epoch 6, step 962, loss 0.339, test 0.104
Epoch 6, step 963, loss 0.033, test 0.113
Epoch 6, step 964, loss 0.089, test 0.118
Epoch 6, step 965, loss 0.007, test 0.121
Epoch 6, step 966, loss 0.193, test 0.158
Epoch 6, step 967, loss 0.002, test 0.169
Epoch 6, step 968, loss 0.278, test 0.176
Epoch 6, step 969, loss 0.064, test 0.185
Epoch 6, step 970, loss 0.401, test 0.219
Epoch 6, step 971, loss 0.045, test 0.229
Epoch 6, step 972, loss 0.031, test 0.238
Epoch 6, step 973, loss 0.004, test 0.238
Epoch 6, step 974, loss 0.004, test 0.248
Epoch 6, step 975, loss 0.000, test 0.251
Epoch 6, step 976, loss 0.025, test 0.260
Epoch 6, step 977, loss 0.133, test 0.281
Epoch 6, step 978, loss 0.025, test 0.294
Epoch 6, step 979, loss 0.407, test 0.290
Epoch 6, step 980, loss 0.053, test 0.280
Epoch 6, step 981, loss 0.004, test 0.278
Epoch 6, step 982, loss 0.001, test 0.275
Epoch 6, step 983, loss 0.184, test 0.252
Epoch 6, step 984, loss 0.020, test 0.248
Epoch 6, step 985, loss 0.156, test 0.241
Epoch 6, step 986, loss 0.017, test 0.241
Epoch 6, step 987, loss 0.233, test 0.244
Epoch 6, step 988, loss 0.078, test 0.241
Epoch 6, step 989, loss 0.013, test 0.246
Epoch 6, step 990, loss 0.000, test 0.247
Epoch 6, step 991, loss 0.004, test 0.247
Epoch 6, step 992, loss 0.012, test 0.255
Epoch 6, step 993, loss 0.074, test 0.240
Epoch 6, step 994, loss 0.003, test 0.239
Epoch 6, step 995, loss 0.015, test 0.201
Epoch 6, step 996, loss 0.151, test 0.183
Epoch 6, step 997, loss 0.965, test 0.391
Epoch 6, step 998, loss 0.321, test 0.583
Epoch 6, step 999, loss 0.042, test 0.695
Epoch 7, step 0, loss 0.187, test 0.674
Epoch 7, step 1, loss 0.246, test 0.654
Epoch 7, step 2, loss 0.034, test 0.682
Epoch 7, step 3, loss 0.027, test 0.639
Epoch 7, step 4, loss 0.965, test 0.675
Epoch 7, step 5, loss 0.137, test 0.646
Epoch 7, step 6, loss 0.000, test 0.641
Epoch 7, step 7, loss 0.632, test 0.625
Epoch 7, step 8, loss 0.001, test 0.621
Epoch 7, step 9, loss 0.363, test 0.605
Epoch 7, step 10, loss 1.992, test 0.270
Epoch 7, step 11, loss 0.029, test 0.230
Epoch 7, step 12, loss 0.029, test 0.221
Epoch 7, step 13, loss 0.103, test 0.229
Epoch 7, step 14, loss 0.011, test 0.226
Epoch 7, step 15, loss 0.758, test 0.211
Epoch 7, step 16, loss 0.129, test 0.202
Epoch 7, step 17, loss 0.004, test 0.198
Epoch 7, step 18, loss 0.047, test 0.200
Epoch 7, step 19, loss 0.015, test 0.199
Epoch 7, step 20, loss 0.073, test 0.226
Epoch 7, step 21, loss 0.037, test 0.233
Epoch 7, step 22, loss 0.640, test 0.228
Epoch 7, step 23, loss 0.007, test 0.227
Epoch 7, step 24, loss 0.053, test 0.198
Epoch 7, step 25, loss 0.107, test 0.170
Epoch 7, step 26, loss 0.026, test 0.152
Epoch 7, step 27, loss 0.435, test 0.083
Epoch 7, step 28, loss 0.379, test 0.089
Epoch 7, step 29, loss 0.009, test 0.094
Epoch 7, step 30, loss 0.008, test 0.099
Epoch 7, step 31, loss 0.007, test 0.100
Epoch 7, step 32, loss 0.007, test 0.092
Epoch 7, step 33, loss 0.436, test 0.106
Epoch 7, step 34, loss 0.209, test 0.105
Epoch 7, step 35, loss 0.145, test 0.107
Epoch 7, step 36, loss 0.012, test 0.106
Epoch 7, step 37, loss 0.058, test 0.102
Epoch 7, step 38, loss 0.488, test 0.103
Epoch 7, step 39, loss 0.181, test 0.099
Epoch 7, step 40, loss 0.194, test 0.099
Epoch 7, step 41, loss 0.012, test 0.098
Epoch 7, step 42, loss 0.001, test 0.099
Epoch 7, step 43, loss 0.021, test 0.098
Epoch 7, step 44, loss 0.061, test 0.097
Epoch 7, step 45, loss 0.008, test 0.095
Epoch 7, step 46, loss 0.055, test 0.095
Epoch 7, step 47, loss 0.158, test 0.102
Epoch 7, step 48, loss 0.057, test 0.101
Epoch 7, step 49, loss 0.003, test 0.101
Epoch 7, step 50, loss 0.012, test 0.098
Epoch 7, step 51, loss 0.282, test 0.098
Epoch 7, step 52, loss 0.117, test 0.094
Epoch 7, step 53, loss 0.001, test 0.092
Epoch 7, step 54, loss 0.035, test 0.091
Epoch 7, step 55, loss 0.112, test 0.101
Epoch 7, step 56, loss 0.348, test 0.102
Epoch 7, step 57, loss 0.026, test 0.103
Epoch 7, step 58, loss 0.393, test 0.095
Epoch 7, step 59, loss 0.074, test 0.111
Epoch 7, step 60, loss 0.088, test 0.119
Epoch 7, step 61, loss 0.005, test 0.126
Epoch 7, step 62, loss 0.218, test 0.109
Epoch 7, step 63, loss 0.150, test 0.099
Epoch 7, step 64, loss 0.000, test 0.097
Epoch 7, step 65, loss 0.413, test 0.124
Epoch 7, step 66, loss 0.079, test 0.130
Epoch 7, step 67, loss 0.084, test 0.126
Epoch 7, step 68, loss 0.003, test 0.127
Epoch 7, step 69, loss 0.159, test 0.141
Epoch 7, step 70, loss 0.001, test 0.144
Epoch 7, step 71, loss 0.205, test 0.141
Epoch 7, step 72, loss 0.175, test 0.148
Epoch 7, step 73, loss 0.050, test 0.146
Epoch 7, step 74, loss 0.012, test 0.149
Epoch 7, step 75, loss 0.107, test 0.141
Epoch 7, step 76, loss 0.028, test 0.137
Epoch 7, step 77, loss 0.033, test 0.134
Epoch 7, step 78, loss 0.032, test 0.126
Epoch 7, step 79, loss 0.160, test 0.120
Epoch 7, step 80, loss 0.044, test 0.140
Epoch 7, step 81, loss 0.074, test 0.145
Epoch 7, step 82, loss 0.009, test 0.146
Epoch 7, step 83, loss 0.278, test 0.125
Epoch 7, step 84, loss 0.012, test 0.121
Epoch 7, step 85, loss 0.000, test 0.119
Epoch 7, step 86, loss 0.468, test 0.105
Epoch 7, step 87, loss 0.079, test 0.086
Epoch 7, step 88, loss 0.040, test 0.083
Epoch 7, step 89, loss 0.000, test 0.081
Epoch 7, step 90, loss 0.007, test 0.085
Epoch 7, step 91, loss 0.029, test 0.084
Epoch 7, step 92, loss 0.005, test 0.085
Epoch 7, step 93, loss 0.058, test 0.088
Epoch 7, step 94, loss 0.004, test 0.089
Epoch 7, step 95, loss 0.501, test 0.092
Epoch 7, step 96, loss 0.043, test 0.104
Epoch 7, step 97, loss 0.127, test 0.090
Epoch 7, step 98, loss 0.061, test 0.091
Epoch 7, step 99, loss 0.172, test 0.092
Epoch 7, step 100, loss 0.062, test 0.095
Epoch 7, step 101, loss 0.027, test 0.095
Epoch 7, step 102, loss 0.329, test 0.085
Epoch 7, step 103, loss 0.038, test 0.080
Epoch 7, step 104, loss 0.094, test 0.080
Epoch 7, step 105, loss 0.148, test 0.082
Epoch 7, step 106, loss 0.035, test 0.075
Epoch 7, step 107, loss 0.079, test 0.075
Epoch 7, step 108, loss 0.270, test 0.074
Epoch 7, step 109, loss 0.059, test 0.090
Epoch 7, step 110, loss 0.020, test 0.092
Epoch 7, step 111, loss 0.007, test 0.092
Epoch 7, step 112, loss 0.011, test 0.093
Epoch 7, step 113, loss 0.080, test 0.095
Epoch 7, step 114, loss 0.874, test 0.477
Epoch 7, step 115, loss 0.038, test 0.656
Epoch 7, step 116, loss 0.039, test 0.751
Epoch 7, step 117, loss 0.072, test 0.828
Epoch 7, step 118, loss 0.057, test 0.851
Epoch 7, step 119, loss 0.007, test 0.861
Epoch 7, step 120, loss 0.114, test 0.883
Epoch 7, step 121, loss 0.590, test 0.547
Epoch 7, step 122, loss 0.017, test 0.498
Epoch 7, step 123, loss 0.241, test 0.460
Epoch 7, step 124, loss 0.063, test 0.456
Epoch 7, step 125, loss 0.001, test 0.449
Epoch 7, step 126, loss 0.295, test 0.454
Epoch 7, step 127, loss 0.151, test 0.361
Epoch 7, step 128, loss 0.116, test 0.301
Epoch 7, step 129, loss 1.185, test 0.167
Epoch 7, step 130, loss 0.249, test 0.119
Epoch 7, step 131, loss 0.029, test 0.106
Epoch 7, step 132, loss 0.584, test 0.095
Epoch 7, step 133, loss 0.303, test 0.094
Epoch 7, step 134, loss 0.068, test 0.098
Epoch 7, step 135, loss 0.009, test 0.099
Epoch 7, step 136, loss 0.019, test 0.096
Epoch 7, step 137, loss 0.197, test 0.096
Epoch 7, step 138, loss 0.129, test 0.084
Epoch 7, step 139, loss 0.382, test 0.082
Epoch 7, step 140, loss 0.072, test 0.090
Epoch 7, step 141, loss 0.519, test 0.093
Epoch 7, step 142, loss 0.033, test 0.094
Epoch 7, step 143, loss 0.650, test 0.093
Epoch 7, step 144, loss 0.096, test 0.094
Epoch 7, step 145, loss 0.292, test 0.093
Epoch 7, step 146, loss 0.083, test 0.093
Epoch 7, step 147, loss 0.001, test 0.093
Epoch 7, step 148, loss 0.012, test 0.095
Epoch 7, step 149, loss 0.010, test 0.093
Epoch 7, step 150, loss 0.020, test 0.093
Epoch 7, step 151, loss 0.030, test 0.092
Epoch 7, step 152, loss 0.546, test 0.094
Epoch 7, step 153, loss 0.164, test 0.095
Epoch 7, step 154, loss 0.000, test 0.094
Epoch 7, step 155, loss 0.415, test 0.098
Epoch 7, step 156, loss 0.018, test 0.096
Epoch 7, step 157, loss 0.086, test 0.097
Epoch 7, step 158, loss 0.016, test 0.097
Epoch 7, step 159, loss 0.025, test 0.105
Epoch 7, step 160, loss 0.348, test 0.095
Epoch 7, step 161, loss 0.014, test 0.094
Epoch 7, step 162, loss 0.131, test 0.097
Epoch 7, step 163, loss 0.596, test 0.101
Epoch 7, step 164, loss 0.052, test 0.098
Epoch 7, step 165, loss 0.002, test 0.098
Epoch 7, step 166, loss 0.013, test 0.103
Epoch 7, step 167, loss 0.302, test 0.103
Epoch 7, step 168, loss 0.014, test 0.102
Epoch 7, step 169, loss 0.029, test 0.103
Epoch 7, step 170, loss 0.009, test 0.111
Epoch 7, step 171, loss 0.046, test 0.114
Epoch 7, step 172, loss 0.028, test 0.116
Epoch 7, step 173, loss 0.005, test 0.118
Epoch 7, step 174, loss 0.272, test 0.077
Epoch 7, step 175, loss 0.106, test 0.078
Epoch 7, step 176, loss 0.013, test 0.078
Epoch 7, step 177, loss 0.000, test 0.079
Epoch 7, step 178, loss 0.062, test 0.079
Epoch 7, step 179, loss 0.026, test 0.079
Epoch 7, step 180, loss 0.010, test 0.080
Epoch 7, step 181, loss 0.001, test 0.080
Epoch 7, step 182, loss 0.011, test 0.080
Epoch 7, step 183, loss 0.108, test 0.079
Epoch 7, step 184, loss 0.355, test 0.084
Epoch 7, step 185, loss 0.078, test 0.086
Epoch 7, step 186, loss 0.204, test 0.093
Epoch 7, step 187, loss 0.047, test 0.092
Epoch 7, step 188, loss 0.185, test 0.099
Epoch 7, step 189, loss 0.005, test 0.099
Epoch 7, step 190, loss 0.308, test 0.098
Epoch 7, step 191, loss 0.070, test 0.132
Epoch 7, step 192, loss 0.012, test 0.136
Epoch 7, step 193, loss 0.146, test 0.129
Epoch 7, step 194, loss 0.103, test 0.116
Epoch 7, step 195, loss 0.092, test 0.105
Epoch 7, step 196, loss 0.034, test 0.103
Epoch 7, step 197, loss 0.007, test 0.101
Epoch 7, step 198, loss 0.034, test 0.096
Epoch 7, step 199, loss 0.591, test 0.086
Epoch 7, step 200, loss 0.008, test 0.081
Epoch 7, step 201, loss 0.195, test 0.085
Epoch 7, step 202, loss 0.066, test 0.130
Epoch 7, step 203, loss 0.253, test 0.120
Epoch 7, step 204, loss 0.026, test 0.117
Epoch 7, step 205, loss 0.000, test 0.117
Epoch 7, step 206, loss 0.204, test 0.124
Epoch 7, step 207, loss 0.002, test 0.126
Epoch 7, step 208, loss 0.076, test 0.119
Epoch 7, step 209, loss 0.095, test 0.130
Epoch 7, step 210, loss 0.177, test 0.128
Epoch 7, step 211, loss 0.001, test 0.129
Epoch 7, step 212, loss 0.258, test 0.102
Epoch 7, step 213, loss 0.204, test 0.089
Epoch 7, step 214, loss 0.120, test 0.079
Epoch 7, step 215, loss 0.024, test 0.080
Epoch 7, step 216, loss 0.004, test 0.082
Epoch 7, step 217, loss 0.100, test 0.088
Epoch 7, step 218, loss 0.108, test 0.089
Epoch 7, step 219, loss 0.009, test 0.089
Epoch 7, step 220, loss 0.015, test 0.087
Epoch 7, step 221, loss 0.003, test 0.086
Epoch 7, step 222, loss 0.009, test 0.086
Epoch 7, step 223, loss 0.067, test 0.091
Epoch 7, step 224, loss 0.001, test 0.091
Epoch 7, step 225, loss 0.047, test 0.083
Epoch 7, step 226, loss 0.129, test 0.084
Epoch 7, step 227, loss 0.297, test 0.079
Epoch 7, step 228, loss 0.701, test 0.085
Epoch 7, step 229, loss 0.302, test 0.077

Epoch 7, step 230, loss 0.092, test 0.075
Epoch 7, step 231, loss 0.167, test 0.074
Epoch 7, step 232, loss 0.016, test 0.073
Epoch 7, step 233, loss 0.133, test 0.072
Epoch 7, step 234, loss 0.000, test 0.072
Epoch 7, step 235, loss 0.244, test 0.077
Epoch 7, step 236, loss 0.062, test 0.076
Epoch 7, step 237, loss 0.009, test 0.078
Epoch 7, step 238, loss 0.095, test 0.077
Epoch 7, step 239, loss 0.003, test 0.077
Epoch 7, step 240, loss 0.032, test 0.076
Epoch 7, step 241, loss 0.010, test 0.076
Epoch 7, step 242, loss 0.256, test 0.075
Epoch 7, step 243, loss 0.398, test 0.080
Epoch 7, step 244, loss 0.152, test 0.082
Epoch 7, step 245, loss 0.250, test 0.080
Epoch 7, step 246, loss 0.065, test 0.073
Epoch 7, step 247, loss 0.077, test 0.072
Epoch 7, step 248, loss 0.000, test 0.072
Epoch 7, step 249, loss 0.278, test 0.071
Epoch 7, step 250, loss 0.000, test 0.071
Epoch 7, step 251, loss 0.318, test 0.070
Epoch 7, step 252, loss 0.075, test 0.070
Epoch 7, step 253, loss 0.234, test 0.071
Epoch 7, step 254, loss 0.060, test 0.071
Epoch 7, step 255, loss 0.000, test 0.071
Epoch 7, step 256, loss 0.020, test 0.071
Epoch 7, step 257, loss 0.019, test 0.072
Epoch 7, step 258, loss 0.089, test 0.071
Epoch 7, step 259, loss 0.007, test 0.071
Epoch 7, step 260, loss 0.504, test 0.071
Epoch 7, step 261, loss 0.366, test 0.072
Epoch 7, step 262, loss 0.319, test 0.087
Epoch 7, step 263, loss 0.057, test 0.089
Epoch 7, step 264, loss 0.150, test 0.087
Epoch 7, step 265, loss 0.000, test 0.087
Epoch 7, step 266, loss 0.018, test 0.088
Epoch 7, step 267, loss 0.150, test 0.087
Epoch 7, step 268, loss 0.000, test 0.087
Epoch 7, step 269, loss 0.023, test 0.085
Epoch 7, step 270, loss 0.334, test 0.086
Epoch 7, step 271, loss 1.395, test 0.100
Epoch 7, step 272, loss 0.001, test 0.106
Epoch 7, step 273, loss 0.029, test 0.107
Epoch 7, step 274, loss 0.476, test 0.074
Epoch 7, step 275, loss 0.004, test 0.078
Epoch 7, step 276, loss 0.055, test 0.081
Epoch 7, step 277, loss 0.403, test 0.115
Epoch 7, step 278, loss 0.001, test 0.124
Epoch 7, step 279, loss 0.290, test 0.101
Epoch 7, step 280, loss 0.050, test 0.078
Epoch 7, step 281, loss 0.039, test 0.080
Epoch 7, step 282, loss 0.175, test 0.080
Epoch 7, step 283, loss 0.183, test 0.085
Epoch 7, step 284, loss 0.000, test 0.086
Epoch 7, step 285, loss 0.376, test 0.124
Epoch 7, step 286, loss 1.286, test 0.243
Epoch 7, step 287, loss 0.170, test 0.298
Epoch 7, step 288, loss 0.049, test 0.294
Epoch 7, step 289, loss 0.601, test 0.185
Epoch 7, step 290, loss 1.168, test 0.136
Epoch 7, step 291, loss 0.018, test 0.129
Epoch 7, step 292, loss 0.007, test 0.126
Epoch 7, step 293, loss 0.300, test 0.117
Epoch 7, step 294, loss 0.011, test 0.122
Epoch 7, step 295, loss 0.008, test 0.122
Epoch 7, step 296, loss 0.113, test 0.123
Epoch 7, step 297, loss 0.270, test 0.125
Epoch 7, step 298, loss 0.056, test 0.139
Epoch 7, step 299, loss 0.373, test 0.127
Epoch 7, step 300, loss 0.094, test 0.118
Epoch 7, step 301, loss 0.245, test 0.117
Epoch 7, step 302, loss 0.029, test 0.116
Epoch 7, step 303, loss 0.005, test 0.115
Epoch 7, step 304, loss 0.377, test 0.108
Epoch 7, step 305, loss 0.494, test 0.109
Epoch 7, step 306, loss 0.149, test 0.109
Epoch 7, step 307, loss 0.002, test 0.110
Epoch 7, step 308, loss 0.025, test 0.111
Epoch 7, step 309, loss 0.060, test 0.112
Epoch 7, step 310, loss 0.057, test 0.110
Epoch 7, step 311, loss 0.060, test 0.109
Epoch 7, step 312, loss 0.164, test 0.117
Epoch 7, step 313, loss 0.028, test 0.115
Epoch 7, step 314, loss 0.006, test 0.114
Epoch 7, step 315, loss 0.070, test 0.109
Epoch 7, step 316, loss 0.049, test 0.115
Epoch 7, step 317, loss 0.012, test 0.116
Epoch 7, step 318, loss 0.129, test 0.119
Epoch 7, step 319, loss 0.163, test 0.133
Epoch 7, step 320, loss 0.234, test 0.116
Epoch 7, step 321, loss 0.552, test 0.121
Epoch 7, step 322, loss 0.023, test 0.133
Epoch 7, step 323, loss 0.014, test 0.140
Epoch 7, step 324, loss 0.089, test 0.154
Epoch 7, step 325, loss 0.092, test 0.153
Epoch 7, step 326, loss 0.028, test 0.156
Epoch 7, step 327, loss 0.054, test 0.142
Epoch 7, step 328, loss 0.180, test 0.144
Epoch 7, step 329, loss 0.222, test 0.122
Epoch 7, step 330, loss 0.003, test 0.119
Epoch 7, step 331, loss 0.028, test 0.114
Epoch 7, step 332, loss 0.465, test 0.115
Epoch 7, step 333, loss 0.353, test 0.116
Epoch 7, step 334, loss 0.137, test 0.119
Epoch 7, step 335, loss 0.078, test 0.118
Epoch 7, step 336, loss 0.032, test 0.122
Epoch 7, step 337, loss 1.155, test 0.111
Epoch 7, step 338, loss 0.010, test 0.111
Epoch 7, step 339, loss 0.151, test 0.114
Epoch 7, step 340, loss 0.080, test 0.116
Epoch 7, step 341, loss 0.122, test 0.116
Epoch 7, step 342, loss 0.003, test 0.115
Epoch 7, step 343, loss 0.022, test 0.117
Epoch 7, step 344, loss 0.000, test 0.117
Epoch 7, step 345, loss 0.114, test 0.115
Epoch 7, step 346, loss 0.005, test 0.115
Epoch 7, step 347, loss 0.004, test 0.114
Epoch 7, step 348, loss 0.083, test 0.117
Epoch 7, step 349, loss 0.179, test 0.107
Epoch 7, step 350, loss 0.084, test 0.107
Epoch 7, step 351, loss 0.001, test 0.107
Epoch 7, step 352, loss 0.004, test 0.107
Epoch 7, step 353, loss 0.233, test 0.108
Epoch 7, step 354, loss 0.071, test 0.121
Epoch 7, step 355, loss 0.000, test 0.125
Epoch 7, step 356, loss 0.001, test 0.128
Epoch 7, step 357, loss 0.116, test 0.125
Epoch 7, step 358, loss 0.013, test 0.117
Epoch 7, step 359, loss 0.024, test 0.116
Epoch 7, step 360, loss 0.182, test 0.106
Epoch 7, step 361, loss 0.000, test 0.104
Epoch 7, step 362, loss 0.000, test 0.104
Epoch 7, step 363, loss 0.026, test 0.103
Epoch 7, step 364, loss 0.002, test 0.101
Epoch 7, step 365, loss 0.021, test 0.116
Epoch 7, step 366, loss 0.214, test 0.107
Epoch 7, step 367, loss 0.096, test 0.107
Epoch 7, step 368, loss 0.196, test 0.107
Epoch 7, step 369, loss 0.005, test 0.107
Epoch 7, step 370, loss 0.005, test 0.107
Epoch 7, step 371, loss 0.170, test 0.111
Epoch 7, step 372, loss 0.015, test 0.113
Epoch 7, step 373, loss 0.253, test 0.126
Epoch 7, step 374, loss 0.160, test 0.132
Epoch 7, step 375, loss 0.570, test 0.129
Epoch 7, step 376, loss 0.176, test 0.127
Epoch 7, step 377, loss 0.035, test 0.126
Epoch 7, step 378, loss 0.001, test 0.128
Epoch 7, step 379, loss 0.151, test 0.119
Epoch 7, step 380, loss 0.286, test 0.116
Epoch 7, step 381, loss 0.000, test 0.115
Epoch 7, step 382, loss 0.227, test 0.096
Epoch 7, step 383, loss 0.060, test 0.097
Epoch 7, step 384, loss 0.001, test 0.096
Epoch 7, step 385, loss 0.166, test 0.093
Epoch 7, step 386, loss 0.371, test 0.095
Epoch 7, step 387, loss 0.005, test 0.096
Epoch 7, step 388, loss 0.032, test 0.096
Epoch 7, step 389, loss 0.154, test 0.110
Epoch 7, step 390, loss 0.001, test 0.112
Epoch 7, step 391, loss 0.348, test 0.096
Epoch 7, step 392, loss 0.024, test 0.107
Epoch 7, step 393, loss 0.007, test 0.118
Epoch 7, step 394, loss 0.001, test 0.122
Epoch 7, step 395, loss 0.000, test 0.125
Epoch 7, step 396, loss 0.295, test 0.121
Epoch 7, step 397, loss 0.179, test 0.119
Epoch 7, step 398, loss 0.343, test 0.104
Epoch 7, step 399, loss 0.008, test 0.102
Epoch 7, step 400, loss 0.105, test 0.088
Epoch 7, step 401, loss 0.169, test 0.088
Epoch 7, step 402, loss 0.321, test 0.089
Epoch 7, step 403, loss 0.270, test 0.090
Epoch 7, step 404, loss 0.231, test 0.107
Epoch 7, step 405, loss 0.166, test 0.113
Epoch 7, step 406, loss 0.013, test 0.118
Epoch 7, step 407, loss 0.011, test 0.107
Epoch 7, step 408, loss 0.256, test 0.129
Epoch 7, step 409, loss 0.024, test 0.146
Epoch 7, step 410, loss 0.003, test 0.146
Epoch 7, step 411, loss 0.004, test 0.151
Epoch 7, step 412, loss 0.007, test 0.152
Epoch 7, step 413, loss 0.301, test 0.147
Epoch 7, step 414, loss 0.002, test 0.147
Epoch 7, step 415, loss 0.020, test 0.154
Epoch 7, step 416, loss 0.000, test 0.155
Epoch 7, step 417, loss 0.286, test 0.143
Epoch 7, step 418, loss 0.002, test 0.139
Epoch 7, step 419, loss 0.027, test 0.139
Epoch 7, step 420, loss 0.367, test 0.102
Epoch 7, step 421, loss 0.047, test 0.094
Epoch 7, step 422, loss 0.450, test 0.099
Epoch 7, step 423, loss 0.013, test 0.098
Epoch 7, step 424, loss 0.054, test 0.098
Epoch 7, step 425, loss 0.179, test 0.095
Epoch 7, step 426, loss 0.016, test 0.094
Epoch 7, step 427, loss 0.018, test 0.092
Epoch 7, step 428, loss 0.045, test 0.090
Epoch 7, step 429, loss 0.243, test 0.090
Epoch 7, step 430, loss 0.076, test 0.090
Epoch 7, step 431, loss 0.010, test 0.089
Epoch 7, step 432, loss 0.000, test 0.089
Epoch 7, step 433, loss 0.205, test 0.097
Epoch 7, step 434, loss 0.002, test 0.100
Epoch 7, step 435, loss 0.014, test 0.102
Epoch 7, step 436, loss 0.003, test 0.103
Epoch 7, step 437, loss 0.184, test 0.099
Epoch 7, step 438, loss 0.131, test 0.103
Epoch 7, step 439, loss 0.037, test 0.103
Epoch 7, step 440, loss 0.054, test 0.111
Epoch 7, step 441, loss 0.004, test 0.113
Epoch 7, step 442, loss 0.232, test 0.095
Epoch 7, step 443, loss 0.111, test 0.102
Epoch 7, step 444, loss 0.024, test 0.102
Epoch 7, step 445, loss 0.000, test 0.102
Epoch 7, step 446, loss 0.047, test 0.108
Epoch 7, step 447, loss 0.007, test 0.109
Epoch 7, step 448, loss 0.157, test 0.113
Epoch 7, step 449, loss 0.012, test 0.114
Epoch 7, step 450, loss 0.023, test 0.118
Epoch 7, step 451, loss 0.001, test 0.119
Epoch 7, step 452, loss 0.143, test 0.127
Epoch 7, step 453, loss 0.063, test 0.131
Epoch 7, step 454, loss 0.037, test 0.131
Epoch 7, step 455, loss 0.054, test 0.129
Epoch 7, step 456, loss 0.066, test 0.119
Epoch 7, step 457, loss 0.135, test 0.110
Epoch 7, step 458, loss 0.813, test 0.115
Epoch 7, step 459, loss 0.003, test 0.116
Epoch 7, step 460, loss 0.082, test 0.120
Epoch 7, step 461, loss 0.011, test 0.122
Epoch 7, step 462, loss 0.011, test 0.124
Epoch 7, step 463, loss 0.090, test 0.131
Epoch 7, step 464, loss 1.068, test 0.143
Epoch 7, step 465, loss 0.009, test 0.147
Epoch 7, step 466, loss 0.107, test 0.158
Epoch 7, step 467, loss 0.000, test 0.161
Epoch 7, step 468, loss 0.016, test 0.159
Epoch 7, step 469, loss 0.018, test 0.153
Epoch 7, step 470, loss 0.888, test 0.130
Epoch 7, step 471, loss 0.064, test 0.129
Epoch 7, step 472, loss 0.032, test 0.127
Epoch 7, step 473, loss 0.066, test 0.129
Epoch 7, step 474, loss 0.063, test 0.131
Epoch 7, step 475, loss 0.816, test 0.114
Epoch 7, step 476, loss 0.005, test 0.113
Epoch 7, step 477, loss 0.266, test 0.116
Epoch 7, step 478, loss 0.023, test 0.121
Epoch 7, step 479, loss 0.180, test 0.103
Epoch 7, step 480, loss 0.054, test 0.106
Epoch 7, step 481, loss 0.042, test 0.099
Epoch 7, step 482, loss 0.121, test 0.098
Epoch 7, step 483, loss 0.174, test 0.099
Epoch 7, step 484, loss 0.008, test 0.098
Epoch 7, step 485, loss 0.044, test 0.097
Epoch 7, step 486, loss 0.084, test 0.096
Epoch 7, step 487, loss 0.029, test 0.095
Epoch 7, step 488, loss 0.000, test 0.095
Epoch 7, step 489, loss 0.276, test 0.095
Epoch 7, step 490, loss 0.009, test 0.096
Epoch 7, step 491, loss 0.204, test 0.097
Epoch 7, step 492, loss 0.003, test 0.097
Epoch 7, step 493, loss 0.134, test 0.097
Epoch 7, step 494, loss 0.030, test 0.097
Epoch 7, step 495, loss 0.026, test 0.098
Epoch 7, step 496, loss 0.069, test 0.098
Epoch 7, step 497, loss 0.096, test 0.097
Epoch 7, step 498, loss 0.154, test 0.103
Epoch 7, step 499, loss 0.100, test 0.114
Epoch 7, step 500, loss 0.002, test 0.118
Epoch 7, step 501, loss 0.011, test 0.118
Epoch 7, step 502, loss 0.063, test 0.119
Epoch 7, step 503, loss 0.078, test 0.113
Epoch 7, step 504, loss 0.031, test 0.113
Epoch 7, step 505, loss 0.003, test 0.110
Epoch 7, step 506, loss 0.030, test 0.108
Epoch 7, step 507, loss 0.297, test 0.108
Epoch 7, step 508, loss 0.004, test 0.108
Epoch 7, step 509, loss 0.190, test 0.119
Epoch 7, step 510, loss 0.002, test 0.124
Epoch 7, step 511, loss 0.553, test 0.130
Epoch 7, step 512, loss 0.017, test 0.133
Epoch 7, step 513, loss 0.146, test 0.135
Epoch 7, step 514, loss 0.015, test 0.136
Epoch 7, step 515, loss 0.123, test 0.168
Epoch 7, step 516, loss 0.062, test 0.165
Epoch 7, step 517, loss 0.120, test 0.228
Epoch 7, step 518, loss 0.080, test 0.250
Epoch 7, step 519, loss 0.146, test 0.296
Epoch 7, step 520, loss 0.037, test 0.310
Epoch 7, step 521, loss 0.002, test 0.321
Epoch 7, step 522, loss 0.009, test 0.336
Epoch 7, step 523, loss 0.041, test 0.379
Epoch 7, step 524, loss 0.067, test 0.398
Epoch 7, step 525, loss 0.129, test 0.435
Epoch 7, step 526, loss 0.153, test 0.293
Epoch 7, step 527, loss 0.010, test 0.271
Epoch 7, step 528, loss 0.108, test 0.259
Epoch 7, step 529, loss 0.110, test 0.247
Epoch 7, step 530, loss 0.081, test 0.249
Epoch 7, step 531, loss 0.016, test 0.249
Epoch 7, step 532, loss 0.003, test 0.250
Epoch 7, step 533, loss 0.464, test 0.165
Epoch 7, step 534, loss 0.006, test 0.151
Epoch 7, step 535, loss 0.001, test 0.145
Epoch 7, step 536, loss 0.101, test 0.139
Epoch 7, step 537, loss 0.270, test 0.103
Epoch 7, step 538, loss 0.028, test 0.131
Epoch 7, step 539, loss 0.647, test 0.165
Epoch 7, step 540, loss 0.196, test 0.168
Epoch 7, step 541, loss 0.007, test 0.164
Epoch 7, step 542, loss 0.170, test 0.122
Epoch 7, step 543, loss 0.000, test 0.117
Epoch 7, step 544, loss 0.278, test 0.115
Epoch 7, step 545, loss 0.000, test 0.114
Epoch 7, step 546, loss 0.130, test 0.111
Epoch 7, step 547, loss 0.110, test 0.112
Epoch 7, step 548, loss 0.031, test 0.110
Epoch 7, step 549, loss 0.012, test 0.107
Epoch 7, step 550, loss 1.254, test 0.374
Epoch 7, step 551, loss 0.062, test 0.504
Epoch 7, step 552, loss 0.103, test 0.575
Epoch 7, step 553, loss 0.000, test 0.615
Epoch 7, step 554, loss 0.150, test 0.628
Epoch 7, step 555, loss 0.142, test 0.534
Epoch 7, step 556, loss 0.002, test 0.520
Epoch 7, step 557, loss 0.023, test 0.507
Epoch 7, step 558, loss 0.236, test 0.437
Epoch 7, step 559, loss 2.745, test 0.338
Epoch 7, step 560, loss 0.006, test 0.523
Epoch 7, step 561, loss 0.522, test 0.296
Epoch 7, step 562, loss 0.140, test 0.283
Epoch 7, step 563, loss 0.000, test 0.278
Epoch 7, step 564, loss 0.012, test 0.275
Epoch 7, step 565, loss 0.194, test 0.241
Epoch 7, step 566, loss 0.020, test 0.227
Epoch 7, step 567, loss 0.072, test 0.227
Epoch 7, step 568, loss 0.005, test 0.226
Epoch 7, step 569, loss 0.336, test 0.228
Epoch 7, step 570, loss 0.369, test 0.225
Epoch 7, step 571, loss 0.836, test 0.236
Epoch 7, step 572, loss 0.038, test 0.246
Epoch 7, step 573, loss 0.095, test 0.245
Epoch 7, step 574, loss 0.003, test 0.250
Epoch 7, step 575, loss 0.029, test 0.253
Epoch 7, step 576, loss 0.030, test 0.253
Epoch 7, step 577, loss 0.053, test 0.251
Epoch 7, step 578, loss 0.030, test 0.235
Epoch 7, step 579, loss 0.001, test 0.235
Epoch 7, step 580, loss 0.019, test 0.235
Epoch 7, step 581, loss 0.005, test 0.231
Epoch 7, step 582, loss 0.089, test 0.228
Epoch 7, step 583, loss 0.010, test 0.232
Epoch 7, step 584, loss 0.001, test 0.235
Epoch 7, step 585, loss 0.154, test 0.225
Epoch 7, step 586, loss 0.523, test 0.220
Epoch 7, step 587, loss 0.045, test 0.213
Epoch 7, step 588, loss 0.210, test 0.205
Epoch 7, step 589, loss 0.002, test 0.205
Epoch 7, step 590, loss 0.257, test 0.203
Epoch 7, step 591, loss 0.098, test 0.191
Epoch 7, step 592, loss 0.009, test 0.190
Epoch 7, step 593, loss 0.011, test 0.190
Epoch 7, step 594, loss 0.273, test 0.192
Epoch 7, step 595, loss 1.231, test 0.173
Epoch 7, step 596, loss 0.157, test 0.163
Epoch 7, step 597, loss 0.112, test 0.160
Epoch 7, step 598, loss 0.461, test 0.160
Epoch 7, step 599, loss 0.012, test 0.160
Epoch 7, step 600, loss 0.027, test 0.154
Epoch 7, step 601, loss 0.105, test 0.152
Epoch 7, step 602, loss 0.007, test 0.149
Epoch 7, step 603, loss 0.035, test 0.148
Epoch 7, step 604, loss 0.052, test 0.147
Epoch 7, step 605, loss 0.011, test 0.148
Epoch 7, step 606, loss 0.140, test 0.148
Epoch 7, step 607, loss 0.195, test 0.147
Epoch 7, step 608, loss 0.151, test 0.152
Epoch 7, step 609, loss 0.021, test 0.151
Epoch 7, step 610, loss 0.009, test 0.151
Epoch 7, step 611, loss 0.213, test 0.147
Epoch 7, step 612, loss 0.383, test 0.154
Epoch 7, step 613, loss 0.158, test 0.150
Epoch 7, step 614, loss 0.112, test 0.148
Epoch 7, step 615, loss 0.006, test 0.148
Epoch 7, step 616, loss 0.013, test 0.150
Epoch 7, step 617, loss 0.023, test 0.148
Epoch 7, step 618, loss 0.281, test 0.145
Epoch 7, step 619, loss 0.282, test 0.147
Epoch 7, step 620, loss 0.002, test 0.147
Epoch 7, step 621, loss 0.001, test 0.147
Epoch 7, step 622, loss 0.234, test 0.139
Epoch 7, step 623, loss 0.044, test 0.135
Epoch 7, step 624, loss 0.030, test 0.134
Epoch 7, step 625, loss 0.011, test 0.134
Epoch 7, step 626, loss 0.232, test 0.130
Epoch 7, step 627, loss 0.069, test 0.127
Epoch 7, step 628, loss 0.162, test 0.135
Epoch 7, step 629, loss 0.734, test 0.137
Epoch 7, step 630, loss 0.365, test 0.119
Epoch 7, step 631, loss 0.000, test 0.117
Epoch 7, step 632, loss 0.712, test 0.114
Epoch 7, step 633, loss 0.015, test 0.112
Epoch 7, step 634, loss 0.007, test 0.112
Epoch 7, step 635, loss 0.133, test 0.108
Epoch 7, step 636, loss 0.128, test 0.109
Epoch 7, step 637, loss 0.017, test 0.109
Epoch 7, step 638, loss 0.739, test 0.113
Epoch 7, step 639, loss 0.127, test 0.113
Epoch 7, step 640, loss 0.705, test 0.105
Epoch 7, step 641, loss 0.000, test 0.105
Epoch 7, step 642, loss 0.005, test 0.103
Epoch 7, step 643, loss 0.871, test 0.116
Epoch 7, step 644, loss 0.048, test 0.119
Epoch 7, step 645, loss 0.024, test 0.121
Epoch 7, step 646, loss 0.354, test 0.117
Epoch 7, step 647, loss 0.406, test 0.119
Epoch 7, step 648, loss 0.002, test 0.119
Epoch 7, step 649, loss 0.722, test 0.149
Epoch 7, step 650, loss 0.001, test 0.156
Epoch 7, step 651, loss 0.169, test 0.173
Epoch 7, step 652, loss 0.180, test 0.166
Epoch 7, step 653, loss 0.056, test 0.162
Epoch 7, step 654, loss 0.068, test 0.164
Epoch 7, step 655, loss 0.465, test 0.162
Epoch 7, step 656, loss 0.134, test 0.164
Epoch 7, step 657, loss 1.080, test 0.144
Epoch 7, step 658, loss 0.032, test 0.139
Epoch 7, step 659, loss 0.041, test 0.135
Epoch 7, step 660, loss 0.124, test 0.130
Epoch 7, step 661, loss 0.440, test 0.166
Epoch 7, step 662, loss 0.042, test 0.187
Epoch 7, step 663, loss 0.007, test 0.198
Epoch 7, step 664, loss 0.423, test 0.193
Epoch 7, step 665, loss 0.035, test 0.189
Epoch 7, step 666, loss 0.295, test 0.188
Epoch 7, step 667, loss 0.000, test 0.187
Epoch 7, step 668, loss 0.062, test 0.188
Epoch 7, step 669, loss 0.165, test 0.184
Epoch 7, step 670, loss 0.045, test 0.183
Epoch 7, step 671, loss 0.007, test 0.177
Epoch 7, step 672, loss 0.015, test 0.179
Epoch 7, step 673, loss 0.090, test 0.185
Epoch 7, step 674, loss 0.030, test 0.183
Epoch 7, step 675, loss 0.082, test 0.180
Epoch 7, step 676, loss 0.122, test 0.181
Epoch 7, step 677, loss 0.639, test 0.184
Epoch 7, step 678, loss 0.094, test 0.179
Epoch 7, step 679, loss 0.079, test 0.194
Epoch 7, step 680, loss 0.005, test 0.187
Epoch 7, step 681, loss 0.216, test 0.159
Epoch 7, step 682, loss 0.000, test 0.154
Epoch 7, step 683, loss 0.014, test 0.151
Epoch 7, step 684, loss 0.383, test 0.152
Epoch 7, step 685, loss 0.043, test 0.116
Epoch 7, step 686, loss 0.254, test 0.100
Epoch 7, step 687, loss 0.145, test 0.101
Epoch 7, step 688, loss 1.094, test 0.098
Epoch 7, step 689, loss 0.028, test 0.098
Epoch 7, step 690, loss 0.765, test 0.094
Epoch 7, step 691, loss 0.368, test 0.093
Epoch 7, step 692, loss 0.032, test 0.094
Epoch 7, step 693, loss 0.176, test 0.096
Epoch 7, step 694, loss 0.033, test 0.095
Epoch 7, step 695, loss 0.184, test 0.095
Epoch 7, step 696, loss 0.011, test 0.096
Epoch 7, step 697, loss 0.193, test 0.094
Epoch 7, step 698, loss 0.175, test 0.170
Epoch 7, step 699, loss 0.009, test 0.195
Epoch 7, step 700, loss 0.136, test 0.202
Epoch 7, step 701, loss 0.071, test 0.178
Epoch 7, step 702, loss 0.000, test 0.177
Epoch 7, step 703, loss 0.119, test 0.170
Epoch 7, step 704, loss 0.103, test 0.171
Epoch 7, step 705, loss 0.321, test 0.178
Epoch 7, step 706, loss 0.003, test 0.176
Epoch 7, step 707, loss 0.025, test 0.172
Epoch 7, step 708, loss 0.015, test 0.170
Epoch 7, step 709, loss 0.006, test 0.169
Epoch 7, step 710, loss 0.031, test 0.170
Epoch 7, step 711, loss 0.087, test 0.173
Epoch 7, step 712, loss 0.381, test 0.178
Epoch 7, step 713, loss 0.031, test 0.180
Epoch 7, step 714, loss 0.003, test 0.182
Epoch 7, step 715, loss 0.086, test 0.181
Epoch 7, step 716, loss 0.005, test 0.183
Epoch 7, step 717, loss 0.006, test 0.184
Epoch 7, step 718, loss 0.001, test 0.186
Epoch 7, step 719, loss 0.277, test 0.183
Epoch 7, step 720, loss 0.016, test 0.182
Epoch 7, step 721, loss 0.008, test 0.183
Epoch 7, step 722, loss 0.000, test 0.183
Epoch 7, step 723, loss 0.008, test 0.181
Epoch 7, step 724, loss 0.142, test 0.166
Epoch 7, step 725, loss 0.002, test 0.167
Epoch 7, step 726, loss 0.109, test 0.164
Epoch 7, step 727, loss 0.003, test 0.163
Epoch 7, step 728, loss 0.099, test 0.167
Epoch 7, step 729, loss 0.006, test 0.168
Epoch 7, step 730, loss 0.004, test 0.166
Epoch 7, step 731, loss 0.009, test 0.166
Epoch 7, step 732, loss 0.020, test 0.167
Epoch 7, step 733, loss 0.006, test 0.168
Epoch 7, step 734, loss 0.001, test 0.168
Epoch 7, step 735, loss 0.134, test 0.165
Epoch 7, step 736, loss 0.134, test 0.162
Epoch 7, step 737, loss 0.005, test 0.150
Epoch 7, step 738, loss 0.052, test 0.148
Epoch 7, step 739, loss 0.144, test 0.149
Epoch 7, step 740, loss 0.027, test 0.149
Epoch 7, step 741, loss 0.067, test 0.147
Epoch 7, step 742, loss 0.017, test 0.142
Epoch 7, step 743, loss 0.338, test 0.153
Epoch 7, step 744, loss 0.238, test 0.127
Epoch 7, step 745, loss 0.295, test 0.125
Epoch 7, step 746, loss 0.209, test 0.122
Epoch 7, step 747, loss 0.038, test 0.121
Epoch 7, step 748, loss 0.004, test 0.120
Epoch 7, step 749, loss 0.055, test 0.119
Epoch 7, step 750, loss 0.391, test 0.117
Epoch 7, step 751, loss 0.009, test 0.118
Epoch 7, step 752, loss 0.067, test 0.121
Epoch 7, step 753, loss 0.000, test 0.120
Epoch 7, step 754, loss 0.304, test 0.123
Epoch 7, step 755, loss 0.001, test 0.124
Epoch 7, step 756, loss 0.075, test 0.125
Epoch 7, step 757, loss 0.028, test 0.125
Epoch 7, step 758, loss 0.430, test 0.130
Epoch 7, step 759, loss 0.003, test 0.133
Epoch 7, step 760, loss 0.042, test 0.135
Epoch 7, step 761, loss 0.248, test 0.134
Epoch 7, step 762, loss 0.123, test 0.136
Epoch 7, step 763, loss 0.390, test 0.109
Epoch 7, step 764, loss 0.558, test 0.111
Epoch 7, step 765, loss 0.374, test 0.110
Epoch 7, step 766, loss 0.027, test 0.109
Epoch 7, step 767, loss 0.084, test 0.107
Epoch 7, step 768, loss 0.049, test 0.105
Epoch 7, step 769, loss 0.068, test 0.105
Epoch 7, step 770, loss 0.010, test 0.105
Epoch 7, step 771, loss 0.012, test 0.105
Epoch 7, step 772, loss 0.014, test 0.105
Epoch 7, step 773, loss 0.000, test 0.105
Epoch 7, step 774, loss 0.029, test 0.107
Epoch 7, step 775, loss 0.000, test 0.106
Epoch 7, step 776, loss 0.007, test 0.106
Epoch 7, step 777, loss 0.068, test 0.099
Epoch 7, step 778, loss 0.237, test 0.096
Epoch 7, step 779, loss 0.000, test 0.096
Epoch 7, step 780, loss 0.208, test 0.106
Epoch 7, step 781, loss 0.085, test 0.103
Epoch 7, step 782, loss 0.045, test 0.102
Epoch 7, step 783, loss 0.024, test 0.101
Epoch 7, step 784, loss 0.349, test 0.105
Epoch 7, step 785, loss 0.018, test 0.113
Epoch 7, step 786, loss 0.022, test 0.115
Epoch 7, step 787, loss 0.023, test 0.119
Epoch 7, step 788, loss 0.005, test 0.124
Epoch 7, step 789, loss 0.176, test 0.117
Epoch 7, step 790, loss 0.071, test 0.116
Epoch 7, step 791, loss 0.339, test 0.117

Epoch 7, step 792, loss 0.149, test 0.119
Epoch 7, step 793, loss 0.169, test 0.124
Epoch 7, step 794, loss 0.028, test 0.125
Epoch 7, step 795, loss 0.302, test 0.126
Epoch 7, step 796, loss 0.055, test 0.129
Epoch 7, step 797, loss 0.047, test 0.127
Epoch 7, step 798, loss 0.028, test 0.127
Epoch 7, step 799, loss 0.183, test 0.128
Epoch 7, step 800, loss 0.022, test 0.128
Epoch 7, step 801, loss 0.968, test 0.135
Epoch 7, step 802, loss 0.016, test 0.139
Epoch 7, step 803, loss 0.001, test 0.141
Epoch 7, step 804, loss 0.001, test 0.142
Epoch 7, step 805, loss 0.256, test 0.146
Epoch 7, step 806, loss 0.220, test 0.119
Epoch 7, step 807, loss 0.014, test 0.117
Epoch 7, step 808, loss 0.305, test 0.116
Epoch 7, step 809, loss 0.360, test 0.121
Epoch 7, step 810, loss 0.422, test 0.193
Epoch 7, step 811, loss 0.327, test 0.201
Epoch 7, step 812, loss 0.086, test 0.201
Epoch 7, step 813, loss 0.088, test 0.196
Epoch 7, step 814, loss 0.330, test 0.212
Epoch 7, step 815, loss 0.166, test 0.208
Epoch 7, step 816, loss 0.208, test 0.137
Epoch 7, step 817, loss 0.002, test 0.127
Epoch 7, step 818, loss 0.131, test 0.119
Epoch 7, step 819, loss 0.014, test 0.117
Epoch 7, step 820, loss 0.317, test 0.119
Epoch 7, step 821, loss 0.047, test 0.116
Epoch 7, step 822, loss 0.002, test 0.116
Epoch 7, step 823, loss 0.254, test 0.112
Epoch 7, step 824, loss 0.056, test 0.112
Epoch 7, step 825, loss 0.005, test 0.109
Epoch 7, step 826, loss 0.361, test 0.112
Epoch 7, step 827, loss 0.041, test 0.123
Epoch 7, step 828, loss 0.140, test 0.132
Epoch 7, step 829, loss 0.025, test 0.134
Epoch 7, step 830, loss 0.007, test 0.140
Epoch 7, step 831, loss 0.187, test 0.144
Epoch 7, step 832, loss 0.183, test 0.129
Epoch 7, step 833, loss 0.007, test 0.132
Epoch 7, step 834, loss 0.003, test 0.132
Epoch 7, step 835, loss 0.188, test 0.120
Epoch 7, step 836, loss 0.058, test 0.118
Epoch 7, step 837, loss 0.009, test 0.118
Epoch 7, step 838, loss 0.001, test 0.117
Epoch 7, step 839, loss 0.000, test 0.117
Epoch 7, step 840, loss 0.493, test 0.138
Epoch 7, step 841, loss 0.170, test 0.144
Epoch 7, step 842, loss 0.013, test 0.146
Epoch 7, step 843, loss 0.173, test 0.149
Epoch 7, step 844, loss 0.019, test 0.148
Epoch 7, step 845, loss 0.055, test 0.147
Epoch 7, step 846, loss 0.036, test 0.146
Epoch 7, step 847, loss 0.034, test 0.145
Epoch 7, step 848, loss 0.032, test 0.142
Epoch 7, step 849, loss 0.106, test 0.139
Epoch 7, step 850, loss 0.020, test 0.142
Epoch 7, step 851, loss 0.118, test 0.140
Epoch 7, step 852, loss 0.202, test 0.145
Epoch 7, step 853, loss 0.011, test 0.140
Epoch 7, step 854, loss 0.105, test 0.141
Epoch 7, step 855, loss 0.031, test 0.141
Epoch 7, step 856, loss 0.016, test 0.142
Epoch 7, step 857, loss 0.002, test 0.138
Epoch 7, step 858, loss 0.001, test 0.142
Epoch 7, step 859, loss 0.036, test 0.142
Epoch 7, step 860, loss 0.004, test 0.140
Epoch 7, step 861, loss 0.042, test 0.133
Epoch 7, step 862, loss 0.003, test 0.132
Epoch 7, step 863, loss 0.026, test 0.123
Epoch 7, step 864, loss 0.005, test 0.121
Epoch 7, step 865, loss 0.059, test 0.117
Epoch 7, step 866, loss 0.023, test 0.116
Epoch 7, step 867, loss 0.392, test 0.159
Epoch 7, step 868, loss 0.000, test 0.170
Epoch 7, step 869, loss 0.268, test 0.141
Epoch 7, step 870, loss 0.474, test 0.136
Epoch 7, step 871, loss 0.048, test 0.125
Epoch 7, step 872, loss 0.005, test 0.123
Epoch 7, step 873, loss 0.059, test 0.121
Epoch 7, step 874, loss 0.129, test 0.097
Epoch 7, step 875, loss 0.021, test 0.099
Epoch 7, step 876, loss 0.023, test 0.102
Epoch 7, step 877, loss 0.003, test 0.104
Epoch 7, step 878, loss 0.003, test 0.106
Epoch 7, step 879, loss 0.001, test 0.106
Epoch 7, step 880, loss 0.055, test 0.106
Epoch 7, step 881, loss 0.013, test 0.107
Epoch 7, step 882, loss 0.090, test 0.108
Epoch 7, step 883, loss 0.790, test 0.110
Epoch 7, step 884, loss 0.000, test 0.111
Epoch 7, step 885, loss 0.372, test 0.108
Epoch 7, step 886, loss 0.030, test 0.107
Epoch 7, step 887, loss 0.046, test 0.106
Epoch 7, step 888, loss 0.103, test 0.105
Epoch 7, step 889, loss 0.373, test 0.109
Epoch 7, step 890, loss 0.047, test 0.105
Epoch 7, step 891, loss 0.003, test 0.105
Epoch 7, step 892, loss 0.034, test 0.105
Epoch 7, step 893, loss 0.421, test 0.096
Epoch 7, step 894, loss 0.099, test 0.096
Epoch 7, step 895, loss 0.002, test 0.096
Epoch 7, step 896, loss 0.154, test 0.099
Epoch 7, step 897, loss 0.242, test 0.099
Epoch 7, step 898, loss 0.072, test 0.093
Epoch 7, step 899, loss 0.110, test 0.091
Epoch 7, step 900, loss 0.004, test 0.090
Epoch 7, step 901, loss 0.072, test 0.089
Epoch 7, step 902, loss 0.004, test 0.089
Epoch 7, step 903, loss 0.179, test 0.089
Epoch 7, step 904, loss 0.230, test 0.091
Epoch 7, step 905, loss 0.023, test 0.092
Epoch 7, step 906, loss 0.712, test 0.086
Epoch 7, step 907, loss 0.220, test 0.084
Epoch 7, step 908, loss 0.117, test 0.085
Epoch 7, step 909, loss 0.017, test 0.087
Epoch 7, step 910, loss 0.286, test 0.103
Epoch 7, step 911, loss 0.027, test 0.108
Epoch 7, step 912, loss 0.001, test 0.111
Epoch 7, step 913, loss 0.218, test 0.117
Epoch 7, step 914, loss 1.255, test 0.124
Epoch 7, step 915, loss 0.033, test 0.122
Epoch 7, step 916, loss 0.018, test 0.122
Epoch 7, step 917, loss 0.053, test 0.118
Epoch 7, step 918, loss 0.021, test 0.122
Epoch 7, step 919, loss 0.064, test 0.121
Epoch 7, step 920, loss 0.505, test 0.135
Epoch 7, step 921, loss 0.205, test 0.119
Epoch 7, step 922, loss 0.033, test 0.119
Epoch 7, step 923, loss 0.077, test 0.118
Epoch 7, step 924, loss 0.016, test 0.118
Epoch 7, step 925, loss 0.223, test 0.117
Epoch 7, step 926, loss 0.026, test 0.115
Epoch 7, step 927, loss 0.025, test 0.116
Epoch 7, step 928, loss 0.042, test 0.120
Epoch 7, step 929, loss 0.018, test 0.110
Epoch 7, step 930, loss 0.020, test 0.112
Epoch 7, step 931, loss 0.040, test 0.111
Epoch 7, step 932, loss 0.214, test 0.102
Epoch 7, step 933, loss 0.000, test 0.100
Epoch 7, step 934, loss 0.009, test 0.098
Epoch 7, step 935, loss 0.032, test 0.103
Epoch 7, step 936, loss 0.028, test 0.099
Epoch 7, step 937, loss 0.307, test 0.089
Epoch 7, step 938, loss 0.003, test 0.089
Epoch 7, step 939, loss 0.034, test 0.089
Epoch 7, step 940, loss 0.015, test 0.091
Epoch 7, step 941, loss 0.011, test 0.091
Epoch 7, step 942, loss 0.022, test 0.091
Epoch 7, step 943, loss 0.020, test 0.091
Epoch 7, step 944, loss 0.019, test 0.093
Epoch 7, step 945, loss 0.007, test 0.093
Epoch 7, step 946, loss 0.136, test 0.095
Epoch 7, step 947, loss 0.020, test 0.095
Epoch 7, step 948, loss 0.040, test 0.095
Epoch 7, step 949, loss 0.004, test 0.096
Epoch 7, step 950, loss 0.050, test 0.096
Epoch 7, step 951, loss 0.910, test 0.096
Epoch 7, step 952, loss 0.130, test 0.098
Epoch 7, step 953, loss 0.001, test 0.098
Epoch 7, step 954, loss 0.003, test 0.099
Epoch 7, step 955, loss 0.056, test 0.099
Epoch 7, step 956, loss 0.003, test 0.099
Epoch 7, step 957, loss 0.200, test 0.087
Epoch 7, step 958, loss 0.001, test 0.086
Epoch 7, step 959, loss 0.044, test 0.089
Epoch 7, step 960, loss 0.309, test 0.090
Epoch 7, step 961, loss 0.260, test 0.095
Epoch 7, step 962, loss 0.073, test 0.098
Epoch 7, step 963, loss 0.281, test 0.100
Epoch 7, step 964, loss 0.194, test 0.146
Epoch 7, step 965, loss 0.016, test 0.159
Epoch 7, step 966, loss 0.059, test 0.168
Epoch 7, step 967, loss 0.180, test 0.192
Epoch 7, step 968, loss 0.053, test 0.195
Epoch 7, step 969, loss 0.028, test 0.203
Epoch 7, step 970, loss 0.000, test 0.206
Epoch 7, step 971, loss 0.234, test 0.201
Epoch 7, step 972, loss 0.007, test 0.205
Epoch 7, step 973, loss 0.003, test 0.208
Epoch 7, step 974, loss 0.010, test 0.207
Epoch 7, step 975, loss 0.000, test 0.207
Epoch 7, step 976, loss 0.133, test 0.239
Epoch 7, step 977, loss 0.218, test 0.236
Epoch 7, step 978, loss 0.308, test 0.266
Epoch 7, step 979, loss 0.000, test 0.272
Epoch 7, step 980, loss 0.040, test 0.285
Epoch 7, step 981, loss 0.001, test 0.289
Epoch 7, step 982, loss 0.356, test 0.299
Epoch 7, step 983, loss 0.003, test 0.305
Epoch 7, step 984, loss 0.165, test 0.301
Epoch 7, step 985, loss 0.192, test 0.310
Epoch 7, step 986, loss 0.646, test 0.296
Epoch 7, step 987, loss 0.000, test 0.294
Epoch 7, step 988, loss 0.127, test 0.331
Epoch 7, step 989, loss 0.109, test 0.376
Epoch 7, step 990, loss 0.237, test 0.362
Epoch 7, step 991, loss 0.006, test 0.366
Epoch 7, step 992, loss 0.127, test 0.235
Epoch 7, step 993, loss 0.343, test 0.172
Epoch 7, step 994, loss 0.029, test 0.153
Epoch 7, step 995, loss 0.071, test 0.149
Epoch 7, step 996, loss 0.047, test 0.140
Epoch 7, step 997, loss 0.162, test 0.135
Epoch 7, step 998, loss 0.350, test 0.150
Epoch 7, step 999, loss 0.003, test 0.152
Epoch 8, step 0, loss 0.000, test 0.153
Epoch 8, step 1, loss 0.058, test 0.141
Epoch 8, step 2, loss 0.005, test 0.143
Epoch 8, step 3, loss 0.178, test 0.136
Epoch 8, step 4, loss 0.392, test 0.138
Epoch 8, step 5, loss 0.005, test 0.139
Epoch 8, step 6, loss 0.030, test 0.126
Epoch 8, step 7, loss 0.001, test 0.124
Epoch 8, step 8, loss 0.144, test 0.093
Epoch 8, step 9, loss 0.179, test 0.085
Epoch 8, step 10, loss 0.312, test 0.083
Epoch 8, step 11, loss 0.036, test 0.083
Epoch 8, step 12, loss 0.206, test 0.091
Epoch 8, step 13, loss 0.012, test 0.101
Epoch 8, step 14, loss 0.236, test 0.104
Epoch 8, step 15, loss 0.023, test 0.109
Epoch 8, step 16, loss 0.661, test 0.074
Epoch 8, step 17, loss 0.011, test 0.073
Epoch 8, step 18, loss 0.136, test 0.074
Epoch 8, step 19, loss 0.018, test 0.074
Epoch 8, step 20, loss 1.707, test 0.102
Epoch 8, step 21, loss 0.000, test 0.113
Epoch 8, step 22, loss 0.000, test 0.120
Epoch 8, step 23, loss 1.515, test 0.101
Epoch 8, step 24, loss 0.183, test 0.097
Epoch 8, step 25, loss 0.105, test 0.097
Epoch 8, step 26, loss 0.240, test 0.103
Epoch 8, step 27, loss 0.004, test 0.104
Epoch 8, step 28, loss 0.000, test 0.104
Epoch 8, step 29, loss 0.001, test 0.104
Epoch 8, step 30, loss 0.062, test 0.097
Epoch 8, step 31, loss 0.001, test 0.097
Epoch 8, step 32, loss 0.130, test 0.098
Epoch 8, step 33, loss 0.000, test 0.098
Epoch 8, step 34, loss 0.047, test 0.096
Epoch 8, step 35, loss 0.009, test 0.095
Epoch 8, step 36, loss 0.055, test 0.094
Epoch 8, step 37, loss 0.009, test 0.094
Epoch 8, step 38, loss 0.273, test 0.085
Epoch 8, step 39, loss 0.365, test 0.119
Epoch 8, step 40, loss 0.046, test 0.118
Epoch 8, step 41, loss 0.011, test 0.114
Epoch 8, step 42, loss 0.722, test 0.083
Epoch 8, step 43, loss 0.000, test 0.081
Epoch 8, step 44, loss 0.009, test 0.080
Epoch 8, step 45, loss 0.303, test 0.079
Epoch 8, step 46, loss 0.056, test 0.082
Epoch 8, step 47, loss 0.002, test 0.082
Epoch 8, step 48, loss 0.055, test 0.083
Epoch 8, step 49, loss 0.007, test 0.085
Epoch 8, step 50, loss 0.122, test 0.087
Epoch 8, step 51, loss 0.048, test 0.084
Epoch 8, step 52, loss 0.209, test 0.075
Epoch 8, step 53, loss 0.006, test 0.075
Epoch 8, step 54, loss 0.035, test 0.076
Epoch 8, step 55, loss 0.110, test 0.076
Epoch 8, step 56, loss 0.386, test 0.074
Epoch 8, step 57, loss 0.008, test 0.075
Epoch 8, step 58, loss 0.104, test 0.074
Epoch 8, step 59, loss 0.033, test 0.074
Epoch 8, step 60, loss 0.010, test 0.074
Epoch 8, step 61, loss 0.042, test 0.074
Epoch 8, step 62, loss 0.063, test 0.075
Epoch 8, step 63, loss 0.060, test 0.075
Epoch 8, step 64, loss 0.173, test 0.081
Epoch 8, step 65, loss 0.006, test 0.082
Epoch 8, step 66, loss 0.105, test 0.084
Epoch 8, step 67, loss 0.812, test 0.082
Epoch 8, step 68, loss 0.170, test 0.082
Epoch 8, step 69, loss 0.111, test 0.079
Epoch 8, step 70, loss 0.001, test 0.079
Epoch 8, step 71, loss 0.002, test 0.079
Epoch 8, step 72, loss 0.295, test 0.084
Epoch 8, step 73, loss 0.431, test 0.203
Epoch 8, step 74, loss 0.212, test 0.224
Epoch 8, step 75, loss 0.010, test 0.241
Epoch 8, step 76, loss 0.115, test 0.246
Epoch 8, step 77, loss 0.037, test 0.244
Epoch 8, step 78, loss 0.793, test 0.250
Epoch 8, step 79, loss 0.244, test 0.199
Epoch 8, step 80, loss 0.026, test 0.194
Epoch 8, step 81, loss 0.312, test 0.188
Epoch 8, step 82, loss 0.000, test 0.185
Epoch 8, step 83, loss 0.009, test 0.186
Epoch 8, step 84, loss 0.063, test 0.194
Epoch 8, step 85, loss 0.116, test 0.171
Epoch 8, step 86, loss 0.004, test 0.169
Epoch 8, step 87, loss 0.219, test 0.183
Epoch 8, step 88, loss 1.212, test 0.197
Epoch 8, step 89, loss 0.147, test 0.182
Epoch 8, step 90, loss 0.114, test 0.198
Epoch 8, step 91, loss 0.021, test 0.191
Epoch 8, step 92, loss 0.000, test 0.190
Epoch 8, step 93, loss 0.057, test 0.191
Epoch 8, step 94, loss 0.029, test 0.193
Epoch 8, step 95, loss 0.111, test 0.191
Epoch 8, step 96, loss 0.115, test 0.151
Epoch 8, step 97, loss 0.008, test 0.149
Epoch 8, step 98, loss 0.425, test 0.121
Epoch 8, step 99, loss 0.015, test 0.119
Epoch 8, step 100, loss 0.079, test 0.118
Epoch 8, step 101, loss 0.044, test 0.117
Epoch 8, step 102, loss 0.037, test 0.116
Epoch 8, step 103, loss 0.153, test 0.133
Epoch 8, step 104, loss 0.109, test 0.141
Epoch 8, step 105, loss 0.258, test 0.151
Epoch 8, step 106, loss 0.009, test 0.154
Epoch 8, step 107, loss 0.003, test 0.157
Epoch 8, step 108, loss 0.009, test 0.157
Epoch 8, step 109, loss 0.029, test 0.159
Epoch 8, step 110, loss 0.026, test 0.151
Epoch 8, step 111, loss 0.021, test 0.151
Epoch 8, step 112, loss 0.060, test 0.148
Epoch 8, step 113, loss 0.000, test 0.148
Epoch 8, step 114, loss 0.063, test 0.146
Epoch 8, step 115, loss 0.002, test 0.145
Epoch 8, step 116, loss 0.140, test 0.147
Epoch 8, step 117, loss 0.154, test 0.145
Epoch 8, step 118, loss 0.449, test 0.142
Epoch 8, step 119, loss 0.023, test 0.133
Epoch 8, step 120, loss 0.011, test 0.131
Epoch 8, step 121, loss 0.057, test 0.119
Epoch 8, step 122, loss 0.700, test 0.104
Epoch 8, step 123, loss 0.151, test 0.107
Epoch 8, step 124, loss 0.010, test 0.109
Epoch 8, step 125, loss 0.081, test 0.108
Epoch 8, step 126, loss 0.018, test 0.109
Epoch 8, step 127, loss 0.013, test 0.107
Epoch 8, step 128, loss 0.003, test 0.107
Epoch 8, step 129, loss 0.002, test 0.107
Epoch 8, step 130, loss 0.152, test 0.107
Epoch 8, step 131, loss 0.200, test 0.107
Epoch 8, step 132, loss 0.004, test 0.107
Epoch 8, step 133, loss 0.376, test 0.109
Epoch 8, step 134, loss 0.014, test 0.106
Epoch 8, step 135, loss 0.011, test 0.105
Epoch 8, step 136, loss 0.025, test 0.105
Epoch 8, step 137, loss 0.081, test 0.107
Epoch 8, step 138, loss 0.004, test 0.108
Epoch 8, step 139, loss 0.026, test 0.108
Epoch 8, step 140, loss 0.006, test 0.109
Epoch 8, step 141, loss 0.006, test 0.109
Epoch 8, step 142, loss 0.040, test 0.097
Epoch 8, step 143, loss 0.084, test 0.096
Epoch 8, step 144, loss 0.465, test 0.108
Epoch 8, step 145, loss 0.011, test 0.120
Epoch 8, step 146, loss 0.178, test 0.121
Epoch 8, step 147, loss 0.026, test 0.121
Epoch 8, step 148, loss 0.191, test 0.124
Epoch 8, step 149, loss 0.086, test 0.123
Epoch 8, step 150, loss 0.126, test 0.124
Epoch 8, step 151, loss 0.001, test 0.124
Epoch 8, step 152, loss 0.033, test 0.125
Epoch 8, step 153, loss 0.181, test 0.123
Epoch 8, step 154, loss 0.157, test 0.109
Epoch 8, step 155, loss 0.331, test 0.108
Epoch 8, step 156, loss 0.509, test 0.109
Epoch 8, step 157, loss 0.002, test 0.113
Epoch 8, step 158, loss 0.747, test 0.115
Epoch 8, step 159, loss 0.023, test 0.116
Epoch 8, step 160, loss 0.030, test 0.117
Epoch 8, step 161, loss 0.007, test 0.116
Epoch 8, step 162, loss 0.126, test 0.112
Epoch 8, step 163, loss 0.058, test 0.118
Epoch 8, step 164, loss 0.018, test 0.118
Epoch 8, step 165, loss 0.132, test 0.124
Epoch 8, step 166, loss 0.408, test 0.129
Epoch 8, step 167, loss 0.138, test 0.102
Epoch 8, step 168, loss 0.145, test 0.099
Epoch 8, step 169, loss 0.085, test 0.098
Epoch 8, step 170, loss 0.266, test 0.099
Epoch 8, step 171, loss 0.018, test 0.100
Epoch 8, step 172, loss 0.043, test 0.098
Epoch 8, step 173, loss 0.367, test 0.094
Epoch 8, step 174, loss 0.040, test 0.094
Epoch 8, step 175, loss 0.222, test 0.094
Epoch 8, step 176, loss 0.023, test 0.095
Epoch 8, step 177, loss 0.138, test 0.095
Epoch 8, step 178, loss 0.029, test 0.097
Epoch 8, step 179, loss 0.001, test 0.097
Epoch 8, step 180, loss 0.009, test 0.097
Epoch 8, step 181, loss 0.003, test 0.098
Epoch 8, step 182, loss 0.248, test 0.105
Epoch 8, step 183, loss 0.067, test 0.105
Epoch 8, step 184, loss 0.161, test 0.104
Epoch 8, step 185, loss 0.011, test 0.104
Epoch 8, step 186, loss 0.451, test 0.103
Epoch 8, step 187, loss 0.267, test 0.105
Epoch 8, step 188, loss 0.090, test 0.109
Epoch 8, step 189, loss 0.186, test 0.111
Epoch 8, step 190, loss 0.045, test 0.114
Epoch 8, step 191, loss 0.317, test 0.119
Epoch 8, step 192, loss 0.265, test 0.128
Epoch 8, step 193, loss 0.006, test 0.135
Epoch 8, step 194, loss 0.072, test 0.135
Epoch 8, step 195, loss 0.266, test 0.116
Epoch 8, step 196, loss 0.000, test 0.113
Epoch 8, step 197, loss 0.305, test 0.116
Epoch 8, step 198, loss 0.007, test 0.106
Epoch 8, step 199, loss 0.060, test 0.102
Epoch 8, step 200, loss 0.292, test 0.107
Epoch 8, step 201, loss 0.114, test 0.100
Epoch 8, step 202, loss 0.000, test 0.099
Epoch 8, step 203, loss 0.126, test 0.102
Epoch 8, step 204, loss 0.082, test 0.092
Epoch 8, step 205, loss 0.080, test 0.091
Epoch 8, step 206, loss 0.118, test 0.086
Epoch 8, step 207, loss 0.314, test 0.083
Epoch 8, step 208, loss 0.002, test 0.083
Epoch 8, step 209, loss 0.037, test 0.083
Epoch 8, step 210, loss 0.010, test 0.083
Epoch 8, step 211, loss 0.207, test 0.088
Epoch 8, step 212, loss 0.214, test 0.097
Epoch 8, step 213, loss 0.050, test 0.100
Epoch 8, step 214, loss 0.002, test 0.101
Epoch 8, step 215, loss 0.198, test 0.099
Epoch 8, step 216, loss 0.013, test 0.099
Epoch 8, step 217, loss 0.000, test 0.099
Epoch 8, step 218, loss 0.225, test 0.104
Epoch 8, step 219, loss 0.209, test 0.099
Epoch 8, step 220, loss 0.072, test 0.099
Epoch 8, step 221, loss 0.185, test 0.098
Epoch 8, step 222, loss 0.174, test 0.098
Epoch 8, step 223, loss 0.001, test 0.097
Epoch 8, step 224, loss 0.000, test 0.097
Epoch 8, step 225, loss 0.000, test 0.097
Epoch 8, step 226, loss 0.077, test 0.092
Epoch 8, step 227, loss 0.412, test 0.084
Epoch 8, step 228, loss 0.194, test 0.081
Epoch 8, step 229, loss 0.468, test 0.080
Epoch 8, step 230, loss 0.071, test 0.079
Epoch 8, step 231, loss 0.146, test 0.082
Epoch 8, step 232, loss 0.018, test 0.083
Epoch 8, step 233, loss 0.068, test 0.083
Epoch 8, step 234, loss 0.167, test 0.084
Epoch 8, step 235, loss 0.021, test 0.084
Epoch 8, step 236, loss 0.002, test 0.085
Epoch 8, step 237, loss 1.372, test 0.089
Epoch 8, step 238, loss 0.222, test 0.097
Epoch 8, step 239, loss 0.000, test 0.102
Epoch 8, step 240, loss 0.307, test 0.100
Epoch 8, step 241, loss 0.006, test 0.098
Epoch 8, step 242, loss 0.015, test 0.097
Epoch 8, step 243, loss 0.000, test 0.097
Epoch 8, step 244, loss 0.130, test 0.096
Epoch 8, step 245, loss 0.057, test 0.094
Epoch 8, step 246, loss 0.004, test 0.094
Epoch 8, step 247, loss 0.005, test 0.093
Epoch 8, step 248, loss 0.057, test 0.087
Epoch 8, step 249, loss 0.007, test 0.087
Epoch 8, step 250, loss 0.013, test 0.087
Epoch 8, step 251, loss 0.115, test 0.088
Epoch 8, step 252, loss 0.235, test 0.094
Epoch 8, step 253, loss 0.335, test 0.106
Epoch 8, step 254, loss 0.085, test 0.111
Epoch 8, step 255, loss 0.000, test 0.114
Epoch 8, step 256, loss 0.083, test 0.116
Epoch 8, step 257, loss 0.008, test 0.116
Epoch 8, step 258, loss 0.275, test 0.125
Epoch 8, step 259, loss 0.370, test 0.134
Epoch 8, step 260, loss 0.334, test 0.133
Epoch 8, step 261, loss 0.378, test 0.108
Epoch 8, step 262, loss 0.006, test 0.106
Epoch 8, step 263, loss 0.080, test 0.102
Epoch 8, step 264, loss 0.249, test 0.102
Epoch 8, step 265, loss 0.217, test 0.103
Epoch 8, step 266, loss 0.100, test 0.103
Epoch 8, step 267, loss 0.145, test 0.103
Epoch 8, step 268, loss 0.009, test 0.108
Epoch 8, step 269, loss 0.730, test 0.106
Epoch 8, step 270, loss 0.000, test 0.106
Epoch 8, step 271, loss 0.009, test 0.105
Epoch 8, step 272, loss 0.070, test 0.105
Epoch 8, step 273, loss 0.045, test 0.096
Epoch 8, step 274, loss 0.602, test 0.094
Epoch 8, step 275, loss 0.062, test 0.097
Epoch 8, step 276, loss 0.459, test 0.097
Epoch 8, step 277, loss 0.008, test 0.096
Epoch 8, step 278, loss 0.072, test 0.102
Epoch 8, step 279, loss 0.003, test 0.103
Epoch 8, step 280, loss 0.174, test 0.103
Epoch 8, step 281, loss 0.048, test 0.104
Epoch 8, step 282, loss 0.053, test 0.098
Epoch 8, step 283, loss 0.044, test 0.098
Epoch 8, step 284, loss 0.003, test 0.099
Epoch 8, step 285, loss 0.109, test 0.101
Epoch 8, step 286, loss 0.001, test 0.101
Epoch 8, step 287, loss 0.068, test 0.100
Epoch 8, step 288, loss 0.251, test 0.097
Epoch 8, step 289, loss 0.190, test 0.092
Epoch 8, step 290, loss 0.185, test 0.096
Epoch 8, step 291, loss 0.003, test 0.096
Epoch 8, step 292, loss 0.035, test 0.096
Epoch 8, step 293, loss 0.000, test 0.096
Epoch 8, step 294, loss 0.104, test 0.096
Epoch 8, step 295, loss 0.095, test 0.096
Epoch 8, step 296, loss 0.191, test 0.097
Epoch 8, step 297, loss 0.000, test 0.097
Epoch 8, step 298, loss 0.120, test 0.102
Epoch 8, step 299, loss 0.271, test 0.103
Epoch 8, step 300, loss 0.248, test 0.107
Epoch 8, step 301, loss 0.284, test 0.118
Epoch 8, step 302, loss 0.111, test 0.125
Epoch 8, step 303, loss 0.187, test 0.125
Epoch 8, step 304, loss 0.040, test 0.118
Epoch 8, step 305, loss 0.053, test 0.126
Epoch 8, step 306, loss 0.011, test 0.128
Epoch 8, step 307, loss 0.001, test 0.129
Epoch 8, step 308, loss 0.168, test 0.118
Epoch 8, step 309, loss 0.102, test 0.118
Epoch 8, step 310, loss 0.417, test 0.096
Epoch 8, step 311, loss 0.006, test 0.093
Epoch 8, step 312, loss 0.042, test 0.093
Epoch 8, step 313, loss 0.007, test 0.093
Epoch 8, step 314, loss 0.000, test 0.092
Epoch 8, step 315, loss 0.207, test 0.090
Epoch 8, step 316, loss 0.112, test 0.093
Epoch 8, step 317, loss 0.123, test 0.093
Epoch 8, step 318, loss 0.140, test 0.102
Epoch 8, step 319, loss 1.085, test 0.109
Epoch 8, step 320, loss 0.033, test 0.110
Epoch 8, step 321, loss 0.001, test 0.112
Epoch 8, step 322, loss 0.001, test 0.112
Epoch 8, step 323, loss 0.024, test 0.124
Epoch 8, step 324, loss 0.136, test 0.124
Epoch 8, step 325, loss 0.525, test 0.151
Epoch 8, step 326, loss 0.063, test 0.160
Epoch 8, step 327, loss 0.038, test 0.175
Epoch 8, step 328, loss 0.023, test 0.183
Epoch 8, step 329, loss 0.029, test 0.191
Epoch 8, step 330, loss 0.084, test 0.203
Epoch 8, step 331, loss 0.168, test 0.213
Epoch 8, step 332, loss 0.066, test 0.221
Epoch 8, step 333, loss 0.028, test 0.218
Epoch 8, step 334, loss 0.042, test 0.220
Epoch 8, step 335, loss 0.003, test 0.220
Epoch 8, step 336, loss 0.271, test 0.215
Epoch 8, step 337, loss 0.020, test 0.218
Epoch 8, step 338, loss 0.489, test 0.226
Epoch 8, step 339, loss 0.210, test 0.194
Epoch 8, step 340, loss 1.023, test 0.114
Epoch 8, step 341, loss 0.000, test 0.136
Epoch 8, step 342, loss 0.074, test 0.240
Epoch 8, step 343, loss 0.306, test 0.263
Epoch 8, step 344, loss 0.027, test 0.286
Epoch 8, step 345, loss 0.000, test 0.296
Epoch 8, step 346, loss 0.249, test 0.233
Epoch 8, step 347, loss 0.032, test 0.222
Epoch 8, step 348, loss 0.003, test 0.217
Epoch 8, step 349, loss 0.654, test 0.221
Epoch 8, step 350, loss 0.002, test 0.221
Epoch 8, step 351, loss 0.035, test 0.206
Epoch 8, step 352, loss 0.059, test 0.207
Epoch 8, step 353, loss 0.016, test 0.209
Epoch 8, step 354, loss 0.073, test 0.207
Epoch 8, step 355, loss 0.305, test 0.212
Epoch 8, step 356, loss 0.003, test 0.210
Epoch 8, step 357, loss 0.003, test 0.212
Epoch 8, step 358, loss 0.221, test 0.222
Epoch 8, step 359, loss 0.075, test 0.226
Epoch 8, step 360, loss 0.322, test 0.202
Epoch 8, step 361, loss 0.306, test 0.154
Epoch 8, step 362, loss 0.014, test 0.146
Epoch 8, step 363, loss 0.143, test 0.139
Epoch 8, step 364, loss 0.006, test 0.133
Epoch 8, step 365, loss 0.270, test 0.132
Epoch 8, step 366, loss 0.002, test 0.131
Epoch 8, step 367, loss 0.150, test 0.135
Epoch 8, step 368, loss 0.010, test 0.139
Epoch 8, step 369, loss 0.005, test 0.140
Epoch 8, step 370, loss 0.296, test 0.139
Epoch 8, step 371, loss 0.037, test 0.127
Epoch 8, step 372, loss 0.000, test 0.126
Epoch 8, step 373, loss 0.003, test 0.126
Epoch 8, step 374, loss 0.160, test 0.125
Epoch 8, step 375, loss 0.056, test 0.125
Epoch 8, step 376, loss 0.058, test 0.117
Epoch 8, step 377, loss 0.008, test 0.117
Epoch 8, step 378, loss 0.037, test 0.117
Epoch 8, step 379, loss 0.009, test 0.117
Epoch 8, step 380, loss 0.043, test 0.116
Epoch 8, step 381, loss 0.031, test 0.119
Epoch 8, step 382, loss 0.228, test 0.123

Epoch 8, step 383, loss 0.148, test 0.125
Epoch 8, step 384, loss 0.076, test 0.132
Epoch 8, step 385, loss 0.333, test 0.141
Epoch 8, step 386, loss 0.078, test 0.138
Epoch 8, step 387, loss 0.065, test 0.135
Epoch 8, step 388, loss 0.160, test 0.154
Epoch 8, step 389, loss 0.624, test 0.159
Epoch 8, step 390, loss 0.001, test 0.161
Epoch 8, step 391, loss 0.116, test 0.154
Epoch 8, step 392, loss 0.295, test 0.150
Epoch 8, step 393, loss 0.061, test 0.148
Epoch 8, step 394, loss 0.000, test 0.147
Epoch 8, step 395, loss 0.005, test 0.146
Epoch 8, step 396, loss 0.074, test 0.142
Epoch 8, step 397, loss 0.007, test 0.137
Epoch 8, step 398, loss 0.275, test 0.140
Epoch 8, step 399, loss 0.175, test 0.134
Epoch 8, step 400, loss 0.166, test 0.202
Epoch 8, step 401, loss 0.090, test 0.215
Epoch 8, step 402, loss 0.002, test 0.223
Epoch 8, step 403, loss 0.004, test 0.228
Epoch 8, step 404, loss 0.007, test 0.232
Epoch 8, step 405, loss 0.000, test 0.234
Epoch 8, step 406, loss 0.305, test 0.203
Epoch 8, step 407, loss 0.004, test 0.198
Epoch 8, step 408, loss 0.034, test 0.190
Epoch 8, step 409, loss 0.200, test 0.165
Epoch 8, step 410, loss 0.095, test 0.137
Epoch 8, step 411, loss 0.070, test 0.133
Epoch 8, step 412, loss 0.008, test 0.131
Epoch 8, step 413, loss 0.104, test 0.125
Epoch 8, step 414, loss 0.219, test 0.220
Epoch 8, step 415, loss 0.003, test 0.247
Epoch 8, step 416, loss 0.051, test 0.290
Epoch 8, step 417, loss 0.251, test 0.311
Epoch 8, step 418, loss 0.325, test 0.290
Epoch 8, step 419, loss 0.048, test 0.285
Epoch 8, step 420, loss 0.086, test 0.273
Epoch 8, step 421, loss 0.060, test 0.269
Epoch 8, step 422, loss 0.147, test 0.275
Epoch 8, step 423, loss 0.023, test 0.279
Epoch 8, step 424, loss 0.000, test 0.279
Epoch 8, step 425, loss 0.001, test 0.281
Epoch 8, step 426, loss 0.065, test 0.290
Epoch 8, step 427, loss 0.058, test 0.255
Epoch 8, step 428, loss 0.047, test 0.247
Epoch 8, step 429, loss 0.028, test 0.246
Epoch 8, step 430, loss 0.059, test 0.239
Epoch 8, step 431, loss 0.139, test 0.245
Epoch 8, step 432, loss 0.025, test 0.250
Epoch 8, step 433, loss 0.150, test 0.247
Epoch 8, step 434, loss 0.046, test 0.240
Epoch 8, step 435, loss 0.097, test 0.234
Epoch 8, step 436, loss 0.066, test 0.230
Epoch 8, step 437, loss 0.046, test 0.227
Epoch 8, step 438, loss 0.183, test 0.149
Epoch 8, step 439, loss 0.171, test 0.132
Epoch 8, step 440, loss 0.061, test 0.131
Epoch 8, step 441, loss 0.030, test 0.130
Epoch 8, step 442, loss 0.026, test 0.124
Epoch 8, step 443, loss 0.017, test 0.122
Epoch 8, step 444, loss 0.099, test 0.110
Epoch 8, step 445, loss 0.161, test 0.093
Epoch 8, step 446, loss 0.007, test 0.090
Epoch 8, step 447, loss 0.011, test 0.089
Epoch 8, step 448, loss 0.106, test 0.082
Epoch 8, step 449, loss 0.082, test 0.082
Epoch 8, step 450, loss 0.047, test 0.084
Epoch 8, step 451, loss 0.177, test 0.084
Epoch 8, step 452, loss 0.040, test 0.086
Epoch 8, step 453, loss 0.024, test 0.087
Epoch 8, step 454, loss 0.229, test 0.094
Epoch 8, step 455, loss 0.042, test 0.100
Epoch 8, step 456, loss 0.107, test 0.108
Epoch 8, step 457, loss 0.060, test 0.098
Epoch 8, step 458, loss 0.027, test 0.109
Epoch 8, step 459, loss 0.024, test 0.109
Epoch 8, step 460, loss 0.012, test 0.110
Epoch 8, step 461, loss 0.117, test 0.112
Epoch 8, step 462, loss 0.100, test 0.115
Epoch 8, step 463, loss 0.044, test 0.150
Epoch 8, step 464, loss 0.375, test 0.161
Epoch 8, step 465, loss 0.259, test 0.177
Epoch 8, step 466, loss 0.047, test 0.182
Epoch 8, step 467, loss 0.226, test 0.165
Epoch 8, step 468, loss 1.157, test 0.113
Epoch 8, step 469, loss 0.076, test 0.108
Epoch 8, step 470, loss 0.488, test 0.108
Epoch 8, step 471, loss 0.055, test 0.108
Epoch 8, step 472, loss 0.038, test 0.109
Epoch 8, step 473, loss 0.119, test 0.111
Epoch 8, step 474, loss 0.002, test 0.112
Epoch 8, step 475, loss 0.046, test 0.110
Epoch 8, step 476, loss 0.176, test 0.128
Epoch 8, step 477, loss 0.893, test 0.124
Epoch 8, step 478, loss 0.013, test 0.124
Epoch 8, step 479, loss 0.001, test 0.124
Epoch 8, step 480, loss 0.001, test 0.125
Epoch 8, step 481, loss 0.136, test 0.110
Epoch 8, step 482, loss 0.000, test 0.108
Epoch 8, step 483, loss 0.044, test 0.109
Epoch 8, step 484, loss 0.226, test 0.107
Epoch 8, step 485, loss 0.025, test 0.107
Epoch 8, step 486, loss 0.008, test 0.107
Epoch 8, step 487, loss 0.019, test 0.106
Epoch 8, step 488, loss 0.157, test 0.115
Epoch 8, step 489, loss 0.084, test 0.111
Epoch 8, step 490, loss 0.010, test 0.112
Epoch 8, step 491, loss 0.009, test 0.113
Epoch 8, step 492, loss 0.012, test 0.114
Epoch 8, step 493, loss 0.139, test 0.120
Epoch 8, step 494, loss 0.682, test 0.127
Epoch 8, step 495, loss 0.208, test 0.130
Epoch 8, step 496, loss 0.063, test 0.128
Epoch 8, step 497, loss 0.002, test 0.129
Epoch 8, step 498, loss 0.003, test 0.131
Epoch 8, step 499, loss 0.012, test 0.131
Epoch 8, step 500, loss 0.467, test 0.120
Epoch 8, step 501, loss 0.964, test 0.110
Epoch 8, step 502, loss 0.001, test 0.110
Epoch 8, step 503, loss 0.056, test 0.109
Epoch 8, step 504, loss 0.339, test 0.102
Epoch 8, step 505, loss 0.025, test 0.101
Epoch 8, step 506, loss 0.022, test 0.101
Epoch 8, step 507, loss 0.013, test 0.100
Epoch 8, step 508, loss 0.030, test 0.101
Epoch 8, step 509, loss 0.005, test 0.101
Epoch 8, step 510, loss 0.075, test 0.100
Epoch 8, step 511, loss 0.025, test 0.101
Epoch 8, step 512, loss 0.005, test 0.101
Epoch 8, step 513, loss 0.048, test 0.101
Epoch 8, step 514, loss 0.010, test 0.102
Epoch 8, step 515, loss 0.021, test 0.101
Epoch 8, step 516, loss 0.733, test 0.100
Epoch 8, step 517, loss 0.141, test 0.098
Epoch 8, step 518, loss 0.013, test 0.098
Epoch 8, step 519, loss 0.000, test 0.098
Epoch 8, step 520, loss 0.003, test 0.098
Epoch 8, step 521, loss 0.035, test 0.097
Epoch 8, step 522, loss 0.393, test 0.097
Epoch 8, step 523, loss 0.009, test 0.097
Epoch 8, step 524, loss 0.140, test 0.097
Epoch 8, step 525, loss 0.016, test 0.098
Epoch 8, step 526, loss 0.067, test 0.096
Epoch 8, step 527, loss 0.364, test 0.093
Epoch 8, step 528, loss 0.086, test 0.093
Epoch 8, step 529, loss 0.005, test 0.093
Epoch 8, step 530, loss 0.032, test 0.091
Epoch 8, step 531, loss 0.129, test 0.091
Epoch 8, step 532, loss 0.005, test 0.091
Epoch 8, step 533, loss 0.003, test 0.091
Epoch 8, step 534, loss 0.099, test 0.091
Epoch 8, step 535, loss 0.091, test 0.089
Epoch 8, step 536, loss 0.154, test 0.088
Epoch 8, step 537, loss 0.007, test 0.088
Epoch 8, step 538, loss 0.397, test 0.090
Epoch 8, step 539, loss 0.022, test 0.090
Epoch 8, step 540, loss 0.460, test 0.092
Epoch 8, step 541, loss 0.000, test 0.093
Epoch 8, step 542, loss 0.000, test 0.094
Epoch 8, step 543, loss 0.084, test 0.096
Epoch 8, step 544, loss 0.002, test 0.096
Epoch 8, step 545, loss 0.480, test 0.094
Epoch 8, step 546, loss 0.001, test 0.097
Epoch 8, step 547, loss 0.074, test 0.098
Epoch 8, step 548, loss 0.308, test 0.194
Epoch 8, step 549, loss 0.191, test 0.179
Epoch 8, step 550, loss 0.311, test 0.194
Epoch 8, step 551, loss 0.086, test 0.186
Epoch 8, step 552, loss 0.001, test 0.187
Epoch 8, step 553, loss 0.663, test 0.143
Epoch 8, step 554, loss 0.000, test 0.137
Epoch 8, step 555, loss 0.019, test 0.135
Epoch 8, step 556, loss 0.335, test 0.126
Epoch 8, step 557, loss 0.380, test 0.083
Epoch 8, step 558, loss 0.007, test 0.079
Epoch 8, step 559, loss 0.007, test 0.078
Epoch 8, step 560, loss 0.011, test 0.078
Epoch 8, step 561, loss 0.070, test 0.079
Epoch 8, step 562, loss 0.001, test 0.080
Epoch 8, step 563, loss 1.399, test 0.097
Epoch 8, step 564, loss 0.000, test 0.103
Epoch 8, step 565, loss 0.021, test 0.106
Epoch 8, step 566, loss 0.032, test 0.107
Epoch 8, step 567, loss 0.350, test 0.104
Epoch 8, step 568, loss 0.057, test 0.103
Epoch 8, step 569, loss 0.377, test 0.101
Epoch 8, step 570, loss 0.202, test 0.111
Epoch 8, step 571, loss 0.011, test 0.107
Epoch 8, step 572, loss 0.029, test 0.106
Epoch 8, step 573, loss 0.070, test 0.104
Epoch 8, step 574, loss 0.129, test 0.126
Epoch 8, step 575, loss 0.290, test 0.118
Epoch 8, step 576, loss 0.000, test 0.119
Epoch 8, step 577, loss 0.017, test 0.119
Epoch 8, step 578, loss 1.222, test 0.131
Epoch 8, step 579, loss 0.033, test 0.136
Epoch 8, step 580, loss 0.031, test 0.124
Epoch 8, step 581, loss 0.019, test 0.117
Epoch 8, step 582, loss 0.251, test 0.120
Epoch 8, step 583, loss 0.000, test 0.120
Epoch 8, step 584, loss 0.025, test 0.123
Epoch 8, step 585, loss 0.025, test 0.116
Epoch 8, step 586, loss 0.012, test 0.116
Epoch 8, step 587, loss 0.813, test 0.092
Epoch 8, step 588, loss 0.302, test 0.098
Epoch 8, step 589, loss 0.080, test 0.100
Epoch 8, step 590, loss 0.029, test 0.107
Epoch 8, step 591, loss 0.145, test 0.112
Epoch 8, step 592, loss 0.006, test 0.114
Epoch 8, step 593, loss 0.042, test 0.113
Epoch 8, step 594, loss 0.527, test 0.119
Epoch 8, step 595, loss 0.203, test 0.124
Epoch 8, step 596, loss 0.149, test 0.120
Epoch 8, step 597, loss 0.002, test 0.119
Epoch 8, step 598, loss 0.136, test 0.102
Epoch 8, step 599, loss 0.445, test 0.102
Epoch 8, step 600, loss 0.262, test 0.103
Epoch 8, step 601, loss 0.010, test 0.102
Epoch 8, step 602, loss 0.041, test 0.101
Epoch 8, step 603, loss 0.002, test 0.101
Epoch 8, step 604, loss 0.036, test 0.101
Epoch 8, step 605, loss 0.004, test 0.102
Epoch 8, step 606, loss 0.888, test 0.092
Epoch 8, step 607, loss 0.238, test 0.086
Epoch 8, step 608, loss 0.149, test 0.090
Epoch 8, step 609, loss 0.061, test 0.093
Epoch 8, step 610, loss 0.019, test 0.096
Epoch 8, step 611, loss 0.020, test 0.094
Epoch 8, step 612, loss 0.017, test 0.095
Epoch 8, step 613, loss 0.071, test 0.093
Epoch 8, step 614, loss 0.116, test 0.092
Epoch 8, step 615, loss 0.028, test 0.101
Epoch 8, step 616, loss 0.058, test 0.104
Epoch 8, step 617, loss 0.176, test 0.103
Epoch 8, step 618, loss 0.017, test 0.104
Epoch 8, step 619, loss 0.138, test 0.107
Epoch 8, step 620, loss 0.026, test 0.121
Epoch 8, step 621, loss 0.066, test 0.138
Epoch 8, step 622, loss 0.020, test 0.140
Epoch 8, step 623, loss 0.098, test 0.141
Epoch 8, step 624, loss 0.105, test 0.169
Epoch 8, step 625, loss 0.051, test 0.166
Epoch 8, step 626, loss 0.001, test 0.167
Epoch 8, step 627, loss 0.001, test 0.168
Epoch 8, step 628, loss 0.086, test 0.171
Epoch 8, step 629, loss 0.159, test 0.178
Epoch 8, step 630, loss 0.169, test 0.161
Epoch 8, step 631, loss 0.028, test 0.158
Epoch 8, step 632, loss 0.071, test 0.137
Epoch 8, step 633, loss 0.015, test 0.135
Epoch 8, step 634, loss 0.162, test 0.132
Epoch 8, step 635, loss 0.121, test 0.133
Epoch 8, step 636, loss 0.543, test 0.112
Epoch 8, step 637, loss 0.108, test 0.117
Epoch 8, step 638, loss 0.004, test 0.117
Epoch 8, step 639, loss 0.024, test 0.117
Epoch 8, step 640, loss 0.132, test 0.129
Epoch 8, step 641, loss 0.032, test 0.149
Epoch 8, step 642, loss 0.010, test 0.161
Epoch 8, step 643, loss 0.006, test 0.169
Epoch 8, step 644, loss 0.356, test 0.180
Epoch 8, step 645, loss 0.122, test 0.180
Epoch 8, step 646, loss 0.021, test 0.169
Epoch 8, step 647, loss 0.044, test 0.165
Epoch 8, step 648, loss 0.060, test 0.166
Epoch 8, step 649, loss 0.003, test 0.164
Epoch 8, step 650, loss 0.562, test 0.172
Epoch 8, step 651, loss 0.910, test 0.184
Epoch 8, step 652, loss 0.002, test 0.187
Epoch 8, step 653, loss 0.063, test 0.196
Epoch 8, step 654, loss 0.002, test 0.198
Epoch 8, step 655, loss 0.038, test 0.193
Epoch 8, step 656, loss 0.143, test 0.190
Epoch 8, step 657, loss 0.005, test 0.191
Epoch 8, step 658, loss 0.120, test 0.194
Epoch 8, step 659, loss 0.060, test 0.201
Epoch 8, step 660, loss 0.173, test 0.218
Epoch 8, step 661, loss 0.019, test 0.217
Epoch 8, step 662, loss 0.014, test 0.219
Epoch 8, step 663, loss 0.260, test 0.215
Epoch 8, step 664, loss 0.087, test 0.220
Epoch 8, step 665, loss 0.264, test 0.225
Epoch 8, step 666, loss 0.030, test 0.225
Epoch 8, step 667, loss 0.164, test 0.162
Epoch 8, step 668, loss 0.011, test 0.150
Epoch 8, step 669, loss 0.033, test 0.153
Epoch 8, step 670, loss 0.048, test 0.147
Epoch 8, step 671, loss 0.099, test 0.123
Epoch 8, step 672, loss 0.006, test 0.121
Epoch 8, step 673, loss 0.507, test 0.095
Epoch 8, step 674, loss 0.240, test 0.092
Epoch 8, step 675, loss 0.072, test 0.088
Epoch 8, step 676, loss 0.004, test 0.087
Epoch 8, step 677, loss 0.014, test 0.087
Epoch 8, step 678, loss 0.283, test 0.087
Epoch 8, step 679, loss 0.037, test 0.085
Epoch 8, step 680, loss 0.001, test 0.085
Epoch 8, step 681, loss 0.305, test 0.089
Epoch 8, step 682, loss 0.110, test 0.090
Epoch 8, step 683, loss 0.051, test 0.089
Epoch 8, step 684, loss 0.019, test 0.089
Epoch 8, step 685, loss 0.069, test 0.090
Epoch 8, step 686, loss 0.002, test 0.090
Epoch 8, step 687, loss 0.104, test 0.095
Epoch 8, step 688, loss 0.034, test 0.099
Epoch 8, step 689, loss 0.007, test 0.101
Epoch 8, step 690, loss 0.112, test 0.102
Epoch 8, step 691, loss 0.034, test 0.106
Epoch 8, step 692, loss 0.000, test 0.107
Epoch 8, step 693, loss 0.079, test 0.116
Epoch 8, step 694, loss 0.024, test 0.119
Epoch 8, step 695, loss 0.076, test 0.119
Epoch 8, step 696, loss 0.005, test 0.120
Epoch 8, step 697, loss 0.086, test 0.136
Epoch 8, step 698, loss 0.001, test 0.138
Epoch 8, step 699, loss 0.004, test 0.140
Epoch 8, step 700, loss 0.179, test 0.159
Epoch 8, step 701, loss 0.000, test 0.187
Epoch 8, step 702, loss 0.089, test 0.203
Epoch 8, step 703, loss 0.091, test 0.173
Epoch 8, step 704, loss 0.075, test 0.165
Epoch 8, step 705, loss 0.111, test 0.166
Epoch 8, step 706, loss 0.001, test 0.169
Epoch 8, step 707, loss 0.091, test 0.170
Epoch 8, step 708, loss 0.104, test 0.170
Epoch 8, step 709, loss 0.244, test 0.180
Epoch 8, step 710, loss 0.003, test 0.182
Epoch 8, step 711, loss 0.044, test 0.157
Epoch 8, step 712, loss 0.021, test 0.148
Epoch 8, step 713, loss 0.002, test 0.145
Epoch 8, step 714, loss 0.003, test 0.144
Epoch 8, step 715, loss 0.000, test 0.143
Epoch 8, step 716, loss 0.650, test 0.170
Epoch 8, step 717, loss 0.064, test 0.172
Epoch 8, step 718, loss 0.212, test 0.177
Epoch 8, step 719, loss 0.029, test 0.184
Epoch 8, step 720, loss 0.154, test 0.184
Epoch 8, step 721, loss 0.071, test 0.246
Epoch 8, step 722, loss 0.203, test 0.211
Epoch 8, step 723, loss 0.487, test 0.206
Epoch 8, step 724, loss 0.005, test 0.205
Epoch 8, step 725, loss 0.054, test 0.193
Epoch 8, step 726, loss 0.074, test 0.193
Epoch 8, step 727, loss 0.081, test 0.197
Epoch 8, step 728, loss 0.222, test 0.182
Epoch 8, step 729, loss 0.001, test 0.181
Epoch 8, step 730, loss 0.037, test 0.183
Epoch 8, step 731, loss 0.001, test 0.183
Epoch 8, step 732, loss 0.077, test 0.191
Epoch 8, step 733, loss 0.025, test 0.185
Epoch 8, step 734, loss 0.161, test 0.179
Epoch 8, step 735, loss 0.001, test 0.178
Epoch 8, step 736, loss 0.102, test 0.191
Epoch 8, step 737, loss 0.247, test 0.159
Epoch 8, step 738, loss 0.001, test 0.155
Epoch 8, step 739, loss 0.003, test 0.154
Epoch 8, step 740, loss 0.017, test 0.153
Epoch 8, step 741, loss 0.033, test 0.152
Epoch 8, step 742, loss 0.311, test 0.148
Epoch 8, step 743, loss 0.013, test 0.142
Epoch 8, step 744, loss 0.000, test 0.141
Epoch 8, step 745, loss 0.000, test 0.141
Epoch 8, step 746, loss 0.000, test 0.140
Epoch 8, step 747, loss 0.034, test 0.137
Epoch 8, step 748, loss 0.008, test 0.137
Epoch 8, step 749, loss 0.576, test 0.134
Epoch 8, step 750, loss 0.393, test 0.134
Epoch 8, step 751, loss 0.396, test 0.128
Epoch 8, step 752, loss 0.271, test 0.125
Epoch 8, step 753, loss 0.025, test 0.125
Epoch 8, step 754, loss 0.001, test 0.124
Epoch 8, step 755, loss 0.006, test 0.124
Epoch 8, step 756, loss 0.414, test 0.124
Epoch 8, step 757, loss 0.085, test 0.124
Epoch 8, step 758, loss 0.165, test 0.136
Epoch 8, step 759, loss 0.008, test 0.141
Epoch 8, step 760, loss 0.148, test 0.143
Epoch 8, step 761, loss 0.037, test 0.147
Epoch 8, step 762, loss 0.025, test 0.133
Epoch 8, step 763, loss 0.006, test 0.131
Epoch 8, step 764, loss 0.102, test 0.132
Epoch 8, step 765, loss 0.206, test 0.128
Epoch 8, step 766, loss 0.015, test 0.128
Epoch 8, step 767, loss 0.127, test 0.119
Epoch 8, step 768, loss 0.012, test 0.118
Epoch 8, step 769, loss 0.011, test 0.118
Epoch 8, step 770, loss 0.089, test 0.117
Epoch 8, step 771, loss 0.207, test 0.122
Epoch 8, step 772, loss 0.104, test 0.121
Epoch 8, step 773, loss 0.086, test 0.120
Epoch 8, step 774, loss 0.000, test 0.120
Epoch 8, step 775, loss 0.004, test 0.120
Epoch 8, step 776, loss 0.005, test 0.120
Epoch 8, step 777, loss 0.161, test 0.120
Epoch 8, step 778, loss 0.204, test 0.125
Epoch 8, step 779, loss 0.063, test 0.116
Epoch 8, step 780, loss 0.080, test 0.117
Epoch 8, step 781, loss 0.063, test 0.111
Epoch 8, step 782, loss 0.016, test 0.116
Epoch 8, step 783, loss 0.015, test 0.117
Epoch 8, step 784, loss 0.055, test 0.119
Epoch 8, step 785, loss 0.005, test 0.120
Epoch 8, step 786, loss 0.001, test 0.120
Epoch 8, step 787, loss 0.100, test 0.108
Epoch 8, step 788, loss 0.009, test 0.103
Epoch 8, step 789, loss 0.030, test 0.102
Epoch 8, step 790, loss 0.000, test 0.103
Epoch 8, step 791, loss 0.000, test 0.103
Epoch 8, step 792, loss 0.001, test 0.103
Epoch 8, step 793, loss 0.009, test 0.113
Epoch 8, step 794, loss 0.001, test 0.116
Epoch 8, step 795, loss 0.062, test 0.118
Epoch 8, step 796, loss 0.251, test 0.130
Epoch 8, step 797, loss 0.002, test 0.134
Epoch 8, step 798, loss 0.388, test 0.137
Epoch 8, step 799, loss 0.007, test 0.143
Epoch 8, step 800, loss 0.150, test 0.143
Epoch 8, step 801, loss 0.248, test 0.113
Epoch 8, step 802, loss 0.001, test 0.109
Epoch 8, step 803, loss 0.019, test 0.107
Epoch 8, step 804, loss 0.046, test 0.106
Epoch 8, step 805, loss 0.000, test 0.106
Epoch 8, step 806, loss 0.153, test 0.109
Epoch 8, step 807, loss 0.000, test 0.110
Epoch 8, step 808, loss 0.015, test 0.110
Epoch 8, step 809, loss 0.011, test 0.108
Epoch 8, step 810, loss 0.030, test 0.109
Epoch 8, step 811, loss 0.020, test 0.107
Epoch 8, step 812, loss 0.342, test 0.119
Epoch 8, step 813, loss 0.884, test 0.089
Epoch 8, step 814, loss 0.044, test 0.088
Epoch 8, step 815, loss 0.102, test 0.106
Epoch 8, step 816, loss 0.117, test 0.113
Epoch 8, step 817, loss 0.037, test 0.125
Epoch 8, step 818, loss 0.001, test 0.129
Epoch 8, step 819, loss 0.414, test 0.136
Epoch 8, step 820, loss 0.028, test 0.135
Epoch 8, step 821, loss 0.002, test 0.135
Epoch 8, step 822, loss 0.188, test 0.187
Epoch 8, step 823, loss 0.400, test 0.210
Epoch 8, step 824, loss 0.142, test 0.213
Epoch 8, step 825, loss 0.025, test 0.222
Epoch 8, step 826, loss 0.077, test 0.220
Epoch 8, step 827, loss 0.088, test 0.195
Epoch 8, step 828, loss 0.044, test 0.176
Epoch 8, step 829, loss 0.066, test 0.174
Epoch 8, step 830, loss 0.096, test 0.170
Epoch 8, step 831, loss 0.041, test 0.173
Epoch 8, step 832, loss 0.080, test 0.183
Epoch 8, step 833, loss 0.174, test 0.189
Epoch 8, step 834, loss 0.219, test 0.202
Epoch 8, step 835, loss 0.162, test 0.195
Epoch 8, step 836, loss 0.003, test 0.210
Epoch 8, step 837, loss 0.006, test 0.220
Epoch 8, step 838, loss 0.084, test 0.225
Epoch 8, step 839, loss 0.012, test 0.217
Epoch 8, step 840, loss 0.386, test 0.226
Epoch 8, step 841, loss 0.033, test 0.259
Epoch 8, step 842, loss 0.234, test 0.222
Epoch 8, step 843, loss 0.016, test 0.217
Epoch 8, step 844, loss 0.000, test 0.217
Epoch 8, step 845, loss 0.003, test 0.218
Epoch 8, step 846, loss 0.002, test 0.217
Epoch 8, step 847, loss 0.062, test 0.215
Epoch 8, step 848, loss 0.085, test 0.207
Epoch 8, step 849, loss 0.156, test 0.211
Epoch 8, step 850, loss 0.007, test 0.212
Epoch 8, step 851, loss 0.685, test 0.144
Epoch 8, step 852, loss 0.070, test 0.134
Epoch 8, step 853, loss 0.026, test 0.130
Epoch 8, step 854, loss 0.018, test 0.131
Epoch 8, step 855, loss 0.488, test 0.126
Epoch 8, step 856, loss 0.106, test 0.133
Epoch 8, step 857, loss 0.612, test 0.129
Epoch 8, step 858, loss 0.008, test 0.128
Epoch 8, step 859, loss 0.427, test 0.106
Epoch 8, step 860, loss 0.104, test 0.103
Epoch 8, step 861, loss 0.001, test 0.102
Epoch 8, step 862, loss 0.624, test 0.103
Epoch 8, step 863, loss 0.128, test 0.143
Epoch 8, step 864, loss 0.001, test 0.152
Epoch 8, step 865, loss 0.011, test 0.151
Epoch 8, step 866, loss 0.046, test 0.139
Epoch 8, step 867, loss 0.011, test 0.140
Epoch 8, step 868, loss 0.155, test 0.133
Epoch 8, step 869, loss 0.000, test 0.132
Epoch 8, step 870, loss 0.170, test 0.129
Epoch 8, step 871, loss 0.288, test 0.106
Epoch 8, step 872, loss 0.003, test 0.104
Epoch 8, step 873, loss 0.003, test 0.102
Epoch 8, step 874, loss 0.214, test 0.083
Epoch 8, step 875, loss 0.255, test 0.093
Epoch 8, step 876, loss 0.006, test 0.092
Epoch 8, step 877, loss 0.070, test 0.100
Epoch 8, step 878, loss 0.062, test 0.097
Epoch 8, step 879, loss 0.298, test 0.094
Epoch 8, step 880, loss 0.035, test 0.104
Epoch 8, step 881, loss 0.011, test 0.106
Epoch 8, step 882, loss 0.001, test 0.109
Epoch 8, step 883, loss 0.035, test 0.104
Epoch 8, step 884, loss 0.041, test 0.099
Epoch 8, step 885, loss 0.117, test 0.080
Epoch 8, step 886, loss 0.010, test 0.078
Epoch 8, step 887, loss 0.052, test 0.075
Epoch 8, step 888, loss 0.139, test 0.087
Epoch 8, step 889, loss 0.001, test 0.092
Epoch 8, step 890, loss 0.194, test 0.092
Epoch 8, step 891, loss 0.017, test 0.093
Epoch 8, step 892, loss 0.001, test 0.093
Epoch 8, step 893, loss 0.004, test 0.093
Epoch 8, step 894, loss 0.047, test 0.098
Epoch 8, step 895, loss 0.191, test 0.101
Epoch 8, step 896, loss 0.066, test 0.089
Epoch 8, step 897, loss 0.459, test 0.084
Epoch 8, step 898, loss 0.264, test 0.086
Epoch 8, step 899, loss 0.005, test 0.086
Epoch 8, step 900, loss 0.040, test 0.085
Epoch 8, step 901, loss 0.186, test 0.079
Epoch 8, step 902, loss 0.039, test 0.078
Epoch 8, step 903, loss 0.133, test 0.078
Epoch 8, step 904, loss 0.062, test 0.078
Epoch 8, step 905, loss 0.015, test 0.080
Epoch 8, step 906, loss 0.098, test 0.079
Epoch 8, step 907, loss 0.055, test 0.079
Epoch 8, step 908, loss 0.029, test 0.079
Epoch 8, step 909, loss 0.165, test 0.079
Epoch 8, step 910, loss 0.450, test 0.078
Epoch 8, step 911, loss 0.101, test 0.078
Epoch 8, step 912, loss 0.065, test 0.078
Epoch 8, step 913, loss 0.004, test 0.079
Epoch 8, step 914, loss 0.094, test 0.095
Epoch 8, step 915, loss 0.015, test 0.101
Epoch 8, step 916, loss 0.005, test 0.103
Epoch 8, step 917, loss 0.448, test 0.090
Epoch 8, step 918, loss 0.094, test 0.088
Epoch 8, step 919, loss 0.122, test 0.091
Epoch 8, step 920, loss 0.171, test 0.088
Epoch 8, step 921, loss 0.113, test 0.084
Epoch 8, step 922, loss 0.068, test 0.084
Epoch 8, step 923, loss 0.003, test 0.085
Epoch 8, step 924, loss 0.003, test 0.085
Epoch 8, step 925, loss 0.002, test 0.085
Epoch 8, step 926, loss 0.032, test 0.085
Epoch 8, step 927, loss 0.134, test 0.086
Epoch 8, step 928, loss 0.003, test 0.087
Epoch 8, step 929, loss 0.127, test 0.088
Epoch 8, step 930, loss 0.092, test 0.090
Epoch 8, step 931, loss 0.069, test 0.091
Epoch 8, step 932, loss 0.057, test 0.092
Epoch 8, step 933, loss 0.267, test 0.088
Epoch 8, step 934, loss 0.001, test 0.089
Epoch 8, step 935, loss 0.071, test 0.089
Epoch 8, step 936, loss 0.807, test 0.086
Epoch 8, step 937, loss 0.000, test 0.086
Epoch 8, step 938, loss 0.367, test 0.242
Epoch 8, step 939, loss 0.077, test 0.267
Epoch 8, step 940, loss 0.086, test 0.320
Epoch 8, step 941, loss 0.073, test 0.304
Epoch 8, step 942, loss 0.084, test 0.323
Epoch 8, step 943, loss 0.006, test 0.325
Epoch 8, step 944, loss 0.162, test 0.308
Epoch 8, step 945, loss 0.259, test 0.258
Epoch 8, step 946, loss 0.009, test 0.251
Epoch 8, step 947, loss 0.061, test 0.242
Epoch 8, step 948, loss 0.170, test 0.217
Epoch 8, step 949, loss 0.297, test 0.164
Epoch 8, step 950, loss 0.052, test 0.144
Epoch 8, step 951, loss 0.013, test 0.137
Epoch 8, step 952, loss 0.140, test 0.132
Epoch 8, step 953, loss 0.034, test 0.128
Epoch 8, step 954, loss 0.014, test 0.125
Epoch 8, step 955, loss 0.036, test 0.136
Epoch 8, step 956, loss 0.039, test 0.136
Epoch 8, step 957, loss 0.662, test 0.085
Epoch 8, step 958, loss 0.118, test 0.082
Epoch 8, step 959, loss 0.237, test 0.104
Epoch 8, step 960, loss 0.064, test 0.098
Epoch 8, step 961, loss 0.233, test 0.093
Epoch 8, step 962, loss 0.176, test 0.097
Epoch 8, step 963, loss 0.175, test 0.095
Epoch 8, step 964, loss 0.007, test 0.098
Epoch 8, step 965, loss 0.007, test 0.101
Epoch 8, step 966, loss 0.002, test 0.102
Epoch 8, step 967, loss 0.256, test 0.075
Epoch 8, step 968, loss 0.056, test 0.075
Epoch 8, step 969, loss 0.021, test 0.074
Epoch 8, step 970, loss 0.159, test 0.073
Epoch 8, step 971, loss 0.022, test 0.072
Epoch 8, step 972, loss 0.078, test 0.072
Epoch 8, step 973, loss 0.039, test 0.071

Epoch 8, step 974, loss 0.386, test 0.074
Epoch 8, step 975, loss 0.009, test 0.075
Epoch 8, step 976, loss 0.063, test 0.075
Epoch 8, step 977, loss 0.152, test 0.078
Epoch 8, step 978, loss 0.142, test 0.080
Epoch 8, step 979, loss 0.031, test 0.081
Epoch 8, step 980, loss 0.056, test 0.076
Epoch 8, step 981, loss 0.005, test 0.076
Epoch 8, step 982, loss 0.036, test 0.076
Epoch 8, step 983, loss 0.125, test 0.083
Epoch 8, step 984, loss 0.093, test 0.086
Epoch 8, step 985, loss 0.002, test 0.087
Epoch 8, step 986, loss 0.144, test 0.087
Epoch 8, step 987, loss 0.255, test 0.094
Epoch 8, step 988, loss 0.021, test 0.106
Epoch 8, step 989, loss 0.032, test 0.111
Epoch 8, step 990, loss 0.145, test 0.119
Epoch 8, step 991, loss 1.182, test 0.188
Epoch 8, step 992, loss 0.813, test 0.257
Epoch 8, step 993, loss 0.008, test 0.261
Epoch 8, step 994, loss 0.008, test 0.268
Epoch 8, step 995, loss 0.142, test 0.246
Epoch 8, step 996, loss 0.000, test 0.246
Epoch 8, step 997, loss 0.007, test 0.246
Epoch 8, step 998, loss 0.225, test 0.238
Epoch 8, step 999, loss 0.633, test 0.305
Epoch 9, step 0, loss 0.102, test 0.325
Epoch 9, step 1, loss 0.009, test 0.336
Epoch 9, step 2, loss 0.010, test 0.342
Epoch 9, step 3, loss 0.045, test 0.347
Epoch 9, step 4, loss 0.140, test 0.356
Epoch 9, step 5, loss 0.050, test 0.361
Epoch 9, step 6, loss 0.017, test 0.369
Epoch 9, step 7, loss 0.001, test 0.373
Epoch 9, step 8, loss 0.026, test 0.372
Epoch 9, step 9, loss 0.163, test 0.387
Epoch 9, step 10, loss 0.286, test 0.302
Epoch 9, step 11, loss 0.033, test 0.300
Epoch 9, step 12, loss 0.234, test 0.273
Epoch 9, step 13, loss 0.049, test 0.251
Epoch 9, step 14, loss 0.067, test 0.239
Epoch 9, step 15, loss 0.054, test 0.244
Epoch 9, step 16, loss 0.139, test 0.250
Epoch 9, step 17, loss 0.019, test 0.236
Epoch 9, step 18, loss 0.148, test 0.230
Epoch 9, step 19, loss 0.002, test 0.231
Epoch 9, step 20, loss 0.066, test 0.228
Epoch 9, step 21, loss 0.235, test 0.234
Epoch 9, step 22, loss 0.000, test 0.234
Epoch 9, step 23, loss 0.134, test 0.208
Epoch 9, step 24, loss 0.122, test 0.182
Epoch 9, step 25, loss 0.679, test 0.171
Epoch 9, step 26, loss 0.016, test 0.164
Epoch 9, step 27, loss 0.035, test 0.156
Epoch 9, step 28, loss 0.008, test 0.152
Epoch 9, step 29, loss 0.013, test 0.151
Epoch 9, step 30, loss 0.058, test 0.149
Epoch 9, step 31, loss 0.057, test 0.152
Epoch 9, step 32, loss 0.024, test 0.150
Epoch 9, step 33, loss 0.014, test 0.149
Epoch 9, step 34, loss 0.257, test 0.106
Epoch 9, step 35, loss 0.000, test 0.101
Epoch 9, step 36, loss 0.001, test 0.099
Epoch 9, step 37, loss 0.312, test 0.091
Epoch 9, step 38, loss 0.132, test 0.094
Epoch 9, step 39, loss 0.002, test 0.094
Epoch 9, step 40, loss 0.186, test 0.092
Epoch 9, step 41, loss 0.185, test 0.090
Epoch 9, step 42, loss 0.135, test 0.092
Epoch 9, step 43, loss 0.132, test 0.094
Epoch 9, step 44, loss 0.036, test 0.094
Epoch 9, step 45, loss 0.201, test 0.113
Epoch 9, step 46, loss 0.198, test 0.115
Epoch 9, step 47, loss 0.006, test 0.117
Epoch 9, step 48, loss 0.384, test 0.117
Epoch 9, step 49, loss 0.220, test 0.117
Epoch 9, step 50, loss 0.047, test 0.120
Epoch 9, step 51, loss 0.095, test 0.125
Epoch 9, step 52, loss 0.074, test 0.124
Epoch 9, step 53, loss 0.124, test 0.123
Epoch 9, step 54, loss 0.117, test 0.126
Epoch 9, step 55, loss 0.038, test 0.126
Epoch 9, step 56, loss 0.480, test 0.124
Epoch 9, step 57, loss 0.003, test 0.123
Epoch 9, step 58, loss 0.024, test 0.126
Epoch 9, step 59, loss 0.037, test 0.128
Epoch 9, step 60, loss 0.197, test 0.127
Epoch 9, step 61, loss 0.120, test 0.134
Epoch 9, step 62, loss 0.000, test 0.135
Epoch 9, step 63, loss 0.005, test 0.136
Epoch 9, step 64, loss 0.001, test 0.137
Epoch 9, step 65, loss 0.020, test 0.140
Epoch 9, step 66, loss 0.086, test 0.145
Epoch 9, step 67, loss 0.005, test 0.145
Epoch 9, step 68, loss 0.108, test 0.140
Epoch 9, step 69, loss 0.008, test 0.139
Epoch 9, step 70, loss 0.037, test 0.143
Epoch 9, step 71, loss 0.010, test 0.143
Epoch 9, step 72, loss 0.004, test 0.143
Epoch 9, step 73, loss 0.015, test 0.141
Epoch 9, step 74, loss 0.000, test 0.141
Epoch 9, step 75, loss 0.001, test 0.141
Epoch 9, step 76, loss 0.060, test 0.142
Epoch 9, step 77, loss 0.149, test 0.135
Epoch 9, step 78, loss 0.002, test 0.135
Epoch 9, step 79, loss 0.221, test 0.145
Epoch 9, step 80, loss 0.556, test 0.158
Epoch 9, step 81, loss 0.001, test 0.161
Epoch 9, step 82, loss 0.015, test 0.159
Epoch 9, step 83, loss 0.028, test 0.162
Epoch 9, step 84, loss 0.166, test 0.166
Epoch 9, step 85, loss 0.342, test 0.163
Epoch 9, step 86, loss 0.010, test 0.157
Epoch 9, step 87, loss 0.046, test 0.145
Epoch 9, step 88, loss 0.017, test 0.154
Epoch 9, step 89, loss 0.138, test 0.180
Epoch 9, step 90, loss 0.161, test 0.173
Epoch 9, step 91, loss 0.046, test 0.169
Epoch 9, step 92, loss 0.273, test 0.160
Epoch 9, step 93, loss 0.216, test 0.161
Epoch 9, step 94, loss 0.530, test 0.143
Epoch 9, step 95, loss 0.064, test 0.139
Epoch 9, step 96, loss 0.038, test 0.130
Epoch 9, step 97, loss 0.144, test 0.125
Epoch 9, step 98, loss 0.168, test 0.131
Epoch 9, step 99, loss 0.243, test 0.137
Epoch 9, step 100, loss 0.002, test 0.131
Epoch 9, step 101, loss 0.285, test 0.133
Epoch 9, step 102, loss 0.036, test 0.129
Epoch 9, step 103, loss 0.037, test 0.123
Epoch 9, step 104, loss 0.033, test 0.121
Epoch 9, step 105, loss 0.058, test 0.116
Epoch 9, step 106, loss 0.032, test 0.117
Epoch 9, step 107, loss 0.059, test 0.114
Epoch 9, step 108, loss 0.061, test 0.113
Epoch 9, step 109, loss 0.039, test 0.106
Epoch 9, step 110, loss 0.000, test 0.105
Epoch 9, step 111, loss 0.025, test 0.101
Epoch 9, step 112, loss 0.034, test 0.100
Epoch 9, step 113, loss 0.005, test 0.098
Epoch 9, step 114, loss 0.043, test 0.097
Epoch 9, step 115, loss 0.102, test 0.101
Epoch 9, step 116, loss 0.005, test 0.100
Epoch 9, step 117, loss 0.138, test 0.105
Epoch 9, step 118, loss 0.000, test 0.106
Epoch 9, step 119, loss 0.000, test 0.106
Epoch 9, step 120, loss 0.579, test 0.101
Epoch 9, step 121, loss 0.277, test 0.109
Epoch 9, step 122, loss 0.036, test 0.114
Epoch 9, step 123, loss 0.023, test 0.107
Epoch 9, step 124, loss 0.650, test 0.080
Epoch 9, step 125, loss 0.080, test 0.078
Epoch 9, step 126, loss 0.107, test 0.077
Epoch 9, step 127, loss 0.309, test 0.076
Epoch 9, step 128, loss 0.008, test 0.076
Epoch 9, step 129, loss 0.001, test 0.075
Epoch 9, step 130, loss 0.029, test 0.075
Epoch 9, step 131, loss 0.007, test 0.076
Epoch 9, step 132, loss 0.068, test 0.077
Epoch 9, step 133, loss 0.124, test 0.076
Epoch 9, step 134, loss 0.175, test 0.076
Epoch 9, step 135, loss 0.000, test 0.077
Epoch 9, step 136, loss 0.645, test 0.093
Epoch 9, step 137, loss 0.393, test 0.083
Epoch 9, step 138, loss 0.571, test 0.083
Epoch 9, step 139, loss 0.022, test 0.084
Epoch 9, step 140, loss 0.042, test 0.087
Epoch 9, step 141, loss 0.132, test 0.087
Epoch 9, step 142, loss 0.005, test 0.087
Epoch 9, step 143, loss 0.000, test 0.087
Epoch 9, step 144, loss 0.606, test 0.087
Epoch 9, step 145, loss 0.012, test 0.087
Epoch 9, step 146, loss 0.321, test 0.087
Epoch 9, step 147, loss 0.008, test 0.087
Epoch 9, step 148, loss 0.017, test 0.088
Epoch 9, step 149, loss 0.037, test 0.092
Epoch 9, step 150, loss 0.119, test 0.099
Epoch 9, step 151, loss 0.006, test 0.101
Epoch 9, step 152, loss 0.162, test 0.094
Epoch 9, step 153, loss 0.004, test 0.095
Epoch 9, step 154, loss 0.018, test 0.097
Epoch 9, step 155, loss 0.085, test 0.096
Epoch 9, step 156, loss 0.007, test 0.096
Epoch 9, step 157, loss 0.062, test 0.093
Epoch 9, step 158, loss 0.092, test 0.092
Epoch 9, step 159, loss 0.712, test 0.190
Epoch 9, step 160, loss 0.251, test 0.250
Epoch 9, step 161, loss 0.040, test 0.274
Epoch 9, step 162, loss 0.128, test 0.233
Epoch 9, step 163, loss 0.050, test 0.232
Epoch 9, step 164, loss 0.074, test 0.229
Epoch 9, step 165, loss 0.001, test 0.228
Epoch 9, step 166, loss 0.049, test 0.234
Epoch 9, step 167, loss 0.008, test 0.243
Epoch 9, step 168, loss 0.074, test 0.248
Epoch 9, step 169, loss 0.004, test 0.251
Epoch 9, step 170, loss 0.131, test 0.217
Epoch 9, step 171, loss 0.144, test 0.185
Epoch 9, step 172, loss 0.357, test 0.208
Epoch 9, step 173, loss 0.098, test 0.205
Epoch 9, step 174, loss 0.038, test 0.197
Epoch 9, step 175, loss 0.287, test 0.162
Epoch 9, step 176, loss 0.113, test 0.171
Epoch 9, step 177, loss 0.096, test 0.190
Epoch 9, step 178, loss 0.081, test 0.191
Epoch 9, step 179, loss 0.181, test 0.201
Epoch 9, step 180, loss 0.387, test 0.196
Epoch 9, step 181, loss 0.009, test 0.198
Epoch 9, step 182, loss 0.000, test 0.198
Epoch 9, step 183, loss 0.010, test 0.199
Epoch 9, step 184, loss 0.218, test 0.194
Epoch 9, step 185, loss 0.547, test 0.202
Epoch 9, step 186, loss 0.349, test 0.208
Epoch 9, step 187, loss 0.084, test 0.231
Epoch 9, step 188, loss 0.065, test 0.190
Epoch 9, step 189, loss 0.091, test 0.179
Epoch 9, step 190, loss 0.003, test 0.176
Epoch 9, step 191, loss 0.240, test 0.201
Epoch 9, step 192, loss 0.073, test 0.202
Epoch 9, step 193, loss 0.044, test 0.206
Epoch 9, step 194, loss 0.312, test 0.198
Epoch 9, step 195, loss 0.042, test 0.194
Epoch 9, step 196, loss 0.168, test 0.200
Epoch 9, step 197, loss 0.018, test 0.202
Epoch 9, step 198, loss 0.006, test 0.170
Epoch 9, step 199, loss 0.014, test 0.167
Epoch 9, step 200, loss 0.466, test 0.184
Epoch 9, step 201, loss 0.209, test 0.183
Epoch 9, step 202, loss 0.103, test 0.197
Epoch 9, step 203, loss 0.001, test 0.199
Epoch 9, step 204, loss 0.062, test 0.202
Epoch 9, step 205, loss 0.001, test 0.203
Epoch 9, step 206, loss 0.167, test 0.153
Epoch 9, step 207, loss 0.148, test 0.149
Epoch 9, step 208, loss 0.126, test 0.148
Epoch 9, step 209, loss 0.099, test 0.140
Epoch 9, step 210, loss 0.170, test 0.108
Epoch 9, step 211, loss 0.290, test 0.095
Epoch 9, step 212, loss 0.001, test 0.092
Epoch 9, step 213, loss 0.018, test 0.086
Epoch 9, step 214, loss 0.158, test 0.089
Epoch 9, step 215, loss 0.208, test 0.092
Epoch 9, step 216, loss 0.022, test 0.093
Epoch 9, step 217, loss 0.032, test 0.095
Epoch 9, step 218, loss 0.007, test 0.094
Epoch 9, step 219, loss 0.140, test 0.091
Epoch 9, step 220, loss 0.012, test 0.091
Epoch 9, step 221, loss 0.011, test 0.094
Epoch 9, step 222, loss 0.000, test 0.094
Epoch 9, step 223, loss 0.027, test 0.096
Epoch 9, step 224, loss 0.000, test 0.096
Epoch 9, step 225, loss 0.521, test 0.080
Epoch 9, step 226, loss 0.135, test 0.085
Epoch 9, step 227, loss 0.001, test 0.089
Epoch 9, step 228, loss 0.032, test 0.089
Epoch 9, step 229, loss 0.001, test 0.089
Epoch 9, step 230, loss 0.182, test 0.093
Epoch 9, step 231, loss 0.000, test 0.093
Epoch 9, step 232, loss 0.719, test 0.089
Epoch 9, step 233, loss 0.034, test 0.087
Epoch 9, step 234, loss 0.511, test 0.083
Epoch 9, step 235, loss 0.047, test 0.084
Epoch 9, step 236, loss 0.187, test 0.081
Epoch 9, step 237, loss 0.371, test 0.087
Epoch 9, step 238, loss 0.013, test 0.087
Epoch 9, step 239, loss 0.059, test 0.085
Epoch 9, step 240, loss 0.245, test 0.085
Epoch 9, step 241, loss 0.022, test 0.085
Epoch 9, step 242, loss 0.037, test 0.097
Epoch 9, step 243, loss 0.000, test 0.099
Epoch 9, step 244, loss 0.031, test 0.098
Epoch 9, step 245, loss 0.071, test 0.097
Epoch 9, step 246, loss 0.028, test 0.098
Epoch 9, step 247, loss 0.054, test 0.102
Epoch 9, step 248, loss 0.365, test 0.104
Epoch 9, step 249, loss 0.044, test 0.103
Epoch 9, step 250, loss 0.000, test 0.103
Epoch 9, step 251, loss 0.043, test 0.102
Epoch 9, step 252, loss 0.011, test 0.105
Epoch 9, step 253, loss 0.295, test 0.151
Epoch 9, step 254, loss 0.060, test 0.164
Epoch 9, step 255, loss 1.065, test 0.185
Epoch 9, step 256, loss 0.153, test 0.213
Epoch 9, step 257, loss 0.432, test 0.146
Epoch 9, step 258, loss 0.059, test 0.129
Epoch 9, step 259, loss 0.425, test 0.116
Epoch 9, step 260, loss 0.012, test 0.113
Epoch 9, step 261, loss 0.136, test 0.116
Epoch 9, step 262, loss 0.062, test 0.115
Epoch 9, step 263, loss 0.221, test 0.112
Epoch 9, step 264, loss 0.038, test 0.107
Epoch 9, step 265, loss 0.009, test 0.104
Epoch 9, step 266, loss 0.124, test 0.095
Epoch 9, step 267, loss 0.000, test 0.093
Epoch 9, step 268, loss 0.025, test 0.092
Epoch 9, step 269, loss 1.471, test 0.080
Epoch 9, step 270, loss 0.006, test 0.079
Epoch 9, step 271, loss 0.088, test 0.080
Epoch 9, step 272, loss 0.238, test 0.079
Epoch 9, step 273, loss 0.018, test 0.079
Epoch 9, step 274, loss 0.106, test 0.082
Epoch 9, step 275, loss 0.005, test 0.082
Epoch 9, step 276, loss 0.000, test 0.082
Epoch 9, step 277, loss 0.003, test 0.083
Epoch 9, step 278, loss 0.093, test 0.083
Epoch 9, step 279, loss 0.147, test 0.084
Epoch 9, step 280, loss 0.076, test 0.079
Epoch 9, step 281, loss 0.127, test 0.079
Epoch 9, step 282, loss 0.014, test 0.079
Epoch 9, step 283, loss 0.204, test 0.075
Epoch 9, step 284, loss 0.144, test 0.074
Epoch 9, step 285, loss 0.125, test 0.075
Epoch 9, step 286, loss 0.974, test 0.109
Epoch 9, step 287, loss 0.003, test 0.120
Epoch 9, step 288, loss 0.302, test 0.133
Epoch 9, step 289, loss 0.907, test 0.119
Epoch 9, step 290, loss 0.032, test 0.105
Epoch 9, step 291, loss 0.023, test 0.098
Epoch 9, step 292, loss 0.001, test 0.095
Epoch 9, step 293, loss 0.103, test 0.093
Epoch 9, step 294, loss 0.079, test 0.090
Epoch 9, step 295, loss 0.049, test 0.088
Epoch 9, step 296, loss 0.026, test 0.090
Epoch 9, step 297, loss 0.178, test 0.088
Epoch 9, step 298, loss 0.000, test 0.088
Epoch 9, step 299, loss 0.137, test 0.089
Epoch 9, step 300, loss 0.005, test 0.090
Epoch 9, step 301, loss 0.173, test 0.085
Epoch 9, step 302, loss 0.223, test 0.081
Epoch 9, step 303, loss 0.000, test 0.080
Epoch 9, step 304, loss 0.099, test 0.082
Epoch 9, step 305, loss 0.006, test 0.082
Epoch 9, step 306, loss 0.152, test 0.083
Epoch 9, step 307, loss 0.053, test 0.087
Epoch 9, step 308, loss 0.013, test 0.086
Epoch 9, step 309, loss 0.080, test 0.108
Epoch 9, step 310, loss 0.018, test 0.114
Epoch 9, step 311, loss 0.052, test 0.114
Epoch 9, step 312, loss 0.092, test 0.121
Epoch 9, step 313, loss 0.300, test 0.126
Epoch 9, step 314, loss 0.377, test 0.174
Epoch 9, step 315, loss 0.043, test 0.171
Epoch 9, step 316, loss 0.038, test 0.175
Epoch 9, step 317, loss 0.413, test 0.167
Epoch 9, step 318, loss 0.918, test 0.117
Epoch 9, step 319, loss 0.024, test 0.143
Epoch 9, step 320, loss 0.116, test 0.154
Epoch 9, step 321, loss 0.134, test 0.159
Epoch 9, step 322, loss 0.049, test 0.167
Epoch 9, step 323, loss 0.128, test 0.175
Epoch 9, step 324, loss 0.013, test 0.168
Epoch 9, step 325, loss 0.030, test 0.164
Epoch 9, step 326, loss 0.002, test 0.164
Epoch 9, step 327, loss 0.002, test 0.163
Epoch 9, step 328, loss 0.192, test 0.168
Epoch 9, step 329, loss 0.000, test 0.169
Epoch 9, step 330, loss 0.255, test 0.162
Epoch 9, step 331, loss 0.236, test 0.159
Epoch 9, step 332, loss 0.041, test 0.171
Epoch 9, step 333, loss 0.244, test 0.167
Epoch 9, step 334, loss 0.015, test 0.167
Epoch 9, step 335, loss 0.205, test 0.157
Epoch 9, step 336, loss 0.053, test 0.153
Epoch 9, step 337, loss 0.014, test 0.152
Epoch 9, step 338, loss 0.095, test 0.150
Epoch 9, step 339, loss 0.018, test 0.134
Epoch 9, step 340, loss 0.222, test 0.118
Epoch 9, step 341, loss 0.135, test 0.116
Epoch 9, step 342, loss 0.001, test 0.115
Epoch 9, step 343, loss 0.003, test 0.116
Epoch 9, step 344, loss 0.521, test 0.109
Epoch 9, step 345, loss 0.039, test 0.109
Epoch 9, step 346, loss 0.414, test 0.101
Epoch 9, step 347, loss 0.015, test 0.100
Epoch 9, step 348, loss 0.086, test 0.099
Epoch 9, step 349, loss 0.092, test 0.099
Epoch 9, step 350, loss 0.153, test 0.101
Epoch 9, step 351, loss 0.005, test 0.101
Epoch 9, step 352, loss 0.021, test 0.102
Epoch 9, step 353, loss 0.016, test 0.102
Epoch 9, step 354, loss 0.183, test 0.100
Epoch 9, step 355, loss 0.150, test 0.099
Epoch 9, step 356, loss 0.204, test 0.100
Epoch 9, step 357, loss 0.308, test 0.100
Epoch 9, step 358, loss 0.007, test 0.100
Epoch 9, step 359, loss 0.025, test 0.101
Epoch 9, step 360, loss 0.037, test 0.102
Epoch 9, step 361, loss 0.155, test 0.101
Epoch 9, step 362, loss 0.171, test 0.101
Epoch 9, step 363, loss 0.285, test 0.101
Epoch 9, step 364, loss 0.023, test 0.099
Epoch 9, step 365, loss 0.273, test 0.098
Epoch 9, step 366, loss 0.009, test 0.099
Epoch 9, step 367, loss 0.005, test 0.099
Epoch 9, step 368, loss 0.754, test 0.100
Epoch 9, step 369, loss 0.003, test 0.102
Epoch 9, step 370, loss 0.146, test 0.092
Epoch 9, step 371, loss 0.119, test 0.092
Epoch 9, step 372, loss 0.242, test 0.096
Epoch 9, step 373, loss 0.031, test 0.098
Epoch 9, step 374, loss 0.048, test 0.100
Epoch 9, step 375, loss 0.089, test 0.105
Epoch 9, step 376, loss 0.030, test 0.105
Epoch 9, step 377, loss 0.165, test 0.099
Epoch 9, step 378, loss 0.824, test 0.099
Epoch 9, step 379, loss 0.733, test 0.097
Epoch 9, step 380, loss 0.222, test 0.097
Epoch 9, step 381, loss 0.713, test 0.095
Epoch 9, step 382, loss 0.026, test 0.095
Epoch 9, step 383, loss 0.276, test 0.097
Epoch 9, step 384, loss 0.342, test 0.096
Epoch 9, step 385, loss 0.187, test 0.094
Epoch 9, step 386, loss 0.014, test 0.094
Epoch 9, step 387, loss 0.008, test 0.094
Epoch 9, step 388, loss 0.068, test 0.097
Epoch 9, step 389, loss 0.006, test 0.097
Epoch 9, step 390, loss 0.181, test 0.098
Epoch 9, step 391, loss 0.061, test 0.098
Epoch 9, step 392, loss 0.133, test 0.112
Epoch 9, step 393, loss 0.063, test 0.102
Epoch 9, step 394, loss 0.019, test 0.102
Epoch 9, step 395, loss 0.515, test 0.100
Epoch 9, step 396, loss 0.069, test 0.090
Epoch 9, step 397, loss 0.027, test 0.089
Epoch 9, step 398, loss 0.128, test 0.094
Epoch 9, step 399, loss 0.030, test 0.092
Epoch 9, step 400, loss 0.084, test 0.092
Epoch 9, step 401, loss 0.009, test 0.092
Epoch 9, step 402, loss 0.005, test 0.092
Epoch 9, step 403, loss 0.012, test 0.093
Epoch 9, step 404, loss 0.088, test 0.092
Epoch 9, step 405, loss 0.155, test 0.089
Epoch 9, step 406, loss 0.016, test 0.089
Epoch 9, step 407, loss 0.136, test 0.086
Epoch 9, step 408, loss 0.031, test 0.084
Epoch 9, step 409, loss 0.002, test 0.084
Epoch 9, step 410, loss 0.017, test 0.084
Epoch 9, step 411, loss 1.725, test 0.090
Epoch 9, step 412, loss 0.235, test 0.104
Epoch 9, step 413, loss 0.074, test 0.099
Epoch 9, step 414, loss 0.212, test 0.114
Epoch 9, step 415, loss 0.059, test 0.125
Epoch 9, step 416, loss 0.003, test 0.129
Epoch 9, step 417, loss 0.008, test 0.129
Epoch 9, step 418, loss 0.001, test 0.129
Epoch 9, step 419, loss 0.001, test 0.128
Epoch 9, step 420, loss 0.062, test 0.117
Epoch 9, step 421, loss 0.060, test 0.117
Epoch 9, step 422, loss 0.248, test 0.117
Epoch 9, step 423, loss 0.024, test 0.116
Epoch 9, step 424, loss 0.098, test 0.115
Epoch 9, step 425, loss 0.000, test 0.115
Epoch 9, step 426, loss 0.280, test 0.115
Epoch 9, step 427, loss 0.345, test 0.112
Epoch 9, step 428, loss 0.069, test 0.110
Epoch 9, step 429, loss 0.092, test 0.108
Epoch 9, step 430, loss 0.036, test 0.110
Epoch 9, step 431, loss 0.353, test 0.112
Epoch 9, step 432, loss 0.002, test 0.113
Epoch 9, step 433, loss 0.327, test 0.134
Epoch 9, step 434, loss 0.025, test 0.136
Epoch 9, step 435, loss 0.021, test 0.126
Epoch 9, step 436, loss 0.176, test 0.122
Epoch 9, step 437, loss 0.257, test 0.125
Epoch 9, step 438, loss 0.796, test 0.119
Epoch 9, step 439, loss 0.257, test 0.109
Epoch 9, step 440, loss 0.045, test 0.105
Epoch 9, step 441, loss 0.018, test 0.105
Epoch 9, step 442, loss 0.036, test 0.104
Epoch 9, step 443, loss 0.541, test 0.105
Epoch 9, step 444, loss 0.392, test 0.102
Epoch 9, step 445, loss 0.000, test 0.106
Epoch 9, step 446, loss 0.087, test 0.092
Epoch 9, step 447, loss 0.032, test 0.099
Epoch 9, step 448, loss 0.080, test 0.096
Epoch 9, step 449, loss 0.030, test 0.093
Epoch 9, step 450, loss 0.014, test 0.092
Epoch 9, step 451, loss 0.118, test 0.097
Epoch 9, step 452, loss 0.236, test 0.121
Epoch 9, step 453, loss 0.037, test 0.139
Epoch 9, step 454, loss 0.764, test 0.082
Epoch 9, step 455, loss 0.332, test 0.078
Epoch 9, step 456, loss 0.000, test 0.078
Epoch 9, step 457, loss 0.133, test 0.078
Epoch 9, step 458, loss 0.005, test 0.079
Epoch 9, step 459, loss 0.187, test 0.079
Epoch 9, step 460, loss 0.027, test 0.081
Epoch 9, step 461, loss 0.027, test 0.083
Epoch 9, step 462, loss 0.002, test 0.084
Epoch 9, step 463, loss 0.007, test 0.084
Epoch 9, step 464, loss 0.017, test 0.085
Epoch 9, step 465, loss 0.162, test 0.085
Epoch 9, step 466, loss 0.177, test 0.085
Epoch 9, step 467, loss 0.000, test 0.086
Epoch 9, step 468, loss 0.013, test 0.084
Epoch 9, step 469, loss 0.621, test 0.131
Epoch 9, step 470, loss 0.001, test 0.144
Epoch 9, step 471, loss 0.062, test 0.139
Epoch 9, step 472, loss 0.151, test 0.138
Epoch 9, step 473, loss 0.035, test 0.136
Epoch 9, step 474, loss 0.015, test 0.137
Epoch 9, step 475, loss 0.159, test 0.139
Epoch 9, step 476, loss 0.024, test 0.141
Epoch 9, step 477, loss 0.089, test 0.140
Epoch 9, step 478, loss 0.028, test 0.143
Epoch 9, step 479, loss 0.273, test 0.150
Epoch 9, step 480, loss 0.193, test 0.115
Epoch 9, step 481, loss 0.344, test 0.155
Epoch 9, step 482, loss 0.019, test 0.163
Epoch 9, step 483, loss 0.041, test 0.168
Epoch 9, step 484, loss 0.093, test 0.172
Epoch 9, step 485, loss 1.804, test 0.150
Epoch 9, step 486, loss 0.231, test 0.132
Epoch 9, step 487, loss 0.162, test 0.120
Epoch 9, step 488, loss 0.051, test 0.117
Epoch 9, step 489, loss 0.069, test 0.115
Epoch 9, step 490, loss 0.009, test 0.115
Epoch 9, step 491, loss 0.003, test 0.115
Epoch 9, step 492, loss 0.011, test 0.119
Epoch 9, step 493, loss 0.251, test 0.122
Epoch 9, step 494, loss 0.117, test 0.101
Epoch 9, step 495, loss 0.000, test 0.099
Epoch 9, step 496, loss 0.050, test 0.095
Epoch 9, step 497, loss 0.016, test 0.095
Epoch 9, step 498, loss 1.296, test 0.102
Epoch 9, step 499, loss 0.271, test 0.106
Epoch 9, step 500, loss 0.149, test 0.103
Epoch 9, step 501, loss 0.009, test 0.103
Epoch 9, step 502, loss 0.008, test 0.103
Epoch 9, step 503, loss 0.125, test 0.099
Epoch 9, step 504, loss 0.070, test 0.100
Epoch 9, step 505, loss 0.120, test 0.102
Epoch 9, step 506, loss 0.003, test 0.105
Epoch 9, step 507, loss 0.178, test 0.105
Epoch 9, step 508, loss 0.106, test 0.102
Epoch 9, step 509, loss 0.053, test 0.098
Epoch 9, step 510, loss 0.271, test 0.098
Epoch 9, step 511, loss 0.010, test 0.097
Epoch 9, step 512, loss 0.006, test 0.098
Epoch 9, step 513, loss 0.014, test 0.098
Epoch 9, step 514, loss 1.197, test 0.098
Epoch 9, step 515, loss 0.024, test 0.091
Epoch 9, step 516, loss 0.001, test 0.089
Epoch 9, step 517, loss 0.056, test 0.088
Epoch 9, step 518, loss 0.056, test 0.086
Epoch 9, step 519, loss 0.090, test 0.086
Epoch 9, step 520, loss 0.028, test 0.087
Epoch 9, step 521, loss 0.001, test 0.087
Epoch 9, step 522, loss 0.077, test 0.086
Epoch 9, step 523, loss 0.143, test 0.097
Epoch 9, step 524, loss 0.016, test 0.107
Epoch 9, step 525, loss 0.004, test 0.112
Epoch 9, step 526, loss 0.014, test 0.108
Epoch 9, step 527, loss 0.384, test 0.106
Epoch 9, step 528, loss 0.000, test 0.106
Epoch 9, step 529, loss 0.045, test 0.113
Epoch 9, step 530, loss 0.315, test 0.092
Epoch 9, step 531, loss 0.118, test 0.093
Epoch 9, step 532, loss 0.004, test 0.092
Epoch 9, step 533, loss 0.000, test 0.092
Epoch 9, step 534, loss 0.029, test 0.090
Epoch 9, step 535, loss 0.071, test 0.089
Epoch 9, step 536, loss 0.070, test 0.089
Epoch 9, step 537, loss 0.003, test 0.089
Epoch 9, step 538, loss 0.008, test 0.089
Epoch 9, step 539, loss 0.085, test 0.089
Epoch 9, step 540, loss 0.072, test 0.085
Epoch 9, step 541, loss 0.028, test 0.086
Epoch 9, step 542, loss 0.180, test 0.082
Epoch 9, step 543, loss 0.014, test 0.082
Epoch 9, step 544, loss 0.073, test 0.081
Epoch 9, step 545, loss 0.243, test 0.081
Epoch 9, step 546, loss 0.013, test 0.081
Epoch 9, step 547, loss 0.026, test 0.079
Epoch 9, step 548, loss 0.014, test 0.080
Epoch 9, step 549, loss 0.005, test 0.080
Epoch 9, step 550, loss 0.000, test 0.080
Epoch 9, step 551, loss 0.434, test 0.078
Epoch 9, step 552, loss 0.000, test 0.079

Epoch 9, step 553, loss 0.755, test 0.078
Epoch 9, step 554, loss 0.046, test 0.081
Epoch 9, step 555, loss 0.010, test 0.082
Epoch 9, step 556, loss 0.027, test 0.078
Epoch 9, step 557, loss 0.067, test 0.075
Epoch 9, step 558, loss 0.105, test 0.075
Epoch 9, step 559, loss 0.055, test 0.078
Epoch 9, step 560, loss 0.001, test 0.077
Epoch 9, step 561, loss 0.714, test 0.081
Epoch 9, step 562, loss 0.075, test 0.081
Epoch 9, step 563, loss 0.121, test 0.082
Epoch 9, step 564, loss 0.047, test 0.086
Epoch 9, step 565, loss 0.059, test 0.086
Epoch 9, step 566, loss 0.672, test 0.094
Epoch 9, step 567, loss 0.035, test 0.094
Epoch 9, step 568, loss 0.129, test 0.093
Epoch 9, step 569, loss 0.070, test 0.091
Epoch 9, step 570, loss 0.130, test 0.085
Epoch 9, step 571, loss 0.005, test 0.084
Epoch 9, step 572, loss 0.085, test 0.083
Epoch 9, step 573, loss 0.133, test 0.076
Epoch 9, step 574, loss 0.136, test 0.075
Epoch 9, step 575, loss 0.000, test 0.075
Epoch 9, step 576, loss 0.106, test 0.074
Epoch 9, step 577, loss 0.157, test 0.073
Epoch 9, step 578, loss 0.020, test 0.073
Epoch 9, step 579, loss 0.047, test 0.073
Epoch 9, step 580, loss 0.542, test 0.076
Epoch 9, step 581, loss 0.471, test 0.076
Epoch 9, step 582, loss 0.795, test 0.073
Epoch 9, step 583, loss 0.031, test 0.074
Epoch 9, step 584, loss 0.018, test 0.074
Epoch 9, step 585, loss 0.040, test 0.073
Epoch 9, step 586, loss 0.313, test 0.082
Epoch 9, step 587, loss 0.165, test 0.086
Epoch 9, step 588, loss 0.129, test 0.093
Epoch 9, step 589, loss 0.158, test 0.095
Epoch 9, step 590, loss 0.361, test 0.094
Epoch 9, step 591, loss 0.375, test 0.203
Epoch 9, step 592, loss 0.019, test 0.232
Epoch 9, step 593, loss 0.002, test 0.245
Epoch 9, step 594, loss 0.124, test 0.194
Epoch 9, step 595, loss 0.160, test 0.162
Epoch 9, step 596, loss 0.023, test 0.158
Epoch 9, step 597, loss 0.027, test 0.150
Epoch 9, step 598, loss 0.124, test 0.149
Epoch 9, step 599, loss 0.040, test 0.147
Epoch 9, step 600, loss 0.020, test 0.149
Epoch 9, step 601, loss 0.000, test 0.149
Epoch 9, step 602, loss 0.010, test 0.149
Epoch 9, step 603, loss 0.065, test 0.145
Epoch 9, step 604, loss 0.020, test 0.145
Epoch 9, step 605, loss 0.024, test 0.147
Epoch 9, step 606, loss 0.009, test 0.148
Epoch 9, step 607, loss 0.170, test 0.145
Epoch 9, step 608, loss 0.004, test 0.145
Epoch 9, step 609, loss 0.033, test 0.147
Epoch 9, step 610, loss 0.000, test 0.147
Epoch 9, step 611, loss 0.035, test 0.140
Epoch 9, step 612, loss 0.440, test 0.149
Epoch 9, step 613, loss 0.553, test 0.192
Epoch 9, step 614, loss 0.081, test 0.196
Epoch 9, step 615, loss 0.364, test 0.079
Epoch 9, step 616, loss 0.008, test 0.074
Epoch 9, step 617, loss 0.008, test 0.074
Epoch 9, step 618, loss 0.014, test 0.075
Epoch 9, step 619, loss 0.019, test 0.076
Epoch 9, step 620, loss 0.306, test 0.072
Epoch 9, step 621, loss 0.062, test 0.072
Epoch 9, step 622, loss 0.012, test 0.073
Epoch 9, step 623, loss 0.137, test 0.071
Epoch 9, step 624, loss 0.002, test 0.071
Epoch 9, step 625, loss 0.000, test 0.071
Epoch 9, step 626, loss 0.528, test 0.133
Epoch 9, step 627, loss 0.034, test 0.155
Epoch 9, step 628, loss 0.430, test 0.178
Epoch 9, step 629, loss 0.094, test 0.178
Epoch 9, step 630, loss 0.088, test 0.161
Epoch 9, step 631, loss 0.018, test 0.161
Epoch 9, step 632, loss 0.337, test 0.086
Epoch 9, step 633, loss 0.134, test 0.082
Epoch 9, step 634, loss 0.008, test 0.079
Epoch 9, step 635, loss 0.097, test 0.077
Epoch 9, step 636, loss 0.004, test 0.078
Epoch 9, step 637, loss 0.004, test 0.076
Epoch 9, step 638, loss 0.074, test 0.076
Epoch 9, step 639, loss 0.028, test 0.076
Epoch 9, step 640, loss 0.432, test 0.078
Epoch 9, step 641, loss 0.011, test 0.079
Epoch 9, step 642, loss 0.091, test 0.091
Epoch 9, step 643, loss 0.047, test 0.090
Epoch 9, step 644, loss 0.285, test 0.093
Epoch 9, step 645, loss 0.170, test 0.100
Epoch 9, step 646, loss 0.034, test 0.099
Epoch 9, step 647, loss 0.024, test 0.097
Epoch 9, step 648, loss 0.097, test 0.090
Epoch 9, step 649, loss 0.176, test 0.093
Epoch 9, step 650, loss 0.478, test 0.096
Epoch 9, step 651, loss 0.153, test 0.095
Epoch 9, step 652, loss 0.071, test 0.106
Epoch 9, step 653, loss 0.049, test 0.115
Epoch 9, step 654, loss 0.211, test 0.081
Epoch 9, step 655, loss 0.034, test 0.079
Epoch 9, step 656, loss 0.032, test 0.078
Epoch 9, step 657, loss 0.422, test 0.076
Epoch 9, step 658, loss 0.013, test 0.075
Epoch 9, step 659, loss 0.042, test 0.076
Epoch 9, step 660, loss 0.075, test 0.078
Epoch 9, step 661, loss 0.432, test 0.077
Epoch 9, step 662, loss 0.092, test 0.082
Epoch 9, step 663, loss 0.231, test 0.080
Epoch 9, step 664, loss 0.016, test 0.078
Epoch 9, step 665, loss 0.010, test 0.077
Epoch 9, step 666, loss 0.024, test 0.076
Epoch 9, step 667, loss 0.000, test 0.075
Epoch 9, step 668, loss 0.001, test 0.076
Epoch 9, step 669, loss 0.125, test 0.075
Epoch 9, step 670, loss 0.050, test 0.072
Epoch 9, step 671, loss 0.001, test 0.072
Epoch 9, step 672, loss 0.069, test 0.074
Epoch 9, step 673, loss 0.384, test 0.075
Epoch 9, step 674, loss 0.010, test 0.075
Epoch 9, step 675, loss 0.008, test 0.075
Epoch 9, step 676, loss 0.200, test 0.075
Epoch 9, step 677, loss 0.232, test 0.075
Epoch 9, step 678, loss 0.060, test 0.075
Epoch 9, step 679, loss 0.172, test 0.080
Epoch 9, step 680, loss 0.050, test 0.084
Epoch 9, step 681, loss 0.001, test 0.086
Epoch 9, step 682, loss 0.027, test 0.087
Epoch 9, step 683, loss 0.000, test 0.087
Epoch 9, step 684, loss 0.085, test 0.084
Epoch 9, step 685, loss 0.164, test 0.095
Epoch 9, step 686, loss 0.053, test 0.097
Epoch 9, step 687, loss 0.179, test 0.098
Epoch 9, step 688, loss 0.207, test 0.116
Epoch 9, step 689, loss 0.009, test 0.120
Epoch 9, step 690, loss 0.169, test 0.133
Epoch 9, step 691, loss 0.115, test 0.139
Epoch 9, step 692, loss 0.001, test 0.142
Epoch 9, step 693, loss 0.099, test 0.146
Epoch 9, step 694, loss 0.050, test 0.143
Epoch 9, step 695, loss 0.530, test 0.101
Epoch 9, step 696, loss 1.017, test 0.099
Epoch 9, step 697, loss 0.190, test 0.096
Epoch 9, step 698, loss 0.461, test 0.096
Epoch 9, step 699, loss 0.051, test 0.095
Epoch 9, step 700, loss 0.002, test 0.095
Epoch 9, step 701, loss 0.034, test 0.095
Epoch 9, step 702, loss 0.881, test 0.098
Epoch 9, step 703, loss 0.004, test 0.098
Epoch 9, step 704, loss 0.012, test 0.098
Epoch 9, step 705, loss 0.183, test 0.099
Epoch 9, step 706, loss 0.206, test 0.094
Epoch 9, step 707, loss 0.064, test 0.095
Epoch 9, step 708, loss 0.236, test 0.084
Epoch 9, step 709, loss 0.020, test 0.083
Epoch 9, step 710, loss 0.159, test 0.082
Epoch 9, step 711, loss 0.060, test 0.080
Epoch 9, step 712, loss 0.100, test 0.079
Epoch 9, step 713, loss 0.270, test 0.079
Epoch 9, step 714, loss 0.024, test 0.079
Epoch 9, step 715, loss 0.002, test 0.079
Epoch 9, step 716, loss 0.200, test 0.079
Epoch 9, step 717, loss 0.042, test 0.079
Epoch 9, step 718, loss 0.004, test 0.080
Epoch 9, step 719, loss 0.001, test 0.080
Epoch 9, step 720, loss 0.280, test 0.080
Epoch 9, step 721, loss 0.011, test 0.080
Epoch 9, step 722, loss 0.007, test 0.080
Epoch 9, step 723, loss 0.463, test 0.080
Epoch 9, step 724, loss 0.005, test 0.080
Epoch 9, step 725, loss 0.106, test 0.080
Epoch 9, step 726, loss 0.053, test 0.080
Epoch 9, step 727, loss 0.302, test 0.080
Epoch 9, step 728, loss 0.177, test 0.090
Epoch 9, step 729, loss 0.111, test 0.080
Epoch 9, step 730, loss 0.166, test 0.075
Epoch 9, step 731, loss 0.150, test 0.075
Epoch 9, step 732, loss 0.000, test 0.075
Epoch 9, step 733, loss 0.044, test 0.076
Epoch 9, step 734, loss 0.075, test 0.077
Epoch 9, step 735, loss 0.000, test 0.077
Epoch 9, step 736, loss 0.011, test 0.077
Epoch 9, step 737, loss 0.024, test 0.077
Epoch 9, step 738, loss 0.112, test 0.077
Epoch 9, step 739, loss 0.012, test 0.078
Epoch 9, step 740, loss 0.409, test 0.101
Epoch 9, step 741, loss 0.064, test 0.157
Epoch 9, step 742, loss 0.117, test 0.185
Epoch 9, step 743, loss 0.212, test 0.140
Epoch 9, step 744, loss 0.015, test 0.136
Epoch 9, step 745, loss 0.007, test 0.134
Epoch 9, step 746, loss 0.005, test 0.138
Epoch 9, step 747, loss 0.063, test 0.140
Epoch 9, step 748, loss 0.200, test 0.137
Epoch 9, step 749, loss 0.252, test 0.128
Epoch 9, step 750, loss 0.067, test 0.129
Epoch 9, step 751, loss 0.131, test 0.174
Epoch 9, step 752, loss 0.040, test 0.190
Epoch 9, step 753, loss 0.018, test 0.199
Epoch 9, step 754, loss 0.015, test 0.205
Epoch 9, step 755, loss 0.046, test 0.175
Epoch 9, step 756, loss 0.001, test 0.171
Epoch 9, step 757, loss 0.497, test 0.174
Epoch 9, step 758, loss 0.078, test 0.172
Epoch 9, step 759, loss 0.010, test 0.170
Epoch 9, step 760, loss 1.360, test 0.375
Epoch 9, step 761, loss 0.295, test 0.595
Epoch 9, step 762, loss 0.378, test 0.640
Epoch 9, step 763, loss 0.098, test 0.640
Epoch 9, step 764, loss 0.050, test 0.664
Epoch 9, step 765, loss 0.121, test 0.696
Epoch 9, step 766, loss 0.002, test 0.706
Epoch 9, step 767, loss 0.214, test 0.721
Epoch 9, step 768, loss 0.008, test 0.723
Epoch 9, step 769, loss 0.054, test 0.735
Epoch 9, step 770, loss 0.172, test 0.648
Epoch 9, step 771, loss 0.087, test 0.624
Epoch 9, step 772, loss 0.284, test 0.540
Epoch 9, step 773, loss 0.077, test 0.520
Epoch 9, step 774, loss 0.146, test 0.557
Epoch 9, step 775, loss 0.196, test 0.489
Epoch 9, step 776, loss 2.707, test 0.230
Epoch 9, step 777, loss 0.020, test 0.200
Epoch 9, step 778, loss 0.462, test 0.130
Epoch 9, step 779, loss 0.003, test 0.117
Epoch 9, step 780, loss 0.004, test 0.116
Epoch 9, step 781, loss 0.042, test 0.112
Epoch 9, step 782, loss 0.101, test 0.109
Epoch 9, step 783, loss 0.008, test 0.109
Epoch 9, step 784, loss 0.008, test 0.108
Epoch 9, step 785, loss 0.004, test 0.107
Epoch 9, step 786, loss 0.061, test 0.111
Epoch 9, step 787, loss 0.715, test 0.120
Epoch 9, step 788, loss 0.189, test 0.131
Epoch 9, step 789, loss 0.073, test 0.138
Epoch 9, step 790, loss 0.014, test 0.138
Epoch 9, step 791, loss 0.025, test 0.125
Epoch 9, step 792, loss 0.586, test 0.128
Epoch 9, step 793, loss 0.050, test 0.113
Epoch 9, step 794, loss 0.020, test 0.111
Epoch 9, step 795, loss 0.029, test 0.111
Epoch 9, step 796, loss 0.018, test 0.109
Epoch 9, step 797, loss 0.052, test 0.101
Epoch 9, step 798, loss 0.036, test 0.096
Epoch 9, step 799, loss 0.102, test 0.096
Epoch 9, step 800, loss 0.084, test 0.102
Epoch 9, step 801, loss 0.218, test 0.110
Epoch 9, step 802, loss 0.224, test 0.108
Epoch 9, step 803, loss 0.001, test 0.108
Epoch 9, step 804, loss 0.001, test 0.104
Epoch 9, step 805, loss 0.233, test 0.120
Epoch 9, step 806, loss 0.284, test 0.117
Epoch 9, step 807, loss 0.043, test 0.116
Epoch 9, step 808, loss 0.018, test 0.128
Epoch 9, step 809, loss 0.009, test 0.127
Epoch 9, step 810, loss 0.003, test 0.126
Epoch 9, step 811, loss 0.003, test 0.127
Epoch 9, step 812, loss 0.003, test 0.126
Epoch 9, step 813, loss 0.014, test 0.137
Epoch 9, step 814, loss 0.011, test 0.140
Epoch 9, step 815, loss 0.150, test 0.136
Epoch 9, step 816, loss 0.102, test 0.107
Epoch 9, step 817, loss 0.130, test 0.089
Epoch 9, step 818, loss 0.100, test 0.087
Epoch 9, step 819, loss 0.183, test 0.090
Epoch 9, step 820, loss 0.012, test 0.093
Epoch 9, step 821, loss 0.002, test 0.094
Epoch 9, step 822, loss 0.007, test 0.093
Epoch 9, step 823, loss 0.004, test 0.093
Epoch 9, step 824, loss 0.149, test 0.092
Epoch 9, step 825, loss 0.218, test 0.093
Epoch 9, step 826, loss 0.179, test 0.098
Epoch 9, step 827, loss 0.035, test 0.102
Epoch 9, step 828, loss 1.245, test 0.155
Epoch 9, step 829, loss 0.266, test 0.189
Epoch 9, step 830, loss 0.085, test 0.225
Epoch 9, step 831, loss 0.639, test 0.243
Epoch 9, step 832, loss 0.240, test 0.258
Epoch 9, step 833, loss 0.262, test 0.249
Epoch 9, step 834, loss 0.025, test 0.245
Epoch 9, step 835, loss 0.399, test 0.208
Epoch 9, step 836, loss 0.040, test 0.195
Epoch 9, step 837, loss 0.013, test 0.207
Epoch 9, step 838, loss 0.008, test 0.206
Epoch 9, step 839, loss 0.094, test 0.212
Epoch 9, step 840, loss 0.016, test 0.221
Epoch 9, step 841, loss 0.011, test 0.239
Epoch 9, step 842, loss 0.523, test 0.236
Epoch 9, step 843, loss 0.039, test 0.216
Epoch 9, step 844, loss 0.774, test 0.104
Epoch 9, step 845, loss 0.043, test 0.093
Epoch 9, step 846, loss 0.051, test 0.083
Epoch 9, step 847, loss 0.240, test 0.080
Epoch 9, step 848, loss 0.024, test 0.080
Epoch 9, step 849, loss 0.101, test 0.083
Epoch 9, step 850, loss 0.024, test 0.086
Epoch 9, step 851, loss 0.406, test 0.077
Epoch 9, step 852, loss 0.000, test 0.076
Epoch 9, step 853, loss 0.052, test 0.075
Epoch 9, step 854, loss 0.725, test 0.075
Epoch 9, step 855, loss 0.000, test 0.076
Epoch 9, step 856, loss 0.057, test 0.077
Epoch 9, step 857, loss 0.040, test 0.074
Epoch 9, step 858, loss 0.115, test 0.073
Epoch 9, step 859, loss 0.281, test 0.072
Epoch 9, step 860, loss 0.003, test 0.072
Epoch 9, step 861, loss 0.116, test 0.073
Epoch 9, step 862, loss 0.137, test 0.076
Epoch 9, step 863, loss 0.170, test 0.079
Epoch 9, step 864, loss 0.153, test 0.079
Epoch 9, step 865, loss 0.319, test 0.081
Epoch 9, step 866, loss 0.012, test 0.081
Epoch 9, step 867, loss 0.161, test 0.075
Epoch 9, step 868, loss 0.004, test 0.075
Epoch 9, step 869, loss 0.003, test 0.074
Epoch 9, step 870, loss 0.003, test 0.074
Epoch 9, step 871, loss 0.320, test 0.076
Epoch 9, step 872, loss 0.014, test 0.078
Epoch 9, step 873, loss 0.069, test 0.078
Epoch 9, step 874, loss 0.042, test 0.082
Epoch 9, step 875, loss 0.127, test 0.082
Epoch 9, step 876, loss 0.005, test 0.081
Epoch 9, step 877, loss 0.205, test 0.096
Epoch 9, step 878, loss 0.071, test 0.101
Epoch 9, step 879, loss 0.011, test 0.097
Epoch 9, step 880, loss 0.012, test 0.097
Epoch 9, step 881, loss 0.120, test 0.088
Epoch 9, step 882, loss 0.011, test 0.089
Epoch 9, step 883, loss 0.038, test 0.083
Epoch 9, step 884, loss 0.066, test 0.085
Epoch 9, step 885, loss 0.102, test 0.086
Epoch 9, step 886, loss 0.096, test 0.087
Epoch 9, step 887, loss 0.284, test 0.086
Epoch 9, step 888, loss 0.041, test 0.087
Epoch 9, step 889, loss 0.001, test 0.087
Epoch 9, step 890, loss 0.043, test 0.087
Epoch 9, step 891, loss 0.021, test 0.086
Epoch 9, step 892, loss 0.088, test 0.088
Epoch 9, step 893, loss 0.007, test 0.089
Epoch 9, step 894, loss 0.025, test 0.090
Epoch 9, step 895, loss 0.341, test 0.094
Epoch 9, step 896, loss 0.143, test 0.093
Epoch 9, step 897, loss 0.154, test 0.094
Epoch 9, step 898, loss 0.031, test 0.091
Epoch 9, step 899, loss 0.000, test 0.091
Epoch 9, step 900, loss 0.299, test 0.091
Epoch 9, step 901, loss 0.002, test 0.091
Epoch 9, step 902, loss 0.012, test 0.089
Epoch 9, step 903, loss 0.015, test 0.089
Epoch 9, step 904, loss 0.067, test 0.090
Epoch 9, step 905, loss 0.015, test 0.090
Epoch 9, step 906, loss 0.013, test 0.091
Epoch 9, step 907, loss 0.000, test 0.092
Epoch 9, step 908, loss 0.008, test 0.091
Epoch 9, step 909, loss 0.010, test 0.092
Epoch 9, step 910, loss 0.050, test 0.092
Epoch 9, step 911, loss 0.091, test 0.092
Epoch 9, step 912, loss 0.006, test 0.092
Epoch 9, step 913, loss 0.197, test 0.096
Epoch 9, step 914, loss 0.803, test 0.138
Epoch 9, step 915, loss 0.167, test 0.143
Epoch 9, step 916, loss 0.008, test 0.146
Epoch 9, step 917, loss 0.037, test 0.147
Epoch 9, step 918, loss 0.002, test 0.147
Epoch 9, step 919, loss 0.198, test 0.120
Epoch 9, step 920, loss 0.029, test 0.117
Epoch 9, step 921, loss 0.037, test 0.116
Epoch 9, step 922, loss 0.067, test 0.115
Epoch 9, step 923, loss 0.591, test 0.103
Epoch 9, step 924, loss 0.009, test 0.102
Epoch 9, step 925, loss 0.000, test 0.101
Epoch 9, step 926, loss 0.026, test 0.100
Epoch 9, step 927, loss 0.439, test 0.101
Epoch 9, step 928, loss 0.807, test 0.099
Epoch 9, step 929, loss 0.018, test 0.099
Epoch 9, step 930, loss 0.000, test 0.098
Epoch 9, step 931, loss 0.038, test 0.099
Epoch 9, step 932, loss 0.316, test 0.102
Epoch 9, step 933, loss 0.133, test 0.094
Epoch 9, step 934, loss 0.450, test 0.102
Epoch 9, step 935, loss 0.088, test 0.108
Epoch 9, step 936, loss 0.011, test 0.112
Epoch 9, step 937, loss 0.058, test 0.112
Epoch 9, step 938, loss 0.084, test 0.129
Epoch 9, step 939, loss 0.000, test 0.134
Epoch 9, step 940, loss 0.064, test 0.130
Epoch 9, step 941, loss 0.217, test 0.109
Epoch 9, step 942, loss 0.000, test 0.106
Epoch 9, step 943, loss 0.005, test 0.105
Epoch 9, step 944, loss 0.029, test 0.108
Epoch 9, step 945, loss 0.025, test 0.107
Epoch 9, step 946, loss 0.262, test 0.111
Epoch 9, step 947, loss 0.069, test 0.110
Epoch 9, step 948, loss 0.031, test 0.109
Epoch 9, step 949, loss 0.229, test 0.107
Epoch 9, step 950, loss 0.080, test 0.099
Epoch 9, step 951, loss 0.281, test 0.092
Epoch 9, step 952, loss 0.381, test 0.263
Epoch 9, step 953, loss 0.225, test 0.349
Epoch 9, step 954, loss 0.092, test 0.363
Epoch 9, step 955, loss 0.012, test 0.377
Epoch 9, step 956, loss 0.009, test 0.398
Epoch 9, step 957, loss 0.439, test 0.389
Epoch 9, step 958, loss 0.232, test 0.297
Epoch 9, step 959, loss 0.218, test 0.291
Epoch 9, step 960, loss 0.084, test 0.327
Epoch 9, step 961, loss 0.271, test 0.317
Epoch 9, step 962, loss 0.048, test 0.298
Epoch 9, step 963, loss 0.005, test 0.294
Epoch 9, step 964, loss 0.064, test 0.277
Epoch 9, step 965, loss 0.046, test 0.256
Epoch 9, step 966, loss 0.161, test 0.241
Epoch 9, step 967, loss 0.024, test 0.242
Epoch 9, step 968, loss 0.028, test 0.246
Epoch 9, step 969, loss 0.042, test 0.245
Epoch 9, step 970, loss 0.002, test 0.245
Epoch 9, step 971, loss 0.059, test 0.268
Epoch 9, step 972, loss 0.083, test 0.269
Epoch 9, step 973, loss 0.005, test 0.274
Epoch 9, step 974, loss 0.213, test 0.222
Epoch 9, step 975, loss 0.014, test 0.214
Epoch 9, step 976, loss 0.206, test 0.201
Epoch 9, step 977, loss 0.017, test 0.196
Epoch 9, step 978, loss 0.088, test 0.196
Epoch 9, step 979, loss 0.080, test 0.189
Epoch 9, step 980, loss 0.119, test 0.192
Epoch 9, step 981, loss 0.112, test 0.214
Epoch 9, step 982, loss 0.407, test 0.207
Epoch 9, step 983, loss 1.183, test 0.307
Epoch 9, step 984, loss 0.009, test 0.328
Epoch 9, step 985, loss 0.017, test 0.355
Epoch 9, step 986, loss 0.060, test 0.355
Epoch 9, step 987, loss 0.114, test 0.367
Epoch 9, step 988, loss 0.088, test 0.392
Epoch 9, step 989, loss 0.104, test 0.388
Epoch 9, step 990, loss 0.173, test 0.306
Epoch 9, step 991, loss 0.028, test 0.307
Epoch 9, step 992, loss 0.012, test 0.301
Epoch 9, step 993, loss 0.007, test 0.297
Epoch 9, step 994, loss 0.429, test 0.146
Epoch 9, step 995, loss 0.066, test 0.120
Epoch 9, step 996, loss 0.006, test 0.112
Epoch 9, step 997, loss 0.055, test 0.107
Epoch 9, step 998, loss 0.200, test 0.091
Epoch 9, step 999, loss 0.468, test 0.091
Epoch 10, step 0, loss 0.359, test 0.094
Epoch 10, step 1, loss 0.355, test 0.099
Epoch 10, step 2, loss 0.055, test 0.102
Epoch 10, step 3, loss 0.001, test 0.103
Epoch 10, step 4, loss 0.009, test 0.103
Epoch 10, step 5, loss 0.122, test 0.110
Epoch 10, step 6, loss 0.010, test 0.111
Epoch 10, step 7, loss 0.000, test 0.111
Epoch 10, step 8, loss 0.017, test 0.111
Epoch 10, step 9, loss 0.131, test 0.112
Epoch 10, step 10, loss 0.189, test 0.107
Epoch 10, step 11, loss 0.041, test 0.109
Epoch 10, step 12, loss 0.042, test 0.109
Epoch 10, step 13, loss 0.019, test 0.110
Epoch 10, step 14, loss 0.066, test 0.112
Epoch 10, step 15, loss 0.032, test 0.104
Epoch 10, step 16, loss 0.027, test 0.103
Epoch 10, step 17, loss 0.011, test 0.102
Epoch 10, step 18, loss 0.019, test 0.099
Epoch 10, step 19, loss 0.018, test 0.098
Epoch 10, step 20, loss 0.081, test 0.102
Epoch 10, step 21, loss 0.280, test 0.096
Epoch 10, step 22, loss 0.088, test 0.097
Epoch 10, step 23, loss 0.028, test 0.098
Epoch 10, step 24, loss 0.195, test 0.101
Epoch 10, step 25, loss 0.284, test 0.098
Epoch 10, step 26, loss 0.000, test 0.099
Epoch 10, step 27, loss 0.247, test 0.103
Epoch 10, step 28, loss 0.046, test 0.103
Epoch 10, step 29, loss 0.089, test 0.104
Epoch 10, step 30, loss 0.170, test 0.105
Epoch 10, step 31, loss 0.117, test 0.107
Epoch 10, step 32, loss 0.006, test 0.107
Epoch 10, step 33, loss 0.032, test 0.112
Epoch 10, step 34, loss 0.000, test 0.114
Epoch 10, step 35, loss 0.174, test 0.106
Epoch 10, step 36, loss 0.114, test 0.104
Epoch 10, step 37, loss 0.002, test 0.104
Epoch 10, step 38, loss 0.173, test 0.110
Epoch 10, step 39, loss 0.038, test 0.106
Epoch 10, step 40, loss 0.160, test 0.105
Epoch 10, step 41, loss 0.002, test 0.105
Epoch 10, step 42, loss 0.217, test 0.109
Epoch 10, step 43, loss 0.021, test 0.107
Epoch 10, step 44, loss 0.054, test 0.106
Epoch 10, step 45, loss 0.094, test 0.109
Epoch 10, step 46, loss 0.159, test 0.111
Epoch 10, step 47, loss 0.056, test 0.112
Epoch 10, step 48, loss 0.293, test 0.111
Epoch 10, step 49, loss 0.028, test 0.112
Epoch 10, step 50, loss 0.107, test 0.112
Epoch 10, step 51, loss 0.311, test 0.111
Epoch 10, step 52, loss 0.029, test 0.111
Epoch 10, step 53, loss 0.192, test 0.221
Epoch 10, step 54, loss 0.013, test 0.253
Epoch 10, step 55, loss 0.008, test 0.275
Epoch 10, step 56, loss 0.021, test 0.282
Epoch 10, step 57, loss 0.004, test 0.286
Epoch 10, step 58, loss 0.185, test 0.268
Epoch 10, step 59, loss 0.000, test 0.266
Epoch 10, step 60, loss 0.000, test 0.266
Epoch 10, step 61, loss 0.001, test 0.265
Epoch 10, step 62, loss 0.156, test 0.252
Epoch 10, step 63, loss 0.021, test 0.247
Epoch 10, step 64, loss 0.211, test 0.255
Epoch 10, step 65, loss 0.000, test 0.255
Epoch 10, step 66, loss 0.080, test 0.249
Epoch 10, step 67, loss 0.018, test 0.256
Epoch 10, step 68, loss 0.032, test 0.255
Epoch 10, step 69, loss 0.347, test 0.197
Epoch 10, step 70, loss 0.000, test 0.189
Epoch 10, step 71, loss 0.401, test 0.179
Epoch 10, step 72, loss 0.001, test 0.177
Epoch 10, step 73, loss 0.339, test 0.129
Epoch 10, step 74, loss 0.001, test 0.122
Epoch 10, step 75, loss 0.012, test 0.121
Epoch 10, step 76, loss 0.086, test 0.122
Epoch 10, step 77, loss 0.102, test 0.125
Epoch 10, step 78, loss 0.070, test 0.127
Epoch 10, step 79, loss 0.013, test 0.126
Epoch 10, step 80, loss 0.022, test 0.127
Epoch 10, step 81, loss 0.196, test 0.123
Epoch 10, step 82, loss 0.012, test 0.121
Epoch 10, step 83, loss 0.028, test 0.120
Epoch 10, step 84, loss 0.140, test 0.103
Epoch 10, step 85, loss 0.001, test 0.102
Epoch 10, step 86, loss 0.016, test 0.103
Epoch 10, step 87, loss 0.005, test 0.102
Epoch 10, step 88, loss 0.001, test 0.105
Epoch 10, step 89, loss 0.005, test 0.104
Epoch 10, step 90, loss 0.088, test 0.109
Epoch 10, step 91, loss 0.237, test 0.102
Epoch 10, step 92, loss 0.114, test 0.102
Epoch 10, step 93, loss 0.290, test 0.095
Epoch 10, step 94, loss 0.001, test 0.095
Epoch 10, step 95, loss 0.000, test 0.095
Epoch 10, step 96, loss 0.036, test 0.100
Epoch 10, step 97, loss 0.199, test 0.103
Epoch 10, step 98, loss 0.247, test 0.105
Epoch 10, step 99, loss 0.013, test 0.104
Epoch 10, step 100, loss 0.101, test 0.104
Epoch 10, step 101, loss 0.068, test 0.102
Epoch 10, step 102, loss 0.005, test 0.101
Epoch 10, step 103, loss 0.015, test 0.100
Epoch 10, step 104, loss 0.003, test 0.100
Epoch 10, step 105, loss 0.073, test 0.102
Epoch 10, step 106, loss 0.001, test 0.102
Epoch 10, step 107, loss 0.000, test 0.102
Epoch 10, step 108, loss 0.036, test 0.100
Epoch 10, step 109, loss 0.274, test 0.099
Epoch 10, step 110, loss 0.032, test 0.095
Epoch 10, step 111, loss 0.015, test 0.092
Epoch 10, step 112, loss 0.044, test 0.092
Epoch 10, step 113, loss 0.544, test 0.098
Epoch 10, step 114, loss 0.004, test 0.099
Epoch 10, step 115, loss 0.349, test 0.089
Epoch 10, step 116, loss 0.308, test 0.088
Epoch 10, step 117, loss 0.011, test 0.088
Epoch 10, step 118, loss 0.060, test 0.093
Epoch 10, step 119, loss 0.002, test 0.094
Epoch 10, step 120, loss 0.154, test 0.094
Epoch 10, step 121, loss 0.135, test 0.088
Epoch 10, step 122, loss 0.079, test 0.086
Epoch 10, step 123, loss 0.179, test 0.085
Epoch 10, step 124, loss 0.153, test 0.082
Epoch 10, step 125, loss 0.001, test 0.082
Epoch 10, step 126, loss 0.085, test 0.081
Epoch 10, step 127, loss 0.266, test 0.083
Epoch 10, step 128, loss 0.477, test 0.084
Epoch 10, step 129, loss 0.000, test 0.084
Epoch 10, step 130, loss 0.008, test 0.084
Epoch 10, step 131, loss 0.188, test 0.085
Epoch 10, step 132, loss 0.026, test 0.084
Epoch 10, step 133, loss 0.010, test 0.083
Epoch 10, step 134, loss 0.033, test 0.083
Epoch 10, step 135, loss 0.000, test 0.083
Epoch 10, step 136, loss 0.004, test 0.083
Epoch 10, step 137, loss 0.137, test 0.081
Epoch 10, step 138, loss 0.062, test 0.082
Epoch 10, step 139, loss 0.134, test 0.081
Epoch 10, step 140, loss 0.139, test 0.079

Epoch 10, step 141, loss 0.005, test 0.079
Epoch 10, step 142, loss 0.181, test 0.080
Epoch 10, step 143, loss 0.067, test 0.081
Epoch 10, step 144, loss 0.159, test 0.078
Epoch 10, step 145, loss 0.193, test 0.078
Epoch 10, step 146, loss 0.100, test 0.077
Epoch 10, step 147, loss 0.009, test 0.076
Epoch 10, step 148, loss 0.040, test 0.075
Epoch 10, step 149, loss 0.052, test 0.075
Epoch 10, step 150, loss 0.034, test 0.075
Epoch 10, step 151, loss 0.425, test 0.074
Epoch 10, step 152, loss 0.000, test 0.074
Epoch 10, step 153, loss 0.102, test 0.073
Epoch 10, step 154, loss 0.215, test 0.073
Epoch 10, step 155, loss 0.051, test 0.073
Epoch 10, step 156, loss 0.520, test 0.073
Epoch 10, step 157, loss 0.216, test 0.080
Epoch 10, step 158, loss 0.625, test 0.082
Epoch 10, step 159, loss 0.012, test 0.083
Epoch 10, step 160, loss 0.113, test 0.084
Epoch 10, step 161, loss 0.321, test 0.084
Epoch 10, step 162, loss 0.216, test 0.084
Epoch 10, step 163, loss 0.039, test 0.084
Epoch 10, step 164, loss 0.035, test 0.085
Epoch 10, step 165, loss 0.006, test 0.082
Epoch 10, step 166, loss 0.319, test 0.082
Epoch 10, step 167, loss 0.101, test 0.098
Epoch 10, step 168, loss 0.012, test 0.103
Epoch 10, step 169, loss 0.021, test 0.106
Epoch 10, step 170, loss 0.000, test 0.108
Epoch 10, step 171, loss 0.114, test 0.102
Epoch 10, step 172, loss 0.032, test 0.102
Epoch 10, step 173, loss 0.395, test 0.086
Epoch 10, step 174, loss 0.069, test 0.084
Epoch 10, step 175, loss 0.023, test 0.083
Epoch 10, step 176, loss 0.048, test 0.082
Epoch 10, step 177, loss 0.086, test 0.086
Epoch 10, step 178, loss 0.033, test 0.088
Epoch 10, step 179, loss 0.018, test 0.089
Epoch 10, step 180, loss 0.013, test 0.088
Epoch 10, step 181, loss 0.026, test 0.088
Epoch 10, step 182, loss 0.056, test 0.088
Epoch 10, step 183, loss 0.001, test 0.087
Epoch 10, step 184, loss 0.067, test 0.082
Epoch 10, step 185, loss 0.281, test 0.081
Epoch 10, step 186, loss 0.074, test 0.081
Epoch 10, step 187, loss 0.043, test 0.080
Epoch 10, step 188, loss 0.108, test 0.080
Epoch 10, step 189, loss 0.007, test 0.081
Epoch 10, step 190, loss 0.002, test 0.081
Epoch 10, step 191, loss 0.062, test 0.081
Epoch 10, step 192, loss 0.082, test 0.080
Epoch 10, step 193, loss 0.016, test 0.080
Epoch 10, step 194, loss 0.088, test 0.081
Epoch 10, step 195, loss 0.248, test 0.101
Epoch 10, step 196, loss 0.009, test 0.108
Epoch 10, step 197, loss 0.137, test 0.113
Epoch 10, step 198, loss 0.178, test 0.111
Epoch 10, step 199, loss 0.012, test 0.096
Epoch 10, step 200, loss 0.146, test 0.096
Epoch 10, step 201, loss 0.011, test 0.095
Epoch 10, step 202, loss 0.175, test 0.098
Epoch 10, step 203, loss 0.156, test 0.103
Epoch 10, step 204, loss 0.001, test 0.102
Epoch 10, step 205, loss 0.174, test 0.135
Epoch 10, step 206, loss 0.069, test 0.134
Epoch 10, step 207, loss 0.032, test 0.143
Epoch 10, step 208, loss 0.162, test 0.149
Epoch 10, step 209, loss 0.002, test 0.151
Epoch 10, step 210, loss 0.003, test 0.153
Epoch 10, step 211, loss 0.014, test 0.151
Epoch 10, step 212, loss 0.363, test 0.160
Epoch 10, step 213, loss 0.544, test 0.156
Epoch 10, step 214, loss 0.031, test 0.143
Epoch 10, step 215, loss 0.035, test 0.136
Epoch 10, step 216, loss 0.365, test 0.158
Epoch 10, step 217, loss 0.032, test 0.167
Epoch 10, step 218, loss 0.094, test 0.198
Epoch 10, step 219, loss 0.599, test 0.147
Epoch 10, step 220, loss 0.370, test 0.104
Epoch 10, step 221, loss 0.012, test 0.105
Epoch 10, step 222, loss 0.076, test 0.108
Epoch 10, step 223, loss 0.574, test 0.108
Epoch 10, step 224, loss 0.202, test 0.108
Epoch 10, step 225, loss 0.523, test 0.109
Epoch 10, step 226, loss 0.364, test 0.131
Epoch 10, step 227, loss 0.058, test 0.163
Epoch 10, step 228, loss 0.122, test 0.143
Epoch 10, step 229, loss 0.072, test 0.147
Epoch 10, step 230, loss 0.003, test 0.147
Epoch 10, step 231, loss 0.205, test 0.142
Epoch 10, step 232, loss 0.000, test 0.142
Epoch 10, step 233, loss 0.056, test 0.124
Epoch 10, step 234, loss 0.040, test 0.118
Epoch 10, step 235, loss 0.001, test 0.116
Epoch 10, step 236, loss 0.296, test 0.111
Epoch 10, step 237, loss 0.048, test 0.098
Epoch 10, step 238, loss 0.193, test 0.099
Epoch 10, step 239, loss 0.004, test 0.098
Epoch 10, step 240, loss 0.323, test 0.087
Epoch 10, step 241, loss 0.021, test 0.084
Epoch 10, step 242, loss 0.033, test 0.086
Epoch 10, step 243, loss 0.059, test 0.085
Epoch 10, step 244, loss 0.004, test 0.086
Epoch 10, step 245, loss 0.145, test 0.085
Epoch 10, step 246, loss 0.168, test 0.084
Epoch 10, step 247, loss 0.000, test 0.084
Epoch 10, step 248, loss 0.196, test 0.090
Epoch 10, step 249, loss 0.289, test 0.082
Epoch 10, step 250, loss 0.483, test 0.083
Epoch 10, step 251, loss 0.005, test 0.083
Epoch 10, step 252, loss 0.144, test 0.081
Epoch 10, step 253, loss 0.124, test 0.082
Epoch 10, step 254, loss 0.164, test 0.081
Epoch 10, step 255, loss 0.023, test 0.081
Epoch 10, step 256, loss 0.000, test 0.081
Epoch 10, step 257, loss 0.036, test 0.080
Epoch 10, step 258, loss 0.016, test 0.080
Epoch 10, step 259, loss 0.129, test 0.078
Epoch 10, step 260, loss 0.183, test 0.079
Epoch 10, step 261, loss 0.048, test 0.082
Epoch 10, step 262, loss 0.157, test 0.096
Epoch 10, step 263, loss 0.256, test 0.108
Epoch 10, step 264, loss 0.104, test 0.079
Epoch 10, step 265, loss 0.008, test 0.076
Epoch 10, step 266, loss 0.047, test 0.076
Epoch 10, step 267, loss 0.014, test 0.074
Epoch 10, step 268, loss 0.012, test 0.074
Epoch 10, step 269, loss 0.026, test 0.073
Epoch 10, step 270, loss 0.045, test 0.073
Epoch 10, step 271, loss 0.021, test 0.074
Epoch 10, step 272, loss 0.029, test 0.075
Epoch 10, step 273, loss 0.106, test 0.076
Epoch 10, step 274, loss 0.157, test 0.076
Epoch 10, step 275, loss 0.382, test 0.078
Epoch 10, step 276, loss 1.459, test 0.120
Epoch 10, step 277, loss 0.311, test 0.125
Epoch 10, step 278, loss 0.017, test 0.130
Epoch 10, step 279, loss 0.100, test 0.128
Epoch 10, step 280, loss 0.335, test 0.120
Epoch 10, step 281, loss 0.028, test 0.119
Epoch 10, step 282, loss 0.223, test 0.120
Epoch 10, step 283, loss 0.385, test 0.125
Epoch 10, step 284, loss 0.059, test 0.126
Epoch 10, step 285, loss 0.011, test 0.127
Epoch 10, step 286, loss 0.130, test 0.129
Epoch 10, step 287, loss 0.005, test 0.130
Epoch 10, step 288, loss 0.029, test 0.131
Epoch 10, step 289, loss 0.056, test 0.129
Epoch 10, step 290, loss 0.052, test 0.122
Epoch 10, step 291, loss 0.046, test 0.119
Epoch 10, step 292, loss 0.018, test 0.119
Epoch 10, step 293, loss 0.305, test 0.096
Epoch 10, step 294, loss 0.020, test 0.097
Epoch 10, step 295, loss 0.157, test 0.099
Epoch 10, step 296, loss 0.045, test 0.098
Epoch 10, step 297, loss 0.127, test 0.099
Epoch 10, step 298, loss 0.069, test 0.098
Epoch 10, step 299, loss 0.095, test 0.098
Epoch 10, step 300, loss 0.073, test 0.097
Epoch 10, step 301, loss 1.045, test 0.095
Epoch 10, step 302, loss 0.001, test 0.096
Epoch 10, step 303, loss 0.160, test 0.094
Epoch 10, step 304, loss 0.108, test 0.094
Epoch 10, step 305, loss 0.054, test 0.093
Epoch 10, step 306, loss 0.265, test 0.097
Epoch 10, step 307, loss 0.097, test 0.101
Epoch 10, step 308, loss 0.019, test 0.103
Epoch 10, step 309, loss 0.104, test 0.105
Epoch 10, step 310, loss 0.000, test 0.106
Epoch 10, step 311, loss 0.127, test 0.111
Epoch 10, step 312, loss 0.027, test 0.112
Epoch 10, step 313, loss 0.550, test 0.119
Epoch 10, step 314, loss 0.072, test 0.117
Epoch 10, step 315, loss 0.019, test 0.116
Epoch 10, step 316, loss 0.046, test 0.109
Epoch 10, step 317, loss 0.194, test 0.113
Epoch 10, step 318, loss 0.036, test 0.124
Epoch 10, step 319, loss 0.032, test 0.130
Epoch 10, step 320, loss 0.090, test 0.129
Epoch 10, step 321, loss 0.059, test 0.129
Epoch 10, step 322, loss 0.046, test 0.136
Epoch 10, step 323, loss 0.096, test 0.144
Epoch 10, step 324, loss 0.035, test 0.147
Epoch 10, step 325, loss 0.019, test 0.144
Epoch 10, step 326, loss 0.451, test 0.152
Epoch 10, step 327, loss 0.089, test 0.156
Epoch 10, step 328, loss 0.059, test 0.161
Epoch 10, step 329, loss 0.004, test 0.162
Epoch 10, step 330, loss 0.420, test 0.157
Epoch 10, step 331, loss 0.858, test 0.167
Epoch 10, step 332, loss 0.149, test 0.164
Epoch 10, step 333, loss 0.114, test 0.181
Epoch 10, step 334, loss 0.008, test 0.185
Epoch 10, step 335, loss 0.043, test 0.185
Epoch 10, step 336, loss 0.015, test 0.187
Epoch 10, step 337, loss 0.091, test 0.185
Epoch 10, step 338, loss 0.000, test 0.184
Epoch 10, step 339, loss 0.000, test 0.184
Epoch 10, step 340, loss 0.000, test 0.184
Epoch 10, step 341, loss 0.177, test 0.186
Epoch 10, step 342, loss 0.088, test 0.180
Epoch 10, step 343, loss 0.072, test 0.165
Epoch 10, step 344, loss 0.003, test 0.162
Epoch 10, step 345, loss 0.050, test 0.164
Epoch 10, step 346, loss 0.038, test 0.163
Epoch 10, step 347, loss 0.000, test 0.162
Epoch 10, step 348, loss 0.205, test 0.172
Epoch 10, step 349, loss 0.172, test 0.129
Epoch 10, step 350, loss 0.264, test 0.146
Epoch 10, step 351, loss 0.002, test 0.146
Epoch 10, step 352, loss 0.700, test 0.108
Epoch 10, step 353, loss 1.160, test 0.097
Epoch 10, step 354, loss 0.010, test 0.100
Epoch 10, step 355, loss 0.002, test 0.102
Epoch 10, step 356, loss 0.233, test 0.105
Epoch 10, step 357, loss 0.118, test 0.108
Epoch 10, step 358, loss 0.004, test 0.109
Epoch 10, step 359, loss 0.022, test 0.109
Epoch 10, step 360, loss 0.012, test 0.108
Epoch 10, step 361, loss 0.001, test 0.108
Epoch 10, step 362, loss 0.405, test 0.113
Epoch 10, step 363, loss 0.087, test 0.113
Epoch 10, step 364, loss 0.053, test 0.111
Epoch 10, step 365, loss 0.117, test 0.109
Epoch 10, step 366, loss 0.048, test 0.107
Epoch 10, step 367, loss 0.086, test 0.106
Epoch 10, step 368, loss 0.277, test 0.104
Epoch 10, step 369, loss 0.071, test 0.103
Epoch 10, step 370, loss 0.161, test 0.094
Epoch 10, step 371, loss 0.400, test 0.087
Epoch 10, step 372, loss 0.077, test 0.088
Epoch 10, step 373, loss 0.050, test 0.090
Epoch 10, step 374, loss 0.067, test 0.093
Epoch 10, step 375, loss 0.009, test 0.096
Epoch 10, step 376, loss 0.001, test 0.096
Epoch 10, step 377, loss 0.044, test 0.095
Epoch 10, step 378, loss 0.367, test 0.093
Epoch 10, step 379, loss 0.525, test 0.093
Epoch 10, step 380, loss 0.106, test 0.092
Epoch 10, step 381, loss 0.215, test 0.098
Epoch 10, step 382, loss 0.003, test 0.099
Epoch 10, step 383, loss 0.215, test 0.099
Epoch 10, step 384, loss 0.271, test 0.101
Epoch 10, step 385, loss 0.007, test 0.102
Epoch 10, step 386, loss 0.012, test 0.102
Epoch 10, step 387, loss 0.035, test 0.103
Epoch 10, step 388, loss 0.366, test 0.166
Epoch 10, step 389, loss 0.083, test 0.182
Epoch 10, step 390, loss 0.265, test 0.197
Epoch 10, step 391, loss 0.151, test 0.190
Epoch 10, step 392, loss 0.544, test 0.168
Epoch 10, step 393, loss 0.085, test 0.165
Epoch 10, step 394, loss 0.038, test 0.156
Epoch 10, step 395, loss 0.001, test 0.155
Epoch 10, step 396, loss 0.136, test 0.155
Epoch 10, step 397, loss 0.066, test 0.131
Epoch 10, step 398, loss 0.105, test 0.119
Epoch 10, step 399, loss 0.061, test 0.120
Epoch 10, step 400, loss 0.547, test 0.120
Epoch 10, step 401, loss 0.036, test 0.122
Epoch 10, step 402, loss 0.115, test 0.121
Epoch 10, step 403, loss 0.027, test 0.119
Epoch 10, step 404, loss 0.170, test 0.118
Epoch 10, step 405, loss 0.021, test 0.118
Epoch 10, step 406, loss 0.276, test 0.115
Epoch 10, step 407, loss 0.862, test 0.117
Epoch 10, step 408, loss 0.007, test 0.117
Epoch 10, step 409, loss 0.014, test 0.115
Epoch 10, step 410, loss 0.001, test 0.115
Epoch 10, step 411, loss 0.111, test 0.113
Epoch 10, step 412, loss 0.062, test 0.114
Epoch 10, step 413, loss 0.004, test 0.114
Epoch 10, step 414, loss 0.003, test 0.114
Epoch 10, step 415, loss 0.032, test 0.116
Epoch 10, step 416, loss 0.090, test 0.117
Epoch 10, step 417, loss 0.015, test 0.118
Epoch 10, step 418, loss 0.866, test 0.134
Epoch 10, step 419, loss 0.217, test 0.157
Epoch 10, step 420, loss 0.166, test 0.151
Epoch 10, step 421, loss 0.095, test 0.151
Epoch 10, step 422, loss 0.011, test 0.154
Epoch 10, step 423, loss 0.079, test 0.157
Epoch 10, step 424, loss 0.138, test 0.157
Epoch 10, step 425, loss 0.062, test 0.170
Epoch 10, step 426, loss 0.153, test 0.184
Epoch 10, step 427, loss 0.103, test 0.188
Epoch 10, step 428, loss 0.009, test 0.193
Epoch 10, step 429, loss 0.638, test 0.148
Epoch 10, step 430, loss 0.000, test 0.143
Epoch 10, step 431, loss 0.161, test 0.141
Epoch 10, step 432, loss 0.333, test 0.140
Epoch 10, step 433, loss 0.017, test 0.139
Epoch 10, step 434, loss 0.000, test 0.139
Epoch 10, step 435, loss 0.348, test 0.129
Epoch 10, step 436, loss 0.286, test 0.130
Epoch 10, step 437, loss 0.127, test 0.113
Epoch 10, step 438, loss 0.146, test 0.111
Epoch 10, step 439, loss 0.097, test 0.118
Epoch 10, step 440, loss 0.481, test 0.110
Epoch 10, step 441, loss 0.022, test 0.124
Epoch 10, step 442, loss 0.175, test 0.129
Epoch 10, step 443, loss 0.153, test 0.136
Epoch 10, step 444, loss 0.000, test 0.138
Epoch 10, step 445, loss 0.201, test 0.101
Epoch 10, step 446, loss 0.011, test 0.095
Epoch 10, step 447, loss 0.843, test 0.098
Epoch 10, step 448, loss 0.020, test 0.096
Epoch 10, step 449, loss 0.020, test 0.114
Epoch 10, step 450, loss 0.349, test 0.121
Epoch 10, step 451, loss 0.021, test 0.126
Epoch 10, step 452, loss 0.037, test 0.129
Epoch 10, step 453, loss 0.484, test 0.136
Epoch 10, step 454, loss 0.019, test 0.139
Epoch 10, step 455, loss 0.118, test 0.137
Epoch 10, step 456, loss 0.065, test 0.140
Epoch 10, step 457, loss 0.001, test 0.141
Epoch 10, step 458, loss 0.060, test 0.146
Epoch 10, step 459, loss 0.097, test 0.142
Epoch 10, step 460, loss 0.243, test 0.089
Epoch 10, step 461, loss 0.142, test 0.092
Epoch 10, step 462, loss 0.019, test 0.089
Epoch 10, step 463, loss 0.004, test 0.087
Epoch 10, step 464, loss 0.001, test 0.087
Epoch 10, step 465, loss 0.294, test 0.085
Epoch 10, step 466, loss 0.013, test 0.082
Epoch 10, step 467, loss 0.073, test 0.082
Epoch 10, step 468, loss 0.020, test 0.084
Epoch 10, step 469, loss 0.129, test 0.086
Epoch 10, step 470, loss 0.010, test 0.087
Epoch 10, step 471, loss 0.058, test 0.086
Epoch 10, step 472, loss 0.003, test 0.086
Epoch 10, step 473, loss 0.012, test 0.090
Epoch 10, step 474, loss 0.330, test 0.100
Epoch 10, step 475, loss 0.679, test 0.098
Epoch 10, step 476, loss 0.075, test 0.091
Epoch 10, step 477, loss 0.008, test 0.091
Epoch 10, step 478, loss 0.642, test 0.087
Epoch 10, step 479, loss 0.032, test 0.087
Epoch 10, step 480, loss 0.018, test 0.086
Epoch 10, step 481, loss 0.031, test 0.086
Epoch 10, step 482, loss 0.106, test 0.083
Epoch 10, step 483, loss 0.116, test 0.083
Epoch 10, step 484, loss 0.002, test 0.082
Epoch 10, step 485, loss 0.122, test 0.082
Epoch 10, step 486, loss 0.120, test 0.083
Epoch 10, step 487, loss 0.219, test 0.083
Epoch 10, step 488, loss 0.007, test 0.084
Epoch 10, step 489, loss 0.141, test 0.083
Epoch 10, step 490, loss 0.004, test 0.082
Epoch 10, step 491, loss 0.127, test 0.083
Epoch 10, step 492, loss 0.300, test 0.093
Epoch 10, step 493, loss 0.372, test 0.106
Epoch 10, step 494, loss 0.005, test 0.106
Epoch 10, step 495, loss 0.019, test 0.121
Epoch 10, step 496, loss 0.101, test 0.128
Epoch 10, step 497, loss 1.114, test 0.140
Epoch 10, step 498, loss 0.001, test 0.142
Epoch 10, step 499, loss 0.161, test 0.133
Epoch 10, step 500, loss 0.000, test 0.132
Epoch 10, step 501, loss 0.020, test 0.131
Epoch 10, step 502, loss 0.191, test 0.100
Epoch 10, step 503, loss 0.132, test 0.165
Epoch 10, step 504, loss 0.032, test 0.167
Epoch 10, step 505, loss 0.003, test 0.167
Epoch 10, step 506, loss 0.046, test 0.170
Epoch 10, step 507, loss 0.227, test 0.167
Epoch 10, step 508, loss 0.001, test 0.167
Epoch 10, step 509, loss 0.083, test 0.177
Epoch 10, step 510, loss 0.007, test 0.179
Epoch 10, step 511, loss 0.000, test 0.180
Epoch 10, step 512, loss 0.023, test 0.179
Epoch 10, step 513, loss 0.052, test 0.180
Epoch 10, step 514, loss 0.168, test 0.183
Epoch 10, step 515, loss 0.154, test 0.187
Epoch 10, step 516, loss 0.000, test 0.186
Epoch 10, step 517, loss 0.019, test 0.180
Epoch 10, step 518, loss 0.198, test 0.154
Epoch 10, step 519, loss 0.000, test 0.149
Epoch 10, step 520, loss 0.085, test 0.152
Epoch 10, step 521, loss 0.637, test 0.147
Epoch 10, step 522, loss 0.002, test 0.146
Epoch 10, step 523, loss 0.178, test 0.152
Epoch 10, step 524, loss 0.040, test 0.159
Epoch 10, step 525, loss 0.001, test 0.162
Epoch 10, step 526, loss 0.174, test 0.160
Epoch 10, step 527, loss 0.032, test 0.143
Epoch 10, step 528, loss 0.060, test 0.138
Epoch 10, step 529, loss 0.151, test 0.139
Epoch 10, step 530, loss 0.275, test 0.126
Epoch 10, step 531, loss 0.014, test 0.124
Epoch 10, step 532, loss 0.080, test 0.168
Epoch 10, step 533, loss 0.120, test 0.159
Epoch 10, step 534, loss 0.222, test 0.166
Epoch 10, step 535, loss 0.238, test 0.170
Epoch 10, step 536, loss 0.001, test 0.172
Epoch 10, step 537, loss 0.245, test 0.108
Epoch 10, step 538, loss 0.243, test 0.120
Epoch 10, step 539, loss 0.108, test 0.126
Epoch 10, step 540, loss 0.002, test 0.127
Epoch 10, step 541, loss 0.169, test 0.126
Epoch 10, step 542, loss 0.027, test 0.131
Epoch 10, step 543, loss 0.002, test 0.133
Epoch 10, step 544, loss 0.026, test 0.136
Epoch 10, step 545, loss 0.190, test 0.137
Epoch 10, step 546, loss 0.040, test 0.137
Epoch 10, step 547, loss 0.152, test 0.137
Epoch 10, step 548, loss 0.000, test 0.137
Epoch 10, step 549, loss 0.022, test 0.135
Epoch 10, step 550, loss 0.079, test 0.133
Epoch 10, step 551, loss 0.130, test 0.133
Epoch 10, step 552, loss 0.313, test 0.113
Epoch 10, step 553, loss 0.015, test 0.112
Epoch 10, step 554, loss 0.000, test 0.112
Epoch 10, step 555, loss 0.138, test 0.119
Epoch 10, step 556, loss 0.002, test 0.123
Epoch 10, step 557, loss 0.021, test 0.128
Epoch 10, step 558, loss 0.008, test 0.130
Epoch 10, step 559, loss 0.051, test 0.131
Epoch 10, step 560, loss 0.035, test 0.128
Epoch 10, step 561, loss 0.005, test 0.128
Epoch 10, step 562, loss 0.034, test 0.132
Epoch 10, step 563, loss 0.446, test 0.113
Epoch 10, step 564, loss 0.060, test 0.116
Epoch 10, step 565, loss 0.003, test 0.116
Epoch 10, step 566, loss 0.019, test 0.115
Epoch 10, step 567, loss 0.045, test 0.110
Epoch 10, step 568, loss 0.090, test 0.115
Epoch 10, step 569, loss 0.057, test 0.119
Epoch 10, step 570, loss 0.149, test 0.110
Epoch 10, step 571, loss 0.011, test 0.108
Epoch 10, step 572, loss 0.001, test 0.108
Epoch 10, step 573, loss 0.080, test 0.107
Epoch 10, step 574, loss 0.032, test 0.107
Epoch 10, step 575, loss 0.067, test 0.106
Epoch 10, step 576, loss 0.059, test 0.104
Epoch 10, step 577, loss 0.021, test 0.103
Epoch 10, step 578, loss 0.004, test 0.104
Epoch 10, step 579, loss 0.001, test 0.104
Epoch 10, step 580, loss 0.012, test 0.105
Epoch 10, step 581, loss 0.327, test 0.110
Epoch 10, step 582, loss 0.021, test 0.111
Epoch 10, step 583, loss 0.141, test 0.116
Epoch 10, step 584, loss 0.124, test 0.112
Epoch 10, step 585, loss 0.308, test 0.112
Epoch 10, step 586, loss 0.036, test 0.112
Epoch 10, step 587, loss 0.028, test 0.112
Epoch 10, step 588, loss 0.158, test 0.109
Epoch 10, step 589, loss 0.012, test 0.110
Epoch 10, step 590, loss 0.006, test 0.110
Epoch 10, step 591, loss 0.003, test 0.110
Epoch 10, step 592, loss 0.567, test 0.116
Epoch 10, step 593, loss 0.027, test 0.133
Epoch 10, step 594, loss 0.135, test 0.147
Epoch 10, step 595, loss 0.002, test 0.152
Epoch 10, step 596, loss 0.001, test 0.155
Epoch 10, step 597, loss 0.152, test 0.150
Epoch 10, step 598, loss 0.199, test 0.148
Epoch 10, step 599, loss 0.174, test 0.137
Epoch 10, step 600, loss 0.065, test 0.125
Epoch 10, step 601, loss 0.285, test 0.175
Epoch 10, step 602, loss 0.013, test 0.186
Epoch 10, step 603, loss 0.127, test 0.180
Epoch 10, step 604, loss 0.038, test 0.155
Epoch 10, step 605, loss 0.122, test 0.128
Epoch 10, step 606, loss 0.065, test 0.122
Epoch 10, step 607, loss 0.029, test 0.120
Epoch 10, step 608, loss 0.020, test 0.118
Epoch 10, step 609, loss 0.294, test 0.167
Epoch 10, step 610, loss 0.070, test 0.186
Epoch 10, step 611, loss 0.069, test 0.195
Epoch 10, step 612, loss 0.255, test 0.195
Epoch 10, step 613, loss 0.004, test 0.195
Epoch 10, step 614, loss 0.026, test 0.206
Epoch 10, step 615, loss 0.004, test 0.227
Epoch 10, step 616, loss 0.051, test 0.224
Epoch 10, step 617, loss 0.001, test 0.225
Epoch 10, step 618, loss 0.000, test 0.225
Epoch 10, step 619, loss 0.148, test 0.211
Epoch 10, step 620, loss 0.004, test 0.198
Epoch 10, step 621, loss 0.068, test 0.192
Epoch 10, step 622, loss 0.001, test 0.190
Epoch 10, step 623, loss 0.397, test 0.193
Epoch 10, step 624, loss 0.006, test 0.183
Epoch 10, step 625, loss 0.013, test 0.183
Epoch 10, step 626, loss 0.003, test 0.184
Epoch 10, step 627, loss 0.384, test 0.179
Epoch 10, step 628, loss 0.100, test 0.197
Epoch 10, step 629, loss 0.207, test 0.197
Epoch 10, step 630, loss 0.152, test 0.196
Epoch 10, step 631, loss 0.008, test 0.193
Epoch 10, step 632, loss 0.001, test 0.193
Epoch 10, step 633, loss 0.058, test 0.188
Epoch 10, step 634, loss 0.057, test 0.181
Epoch 10, step 635, loss 0.013, test 0.178
Epoch 10, step 636, loss 0.320, test 0.186
Epoch 10, step 637, loss 0.006, test 0.186
Epoch 10, step 638, loss 0.000, test 0.187
Epoch 10, step 639, loss 0.507, test 0.198
Epoch 10, step 640, loss 0.015, test 0.201
Epoch 10, step 641, loss 0.114, test 0.204
Epoch 10, step 642, loss 0.065, test 0.223
Epoch 10, step 643, loss 0.010, test 0.231
Epoch 10, step 644, loss 0.011, test 0.234
Epoch 10, step 645, loss 0.037, test 0.235
Epoch 10, step 646, loss 0.001, test 0.235
Epoch 10, step 647, loss 0.007, test 0.219
Epoch 10, step 648, loss 0.100, test 0.197
Epoch 10, step 649, loss 0.055, test 0.196
Epoch 10, step 650, loss 0.032, test 0.169
Epoch 10, step 651, loss 0.168, test 0.161
Epoch 10, step 652, loss 0.002, test 0.158
Epoch 10, step 653, loss 0.000, test 0.157
Epoch 10, step 654, loss 0.257, test 0.150
Epoch 10, step 655, loss 0.089, test 0.146
Epoch 10, step 656, loss 0.237, test 0.113
Epoch 10, step 657, loss 0.010, test 0.109
Epoch 10, step 658, loss 0.304, test 0.111
Epoch 10, step 659, loss 0.221, test 0.107
Epoch 10, step 660, loss 0.047, test 0.115
Epoch 10, step 661, loss 0.001, test 0.116
Epoch 10, step 662, loss 0.007, test 0.109
Epoch 10, step 663, loss 0.110, test 0.098
Epoch 10, step 664, loss 0.001, test 0.096
Epoch 10, step 665, loss 0.000, test 0.095
Epoch 10, step 666, loss 0.000, test 0.095
Epoch 10, step 667, loss 0.108, test 0.095
Epoch 10, step 668, loss 0.018, test 0.097
Epoch 10, step 669, loss 0.805, test 0.094
Epoch 10, step 670, loss 0.008, test 0.094
Epoch 10, step 671, loss 0.108, test 0.096
Epoch 10, step 672, loss 1.180, test 0.101
Epoch 10, step 673, loss 0.010, test 0.103
Epoch 10, step 674, loss 0.085, test 0.109
Epoch 10, step 675, loss 0.683, test 0.144
Epoch 10, step 676, loss 0.039, test 0.144
Epoch 10, step 677, loss 0.372, test 0.138
Epoch 10, step 678, loss 0.011, test 0.137
Epoch 10, step 679, loss 0.215, test 0.099
Epoch 10, step 680, loss 0.025, test 0.098
Epoch 10, step 681, loss 0.044, test 0.098
Epoch 10, step 682, loss 0.614, test 0.095
Epoch 10, step 683, loss 0.046, test 0.094
Epoch 10, step 684, loss 0.002, test 0.094
Epoch 10, step 685, loss 0.254, test 0.096
Epoch 10, step 686, loss 0.122, test 0.096
Epoch 10, step 687, loss 0.161, test 0.104
Epoch 10, step 688, loss 0.000, test 0.106
Epoch 10, step 689, loss 0.031, test 0.107
Epoch 10, step 690, loss 0.000, test 0.108
Epoch 10, step 691, loss 0.001, test 0.109
Epoch 10, step 692, loss 0.001, test 0.109
Epoch 10, step 693, loss 0.318, test 0.105
Epoch 10, step 694, loss 0.545, test 0.111
Epoch 10, step 695, loss 0.002, test 0.113
Epoch 10, step 696, loss 0.139, test 0.113
Epoch 10, step 697, loss 0.088, test 0.121
Epoch 10, step 698, loss 0.200, test 0.117
Epoch 10, step 699, loss 0.229, test 0.118
Epoch 10, step 700, loss 0.008, test 0.119
Epoch 10, step 701, loss 0.154, test 0.119
Epoch 10, step 702, loss 0.100, test 0.113
Epoch 10, step 703, loss 0.000, test 0.112
Epoch 10, step 704, loss 0.645, test 0.108
Epoch 10, step 705, loss 0.016, test 0.107
Epoch 10, step 706, loss 0.208, test 0.106
Epoch 10, step 707, loss 0.142, test 0.109
Epoch 10, step 708, loss 0.000, test 0.110
Epoch 10, step 709, loss 0.108, test 0.117
Epoch 10, step 710, loss 0.184, test 0.106
Epoch 10, step 711, loss 0.279, test 0.104
Epoch 10, step 712, loss 0.691, test 0.123
Epoch 10, step 713, loss 0.002, test 0.126
Epoch 10, step 714, loss 0.062, test 0.141
Epoch 10, step 715, loss 1.330, test 0.126
Epoch 10, step 716, loss 0.043, test 0.127
Epoch 10, step 717, loss 1.294, test 0.124
Epoch 10, step 718, loss 0.122, test 0.121
Epoch 10, step 719, loss 0.006, test 0.120
Epoch 10, step 720, loss 0.083, test 0.121
Epoch 10, step 721, loss 0.000, test 0.121
Epoch 10, step 722, loss 0.009, test 0.123
Epoch 10, step 723, loss 0.075, test 0.124
Epoch 10, step 724, loss 0.045, test 0.127
Epoch 10, step 725, loss 0.359, test 0.127
Epoch 10, step 726, loss 0.029, test 0.154
Epoch 10, step 727, loss 0.097, test 0.158

Epoch 10, step 728, loss 0.047, test 0.174
Epoch 10, step 729, loss 0.020, test 0.177
Epoch 10, step 730, loss 0.067, test 0.181
Epoch 10, step 731, loss 0.137, test 0.186
Epoch 10, step 732, loss 0.646, test 0.127
Epoch 10, step 733, loss 0.015, test 0.119
Epoch 10, step 734, loss 0.028, test 0.115
Epoch 10, step 735, loss 0.022, test 0.114
Epoch 10, step 736, loss 0.293, test 0.123
Epoch 10, step 737, loss 0.008, test 0.124
Epoch 10, step 738, loss 0.001, test 0.126
Epoch 10, step 739, loss 0.620, test 0.114
Epoch 10, step 740, loss 0.004, test 0.112
Epoch 10, step 741, loss 0.053, test 0.112
Epoch 10, step 742, loss 0.032, test 0.113
Epoch 10, step 743, loss 0.140, test 0.111
Epoch 10, step 744, loss 0.613, test 0.109
Epoch 10, step 745, loss 0.002, test 0.108
Epoch 10, step 746, loss 0.010, test 0.108
Epoch 10, step 747, loss 0.113, test 0.092
Epoch 10, step 748, loss 0.003, test 0.090
Epoch 10, step 749, loss 0.012, test 0.088
Epoch 10, step 750, loss 0.223, test 0.088
Epoch 10, step 751, loss 0.007, test 0.088
Epoch 10, step 752, loss 0.007, test 0.088
Epoch 10, step 753, loss 0.316, test 0.087
Epoch 10, step 754, loss 0.197, test 0.086
Epoch 10, step 755, loss 0.189, test 0.085
Epoch 10, step 756, loss 0.000, test 0.085
Epoch 10, step 757, loss 0.001, test 0.085
Epoch 10, step 758, loss 0.015, test 0.086
Epoch 10, step 759, loss 0.045, test 0.084
Epoch 10, step 760, loss 0.078, test 0.085
Epoch 10, step 761, loss 0.615, test 0.082
Epoch 10, step 762, loss 0.016, test 0.081
Epoch 10, step 763, loss 0.063, test 0.081
Epoch 10, step 764, loss 0.058, test 0.085
Epoch 10, step 765, loss 0.070, test 0.081
Epoch 10, step 766, loss 0.123, test 0.082
Epoch 10, step 767, loss 0.088, test 0.082
Epoch 10, step 768, loss 0.137, test 0.082
Epoch 10, step 769, loss 0.011, test 0.082
Epoch 10, step 770, loss 0.149, test 0.087
Epoch 10, step 771, loss 0.007, test 0.089
Epoch 10, step 772, loss 0.630, test 0.140
Epoch 10, step 773, loss 0.055, test 0.124
Epoch 10, step 774, loss 0.002, test 0.127
Epoch 10, step 775, loss 0.091, test 0.131
Epoch 10, step 776, loss 0.169, test 0.123
Epoch 10, step 777, loss 0.005, test 0.124
Epoch 10, step 778, loss 0.216, test 0.121
Epoch 10, step 779, loss 0.005, test 0.119
Epoch 10, step 780, loss 0.461, test 0.118
Epoch 10, step 781, loss 0.165, test 0.118
Epoch 10, step 782, loss 0.080, test 0.122
Epoch 10, step 783, loss 0.285, test 0.117
Epoch 10, step 784, loss 0.820, test 0.118
Epoch 10, step 785, loss 0.372, test 0.120
Epoch 10, step 786, loss 0.014, test 0.121
Epoch 10, step 787, loss 0.028, test 0.122
Epoch 10, step 788, loss 0.007, test 0.122
Epoch 10, step 789, loss 0.086, test 0.115
Epoch 10, step 790, loss 0.009, test 0.115
Epoch 10, step 791, loss 0.003, test 0.113
Epoch 10, step 792, loss 0.290, test 0.123
Epoch 10, step 793, loss 0.017, test 0.128
Epoch 10, step 794, loss 0.183, test 0.128
Epoch 10, step 795, loss 0.296, test 0.139
Epoch 10, step 796, loss 0.030, test 0.133
Epoch 10, step 797, loss 0.030, test 0.130
Epoch 10, step 798, loss 0.003, test 0.129
Epoch 10, step 799, loss 0.213, test 0.131
Epoch 10, step 800, loss 0.055, test 0.122
Epoch 10, step 801, loss 0.051, test 0.115
Epoch 10, step 802, loss 0.073, test 0.110
Epoch 10, step 803, loss 0.258, test 0.114
Epoch 10, step 804, loss 0.012, test 0.114
Epoch 10, step 805, loss 0.005, test 0.114
Epoch 10, step 806, loss 0.007, test 0.115
Epoch 10, step 807, loss 0.010, test 0.116
Epoch 10, step 808, loss 0.275, test 0.126
Epoch 10, step 809, loss 0.162, test 0.113
Epoch 10, step 810, loss 0.096, test 0.117
Epoch 10, step 811, loss 0.088, test 0.120
Epoch 10, step 812, loss 0.054, test 0.114
Epoch 10, step 813, loss 0.005, test 0.112
Epoch 10, step 814, loss 0.009, test 0.111
Epoch 10, step 815, loss 1.489, test 0.092
Epoch 10, step 816, loss 0.002, test 0.092
Epoch 10, step 817, loss 0.011, test 0.092
Epoch 10, step 818, loss 0.001, test 0.092
Epoch 10, step 819, loss 0.018, test 0.094
Epoch 10, step 820, loss 0.095, test 0.101
Epoch 10, step 821, loss 0.149, test 0.145
Epoch 10, step 822, loss 0.002, test 0.157
Epoch 10, step 823, loss 0.112, test 0.239
Epoch 10, step 824, loss 0.094, test 0.254
Epoch 10, step 825, loss 0.025, test 0.252
Epoch 10, step 826, loss 0.143, test 0.324
Epoch 10, step 827, loss 0.010, test 0.341
Epoch 10, step 828, loss 0.156, test 0.341
Epoch 10, step 829, loss 0.031, test 0.348
Epoch 10, step 830, loss 0.216, test 0.356
Epoch 10, step 831, loss 0.427, test 0.294
Epoch 10, step 832, loss 0.162, test 0.281
Epoch 10, step 833, loss 0.187, test 0.266
Epoch 10, step 834, loss 0.004, test 0.262
Epoch 10, step 835, loss 0.029, test 0.268
Epoch 10, step 836, loss 0.108, test 0.279
Epoch 10, step 837, loss 0.173, test 0.167
Epoch 10, step 838, loss 0.068, test 0.151
Epoch 10, step 839, loss 0.140, test 0.138
Epoch 10, step 840, loss 0.163, test 0.123
Epoch 10, step 841, loss 0.172, test 0.120
Epoch 10, step 842, loss 0.057, test 0.119
Epoch 10, step 843, loss 0.032, test 0.118
Epoch 10, step 844, loss 0.089, test 0.120
Epoch 10, step 845, loss 0.065, test 0.124
Epoch 10, step 846, loss 0.038, test 0.124
Epoch 10, step 847, loss 0.174, test 0.135
Epoch 10, step 848, loss 0.266, test 0.134
Epoch 10, step 849, loss 0.077, test 0.134
Epoch 10, step 850, loss 0.098, test 0.137
Epoch 10, step 851, loss 0.009, test 0.135
Epoch 10, step 852, loss 0.090, test 0.130
Epoch 10, step 853, loss 0.128, test 0.133
Epoch 10, step 854, loss 0.253, test 0.128
Epoch 10, step 855, loss 0.038, test 0.127
Epoch 10, step 856, loss 0.341, test 0.148
Epoch 10, step 857, loss 0.418, test 0.154
Epoch 10, step 858, loss 0.014, test 0.161
Epoch 10, step 859, loss 0.139, test 0.156
Epoch 10, step 860, loss 0.333, test 0.166
Epoch 10, step 861, loss 0.256, test 0.160
Epoch 10, step 862, loss 0.005, test 0.163
Epoch 10, step 863, loss 0.003, test 0.167
Epoch 10, step 864, loss 0.161, test 0.226
Epoch 10, step 865, loss 0.443, test 0.226
Epoch 10, step 866, loss 0.058, test 0.223
Epoch 10, step 867, loss 0.160, test 0.236
Epoch 10, step 868, loss 0.073, test 0.241
Epoch 10, step 869, loss 0.021, test 0.251
Epoch 10, step 870, loss 0.004, test 0.254
Epoch 10, step 871, loss 0.018, test 0.263
Epoch 10, step 872, loss 0.163, test 0.275
Epoch 10, step 873, loss 0.033, test 0.279
Epoch 10, step 874, loss 0.026, test 0.287
Epoch 10, step 875, loss 0.518, test 0.267
Epoch 10, step 876, loss 0.049, test 0.248
Epoch 10, step 877, loss 0.014, test 0.246
Epoch 10, step 878, loss 0.003, test 0.243
Epoch 10, step 879, loss 1.188, test 0.217
Epoch 10, step 880, loss 0.164, test 0.208
Epoch 10, step 881, loss 0.061, test 0.206
Epoch 10, step 882, loss 0.393, test 0.209
Epoch 10, step 883, loss 0.610, test 0.214
Epoch 10, step 884, loss 0.036, test 0.232
Epoch 10, step 885, loss 0.000, test 0.236
Epoch 10, step 886, loss 0.001, test 0.238
Epoch 10, step 887, loss 0.030, test 0.225
Epoch 10, step 888, loss 0.148, test 0.220
Epoch 10, step 889, loss 0.119, test 0.200
Epoch 10, step 890, loss 0.004, test 0.198
Epoch 10, step 891, loss 1.475, test 0.145
Epoch 10, step 892, loss 0.066, test 0.140
Epoch 10, step 893, loss 0.016, test 0.138
Epoch 10, step 894, loss 0.176, test 0.139
Epoch 10, step 895, loss 0.000, test 0.138
Epoch 10, step 896, loss 0.126, test 0.130
Epoch 10, step 897, loss 0.222, test 0.128
Epoch 10, step 898, loss 0.215, test 0.131
Epoch 10, step 899, loss 0.084, test 0.130
Epoch 10, step 900, loss 0.022, test 0.131
Epoch 10, step 901, loss 0.101, test 0.127
Epoch 10, step 902, loss 0.005, test 0.129
Epoch 10, step 903, loss 0.112, test 0.128
Epoch 10, step 904, loss 0.101, test 0.132
Epoch 10, step 905, loss 0.068, test 0.133
Epoch 10, step 906, loss 0.023, test 0.131
Epoch 10, step 907, loss 0.001, test 0.130
Epoch 10, step 908, loss 0.096, test 0.132
Epoch 10, step 909, loss 0.163, test 0.123
Epoch 10, step 910, loss 0.010, test 0.122
Epoch 10, step 911, loss 0.010, test 0.121
Epoch 10, step 912, loss 0.033, test 0.118
Epoch 10, step 913, loss 0.023, test 0.118
Epoch 10, step 914, loss 0.200, test 0.120
Epoch 10, step 915, loss 0.043, test 0.125
Epoch 10, step 916, loss 0.070, test 0.122
Epoch 10, step 917, loss 0.123, test 0.122
Epoch 10, step 918, loss 0.150, test 0.133
Epoch 10, step 919, loss 0.160, test 0.139
Epoch 10, step 920, loss 0.011, test 0.144
Epoch 10, step 921, loss 0.140, test 0.150
Epoch 10, step 922, loss 0.015, test 0.152
Epoch 10, step 923, loss 0.039, test 0.129
Epoch 10, step 924, loss 0.004, test 0.127
Epoch 10, step 925, loss 0.039, test 0.125
Epoch 10, step 926, loss 0.003, test 0.125
Epoch 10, step 927, loss 0.455, test 0.113
Epoch 10, step 928, loss 0.013, test 0.117
Epoch 10, step 929, loss 0.320, test 0.106
Epoch 10, step 930, loss 0.346, test 0.115
Epoch 10, step 931, loss 0.023, test 0.113
Epoch 10, step 932, loss 0.181, test 0.116
Epoch 10, step 933, loss 0.538, test 0.117
Epoch 10, step 934, loss 0.046, test 0.118
Epoch 10, step 935, loss 0.070, test 0.118
Epoch 10, step 936, loss 0.416, test 0.120
Epoch 10, step 937, loss 0.001, test 0.119
Epoch 10, step 938, loss 0.342, test 0.116
Epoch 10, step 939, loss 0.653, test 0.112
Epoch 10, step 940, loss 0.046, test 0.111
Epoch 10, step 941, loss 0.047, test 0.114
Epoch 10, step 942, loss 0.011, test 0.114
Epoch 10, step 943, loss 0.018, test 0.119
Epoch 10, step 944, loss 0.050, test 0.117
Epoch 10, step 945, loss 0.013, test 0.116
Epoch 10, step 946, loss 0.126, test 0.117
Epoch 10, step 947, loss 0.001, test 0.117
Epoch 10, step 948, loss 0.364, test 0.127
Epoch 10, step 949, loss 0.097, test 0.122
Epoch 10, step 950, loss 0.085, test 0.121
Epoch 10, step 951, loss 0.192, test 0.109
Epoch 10, step 952, loss 0.035, test 0.109
Epoch 10, step 953, loss 0.102, test 0.110
Epoch 10, step 954, loss 0.012, test 0.112
Epoch 10, step 955, loss 0.087, test 0.115
Epoch 10, step 956, loss 0.080, test 0.113
Epoch 10, step 957, loss 0.070, test 0.115
Epoch 10, step 958, loss 0.418, test 0.120
Epoch 10, step 959, loss 0.188, test 0.115
Epoch 10, step 960, loss 0.026, test 0.114
Epoch 10, step 961, loss 0.006, test 0.116
Epoch 10, step 962, loss 0.016, test 0.117
Epoch 10, step 963, loss 0.002, test 0.115
Epoch 10, step 964, loss 0.000, test 0.115
Epoch 10, step 965, loss 0.013, test 0.114
Epoch 10, step 966, loss 0.362, test 0.106
Epoch 10, step 967, loss 0.049, test 0.105
Epoch 10, step 968, loss 0.008, test 0.104
Epoch 10, step 969, loss 0.079, test 0.106
Epoch 10, step 970, loss 0.001, test 0.106
Epoch 10, step 971, loss 0.023, test 0.108
Epoch 10, step 972, loss 0.001, test 0.109
Epoch 10, step 973, loss 0.032, test 0.106
Epoch 10, step 974, loss 0.092, test 0.107
Epoch 10, step 975, loss 0.044, test 0.107
Epoch 10, step 976, loss 0.014, test 0.107
Epoch 10, step 977, loss 0.029, test 0.108
Epoch 10, step 978, loss 0.069, test 0.111
Epoch 10, step 979, loss 0.162, test 0.112
Epoch 10, step 980, loss 0.070, test 0.108
Epoch 10, step 981, loss 0.447, test 0.103
Epoch 10, step 982, loss 0.173, test 0.119
Epoch 10, step 983, loss 0.468, test 0.102
Epoch 10, step 984, loss 0.058, test 0.100
Epoch 10, step 985, loss 0.025, test 0.100
Epoch 10, step 986, loss 0.002, test 0.100
Epoch 10, step 987, loss 0.022, test 0.099
Epoch 10, step 988, loss 0.197, test 0.098
Epoch 10, step 989, loss 0.040, test 0.098
Epoch 10, step 990, loss 0.105, test 0.100
Epoch 10, step 991, loss 0.040, test 0.099
Epoch 10, step 992, loss 0.397, test 0.100
Epoch 10, step 993, loss 0.002, test 0.100
Epoch 10, step 994, loss 0.152, test 0.098
Epoch 10, step 995, loss 0.040, test 0.099
Epoch 10, step 996, loss 0.044, test 0.103
Epoch 10, step 997, loss 0.004, test 0.105
Epoch 10, step 998, loss 0.276, test 0.105
Epoch 10, step 999, loss 0.096, test 0.132
Epoch 11, step 0, loss 0.004, test 0.134
Epoch 11, step 1, loss 0.020, test 0.164
Epoch 11, step 2, loss 0.154, test 0.181
Epoch 11, step 3, loss 0.004, test 0.186
Epoch 11, step 4, loss 0.003, test 0.193
Epoch 11, step 5, loss 0.002, test 0.192
Epoch 11, step 6, loss 0.600, test 0.199
Epoch 11, step 7, loss 0.201, test 0.205
Epoch 11, step 8, loss 0.162, test 0.169
Epoch 11, step 9, loss 0.625, test 0.197
Epoch 11, step 10, loss 0.170, test 0.199
Epoch 11, step 11, loss 0.070, test 0.197
Epoch 11, step 12, loss 0.033, test 0.194
Epoch 11, step 13, loss 0.010, test 0.192
Epoch 11, step 14, loss 0.024, test 0.192
Epoch 11, step 15, loss 0.187, test 0.209
Epoch 11, step 16, loss 0.397, test 0.161
Epoch 11, step 17, loss 0.064, test 0.149
Epoch 11, step 18, loss 0.122, test 0.147
Epoch 11, step 19, loss 0.024, test 0.146
Epoch 11, step 20, loss 0.000, test 0.145
Epoch 11, step 21, loss 0.039, test 0.145
Epoch 11, step 22, loss 0.108, test 0.141
Epoch 11, step 23, loss 0.348, test 0.141
Epoch 11, step 24, loss 0.069, test 0.135
Epoch 11, step 25, loss 0.002, test 0.135
Epoch 11, step 26, loss 0.032, test 0.135
Epoch 11, step 27, loss 0.040, test 0.135
Epoch 11, step 28, loss 0.022, test 0.134
Epoch 11, step 29, loss 0.651, test 0.140
Epoch 11, step 30, loss 0.092, test 0.145
Epoch 11, step 31, loss 0.042, test 0.148
Epoch 11, step 32, loss 0.055, test 0.148
Epoch 11, step 33, loss 0.002, test 0.147
Epoch 11, step 34, loss 0.373, test 0.118
Epoch 11, step 35, loss 0.103, test 0.121
Epoch 11, step 36, loss 0.016, test 0.125
Epoch 11, step 37, loss 0.006, test 0.126
Epoch 11, step 38, loss 0.006, test 0.127
Epoch 11, step 39, loss 0.037, test 0.126
Epoch 11, step 40, loss 0.185, test 0.118
Epoch 11, step 41, loss 0.226, test 0.137
Epoch 11, step 42, loss 0.022, test 0.143
Epoch 11, step 43, loss 0.000, test 0.146
Epoch 11, step 44, loss 0.652, test 0.152
Epoch 11, step 45, loss 0.062, test 0.159
Epoch 11, step 46, loss 0.139, test 0.159
Epoch 11, step 47, loss 0.000, test 0.160
Epoch 11, step 48, loss 0.127, test 0.176
Epoch 11, step 49, loss 0.350, test 0.141
Epoch 11, step 50, loss 0.097, test 0.139
Epoch 11, step 51, loss 0.079, test 0.141
Epoch 11, step 52, loss 0.002, test 0.141
Epoch 11, step 53, loss 0.065, test 0.144
Epoch 11, step 54, loss 0.435, test 0.193
Epoch 11, step 55, loss 0.042, test 0.209
Epoch 11, step 56, loss 0.108, test 0.218
Epoch 11, step 57, loss 0.102, test 0.193
Epoch 11, step 58, loss 0.013, test 0.187
Epoch 11, step 59, loss 0.170, test 0.168
Epoch 11, step 60, loss 0.099, test 0.163
Epoch 11, step 61, loss 0.000, test 0.162
Epoch 11, step 62, loss 0.020, test 0.171
Epoch 11, step 63, loss 0.659, test 0.142
Epoch 11, step 64, loss 0.020, test 0.141
Epoch 11, step 65, loss 0.780, test 0.157
Epoch 11, step 66, loss 0.019, test 0.162
Epoch 11, step 67, loss 0.246, test 0.179
Epoch 11, step 68, loss 0.361, test 0.173
Epoch 11, step 69, loss 0.000, test 0.173
Epoch 11, step 70, loss 0.202, test 0.126
Epoch 11, step 71, loss 0.001, test 0.120
Epoch 11, step 72, loss 0.065, test 0.114
Epoch 11, step 73, loss 1.174, test 0.173
Epoch 11, step 74, loss 0.580, test 0.271
Epoch 11, step 75, loss 0.030, test 0.294
Epoch 11, step 76, loss 0.144, test 0.278
Epoch 11, step 77, loss 0.623, test 0.257
Epoch 11, step 78, loss 0.105, test 0.237
Epoch 11, step 79, loss 0.170, test 0.217
Epoch 11, step 80, loss 0.017, test 0.214
Epoch 11, step 81, loss 0.142, test 0.224
Epoch 11, step 82, loss 0.231, test 0.218
Epoch 11, step 83, loss 0.000, test 0.216
Epoch 11, step 84, loss 0.067, test 0.250
Epoch 11, step 85, loss 0.051, test 0.258
Epoch 11, step 86, loss 0.106, test 0.274
Epoch 11, step 87, loss 0.058, test 0.288
Epoch 11, step 88, loss 0.052, test 0.289
Epoch 11, step 89, loss 0.037, test 0.288
Epoch 11, step 90, loss 0.083, test 0.321
Epoch 11, step 91, loss 0.134, test 0.314
Epoch 11, step 92, loss 0.240, test 0.241
Epoch 11, step 93, loss 0.194, test 0.238
Epoch 11, step 94, loss 0.048, test 0.257
Epoch 11, step 95, loss 0.008, test 0.262
Epoch 11, step 96, loss 0.007, test 0.250
Epoch 11, step 97, loss 0.003, test 0.249
Epoch 11, step 98, loss 0.378, test 0.267
Epoch 11, step 99, loss 0.068, test 0.265
Epoch 11, step 100, loss 0.097, test 0.225
Epoch 11, step 101, loss 0.009, test 0.213
Epoch 11, step 102, loss 0.000, test 0.209
Epoch 11, step 103, loss 0.018, test 0.204
Epoch 11, step 104, loss 0.062, test 0.222
Epoch 11, step 105, loss 0.001, test 0.226
Epoch 11, step 106, loss 0.167, test 0.164
Epoch 11, step 107, loss 0.049, test 0.159
Epoch 11, step 108, loss 0.108, test 0.157
Epoch 11, step 109, loss 0.385, test 0.140
Epoch 11, step 110, loss 0.047, test 0.132
Epoch 11, step 111, loss 0.031, test 0.130
Epoch 11, step 112, loss 0.116, test 0.130
Epoch 11, step 113, loss 0.395, test 0.111
Epoch 11, step 114, loss 0.251, test 0.107
Epoch 11, step 115, loss 0.031, test 0.106
Epoch 11, step 116, loss 0.003, test 0.106
Epoch 11, step 117, loss 0.077, test 0.105
Epoch 11, step 118, loss 0.044, test 0.108
Epoch 11, step 119, loss 0.447, test 0.111
Epoch 11, step 120, loss 0.106, test 0.108
Epoch 11, step 121, loss 0.010, test 0.109
Epoch 11, step 122, loss 0.008, test 0.110
Epoch 11, step 123, loss 0.009, test 0.107
Epoch 11, step 124, loss 0.006, test 0.106
Epoch 11, step 125, loss 0.486, test 0.104
Epoch 11, step 126, loss 0.461, test 0.098
Epoch 11, step 127, loss 0.002, test 0.098
Epoch 11, step 128, loss 0.068, test 0.098
Epoch 11, step 129, loss 0.033, test 0.099
Epoch 11, step 130, loss 0.002, test 0.099
Epoch 11, step 131, loss 0.023, test 0.105
Epoch 11, step 132, loss 0.006, test 0.104
Epoch 11, step 133, loss 0.064, test 0.098
Epoch 11, step 134, loss 0.174, test 0.103
Epoch 11, step 135, loss 0.673, test 0.249
Epoch 11, step 136, loss 0.242, test 0.314
Epoch 11, step 137, loss 0.029, test 0.380
Epoch 11, step 138, loss 0.002, test 0.408
Epoch 11, step 139, loss 0.189, test 0.434
Epoch 11, step 140, loss 0.003, test 0.442
Epoch 11, step 141, loss 0.002, test 0.447
Epoch 11, step 142, loss 0.063, test 0.425
Epoch 11, step 143, loss 0.008, test 0.419
Epoch 11, step 144, loss 0.161, test 0.323
Epoch 11, step 145, loss 0.010, test 0.307
Epoch 11, step 146, loss 0.013, test 0.304
Epoch 11, step 147, loss 0.007, test 0.298
Epoch 11, step 148, loss 0.248, test 0.310
Epoch 11, step 149, loss 0.040, test 0.310
Epoch 11, step 150, loss 0.081, test 0.271
Epoch 11, step 151, loss 0.290, test 0.199
Epoch 11, step 152, loss 0.238, test 0.179
Epoch 11, step 153, loss 0.022, test 0.164
Epoch 11, step 154, loss 0.301, test 0.166
Epoch 11, step 155, loss 0.148, test 0.163
Epoch 11, step 156, loss 0.000, test 0.162
Epoch 11, step 157, loss 0.137, test 0.157
Epoch 11, step 158, loss 0.005, test 0.156
Epoch 11, step 159, loss 0.057, test 0.171
Epoch 11, step 160, loss 0.149, test 0.192
Epoch 11, step 161, loss 0.014, test 0.187
Epoch 11, step 162, loss 0.042, test 0.181
Epoch 11, step 163, loss 0.390, test 0.150
Epoch 11, step 164, loss 0.015, test 0.150
Epoch 11, step 165, loss 0.092, test 0.146
Epoch 11, step 166, loss 0.007, test 0.145
Epoch 11, step 167, loss 0.017, test 0.145
Epoch 11, step 168, loss 0.007, test 0.136
Epoch 11, step 169, loss 0.097, test 0.144
Epoch 11, step 170, loss 0.005, test 0.147
Epoch 11, step 171, loss 0.233, test 0.156
Epoch 11, step 172, loss 0.107, test 0.161
Epoch 11, step 173, loss 0.025, test 0.143
Epoch 11, step 174, loss 0.092, test 0.143
Epoch 11, step 175, loss 0.000, test 0.142
Epoch 11, step 176, loss 0.252, test 0.120
Epoch 11, step 177, loss 0.463, test 0.081
Epoch 11, step 178, loss 0.014, test 0.093
Epoch 11, step 179, loss 0.039, test 0.099
Epoch 11, step 180, loss 0.506, test 0.105
Epoch 11, step 181, loss 0.001, test 0.124
Epoch 11, step 182, loss 0.041, test 0.131
Epoch 11, step 183, loss 0.005, test 0.136
Epoch 11, step 184, loss 0.188, test 0.125
Epoch 11, step 185, loss 0.258, test 0.122
Epoch 11, step 186, loss 0.026, test 0.123
Epoch 11, step 187, loss 0.002, test 0.124
Epoch 11, step 188, loss 0.125, test 0.126
Epoch 11, step 189, loss 0.221, test 0.143
Epoch 11, step 190, loss 0.023, test 0.152
Epoch 11, step 191, loss 0.275, test 0.165
Epoch 11, step 192, loss 0.013, test 0.170
Epoch 11, step 193, loss 0.002, test 0.173
Epoch 11, step 194, loss 0.034, test 0.159
Epoch 11, step 195, loss 0.126, test 0.152
Epoch 11, step 196, loss 0.002, test 0.154
Epoch 11, step 197, loss 0.150, test 0.150
Epoch 11, step 198, loss 0.004, test 0.150
Epoch 11, step 199, loss 0.005, test 0.150
Epoch 11, step 200, loss 0.236, test 0.157
Epoch 11, step 201, loss 0.131, test 0.131
Epoch 11, step 202, loss 0.075, test 0.144
Epoch 11, step 203, loss 0.049, test 0.132
Epoch 11, step 204, loss 0.021, test 0.126
Epoch 11, step 205, loss 0.335, test 0.141
Epoch 11, step 206, loss 0.206, test 0.132
Epoch 11, step 207, loss 0.012, test 0.136
Epoch 11, step 208, loss 0.000, test 0.137
Epoch 11, step 209, loss 0.003, test 0.138
Epoch 11, step 210, loss 0.005, test 0.135
Epoch 11, step 211, loss 0.145, test 0.136
Epoch 11, step 212, loss 0.201, test 0.126
Epoch 11, step 213, loss 0.083, test 0.129
Epoch 11, step 214, loss 0.178, test 0.127
Epoch 11, step 215, loss 0.642, test 0.124
Epoch 11, step 216, loss 0.055, test 0.125
Epoch 11, step 217, loss 0.035, test 0.112
Epoch 11, step 218, loss 0.084, test 0.112
Epoch 11, step 219, loss 0.044, test 0.109
Epoch 11, step 220, loss 0.073, test 0.126
Epoch 11, step 221, loss 0.282, test 0.186
Epoch 11, step 222, loss 0.855, test 0.086
Epoch 11, step 223, loss 0.006, test 0.082
Epoch 11, step 224, loss 0.104, test 0.081
Epoch 11, step 225, loss 0.006, test 0.083
Epoch 11, step 226, loss 0.084, test 0.085
Epoch 11, step 227, loss 0.025, test 0.086
Epoch 11, step 228, loss 0.044, test 0.087
Epoch 11, step 229, loss 0.026, test 0.087
Epoch 11, step 230, loss 0.283, test 0.076
Epoch 11, step 231, loss 0.013, test 0.076
Epoch 11, step 232, loss 0.273, test 0.091
Epoch 11, step 233, loss 0.121, test 0.087
Epoch 11, step 234, loss 0.004, test 0.087
Epoch 11, step 235, loss 0.409, test 0.085
Epoch 11, step 236, loss 0.037, test 0.084
Epoch 11, step 237, loss 0.087, test 0.086
Epoch 11, step 238, loss 0.070, test 0.078
Epoch 11, step 239, loss 0.092, test 0.076
Epoch 11, step 240, loss 0.001, test 0.076
Epoch 11, step 241, loss 0.005, test 0.075
Epoch 11, step 242, loss 0.849, test 0.080
Epoch 11, step 243, loss 0.170, test 0.080
Epoch 11, step 244, loss 0.036, test 0.082
Epoch 11, step 245, loss 0.081, test 0.097
Epoch 11, step 246, loss 0.198, test 0.100
Epoch 11, step 247, loss 0.081, test 0.101
Epoch 11, step 248, loss 0.015, test 0.102
Epoch 11, step 249, loss 0.138, test 0.083
Epoch 11, step 250, loss 0.078, test 0.082
Epoch 11, step 251, loss 0.006, test 0.082
Epoch 11, step 252, loss 0.008, test 0.081
Epoch 11, step 253, loss 0.024, test 0.079
Epoch 11, step 254, loss 0.089, test 0.081
Epoch 11, step 255, loss 0.073, test 0.085
Epoch 11, step 256, loss 0.085, test 0.086
Epoch 11, step 257, loss 0.072, test 0.086
Epoch 11, step 258, loss 0.038, test 0.087
Epoch 11, step 259, loss 0.000, test 0.088
Epoch 11, step 260, loss 0.089, test 0.088
Epoch 11, step 261, loss 0.116, test 0.088
Epoch 11, step 262, loss 0.023, test 0.088
Epoch 11, step 263, loss 0.011, test 0.088
Epoch 11, step 264, loss 0.092, test 0.087
Epoch 11, step 265, loss 0.078, test 0.087
Epoch 11, step 266, loss 0.044, test 0.087
Epoch 11, step 267, loss 0.039, test 0.086
Epoch 11, step 268, loss 0.045, test 0.086
Epoch 11, step 269, loss 0.013, test 0.086
Epoch 11, step 270, loss 0.069, test 0.088
Epoch 11, step 271, loss 0.003, test 0.089
Epoch 11, step 272, loss 0.013, test 0.088
Epoch 11, step 273, loss 0.004, test 0.102
Epoch 11, step 274, loss 0.176, test 0.103
Epoch 11, step 275, loss 0.175, test 0.103
Epoch 11, step 276, loss 0.001, test 0.104
Epoch 11, step 277, loss 0.015, test 0.113
Epoch 11, step 278, loss 0.177, test 0.111
Epoch 11, step 279, loss 0.242, test 0.108
Epoch 11, step 280, loss 0.139, test 0.101
Epoch 11, step 281, loss 0.017, test 0.101
Epoch 11, step 282, loss 0.057, test 0.104
Epoch 11, step 283, loss 0.175, test 0.099
Epoch 11, step 284, loss 0.107, test 0.117
Epoch 11, step 285, loss 0.084, test 0.123
Epoch 11, step 286, loss 0.175, test 0.135
Epoch 11, step 287, loss 0.502, test 0.134
Epoch 11, step 288, loss 0.040, test 0.130
Epoch 11, step 289, loss 1.120, test 0.472
Epoch 11, step 290, loss 1.204, test 0.286
Epoch 11, step 291, loss 0.005, test 0.298
Epoch 11, step 292, loss 0.005, test 0.305
Epoch 11, step 293, loss 0.309, test 0.257
Epoch 11, step 294, loss 0.055, test 0.255
Epoch 11, step 295, loss 0.385, test 0.246
Epoch 11, step 296, loss 0.086, test 0.254
Epoch 11, step 297, loss 1.835, test 0.115
Epoch 11, step 298, loss 0.029, test 0.165
Epoch 11, step 299, loss 0.028, test 0.197
Epoch 11, step 300, loss 0.079, test 0.228
Epoch 11, step 301, loss 0.205, test 0.213
Epoch 11, step 302, loss 0.000, test 0.214
Epoch 11, step 303, loss 0.055, test 0.188
Epoch 11, step 304, loss 0.005, test 0.175
Epoch 11, step 305, loss 0.120, test 0.170
Epoch 11, step 306, loss 0.450, test 0.147
Epoch 11, step 307, loss 0.328, test 0.162
Epoch 11, step 308, loss 0.085, test 0.121
Epoch 11, step 309, loss 0.046, test 0.114
Epoch 11, step 310, loss 0.213, test 0.113
Epoch 11, step 311, loss 0.081, test 0.108
Epoch 11, step 312, loss 0.083, test 0.135
Epoch 11, step 313, loss 0.250, test 0.142
Epoch 11, step 314, loss 0.095, test 0.149
Epoch 11, step 315, loss 0.215, test 0.126
Epoch 11, step 316, loss 0.000, test 0.123
Epoch 11, step 317, loss 0.076, test 0.127
Epoch 11, step 318, loss 0.000, test 0.128
Epoch 11, step 319, loss 0.031, test 0.135
Epoch 11, step 320, loss 0.250, test 0.133
Epoch 11, step 321, loss 0.102, test 0.137
Epoch 11, step 322, loss 0.039, test 0.132
Epoch 11, step 323, loss 0.003, test 0.130

Epoch 11, step 324, loss 0.037, test 0.139
Epoch 11, step 325, loss 0.005, test 0.143
Epoch 11, step 326, loss 0.000, test 0.144
Epoch 11, step 327, loss 0.012, test 0.144
Epoch 11, step 328, loss 0.066, test 0.142
Epoch 11, step 329, loss 0.040, test 0.139
Epoch 11, step 330, loss 0.000, test 0.138
Epoch 11, step 331, loss 0.001, test 0.136
Epoch 11, step 332, loss 0.148, test 0.127
Epoch 11, step 333, loss 0.014, test 0.122
Epoch 11, step 334, loss 0.071, test 0.091
Epoch 11, step 335, loss 0.131, test 0.087
Epoch 11, step 336, loss 0.085, test 0.085
Epoch 11, step 337, loss 0.004, test 0.084
Epoch 11, step 338, loss 0.001, test 0.085
Epoch 11, step 339, loss 0.099, test 0.081
Epoch 11, step 340, loss 0.046, test 0.080
Epoch 11, step 341, loss 0.004, test 0.080
Epoch 11, step 342, loss 0.595, test 0.080
Epoch 11, step 343, loss 0.004, test 0.080
Epoch 11, step 344, loss 0.003, test 0.080
Epoch 11, step 345, loss 0.336, test 0.077
Epoch 11, step 346, loss 0.257, test 0.077
Epoch 11, step 347, loss 0.090, test 0.079
Epoch 11, step 348, loss 0.062, test 0.077
Epoch 11, step 349, loss 0.064, test 0.079
Epoch 11, step 350, loss 0.471, test 0.080
Epoch 11, step 351, loss 0.194, test 0.082
Epoch 11, step 352, loss 0.054, test 0.081
Epoch 11, step 353, loss 0.025, test 0.091
Epoch 11, step 354, loss 0.001, test 0.091
Epoch 11, step 355, loss 0.000, test 0.091
Epoch 11, step 356, loss 0.024, test 0.091
Epoch 11, step 357, loss 0.286, test 0.085
Epoch 11, step 358, loss 0.022, test 0.085
Epoch 11, step 359, loss 0.006, test 0.085
Epoch 11, step 360, loss 0.034, test 0.084
Epoch 11, step 361, loss 0.266, test 0.083
Epoch 11, step 362, loss 0.147, test 0.083
Epoch 11, step 363, loss 0.024, test 0.082
Epoch 11, step 364, loss 0.007, test 0.082
Epoch 11, step 365, loss 0.003, test 0.082
Epoch 11, step 366, loss 0.178, test 0.082
Epoch 11, step 367, loss 0.056, test 0.081
Epoch 11, step 368, loss 0.105, test 0.079
Epoch 11, step 369, loss 0.171, test 0.080
Epoch 11, step 370, loss 0.175, test 0.083
Epoch 11, step 371, loss 0.055, test 0.081
Epoch 11, step 372, loss 0.154, test 0.205
Epoch 11, step 373, loss 0.148, test 0.232
Epoch 11, step 374, loss 0.007, test 0.257
Epoch 11, step 375, loss 0.070, test 0.266
Epoch 11, step 376, loss 0.034, test 0.274
Epoch 11, step 377, loss 0.049, test 0.305
Epoch 11, step 378, loss 0.123, test 0.308
Epoch 11, step 379, loss 0.077, test 0.295
Epoch 11, step 380, loss 0.001, test 0.291
Epoch 11, step 381, loss 0.011, test 0.278
Epoch 11, step 382, loss 0.004, test 0.274
Epoch 11, step 383, loss 0.270, test 0.222
Epoch 11, step 384, loss 0.047, test 0.217
Epoch 11, step 385, loss 0.281, test 0.208
Epoch 11, step 386, loss 0.025, test 0.202
Epoch 11, step 387, loss 0.069, test 0.196
Epoch 11, step 388, loss 0.043, test 0.196
Epoch 11, step 389, loss 0.067, test 0.200
Epoch 11, step 390, loss 0.028, test 0.178
Epoch 11, step 391, loss 0.002, test 0.173
Epoch 11, step 392, loss 0.003, test 0.166
Epoch 11, step 393, loss 0.004, test 0.164
Epoch 11, step 394, loss 0.170, test 0.166
Epoch 11, step 395, loss 1.245, test 0.124
Epoch 11, step 396, loss 0.263, test 0.112
Epoch 11, step 397, loss 0.002, test 0.112
Epoch 11, step 398, loss 0.097, test 0.112
Epoch 11, step 399, loss 0.000, test 0.111
Epoch 11, step 400, loss 0.115, test 0.116
Epoch 11, step 401, loss 0.112, test 0.127
Epoch 11, step 402, loss 0.079, test 0.132
Epoch 11, step 403, loss 0.060, test 0.141
Epoch 11, step 404, loss 0.000, test 0.144
Epoch 11, step 405, loss 0.033, test 0.147
Epoch 11, step 406, loss 0.000, test 0.148
Epoch 11, step 407, loss 0.207, test 0.162
Epoch 11, step 408, loss 0.007, test 0.165
Epoch 11, step 409, loss 0.065, test 0.167
Epoch 11, step 410, loss 0.225, test 0.158
Epoch 11, step 411, loss 0.025, test 0.161
Epoch 11, step 412, loss 0.217, test 0.118
Epoch 11, step 413, loss 0.168, test 0.116
Epoch 11, step 414, loss 0.110, test 0.112
Epoch 11, step 415, loss 0.075, test 0.116
Epoch 11, step 416, loss 0.080, test 0.117
Epoch 11, step 417, loss 0.046, test 0.117
Epoch 11, step 418, loss 0.018, test 0.116
Epoch 11, step 419, loss 0.080, test 0.111
Epoch 11, step 420, loss 0.046, test 0.114
Epoch 11, step 421, loss 0.270, test 0.114
Epoch 11, step 422, loss 0.151, test 0.114
Epoch 11, step 423, loss 0.069, test 0.114
Epoch 11, step 424, loss 0.023, test 0.113
Epoch 11, step 425, loss 0.251, test 0.124
Epoch 11, step 426, loss 0.224, test 0.131
Epoch 11, step 427, loss 0.125, test 0.133
Epoch 11, step 428, loss 0.009, test 0.134
Epoch 11, step 429, loss 0.178, test 0.135
Epoch 11, step 430, loss 0.275, test 0.142
Epoch 11, step 431, loss 0.079, test 0.145
Epoch 11, step 432, loss 0.000, test 0.146
Epoch 11, step 433, loss 0.164, test 0.147
Epoch 11, step 434, loss 0.231, test 0.148
Epoch 11, step 435, loss 0.103, test 0.142
Epoch 11, step 436, loss 0.027, test 0.140
Epoch 11, step 437, loss 0.062, test 0.143
Epoch 11, step 438, loss 0.085, test 0.143
Epoch 11, step 439, loss 0.070, test 0.143
Epoch 11, step 440, loss 0.124, test 0.140
Epoch 11, step 441, loss 0.054, test 0.138
Epoch 11, step 442, loss 0.479, test 0.141
Epoch 11, step 443, loss 0.001, test 0.141
Epoch 11, step 444, loss 0.221, test 0.140
Epoch 11, step 445, loss 0.061, test 0.139
Epoch 11, step 446, loss 0.999, test 0.145
Epoch 11, step 447, loss 0.643, test 0.138
Epoch 11, step 448, loss 0.002, test 0.138
Epoch 11, step 449, loss 0.001, test 0.138
Epoch 11, step 450, loss 0.047, test 0.134
Epoch 11, step 451, loss 0.008, test 0.132
Epoch 11, step 452, loss 0.127, test 0.135
Epoch 11, step 453, loss 0.121, test 0.133
Epoch 11, step 454, loss 0.193, test 0.130
Epoch 11, step 455, loss 0.011, test 0.129
Epoch 11, step 456, loss 0.097, test 0.125
Epoch 11, step 457, loss 0.154, test 0.123
Epoch 11, step 458, loss 0.063, test 0.130
Epoch 11, step 459, loss 0.338, test 0.126
Epoch 11, step 460, loss 0.236, test 0.117
Epoch 11, step 461, loss 0.089, test 0.117
Epoch 11, step 462, loss 0.045, test 0.115
Epoch 11, step 463, loss 0.208, test 0.115
Epoch 11, step 464, loss 0.066, test 0.124
Epoch 11, step 465, loss 0.109, test 0.129
Epoch 11, step 466, loss 0.151, test 0.132
Epoch 11, step 467, loss 0.036, test 0.137
Epoch 11, step 468, loss 0.071, test 0.137
Epoch 11, step 469, loss 0.001, test 0.137
Epoch 11, step 470, loss 0.133, test 0.139
Epoch 11, step 471, loss 0.059, test 0.141
Epoch 11, step 472, loss 0.223, test 0.141
Epoch 11, step 473, loss 0.106, test 0.149
Epoch 11, step 474, loss 0.019, test 0.152
Epoch 11, step 475, loss 0.040, test 0.154
Epoch 11, step 476, loss 0.047, test 0.169
Epoch 11, step 477, loss 0.141, test 0.160
Epoch 11, step 478, loss 0.363, test 0.157
Epoch 11, step 479, loss 0.163, test 0.147
Epoch 11, step 480, loss 0.089, test 0.145
Epoch 11, step 481, loss 0.048, test 0.137
Epoch 11, step 482, loss 0.125, test 0.133
Epoch 11, step 483, loss 0.094, test 0.133
Epoch 11, step 484, loss 0.003, test 0.132
Epoch 11, step 485, loss 0.123, test 0.137
Epoch 11, step 486, loss 0.084, test 0.138
Epoch 11, step 487, loss 0.329, test 0.138
Epoch 11, step 488, loss 1.305, test 0.187
Epoch 11, step 489, loss 0.001, test 0.229
Epoch 11, step 490, loss 0.053, test 0.248
Epoch 11, step 491, loss 0.018, test 0.276
Epoch 11, step 492, loss 0.362, test 0.235
Epoch 11, step 493, loss 0.001, test 0.232
Epoch 11, step 494, loss 0.526, test 0.224
Epoch 11, step 495, loss 0.336, test 0.217
Epoch 11, step 496, loss 0.058, test 0.212
Epoch 11, step 497, loss 0.216, test 0.155
Epoch 11, step 498, loss 0.017, test 0.151
Epoch 11, step 499, loss 0.111, test 0.152
Epoch 11, step 500, loss 0.077, test 0.168
Epoch 11, step 501, loss 0.028, test 0.176
Epoch 11, step 502, loss 0.165, test 0.145
Epoch 11, step 503, loss 0.192, test 0.141
Epoch 11, step 504, loss 0.025, test 0.138
Epoch 11, step 505, loss 0.026, test 0.137
Epoch 11, step 506, loss 0.022, test 0.137
Epoch 11, step 507, loss 0.057, test 0.140
Epoch 11, step 508, loss 0.111, test 0.131
Epoch 11, step 509, loss 0.445, test 0.105
Epoch 11, step 510, loss 0.264, test 0.104
Epoch 11, step 511, loss 0.217, test 0.115
Epoch 11, step 512, loss 0.034, test 0.116
Epoch 11, step 513, loss 0.338, test 0.115
Epoch 11, step 514, loss 0.022, test 0.116
Epoch 11, step 515, loss 0.004, test 0.117
Epoch 11, step 516, loss 0.020, test 0.117
Epoch 11, step 517, loss 0.234, test 0.113
Epoch 11, step 518, loss 0.086, test 0.116
Epoch 11, step 519, loss 0.020, test 0.112
Epoch 11, step 520, loss 0.206, test 0.104
Epoch 11, step 521, loss 0.100, test 0.093
Epoch 11, step 522, loss 0.069, test 0.083
Epoch 11, step 523, loss 0.457, test 0.082
Epoch 11, step 524, loss 0.107, test 0.082
Epoch 11, step 525, loss 0.008, test 0.084
Epoch 11, step 526, loss 0.206, test 0.083
Epoch 11, step 527, loss 0.000, test 0.083
Epoch 11, step 528, loss 0.017, test 0.084
Epoch 11, step 529, loss 0.049, test 0.093
Epoch 11, step 530, loss 0.046, test 0.096
Epoch 11, step 531, loss 0.281, test 0.108
Epoch 11, step 532, loss 0.534, test 0.082
Epoch 11, step 533, loss 0.246, test 0.081
Epoch 11, step 534, loss 0.381, test 0.081
Epoch 11, step 535, loss 1.365, test 0.076
Epoch 11, step 536, loss 0.305, test 0.097
Epoch 11, step 537, loss 0.024, test 0.113
Epoch 11, step 538, loss 0.000, test 0.120
Epoch 11, step 539, loss 0.046, test 0.122
Epoch 11, step 540, loss 0.312, test 0.119
Epoch 11, step 541, loss 0.113, test 0.133
Epoch 11, step 542, loss 0.018, test 0.134
Epoch 11, step 543, loss 0.117, test 0.131
Epoch 11, step 544, loss 0.114, test 0.128
Epoch 11, step 545, loss 0.302, test 0.087
Epoch 11, step 546, loss 0.239, test 0.081
Epoch 11, step 547, loss 0.551, test 0.077
Epoch 11, step 548, loss 0.120, test 0.076
Epoch 11, step 549, loss 0.376, test 0.075
Epoch 11, step 550, loss 0.194, test 0.080
Epoch 11, step 551, loss 0.088, test 0.080
Epoch 11, step 552, loss 0.396, test 0.076
Epoch 11, step 553, loss 0.015, test 0.078
Epoch 11, step 554, loss 0.005, test 0.079
Epoch 11, step 555, loss 0.173, test 0.082
Epoch 11, step 556, loss 0.003, test 0.083
Epoch 11, step 557, loss 0.152, test 0.084
Epoch 11, step 558, loss 0.629, test 0.076
Epoch 11, step 559, loss 0.005, test 0.074
Epoch 11, step 560, loss 0.000, test 0.073
Epoch 11, step 561, loss 0.058, test 0.071
Epoch 11, step 562, loss 0.015, test 0.071
Epoch 11, step 563, loss 0.190, test 0.072
Epoch 11, step 564, loss 0.105, test 0.072
Epoch 11, step 565, loss 0.050, test 0.071
Epoch 11, step 566, loss 0.116, test 0.071
Epoch 11, step 567, loss 0.022, test 0.072
Epoch 11, step 568, loss 0.002, test 0.073
Epoch 11, step 569, loss 0.201, test 0.072
Epoch 11, step 570, loss 0.004, test 0.072
Epoch 11, step 571, loss 0.218, test 0.072
Epoch 11, step 572, loss 0.010, test 0.072
Epoch 11, step 573, loss 0.153, test 0.072
Epoch 11, step 574, loss 0.389, test 0.235
Epoch 11, step 575, loss 0.076, test 0.321
Epoch 11, step 576, loss 0.264, test 0.337
Epoch 11, step 577, loss 0.001, test 0.352
Epoch 11, step 578, loss 0.049, test 0.352
Epoch 11, step 579, loss 0.107, test 0.325
Epoch 11, step 580, loss 0.192, test 0.347
Epoch 11, step 581, loss 0.000, test 0.349
Epoch 11, step 582, loss 0.718, test 0.138
Epoch 11, step 583, loss 0.011, test 0.116
Epoch 11, step 584, loss 0.130, test 0.120
Epoch 11, step 585, loss 0.117, test 0.104
Epoch 11, step 586, loss 0.003, test 0.102
Epoch 11, step 587, loss 0.017, test 0.094
Epoch 11, step 588, loss 0.564, test 0.093
Epoch 11, step 589, loss 0.087, test 0.094
Epoch 11, step 590, loss 0.051, test 0.091
Epoch 11, step 591, loss 0.082, test 0.103
Epoch 11, step 592, loss 0.254, test 0.103
Epoch 11, step 593, loss 0.032, test 0.118
Epoch 11, step 594, loss 0.019, test 0.126
Epoch 11, step 595, loss 0.071, test 0.127
Epoch 11, step 596, loss 0.038, test 0.123
Epoch 11, step 597, loss 0.015, test 0.113
Epoch 11, step 598, loss 0.226, test 0.115
Epoch 11, step 599, loss 0.563, test 0.117
Epoch 11, step 600, loss 0.000, test 0.118
Epoch 11, step 601, loss 0.099, test 0.131
Epoch 11, step 602, loss 0.180, test 0.112
Epoch 11, step 603, loss 0.004, test 0.106
Epoch 11, step 604, loss 0.035, test 0.100
Epoch 11, step 605, loss 0.656, test 0.120
Epoch 11, step 606, loss 0.280, test 0.096
Epoch 11, step 607, loss 0.151, test 0.095
Epoch 11, step 608, loss 0.968, test 0.088
Epoch 11, step 609, loss 0.006, test 0.087
Epoch 11, step 610, loss 0.231, test 0.089
Epoch 11, step 611, loss 0.022, test 0.088
Epoch 11, step 612, loss 0.006, test 0.087
Epoch 11, step 613, loss 0.005, test 0.087
Epoch 11, step 614, loss 0.097, test 0.088
Epoch 11, step 615, loss 0.188, test 0.109
Epoch 11, step 616, loss 0.047, test 0.115
Epoch 11, step 617, loss 0.004, test 0.119
Epoch 11, step 618, loss 0.006, test 0.120
Epoch 11, step 619, loss 0.336, test 0.115
Epoch 11, step 620, loss 0.118, test 0.110
Epoch 11, step 621, loss 0.075, test 0.105
Epoch 11, step 622, loss 0.138, test 0.097
Epoch 11, step 623, loss 0.022, test 0.106
Epoch 11, step 624, loss 0.130, test 0.102
Epoch 11, step 625, loss 0.256, test 0.099
Epoch 11, step 626, loss 0.045, test 0.119
Epoch 11, step 627, loss 0.047, test 0.124
Epoch 11, step 628, loss 0.371, test 0.135
Epoch 11, step 629, loss 0.172, test 0.142
Epoch 11, step 630, loss 0.023, test 0.145
Epoch 11, step 631, loss 0.113, test 0.141
Epoch 11, step 632, loss 0.842, test 0.181
Epoch 11, step 633, loss 0.027, test 0.186
Epoch 11, step 634, loss 0.064, test 0.164
Epoch 11, step 635, loss 0.116, test 0.155
Epoch 11, step 636, loss 1.202, test 0.271
Epoch 11, step 637, loss 0.129, test 0.382
Epoch 11, step 638, loss 0.090, test 0.427
Epoch 11, step 639, loss 0.006, test 0.457
Epoch 11, step 640, loss 0.059, test 0.415
Epoch 11, step 641, loss 0.011, test 0.409
Epoch 11, step 642, loss 0.058, test 0.396
Epoch 11, step 643, loss 0.036, test 0.379
Epoch 11, step 644, loss 0.099, test 0.360
Epoch 11, step 645, loss 0.138, test 0.360
Epoch 11, step 646, loss 0.247, test 0.364
Epoch 11, step 647, loss 0.010, test 0.366
Epoch 11, step 648, loss 0.501, test 0.344
Epoch 11, step 649, loss 0.004, test 0.340
Epoch 11, step 650, loss 0.136, test 0.345
Epoch 11, step 651, loss 0.427, test 0.235
Epoch 11, step 652, loss 0.016, test 0.227
Epoch 11, step 653, loss 0.005, test 0.223
Epoch 11, step 654, loss 0.132, test 0.218
Epoch 11, step 655, loss 0.098, test 0.223
Epoch 11, step 656, loss 0.189, test 0.233
Epoch 11, step 657, loss 0.018, test 0.238
Epoch 11, step 658, loss 0.005, test 0.235
Epoch 11, step 659, loss 0.002, test 0.236
Epoch 11, step 660, loss 0.003, test 0.236
Epoch 11, step 661, loss 0.118, test 0.240
Epoch 11, step 662, loss 0.705, test 0.164
Epoch 11, step 663, loss 0.156, test 0.160
Epoch 11, step 664, loss 0.038, test 0.139
Epoch 11, step 665, loss 0.139, test 0.132
Epoch 11, step 666, loss 0.150, test 0.138
Epoch 11, step 667, loss 0.050, test 0.132
Epoch 11, step 668, loss 0.118, test 0.129

Epoch 11, step 669, loss 0.479, test 0.124
Epoch 11, step 670, loss 0.509, test 0.212
Epoch 11, step 671, loss 0.047, test 0.228
Epoch 11, step 672, loss 0.626, test 0.106
Epoch 11, step 673, loss 0.429, test 0.103
Epoch 11, step 674, loss 0.160, test 0.103
Epoch 11, step 675, loss 0.957, test 0.120
Epoch 11, step 676, loss 0.002, test 0.128
Epoch 11, step 677, loss 0.113, test 0.135
Epoch 11, step 678, loss 0.004, test 0.142
Epoch 11, step 679, loss 0.020, test 0.143
Epoch 11, step 680, loss 0.433, test 0.130
Epoch 11, step 681, loss 0.088, test 0.123
Epoch 11, step 682, loss 0.054, test 0.122
Epoch 11, step 683, loss 0.033, test 0.120
Epoch 11, step 684, loss 0.015, test 0.121
Epoch 11, step 685, loss 0.109, test 0.125
Epoch 11, step 686, loss 0.010, test 0.124
Epoch 11, step 687, loss 0.055, test 0.118
Epoch 11, step 688, loss 0.042, test 0.123
Epoch 11, step 689, loss 0.066, test 0.125
Epoch 11, step 690, loss 0.195, test 0.132
Epoch 11, step 691, loss 0.273, test 0.127
Epoch 11, step 692, loss 0.295, test 0.120
Epoch 11, step 693, loss 0.004, test 0.120
Epoch 11, step 694, loss 0.040, test 0.121
Epoch 11, step 695, loss 0.700, test 0.132
Epoch 11, step 696, loss 0.025, test 0.141
Epoch 11, step 697, loss 0.676, test 0.147
Epoch 11, step 698, loss 0.142, test 0.133
Epoch 11, step 699, loss 0.000, test 0.131
Epoch 11, step 700, loss 0.121, test 0.132
Epoch 11, step 701, loss 0.162, test 0.126
Epoch 11, step 702, loss 0.410, test 0.124
Epoch 11, step 703, loss 0.187, test 0.126
Epoch 11, step 704, loss 0.028, test 0.130
Epoch 11, step 705, loss 0.110, test 0.132
Epoch 11, step 706, loss 0.031, test 0.135
Epoch 11, step 707, loss 0.896, test 0.135
Epoch 11, step 708, loss 0.001, test 0.139
Epoch 11, step 709, loss 0.030, test 0.140
Epoch 11, step 710, loss 0.007, test 0.140
Epoch 11, step 711, loss 0.038, test 0.138
Epoch 11, step 712, loss 0.766, test 0.133
Epoch 11, step 713, loss 0.161, test 0.136
Epoch 11, step 714, loss 0.040, test 0.136
Epoch 11, step 715, loss 0.007, test 0.137
Epoch 11, step 716, loss 0.061, test 0.126
Epoch 11, step 717, loss 0.293, test 0.123
Epoch 11, step 718, loss 0.018, test 0.121
Epoch 11, step 719, loss 0.014, test 0.121
Epoch 11, step 720, loss 0.028, test 0.121
Epoch 11, step 721, loss 0.001, test 0.121
Epoch 11, step 722, loss 0.021, test 0.118
Epoch 11, step 723, loss 0.015, test 0.118
Epoch 11, step 724, loss 0.166, test 0.118
Epoch 11, step 725, loss 0.193, test 0.123
Epoch 11, step 726, loss 0.042, test 0.122
Epoch 11, step 727, loss 0.144, test 0.122
Epoch 11, step 728, loss 0.002, test 0.122
Epoch 11, step 729, loss 0.007, test 0.122
Epoch 11, step 730, loss 0.063, test 0.122
Epoch 11, step 731, loss 0.015, test 0.122
Epoch 11, step 732, loss 0.000, test 0.123
Epoch 11, step 733, loss 0.067, test 0.139
Epoch 11, step 734, loss 0.177, test 0.150
Epoch 11, step 735, loss 0.000, test 0.154
Epoch 11, step 736, loss 0.092, test 0.157
Epoch 11, step 737, loss 0.007, test 0.177
Epoch 11, step 738, loss 0.255, test 0.185
Epoch 11, step 739, loss 0.022, test 0.187
Epoch 11, step 740, loss 0.046, test 0.189
Epoch 11, step 741, loss 0.171, test 0.187
Epoch 11, step 742, loss 0.078, test 0.185
Epoch 11, step 743, loss 0.376, test 0.182
Epoch 11, step 744, loss 1.092, test 0.157
Epoch 11, step 745, loss 0.066, test 0.160
Epoch 11, step 746, loss 1.390, test 0.629
Epoch 11, step 747, loss 0.191, test 0.851
Epoch 11, step 748, loss 0.181, test 0.992
Epoch 11, step 749, loss 1.831, test 0.397
Epoch 11, step 750, loss 0.001, test 0.344
Epoch 11, step 751, loss 0.224, test 0.314
Epoch 11, step 752, loss 0.011, test 0.297
Epoch 11, step 753, loss 0.027, test 0.288
Epoch 11, step 754, loss 0.012, test 0.287
Epoch 11, step 755, loss 0.197, test 0.260
Epoch 11, step 756, loss 0.177, test 0.242
Epoch 11, step 757, loss 0.074, test 0.232
Epoch 11, step 758, loss 0.003, test 0.228
Epoch 11, step 759, loss 0.142, test 0.263
Epoch 11, step 760, loss 0.054, test 0.275
Epoch 11, step 761, loss 0.001, test 0.273
Epoch 11, step 762, loss 0.003, test 0.273
Epoch 11, step 763, loss 0.199, test 0.264
Epoch 11, step 764, loss 0.226, test 0.256
Epoch 11, step 765, loss 0.031, test 0.253
Epoch 11, step 766, loss 0.201, test 0.246
Epoch 11, step 767, loss 0.162, test 0.239
Epoch 11, step 768, loss 0.153, test 0.223
Epoch 11, step 769, loss 0.384, test 0.163
Epoch 11, step 770, loss 0.091, test 0.161
Epoch 11, step 771, loss 0.094, test 0.154
Epoch 11, step 772, loss 0.014, test 0.154
Epoch 11, step 773, loss 0.021, test 0.153
Epoch 11, step 774, loss 0.000, test 0.153
Epoch 11, step 775, loss 0.116, test 0.157
Epoch 11, step 776, loss 0.028, test 0.158
Epoch 11, step 777, loss 0.070, test 0.159
Epoch 11, step 778, loss 0.191, test 0.159
Epoch 11, step 779, loss 0.339, test 0.154
Epoch 11, step 780, loss 0.107, test 0.156
Epoch 11, step 781, loss 0.042, test 0.157
Epoch 11, step 782, loss 0.126, test 0.143
Epoch 11, step 783, loss 0.070, test 0.140
Epoch 11, step 784, loss 0.144, test 0.142
Epoch 11, step 785, loss 0.091, test 0.141
Epoch 11, step 786, loss 0.225, test 0.140
Epoch 11, step 787, loss 0.001, test 0.140
Epoch 11, step 788, loss 0.056, test 0.138
Epoch 11, step 789, loss 0.067, test 0.138
Epoch 11, step 790, loss 0.185, test 0.135
Epoch 11, step 791, loss 0.133, test 0.143
Epoch 11, step 792, loss 0.114, test 0.143
Epoch 11, step 793, loss 0.289, test 0.160
Epoch 11, step 794, loss 0.267, test 0.164
Epoch 11, step 795, loss 0.012, test 0.169
Epoch 11, step 796, loss 0.042, test 0.183
Epoch 11, step 797, loss 0.005, test 0.182
Epoch 11, step 798, loss 0.003, test 0.183
Epoch 11, step 799, loss 0.192, test 0.168
Epoch 11, step 800, loss 0.222, test 0.169
Epoch 11, step 801, loss 0.181, test 0.166
Epoch 11, step 802, loss 0.079, test 0.164
Epoch 11, step 803, loss 0.053, test 0.165
Epoch 11, step 804, loss 0.084, test 0.164
Epoch 11, step 805, loss 0.170, test 0.162
Epoch 11, step 806, loss 0.009, test 0.162
Epoch 11, step 807, loss 0.263, test 0.146
Epoch 11, step 808, loss 0.848, test 0.150
Epoch 11, step 809, loss 0.128, test 0.146
Epoch 11, step 810, loss 0.065, test 0.146
Epoch 11, step 811, loss 0.119, test 0.148
Epoch 11, step 812, loss 0.070, test 0.150
Epoch 11, step 813, loss 0.282, test 0.149
Epoch 11, step 814, loss 0.092, test 0.157
Epoch 11, step 815, loss 0.190, test 0.164
Epoch 11, step 816, loss 1.525, test 0.190
Epoch 11, step 817, loss 0.005, test 0.230
Epoch 11, step 818, loss 0.124, test 0.229
Epoch 11, step 819, loss 0.055, test 0.234
Epoch 11, step 820, loss 0.175, test 0.140
Epoch 11, step 821, loss 0.051, test 0.130
Epoch 11, step 822, loss 0.000, test 0.125
Epoch 11, step 823, loss 0.097, test 0.119
Epoch 11, step 824, loss 0.228, test 0.111
Epoch 11, step 825, loss 0.012, test 0.111
Epoch 11, step 826, loss 0.416, test 0.113
Epoch 11, step 827, loss 0.597, test 0.126
Epoch 11, step 828, loss 0.006, test 0.136
Epoch 11, step 829, loss 0.079, test 0.155
Epoch 11, step 830, loss 0.006, test 0.160
Epoch 11, step 831, loss 0.217, test 0.137
Epoch 11, step 832, loss 0.300, test 0.115
Epoch 11, step 833, loss 0.002, test 0.111
Epoch 11, step 834, loss 0.003, test 0.110
Epoch 11, step 835, loss 0.145, test 0.112
Epoch 11, step 836, loss 0.102, test 0.110
Epoch 11, step 837, loss 0.008, test 0.096
Epoch 11, step 838, loss 0.258, test 0.083
Epoch 11, step 839, loss 0.038, test 0.080
Epoch 11, step 840, loss 0.174, test 0.077
Epoch 11, step 841, loss 0.014, test 0.077
Epoch 11, step 842, loss 0.005, test 0.077
Epoch 11, step 843, loss 0.177, test 0.079
Epoch 11, step 844, loss 0.521, test 0.077
Epoch 11, step 845, loss 0.033, test 0.077
Epoch 11, step 846, loss 0.474, test 0.077
Epoch 11, step 847, loss 0.074, test 0.076
Epoch 11, step 848, loss 0.002, test 0.076
Epoch 11, step 849, loss 0.055, test 0.077
Epoch 11, step 850, loss 0.003, test 0.076
Epoch 11, step 851, loss 0.128, test 0.087
Epoch 11, step 852, loss 0.173, test 0.096
Epoch 11, step 853, loss 0.273, test 0.096
Epoch 11, step 854, loss 0.153, test 0.082
Epoch 11, step 855, loss 0.043, test 0.084
Epoch 11, step 856, loss 0.180, test 0.081
Epoch 11, step 857, loss 0.003, test 0.081
Epoch 11, step 858, loss 0.033, test 0.081
Epoch 11, step 859, loss 0.002, test 0.081
Epoch 11, step 860, loss 0.100, test 0.079
Epoch 11, step 861, loss 0.001, test 0.079
Epoch 11, step 862, loss 0.184, test 0.079
Epoch 11, step 863, loss 0.001, test 0.078
Epoch 11, step 864, loss 0.096, test 0.078
Epoch 11, step 865, loss 0.017, test 0.078
Epoch 11, step 866, loss 0.165, test 0.079
Epoch 11, step 867, loss 0.022, test 0.081
Epoch 11, step 868, loss 0.084, test 0.082
Epoch 11, step 869, loss 0.007, test 0.085
Epoch 11, step 870, loss 0.121, test 0.084
Epoch 11, step 871, loss 0.006, test 0.083
Epoch 11, step 872, loss 0.041, test 0.084
Epoch 11, step 873, loss 0.058, test 0.084
Epoch 11, step 874, loss 0.031, test 0.084
Epoch 11, step 875, loss 0.293, test 0.087
Epoch 11, step 876, loss 0.001, test 0.088
Epoch 11, step 877, loss 0.006, test 0.089
Epoch 11, step 878, loss 0.022, test 0.088
Epoch 11, step 879, loss 0.045, test 0.086
Epoch 11, step 880, loss 0.363, test 0.083
Epoch 11, step 881, loss 0.052, test 0.080
Epoch 11, step 882, loss 0.109, test 0.081
Epoch 11, step 883, loss 0.025, test 0.081
Epoch 11, step 884, loss 0.025, test 0.081
Epoch 11, step 885, loss 0.002, test 0.081
Epoch 11, step 886, loss 0.000, test 0.082
Epoch 11, step 887, loss 0.148, test 0.081
Epoch 11, step 888, loss 0.000, test 0.080
Epoch 11, step 889, loss 0.502, test 0.082
Epoch 11, step 890, loss 0.007, test 0.081
Epoch 11, step 891, loss 1.081, test 0.107
Epoch 11, step 892, loss 0.026, test 0.109
Epoch 11, step 893, loss 0.075, test 0.125
Epoch 11, step 894, loss 0.040, test 0.123
Epoch 11, step 895, loss 0.085, test 0.137
Epoch 11, step 896, loss 0.064, test 0.138
Epoch 11, step 897, loss 0.031, test 0.141
Epoch 11, step 898, loss 0.064, test 0.145
Epoch 11, step 899, loss 0.021, test 0.147
Epoch 11, step 900, loss 0.079, test 0.156
Epoch 11, step 901, loss 0.347, test 0.166
Epoch 11, step 902, loss 0.165, test 0.200
Epoch 11, step 903, loss 0.276, test 0.185
Epoch 11, step 904, loss 0.128, test 0.180
Epoch 11, step 905, loss 0.090, test 0.160
Epoch 11, step 906, loss 0.069, test 0.169
Epoch 11, step 907, loss 0.403, test 0.189
Epoch 11, step 908, loss 0.084, test 0.216
Epoch 11, step 909, loss 0.213, test 0.227
Epoch 11, step 910, loss 0.000, test 0.231
Epoch 11, step 911, loss 0.074, test 0.219
Epoch 11, step 912, loss 0.022, test 0.209
Epoch 11, step 913, loss 0.141, test 0.160
Epoch 11, step 914, loss 0.007, test 0.155
Epoch 11, step 915, loss 0.113, test 0.155
Epoch 11, step 916, loss 0.118, test 0.152
Epoch 11, step 917, loss 0.000, test 0.151
Epoch 11, step 918, loss 0.009, test 0.151
Epoch 11, step 919, loss 0.059, test 0.149
Epoch 11, step 920, loss 0.002, test 0.147
Epoch 11, step 921, loss 0.981, test 0.125
Epoch 11, step 922, loss 0.088, test 0.119
Epoch 11, step 923, loss 0.183, test 0.115
Epoch 11, step 924, loss 0.050, test 0.115
Epoch 11, step 925, loss 0.001, test 0.114
Epoch 11, step 926, loss 0.007, test 0.113
Epoch 11, step 927, loss 0.042, test 0.103
Epoch 11, step 928, loss 0.026, test 0.100
Epoch 11, step 929, loss 0.012, test 0.099
Epoch 11, step 930, loss 0.030, test 0.100
Epoch 11, step 931, loss 0.107, test 0.101
Epoch 11, step 932, loss 0.149, test 0.113
Epoch 11, step 933, loss 0.005, test 0.115
Epoch 11, step 934, loss 0.001, test 0.117
Epoch 11, step 935, loss 0.140, test 0.124
Epoch 11, step 936, loss 0.097, test 0.141
Epoch 11, step 937, loss 0.115, test 0.140
Epoch 11, step 938, loss 0.021, test 0.142
Epoch 11, step 939, loss 0.248, test 0.146
Epoch 11, step 940, loss 0.151, test 0.134
Epoch 11, step 941, loss 0.001, test 0.132
Epoch 11, step 942, loss 0.020, test 0.133
Epoch 11, step 943, loss 0.058, test 0.137
Epoch 11, step 944, loss 0.010, test 0.142
Epoch 11, step 945, loss 0.191, test 0.126
Epoch 11, step 946, loss 0.019, test 0.123
Epoch 11, step 947, loss 0.337, test 0.127
Epoch 11, step 948, loss 0.023, test 0.131
Epoch 11, step 949, loss 0.002, test 0.133
Epoch 11, step 950, loss 0.049, test 0.136
Epoch 11, step 951, loss 0.076, test 0.132
Epoch 11, step 952, loss 0.215, test 0.128
Epoch 11, step 953, loss 0.167, test 0.122
Epoch 11, step 954, loss 0.848, test 0.155
Epoch 11, step 955, loss 0.000, test 0.161
Epoch 11, step 956, loss 0.380, test 0.099
Epoch 11, step 957, loss 0.058, test 0.092
Epoch 11, step 958, loss 0.101, test 0.090
Epoch 11, step 959, loss 0.015, test 0.089
Epoch 11, step 960, loss 0.001, test 0.089
Epoch 11, step 961, loss 0.354, test 0.089
Epoch 11, step 962, loss 0.370, test 0.083
Epoch 11, step 963, loss 0.109, test 0.082
Epoch 11, step 964, loss 0.236, test 0.091
Epoch 11, step 965, loss 0.019, test 0.095
Epoch 11, step 966, loss 0.053, test 0.084
Epoch 11, step 967, loss 0.066, test 0.083
Epoch 11, step 968, loss 0.346, test 0.083
Epoch 11, step 969, loss 0.038, test 0.082
Epoch 11, step 970, loss 0.668, test 0.089
Epoch 11, step 971, loss 0.023, test 0.091
Epoch 11, step 972, loss 0.218, test 0.078
Epoch 11, step 973, loss 0.515, test 0.075
Epoch 11, step 974, loss 0.253, test 0.078
Epoch 11, step 975, loss 0.123, test 0.091
Epoch 11, step 976, loss 0.256, test 0.092
Epoch 11, step 977, loss 0.000, test 0.093
Epoch 11, step 978, loss 0.107, test 0.092
Epoch 11, step 979, loss 0.001, test 0.093
Epoch 11, step 980, loss 0.090, test 0.081
Epoch 11, step 981, loss 0.113, test 0.079
Epoch 11, step 982, loss 0.030, test 0.078
Epoch 11, step 983, loss 0.003, test 0.078
Epoch 11, step 984, loss 0.675, test 0.087
Epoch 11, step 985, loss 0.283, test 0.088
Epoch 11, step 986, loss 0.014, test 0.091
Epoch 11, step 987, loss 0.004, test 0.091
Epoch 11, step 988, loss 0.019, test 0.088
Epoch 11, step 989, loss 0.039, test 0.091
Epoch 11, step 990, loss 0.004, test 0.092
Epoch 11, step 991, loss 0.113, test 0.098
Epoch 11, step 992, loss 0.005, test 0.098
Epoch 11, step 993, loss 0.034, test 0.098
Epoch 11, step 994, loss 0.021, test 0.101
Epoch 11, step 995, loss 0.095, test 0.099
Epoch 11, step 996, loss 0.127, test 0.093
Epoch 11, step 997, loss 0.006, test 0.091
Epoch 11, step 998, loss 0.160, test 0.094
Epoch 11, step 999, loss 0.009, test 0.095
Epoch 12, step 0, loss 0.059, test 0.098
Epoch 12, step 1, loss 0.034, test 0.104
Epoch 12, step 2, loss 0.030, test 0.106
Epoch 12, step 3, loss 0.127, test 0.097
Epoch 12, step 4, loss 0.017, test 0.095
Epoch 12, step 5, loss 0.009, test 0.094
Epoch 12, step 6, loss 0.000, test 0.093
Epoch 12, step 7, loss 0.343, test 0.097
Epoch 12, step 8, loss 0.070, test 0.118
Epoch 12, step 9, loss 0.884, test 0.106
Epoch 12, step 10, loss 0.236, test 0.081
Epoch 12, step 11, loss 0.000, test 0.078
Epoch 12, step 12, loss 0.274, test 0.076
Epoch 12, step 13, loss 0.001, test 0.075
Epoch 12, step 14, loss 0.027, test 0.075
Epoch 12, step 15, loss 0.000, test 0.075
Epoch 12, step 16, loss 0.033, test 0.075
Epoch 12, step 17, loss 0.130, test 0.076
Epoch 12, step 18, loss 0.144, test 0.079
Epoch 12, step 19, loss 0.028, test 0.088
Epoch 12, step 20, loss 0.030, test 0.090
Epoch 12, step 21, loss 0.007, test 0.092
Epoch 12, step 22, loss 0.003, test 0.091
Epoch 12, step 23, loss 0.015, test 0.092
Epoch 12, step 24, loss 0.004, test 0.089
Epoch 12, step 25, loss 0.254, test 0.102
Epoch 12, step 26, loss 0.019, test 0.097
Epoch 12, step 27, loss 0.000, test 0.098
Epoch 12, step 28, loss 0.006, test 0.097
Epoch 12, step 29, loss 0.016, test 0.097
Epoch 12, step 30, loss 0.392, test 0.088
Epoch 12, step 31, loss 0.086, test 0.089
Epoch 12, step 32, loss 0.001, test 0.090
Epoch 12, step 33, loss 0.084, test 0.088
Epoch 12, step 34, loss 1.100, test 0.081
Epoch 12, step 35, loss 0.033, test 0.080
Epoch 12, step 36, loss 0.297, test 0.081
Epoch 12, step 37, loss 0.104, test 0.082
Epoch 12, step 38, loss 0.096, test 0.083
Epoch 12, step 39, loss 0.412, test 0.086
Epoch 12, step 40, loss 0.007, test 0.087
Epoch 12, step 41, loss 0.004, test 0.087
Epoch 12, step 42, loss 0.118, test 0.085
Epoch 12, step 43, loss 0.028, test 0.085
Epoch 12, step 44, loss 0.049, test 0.084
Epoch 12, step 45, loss 0.001, test 0.084
Epoch 12, step 46, loss 0.000, test 0.084
Epoch 12, step 47, loss 0.015, test 0.084
Epoch 12, step 48, loss 0.119, test 0.084
Epoch 12, step 49, loss 0.191, test 0.083
Epoch 12, step 50, loss 1.093, test 0.081
Epoch 12, step 51, loss 0.020, test 0.081
Epoch 12, step 52, loss 0.005, test 0.081
Epoch 12, step 53, loss 0.045, test 0.081
Epoch 12, step 54, loss 0.015, test 0.081
Epoch 12, step 55, loss 0.186, test 0.076
Epoch 12, step 56, loss 0.125, test 0.075
Epoch 12, step 57, loss 0.078, test 0.074
Epoch 12, step 58, loss 0.081, test 0.075
Epoch 12, step 59, loss 0.184, test 0.078
Epoch 12, step 60, loss 0.505, test 0.101
Epoch 12, step 61, loss 0.000, test 0.108
Epoch 12, step 62, loss 0.048, test 0.112
Epoch 12, step 63, loss 0.152, test 0.117
Epoch 12, step 64, loss 0.123, test 0.124
Epoch 12, step 65, loss 0.013, test 0.131
Epoch 12, step 66, loss 0.152, test 0.101
Epoch 12, step 67, loss 0.039, test 0.090
Epoch 12, step 68, loss 0.017, test 0.089
Epoch 12, step 69, loss 0.214, test 0.087
Epoch 12, step 70, loss 0.129, test 0.084
Epoch 12, step 71, loss 0.012, test 0.082
Epoch 12, step 72, loss 0.045, test 0.081
Epoch 12, step 73, loss 0.216, test 0.081
Epoch 12, step 74, loss 0.030, test 0.080
Epoch 12, step 75, loss 0.010, test 0.080
Epoch 12, step 76, loss 0.078, test 0.081
Epoch 12, step 77, loss 0.143, test 0.083
Epoch 12, step 78, loss 0.003, test 0.084
Epoch 12, step 79, loss 0.036, test 0.086
Epoch 12, step 80, loss 0.114, test 0.090
Epoch 12, step 81, loss 0.025, test 0.088
Epoch 12, step 82, loss 0.138, test 0.085
Epoch 12, step 83, loss 0.075, test 0.084
Epoch 12, step 84, loss 0.246, test 0.082
Epoch 12, step 85, loss 0.033, test 0.088
Epoch 12, step 86, loss 0.067, test 0.085
Epoch 12, step 87, loss 0.361, test 0.089
Epoch 12, step 88, loss 0.121, test 0.089
Epoch 12, step 89, loss 0.273, test 0.092
Epoch 12, step 90, loss 0.120, test 0.092
Epoch 12, step 91, loss 0.283, test 0.091
Epoch 12, step 92, loss 0.017, test 0.090
Epoch 12, step 93, loss 0.114, test 0.107
Epoch 12, step 94, loss 0.005, test 0.111
Epoch 12, step 95, loss 0.001, test 0.113
Epoch 12, step 96, loss 0.444, test 0.119
Epoch 12, step 97, loss 0.064, test 0.133
Epoch 12, step 98, loss 0.006, test 0.146
Epoch 12, step 99, loss 0.098, test 0.159
Epoch 12, step 100, loss 0.111, test 0.147
Epoch 12, step 101, loss 0.127, test 0.143
Epoch 12, step 102, loss 0.001, test 0.140
Epoch 12, step 103, loss 0.008, test 0.141
Epoch 12, step 104, loss 0.086, test 0.151
Epoch 12, step 105, loss 0.060, test 0.144
Epoch 12, step 106, loss 0.000, test 0.144
Epoch 12, step 107, loss 0.614, test 0.139
Epoch 12, step 108, loss 0.035, test 0.130
Epoch 12, step 109, loss 0.043, test 0.127
Epoch 12, step 110, loss 0.001, test 0.126
Epoch 12, step 111, loss 0.001, test 0.125
Epoch 12, step 112, loss 0.062, test 0.129
Epoch 12, step 113, loss 0.043, test 0.121
Epoch 12, step 114, loss 0.365, test 0.122
Epoch 12, step 115, loss 0.069, test 0.113
Epoch 12, step 116, loss 0.004, test 0.114
Epoch 12, step 117, loss 0.187, test 0.092
Epoch 12, step 118, loss 0.029, test 0.090
Epoch 12, step 119, loss 0.010, test 0.089
Epoch 12, step 120, loss 0.007, test 0.088
Epoch 12, step 121, loss 0.516, test 0.093
Epoch 12, step 122, loss 0.074, test 0.094
Epoch 12, step 123, loss 0.037, test 0.094
Epoch 12, step 124, loss 0.003, test 0.093
Epoch 12, step 125, loss 0.004, test 0.093
Epoch 12, step 126, loss 0.107, test 0.090
Epoch 12, step 127, loss 0.050, test 0.089
Epoch 12, step 128, loss 0.002, test 0.088
Epoch 12, step 129, loss 0.484, test 0.091
Epoch 12, step 130, loss 0.005, test 0.090
Epoch 12, step 131, loss 0.042, test 0.089
Epoch 12, step 132, loss 0.031, test 0.090
Epoch 12, step 133, loss 0.001, test 0.090
Epoch 12, step 134, loss 0.000, test 0.090
Epoch 12, step 135, loss 0.002, test 0.090
Epoch 12, step 136, loss 0.252, test 0.091
Epoch 12, step 137, loss 0.148, test 0.093
Epoch 12, step 138, loss 0.111, test 0.093
Epoch 12, step 139, loss 0.475, test 0.098
Epoch 12, step 140, loss 0.093, test 0.093
Epoch 12, step 141, loss 0.025, test 0.095
Epoch 12, step 142, loss 0.015, test 0.095
Epoch 12, step 143, loss 0.002, test 0.095
Epoch 12, step 144, loss 0.264, test 0.096
Epoch 12, step 145, loss 0.148, test 0.097
Epoch 12, step 146, loss 0.008, test 0.096
Epoch 12, step 147, loss 0.342, test 0.100
Epoch 12, step 148, loss 0.000, test 0.100
Epoch 12, step 149, loss 0.000, test 0.101
Epoch 12, step 150, loss 0.115, test 0.103
Epoch 12, step 151, loss 0.185, test 0.126
Epoch 12, step 152, loss 0.325, test 0.117
Epoch 12, step 153, loss 0.017, test 0.117
Epoch 12, step 154, loss 0.041, test 0.120
Epoch 12, step 155, loss 0.005, test 0.122
Epoch 12, step 156, loss 0.002, test 0.122
Epoch 12, step 157, loss 0.058, test 0.120
Epoch 12, step 158, loss 0.014, test 0.118
Epoch 12, step 159, loss 0.063, test 0.099
Epoch 12, step 160, loss 0.128, test 0.097
Epoch 12, step 161, loss 0.574, test 0.098
Epoch 12, step 162, loss 0.070, test 0.098
Epoch 12, step 163, loss 0.334, test 0.099
Epoch 12, step 164, loss 0.001, test 0.100
Epoch 12, step 165, loss 0.012, test 0.100
Epoch 12, step 166, loss 0.062, test 0.100
Epoch 12, step 167, loss 0.081, test 0.100
Epoch 12, step 168, loss 0.310, test 0.100
Epoch 12, step 169, loss 0.428, test 0.101
Epoch 12, step 170, loss 0.021, test 0.101
Epoch 12, step 171, loss 0.008, test 0.101
Epoch 12, step 172, loss 0.056, test 0.101
Epoch 12, step 173, loss 0.163, test 0.095
Epoch 12, step 174, loss 0.695, test 0.196
Epoch 12, step 175, loss 0.102, test 0.240
Epoch 12, step 176, loss 0.090, test 0.272
Epoch 12, step 177, loss 0.308, test 0.253
Epoch 12, step 178, loss 0.155, test 0.250
Epoch 12, step 179, loss 0.554, test 0.184
Epoch 12, step 180, loss 0.042, test 0.172
Epoch 12, step 181, loss 0.039, test 0.169
Epoch 12, step 182, loss 0.089, test 0.164
Epoch 12, step 183, loss 0.017, test 0.172
Epoch 12, step 184, loss 0.693, test 0.264
Epoch 12, step 185, loss 0.113, test 0.265
Epoch 12, step 186, loss 0.329, test 0.172
Epoch 12, step 187, loss 0.132, test 0.148
Epoch 12, step 188, loss 0.023, test 0.129
Epoch 12, step 189, loss 0.042, test 0.126
Epoch 12, step 190, loss 0.218, test 0.113
Epoch 12, step 191, loss 0.165, test 0.074
Epoch 12, step 192, loss 0.170, test 0.074
Epoch 12, step 193, loss 0.018, test 0.075
Epoch 12, step 194, loss 0.241, test 0.075
Epoch 12, step 195, loss 0.019, test 0.076
Epoch 12, step 196, loss 0.124, test 0.076
Epoch 12, step 197, loss 0.029, test 0.076
Epoch 12, step 198, loss 0.071, test 0.075
Epoch 12, step 199, loss 0.000, test 0.075
Epoch 12, step 200, loss 0.088, test 0.077
Epoch 12, step 201, loss 0.000, test 0.078
Epoch 12, step 202, loss 0.186, test 0.077
Epoch 12, step 203, loss 0.025, test 0.076
Epoch 12, step 204, loss 0.292, test 0.075
Epoch 12, step 205, loss 0.043, test 0.073
Epoch 12, step 206, loss 0.000, test 0.073
Epoch 12, step 207, loss 0.842, test 0.076
Epoch 12, step 208, loss 0.254, test 0.085
Epoch 12, step 209, loss 0.012, test 0.089
Epoch 12, step 210, loss 0.016, test 0.093
Epoch 12, step 211, loss 0.069, test 0.105
Epoch 12, step 212, loss 0.279, test 0.110
Epoch 12, step 213, loss 0.006, test 0.110
Epoch 12, step 214, loss 0.248, test 0.110
Epoch 12, step 215, loss 0.001, test 0.110
Epoch 12, step 216, loss 0.179, test 0.103
Epoch 12, step 217, loss 0.224, test 0.080
Epoch 12, step 218, loss 0.193, test 0.076
Epoch 12, step 219, loss 0.009, test 0.076
Epoch 12, step 220, loss 0.004, test 0.076
Epoch 12, step 221, loss 0.014, test 0.076
Epoch 12, step 222, loss 0.055, test 0.076
Epoch 12, step 223, loss 0.208, test 0.078
Epoch 12, step 224, loss 0.036, test 0.079
Epoch 12, step 225, loss 0.310, test 0.079
Epoch 12, step 226, loss 0.207, test 0.081
Epoch 12, step 227, loss 0.447, test 0.085
Epoch 12, step 228, loss 0.036, test 0.087
Epoch 12, step 229, loss 0.023, test 0.088

Epoch 12, step 230, loss 0.075, test 0.089
Epoch 12, step 231, loss 0.129, test 0.092
Epoch 12, step 232, loss 0.004, test 0.091
Epoch 12, step 233, loss 0.009, test 0.091
Epoch 12, step 234, loss 0.020, test 0.091
Epoch 12, step 235, loss 0.176, test 0.088
Epoch 12, step 236, loss 0.005, test 0.088
Epoch 12, step 237, loss 0.015, test 0.088
Epoch 12, step 238, loss 0.213, test 0.103
Epoch 12, step 239, loss 0.528, test 0.100
Epoch 12, step 240, loss 0.002, test 0.118
Epoch 12, step 241, loss 0.000, test 0.131
Epoch 12, step 242, loss 0.095, test 0.129
Epoch 12, step 243, loss 0.035, test 0.135
Epoch 12, step 244, loss 0.000, test 0.136
Epoch 12, step 245, loss 0.000, test 0.137
Epoch 12, step 246, loss 0.028, test 0.136
Epoch 12, step 247, loss 0.008, test 0.134
Epoch 12, step 248, loss 0.074, test 0.128
Epoch 12, step 249, loss 0.059, test 0.124
Epoch 12, step 250, loss 0.006, test 0.123
Epoch 12, step 251, loss 0.442, test 0.089
Epoch 12, step 252, loss 0.035, test 0.096
Epoch 12, step 253, loss 0.200, test 0.087
Epoch 12, step 254, loss 0.088, test 0.088
Epoch 12, step 255, loss 0.003, test 0.088
Epoch 12, step 256, loss 0.005, test 0.088
Epoch 12, step 257, loss 0.156, test 0.087
Epoch 12, step 258, loss 0.024, test 0.087
Epoch 12, step 259, loss 0.000, test 0.087
Epoch 12, step 260, loss 0.006, test 0.087
Epoch 12, step 261, loss 0.006, test 0.087
Epoch 12, step 262, loss 0.210, test 0.084
Epoch 12, step 263, loss 0.070, test 0.089
Epoch 12, step 264, loss 0.004, test 0.092
Epoch 12, step 265, loss 0.037, test 0.092
Epoch 12, step 266, loss 0.111, test 0.090
Epoch 12, step 267, loss 0.245, test 0.093
Epoch 12, step 268, loss 0.048, test 0.099
Epoch 12, step 269, loss 0.075, test 0.102
Epoch 12, step 270, loss 0.088, test 0.102
Epoch 12, step 271, loss 0.265, test 0.108
Epoch 12, step 272, loss 0.105, test 0.108
Epoch 12, step 273, loss 0.001, test 0.108
Epoch 12, step 274, loss 0.138, test 0.108
Epoch 12, step 275, loss 0.010, test 0.109
Epoch 12, step 276, loss 0.003, test 0.109
Epoch 12, step 277, loss 0.228, test 0.108
Epoch 12, step 278, loss 0.509, test 0.106
Epoch 12, step 279, loss 0.134, test 0.109
Epoch 12, step 280, loss 0.117, test 0.104
Epoch 12, step 281, loss 0.005, test 0.103
Epoch 12, step 282, loss 1.209, test 0.102
Epoch 12, step 283, loss 0.117, test 0.090
Epoch 12, step 284, loss 0.194, test 0.088
Epoch 12, step 285, loss 0.008, test 0.087
Epoch 12, step 286, loss 0.185, test 0.087
Epoch 12, step 287, loss 0.099, test 0.086
Epoch 12, step 288, loss 0.192, test 0.178
Epoch 12, step 289, loss 0.450, test 0.170
Epoch 12, step 290, loss 0.000, test 0.177
Epoch 12, step 291, loss 0.164, test 0.168
Epoch 12, step 292, loss 0.326, test 0.165
Epoch 12, step 293, loss 0.206, test 0.168
Epoch 12, step 294, loss 0.004, test 0.170
Epoch 12, step 295, loss 0.052, test 0.167
Epoch 12, step 296, loss 0.324, test 0.155
Epoch 12, step 297, loss 0.186, test 0.157
Epoch 12, step 298, loss 0.050, test 0.163
Epoch 12, step 299, loss 0.084, test 0.169
Epoch 12, step 300, loss 0.012, test 0.170
Epoch 12, step 301, loss 0.770, test 0.162
Epoch 12, step 302, loss 0.587, test 0.140
Epoch 12, step 303, loss 0.100, test 0.144
Epoch 12, step 304, loss 0.061, test 0.144
Epoch 12, step 305, loss 0.017, test 0.144
Epoch 12, step 306, loss 0.004, test 0.144
Epoch 12, step 307, loss 0.139, test 0.142
Epoch 12, step 308, loss 0.315, test 0.142
Epoch 12, step 309, loss 0.172, test 0.141
Epoch 12, step 310, loss 0.054, test 0.147
Epoch 12, step 311, loss 0.250, test 0.191
Epoch 12, step 312, loss 0.177, test 0.201
Epoch 12, step 313, loss 0.023, test 0.205
Epoch 12, step 314, loss 0.061, test 0.206
Epoch 12, step 315, loss 0.007, test 0.207
Epoch 12, step 316, loss 0.159, test 0.114
Epoch 12, step 317, loss 0.008, test 0.105
Epoch 12, step 318, loss 0.002, test 0.102
Epoch 12, step 319, loss 0.026, test 0.109
Epoch 12, step 320, loss 0.003, test 0.109
Epoch 12, step 321, loss 0.042, test 0.109
Epoch 12, step 322, loss 0.190, test 0.105
Epoch 12, step 323, loss 0.134, test 0.101
Epoch 12, step 324, loss 0.008, test 0.100
Epoch 12, step 325, loss 0.920, test 0.099
Epoch 12, step 326, loss 0.007, test 0.101
Epoch 12, step 327, loss 0.481, test 0.144
Epoch 12, step 328, loss 0.178, test 0.158
Epoch 12, step 329, loss 0.395, test 0.266
Epoch 12, step 330, loss 0.275, test 0.298
Epoch 12, step 331, loss 0.187, test 0.296
Epoch 12, step 332, loss 0.034, test 0.296
Epoch 12, step 333, loss 0.103, test 0.289
Epoch 12, step 334, loss 0.271, test 0.223
Epoch 12, step 335, loss 0.184, test 0.218
Epoch 12, step 336, loss 0.038, test 0.210
Epoch 12, step 337, loss 0.054, test 0.199
Epoch 12, step 338, loss 0.000, test 0.196
Epoch 12, step 339, loss 0.011, test 0.199
Epoch 12, step 340, loss 0.057, test 0.194
Epoch 12, step 341, loss 0.042, test 0.195
Epoch 12, step 342, loss 0.068, test 0.202
Epoch 12, step 343, loss 0.067, test 0.171
Epoch 12, step 344, loss 0.188, test 0.122
Epoch 12, step 345, loss 0.321, test 0.118
Epoch 12, step 346, loss 0.100, test 0.108
Epoch 12, step 347, loss 0.003, test 0.107
Epoch 12, step 348, loss 0.104, test 0.105
Epoch 12, step 349, loss 0.001, test 0.105
Epoch 12, step 350, loss 0.214, test 0.109
Epoch 12, step 351, loss 0.033, test 0.105
Epoch 12, step 352, loss 0.082, test 0.105
Epoch 12, step 353, loss 0.240, test 0.115
Epoch 12, step 354, loss 0.010, test 0.118
Epoch 12, step 355, loss 1.117, test 0.177
Epoch 12, step 356, loss 0.575, test 0.197
Epoch 12, step 357, loss 0.004, test 0.217
Epoch 12, step 358, loss 0.136, test 0.223
Epoch 12, step 359, loss 0.022, test 0.222
Epoch 12, step 360, loss 0.520, test 0.217
Epoch 12, step 361, loss 0.565, test 0.232
Epoch 12, step 362, loss 0.305, test 0.216
Epoch 12, step 363, loss 0.158, test 0.224
Epoch 12, step 364, loss 0.029, test 0.222
Epoch 12, step 365, loss 0.008, test 0.225
Epoch 12, step 366, loss 0.063, test 0.220
Epoch 12, step 367, loss 0.361, test 0.235
Epoch 12, step 368, loss 0.219, test 0.244
Epoch 12, step 369, loss 0.004, test 0.246
Epoch 12, step 370, loss 0.010, test 0.248
Epoch 12, step 371, loss 0.023, test 0.241
Epoch 12, step 372, loss 0.048, test 0.243
Epoch 12, step 373, loss 0.016, test 0.241
Epoch 12, step 374, loss 0.203, test 0.230
Epoch 12, step 375, loss 0.000, test 0.229
Epoch 12, step 376, loss 0.039, test 0.225
Epoch 12, step 377, loss 0.010, test 0.233
Epoch 12, step 378, loss 0.011, test 0.230
Epoch 12, step 379, loss 0.317, test 0.207
Epoch 12, step 380, loss 0.049, test 0.210
Epoch 12, step 381, loss 0.015, test 0.210
Epoch 12, step 382, loss 0.286, test 0.165
Epoch 12, step 383, loss 0.074, test 0.160
Epoch 12, step 384, loss 0.049, test 0.173
Epoch 12, step 385, loss 0.091, test 0.153
Epoch 12, step 386, loss 0.014, test 0.147
Epoch 12, step 387, loss 0.087, test 0.129
Epoch 12, step 388, loss 0.467, test 0.076
Epoch 12, step 389, loss 0.146, test 0.084
Epoch 12, step 390, loss 0.609, test 0.087
Epoch 12, step 391, loss 0.009, test 0.087
Epoch 12, step 392, loss 0.004, test 0.087
Epoch 12, step 393, loss 0.007, test 0.091
Epoch 12, step 394, loss 0.075, test 0.093
Epoch 12, step 395, loss 0.044, test 0.090
Epoch 12, step 396, loss 0.172, test 0.109
Epoch 12, step 397, loss 0.568, test 0.119
Epoch 12, step 398, loss 0.001, test 0.122
Epoch 12, step 399, loss 0.004, test 0.122
Epoch 12, step 400, loss 0.035, test 0.121
Epoch 12, step 401, loss 0.020, test 0.118
Epoch 12, step 402, loss 0.003, test 0.120
Epoch 12, step 403, loss 0.003, test 0.121
Epoch 12, step 404, loss 0.091, test 0.139
Epoch 12, step 405, loss 0.015, test 0.137
Epoch 12, step 406, loss 0.002, test 0.136
Epoch 12, step 407, loss 0.012, test 0.138
Epoch 12, step 408, loss 0.019, test 0.137
Epoch 12, step 409, loss 0.212, test 0.141
Epoch 12, step 410, loss 0.006, test 0.142
Epoch 12, step 411, loss 0.025, test 0.141
Epoch 12, step 412, loss 0.004, test 0.135
Epoch 12, step 413, loss 0.058, test 0.136
Epoch 12, step 414, loss 0.054, test 0.134
Epoch 12, step 415, loss 0.101, test 0.153
Epoch 12, step 416, loss 0.324, test 0.160
Epoch 12, step 417, loss 0.001, test 0.162
Epoch 12, step 418, loss 0.031, test 0.167
Epoch 12, step 419, loss 0.007, test 0.166
Epoch 12, step 420, loss 0.183, test 0.142
Epoch 12, step 421, loss 0.283, test 0.142
Epoch 12, step 422, loss 0.309, test 0.145
Epoch 12, step 423, loss 1.161, test 0.123
Epoch 12, step 424, loss 0.067, test 0.118
Epoch 12, step 425, loss 0.001, test 0.116
Epoch 12, step 426, loss 0.015, test 0.113
Epoch 12, step 427, loss 0.658, test 0.106
Epoch 12, step 428, loss 0.015, test 0.104
Epoch 12, step 429, loss 0.004, test 0.103
Epoch 12, step 430, loss 0.065, test 0.120
Epoch 12, step 431, loss 0.545, test 0.116
Epoch 12, step 432, loss 0.025, test 0.118
Epoch 12, step 433, loss 0.540, test 0.134
Epoch 12, step 434, loss 0.260, test 0.119
Epoch 12, step 435, loss 0.129, test 0.126
Epoch 12, step 436, loss 0.811, test 0.102
Epoch 12, step 437, loss 0.286, test 0.097
Epoch 12, step 438, loss 0.051, test 0.092
Epoch 12, step 439, loss 0.203, test 0.090
Epoch 12, step 440, loss 0.000, test 0.090
Epoch 12, step 441, loss 0.038, test 0.091
Epoch 12, step 442, loss 0.335, test 0.092
Epoch 12, step 443, loss 0.020, test 0.093
Epoch 12, step 444, loss 0.177, test 0.094
Epoch 12, step 445, loss 0.012, test 0.093
Epoch 12, step 446, loss 0.201, test 0.093
Epoch 12, step 447, loss 0.696, test 0.123
Epoch 12, step 448, loss 0.012, test 0.123
Epoch 12, step 449, loss 0.957, test 0.191
Epoch 12, step 450, loss 0.064, test 0.209
Epoch 12, step 451, loss 0.277, test 0.149
Epoch 12, step 452, loss 0.036, test 0.140
Epoch 12, step 453, loss 0.056, test 0.152
Epoch 12, step 454, loss 0.566, test 0.159
Epoch 12, step 455, loss 0.024, test 0.154
Epoch 12, step 456, loss 0.080, test 0.162
Epoch 12, step 457, loss 0.077, test 0.165
Epoch 12, step 458, loss 0.004, test 0.167
Epoch 12, step 459, loss 0.055, test 0.171
Epoch 12, step 460, loss 0.006, test 0.172
Epoch 12, step 461, loss 0.034, test 0.166
Epoch 12, step 462, loss 0.159, test 0.169
Epoch 12, step 463, loss 0.023, test 0.168
Epoch 12, step 464, loss 0.004, test 0.168
Epoch 12, step 465, loss 0.444, test 0.121
Epoch 12, step 466, loss 0.109, test 0.120
Epoch 12, step 467, loss 0.022, test 0.118
Epoch 12, step 468, loss 0.000, test 0.117
Epoch 12, step 469, loss 0.221, test 0.132
Epoch 12, step 470, loss 0.000, test 0.134
Epoch 12, step 471, loss 0.003, test 0.134
Epoch 12, step 472, loss 0.021, test 0.134
Epoch 12, step 473, loss 0.100, test 0.150
Epoch 12, step 474, loss 0.006, test 0.156
Epoch 12, step 475, loss 0.091, test 0.151
Epoch 12, step 476, loss 0.040, test 0.153
Epoch 12, step 477, loss 0.222, test 0.160
Epoch 12, step 478, loss 0.245, test 0.127
Epoch 12, step 479, loss 1.419, test 0.134
Epoch 12, step 480, loss 0.016, test 0.132
Epoch 12, step 481, loss 0.002, test 0.132
Epoch 12, step 482, loss 0.092, test 0.129
Epoch 12, step 483, loss 0.118, test 0.106
Epoch 12, step 484, loss 0.000, test 0.103
Epoch 12, step 485, loss 0.011, test 0.100
Epoch 12, step 486, loss 0.005, test 0.099
Epoch 12, step 487, loss 0.360, test 0.098
Epoch 12, step 488, loss 0.042, test 0.099
Epoch 12, step 489, loss 0.001, test 0.099
Epoch 12, step 490, loss 0.000, test 0.098
Epoch 12, step 491, loss 0.261, test 0.096
Epoch 12, step 492, loss 0.053, test 0.098
Epoch 12, step 493, loss 0.153, test 0.095
Epoch 12, step 494, loss 0.048, test 0.095
Epoch 12, step 495, loss 0.088, test 0.098
Epoch 12, step 496, loss 0.119, test 0.100
Epoch 12, step 497, loss 0.004, test 0.096
Epoch 12, step 498, loss 0.018, test 0.096
Epoch 12, step 499, loss 0.010, test 0.096
Epoch 12, step 500, loss 0.011, test 0.099
Epoch 12, step 501, loss 0.244, test 0.103
Epoch 12, step 502, loss 0.248, test 0.087
Epoch 12, step 503, loss 0.042, test 0.085
Epoch 12, step 504, loss 0.253, test 0.087
Epoch 12, step 505, loss 0.040, test 0.089
Epoch 12, step 506, loss 0.004, test 0.090
Epoch 12, step 507, loss 0.296, test 0.095
Epoch 12, step 508, loss 0.031, test 0.099
Epoch 12, step 509, loss 0.201, test 0.097
Epoch 12, step 510, loss 0.101, test 0.100
Epoch 12, step 511, loss 0.008, test 0.100
Epoch 12, step 512, loss 0.114, test 0.095
Epoch 12, step 513, loss 0.049, test 0.113
Epoch 12, step 514, loss 0.150, test 0.129
Epoch 12, step 515, loss 0.043, test 0.126
Epoch 12, step 516, loss 0.128, test 0.147
Epoch 12, step 517, loss 0.014, test 0.147
Epoch 12, step 518, loss 1.164, test 0.226
Epoch 12, step 519, loss 0.086, test 0.253
Epoch 12, step 520, loss 0.316, test 0.276
Epoch 12, step 521, loss 0.000, test 0.284
Epoch 12, step 522, loss 0.226, test 0.242
Epoch 12, step 523, loss 0.020, test 0.227
Epoch 12, step 524, loss 0.074, test 0.236
Epoch 12, step 525, loss 0.707, test 0.200
Epoch 12, step 526, loss 0.017, test 0.192
Epoch 12, step 527, loss 1.801, test 0.121
Epoch 12, step 528, loss 0.326, test 0.100
Epoch 12, step 529, loss 0.085, test 0.102
Epoch 12, step 530, loss 0.004, test 0.104
Epoch 12, step 531, loss 0.549, test 0.107
Epoch 12, step 532, loss 0.003, test 0.108
Epoch 12, step 533, loss 0.001, test 0.108
Epoch 12, step 534, loss 0.007, test 0.107
Epoch 12, step 535, loss 0.155, test 0.101
Epoch 12, step 536, loss 0.144, test 0.102
Epoch 12, step 537, loss 0.194, test 0.098
Epoch 12, step 538, loss 0.008, test 0.097
Epoch 12, step 539, loss 0.000, test 0.097
Epoch 12, step 540, loss 0.004, test 0.096
Epoch 12, step 541, loss 0.057, test 0.095
Epoch 12, step 542, loss 0.013, test 0.096
Epoch 12, step 543, loss 0.072, test 0.097
Epoch 12, step 544, loss 0.127, test 0.098
Epoch 12, step 545, loss 0.290, test 0.096
Epoch 12, step 546, loss 0.075, test 0.096
Epoch 12, step 547, loss 0.138, test 0.095
Epoch 12, step 548, loss 0.001, test 0.095
Epoch 12, step 549, loss 0.326, test 0.095
Epoch 12, step 550, loss 0.002, test 0.095
Epoch 12, step 551, loss 0.019, test 0.095
Epoch 12, step 552, loss 0.009, test 0.095
Epoch 12, step 553, loss 0.169, test 0.092
Epoch 12, step 554, loss 0.010, test 0.092
Epoch 12, step 555, loss 0.007, test 0.091
Epoch 12, step 556, loss 0.023, test 0.091
Epoch 12, step 557, loss 0.010, test 0.091
Epoch 12, step 558, loss 0.005, test 0.092
Epoch 12, step 559, loss 0.181, test 0.094
Epoch 12, step 560, loss 0.073, test 0.094
Epoch 12, step 561, loss 0.000, test 0.094
Epoch 12, step 562, loss 0.014, test 0.097
Epoch 12, step 563, loss 0.017, test 0.103
Epoch 12, step 564, loss 0.030, test 0.105
Epoch 12, step 565, loss 0.003, test 0.107
Epoch 12, step 566, loss 0.069, test 0.107
Epoch 12, step 567, loss 0.040, test 0.103
Epoch 12, step 568, loss 0.268, test 0.104
Epoch 12, step 569, loss 0.175, test 0.103
Epoch 12, step 570, loss 0.020, test 0.104
Epoch 12, step 571, loss 0.272, test 0.084
Epoch 12, step 572, loss 0.099, test 0.082
Epoch 12, step 573, loss 0.010, test 0.082
Epoch 12, step 574, loss 0.045, test 0.081
Epoch 12, step 575, loss 0.007, test 0.081
Epoch 12, step 576, loss 0.187, test 0.080
Epoch 12, step 577, loss 0.000, test 0.080
Epoch 12, step 578, loss 0.236, test 0.078
Epoch 12, step 579, loss 0.186, test 0.076
Epoch 12, step 580, loss 0.106, test 0.076
Epoch 12, step 581, loss 0.006, test 0.076
Epoch 12, step 582, loss 0.115, test 0.082
Epoch 12, step 583, loss 0.094, test 0.084
Epoch 12, step 584, loss 0.063, test 0.083
Epoch 12, step 585, loss 0.066, test 0.085
Epoch 12, step 586, loss 0.002, test 0.087
Epoch 12, step 587, loss 0.069, test 0.084
Epoch 12, step 588, loss 0.070, test 0.085
Epoch 12, step 589, loss 0.065, test 0.080
Epoch 12, step 590, loss 0.120, test 0.079
Epoch 12, step 591, loss 0.011, test 0.078
Epoch 12, step 592, loss 0.005, test 0.078
Epoch 12, step 593, loss 0.002, test 0.078
Epoch 12, step 594, loss 0.167, test 0.080
Epoch 12, step 595, loss 0.013, test 0.081
Epoch 12, step 596, loss 0.000, test 0.082
Epoch 12, step 597, loss 0.005, test 0.081
Epoch 12, step 598, loss 0.400, test 0.299
Epoch 12, step 599, loss 0.147, test 0.271
Epoch 12, step 600, loss 0.119, test 0.295
Epoch 12, step 601, loss 0.789, test 0.287
Epoch 12, step 602, loss 0.012, test 0.303
Epoch 12, step 603, loss 0.119, test 0.280
Epoch 12, step 604, loss 0.212, test 0.254
Epoch 12, step 605, loss 0.142, test 0.237
Epoch 12, step 606, loss 0.170, test 0.238
Epoch 12, step 607, loss 0.164, test 0.232
Epoch 12, step 608, loss 0.177, test 0.242
Epoch 12, step 609, loss 0.032, test 0.230
Epoch 12, step 610, loss 0.235, test 0.222
Epoch 12, step 611, loss 0.025, test 0.211
Epoch 12, step 612, loss 0.167, test 0.174
Epoch 12, step 613, loss 0.048, test 0.149
Epoch 12, step 614, loss 0.002, test 0.143
Epoch 12, step 615, loss 0.321, test 0.148
Epoch 12, step 616, loss 0.032, test 0.147
Epoch 12, step 617, loss 0.139, test 0.148
Epoch 12, step 618, loss 0.042, test 0.152
Epoch 12, step 619, loss 0.239, test 0.158
Epoch 12, step 620, loss 0.502, test 0.265
Epoch 12, step 621, loss 0.480, test 0.231
Epoch 12, step 622, loss 0.031, test 0.253
Epoch 12, step 623, loss 0.391, test 0.237
Epoch 12, step 624, loss 0.098, test 0.222
Epoch 12, step 625, loss 0.048, test 0.214
Epoch 12, step 626, loss 0.031, test 0.211
Epoch 12, step 627, loss 0.058, test 0.194
Epoch 12, step 628, loss 0.044, test 0.199
Epoch 12, step 629, loss 1.240, test 0.202
Epoch 12, step 630, loss 0.174, test 0.200
Epoch 12, step 631, loss 0.819, test 0.197
Epoch 12, step 632, loss 0.004, test 0.196
Epoch 12, step 633, loss 0.122, test 0.193
Epoch 12, step 634, loss 0.099, test 0.185
Epoch 12, step 635, loss 0.047, test 0.185
Epoch 12, step 636, loss 0.004, test 0.184
Epoch 12, step 637, loss 0.025, test 0.183
Epoch 12, step 638, loss 0.003, test 0.186
Epoch 12, step 639, loss 0.000, test 0.186
Epoch 12, step 640, loss 0.057, test 0.187
Epoch 12, step 641, loss 0.038, test 0.189
Epoch 12, step 642, loss 0.018, test 0.192
Epoch 12, step 643, loss 0.005, test 0.196
Epoch 12, step 644, loss 0.044, test 0.200
Epoch 12, step 645, loss 0.283, test 0.203
Epoch 12, step 646, loss 0.055, test 0.212
Epoch 12, step 647, loss 0.240, test 0.302
Epoch 12, step 648, loss 0.003, test 0.327
Epoch 12, step 649, loss 0.058, test 0.343
Epoch 12, step 650, loss 0.006, test 0.352
Epoch 12, step 651, loss 0.568, test 0.317
Epoch 12, step 652, loss 0.008, test 0.312
Epoch 12, step 653, loss 0.169, test 0.314
Epoch 12, step 654, loss 0.002, test 0.313
Epoch 12, step 655, loss 0.002, test 0.313
Epoch 12, step 656, loss 0.017, test 0.304
Epoch 12, step 657, loss 0.256, test 0.306
Epoch 12, step 658, loss 0.124, test 0.248
Epoch 12, step 659, loss 0.003, test 0.243
Epoch 12, step 660, loss 0.068, test 0.242
Epoch 12, step 661, loss 0.090, test 0.238
Epoch 12, step 662, loss 0.151, test 0.228
Epoch 12, step 663, loss 0.161, test 0.231
Epoch 12, step 664, loss 0.302, test 0.188
Epoch 12, step 665, loss 1.003, test 0.145
Epoch 12, step 666, loss 0.375, test 0.196
Epoch 12, step 667, loss 0.059, test 0.206
Epoch 12, step 668, loss 0.027, test 0.209
Epoch 12, step 669, loss 0.133, test 0.216
Epoch 12, step 670, loss 0.065, test 0.228
Epoch 12, step 671, loss 0.206, test 0.234
Epoch 12, step 672, loss 0.226, test 0.214
Epoch 12, step 673, loss 0.014, test 0.208
Epoch 12, step 674, loss 0.215, test 0.210
Epoch 12, step 675, loss 0.030, test 0.208
Epoch 12, step 676, loss 0.673, test 0.166
Epoch 12, step 677, loss 0.041, test 0.156
Epoch 12, step 678, loss 0.009, test 0.154
Epoch 12, step 679, loss 0.023, test 0.151
Epoch 12, step 680, loss 0.039, test 0.152
Epoch 12, step 681, loss 0.065, test 0.149
Epoch 12, step 682, loss 0.041, test 0.150
Epoch 12, step 683, loss 0.528, test 0.147
Epoch 12, step 684, loss 0.641, test 0.172
Epoch 12, step 685, loss 0.016, test 0.183
Epoch 12, step 686, loss 0.047, test 0.180
Epoch 12, step 687, loss 0.001, test 0.183
Epoch 12, step 688, loss 0.011, test 0.185
Epoch 12, step 689, loss 0.000, test 0.184
Epoch 12, step 690, loss 0.012, test 0.182
Epoch 12, step 691, loss 0.260, test 0.168
Epoch 12, step 692, loss 0.050, test 0.159
Epoch 12, step 693, loss 0.023, test 0.156
Epoch 12, step 694, loss 0.000, test 0.155
Epoch 12, step 695, loss 0.043, test 0.149
Epoch 12, step 696, loss 0.001, test 0.148
Epoch 12, step 697, loss 0.183, test 0.148
Epoch 12, step 698, loss 0.281, test 0.147
Epoch 12, step 699, loss 0.066, test 0.149
Epoch 12, step 700, loss 0.101, test 0.140
Epoch 12, step 701, loss 0.042, test 0.140
Epoch 12, step 702, loss 0.038, test 0.140
Epoch 12, step 703, loss 0.116, test 0.153
Epoch 12, step 704, loss 0.474, test 0.163
Epoch 12, step 705, loss 0.097, test 0.171
Epoch 12, step 706, loss 1.009, test 0.155
Epoch 12, step 707, loss 0.014, test 0.153
Epoch 12, step 708, loss 0.053, test 0.152
Epoch 12, step 709, loss 0.002, test 0.152
Epoch 12, step 710, loss 0.373, test 0.151
Epoch 12, step 711, loss 0.017, test 0.149
Epoch 12, step 712, loss 0.004, test 0.153
Epoch 12, step 713, loss 0.053, test 0.152
Epoch 12, step 714, loss 0.374, test 0.154
Epoch 12, step 715, loss 0.077, test 0.144
Epoch 12, step 716, loss 0.138, test 0.142
Epoch 12, step 717, loss 0.005, test 0.141
Epoch 12, step 718, loss 0.098, test 0.140
Epoch 12, step 719, loss 0.605, test 0.151
Epoch 12, step 720, loss 0.154, test 0.154
Epoch 12, step 721, loss 0.004, test 0.152
Epoch 12, step 722, loss 0.055, test 0.156
Epoch 12, step 723, loss 0.816, test 0.171
Epoch 12, step 724, loss 0.000, test 0.175
Epoch 12, step 725, loss 0.025, test 0.180
Epoch 12, step 726, loss 0.313, test 0.167
Epoch 12, step 727, loss 0.005, test 0.167
Epoch 12, step 728, loss 0.040, test 0.166
Epoch 12, step 729, loss 0.402, test 0.160
Epoch 12, step 730, loss 0.030, test 0.154
Epoch 12, step 731, loss 0.057, test 0.156
Epoch 12, step 732, loss 0.024, test 0.161
Epoch 12, step 733, loss 0.347, test 0.148
Epoch 12, step 734, loss 0.513, test 0.156
Epoch 12, step 735, loss 0.012, test 0.158
Epoch 12, step 736, loss 0.291, test 0.103
Epoch 12, step 737, loss 0.012, test 0.100
Epoch 12, step 738, loss 0.155, test 0.097
Epoch 12, step 739, loss 0.247, test 0.104
Epoch 12, step 740, loss 0.007, test 0.106
Epoch 12, step 741, loss 0.106, test 0.107
Epoch 12, step 742, loss 0.193, test 0.104
Epoch 12, step 743, loss 0.093, test 0.105
Epoch 12, step 744, loss 0.023, test 0.097
Epoch 12, step 745, loss 0.118, test 0.095
Epoch 12, step 746, loss 0.024, test 0.095
Epoch 12, step 747, loss 0.081, test 0.094
Epoch 12, step 748, loss 0.013, test 0.094
Epoch 12, step 749, loss 0.031, test 0.093
Epoch 12, step 750, loss 0.010, test 0.092
Epoch 12, step 751, loss 0.038, test 0.091
Epoch 12, step 752, loss 0.026, test 0.090
Epoch 12, step 753, loss 0.085, test 0.089
Epoch 12, step 754, loss 0.002, test 0.089
Epoch 12, step 755, loss 0.021, test 0.088
Epoch 12, step 756, loss 0.007, test 0.088
Epoch 12, step 757, loss 0.033, test 0.088
Epoch 12, step 758, loss 0.376, test 0.172
Epoch 12, step 759, loss 0.190, test 0.195
Epoch 12, step 760, loss 0.030, test 0.233
Epoch 12, step 761, loss 0.316, test 0.228
Epoch 12, step 762, loss 0.092, test 0.226
Epoch 12, step 763, loss 0.078, test 0.210
Epoch 12, step 764, loss 0.113, test 0.221
Epoch 12, step 765, loss 0.043, test 0.221
Epoch 12, step 766, loss 0.479, test 0.143
Epoch 12, step 767, loss 0.070, test 0.132
Epoch 12, step 768, loss 0.183, test 0.110
Epoch 12, step 769, loss 0.034, test 0.106
Epoch 12, step 770, loss 0.466, test 0.108
Epoch 12, step 771, loss 0.059, test 0.104
Epoch 12, step 772, loss 0.076, test 0.095
Epoch 12, step 773, loss 0.010, test 0.094
Epoch 12, step 774, loss 0.397, test 0.078
Epoch 12, step 775, loss 0.806, test 0.078
Epoch 12, step 776, loss 0.002, test 0.077
Epoch 12, step 777, loss 0.000, test 0.077
Epoch 12, step 778, loss 0.007, test 0.076
Epoch 12, step 779, loss 0.194, test 0.076
Epoch 12, step 780, loss 0.067, test 0.076
Epoch 12, step 781, loss 0.209, test 0.076
Epoch 12, step 782, loss 0.003, test 0.076
Epoch 12, step 783, loss 0.073, test 0.078
Epoch 12, step 784, loss 0.908, test 0.358
Epoch 12, step 785, loss 0.110, test 0.459
Epoch 12, step 786, loss 0.159, test 0.549
Epoch 12, step 787, loss 0.570, test 0.382
Epoch 12, step 788, loss 0.013, test 0.367
Epoch 12, step 789, loss 0.101, test 0.374
Epoch 12, step 790, loss 0.029, test 0.388
Epoch 12, step 791, loss 0.141, test 0.400
Epoch 12, step 792, loss 0.236, test 0.433
Epoch 12, step 793, loss 0.155, test 0.375
Epoch 12, step 794, loss 0.153, test 0.335
Epoch 12, step 795, loss 0.043, test 0.323
Epoch 12, step 796, loss 0.254, test 0.309
Epoch 12, step 797, loss 0.265, test 0.295
Epoch 12, step 798, loss 0.030, test 0.299
Epoch 12, step 799, loss 0.000, test 0.299
Epoch 12, step 800, loss 0.008, test 0.307
Epoch 12, step 801, loss 0.043, test 0.291
Epoch 12, step 802, loss 0.186, test 0.268
Epoch 12, step 803, loss 0.193, test 0.296
Epoch 12, step 804, loss 0.094, test 0.294
Epoch 12, step 805, loss 0.049, test 0.284
Epoch 12, step 806, loss 0.262, test 0.270
Epoch 12, step 807, loss 0.484, test 0.259
Epoch 12, step 808, loss 0.038, test 0.260
Epoch 12, step 809, loss 0.007, test 0.252
Epoch 12, step 810, loss 0.136, test 0.239
Epoch 12, step 811, loss 0.009, test 0.243
Epoch 12, step 812, loss 0.296, test 0.257
Epoch 12, step 813, loss 0.712, test 0.338

Epoch 12, step 814, loss 0.489, test 0.345
Epoch 12, step 815, loss 0.602, test 0.369
Epoch 12, step 816, loss 0.059, test 0.393
Epoch 12, step 817, loss 0.005, test 0.403
Epoch 12, step 818, loss 0.008, test 0.413
Epoch 12, step 819, loss 0.337, test 0.301
Epoch 12, step 820, loss 0.005, test 0.288
Epoch 12, step 821, loss 0.016, test 0.283
Epoch 12, step 822, loss 0.026, test 0.260
Epoch 12, step 823, loss 0.022, test 0.268
Epoch 12, step 824, loss 0.643, test 0.175
Epoch 12, step 825, loss 0.043, test 0.180
Epoch 12, step 826, loss 0.020, test 0.184
Epoch 12, step 827, loss 0.158, test 0.185
Epoch 12, step 828, loss 0.125, test 0.179
Epoch 12, step 829, loss 0.008, test 0.180
Epoch 12, step 830, loss 0.089, test 0.160
Epoch 12, step 831, loss 0.168, test 0.160
Epoch 12, step 832, loss 0.053, test 0.160
Epoch 12, step 833, loss 0.068, test 0.161
Epoch 12, step 834, loss 0.069, test 0.162
Epoch 12, step 835, loss 0.022, test 0.161
Epoch 12, step 836, loss 0.008, test 0.161
Epoch 12, step 837, loss 0.118, test 0.165
Epoch 12, step 838, loss 0.184, test 0.170
Epoch 12, step 839, loss 0.179, test 0.152
Epoch 12, step 840, loss 0.009, test 0.153
Epoch 12, step 841, loss 0.043, test 0.152
Epoch 12, step 842, loss 0.131, test 0.155
Epoch 12, step 843, loss 0.142, test 0.159
Epoch 12, step 844, loss 0.139, test 0.161
Epoch 12, step 845, loss 0.002, test 0.162
Epoch 12, step 846, loss 0.066, test 0.160
Epoch 12, step 847, loss 0.263, test 0.160
Epoch 12, step 848, loss 0.047, test 0.156
Epoch 12, step 849, loss 0.039, test 0.153
Epoch 12, step 850, loss 0.320, test 0.145
Epoch 12, step 851, loss 0.017, test 0.140
Epoch 12, step 852, loss 0.022, test 0.139
Epoch 12, step 853, loss 0.005, test 0.139
Epoch 12, step 854, loss 0.014, test 0.140
Epoch 12, step 855, loss 0.336, test 0.143
Epoch 12, step 856, loss 0.080, test 0.152
Epoch 12, step 857, loss 0.023, test 0.156
Epoch 12, step 858, loss 0.020, test 0.159
Epoch 12, step 859, loss 0.002, test 0.159
Epoch 12, step 860, loss 0.001, test 0.160
Epoch 12, step 861, loss 0.067, test 0.162
Epoch 12, step 862, loss 0.013, test 0.164
Epoch 12, step 863, loss 0.053, test 0.159
Epoch 12, step 864, loss 0.171, test 0.171
Epoch 12, step 865, loss 0.069, test 0.170
Epoch 12, step 866, loss 0.101, test 0.205
Epoch 12, step 867, loss 0.362, test 0.233
Epoch 12, step 868, loss 0.005, test 0.240
Epoch 12, step 869, loss 0.152, test 0.253
Epoch 12, step 870, loss 2.189, test 0.424
Epoch 12, step 871, loss 0.005, test 0.621
Epoch 12, step 872, loss 0.089, test 0.694
Epoch 12, step 873, loss 0.327, test 0.723
Epoch 12, step 874, loss 0.197, test 0.578
Epoch 12, step 875, loss 0.046, test 0.555
Epoch 12, step 876, loss 0.017, test 0.544
Epoch 12, step 877, loss 0.574, test 0.502
Epoch 12, step 878, loss 0.437, test 0.372
Epoch 12, step 879, loss 0.025, test 0.342
Epoch 12, step 880, loss 0.027, test 0.268
Epoch 12, step 881, loss 0.478, test 0.092
Epoch 12, step 882, loss 0.007, test 0.086
Epoch 12, step 883, loss 0.173, test 0.086
Epoch 12, step 884, loss 0.338, test 0.086
Epoch 12, step 885, loss 0.003, test 0.086
Epoch 12, step 886, loss 0.471, test 0.179
Epoch 12, step 887, loss 0.749, test 0.145
Epoch 12, step 888, loss 0.018, test 0.149
Epoch 12, step 889, loss 0.009, test 0.149
Epoch 12, step 890, loss 0.027, test 0.149
Epoch 12, step 891, loss 0.345, test 0.158
Epoch 12, step 892, loss 0.028, test 0.161
Epoch 12, step 893, loss 0.142, test 0.155
Epoch 12, step 894, loss 0.027, test 0.175
Epoch 12, step 895, loss 0.047, test 0.146
Epoch 12, step 896, loss 0.013, test 0.142
Epoch 12, step 897, loss 0.102, test 0.133
Epoch 12, step 898, loss 0.077, test 0.129
Epoch 12, step 899, loss 0.004, test 0.128
Epoch 12, step 900, loss 0.103, test 0.128
Epoch 12, step 901, loss 0.161, test 0.129
Epoch 12, step 902, loss 0.094, test 0.130
Epoch 12, step 903, loss 0.234, test 0.101
Epoch 12, step 904, loss 0.014, test 0.098
Epoch 12, step 905, loss 0.036, test 0.097
Epoch 12, step 906, loss 0.051, test 0.098
Epoch 12, step 907, loss 0.141, test 0.096
Epoch 12, step 908, loss 0.014, test 0.099
Epoch 12, step 909, loss 0.412, test 0.105
Epoch 12, step 910, loss 0.197, test 0.101
Epoch 12, step 911, loss 0.227, test 0.101
Epoch 12, step 912, loss 0.106, test 0.102
Epoch 12, step 913, loss 0.145, test 0.104
Epoch 12, step 914, loss 0.699, test 0.105
Epoch 12, step 915, loss 0.012, test 0.109
Epoch 12, step 916, loss 0.699, test 0.138
Epoch 12, step 917, loss 0.069, test 0.150
Epoch 12, step 918, loss 0.015, test 0.151
Epoch 12, step 919, loss 0.091, test 0.149
Epoch 12, step 920, loss 0.007, test 0.150
Epoch 12, step 921, loss 0.001, test 0.151
Epoch 12, step 922, loss 0.026, test 0.149
Epoch 12, step 923, loss 0.484, test 0.110
Epoch 12, step 924, loss 0.037, test 0.102
Epoch 12, step 925, loss 0.207, test 0.104
Epoch 12, step 926, loss 0.012, test 0.107
Epoch 12, step 927, loss 0.033, test 0.108
Epoch 12, step 928, loss 0.000, test 0.109
Epoch 12, step 929, loss 0.012, test 0.109
Epoch 12, step 930, loss 0.062, test 0.115
Epoch 12, step 931, loss 0.260, test 0.276
Epoch 12, step 932, loss 0.527, test 0.289
Epoch 12, step 933, loss 0.000, test 0.307
Epoch 12, step 934, loss 0.071, test 0.294
Epoch 12, step 935, loss 0.305, test 0.349
Epoch 12, step 936, loss 0.263, test 0.333
Epoch 12, step 937, loss 0.040, test 0.328
Epoch 12, step 938, loss 0.067, test 0.324
Epoch 12, step 939, loss 0.004, test 0.324
Epoch 12, step 940, loss 0.340, test 0.299
Epoch 12, step 941, loss 0.008, test 0.299
Epoch 12, step 942, loss 0.060, test 0.294
Epoch 12, step 943, loss 0.068, test 0.296
Epoch 12, step 944, loss 0.131, test 0.316
Epoch 12, step 945, loss 0.172, test 0.233
Epoch 12, step 946, loss 0.429, test 0.303
Epoch 12, step 947, loss 0.055, test 0.301
Epoch 12, step 948, loss 0.033, test 0.301
Epoch 12, step 949, loss 0.001, test 0.301
Epoch 12, step 950, loss 0.095, test 0.305
Epoch 12, step 951, loss 0.057, test 0.303
Epoch 12, step 952, loss 0.037, test 0.307
Epoch 12, step 953, loss 0.120, test 0.304
Epoch 12, step 954, loss 0.160, test 0.231
Epoch 12, step 955, loss 0.082, test 0.218
Epoch 12, step 956, loss 0.123, test 0.203
Epoch 12, step 957, loss 0.163, test 0.235
Epoch 12, step 958, loss 0.117, test 0.222
Epoch 12, step 959, loss 0.004, test 0.226
Epoch 12, step 960, loss 0.082, test 0.235
Epoch 12, step 961, loss 0.079, test 0.246
Epoch 12, step 962, loss 0.012, test 0.236
Epoch 12, step 963, loss 0.001, test 0.237
Epoch 12, step 964, loss 0.038, test 0.245
Epoch 12, step 965, loss 0.180, test 0.253
Epoch 12, step 966, loss 0.580, test 0.249
Epoch 12, step 967, loss 0.066, test 0.260
Epoch 12, step 968, loss 0.001, test 0.264
Epoch 12, step 969, loss 0.899, test 0.187
Epoch 12, step 970, loss 0.530, test 0.158
Epoch 12, step 971, loss 0.229, test 0.155
Epoch 12, step 972, loss 0.001, test 0.153
Epoch 12, step 973, loss 0.163, test 0.152
Epoch 12, step 974, loss 0.210, test 0.150
Epoch 12, step 975, loss 0.076, test 0.143
Epoch 12, step 976, loss 0.001, test 0.143
Epoch 12, step 977, loss 0.113, test 0.144
Epoch 12, step 978, loss 0.156, test 0.146
Epoch 12, step 979, loss 0.005, test 0.148
Epoch 12, step 980, loss 0.003, test 0.148
Epoch 12, step 981, loss 0.097, test 0.147
Epoch 12, step 982, loss 0.006, test 0.147
Epoch 12, step 983, loss 0.061, test 0.145
Epoch 12, step 984, loss 0.001, test 0.145
Epoch 12, step 985, loss 0.029, test 0.145
Epoch 12, step 986, loss 0.004, test 0.145
Epoch 12, step 987, loss 0.366, test 0.152
Epoch 12, step 988, loss 0.015, test 0.157
Epoch 12, step 989, loss 0.280, test 0.148
Epoch 12, step 990, loss 0.379, test 0.139
Epoch 12, step 991, loss 0.005, test 0.138
Epoch 12, step 992, loss 0.005, test 0.137
Epoch 12, step 993, loss 0.048, test 0.138
Epoch 12, step 994, loss 0.814, test 0.171
Epoch 12, step 995, loss 0.326, test 0.144
Epoch 12, step 996, loss 0.024, test 0.141
Epoch 12, step 997, loss 0.438, test 0.132
Epoch 12, step 998, loss 0.246, test 0.131
Epoch 12, step 999, loss 0.042, test 0.126
Epoch 13, step 0, loss 0.019, test 0.123
Epoch 13, step 1, loss 0.049, test 0.124
Epoch 13, step 2, loss 0.068, test 0.123
Epoch 13, step 3, loss 0.001, test 0.123
Epoch 13, step 4, loss 0.131, test 0.123
Epoch 13, step 5, loss 0.037, test 0.128
Epoch 13, step 6, loss 0.017, test 0.129
Epoch 13, step 7, loss 0.070, test 0.125
Epoch 13, step 8, loss 0.022, test 0.125
Epoch 13, step 9, loss 0.085, test 0.120
Epoch 13, step 10, loss 0.014, test 0.119
Epoch 13, step 11, loss 0.001, test 0.119
Epoch 13, step 12, loss 0.007, test 0.119
Epoch 13, step 13, loss 0.052, test 0.118
Epoch 13, step 14, loss 0.296, test 0.117
Epoch 13, step 15, loss 0.265, test 0.117
Epoch 13, step 16, loss 0.092, test 0.115
Epoch 13, step 17, loss 0.000, test 0.114
Epoch 13, step 18, loss 0.000, test 0.114
Epoch 13, step 19, loss 0.361, test 0.114
Epoch 13, step 20, loss 0.626, test 0.116
Epoch 13, step 21, loss 0.261, test 0.107
Epoch 13, step 22, loss 0.006, test 0.104
Epoch 13, step 23, loss 0.015, test 0.103
Epoch 13, step 24, loss 0.001, test 0.103
Epoch 13, step 25, loss 0.003, test 0.102
Epoch 13, step 26, loss 0.081, test 0.102
Epoch 13, step 27, loss 0.015, test 0.105
Epoch 13, step 28, loss 0.127, test 0.101
Epoch 13, step 29, loss 0.079, test 0.105
Epoch 13, step 30, loss 0.298, test 0.105
Epoch 13, step 31, loss 0.011, test 0.108
Epoch 13, step 32, loss 0.037, test 0.104
Epoch 13, step 33, loss 0.371, test 0.095
Epoch 13, step 34, loss 0.002, test 0.100
Epoch 13, step 35, loss 0.157, test 0.106
Epoch 13, step 36, loss 0.055, test 0.122
Epoch 13, step 37, loss 0.091, test 0.139
Epoch 13, step 38, loss 0.166, test 0.148
Epoch 13, step 39, loss 0.020, test 0.152
Epoch 13, step 40, loss 0.040, test 0.166
Epoch 13, step 41, loss 0.009, test 0.171
Epoch 13, step 42, loss 0.106, test 0.176
Epoch 13, step 43, loss 0.118, test 0.190
Epoch 13, step 44, loss 0.007, test 0.193
Epoch 13, step 45, loss 0.009, test 0.186
Epoch 13, step 46, loss 0.025, test 0.176
Epoch 13, step 47, loss 0.089, test 0.171
Epoch 13, step 48, loss 0.096, test 0.184
Epoch 13, step 49, loss 0.007, test 0.185
Epoch 13, step 50, loss 0.156, test 0.182
Epoch 13, step 51, loss 0.206, test 0.186
Epoch 13, step 52, loss 0.076, test 0.192
Epoch 13, step 53, loss 0.407, test 0.206
Epoch 13, step 54, loss 0.000, test 0.209
Epoch 13, step 55, loss 0.038, test 0.212
Epoch 13, step 56, loss 0.101, test 0.202
Epoch 13, step 57, loss 0.049, test 0.203
Epoch 13, step 58, loss 0.005, test 0.201
Epoch 13, step 59, loss 0.232, test 0.192
Epoch 13, step 60, loss 0.061, test 0.193
Epoch 13, step 61, loss 0.190, test 0.184
Epoch 13, step 62, loss 0.026, test 0.184
Epoch 13, step 63, loss 0.010, test 0.185
Epoch 13, step 64, loss 0.258, test 0.180
Epoch 13, step 65, loss 0.002, test 0.180
Epoch 13, step 66, loss 0.399, test 0.330
Epoch 13, step 67, loss 0.133, test 0.341
Epoch 13, step 68, loss 0.037, test 0.358
Epoch 13, step 69, loss 0.179, test 0.266
Epoch 13, step 70, loss 0.103, test 0.262
Epoch 13, step 71, loss 0.096, test 0.255
Epoch 13, step 72, loss 0.098, test 0.249
Epoch 13, step 73, loss 0.006, test 0.248
Epoch 13, step 74, loss 0.018, test 0.245
Epoch 13, step 75, loss 0.200, test 0.181
Epoch 13, step 76, loss 0.087, test 0.175
Epoch 13, step 77, loss 0.344, test 0.131
Epoch 13, step 78, loss 0.068, test 0.122
Epoch 13, step 79, loss 0.010, test 0.118
Epoch 13, step 80, loss 0.047, test 0.111
Epoch 13, step 81, loss 0.001, test 0.110
Epoch 13, step 82, loss 0.046, test 0.108
Epoch 13, step 83, loss 0.110, test 0.109
Epoch 13, step 84, loss 0.026, test 0.108
Epoch 13, step 85, loss 0.180, test 0.121
Epoch 13, step 86, loss 0.177, test 0.121
Epoch 13, step 87, loss 0.390, test 0.108
Epoch 13, step 88, loss 0.015, test 0.107
Epoch 13, step 89, loss 0.072, test 0.108
Epoch 13, step 90, loss 0.008, test 0.107
Epoch 13, step 91, loss 0.001, test 0.107
Epoch 13, step 92, loss 0.164, test 0.114
Epoch 13, step 93, loss 0.092, test 0.122
Epoch 13, step 94, loss 0.200, test 0.137
Epoch 13, step 95, loss 0.030, test 0.138
Epoch 13, step 96, loss 0.070, test 0.156
Epoch 13, step 97, loss 0.004, test 0.162
Epoch 13, step 98, loss 0.004, test 0.163
Epoch 13, step 99, loss 0.025, test 0.163
Epoch 13, step 100, loss 0.038, test 0.161
Epoch 13, step 101, loss 0.067, test 0.169
Epoch 13, step 102, loss 0.095, test 0.174
Epoch 13, step 103, loss 0.000, test 0.175
Epoch 13, step 104, loss 0.099, test 0.182
Epoch 13, step 105, loss 0.120, test 0.192
Epoch 13, step 106, loss 0.001, test 0.193
Epoch 13, step 107, loss 0.759, test 0.242
Epoch 13, step 108, loss 0.006, test 0.259
Epoch 13, step 109, loss 0.000, test 0.266
Epoch 13, step 110, loss 0.088, test 0.276
Epoch 13, step 111, loss 0.004, test 0.277
Epoch 13, step 112, loss 0.036, test 0.276
Epoch 13, step 113, loss 0.158, test 0.271
Epoch 13, step 114, loss 0.013, test 0.266
Epoch 13, step 115, loss 0.054, test 0.240
Epoch 13, step 116, loss 0.023, test 0.229
Epoch 13, step 117, loss 0.133, test 0.233
Epoch 13, step 118, loss 0.552, test 0.173
Epoch 13, step 119, loss 0.116, test 0.167
Epoch 13, step 120, loss 0.016, test 0.164
Epoch 13, step 121, loss 0.232, test 0.158
Epoch 13, step 122, loss 0.037, test 0.158
Epoch 13, step 123, loss 0.010, test 0.157
Epoch 13, step 124, loss 0.022, test 0.155
Epoch 13, step 125, loss 0.043, test 0.161
Epoch 13, step 126, loss 0.094, test 0.164
Epoch 13, step 127, loss 0.124, test 0.170
Epoch 13, step 128, loss 0.003, test 0.173
Epoch 13, step 129, loss 0.041, test 0.177
Epoch 13, step 130, loss 0.099, test 0.184
Epoch 13, step 131, loss 0.103, test 0.179
Epoch 13, step 132, loss 0.488, test 0.171
Epoch 13, step 133, loss 0.094, test 0.154
Epoch 13, step 134, loss 0.003, test 0.151
Epoch 13, step 135, loss 0.033, test 0.151
Epoch 13, step 136, loss 0.472, test 0.145
Epoch 13, step 137, loss 0.000, test 0.144
Epoch 13, step 138, loss 0.057, test 0.159
Epoch 13, step 139, loss 0.424, test 0.156
Epoch 13, step 140, loss 0.001, test 0.155
Epoch 13, step 141, loss 0.027, test 0.153
Epoch 13, step 142, loss 0.211, test 0.146
Epoch 13, step 143, loss 0.018, test 0.144
Epoch 13, step 144, loss 0.003, test 0.143
Epoch 13, step 145, loss 0.834, test 0.184
Epoch 13, step 146, loss 0.041, test 0.193
Epoch 13, step 147, loss 0.125, test 0.176
Epoch 13, step 148, loss 0.705, test 0.142
Epoch 13, step 149, loss 0.176, test 0.130
Epoch 13, step 150, loss 0.028, test 0.123
Epoch 13, step 151, loss 0.710, test 0.113
Epoch 13, step 152, loss 0.001, test 0.110
Epoch 13, step 153, loss 0.000, test 0.110
Epoch 13, step 154, loss 0.468, test 0.122
Epoch 13, step 155, loss 0.020, test 0.126
Epoch 13, step 156, loss 0.273, test 0.124
Epoch 13, step 157, loss 0.519, test 0.120
Epoch 13, step 158, loss 0.002, test 0.138
Epoch 13, step 159, loss 0.013, test 0.149
Epoch 13, step 160, loss 0.420, test 0.152
Epoch 13, step 161, loss 0.557, test 0.166
Epoch 13, step 162, loss 0.026, test 0.168
Epoch 13, step 163, loss 0.008, test 0.169
Epoch 13, step 164, loss 0.364, test 0.174
Epoch 13, step 165, loss 0.140, test 0.193
Epoch 13, step 166, loss 0.210, test 0.195
Epoch 13, step 167, loss 0.014, test 0.197
Epoch 13, step 168, loss 0.028, test 0.200
Epoch 13, step 169, loss 0.384, test 0.197
Epoch 13, step 170, loss 0.211, test 0.204
Epoch 13, step 171, loss 0.095, test 0.207
Epoch 13, step 172, loss 0.008, test 0.207
Epoch 13, step 173, loss 0.004, test 0.208
Epoch 13, step 174, loss 0.137, test 0.202
Epoch 13, step 175, loss 0.192, test 0.195
Epoch 13, step 176, loss 0.053, test 0.216
Epoch 13, step 177, loss 0.253, test 0.215
Epoch 13, step 178, loss 0.001, test 0.216
Epoch 13, step 179, loss 0.049, test 0.224
Epoch 13, step 180, loss 0.008, test 0.225
Epoch 13, step 181, loss 0.045, test 0.227
Epoch 13, step 182, loss 0.120, test 0.219
Epoch 13, step 183, loss 0.273, test 0.252
Epoch 13, step 184, loss 0.013, test 0.269
Epoch 13, step 185, loss 0.379, test 0.246
Epoch 13, step 186, loss 0.001, test 0.244
Epoch 13, step 187, loss 0.001, test 0.244
Epoch 13, step 188, loss 0.486, test 0.164
Epoch 13, step 189, loss 0.534, test 0.158
Epoch 13, step 190, loss 0.104, test 0.160
Epoch 13, step 191, loss 0.263, test 0.162
Epoch 13, step 192, loss 0.131, test 0.157
Epoch 13, step 193, loss 0.047, test 0.150
Epoch 13, step 194, loss 0.182, test 0.170
Epoch 13, step 195, loss 0.143, test 0.181
Epoch 13, step 196, loss 0.093, test 0.174
Epoch 13, step 197, loss 0.178, test 0.155
Epoch 13, step 198, loss 0.142, test 0.129
Epoch 13, step 199, loss 0.102, test 0.121
Epoch 13, step 200, loss 0.014, test 0.119
Epoch 13, step 201, loss 0.425, test 0.117
Epoch 13, step 202, loss 0.019, test 0.113
Epoch 13, step 203, loss 0.007, test 0.113
Epoch 13, step 204, loss 0.074, test 0.115
Epoch 13, step 205, loss 0.139, test 0.115
Epoch 13, step 206, loss 0.353, test 0.114
Epoch 13, step 207, loss 0.303, test 0.126
Epoch 13, step 208, loss 0.302, test 0.130
Epoch 13, step 209, loss 0.459, test 0.130
Epoch 13, step 210, loss 0.523, test 0.113
Epoch 13, step 211, loss 0.059, test 0.110
Epoch 13, step 212, loss 0.184, test 0.159
Epoch 13, step 213, loss 0.140, test 0.168
Epoch 13, step 214, loss 0.067, test 0.182
Epoch 13, step 215, loss 0.004, test 0.182
Epoch 13, step 216, loss 0.463, test 0.132
Epoch 13, step 217, loss 0.003, test 0.126
Epoch 13, step 218, loss 0.156, test 0.126
Epoch 13, step 219, loss 0.004, test 0.125
Epoch 13, step 220, loss 0.002, test 0.125
Epoch 13, step 221, loss 0.263, test 0.095
Epoch 13, step 222, loss 0.019, test 0.099
Epoch 13, step 223, loss 0.434, test 0.089
Epoch 13, step 224, loss 0.316, test 0.088
Epoch 13, step 225, loss 0.431, test 0.094
Epoch 13, step 226, loss 0.034, test 0.096
Epoch 13, step 227, loss 0.016, test 0.102
Epoch 13, step 228, loss 0.055, test 0.106
Epoch 13, step 229, loss 0.017, test 0.108
Epoch 13, step 230, loss 0.003, test 0.111
Epoch 13, step 231, loss 0.171, test 0.116
Epoch 13, step 232, loss 0.097, test 0.115
Epoch 13, step 233, loss 0.002, test 0.115
Epoch 13, step 234, loss 0.223, test 0.119
Epoch 13, step 235, loss 0.233, test 0.123
Epoch 13, step 236, loss 0.062, test 0.127
Epoch 13, step 237, loss 0.174, test 0.140
Epoch 13, step 238, loss 0.723, test 0.137
Epoch 13, step 239, loss 0.327, test 0.129
Epoch 13, step 240, loss 0.006, test 0.131
Epoch 13, step 241, loss 0.067, test 0.123
Epoch 13, step 242, loss 0.026, test 0.116
Epoch 13, step 243, loss 0.113, test 0.105
Epoch 13, step 244, loss 0.131, test 0.103
Epoch 13, step 245, loss 0.108, test 0.113
Epoch 13, step 246, loss 0.099, test 0.118
Epoch 13, step 247, loss 0.009, test 0.119
Epoch 13, step 248, loss 0.742, test 0.116
Epoch 13, step 249, loss 0.013, test 0.116
Epoch 13, step 250, loss 0.143, test 0.130
Epoch 13, step 251, loss 0.358, test 0.146
Epoch 13, step 252, loss 0.267, test 0.156
Epoch 13, step 253, loss 0.332, test 0.149
Epoch 13, step 254, loss 0.004, test 0.151
Epoch 13, step 255, loss 0.008, test 0.158
Epoch 13, step 256, loss 0.094, test 0.138
Epoch 13, step 257, loss 0.215, test 0.134
Epoch 13, step 258, loss 0.000, test 0.134
Epoch 13, step 259, loss 0.047, test 0.133
Epoch 13, step 260, loss 0.123, test 0.135
Epoch 13, step 261, loss 0.019, test 0.136
Epoch 13, step 262, loss 0.012, test 0.136
Epoch 13, step 263, loss 0.024, test 0.137
Epoch 13, step 264, loss 0.014, test 0.136
Epoch 13, step 265, loss 0.034, test 0.136
Epoch 13, step 266, loss 0.754, test 0.130
Epoch 13, step 267, loss 0.029, test 0.131
Epoch 13, step 268, loss 0.046, test 0.132
Epoch 13, step 269, loss 0.040, test 0.130
Epoch 13, step 270, loss 0.165, test 0.130
Epoch 13, step 271, loss 0.053, test 0.131
Epoch 13, step 272, loss 0.023, test 0.131
Epoch 13, step 273, loss 0.120, test 0.135
Epoch 13, step 274, loss 0.003, test 0.139
Epoch 13, step 275, loss 0.008, test 0.140
Epoch 13, step 276, loss 0.296, test 0.143
Epoch 13, step 277, loss 0.044, test 0.140
Epoch 13, step 278, loss 0.218, test 0.151
Epoch 13, step 279, loss 0.019, test 0.154
Epoch 13, step 280, loss 0.096, test 0.153
Epoch 13, step 281, loss 0.080, test 0.153
Epoch 13, step 282, loss 0.011, test 0.153
Epoch 13, step 283, loss 0.991, test 0.198
Epoch 13, step 284, loss 0.151, test 0.217
Epoch 13, step 285, loss 0.005, test 0.226
Epoch 13, step 286, loss 0.001, test 0.226
Epoch 13, step 287, loss 0.041, test 0.230
Epoch 13, step 288, loss 0.730, test 0.293
Epoch 13, step 289, loss 0.200, test 0.302
Epoch 13, step 290, loss 0.155, test 0.297
Epoch 13, step 291, loss 0.004, test 0.294
Epoch 13, step 292, loss 0.148, test 0.351
Epoch 13, step 293, loss 0.225, test 0.335
Epoch 13, step 294, loss 0.214, test 0.329
Epoch 13, step 295, loss 0.006, test 0.329
Epoch 13, step 296, loss 0.600, test 0.204
Epoch 13, step 297, loss 0.420, test 0.185
Epoch 13, step 298, loss 0.097, test 0.234
Epoch 13, step 299, loss 0.251, test 0.247
Epoch 13, step 300, loss 0.018, test 0.256
Epoch 13, step 301, loss 0.010, test 0.261
Epoch 13, step 302, loss 0.030, test 0.267
Epoch 13, step 303, loss 0.161, test 0.276
Epoch 13, step 304, loss 0.008, test 0.274
Epoch 13, step 305, loss 0.042, test 0.273
Epoch 13, step 306, loss 0.007, test 0.271
Epoch 13, step 307, loss 0.169, test 0.275
Epoch 13, step 308, loss 0.079, test 0.279
Epoch 13, step 309, loss 0.005, test 0.280
Epoch 13, step 310, loss 0.004, test 0.282
Epoch 13, step 311, loss 0.001, test 0.280
Epoch 13, step 312, loss 0.003, test 0.281
Epoch 13, step 313, loss 0.523, test 0.294
Epoch 13, step 314, loss 0.004, test 0.299
Epoch 13, step 315, loss 0.000, test 0.301
Epoch 13, step 316, loss 0.025, test 0.300
Epoch 13, step 317, loss 0.037, test 0.302
Epoch 13, step 318, loss 0.000, test 0.302
Epoch 13, step 319, loss 0.303, test 0.285
Epoch 13, step 320, loss 0.672, test 0.138
Epoch 13, step 321, loss 0.045, test 0.115
Epoch 13, step 322, loss 0.267, test 0.104
Epoch 13, step 323, loss 0.022, test 0.101
Epoch 13, step 324, loss 0.157, test 0.095
Epoch 13, step 325, loss 0.542, test 0.093
Epoch 13, step 326, loss 0.089, test 0.099
Epoch 13, step 327, loss 0.181, test 0.106
Epoch 13, step 328, loss 0.014, test 0.109
Epoch 13, step 329, loss 0.013, test 0.111
Epoch 13, step 330, loss 0.040, test 0.111
Epoch 13, step 331, loss 0.150, test 0.106
Epoch 13, step 332, loss 0.024, test 0.106
Epoch 13, step 333, loss 0.182, test 0.106
Epoch 13, step 334, loss 0.101, test 0.098
Epoch 13, step 335, loss 0.820, test 0.087
Epoch 13, step 336, loss 0.077, test 0.085
Epoch 13, step 337, loss 0.038, test 0.084
Epoch 13, step 338, loss 0.087, test 0.085
Epoch 13, step 339, loss 0.003, test 0.085
Epoch 13, step 340, loss 0.227, test 0.085
Epoch 13, step 341, loss 0.000, test 0.085
Epoch 13, step 342, loss 0.122, test 0.089
Epoch 13, step 343, loss 0.283, test 0.092
Epoch 13, step 344, loss 0.127, test 0.125
Epoch 13, step 345, loss 0.124, test 0.139
Epoch 13, step 346, loss 0.296, test 0.122
Epoch 13, step 347, loss 0.057, test 0.125
Epoch 13, step 348, loss 0.002, test 0.124
Epoch 13, step 349, loss 0.000, test 0.123
Epoch 13, step 350, loss 0.371, test 0.146
Epoch 13, step 351, loss 0.091, test 0.157
Epoch 13, step 352, loss 0.098, test 0.189
Epoch 13, step 353, loss 0.001, test 0.199
Epoch 13, step 354, loss 0.084, test 0.189
Epoch 13, step 355, loss 0.027, test 0.194
Epoch 13, step 356, loss 0.032, test 0.196
Epoch 13, step 357, loss 0.150, test 0.191
Epoch 13, step 358, loss 0.112, test 0.187
Epoch 13, step 359, loss 0.009, test 0.185
Epoch 13, step 360, loss 0.033, test 0.181
Epoch 13, step 361, loss 0.058, test 0.176
Epoch 13, step 362, loss 0.077, test 0.160
Epoch 13, step 363, loss 0.017, test 0.158
Epoch 13, step 364, loss 0.023, test 0.175
Epoch 13, step 365, loss 0.162, test 0.170
Epoch 13, step 366, loss 0.002, test 0.169
Epoch 13, step 367, loss 0.003, test 0.176
Epoch 13, step 368, loss 0.054, test 0.173
Epoch 13, step 369, loss 0.013, test 0.172
Epoch 13, step 370, loss 0.360, test 0.150
Epoch 13, step 371, loss 0.022, test 0.132
Epoch 13, step 372, loss 0.068, test 0.133
Epoch 13, step 373, loss 0.002, test 0.133
Epoch 13, step 374, loss 0.347, test 0.124
Epoch 13, step 375, loss 0.228, test 0.134
Epoch 13, step 376, loss 0.001, test 0.135
Epoch 13, step 377, loss 0.002, test 0.136
Epoch 13, step 378, loss 0.523, test 0.115
Epoch 13, step 379, loss 0.591, test 0.110
Epoch 13, step 380, loss 0.108, test 0.108
Epoch 13, step 381, loss 0.002, test 0.108
Epoch 13, step 382, loss 0.068, test 0.105
Epoch 13, step 383, loss 0.313, test 0.105
Epoch 13, step 384, loss 0.061, test 0.105
Epoch 13, step 385, loss 0.002, test 0.104
Epoch 13, step 386, loss 0.016, test 0.103
Epoch 13, step 387, loss 0.458, test 0.105
Epoch 13, step 388, loss 0.051, test 0.107
Epoch 13, step 389, loss 0.016, test 0.109
Epoch 13, step 390, loss 0.010, test 0.107
Epoch 13, step 391, loss 0.028, test 0.106
Epoch 13, step 392, loss 0.100, test 0.106
Epoch 13, step 393, loss 0.160, test 0.103
Epoch 13, step 394, loss 0.002, test 0.103
Epoch 13, step 395, loss 0.160, test 0.103
Epoch 13, step 396, loss 0.140, test 0.106
Epoch 13, step 397, loss 0.192, test 0.107

Epoch 13, step 398, loss 0.011, test 0.108
Epoch 13, step 399, loss 0.291, test 0.118
Epoch 13, step 400, loss 0.024, test 0.121
Epoch 13, step 401, loss 0.049, test 0.123
Epoch 13, step 402, loss 0.006, test 0.125
Epoch 13, step 403, loss 0.337, test 0.111
Epoch 13, step 404, loss 0.011, test 0.112
Epoch 13, step 405, loss 0.015, test 0.110
Epoch 13, step 406, loss 0.275, test 0.111
Epoch 13, step 407, loss 0.068, test 0.111
Epoch 13, step 408, loss 0.008, test 0.112
Epoch 13, step 409, loss 0.187, test 0.097
Epoch 13, step 410, loss 0.097, test 0.095
Epoch 13, step 411, loss 0.004, test 0.095
Epoch 13, step 412, loss 0.544, test 0.093
Epoch 13, step 413, loss 0.420, test 0.094
Epoch 13, step 414, loss 0.465, test 0.099
Epoch 13, step 415, loss 0.007, test 0.105
Epoch 13, step 416, loss 0.394, test 0.115
Epoch 13, step 417, loss 0.071, test 0.116
Epoch 13, step 418, loss 0.034, test 0.115
Epoch 13, step 419, loss 0.010, test 0.116
Epoch 13, step 420, loss 0.063, test 0.113
Epoch 13, step 421, loss 0.004, test 0.116
Epoch 13, step 422, loss 0.000, test 0.116
Epoch 13, step 423, loss 0.595, test 0.115
Epoch 13, step 424, loss 0.085, test 0.110
Epoch 13, step 425, loss 0.054, test 0.115
Epoch 13, step 426, loss 0.271, test 0.109
Epoch 13, step 427, loss 0.035, test 0.109
Epoch 13, step 428, loss 0.225, test 0.107
Epoch 13, step 429, loss 0.070, test 0.108
Epoch 13, step 430, loss 0.797, test 0.110
Epoch 13, step 431, loss 0.317, test 0.113
Epoch 13, step 432, loss 0.016, test 0.117
Epoch 13, step 433, loss 0.122, test 0.115
Epoch 13, step 434, loss 0.420, test 0.109
Epoch 13, step 435, loss 0.016, test 0.104
Epoch 13, step 436, loss 0.816, test 0.107
Epoch 13, step 437, loss 0.066, test 0.108
Epoch 13, step 438, loss 0.039, test 0.106
Epoch 13, step 439, loss 0.007, test 0.106
Epoch 13, step 440, loss 0.154, test 0.104
Epoch 13, step 441, loss 0.010, test 0.105
Epoch 13, step 442, loss 0.056, test 0.102
Epoch 13, step 443, loss 0.114, test 0.106
Epoch 13, step 444, loss 0.014, test 0.106
Epoch 13, step 445, loss 0.001, test 0.106
Epoch 13, step 446, loss 0.054, test 0.097
Epoch 13, step 447, loss 0.095, test 0.091
Epoch 13, step 448, loss 0.316, test 0.091
Epoch 13, step 449, loss 0.131, test 0.089
Epoch 13, step 450, loss 0.774, test 0.092
Epoch 13, step 451, loss 0.118, test 0.090
Epoch 13, step 452, loss 0.010, test 0.090
Epoch 13, step 453, loss 0.001, test 0.090
Epoch 13, step 454, loss 0.013, test 0.089
Epoch 13, step 455, loss 0.012, test 0.088
Epoch 13, step 456, loss 0.045, test 0.086
Epoch 13, step 457, loss 0.059, test 0.084
Epoch 13, step 458, loss 0.059, test 0.083
Epoch 13, step 459, loss 0.068, test 0.083
Epoch 13, step 460, loss 0.023, test 0.083
Epoch 13, step 461, loss 0.090, test 0.082
Epoch 13, step 462, loss 0.018, test 0.082
Epoch 13, step 463, loss 0.169, test 0.081
Epoch 13, step 464, loss 0.222, test 0.084
Epoch 13, step 465, loss 0.027, test 0.085
Epoch 13, step 466, loss 0.052, test 0.086
Epoch 13, step 467, loss 0.136, test 0.087
Epoch 13, step 468, loss 0.027, test 0.087
Epoch 13, step 469, loss 0.052, test 0.086
Epoch 13, step 470, loss 0.441, test 0.084
Epoch 13, step 471, loss 0.001, test 0.084
Epoch 13, step 472, loss 0.001, test 0.084
Epoch 13, step 473, loss 0.196, test 0.083
Epoch 13, step 474, loss 0.243, test 0.083
Epoch 13, step 475, loss 0.241, test 0.087
Epoch 13, step 476, loss 0.075, test 0.099
Epoch 13, step 477, loss 0.272, test 0.100
Epoch 13, step 478, loss 0.002, test 0.101
Epoch 13, step 479, loss 0.449, test 0.141
Epoch 13, step 480, loss 0.014, test 0.142
Epoch 13, step 481, loss 0.000, test 0.145
Epoch 13, step 482, loss 0.038, test 0.133
Epoch 13, step 483, loss 0.063, test 0.133
Epoch 13, step 484, loss 0.365, test 0.105
Epoch 13, step 485, loss 0.255, test 0.103
Epoch 13, step 486, loss 0.004, test 0.102
Epoch 13, step 487, loss 0.071, test 0.106
Epoch 13, step 488, loss 0.059, test 0.109
Epoch 13, step 489, loss 0.088, test 0.109
Epoch 13, step 490, loss 0.064, test 0.121
Epoch 13, step 491, loss 0.017, test 0.122
Epoch 13, step 492, loss 0.240, test 0.112
Epoch 13, step 493, loss 0.289, test 0.115
Epoch 13, step 494, loss 0.168, test 0.129
Epoch 13, step 495, loss 0.152, test 0.139
Epoch 13, step 496, loss 0.017, test 0.138
Epoch 13, step 497, loss 0.865, test 0.146
Epoch 13, step 498, loss 0.085, test 0.153
Epoch 13, step 499, loss 0.366, test 0.131
Epoch 13, step 500, loss 0.019, test 0.126
Epoch 13, step 501, loss 0.289, test 0.119
Epoch 13, step 502, loss 0.059, test 0.123
Epoch 13, step 503, loss 0.003, test 0.123
Epoch 13, step 504, loss 0.090, test 0.116
Epoch 13, step 505, loss 0.319, test 0.112
Epoch 13, step 506, loss 0.144, test 0.110
Epoch 13, step 507, loss 0.144, test 0.112
Epoch 13, step 508, loss 0.003, test 0.110
Epoch 13, step 509, loss 0.098, test 0.109
Epoch 13, step 510, loss 0.007, test 0.108
Epoch 13, step 511, loss 0.167, test 0.088
Epoch 13, step 512, loss 0.100, test 0.086
Epoch 13, step 513, loss 0.023, test 0.086
Epoch 13, step 514, loss 0.024, test 0.084
Epoch 13, step 515, loss 0.058, test 0.083
Epoch 13, step 516, loss 0.066, test 0.082
Epoch 13, step 517, loss 0.092, test 0.082
Epoch 13, step 518, loss 0.149, test 0.084
Epoch 13, step 519, loss 0.305, test 0.085
Epoch 13, step 520, loss 0.023, test 0.100
Epoch 13, step 521, loss 0.000, test 0.104
Epoch 13, step 522, loss 0.019, test 0.110
Epoch 13, step 523, loss 0.745, test 0.077
Epoch 13, step 524, loss 0.058, test 0.078
Epoch 13, step 525, loss 0.011, test 0.079
Epoch 13, step 526, loss 0.001, test 0.081
Epoch 13, step 527, loss 0.319, test 0.194
Epoch 13, step 528, loss 0.066, test 0.248
Epoch 13, step 529, loss 0.052, test 0.283
Epoch 13, step 530, loss 1.103, test 0.416
Epoch 13, step 531, loss 0.036, test 0.429
Epoch 13, step 532, loss 0.007, test 0.455
Epoch 13, step 533, loss 0.071, test 0.496
Epoch 13, step 534, loss 0.755, test 0.282
Epoch 13, step 535, loss 0.016, test 0.267
Epoch 13, step 536, loss 0.200, test 0.280
Epoch 13, step 537, loss 0.007, test 0.265
Epoch 13, step 538, loss 0.074, test 0.259
Epoch 13, step 539, loss 0.011, test 0.258
Epoch 13, step 540, loss 0.011, test 0.259
Epoch 13, step 541, loss 0.002, test 0.262
Epoch 13, step 542, loss 0.011, test 0.262
Epoch 13, step 543, loss 0.029, test 0.264
Epoch 13, step 544, loss 0.028, test 0.258
Epoch 13, step 545, loss 0.129, test 0.217
Epoch 13, step 546, loss 0.038, test 0.208
Epoch 13, step 547, loss 0.007, test 0.197
Epoch 13, step 548, loss 0.152, test 0.188
Epoch 13, step 549, loss 0.326, test 0.181
Epoch 13, step 550, loss 0.189, test 0.136
Epoch 13, step 551, loss 0.052, test 0.111
Epoch 13, step 552, loss 0.002, test 0.106
Epoch 13, step 553, loss 0.034, test 0.105
Epoch 13, step 554, loss 0.011, test 0.103
Epoch 13, step 555, loss 0.021, test 0.100
Epoch 13, step 556, loss 0.006, test 0.099
Epoch 13, step 557, loss 0.065, test 0.096
Epoch 13, step 558, loss 0.363, test 0.073
Epoch 13, step 559, loss 0.007, test 0.074
Epoch 13, step 560, loss 0.721, test 0.080
Epoch 13, step 561, loss 0.113, test 0.085
Epoch 13, step 562, loss 0.164, test 0.096
Epoch 13, step 563, loss 0.000, test 0.098
Epoch 13, step 564, loss 0.601, test 0.107
Epoch 13, step 565, loss 0.055, test 0.131
Epoch 13, step 566, loss 0.007, test 0.138
Epoch 13, step 567, loss 0.251, test 0.157
Epoch 13, step 568, loss 0.277, test 0.157
Epoch 13, step 569, loss 0.147, test 0.154
Epoch 13, step 570, loss 0.001, test 0.152
Epoch 13, step 571, loss 0.637, test 0.157
Epoch 13, step 572, loss 0.058, test 0.162
Epoch 13, step 573, loss 0.001, test 0.164
Epoch 13, step 574, loss 0.003, test 0.164
Epoch 13, step 575, loss 0.021, test 0.160
Epoch 13, step 576, loss 0.170, test 0.149
Epoch 13, step 577, loss 0.039, test 0.158
Epoch 13, step 578, loss 0.123, test 0.169
Epoch 13, step 579, loss 0.146, test 0.181
Epoch 13, step 580, loss 0.256, test 0.162
Epoch 13, step 581, loss 1.063, test 0.239
Epoch 13, step 582, loss 0.445, test 0.217
Epoch 13, step 583, loss 0.255, test 0.174
Epoch 13, step 584, loss 1.612, test 0.906
Epoch 13, step 585, loss 0.109, test 1.337
Epoch 13, step 586, loss 0.008, test 1.568
Epoch 13, step 587, loss 0.003, test 1.692
Epoch 13, step 588, loss 0.063, test 1.766
Epoch 13, step 589, loss 0.000, test 1.800
Epoch 13, step 590, loss 0.157, test 1.860
Epoch 13, step 591, loss 0.003, test 1.872
Epoch 13, step 592, loss 0.502, test 1.689
Epoch 13, step 593, loss 0.010, test 1.669
Epoch 13, step 594, loss 0.167, test 1.688
Epoch 13, step 595, loss 0.166, test 1.645
Epoch 13, step 596, loss 0.419, test 1.456
Epoch 13, step 597, loss 0.004, test 1.410
Epoch 13, step 598, loss 0.903, test 1.015
Epoch 13, step 599, loss 0.090, test 0.958
Epoch 13, step 600, loss 0.006, test 0.938
Epoch 13, step 601, loss 0.038, test 0.914
Epoch 13, step 602, loss 0.090, test 0.872
Epoch 13, step 603, loss 0.054, test 0.851
Epoch 13, step 604, loss 0.199, test 0.773
Epoch 13, step 605, loss 0.071, test 0.764
Epoch 13, step 606, loss 0.065, test 0.743
Epoch 13, step 607, loss 0.777, test 0.722
Epoch 13, step 608, loss 0.013, test 0.728
Epoch 13, step 609, loss 0.535, test 0.377
Epoch 13, step 610, loss 0.004, test 0.331
Epoch 13, step 611, loss 0.117, test 0.305
Epoch 13, step 612, loss 0.006, test 0.297
Epoch 13, step 613, loss 0.112, test 0.299
Epoch 13, step 614, loss 0.860, test 0.290
Epoch 13, step 615, loss 0.116, test 0.284
Epoch 13, step 616, loss 0.000, test 0.283
Epoch 13, step 617, loss 0.293, test 0.278
Epoch 13, step 618, loss 0.034, test 0.279
Epoch 13, step 619, loss 0.032, test 0.280
Epoch 13, step 620, loss 0.107, test 0.257
Epoch 13, step 621, loss 0.001, test 0.257
Epoch 13, step 622, loss 0.300, test 0.175
Epoch 13, step 623, loss 0.509, test 0.167
Epoch 13, step 624, loss 0.000, test 0.164
Epoch 13, step 625, loss 0.128, test 0.222
Epoch 13, step 626, loss 0.202, test 0.240
Epoch 13, step 627, loss 0.027, test 0.247
Epoch 13, step 628, loss 0.400, test 0.289
Epoch 13, step 629, loss 0.001, test 0.299
Epoch 13, step 630, loss 0.067, test 0.332
Epoch 13, step 631, loss 0.137, test 0.350
Epoch 13, step 632, loss 0.050, test 0.354
Epoch 13, step 633, loss 0.231, test 0.352
Epoch 13, step 634, loss 0.062, test 0.358
Epoch 13, step 635, loss 4.361, test 1.227
Epoch 13, step 636, loss 0.967, test 1.796
Epoch 13, step 637, loss 0.047, test 2.129
Epoch 13, step 638, loss 0.399, test 2.272
Epoch 13, step 639, loss 0.399, test 2.269
Epoch 13, step 640, loss 0.749, test 2.200
Epoch 13, step 641, loss 0.139, test 2.104
Epoch 13, step 642, loss 0.038, test 2.025
Epoch 13, step 643, loss 0.185, test 1.826
Epoch 13, step 644, loss 0.046, test 1.776
Epoch 13, step 645, loss 12.786, test 0.800
Epoch 13, step 646, loss 0.582, test 1.233
Epoch 13, step 647, loss 0.034, test 1.595
Epoch 13, step 648, loss 0.002, test 1.794
Epoch 13, step 649, loss 2.023, test 1.309
Epoch 13, step 650, loss 0.096, test 1.294
Epoch 13, step 651, loss 0.167, test 1.248
Epoch 13, step 652, loss 0.016, test 1.243
Epoch 13, step 653, loss 0.349, test 1.250
Epoch 13, step 654, loss 0.222, test 1.116
Epoch 13, step 655, loss 0.003, test 1.087
Epoch 13, step 656, loss 0.174, test 1.102
Epoch 13, step 657, loss 0.051, test 1.106
Epoch 13, step 658, loss 0.025, test 1.101
Epoch 13, step 659, loss 0.620, test 0.766
Epoch 13, step 660, loss 0.086, test 0.708
Epoch 13, step 661, loss 1.078, test 0.378
Epoch 13, step 662, loss 0.093, test 0.333
Epoch 13, step 663, loss 0.015, test 0.304
Epoch 13, step 664, loss 0.019, test 0.292
Epoch 13, step 665, loss 0.011, test 0.292
Epoch 13, step 666, loss 0.012, test 0.289
Epoch 13, step 667, loss 0.446, test 0.327
Epoch 13, step 668, loss 0.029, test 0.340
Epoch 13, step 669, loss 0.585, test 0.355
Epoch 13, step 670, loss 0.010, test 0.358
Epoch 13, step 671, loss 0.052, test 0.391
Epoch 13, step 672, loss 0.162, test 0.434
Epoch 13, step 673, loss 0.151, test 0.411
Epoch 13, step 674, loss 0.062, test 0.408
Epoch 13, step 675, loss 0.568, test 0.395
Epoch 13, step 676, loss 0.103, test 0.351
Epoch 13, step 677, loss 0.025, test 0.333
Epoch 13, step 678, loss 0.232, test 0.334
Epoch 13, step 679, loss 0.004, test 0.335
Epoch 13, step 680, loss 0.551, test 0.341
Epoch 13, step 681, loss 0.066, test 0.352
Epoch 13, step 682, loss 0.000, test 0.354
Epoch 13, step 683, loss 0.007, test 0.347
Epoch 13, step 684, loss 0.048, test 0.348
Epoch 13, step 685, loss 0.124, test 0.345
Epoch 13, step 686, loss 0.157, test 0.356
Epoch 13, step 687, loss 0.271, test 0.314
Epoch 13, step 688, loss 0.246, test 0.298
Epoch 13, step 689, loss 0.039, test 0.291
Epoch 13, step 690, loss 0.032, test 0.296
Epoch 13, step 691, loss 0.095, test 0.248
Epoch 13, step 692, loss 0.175, test 0.233
Epoch 13, step 693, loss 0.180, test 0.228
Epoch 13, step 694, loss 0.088, test 0.223
Epoch 13, step 695, loss 0.132, test 0.222
Epoch 13, step 696, loss 0.193, test 0.229
Epoch 13, step 697, loss 0.007, test 0.227
Epoch 13, step 698, loss 0.111, test 0.227
Epoch 13, step 699, loss 0.006, test 0.230
Epoch 13, step 700, loss 0.290, test 0.212
Epoch 13, step 701, loss 0.001, test 0.210
Epoch 13, step 702, loss 0.085, test 0.210
Epoch 13, step 703, loss 0.118, test 0.209
Epoch 13, step 704, loss 0.317, test 0.207
Epoch 13, step 705, loss 0.218, test 0.205
Epoch 13, step 706, loss 0.075, test 0.208
Epoch 13, step 707, loss 0.013, test 0.206
Epoch 13, step 708, loss 0.079, test 0.205
Epoch 13, step 709, loss 0.014, test 0.204
Epoch 13, step 710, loss 0.078, test 0.195
Epoch 13, step 711, loss 0.307, test 0.193
Epoch 13, step 712, loss 0.002, test 0.194
Epoch 13, step 713, loss 0.029, test 0.194
Epoch 13, step 714, loss 0.027, test 0.204
Epoch 13, step 715, loss 0.002, test 0.211
Epoch 13, step 716, loss 0.254, test 0.215
Epoch 13, step 717, loss 0.054, test 0.217
Epoch 13, step 718, loss 0.029, test 0.216
Epoch 13, step 719, loss 0.027, test 0.217
Epoch 13, step 720, loss 0.006, test 0.216
Epoch 13, step 721, loss 0.039, test 0.221
Epoch 13, step 722, loss 0.090, test 0.226
Epoch 13, step 723, loss 0.243, test 0.255
Epoch 13, step 724, loss 0.006, test 0.248
Epoch 13, step 725, loss 0.000, test 0.249
Epoch 13, step 726, loss 0.340, test 0.252
Epoch 13, step 727, loss 0.122, test 0.251
Epoch 13, step 728, loss 0.075, test 0.252
Epoch 13, step 729, loss 0.001, test 0.252
Epoch 13, step 730, loss 0.203, test 0.249
Epoch 13, step 731, loss 0.385, test 0.245
Epoch 13, step 732, loss 1.222, test 0.347
Epoch 13, step 733, loss 0.179, test 0.381
Epoch 13, step 734, loss 0.007, test 0.423
Epoch 13, step 735, loss 0.147, test 0.404
Epoch 13, step 736, loss 0.025, test 0.406
Epoch 13, step 737, loss 0.078, test 0.439
Epoch 13, step 738, loss 0.554, test 0.361
Epoch 13, step 739, loss 0.230, test 0.312
Epoch 13, step 740, loss 0.015, test 0.305
Epoch 13, step 741, loss 0.775, test 0.226
Epoch 13, step 742, loss 0.190, test 0.200
Epoch 13, step 743, loss 0.199, test 0.206
Epoch 13, step 744, loss 0.074, test 0.208
Epoch 13, step 745, loss 0.058, test 0.197
Epoch 13, step 746, loss 0.055, test 0.195
Epoch 13, step 747, loss 0.001, test 0.194
Epoch 13, step 748, loss 0.020, test 0.191
Epoch 13, step 749, loss 0.128, test 0.189
Epoch 13, step 750, loss 0.704, test 0.191
Epoch 13, step 751, loss 0.236, test 0.147
Epoch 13, step 752, loss 0.622, test 0.128
Epoch 13, step 753, loss 1.032, test 0.128
Epoch 13, step 754, loss 0.187, test 0.129
Epoch 13, step 755, loss 0.034, test 0.129
Epoch 13, step 756, loss 0.002, test 0.129
Epoch 13, step 757, loss 0.106, test 0.127
Epoch 13, step 758, loss 0.004, test 0.127
Epoch 13, step 759, loss 0.085, test 0.129
Epoch 13, step 760, loss 0.004, test 0.127
Epoch 13, step 761, loss 0.140, test 0.124
Epoch 13, step 762, loss 0.195, test 0.123
Epoch 13, step 763, loss 0.001, test 0.121
Epoch 13, step 764, loss 0.142, test 0.124
Epoch 13, step 765, loss 0.092, test 0.124
Epoch 13, step 766, loss 0.653, test 0.120
Epoch 13, step 767, loss 0.007, test 0.119
Epoch 13, step 768, loss 0.001, test 0.119
Epoch 13, step 769, loss 0.019, test 0.117
Epoch 13, step 770, loss 0.215, test 0.113
Epoch 13, step 771, loss 0.004, test 0.112
Epoch 13, step 772, loss 0.037, test 0.110
Epoch 13, step 773, loss 0.718, test 0.105
Epoch 13, step 774, loss 0.002, test 0.104
Epoch 13, step 775, loss 0.056, test 0.097
Epoch 13, step 776, loss 0.162, test 0.093
Epoch 13, step 777, loss 0.343, test 0.089
Epoch 13, step 778, loss 0.022, test 0.086
Epoch 13, step 779, loss 0.034, test 0.084
Epoch 13, step 780, loss 0.039, test 0.082
Epoch 13, step 781, loss 0.260, test 0.090
Epoch 13, step 782, loss 0.167, test 0.098
Epoch 13, step 783, loss 0.267, test 0.110
Epoch 13, step 784, loss 0.751, test 0.103
Epoch 13, step 785, loss 0.005, test 0.103
Epoch 13, step 786, loss 0.036, test 0.103
Epoch 13, step 787, loss 0.043, test 0.106
Epoch 13, step 788, loss 0.001, test 0.105
Epoch 13, step 789, loss 0.005, test 0.106
Epoch 13, step 790, loss 0.002, test 0.107
Epoch 13, step 791, loss 0.062, test 0.105
Epoch 13, step 792, loss 0.038, test 0.095
Epoch 13, step 793, loss 0.017, test 0.091
Epoch 13, step 794, loss 0.074, test 0.090
Epoch 13, step 795, loss 0.408, test 0.090
Epoch 13, step 796, loss 0.028, test 0.096
Epoch 13, step 797, loss 0.094, test 0.096
Epoch 13, step 798, loss 0.159, test 0.103
Epoch 13, step 799, loss 0.084, test 0.103
Epoch 13, step 800, loss 0.203, test 0.096
Epoch 13, step 801, loss 0.027, test 0.097
Epoch 13, step 802, loss 0.008, test 0.098
Epoch 13, step 803, loss 0.087, test 0.098
Epoch 13, step 804, loss 0.111, test 0.101
Epoch 13, step 805, loss 0.000, test 0.102
Epoch 13, step 806, loss 0.175, test 0.101
Epoch 13, step 807, loss 0.208, test 0.107
Epoch 13, step 808, loss 0.022, test 0.114
Epoch 13, step 809, loss 0.000, test 0.116
Epoch 13, step 810, loss 0.023, test 0.118
Epoch 13, step 811, loss 0.164, test 0.136
Epoch 13, step 812, loss 0.541, test 0.115
Epoch 13, step 813, loss 0.007, test 0.115
Epoch 13, step 814, loss 0.002, test 0.114
Epoch 13, step 815, loss 0.197, test 0.105
Epoch 13, step 816, loss 0.141, test 0.102
Epoch 13, step 817, loss 0.422, test 0.124
Epoch 13, step 818, loss 0.369, test 0.100
Epoch 13, step 819, loss 0.074, test 0.084
Epoch 13, step 820, loss 0.007, test 0.082
Epoch 13, step 821, loss 0.374, test 0.085
Epoch 13, step 822, loss 0.427, test 0.087
Epoch 13, step 823, loss 0.015, test 0.087
Epoch 13, step 824, loss 0.130, test 0.091
Epoch 13, step 825, loss 0.037, test 0.079
Epoch 13, step 826, loss 0.203, test 0.080
Epoch 13, step 827, loss 0.295, test 0.078
Epoch 13, step 828, loss 0.015, test 0.077
Epoch 13, step 829, loss 0.007, test 0.078
Epoch 13, step 830, loss 0.052, test 0.076
Epoch 13, step 831, loss 0.258, test 0.077
Epoch 13, step 832, loss 0.001, test 0.077
Epoch 13, step 833, loss 0.003, test 0.078
Epoch 13, step 834, loss 0.905, test 0.117
Epoch 13, step 835, loss 0.004, test 0.126
Epoch 13, step 836, loss 0.008, test 0.131
Epoch 13, step 837, loss 0.794, test 0.143
Epoch 13, step 838, loss 0.032, test 0.141
Epoch 13, step 839, loss 0.190, test 0.136
Epoch 13, step 840, loss 0.046, test 0.132
Epoch 13, step 841, loss 0.049, test 0.120
Epoch 13, step 842, loss 0.002, test 0.118
Epoch 13, step 843, loss 0.264, test 0.105
Epoch 13, step 844, loss 0.107, test 0.101
Epoch 13, step 845, loss 0.043, test 0.100
Epoch 13, step 846, loss 0.057, test 0.093
Epoch 13, step 847, loss 0.027, test 0.091
Epoch 13, step 848, loss 0.001, test 0.090
Epoch 13, step 849, loss 0.171, test 0.087
Epoch 13, step 850, loss 0.001, test 0.088
Epoch 13, step 851, loss 0.054, test 0.089
Epoch 13, step 852, loss 0.275, test 0.091
Epoch 13, step 853, loss 0.215, test 0.094
Epoch 13, step 854, loss 0.003, test 0.095
Epoch 13, step 855, loss 0.001, test 0.095
Epoch 13, step 856, loss 0.014, test 0.095
Epoch 13, step 857, loss 0.004, test 0.095
Epoch 13, step 858, loss 0.023, test 0.095
Epoch 13, step 859, loss 0.029, test 0.095
Epoch 13, step 860, loss 0.118, test 0.095
Epoch 13, step 861, loss 0.141, test 0.098
Epoch 13, step 862, loss 0.161, test 0.086
Epoch 13, step 863, loss 0.012, test 0.083
Epoch 13, step 864, loss 0.292, test 0.082
Epoch 13, step 865, loss 0.001, test 0.082
Epoch 13, step 866, loss 0.006, test 0.082
Epoch 13, step 867, loss 0.171, test 0.081
Epoch 13, step 868, loss 0.051, test 0.082
Epoch 13, step 869, loss 0.180, test 0.084
Epoch 13, step 870, loss 0.003, test 0.085
Epoch 13, step 871, loss 0.002, test 0.085
Epoch 13, step 872, loss 0.030, test 0.085
Epoch 13, step 873, loss 0.013, test 0.086
Epoch 13, step 874, loss 0.058, test 0.086
Epoch 13, step 875, loss 0.007, test 0.087
Epoch 13, step 876, loss 0.011, test 0.087
Epoch 13, step 877, loss 0.050, test 0.087
Epoch 13, step 878, loss 0.006, test 0.087
Epoch 13, step 879, loss 0.067, test 0.086
Epoch 13, step 880, loss 0.015, test 0.086
Epoch 13, step 881, loss 0.271, test 0.087
Epoch 13, step 882, loss 0.001, test 0.088
Epoch 13, step 883, loss 0.002, test 0.088
Epoch 13, step 884, loss 0.042, test 0.087
Epoch 13, step 885, loss 0.020, test 0.085
Epoch 13, step 886, loss 0.003, test 0.085
Epoch 13, step 887, loss 0.000, test 0.086
Epoch 13, step 888, loss 0.156, test 0.086
Epoch 13, step 889, loss 0.006, test 0.086
Epoch 13, step 890, loss 0.131, test 0.083
Epoch 13, step 891, loss 0.056, test 0.083
Epoch 13, step 892, loss 0.209, test 0.083
Epoch 13, step 893, loss 0.012, test 0.082
Epoch 13, step 894, loss 0.106, test 0.081
Epoch 13, step 895, loss 0.764, test 0.081
Epoch 13, step 896, loss 0.073, test 0.081
Epoch 13, step 897, loss 0.137, test 0.082
Epoch 13, step 898, loss 0.213, test 0.081
Epoch 13, step 899, loss 0.068, test 0.082
Epoch 13, step 900, loss 0.052, test 0.082
Epoch 13, step 901, loss 0.502, test 0.083
Epoch 13, step 902, loss 0.087, test 0.084
Epoch 13, step 903, loss 0.021, test 0.085
Epoch 13, step 904, loss 0.174, test 0.087
Epoch 13, step 905, loss 0.013, test 0.088
Epoch 13, step 906, loss 0.077, test 0.091
Epoch 13, step 907, loss 0.067, test 0.099
Epoch 13, step 908, loss 0.006, test 0.100
Epoch 13, step 909, loss 0.123, test 0.100
Epoch 13, step 910, loss 0.070, test 0.099
Epoch 13, step 911, loss 0.000, test 0.099
Epoch 13, step 912, loss 0.014, test 0.100
Epoch 13, step 913, loss 0.066, test 0.102
Epoch 13, step 914, loss 0.049, test 0.104
Epoch 13, step 915, loss 0.023, test 0.103
Epoch 13, step 916, loss 0.194, test 0.108
Epoch 13, step 917, loss 0.287, test 0.085
Epoch 13, step 918, loss 0.236, test 0.087
Epoch 13, step 919, loss 0.036, test 0.086
Epoch 13, step 920, loss 0.093, test 0.087
Epoch 13, step 921, loss 0.000, test 0.087
Epoch 13, step 922, loss 0.326, test 0.088
Epoch 13, step 923, loss 0.047, test 0.089
Epoch 13, step 924, loss 0.114, test 0.088
Epoch 13, step 925, loss 0.017, test 0.087
Epoch 13, step 926, loss 0.002, test 0.087
Epoch 13, step 927, loss 0.201, test 0.082
Epoch 13, step 928, loss 0.063, test 0.082
Epoch 13, step 929, loss 0.043, test 0.082
Epoch 13, step 930, loss 0.239, test 0.094
Epoch 13, step 931, loss 0.038, test 0.095
Epoch 13, step 932, loss 0.040, test 0.089
Epoch 13, step 933, loss 0.010, test 0.090
Epoch 13, step 934, loss 0.100, test 0.094
Epoch 13, step 935, loss 0.360, test 0.078
Epoch 13, step 936, loss 0.572, test 0.079
Epoch 13, step 937, loss 0.254, test 0.093
Epoch 13, step 938, loss 0.298, test 0.100
Epoch 13, step 939, loss 0.005, test 0.103
Epoch 13, step 940, loss 0.005, test 0.105
Epoch 13, step 941, loss 0.039, test 0.100
Epoch 13, step 942, loss 0.044, test 0.094
Epoch 13, step 943, loss 0.054, test 0.092
Epoch 13, step 944, loss 0.011, test 0.092
Epoch 13, step 945, loss 0.008, test 0.090
Epoch 13, step 946, loss 0.164, test 0.090
Epoch 13, step 947, loss 0.455, test 0.078
Epoch 13, step 948, loss 0.361, test 0.077
Epoch 13, step 949, loss 0.000, test 0.076
Epoch 13, step 950, loss 0.257, test 0.081
Epoch 13, step 951, loss 0.115, test 0.088
Epoch 13, step 952, loss 0.125, test 0.091
Epoch 13, step 953, loss 0.000, test 0.090
Epoch 13, step 954, loss 0.245, test 0.089
Epoch 13, step 955, loss 0.179, test 0.088
Epoch 13, step 956, loss 0.140, test 0.092
Epoch 13, step 957, loss 0.110, test 0.089
Epoch 13, step 958, loss 0.040, test 0.087
Epoch 13, step 959, loss 0.047, test 0.087
Epoch 13, step 960, loss 0.162, test 0.083
Epoch 13, step 961, loss 0.037, test 0.082
Epoch 13, step 962, loss 0.458, test 0.082
Epoch 13, step 963, loss 0.248, test 0.077
Epoch 13, step 964, loss 0.079, test 0.078
Epoch 13, step 965, loss 0.004, test 0.079
Epoch 13, step 966, loss 0.021, test 0.079
Epoch 13, step 967, loss 0.051, test 0.078
Epoch 13, step 968, loss 0.004, test 0.078
Epoch 13, step 969, loss 0.082, test 0.079
Epoch 13, step 970, loss 0.013, test 0.080
Epoch 13, step 971, loss 0.246, test 0.081
Epoch 13, step 972, loss 0.009, test 0.081
Epoch 13, step 973, loss 0.015, test 0.082
Epoch 13, step 974, loss 0.013, test 0.082
Epoch 13, step 975, loss 0.208, test 0.076
Epoch 13, step 976, loss 0.162, test 0.086
Epoch 13, step 977, loss 0.119, test 0.083
Epoch 13, step 978, loss 0.211, test 0.082
Epoch 13, step 979, loss 0.123, test 0.085
Epoch 13, step 980, loss 0.763, test 0.090
Epoch 13, step 981, loss 0.168, test 0.094
Epoch 13, step 982, loss 0.144, test 0.093
Epoch 13, step 983, loss 0.141, test 0.091
Epoch 13, step 984, loss 0.109, test 0.089
Epoch 13, step 985, loss 0.026, test 0.087
Epoch 13, step 986, loss 0.152, test 0.089
Epoch 13, step 987, loss 0.242, test 0.096
Epoch 13, step 988, loss 0.001, test 0.096

Epoch 13, step 989, loss 0.528, test 0.083
Epoch 13, step 990, loss 0.007, test 0.086
Epoch 13, step 991, loss 0.210, test 0.088
Epoch 13, step 992, loss 0.046, test 0.095
Epoch 13, step 993, loss 0.171, test 0.128
Epoch 13, step 994, loss 0.096, test 0.130
Epoch 13, step 995, loss 0.018, test 0.127
Epoch 13, step 996, loss 0.012, test 0.129
Epoch 13, step 997, loss 0.029, test 0.129
Epoch 13, step 998, loss 0.007, test 0.133
Epoch 13, step 999, loss 0.191, test 0.137
Epoch 14, step 0, loss 0.043, test 0.140
Epoch 14, step 1, loss 0.007, test 0.141
Epoch 14, step 2, loss 0.001, test 0.141
Epoch 14, step 3, loss 0.115, test 0.145
Epoch 14, step 4, loss 0.331, test 0.165
Epoch 14, step 5, loss 0.041, test 0.165
Epoch 14, step 6, loss 0.262, test 0.170
Epoch 14, step 7, loss 0.145, test 0.129
Epoch 14, step 8, loss 0.259, test 0.108
Epoch 14, step 9, loss 0.098, test 0.098
Epoch 14, step 10, loss 0.019, test 0.098
Epoch 14, step 11, loss 0.014, test 0.096
Epoch 14, step 12, loss 0.069, test 0.094
Epoch 14, step 13, loss 0.030, test 0.093
Epoch 14, step 14, loss 0.145, test 0.090
Epoch 14, step 15, loss 0.052, test 0.089
Epoch 14, step 16, loss 0.017, test 0.089
Epoch 14, step 17, loss 0.170, test 0.117
Epoch 14, step 18, loss 0.912, test 0.136
Epoch 14, step 19, loss 0.299, test 0.155
Epoch 14, step 20, loss 0.025, test 0.162
Epoch 14, step 21, loss 0.139, test 0.160
Epoch 14, step 22, loss 0.010, test 0.160
Epoch 14, step 23, loss 0.755, test 0.080
Epoch 14, step 24, loss 0.073, test 0.079
Epoch 14, step 25, loss 0.018, test 0.077
Epoch 14, step 26, loss 0.747, test 0.075
Epoch 14, step 27, loss 0.161, test 0.077
Epoch 14, step 28, loss 0.384, test 0.077
Epoch 14, step 29, loss 0.208, test 0.079
Epoch 14, step 30, loss 0.044, test 0.077
Epoch 14, step 31, loss 0.518, test 0.080
Epoch 14, step 32, loss 0.404, test 0.083
Epoch 14, step 33, loss 0.008, test 0.085
Epoch 14, step 34, loss 0.000, test 0.086
Epoch 14, step 35, loss 0.085, test 0.087
Epoch 14, step 36, loss 0.039, test 0.092
Epoch 14, step 37, loss 0.004, test 0.092
Epoch 14, step 38, loss 0.068, test 0.091
Epoch 14, step 39, loss 0.030, test 0.092
Epoch 14, step 40, loss 0.219, test 0.089
Epoch 14, step 41, loss 0.350, test 0.087
Epoch 14, step 42, loss 0.073, test 0.087
Epoch 14, step 43, loss 0.005, test 0.087
Epoch 14, step 44, loss 0.116, test 0.086
Epoch 14, step 45, loss 0.285, test 0.078
Epoch 14, step 46, loss 0.090, test 0.077
Epoch 14, step 47, loss 0.164, test 0.084
Epoch 14, step 48, loss 0.001, test 0.085
Epoch 14, step 49, loss 0.003, test 0.086
Epoch 14, step 50, loss 0.018, test 0.080
Epoch 14, step 51, loss 1.351, test 0.104
Epoch 14, step 52, loss 0.173, test 0.258
Epoch 14, step 53, loss 0.026, test 0.321
Epoch 14, step 54, loss 0.069, test 0.331
Epoch 14, step 55, loss 0.067, test 0.347
Epoch 14, step 56, loss 0.056, test 0.385
Epoch 14, step 57, loss 0.072, test 0.379
Epoch 14, step 58, loss 0.000, test 0.381
Epoch 14, step 59, loss 0.008, test 0.380
Epoch 14, step 60, loss 0.356, test 0.295
Epoch 14, step 61, loss 0.014, test 0.281
Epoch 14, step 62, loss 0.239, test 0.234
Epoch 14, step 63, loss 0.001, test 0.223
Epoch 14, step 64, loss 0.007, test 0.215
Epoch 14, step 65, loss 0.107, test 0.191
Epoch 14, step 66, loss 0.217, test 0.143
Epoch 14, step 67, loss 0.028, test 0.138
Epoch 14, step 68, loss 0.007, test 0.132
Epoch 14, step 69, loss 0.001, test 0.130
Epoch 14, step 70, loss 0.046, test 0.127
Epoch 14, step 71, loss 0.270, test 0.083
Epoch 14, step 72, loss 0.206, test 0.083
Epoch 14, step 73, loss 0.150, test 0.081
Epoch 14, step 74, loss 0.074, test 0.084
Epoch 14, step 75, loss 0.007, test 0.084
Epoch 14, step 76, loss 0.002, test 0.084
Epoch 14, step 77, loss 0.030, test 0.085
Epoch 14, step 78, loss 0.015, test 0.082
Epoch 14, step 79, loss 0.164, test 0.082
Epoch 14, step 80, loss 0.143, test 0.081
Epoch 14, step 81, loss 1.440, test 0.106
Epoch 14, step 82, loss 0.073, test 0.109
Epoch 14, step 83, loss 0.169, test 0.125
Epoch 14, step 84, loss 0.045, test 0.129
Epoch 14, step 85, loss 0.093, test 0.127
Epoch 14, step 86, loss 0.051, test 0.125
Epoch 14, step 87, loss 0.004, test 0.124
Epoch 14, step 88, loss 0.043, test 0.119
Epoch 14, step 89, loss 0.027, test 0.119
Epoch 14, step 90, loss 0.064, test 0.113
Epoch 14, step 91, loss 0.003, test 0.112
Epoch 14, step 92, loss 0.068, test 0.112
Epoch 14, step 93, loss 0.009, test 0.110
Epoch 14, step 94, loss 0.025, test 0.120
Epoch 14, step 95, loss 0.091, test 0.128
Epoch 14, step 96, loss 0.121, test 0.132
Epoch 14, step 97, loss 0.317, test 0.139
Epoch 14, step 98, loss 0.090, test 0.131
Epoch 14, step 99, loss 0.077, test 0.135
Epoch 14, step 100, loss 0.019, test 0.135
Epoch 14, step 101, loss 0.091, test 0.154
Epoch 14, step 102, loss 0.429, test 0.162
Epoch 14, step 103, loss 0.035, test 0.164
Epoch 14, step 104, loss 0.000, test 0.166
Epoch 14, step 105, loss 0.106, test 0.152
Epoch 14, step 106, loss 0.060, test 0.161
Epoch 14, step 107, loss 0.003, test 0.161
Epoch 14, step 108, loss 0.000, test 0.161
Epoch 14, step 109, loss 0.237, test 0.166
Epoch 14, step 110, loss 0.178, test 0.137
Epoch 14, step 111, loss 0.016, test 0.132
Epoch 14, step 112, loss 0.217, test 0.100
Epoch 14, step 113, loss 0.003, test 0.095
Epoch 14, step 114, loss 0.120, test 0.090
Epoch 14, step 115, loss 0.256, test 0.078
Epoch 14, step 116, loss 0.261, test 0.077
Epoch 14, step 117, loss 0.004, test 0.076
Epoch 14, step 118, loss 0.080, test 0.074
Epoch 14, step 119, loss 0.025, test 0.074
Epoch 14, step 120, loss 0.005, test 0.074
Epoch 14, step 121, loss 0.274, test 0.078
Epoch 14, step 122, loss 0.059, test 0.079
Epoch 14, step 123, loss 0.037, test 0.085
Epoch 14, step 124, loss 0.038, test 0.088
Epoch 14, step 125, loss 0.018, test 0.093
Epoch 14, step 126, loss 0.025, test 0.092
Epoch 14, step 127, loss 0.002, test 0.093
Epoch 14, step 128, loss 0.472, test 0.087
Epoch 14, step 129, loss 0.050, test 0.082
Epoch 14, step 130, loss 0.041, test 0.082
Epoch 14, step 131, loss 0.183, test 0.083
Epoch 14, step 132, loss 0.226, test 0.080
Epoch 14, step 133, loss 0.145, test 0.078
Epoch 14, step 134, loss 0.070, test 0.079
Epoch 14, step 135, loss 0.002, test 0.080
Epoch 14, step 136, loss 0.064, test 0.079
Epoch 14, step 137, loss 0.358, test 0.073
Epoch 14, step 138, loss 0.047, test 0.072
Epoch 14, step 139, loss 0.050, test 0.102
Epoch 14, step 140, loss 0.632, test 0.117
Epoch 14, step 141, loss 0.011, test 0.126
Epoch 14, step 142, loss 0.062, test 0.120
Epoch 14, step 143, loss 0.001, test 0.122
Epoch 14, step 144, loss 0.382, test 0.116
Epoch 14, step 145, loss 1.396, test 0.184
Epoch 14, step 146, loss 0.029, test 0.200
Epoch 14, step 147, loss 0.743, test 0.221
Epoch 14, step 148, loss 0.006, test 0.228
Epoch 14, step 149, loss 0.099, test 0.285
Epoch 14, step 150, loss 0.040, test 0.307
Epoch 14, step 151, loss 0.431, test 0.169
Epoch 14, step 152, loss 1.395, test 0.299
Epoch 14, step 153, loss 0.068, test 0.447
Epoch 14, step 154, loss 0.000, test 0.532
Epoch 14, step 155, loss 0.000, test 0.579
Epoch 14, step 156, loss 0.002, test 0.602
Epoch 14, step 157, loss 0.053, test 0.605
Epoch 14, step 158, loss 0.032, test 0.560
Epoch 14, step 159, loss 0.417, test 0.569
Epoch 14, step 160, loss 0.502, test 0.332
Epoch 14, step 161, loss 0.000, test 0.301
Epoch 14, step 162, loss 0.017, test 0.284
Epoch 14, step 163, loss 0.016, test 0.268
Epoch 14, step 164, loss 0.247, test 0.283
Epoch 14, step 165, loss 0.068, test 0.281
Epoch 14, step 166, loss 0.040, test 0.256
Epoch 14, step 167, loss 0.237, test 0.249
Epoch 14, step 168, loss 0.013, test 0.244
Epoch 14, step 169, loss 0.238, test 0.247
Epoch 14, step 170, loss 0.455, test 0.254
Epoch 14, step 171, loss 0.003, test 0.256
Epoch 14, step 172, loss 0.062, test 0.263
Epoch 14, step 173, loss 0.241, test 0.345
Epoch 14, step 174, loss 0.034, test 0.359
Epoch 14, step 175, loss 0.271, test 0.254
Epoch 14, step 176, loss 0.996, test 0.259
Epoch 14, step 177, loss 0.001, test 0.255
Epoch 14, step 178, loss 0.101, test 0.261
Epoch 14, step 179, loss 0.014, test 0.266
Epoch 14, step 180, loss 0.035, test 0.254
Epoch 14, step 181, loss 0.005, test 0.256
Epoch 14, step 182, loss 0.143, test 0.241
Epoch 14, step 183, loss 0.014, test 0.239
Epoch 14, step 184, loss 0.183, test 0.246
Epoch 14, step 185, loss 0.030, test 0.250
Epoch 14, step 186, loss 1.865, test 0.163
Epoch 14, step 187, loss 0.102, test 0.161
Epoch 14, step 188, loss 0.010, test 0.161
Epoch 14, step 189, loss 0.000, test 0.160
Epoch 14, step 190, loss 0.034, test 0.158
Epoch 14, step 191, loss 0.001, test 0.157
Epoch 14, step 192, loss 0.017, test 0.158
Epoch 14, step 193, loss 0.017, test 0.157
Epoch 14, step 194, loss 0.234, test 0.135
Epoch 14, step 195, loss 0.096, test 0.144
Epoch 14, step 196, loss 0.012, test 0.143
Epoch 14, step 197, loss 0.007, test 0.136
Epoch 14, step 198, loss 0.026, test 0.139
Epoch 14, step 199, loss 0.105, test 0.137
Epoch 14, step 200, loss 0.000, test 0.136
Epoch 14, step 201, loss 0.125, test 0.134
Epoch 14, step 202, loss 0.002, test 0.134
Epoch 14, step 203, loss 0.003, test 0.134
Epoch 14, step 204, loss 0.017, test 0.133
Epoch 14, step 205, loss 0.308, test 0.135
Epoch 14, step 206, loss 1.318, test 0.115
Epoch 14, step 207, loss 0.563, test 0.166
Epoch 14, step 208, loss 0.006, test 0.196
Epoch 14, step 209, loss 0.005, test 0.210
Epoch 14, step 210, loss 0.877, test 0.083
Epoch 14, step 211, loss 0.568, test 0.087
Epoch 14, step 212, loss 0.007, test 0.091
Epoch 14, step 213, loss 0.026, test 0.084
Epoch 14, step 214, loss 0.311, test 0.083
Epoch 14, step 215, loss 0.084, test 0.083
Epoch 14, step 216, loss 0.079, test 0.084
Epoch 14, step 217, loss 0.009, test 0.083
Epoch 14, step 218, loss 0.000, test 0.083
Epoch 14, step 219, loss 0.190, test 0.089
Epoch 14, step 220, loss 0.004, test 0.090
Epoch 14, step 221, loss 0.159, test 0.101
Epoch 14, step 222, loss 0.006, test 0.103
Epoch 14, step 223, loss 0.068, test 0.106
Epoch 14, step 224, loss 0.008, test 0.107
Epoch 14, step 225, loss 0.007, test 0.113
Epoch 14, step 226, loss 0.004, test 0.113
Epoch 14, step 227, loss 0.028, test 0.115
Epoch 14, step 228, loss 0.026, test 0.119
Epoch 14, step 229, loss 0.009, test 0.121
Epoch 14, step 230, loss 0.032, test 0.116
Epoch 14, step 231, loss 0.139, test 0.107
Epoch 14, step 232, loss 0.075, test 0.105
Epoch 14, step 233, loss 0.058, test 0.104
Epoch 14, step 234, loss 0.201, test 0.100
Epoch 14, step 235, loss 0.119, test 0.104
Epoch 14, step 236, loss 0.034, test 0.107
Epoch 14, step 237, loss 0.294, test 0.108
Epoch 14, step 238, loss 0.009, test 0.102
Epoch 14, step 239, loss 0.347, test 0.101
Epoch 14, step 240, loss 0.193, test 0.102
Epoch 14, step 241, loss 0.002, test 0.102
Epoch 14, step 242, loss 0.070, test 0.102
Epoch 14, step 243, loss 0.313, test 0.103
Epoch 14, step 244, loss 0.000, test 0.103
Epoch 14, step 245, loss 0.004, test 0.103
Epoch 14, step 246, loss 0.010, test 0.098
Epoch 14, step 247, loss 0.081, test 0.098
Epoch 14, step 248, loss 0.009, test 0.099
Epoch 14, step 249, loss 0.240, test 0.100
Epoch 14, step 250, loss 0.012, test 0.100
Epoch 14, step 251, loss 0.049, test 0.097
Epoch 14, step 252, loss 0.908, test 0.081
Epoch 14, step 253, loss 0.884, test 0.086
Epoch 14, step 254, loss 0.016, test 0.087
Epoch 14, step 255, loss 0.006, test 0.090
Epoch 14, step 256, loss 0.098, test 0.090
Epoch 14, step 257, loss 0.730, test 0.085
Epoch 14, step 258, loss 0.047, test 0.086
Epoch 14, step 259, loss 0.767, test 0.098
Epoch 14, step 260, loss 0.089, test 0.104
Epoch 14, step 261, loss 0.004, test 0.109
Epoch 14, step 262, loss 0.182, test 0.107
Epoch 14, step 263, loss 0.179, test 0.110
Epoch 14, step 264, loss 0.034, test 0.112
Epoch 14, step 265, loss 0.017, test 0.111
Epoch 14, step 266, loss 0.005, test 0.111
Epoch 14, step 267, loss 0.043, test 0.102
Epoch 14, step 268, loss 0.005, test 0.101
Epoch 14, step 269, loss 0.000, test 0.100
Epoch 14, step 270, loss 0.209, test 0.098
Epoch 14, step 271, loss 0.163, test 0.091
Epoch 14, step 272, loss 0.003, test 0.089
Epoch 14, step 273, loss 0.029, test 0.089
Epoch 14, step 274, loss 0.057, test 0.085
Epoch 14, step 275, loss 0.005, test 0.084
Epoch 14, step 276, loss 0.079, test 0.085
Epoch 14, step 277, loss 0.000, test 0.085
Epoch 14, step 278, loss 0.122, test 0.085
Epoch 14, step 279, loss 0.112, test 0.085
Epoch 14, step 280, loss 0.001, test 0.086
Epoch 14, step 281, loss 0.167, test 0.089
Epoch 14, step 282, loss 0.225, test 0.091
Epoch 14, step 283, loss 0.031, test 0.092
Epoch 14, step 284, loss 0.027, test 0.092
Epoch 14, step 285, loss 0.149, test 0.097
Epoch 14, step 286, loss 0.162, test 0.099
Epoch 14, step 287, loss 0.237, test 0.098
Epoch 14, step 288, loss 0.065, test 0.099
Epoch 14, step 289, loss 0.222, test 0.245
Epoch 14, step 290, loss 0.143, test 0.329
Epoch 14, step 291, loss 0.027, test 0.359
Epoch 14, step 292, loss 0.011, test 0.379
Epoch 14, step 293, loss 1.404, test 0.439
Epoch 14, step 294, loss 0.234, test 0.365
Epoch 14, step 295, loss 0.092, test 0.347
Epoch 14, step 296, loss 0.589, test 0.425
Epoch 14, step 297, loss 0.074, test 0.386
Epoch 14, step 298, loss 0.453, test 0.170
Epoch 14, step 299, loss 0.005, test 0.147
Epoch 14, step 300, loss 0.218, test 0.139
Epoch 14, step 301, loss 0.000, test 0.135
Epoch 14, step 302, loss 0.006, test 0.134
Epoch 14, step 303, loss 0.031, test 0.123
Epoch 14, step 304, loss 0.135, test 0.128
Epoch 14, step 305, loss 0.000, test 0.129
Epoch 14, step 306, loss 0.846, test 0.186
Epoch 14, step 307, loss 0.004, test 0.199
Epoch 14, step 308, loss 0.092, test 0.189
Epoch 14, step 309, loss 0.036, test 0.177
Epoch 14, step 310, loss 0.047, test 0.190
Epoch 14, step 311, loss 0.282, test 0.184
Epoch 14, step 312, loss 0.001, test 0.186
Epoch 14, step 313, loss 0.186, test 0.140
Epoch 14, step 314, loss 0.069, test 0.136
Epoch 14, step 315, loss 0.098, test 0.128
Epoch 14, step 316, loss 0.277, test 0.122
Epoch 14, step 317, loss 0.853, test 0.154
Epoch 14, step 318, loss 0.043, test 0.155
Epoch 14, step 319, loss 0.038, test 0.153
Epoch 14, step 320, loss 0.079, test 0.147
Epoch 14, step 321, loss 0.014, test 0.158
Epoch 14, step 322, loss 0.099, test 0.182
Epoch 14, step 323, loss 0.009, test 0.187
Epoch 14, step 324, loss 0.016, test 0.186
Epoch 14, step 325, loss 0.045, test 0.188
Epoch 14, step 326, loss 0.053, test 0.192
Epoch 14, step 327, loss 0.175, test 0.186
Epoch 14, step 328, loss 0.105, test 0.180
Epoch 14, step 329, loss 0.041, test 0.161
Epoch 14, step 330, loss 0.138, test 0.160
Epoch 14, step 331, loss 0.351, test 0.119
Epoch 14, step 332, loss 0.010, test 0.118
Epoch 14, step 333, loss 0.341, test 0.110
Epoch 14, step 334, loss 0.150, test 0.109
Epoch 14, step 335, loss 0.046, test 0.104
Epoch 14, step 336, loss 0.008, test 0.108
Epoch 14, step 337, loss 0.034, test 0.102
Epoch 14, step 338, loss 0.961, test 0.106
Epoch 14, step 339, loss 0.038, test 0.104
Epoch 14, step 340, loss 0.093, test 0.104
Epoch 14, step 341, loss 0.019, test 0.102
Epoch 14, step 342, loss 0.092, test 0.101
Epoch 14, step 343, loss 0.002, test 0.102
Epoch 14, step 344, loss 0.000, test 0.102
Epoch 14, step 345, loss 0.110, test 0.101
Epoch 14, step 346, loss 0.164, test 0.095
Epoch 14, step 347, loss 0.334, test 0.090
Epoch 14, step 348, loss 0.031, test 0.088
Epoch 14, step 349, loss 0.224, test 0.126
Epoch 14, step 350, loss 0.000, test 0.137
Epoch 14, step 351, loss 0.179, test 0.141
Epoch 14, step 352, loss 0.173, test 0.141
Epoch 14, step 353, loss 0.092, test 0.135
Epoch 14, step 354, loss 0.360, test 0.132
Epoch 14, step 355, loss 0.001, test 0.132
Epoch 14, step 356, loss 0.044, test 0.136
Epoch 14, step 357, loss 0.001, test 0.136
Epoch 14, step 358, loss 0.119, test 0.143
Epoch 14, step 359, loss 0.088, test 0.147
Epoch 14, step 360, loss 0.074, test 0.150
Epoch 14, step 361, loss 0.265, test 0.164
Epoch 14, step 362, loss 0.326, test 0.103
Epoch 14, step 363, loss 0.292, test 0.136
Epoch 14, step 364, loss 0.200, test 0.136
Epoch 14, step 365, loss 0.026, test 0.129
Epoch 14, step 366, loss 0.018, test 0.127
Epoch 14, step 367, loss 0.208, test 0.121
Epoch 14, step 368, loss 0.392, test 0.098
Epoch 14, step 369, loss 0.144, test 0.094
Epoch 14, step 370, loss 0.026, test 0.093
Epoch 14, step 371, loss 0.002, test 0.093
Epoch 14, step 372, loss 0.012, test 0.089
Epoch 14, step 373, loss 0.137, test 0.088
Epoch 14, step 374, loss 0.133, test 0.088
Epoch 14, step 375, loss 0.004, test 0.091
Epoch 14, step 376, loss 0.117, test 0.092
Epoch 14, step 377, loss 0.052, test 0.091
Epoch 14, step 378, loss 0.070, test 0.091
Epoch 14, step 379, loss 0.006, test 0.091
Epoch 14, step 380, loss 1.553, test 0.094
Epoch 14, step 381, loss 0.033, test 0.095
Epoch 14, step 382, loss 0.086, test 0.095
Epoch 14, step 383, loss 0.085, test 0.099
Epoch 14, step 384, loss 0.045, test 0.099
Epoch 14, step 385, loss 0.004, test 0.098
Epoch 14, step 386, loss 0.133, test 0.100
Epoch 14, step 387, loss 0.020, test 0.101
Epoch 14, step 388, loss 0.338, test 0.099
Epoch 14, step 389, loss 0.145, test 0.100
Epoch 14, step 390, loss 0.150, test 0.107
Epoch 14, step 391, loss 0.000, test 0.109
Epoch 14, step 392, loss 0.020, test 0.111
Epoch 14, step 393, loss 0.252, test 0.104
Epoch 14, step 394, loss 0.812, test 0.118
Epoch 14, step 395, loss 0.025, test 0.124
Epoch 14, step 396, loss 0.246, test 0.128
Epoch 14, step 397, loss 0.073, test 0.130
Epoch 14, step 398, loss 0.223, test 0.117
Epoch 14, step 399, loss 0.024, test 0.113
Epoch 14, step 400, loss 0.252, test 0.114
Epoch 14, step 401, loss 0.043, test 0.113
Epoch 14, step 402, loss 0.808, test 0.109
Epoch 14, step 403, loss 0.024, test 0.110
Epoch 14, step 404, loss 0.035, test 0.110
Epoch 14, step 405, loss 0.005, test 0.109
Epoch 14, step 406, loss 0.069, test 0.109
Epoch 14, step 407, loss 0.165, test 0.107
Epoch 14, step 408, loss 0.056, test 0.108
Epoch 14, step 409, loss 0.075, test 0.107
Epoch 14, step 410, loss 0.505, test 0.109
Epoch 14, step 411, loss 0.043, test 0.110
Epoch 14, step 412, loss 0.000, test 0.110
Epoch 14, step 413, loss 0.038, test 0.110
Epoch 14, step 414, loss 0.012, test 0.110
Epoch 14, step 415, loss 0.002, test 0.110
Epoch 14, step 416, loss 0.425, test 0.115
Epoch 14, step 417, loss 0.010, test 0.121
Epoch 14, step 418, loss 0.130, test 0.114
Epoch 14, step 419, loss 0.074, test 0.113
Epoch 14, step 420, loss 0.362, test 0.113
Epoch 14, step 421, loss 0.031, test 0.115
Epoch 14, step 422, loss 0.118, test 0.114
Epoch 14, step 423, loss 0.086, test 0.115
Epoch 14, step 424, loss 0.431, test 0.206
Epoch 14, step 425, loss 0.153, test 0.232
Epoch 14, step 426, loss 0.069, test 0.252
Epoch 14, step 427, loss 0.000, test 0.261
Epoch 14, step 428, loss 0.732, test 0.244
Epoch 14, step 429, loss 0.246, test 0.261
Epoch 14, step 430, loss 0.056, test 0.261
Epoch 14, step 431, loss 0.000, test 0.261
Epoch 14, step 432, loss 0.021, test 0.270
Epoch 14, step 433, loss 0.674, test 0.091
Epoch 14, step 434, loss 0.240, test 0.089
Epoch 14, step 435, loss 0.009, test 0.092
Epoch 14, step 436, loss 0.000, test 0.094
Epoch 14, step 437, loss 0.083, test 0.104
Epoch 14, step 438, loss 0.098, test 0.112
Epoch 14, step 439, loss 0.010, test 0.118
Epoch 14, step 440, loss 0.362, test 0.109
Epoch 14, step 441, loss 0.018, test 0.092
Epoch 14, step 442, loss 0.158, test 0.087
Epoch 14, step 443, loss 0.102, test 0.087
Epoch 14, step 444, loss 0.014, test 0.083
Epoch 14, step 445, loss 0.299, test 0.082
Epoch 14, step 446, loss 0.005, test 0.082
Epoch 14, step 447, loss 0.023, test 0.082
Epoch 14, step 448, loss 0.143, test 0.083
Epoch 14, step 449, loss 0.199, test 0.083
Epoch 14, step 450, loss 0.029, test 0.084
Epoch 14, step 451, loss 0.002, test 0.084
Epoch 14, step 452, loss 0.011, test 0.084
Epoch 14, step 453, loss 0.140, test 0.082
Epoch 14, step 454, loss 0.030, test 0.083
Epoch 14, step 455, loss 0.094, test 0.082
Epoch 14, step 456, loss 0.073, test 0.081
Epoch 14, step 457, loss 0.095, test 0.083
Epoch 14, step 458, loss 0.025, test 0.082
Epoch 14, step 459, loss 0.069, test 0.082
Epoch 14, step 460, loss 0.959, test 0.092
Epoch 14, step 461, loss 0.003, test 0.094
Epoch 14, step 462, loss 0.035, test 0.099
Epoch 14, step 463, loss 0.004, test 0.099
Epoch 14, step 464, loss 0.010, test 0.101
Epoch 14, step 465, loss 0.115, test 0.087
Epoch 14, step 466, loss 0.003, test 0.086
Epoch 14, step 467, loss 0.030, test 0.086
Epoch 14, step 468, loss 0.024, test 0.087
Epoch 14, step 469, loss 0.009, test 0.087
Epoch 14, step 470, loss 0.402, test 0.090
Epoch 14, step 471, loss 0.015, test 0.091
Epoch 14, step 472, loss 0.177, test 0.090
Epoch 14, step 473, loss 0.077, test 0.156
Epoch 14, step 474, loss 0.126, test 0.157
Epoch 14, step 475, loss 0.041, test 0.162
Epoch 14, step 476, loss 0.001, test 0.165
Epoch 14, step 477, loss 0.134, test 0.161
Epoch 14, step 478, loss 0.000, test 0.161
Epoch 14, step 479, loss 0.013, test 0.165
Epoch 14, step 480, loss 0.025, test 0.154
Epoch 14, step 481, loss 0.008, test 0.151
Epoch 14, step 482, loss 0.253, test 0.138
Epoch 14, step 483, loss 0.310, test 0.126
Epoch 14, step 484, loss 0.088, test 0.121
Epoch 14, step 485, loss 0.853, test 0.111
Epoch 14, step 486, loss 0.047, test 0.105
Epoch 14, step 487, loss 0.008, test 0.102
Epoch 14, step 488, loss 0.049, test 0.104
Epoch 14, step 489, loss 0.023, test 0.100
Epoch 14, step 490, loss 0.151, test 0.119
Epoch 14, step 491, loss 0.091, test 0.139
Epoch 14, step 492, loss 0.022, test 0.143
Epoch 14, step 493, loss 0.032, test 0.144
Epoch 14, step 494, loss 0.010, test 0.148
Epoch 14, step 495, loss 0.043, test 0.154
Epoch 14, step 496, loss 0.005, test 0.156
Epoch 14, step 497, loss 1.917, test 1.076
Epoch 14, step 498, loss 0.082, test 1.585
Epoch 14, step 499, loss 0.020, test 1.844
Epoch 14, step 500, loss 0.016, test 1.993
Epoch 14, step 501, loss 0.028, test 2.047
Epoch 14, step 502, loss 0.052, test 2.006
Epoch 14, step 503, loss 0.008, test 2.005
Epoch 14, step 504, loss 0.303, test 1.837
Epoch 14, step 505, loss 1.045, test 1.475
Epoch 14, step 506, loss 0.003, test 1.409
Epoch 14, step 507, loss 0.086, test 1.358
Epoch 14, step 508, loss 0.245, test 1.352
Epoch 14, step 509, loss 0.024, test 1.320
Epoch 14, step 510, loss 0.049, test 1.318
Epoch 14, step 511, loss 0.474, test 1.290
Epoch 14, step 512, loss 0.000, test 1.284
Epoch 14, step 513, loss 0.001, test 1.286
Epoch 14, step 514, loss 0.173, test 1.270
Epoch 14, step 515, loss 0.242, test 1.143
Epoch 14, step 516, loss 0.031, test 1.115
Epoch 14, step 517, loss 0.562, test 1.049
Epoch 14, step 518, loss 0.027, test 1.002
Epoch 14, step 519, loss 0.004, test 1.007
Epoch 14, step 520, loss 0.248, test 1.019
Epoch 14, step 521, loss 0.157, test 1.029
Epoch 14, step 522, loss 0.026, test 0.976
Epoch 14, step 523, loss 0.007, test 0.965
Epoch 14, step 524, loss 0.009, test 0.953
Epoch 14, step 525, loss 0.215, test 0.973
Epoch 14, step 526, loss 0.218, test 0.901
Epoch 14, step 527, loss 1.125, test 0.588
Epoch 14, step 528, loss 0.033, test 0.549
Epoch 14, step 529, loss 0.232, test 0.502
Epoch 14, step 530, loss 0.433, test 0.503
Epoch 14, step 531, loss 0.011, test 0.498
Epoch 14, step 532, loss 0.153, test 0.513
Epoch 14, step 533, loss 0.113, test 0.509
Epoch 14, step 534, loss 0.000, test 0.510
Epoch 14, step 535, loss 0.008, test 0.516
Epoch 14, step 536, loss 0.157, test 0.536
Epoch 14, step 537, loss 0.087, test 0.570
Epoch 14, step 538, loss 0.469, test 0.586
Epoch 14, step 539, loss 0.037, test 0.596
Epoch 14, step 540, loss 0.026, test 0.597
Epoch 14, step 541, loss 0.004, test 0.582
Epoch 14, step 542, loss 0.351, test 0.561
Epoch 14, step 543, loss 0.985, test 0.398
Epoch 14, step 544, loss 0.001, test 0.373
Epoch 14, step 545, loss 0.326, test 0.377
Epoch 14, step 546, loss 0.186, test 0.378
Epoch 14, step 547, loss 0.004, test 0.378
Epoch 14, step 548, loss 0.117, test 0.395
Epoch 14, step 549, loss 0.015, test 0.394
Epoch 14, step 550, loss 0.152, test 0.443
Epoch 14, step 551, loss 0.007, test 0.419
Epoch 14, step 552, loss 0.352, test 0.425
Epoch 14, step 553, loss 0.020, test 0.427
Epoch 14, step 554, loss 0.272, test 0.422
Epoch 14, step 555, loss 0.153, test 0.426
Epoch 14, step 556, loss 0.106, test 0.446
Epoch 14, step 557, loss 0.000, test 0.450
Epoch 14, step 558, loss 0.145, test 0.458
Epoch 14, step 559, loss 0.072, test 0.479
Epoch 14, step 560, loss 0.042, test 0.442
Epoch 14, step 561, loss 0.054, test 0.444
Epoch 14, step 562, loss 0.084, test 0.428
Epoch 14, step 563, loss 0.088, test 0.428
Epoch 14, step 564, loss 0.026, test 0.421
Epoch 14, step 565, loss 0.057, test 0.397
Epoch 14, step 566, loss 0.595, test 0.405
Epoch 14, step 567, loss 0.074, test 0.408
Epoch 14, step 568, loss 0.003, test 0.415
Epoch 14, step 569, loss 0.080, test 0.448
Epoch 14, step 570, loss 0.016, test 0.457
Epoch 14, step 571, loss 0.418, test 0.317
Epoch 14, step 572, loss 0.128, test 0.294
Epoch 14, step 573, loss 0.028, test 0.280
Epoch 14, step 574, loss 0.189, test 0.278
Epoch 14, step 575, loss 0.009, test 0.271
Epoch 14, step 576, loss 0.121, test 0.266
Epoch 14, step 577, loss 0.235, test 0.221
Epoch 14, step 578, loss 0.246, test 0.237
Epoch 14, step 579, loss 0.254, test 0.234
Epoch 14, step 580, loss 0.050, test 0.235

Epoch 14, step 581, loss 0.316, test 0.139
Epoch 14, step 582, loss 0.021, test 0.128
Epoch 14, step 583, loss 0.024, test 0.125
Epoch 14, step 584, loss 0.072, test 0.124
Epoch 14, step 585, loss 0.080, test 0.123
Epoch 14, step 586, loss 0.153, test 0.120
Epoch 14, step 587, loss 0.243, test 0.123
Epoch 14, step 588, loss 0.012, test 0.124
Epoch 14, step 589, loss 0.094, test 0.123
Epoch 14, step 590, loss 0.008, test 0.123
Epoch 14, step 591, loss 0.115, test 0.125
Epoch 14, step 592, loss 0.251, test 0.113
Epoch 14, step 593, loss 0.000, test 0.112
Epoch 14, step 594, loss 0.015, test 0.112
Epoch 14, step 595, loss 0.039, test 0.112
Epoch 14, step 596, loss 0.034, test 0.112
Epoch 14, step 597, loss 0.161, test 0.121
Epoch 14, step 598, loss 0.000, test 0.123
Epoch 14, step 599, loss 0.339, test 0.121
Epoch 14, step 600, loss 0.090, test 0.125
Epoch 14, step 601, loss 0.034, test 0.123
Epoch 14, step 602, loss 0.616, test 0.121
Epoch 14, step 603, loss 0.076, test 0.118
Epoch 14, step 604, loss 0.005, test 0.117
Epoch 14, step 605, loss 0.088, test 0.116
Epoch 14, step 606, loss 0.020, test 0.117
Epoch 14, step 607, loss 0.089, test 0.107
Epoch 14, step 608, loss 0.000, test 0.106
Epoch 14, step 609, loss 0.016, test 0.104
Epoch 14, step 610, loss 0.346, test 0.104
Epoch 14, step 611, loss 0.073, test 0.103
Epoch 14, step 612, loss 0.221, test 0.103
Epoch 14, step 613, loss 0.114, test 0.103
Epoch 14, step 614, loss 0.003, test 0.103
Epoch 14, step 615, loss 0.002, test 0.102
Epoch 14, step 616, loss 0.299, test 0.101
Epoch 14, step 617, loss 0.332, test 0.102
Epoch 14, step 618, loss 0.039, test 0.103
Epoch 14, step 619, loss 0.074, test 0.107
Epoch 14, step 620, loss 0.888, test 0.082
Epoch 14, step 621, loss 0.065, test 0.079
Epoch 14, step 622, loss 0.002, test 0.079
Epoch 14, step 623, loss 0.016, test 0.079
Epoch 14, step 624, loss 0.105, test 0.079
Epoch 14, step 625, loss 0.169, test 0.079
Epoch 14, step 626, loss 0.061, test 0.080
Epoch 14, step 627, loss 0.267, test 0.081
Epoch 14, step 628, loss 0.055, test 0.082
Epoch 14, step 629, loss 0.010, test 0.083
Epoch 14, step 630, loss 0.099, test 0.083
Epoch 14, step 631, loss 0.006, test 0.083
Epoch 14, step 632, loss 0.462, test 0.088
Epoch 14, step 633, loss 0.071, test 0.089
Epoch 14, step 634, loss 0.000, test 0.090
Epoch 14, step 635, loss 0.031, test 0.088
Epoch 14, step 636, loss 0.106, test 0.088
Epoch 14, step 637, loss 0.045, test 0.088
Epoch 14, step 638, loss 0.043, test 0.085
Epoch 14, step 639, loss 0.102, test 0.085
Epoch 14, step 640, loss 0.121, test 0.084
Epoch 14, step 641, loss 0.026, test 0.084
Epoch 14, step 642, loss 0.041, test 0.083
Epoch 14, step 643, loss 0.100, test 0.083
Epoch 14, step 644, loss 0.003, test 0.084
Epoch 14, step 645, loss 1.166, test 0.090
Epoch 14, step 646, loss 0.130, test 0.130
Epoch 14, step 647, loss 0.013, test 0.144
Epoch 14, step 648, loss 0.005, test 0.161
Epoch 14, step 649, loss 0.000, test 0.167
Epoch 14, step 650, loss 0.118, test 0.149
Epoch 14, step 651, loss 0.041, test 0.149
Epoch 14, step 652, loss 0.187, test 0.145
Epoch 14, step 653, loss 0.018, test 0.141
Epoch 14, step 654, loss 0.000, test 0.140
Epoch 14, step 655, loss 0.020, test 0.141
Epoch 14, step 656, loss 0.001, test 0.144
Epoch 14, step 657, loss 0.112, test 0.130
Epoch 14, step 658, loss 0.042, test 0.132
Epoch 14, step 659, loss 0.379, test 0.186
Epoch 14, step 660, loss 0.060, test 0.195
Epoch 14, step 661, loss 0.351, test 0.209
Epoch 14, step 662, loss 0.059, test 0.190
Epoch 14, step 663, loss 0.240, test 0.206
Epoch 14, step 664, loss 0.111, test 0.205
Epoch 14, step 665, loss 0.134, test 0.160
Epoch 14, step 666, loss 0.002, test 0.153
Epoch 14, step 667, loss 0.210, test 0.163
Epoch 14, step 668, loss 0.018, test 0.173
Epoch 14, step 669, loss 0.029, test 0.173
Epoch 14, step 670, loss 0.001, test 0.187
Epoch 14, step 671, loss 0.062, test 0.192
Epoch 14, step 672, loss 0.063, test 0.223
Epoch 14, step 673, loss 0.509, test 0.159
Epoch 14, step 674, loss 0.006, test 0.153
Epoch 14, step 675, loss 0.015, test 0.144
Epoch 14, step 676, loss 0.006, test 0.136
Epoch 14, step 677, loss 0.100, test 0.132
Epoch 14, step 678, loss 0.392, test 0.148
Epoch 14, step 679, loss 0.022, test 0.167
Epoch 14, step 680, loss 0.053, test 0.174
Epoch 14, step 681, loss 0.070, test 0.194
Epoch 14, step 682, loss 0.030, test 0.187
Epoch 14, step 683, loss 0.034, test 0.182
Epoch 14, step 684, loss 0.014, test 0.182
Epoch 14, step 685, loss 0.005, test 0.180
Epoch 14, step 686, loss 0.807, test 0.097
Epoch 14, step 687, loss 0.046, test 0.097
Epoch 14, step 688, loss 0.124, test 0.101
Epoch 14, step 689, loss 0.022, test 0.101
Epoch 14, step 690, loss 0.045, test 0.098
Epoch 14, step 691, loss 0.365, test 0.097
Epoch 14, step 692, loss 0.000, test 0.096
Epoch 14, step 693, loss 0.125, test 0.095
Epoch 14, step 694, loss 0.473, test 0.096
Epoch 14, step 695, loss 0.005, test 0.097
Epoch 14, step 696, loss 0.134, test 0.098
Epoch 14, step 697, loss 0.034, test 0.098
Epoch 14, step 698, loss 0.230, test 0.098
Epoch 14, step 699, loss 0.018, test 0.098
Epoch 14, step 700, loss 0.277, test 0.101
Epoch 14, step 701, loss 0.056, test 0.101
Epoch 14, step 702, loss 0.177, test 0.102
Epoch 14, step 703, loss 0.232, test 0.100
Epoch 14, step 704, loss 0.548, test 0.143
Epoch 14, step 705, loss 0.393, test 0.116
Epoch 14, step 706, loss 0.004, test 0.116
Epoch 14, step 707, loss 0.098, test 0.117
Epoch 14, step 708, loss 0.079, test 0.125
Epoch 14, step 709, loss 0.071, test 0.122
Epoch 14, step 710, loss 0.003, test 0.121
Epoch 14, step 711, loss 0.291, test 0.173
Epoch 14, step 712, loss 0.167, test 0.148
Epoch 14, step 713, loss 0.297, test 0.145
Epoch 14, step 714, loss 0.232, test 0.157
Epoch 14, step 715, loss 0.431, test 0.188
Epoch 14, step 716, loss 0.238, test 0.199
Epoch 14, step 717, loss 0.000, test 0.203
Epoch 14, step 718, loss 0.016, test 0.208
Epoch 14, step 719, loss 0.003, test 0.206
Epoch 14, step 720, loss 0.000, test 0.207
Epoch 14, step 721, loss 0.152, test 0.202
Epoch 14, step 722, loss 0.007, test 0.178
Epoch 14, step 723, loss 0.001, test 0.175
Epoch 14, step 724, loss 0.075, test 0.180
Epoch 14, step 725, loss 0.002, test 0.180
Epoch 14, step 726, loss 0.003, test 0.181
Epoch 14, step 727, loss 0.001, test 0.183
Epoch 14, step 728, loss 0.008, test 0.189
Epoch 14, step 729, loss 0.000, test 0.190
Epoch 14, step 730, loss 0.097, test 0.188
Epoch 14, step 731, loss 0.082, test 0.193
Epoch 14, step 732, loss 0.247, test 0.205
Epoch 14, step 733, loss 0.024, test 0.205
Epoch 14, step 734, loss 0.014, test 0.207
Epoch 14, step 735, loss 0.041, test 0.209
Epoch 14, step 736, loss 0.000, test 0.211
Epoch 14, step 737, loss 0.301, test 0.207
Epoch 14, step 738, loss 0.014, test 0.209
Epoch 14, step 739, loss 0.618, test 0.216
Epoch 14, step 740, loss 0.092, test 0.226
Epoch 14, step 741, loss 0.417, test 0.253
Epoch 14, step 742, loss 0.231, test 0.252
Epoch 14, step 743, loss 0.236, test 0.248
Epoch 14, step 744, loss 0.566, test 0.113
Epoch 14, step 745, loss 0.163, test 0.119
Epoch 14, step 746, loss 0.236, test 0.127
Epoch 14, step 747, loss 0.137, test 0.131
Epoch 14, step 748, loss 0.165, test 0.131
Epoch 14, step 749, loss 0.014, test 0.132
Epoch 14, step 750, loss 0.098, test 0.133
Epoch 14, step 751, loss 0.129, test 0.135
Epoch 14, step 752, loss 0.106, test 0.136
Epoch 14, step 753, loss 0.014, test 0.132
Epoch 14, step 754, loss 0.391, test 0.141
Epoch 14, step 755, loss 0.299, test 0.134
Epoch 14, step 756, loss 0.186, test 0.137
Epoch 14, step 757, loss 0.028, test 0.139
Epoch 14, step 758, loss 0.005, test 0.140
Epoch 14, step 759, loss 0.041, test 0.140
Epoch 14, step 760, loss 0.014, test 0.139
Epoch 14, step 761, loss 0.235, test 0.141
Epoch 14, step 762, loss 0.003, test 0.141
Epoch 14, step 763, loss 0.057, test 0.139
Epoch 14, step 764, loss 0.254, test 0.151
Epoch 14, step 765, loss 0.039, test 0.157
Epoch 14, step 766, loss 0.003, test 0.164
Epoch 14, step 767, loss 0.001, test 0.169
Epoch 14, step 768, loss 0.010, test 0.171
Epoch 14, step 769, loss 0.172, test 0.122
Epoch 14, step 770, loss 0.000, test 0.116
Epoch 14, step 771, loss 0.173, test 0.107
Epoch 14, step 772, loss 0.576, test 0.099
Epoch 14, step 773, loss 0.373, test 0.094
Epoch 14, step 774, loss 0.226, test 0.094
Epoch 14, step 775, loss 1.204, test 0.116
Epoch 14, step 776, loss 0.000, test 0.122
Epoch 14, step 777, loss 0.170, test 0.120
Epoch 14, step 778, loss 0.083, test 0.114
Epoch 14, step 779, loss 0.098, test 0.115
Epoch 14, step 780, loss 0.008, test 0.116
Epoch 14, step 781, loss 0.591, test 0.214
Epoch 14, step 782, loss 0.126, test 0.238
Epoch 14, step 783, loss 0.462, test 0.239
Epoch 14, step 784, loss 0.189, test 0.233
Epoch 14, step 785, loss 0.055, test 0.236
Epoch 14, step 786, loss 0.119, test 0.240
Epoch 14, step 787, loss 0.062, test 0.242
Epoch 14, step 788, loss 0.076, test 0.246
Epoch 14, step 789, loss 0.000, test 0.247
Epoch 14, step 790, loss 0.002, test 0.246
Epoch 14, step 791, loss 0.158, test 0.233
Epoch 14, step 792, loss 0.106, test 0.251
Epoch 14, step 793, loss 0.018, test 0.227
Epoch 14, step 794, loss 0.038, test 0.228
Epoch 14, step 795, loss 0.001, test 0.229
Epoch 14, step 796, loss 0.026, test 0.235
Epoch 14, step 797, loss 0.782, test 0.217
Epoch 14, step 798, loss 0.036, test 0.208
Epoch 14, step 799, loss 0.483, test 0.183
Epoch 14, step 800, loss 0.185, test 0.181
Epoch 14, step 801, loss 0.014, test 0.180
Epoch 14, step 802, loss 0.141, test 0.182
Epoch 14, step 803, loss 0.012, test 0.183
Epoch 14, step 804, loss 0.013, test 0.181
Epoch 14, step 805, loss 0.046, test 0.179
Epoch 14, step 806, loss 0.072, test 0.179
Epoch 14, step 807, loss 0.142, test 0.186
Epoch 14, step 808, loss 0.001, test 0.188
Epoch 14, step 809, loss 0.001, test 0.188
Epoch 14, step 810, loss 0.000, test 0.188
Epoch 14, step 811, loss 0.027, test 0.185
Epoch 14, step 812, loss 0.021, test 0.182
Epoch 14, step 813, loss 0.023, test 0.189
Epoch 14, step 814, loss 0.214, test 0.205
Epoch 14, step 815, loss 0.047, test 0.170
Epoch 14, step 816, loss 0.002, test 0.167
Epoch 14, step 817, loss 0.143, test 0.145
Epoch 14, step 818, loss 0.013, test 0.146
Epoch 14, step 819, loss 1.190, test 0.151
Epoch 14, step 820, loss 0.002, test 0.151
Epoch 14, step 821, loss 0.261, test 0.150
Epoch 14, step 822, loss 0.039, test 0.163
Epoch 14, step 823, loss 0.048, test 0.164
Epoch 14, step 824, loss 0.008, test 0.164
Epoch 14, step 825, loss 0.230, test 0.138
Epoch 14, step 826, loss 0.013, test 0.136
Epoch 14, step 827, loss 0.006, test 0.136
Epoch 14, step 828, loss 0.026, test 0.136
Epoch 14, step 829, loss 0.051, test 0.134
Epoch 14, step 830, loss 0.053, test 0.135
Epoch 14, step 831, loss 0.035, test 0.129
Epoch 14, step 832, loss 0.045, test 0.135
Epoch 14, step 833, loss 0.135, test 0.111
Epoch 14, step 834, loss 0.117, test 0.108
Epoch 14, step 835, loss 0.002, test 0.109
Epoch 14, step 836, loss 0.065, test 0.108
Epoch 14, step 837, loss 0.046, test 0.109
Epoch 14, step 838, loss 0.000, test 0.110
Epoch 14, step 839, loss 0.005, test 0.111
Epoch 14, step 840, loss 0.007, test 0.111
Epoch 14, step 841, loss 0.029, test 0.110
Epoch 14, step 842, loss 0.340, test 0.109
Epoch 14, step 843, loss 0.055, test 0.104
Epoch 14, step 844, loss 0.074, test 0.104
Epoch 14, step 845, loss 0.000, test 0.104
Epoch 14, step 846, loss 0.420, test 0.113
Epoch 14, step 847, loss 0.046, test 0.117
Epoch 14, step 848, loss 0.621, test 0.108
Epoch 14, step 849, loss 0.824, test 0.108
Epoch 14, step 850, loss 0.589, test 0.145
Epoch 14, step 851, loss 0.011, test 0.164
Epoch 14, step 852, loss 0.191, test 0.150
Epoch 14, step 853, loss 0.022, test 0.155
Epoch 14, step 854, loss 0.003, test 0.157
Epoch 14, step 855, loss 0.637, test 0.161
Epoch 14, step 856, loss 0.053, test 0.165
Epoch 14, step 857, loss 0.028, test 0.168
Epoch 14, step 858, loss 0.002, test 0.169
Epoch 14, step 859, loss 0.067, test 0.171
Epoch 14, step 860, loss 0.005, test 0.170
Epoch 14, step 861, loss 0.111, test 0.155
Epoch 14, step 862, loss 0.094, test 0.142
Epoch 14, step 863, loss 0.156, test 0.143
Epoch 14, step 864, loss 0.013, test 0.157
Epoch 14, step 865, loss 0.002, test 0.159
Epoch 14, step 866, loss 0.095, test 0.162
Epoch 14, step 867, loss 0.002, test 0.163
Epoch 14, step 868, loss 0.177, test 0.152
Epoch 14, step 869, loss 0.055, test 0.132
Epoch 14, step 870, loss 0.000, test 0.128
Epoch 14, step 871, loss 0.037, test 0.123
Epoch 14, step 872, loss 0.000, test 0.122
Epoch 14, step 873, loss 0.007, test 0.122
Epoch 14, step 874, loss 0.001, test 0.119
Epoch 14, step 875, loss 0.024, test 0.132
Epoch 14, step 876, loss 0.001, test 0.135
Epoch 14, step 877, loss 0.014, test 0.136
Epoch 14, step 878, loss 0.189, test 0.127
Epoch 14, step 879, loss 0.036, test 0.128
Epoch 14, step 880, loss 0.014, test 0.128
Epoch 14, step 881, loss 0.077, test 0.126
Epoch 14, step 882, loss 0.134, test 0.124
Epoch 14, step 883, loss 0.150, test 0.124
Epoch 14, step 884, loss 0.571, test 0.124
Epoch 14, step 885, loss 0.010, test 0.125
Epoch 14, step 886, loss 0.045, test 0.124
Epoch 14, step 887, loss 0.111, test 0.122
Epoch 14, step 888, loss 0.217, test 0.122
Epoch 14, step 889, loss 0.549, test 0.121
Epoch 14, step 890, loss 0.076, test 0.124
Epoch 14, step 891, loss 0.008, test 0.124
Epoch 14, step 892, loss 0.114, test 0.119
Epoch 14, step 893, loss 0.084, test 0.112
Epoch 14, step 894, loss 0.442, test 0.113
Epoch 14, step 895, loss 0.032, test 0.113
Epoch 14, step 896, loss 0.163, test 0.106
Epoch 14, step 897, loss 0.025, test 0.106
Epoch 14, step 898, loss 0.187, test 0.107
Epoch 14, step 899, loss 0.029, test 0.108
Epoch 14, step 900, loss 0.176, test 0.114
Epoch 14, step 901, loss 0.003, test 0.117
Epoch 14, step 902, loss 0.029, test 0.117
Epoch 14, step 903, loss 0.094, test 0.116
Epoch 14, step 904, loss 0.229, test 0.118
Epoch 14, step 905, loss 0.017, test 0.130
Epoch 14, step 906, loss 0.764, test 0.140
Epoch 14, step 907, loss 0.012, test 0.144
Epoch 14, step 908, loss 0.455, test 0.122
Epoch 14, step 909, loss 0.066, test 0.107
Epoch 14, step 910, loss 0.299, test 0.111
Epoch 14, step 911, loss 0.053, test 0.110
Epoch 14, step 912, loss 0.083, test 0.108
Epoch 14, step 913, loss 0.151, test 0.184
Epoch 14, step 914, loss 0.132, test 0.197
Epoch 14, step 915, loss 0.088, test 0.233
Epoch 14, step 916, loss 0.000, test 0.245
Epoch 14, step 917, loss 0.020, test 0.251
Epoch 14, step 918, loss 0.223, test 0.257
Epoch 14, step 919, loss 0.567, test 0.206
Epoch 14, step 920, loss 0.557, test 0.118
Epoch 14, step 921, loss 0.093, test 0.118
Epoch 14, step 922, loss 0.100, test 0.114
Epoch 14, step 923, loss 0.086, test 0.111
Epoch 14, step 924, loss 0.050, test 0.111
Epoch 14, step 925, loss 0.020, test 0.110
Epoch 14, step 926, loss 0.010, test 0.110
Epoch 14, step 927, loss 0.700, test 0.109
Epoch 14, step 928, loss 0.070, test 0.109
Epoch 14, step 929, loss 0.759, test 0.101
Epoch 14, step 930, loss 0.012, test 0.104
Epoch 14, step 931, loss 0.005, test 0.104
Epoch 14, step 932, loss 0.154, test 0.105
Epoch 14, step 933, loss 0.147, test 0.106
Epoch 14, step 934, loss 0.033, test 0.106
Epoch 14, step 935, loss 0.001, test 0.106
Epoch 14, step 936, loss 0.085, test 0.108
Epoch 14, step 937, loss 0.024, test 0.108
Epoch 14, step 938, loss 0.267, test 0.108
Epoch 14, step 939, loss 0.048, test 0.114
Epoch 14, step 940, loss 0.036, test 0.114
Epoch 14, step 941, loss 0.029, test 0.114
Epoch 14, step 942, loss 0.006, test 0.113
Epoch 14, step 943, loss 0.010, test 0.115
Epoch 14, step 944, loss 0.276, test 0.119
Epoch 14, step 945, loss 0.116, test 0.123
Epoch 14, step 946, loss 0.145, test 0.126
Epoch 14, step 947, loss 0.010, test 0.124
Epoch 14, step 948, loss 0.080, test 0.123
Epoch 14, step 949, loss 0.165, test 0.122
Epoch 14, step 950, loss 0.002, test 0.122
Epoch 14, step 951, loss 0.001, test 0.122
Epoch 14, step 952, loss 0.258, test 0.118
Epoch 14, step 953, loss 0.133, test 0.118
Epoch 14, step 954, loss 0.115, test 0.119
Epoch 14, step 955, loss 0.026, test 0.120
Epoch 14, step 956, loss 0.165, test 0.119
Epoch 14, step 957, loss 0.039, test 0.116
Epoch 14, step 958, loss 0.004, test 0.115
Epoch 14, step 959, loss 0.277, test 0.137
Epoch 14, step 960, loss 0.000, test 0.141
Epoch 14, step 961, loss 0.929, test 0.126
Epoch 14, step 962, loss 0.063, test 0.121
Epoch 14, step 963, loss 0.004, test 0.121
Epoch 14, step 964, loss 0.092, test 0.118
Epoch 14, step 965, loss 0.042, test 0.110
Epoch 14, step 966, loss 0.041, test 0.108
Epoch 14, step 967, loss 0.717, test 0.106
Epoch 14, step 968, loss 0.016, test 0.110
Epoch 14, step 969, loss 0.008, test 0.112
Epoch 14, step 970, loss 0.048, test 0.115
Epoch 14, step 971, loss 0.243, test 0.114
Epoch 14, step 972, loss 0.000, test 0.114
Epoch 14, step 973, loss 0.003, test 0.115
Epoch 14, step 974, loss 0.099, test 0.118
Epoch 14, step 975, loss 0.441, test 0.134
Epoch 14, step 976, loss 0.000, test 0.139
Epoch 14, step 977, loss 0.004, test 0.149
Epoch 14, step 978, loss 0.014, test 0.152
Epoch 14, step 979, loss 0.004, test 0.153
Epoch 14, step 980, loss 0.027, test 0.164
Epoch 14, step 981, loss 0.322, test 0.202
Epoch 14, step 982, loss 0.064, test 0.218
Epoch 14, step 983, loss 0.248, test 0.229
Epoch 14, step 984, loss 0.054, test 0.216
Epoch 14, step 985, loss 0.704, test 0.207
Epoch 14, step 986, loss 0.207, test 0.191
Epoch 14, step 987, loss 0.345, test 0.183
Epoch 14, step 988, loss 0.004, test 0.182
Epoch 14, step 989, loss 0.490, test 0.256
Epoch 14, step 990, loss 0.022, test 0.245
Epoch 14, step 991, loss 0.028, test 0.250
Epoch 14, step 992, loss 0.000, test 0.252
Epoch 14, step 993, loss 0.187, test 0.258
Epoch 14, step 994, loss 0.069, test 0.268
Epoch 14, step 995, loss 0.071, test 0.280
Epoch 14, step 996, loss 0.004, test 0.284
Epoch 14, step 997, loss 0.124, test 0.277
Epoch 14, step 998, loss 1.195, test 0.119
Epoch 14, step 999, loss 0.099, test 0.108
Epoch 15, step 0, loss 0.006, test 0.104
Epoch 15, step 1, loss 0.173, test 0.104
Epoch 15, step 2, loss 0.008, test 0.103
Epoch 15, step 3, loss 0.002, test 0.103
Epoch 15, step 4, loss 0.032, test 0.111
Epoch 15, step 5, loss 0.068, test 0.118
Epoch 15, step 6, loss 0.052, test 0.121
Epoch 15, step 7, loss 0.375, test 0.120
Epoch 15, step 8, loss 0.065, test 0.118
Epoch 15, step 9, loss 0.008, test 0.118
Epoch 15, step 10, loss 0.434, test 0.115
Epoch 15, step 11, loss 0.013, test 0.115
Epoch 15, step 12, loss 0.170, test 0.114
Epoch 15, step 13, loss 0.000, test 0.113
Epoch 15, step 14, loss 0.001, test 0.113
Epoch 15, step 15, loss 0.226, test 0.113
Epoch 15, step 16, loss 0.030, test 0.113
Epoch 15, step 17, loss 0.398, test 0.121
Epoch 15, step 18, loss 0.015, test 0.121
Epoch 15, step 19, loss 0.008, test 0.122
Epoch 15, step 20, loss 0.050, test 0.122
Epoch 15, step 21, loss 0.012, test 0.122
Epoch 15, step 22, loss 0.036, test 0.124
Epoch 15, step 23, loss 0.006, test 0.125
Epoch 15, step 24, loss 0.232, test 0.133
Epoch 15, step 25, loss 0.040, test 0.125
Epoch 15, step 26, loss 0.027, test 0.123
Epoch 15, step 27, loss 0.055, test 0.119
Epoch 15, step 28, loss 0.017, test 0.120
Epoch 15, step 29, loss 0.367, test 0.129
Epoch 15, step 30, loss 0.056, test 0.138
Epoch 15, step 31, loss 0.037, test 0.143
Epoch 15, step 32, loss 0.010, test 0.145
Epoch 15, step 33, loss 0.127, test 0.098
Epoch 15, step 34, loss 0.123, test 0.096
Epoch 15, step 35, loss 0.034, test 0.095
Epoch 15, step 36, loss 0.052, test 0.093
Epoch 15, step 37, loss 0.053, test 0.095
Epoch 15, step 38, loss 0.019, test 0.096
Epoch 15, step 39, loss 0.036, test 0.096
Epoch 15, step 40, loss 0.225, test 0.091
Epoch 15, step 41, loss 0.007, test 0.091
Epoch 15, step 42, loss 0.001, test 0.091
Epoch 15, step 43, loss 0.006, test 0.091
Epoch 15, step 44, loss 0.022, test 0.092
Epoch 15, step 45, loss 0.036, test 0.092
Epoch 15, step 46, loss 0.014, test 0.092
Epoch 15, step 47, loss 0.035, test 0.093
Epoch 15, step 48, loss 0.016, test 0.093
Epoch 15, step 49, loss 0.162, test 0.088
Epoch 15, step 50, loss 0.477, test 0.086
Epoch 15, step 51, loss 0.183, test 0.091
Epoch 15, step 52, loss 0.371, test 0.090
Epoch 15, step 53, loss 0.713, test 0.088
Epoch 15, step 54, loss 0.006, test 0.088
Epoch 15, step 55, loss 0.032, test 0.088
Epoch 15, step 56, loss 0.013, test 0.088
Epoch 15, step 57, loss 0.054, test 0.088
Epoch 15, step 58, loss 0.000, test 0.087
Epoch 15, step 59, loss 0.061, test 0.087
Epoch 15, step 60, loss 0.162, test 0.088
Epoch 15, step 61, loss 0.003, test 0.088
Epoch 15, step 62, loss 0.087, test 0.088
Epoch 15, step 63, loss 0.008, test 0.088
Epoch 15, step 64, loss 0.003, test 0.088
Epoch 15, step 65, loss 0.005, test 0.088
Epoch 15, step 66, loss 0.006, test 0.088
Epoch 15, step 67, loss 0.074, test 0.087
Epoch 15, step 68, loss 0.066, test 0.089
Epoch 15, step 69, loss 1.178, test 0.088
Epoch 15, step 70, loss 0.018, test 0.089
Epoch 15, step 71, loss 0.158, test 0.090
Epoch 15, step 72, loss 0.441, test 0.092
Epoch 15, step 73, loss 0.011, test 0.093
Epoch 15, step 74, loss 0.012, test 0.092
Epoch 15, step 75, loss 0.003, test 0.092
Epoch 15, step 76, loss 0.095, test 0.090
Epoch 15, step 77, loss 0.188, test 0.090
Epoch 15, step 78, loss 0.181, test 0.114
Epoch 15, step 79, loss 0.445, test 0.123
Epoch 15, step 80, loss 0.006, test 0.126
Epoch 15, step 81, loss 0.003, test 0.123
Epoch 15, step 82, loss 0.145, test 0.121
Epoch 15, step 83, loss 0.026, test 0.119
Epoch 15, step 84, loss 0.010, test 0.116
Epoch 15, step 85, loss 0.030, test 0.113
Epoch 15, step 86, loss 0.011, test 0.109
Epoch 15, step 87, loss 0.286, test 0.081
Epoch 15, step 88, loss 0.005, test 0.081
Epoch 15, step 89, loss 0.012, test 0.081
Epoch 15, step 90, loss 0.033, test 0.080
Epoch 15, step 91, loss 0.176, test 0.079
Epoch 15, step 92, loss 0.018, test 0.079
Epoch 15, step 93, loss 0.266, test 0.079
Epoch 15, step 94, loss 0.169, test 0.080
Epoch 15, step 95, loss 0.165, test 0.082
Epoch 15, step 96, loss 0.320, test 0.085
Epoch 15, step 97, loss 0.036, test 0.086
Epoch 15, step 98, loss 0.030, test 0.086
Epoch 15, step 99, loss 0.108, test 0.086
Epoch 15, step 100, loss 0.109, test 0.085
Epoch 15, step 101, loss 0.059, test 0.085
Epoch 15, step 102, loss 0.038, test 0.084
Epoch 15, step 103, loss 0.080, test 0.083
Epoch 15, step 104, loss 0.070, test 0.081
Epoch 15, step 105, loss 0.018, test 0.082
Epoch 15, step 106, loss 0.267, test 0.083
Epoch 15, step 107, loss 0.014, test 0.083
Epoch 15, step 108, loss 0.015, test 0.083
Epoch 15, step 109, loss 0.264, test 0.083
Epoch 15, step 110, loss 0.321, test 0.098
Epoch 15, step 111, loss 0.483, test 0.102
Epoch 15, step 112, loss 0.037, test 0.095
Epoch 15, step 113, loss 0.003, test 0.094
Epoch 15, step 114, loss 0.009, test 0.095
Epoch 15, step 115, loss 0.024, test 0.094
Epoch 15, step 116, loss 0.253, test 0.098
Epoch 15, step 117, loss 0.001, test 0.098
Epoch 15, step 118, loss 0.082, test 0.095
Epoch 15, step 119, loss 0.182, test 0.094
Epoch 15, step 120, loss 0.144, test 0.096
Epoch 15, step 121, loss 0.107, test 0.094
Epoch 15, step 122, loss 0.101, test 0.098
Epoch 15, step 123, loss 0.013, test 0.096
Epoch 15, step 124, loss 0.000, test 0.095
Epoch 15, step 125, loss 0.109, test 0.097
Epoch 15, step 126, loss 0.032, test 0.098
Epoch 15, step 127, loss 0.028, test 0.099
Epoch 15, step 128, loss 0.158, test 0.102
Epoch 15, step 129, loss 0.054, test 0.106
Epoch 15, step 130, loss 0.359, test 0.140
Epoch 15, step 131, loss 0.037, test 0.144
Epoch 15, step 132, loss 0.076, test 0.161
Epoch 15, step 133, loss 0.006, test 0.167
Epoch 15, step 134, loss 0.058, test 0.166
Epoch 15, step 135, loss 0.505, test 0.160
Epoch 15, step 136, loss 0.437, test 0.109
Epoch 15, step 137, loss 0.124, test 0.108
Epoch 15, step 138, loss 0.143, test 0.107
Epoch 15, step 139, loss 0.171, test 0.117
Epoch 15, step 140, loss 0.258, test 0.119
Epoch 15, step 141, loss 0.258, test 0.119
Epoch 15, step 142, loss 0.001, test 0.119
Epoch 15, step 143, loss 0.037, test 0.119
Epoch 15, step 144, loss 0.336, test 0.120
Epoch 15, step 145, loss 0.099, test 0.117
Epoch 15, step 146, loss 0.243, test 0.115
Epoch 15, step 147, loss 0.044, test 0.115
Epoch 15, step 148, loss 0.006, test 0.115
Epoch 15, step 149, loss 0.078, test 0.116
Epoch 15, step 150, loss 0.063, test 0.117
Epoch 15, step 151, loss 0.075, test 0.118
Epoch 15, step 152, loss 0.183, test 0.114
Epoch 15, step 153, loss 0.043, test 0.114
Epoch 15, step 154, loss 0.048, test 0.114
Epoch 15, step 155, loss 0.045, test 0.115
Epoch 15, step 156, loss 0.056, test 0.114
Epoch 15, step 157, loss 0.001, test 0.113
Epoch 15, step 158, loss 0.004, test 0.113
Epoch 15, step 159, loss 0.044, test 0.111
Epoch 15, step 160, loss 0.223, test 0.109
Epoch 15, step 161, loss 0.680, test 0.154
Epoch 15, step 162, loss 0.002, test 0.163
Epoch 15, step 163, loss 0.001, test 0.169
Epoch 15, step 164, loss 0.094, test 0.174
Epoch 15, step 165, loss 0.090, test 0.170
Epoch 15, step 166, loss 0.141, test 0.166
Epoch 15, step 167, loss 0.070, test 0.152
Epoch 15, step 168, loss 0.008, test 0.150
Epoch 15, step 169, loss 0.031, test 0.150

Epoch 15, step 170, loss 0.013, test 0.154
Epoch 15, step 171, loss 0.037, test 0.163
Epoch 15, step 172, loss 0.065, test 0.166
Epoch 15, step 173, loss 0.031, test 0.192
Epoch 15, step 174, loss 0.003, test 0.199
Epoch 15, step 175, loss 0.244, test 0.103
Epoch 15, step 176, loss 0.000, test 0.096
Epoch 15, step 177, loss 0.429, test 0.091
Epoch 15, step 178, loss 0.334, test 0.090
Epoch 15, step 179, loss 0.625, test 0.088
Epoch 15, step 180, loss 0.249, test 0.089
Epoch 15, step 181, loss 0.147, test 0.091
Epoch 15, step 182, loss 0.099, test 0.094
Epoch 15, step 183, loss 0.111, test 0.095
Epoch 15, step 184, loss 0.030, test 0.096
Epoch 15, step 185, loss 0.101, test 0.095
Epoch 15, step 186, loss 0.179, test 0.092
Epoch 15, step 187, loss 0.014, test 0.091
Epoch 15, step 188, loss 0.691, test 0.105
Epoch 15, step 189, loss 0.183, test 0.106
Epoch 15, step 190, loss 0.017, test 0.107
Epoch 15, step 191, loss 0.160, test 0.086
Epoch 15, step 192, loss 0.243, test 0.085
Epoch 15, step 193, loss 0.379, test 0.077
Epoch 15, step 194, loss 0.048, test 0.079
Epoch 15, step 195, loss 0.002, test 0.081
Epoch 15, step 196, loss 0.057, test 0.082
Epoch 15, step 197, loss 0.028, test 0.086
Epoch 15, step 198, loss 0.008, test 0.087
Epoch 15, step 199, loss 0.012, test 0.086
Epoch 15, step 200, loss 1.082, test 0.081
Epoch 15, step 201, loss 0.014, test 0.080
Epoch 15, step 202, loss 0.005, test 0.081
Epoch 15, step 203, loss 0.191, test 0.080
Epoch 15, step 204, loss 0.055, test 0.080
Epoch 15, step 205, loss 0.017, test 0.080
Epoch 15, step 206, loss 0.105, test 0.084
Epoch 15, step 207, loss 0.284, test 0.085
Epoch 15, step 208, loss 0.028, test 0.085
Epoch 15, step 209, loss 0.003, test 0.086
Epoch 15, step 210, loss 0.431, test 0.087
Epoch 15, step 211, loss 0.755, test 0.111
Epoch 15, step 212, loss 0.000, test 0.116
Epoch 15, step 213, loss 0.004, test 0.119
Epoch 15, step 214, loss 0.029, test 0.120
Epoch 15, step 215, loss 0.014, test 0.121
Epoch 15, step 216, loss 0.329, test 0.086
Epoch 15, step 217, loss 0.050, test 0.093
Epoch 15, step 218, loss 0.160, test 0.090
Epoch 15, step 219, loss 0.009, test 0.091
Epoch 15, step 220, loss 0.259, test 0.080
Epoch 15, step 221, loss 0.045, test 0.079
Epoch 15, step 222, loss 0.016, test 0.079
Epoch 15, step 223, loss 0.017, test 0.079
Epoch 15, step 224, loss 0.028, test 0.080
Epoch 15, step 225, loss 0.072, test 0.079
Epoch 15, step 226, loss 0.068, test 0.078
Epoch 15, step 227, loss 0.197, test 0.079
Epoch 15, step 228, loss 0.179, test 0.080
Epoch 15, step 229, loss 0.158, test 0.085
Epoch 15, step 230, loss 0.003, test 0.087
Epoch 15, step 231, loss 0.014, test 0.088
Epoch 15, step 232, loss 0.235, test 0.097
Epoch 15, step 233, loss 0.002, test 0.103
Epoch 15, step 234, loss 0.238, test 0.087
Epoch 15, step 235, loss 0.185, test 0.087
Epoch 15, step 236, loss 0.097, test 0.082
Epoch 15, step 237, loss 0.008, test 0.081
Epoch 15, step 238, loss 0.367, test 0.083
Epoch 15, step 239, loss 0.066, test 0.084
Epoch 15, step 240, loss 0.120, test 0.088
Epoch 15, step 241, loss 0.178, test 0.090
Epoch 15, step 242, loss 0.116, test 0.086
Epoch 15, step 243, loss 0.040, test 0.086
Epoch 15, step 244, loss 0.164, test 0.088
Epoch 15, step 245, loss 0.033, test 0.093
Epoch 15, step 246, loss 0.006, test 0.094
Epoch 15, step 247, loss 0.026, test 0.096
Epoch 15, step 248, loss 0.249, test 0.105
Epoch 15, step 249, loss 0.129, test 0.108
Epoch 15, step 250, loss 0.001, test 0.109
Epoch 15, step 251, loss 0.000, test 0.110
Epoch 15, step 252, loss 0.120, test 0.108
Epoch 15, step 253, loss 0.396, test 0.109
Epoch 15, step 254, loss 0.280, test 0.113
Epoch 15, step 255, loss 0.015, test 0.116
Epoch 15, step 256, loss 0.221, test 0.123
Epoch 15, step 257, loss 0.216, test 0.129
Epoch 15, step 258, loss 0.029, test 0.131
Epoch 15, step 259, loss 0.143, test 0.127
Epoch 15, step 260, loss 0.008, test 0.128
Epoch 15, step 261, loss 0.020, test 0.124
Epoch 15, step 262, loss 0.097, test 0.144
Epoch 15, step 263, loss 0.006, test 0.151
Epoch 15, step 264, loss 0.000, test 0.153
Epoch 15, step 265, loss 0.001, test 0.152
Epoch 15, step 266, loss 0.048, test 0.137
Epoch 15, step 267, loss 0.006, test 0.140
Epoch 15, step 268, loss 0.209, test 0.109
Epoch 15, step 269, loss 0.299, test 0.111
Epoch 15, step 270, loss 0.086, test 0.105
Epoch 15, step 271, loss 0.012, test 0.104
Epoch 15, step 272, loss 0.033, test 0.079
Epoch 15, step 273, loss 0.147, test 0.079
Epoch 15, step 274, loss 0.002, test 0.081
Epoch 15, step 275, loss 0.232, test 0.080
Epoch 15, step 276, loss 0.001, test 0.080
Epoch 15, step 277, loss 0.007, test 0.079
Epoch 15, step 278, loss 0.241, test 0.076
Epoch 15, step 279, loss 0.177, test 0.077
Epoch 15, step 280, loss 0.004, test 0.077
Epoch 15, step 281, loss 0.034, test 0.079
Epoch 15, step 282, loss 0.040, test 0.098
Epoch 15, step 283, loss 0.091, test 0.111
Epoch 15, step 284, loss 0.031, test 0.119
Epoch 15, step 285, loss 0.308, test 0.111
Epoch 15, step 286, loss 0.229, test 0.138
Epoch 15, step 287, loss 0.001, test 0.144
Epoch 15, step 288, loss 0.004, test 0.144
Epoch 15, step 289, loss 0.023, test 0.148
Epoch 15, step 290, loss 0.663, test 0.074
Epoch 15, step 291, loss 0.007, test 0.071
Epoch 15, step 292, loss 0.007, test 0.071
Epoch 15, step 293, loss 0.086, test 0.072
Epoch 15, step 294, loss 0.319, test 0.075
Epoch 15, step 295, loss 0.004, test 0.077
Epoch 15, step 296, loss 0.281, test 0.078
Epoch 15, step 297, loss 0.265, test 0.078
Epoch 15, step 298, loss 0.151, test 0.076
Epoch 15, step 299, loss 0.148, test 0.077
Epoch 15, step 300, loss 0.326, test 0.074
Epoch 15, step 301, loss 0.011, test 0.075
Epoch 15, step 302, loss 0.082, test 0.075
Epoch 15, step 303, loss 0.232, test 0.074
Epoch 15, step 304, loss 0.123, test 0.075
Epoch 15, step 305, loss 0.003, test 0.075
Epoch 15, step 306, loss 0.010, test 0.077
Epoch 15, step 307, loss 0.004, test 0.078
Epoch 15, step 308, loss 0.048, test 0.078
Epoch 15, step 309, loss 0.095, test 0.085
Epoch 15, step 310, loss 0.028, test 0.093
Epoch 15, step 311, loss 0.005, test 0.094
Epoch 15, step 312, loss 0.093, test 0.083
Epoch 15, step 313, loss 0.217, test 0.083
Epoch 15, step 314, loss 0.054, test 0.083
Epoch 15, step 315, loss 0.385, test 0.087
Epoch 15, step 316, loss 0.139, test 0.077
Epoch 15, step 317, loss 0.115, test 0.075
Epoch 15, step 318, loss 0.049, test 0.075
Epoch 15, step 319, loss 0.002, test 0.075
Epoch 15, step 320, loss 0.321, test 0.075
Epoch 15, step 321, loss 0.351, test 0.087
Epoch 15, step 322, loss 0.056, test 0.092
Epoch 15, step 323, loss 0.014, test 0.096
Epoch 15, step 324, loss 0.104, test 0.107
Epoch 15, step 325, loss 0.002, test 0.110
Epoch 15, step 326, loss 0.145, test 0.117
Epoch 15, step 327, loss 0.015, test 0.119
Epoch 15, step 328, loss 0.095, test 0.123
Epoch 15, step 329, loss 0.275, test 0.137
Epoch 15, step 330, loss 0.234, test 0.146
Epoch 15, step 331, loss 0.182, test 0.154
Epoch 15, step 332, loss 0.257, test 0.162
Epoch 15, step 333, loss 0.226, test 0.160
Epoch 15, step 334, loss 0.005, test 0.160
Epoch 15, step 335, loss 0.178, test 0.153
Epoch 15, step 336, loss 0.265, test 0.145
Epoch 15, step 337, loss 0.251, test 0.133
Epoch 15, step 338, loss 0.003, test 0.130
Epoch 15, step 339, loss 0.049, test 0.127
Epoch 15, step 340, loss 0.013, test 0.124
Epoch 15, step 341, loss 0.013, test 0.115
Epoch 15, step 342, loss 0.022, test 0.110
Epoch 15, step 343, loss 0.081, test 0.108
Epoch 15, step 344, loss 0.016, test 0.106
Epoch 15, step 345, loss 0.001, test 0.105
Epoch 15, step 346, loss 0.072, test 0.097
Epoch 15, step 347, loss 0.004, test 0.095
Epoch 15, step 348, loss 0.000, test 0.094
Epoch 15, step 349, loss 0.496, test 0.105
Epoch 15, step 350, loss 0.077, test 0.107
Epoch 15, step 351, loss 0.051, test 0.111
Epoch 15, step 352, loss 0.004, test 0.112
Epoch 15, step 353, loss 0.005, test 0.112
Epoch 15, step 354, loss 0.147, test 0.117
Epoch 15, step 355, loss 0.727, test 0.188
Epoch 15, step 356, loss 0.209, test 0.187
Epoch 15, step 357, loss 0.012, test 0.190
Epoch 15, step 358, loss 0.076, test 0.213
Epoch 15, step 359, loss 0.402, test 0.187
Epoch 15, step 360, loss 0.031, test 0.187
Epoch 15, step 361, loss 0.034, test 0.183
Epoch 15, step 362, loss 0.033, test 0.192
Epoch 15, step 363, loss 0.002, test 0.193
Epoch 15, step 364, loss 0.009, test 0.195
Epoch 15, step 365, loss 0.136, test 0.190
Epoch 15, step 366, loss 0.001, test 0.189
Epoch 15, step 367, loss 0.071, test 0.160
Epoch 15, step 368, loss 0.513, test 0.161
Epoch 15, step 369, loss 0.258, test 0.164
Epoch 15, step 370, loss 0.361, test 0.118
Epoch 15, step 371, loss 0.086, test 0.110
Epoch 15, step 372, loss 0.892, test 0.114
Epoch 15, step 373, loss 0.062, test 0.132
Epoch 15, step 374, loss 0.275, test 0.158
Epoch 15, step 375, loss 0.006, test 0.170
Epoch 15, step 376, loss 0.060, test 0.166
Epoch 15, step 377, loss 0.008, test 0.173
Epoch 15, step 378, loss 0.020, test 0.173
Epoch 15, step 379, loss 0.045, test 0.181
Epoch 15, step 380, loss 0.012, test 0.184
Epoch 15, step 381, loss 0.706, test 0.177
Epoch 15, step 382, loss 0.045, test 0.182
Epoch 15, step 383, loss 0.016, test 0.186
Epoch 15, step 384, loss 0.017, test 0.183
Epoch 15, step 385, loss 0.572, test 0.176
Epoch 15, step 386, loss 0.393, test 0.169
Epoch 15, step 387, loss 0.149, test 0.146
Epoch 15, step 388, loss 0.050, test 0.139
Epoch 15, step 389, loss 0.010, test 0.134
Epoch 15, step 390, loss 0.038, test 0.141
Epoch 15, step 391, loss 0.093, test 0.138
Epoch 15, step 392, loss 0.192, test 0.127
Epoch 15, step 393, loss 0.002, test 0.125
Epoch 15, step 394, loss 0.001, test 0.125
Epoch 15, step 395, loss 0.219, test 0.147
Epoch 15, step 396, loss 0.038, test 0.160
Epoch 15, step 397, loss 0.016, test 0.170
Epoch 15, step 398, loss 0.299, test 0.170
Epoch 15, step 399, loss 0.267, test 0.175
Epoch 15, step 400, loss 0.030, test 0.184
Epoch 15, step 401, loss 0.154, test 0.198
Epoch 15, step 402, loss 0.178, test 0.194
Epoch 15, step 403, loss 0.045, test 0.189
Epoch 15, step 404, loss 0.030, test 0.198
Epoch 15, step 405, loss 0.008, test 0.198
Epoch 15, step 406, loss 0.022, test 0.190
Epoch 15, step 407, loss 0.149, test 0.196
Epoch 15, step 408, loss 0.102, test 0.161
Epoch 15, step 409, loss 0.020, test 0.148
Epoch 15, step 410, loss 0.043, test 0.128
Epoch 15, step 411, loss 0.556, test 0.091
Epoch 15, step 412, loss 0.042, test 0.113
Epoch 15, step 413, loss 0.024, test 0.126
Epoch 15, step 414, loss 0.071, test 0.135
Epoch 15, step 415, loss 0.238, test 0.138
Epoch 15, step 416, loss 0.144, test 0.131
Epoch 15, step 417, loss 0.735, test 0.095
Epoch 15, step 418, loss 0.017, test 0.092
Epoch 15, step 419, loss 1.030, test 0.098
Epoch 15, step 420, loss 1.213, test 0.139
Epoch 15, step 421, loss 0.094, test 0.150
Epoch 15, step 422, loss 0.374, test 0.106
Epoch 15, step 423, loss 0.007, test 0.104
Epoch 15, step 424, loss 0.132, test 0.104
Epoch 15, step 425, loss 0.150, test 0.101
Epoch 15, step 426, loss 1.029, test 0.115
Epoch 15, step 427, loss 0.010, test 0.118
Epoch 15, step 428, loss 0.249, test 0.121
Epoch 15, step 429, loss 0.196, test 0.134
Epoch 15, step 430, loss 0.000, test 0.138
Epoch 15, step 431, loss 0.250, test 0.132
Epoch 15, step 432, loss 0.032, test 0.142
Epoch 15, step 433, loss 0.110, test 0.159
Epoch 15, step 434, loss 0.074, test 0.170
Epoch 15, step 435, loss 0.248, test 0.181
Epoch 15, step 436, loss 0.311, test 0.124
Epoch 15, step 437, loss 0.002, test 0.119
Epoch 15, step 438, loss 0.154, test 0.107
Epoch 15, step 439, loss 0.015, test 0.112
Epoch 15, step 440, loss 0.006, test 0.112
Epoch 15, step 441, loss 0.058, test 0.111
Epoch 15, step 442, loss 0.522, test 0.115
Epoch 15, step 443, loss 0.007, test 0.112
Epoch 15, step 444, loss 0.622, test 0.087
Epoch 15, step 445, loss 0.079, test 0.090
Epoch 15, step 446, loss 0.476, test 0.090
Epoch 15, step 447, loss 0.005, test 0.090
Epoch 15, step 448, loss 0.020, test 0.091
Epoch 15, step 449, loss 0.000, test 0.092
Epoch 15, step 450, loss 0.104, test 0.088
Epoch 15, step 451, loss 0.000, test 0.088
Epoch 15, step 452, loss 0.026, test 0.087
Epoch 15, step 453, loss 0.274, test 0.088
Epoch 15, step 454, loss 0.074, test 0.089
Epoch 15, step 455, loss 0.075, test 0.086
Epoch 15, step 456, loss 0.006, test 0.085
Epoch 15, step 457, loss 0.072, test 0.084
Epoch 15, step 458, loss 0.040, test 0.084
Epoch 15, step 459, loss 0.154, test 0.084
Epoch 15, step 460, loss 0.058, test 0.084
Epoch 15, step 461, loss 0.623, test 0.084
Epoch 15, step 462, loss 0.590, test 0.087
Epoch 15, step 463, loss 0.111, test 0.091
Epoch 15, step 464, loss 0.042, test 0.100
Epoch 15, step 465, loss 0.019, test 0.104
Epoch 15, step 466, loss 0.070, test 0.104
Epoch 15, step 467, loss 0.232, test 0.125
Epoch 15, step 468, loss 0.010, test 0.135
Epoch 15, step 469, loss 0.238, test 0.101
Epoch 15, step 470, loss 0.406, test 0.095
Epoch 15, step 471, loss 0.014, test 0.093
Epoch 15, step 472, loss 0.000, test 0.093
Epoch 15, step 473, loss 0.022, test 0.090
Epoch 15, step 474, loss 0.126, test 0.091
Epoch 15, step 475, loss 0.184, test 0.092
Epoch 15, step 476, loss 0.049, test 0.091
Epoch 15, step 477, loss 0.003, test 0.092
Epoch 15, step 478, loss 0.145, test 0.082
Epoch 15, step 479, loss 0.000, test 0.081
Epoch 15, step 480, loss 0.176, test 0.078
Epoch 15, step 481, loss 0.021, test 0.085
Epoch 15, step 482, loss 0.105, test 0.089
Epoch 15, step 483, loss 0.099, test 0.091
Epoch 15, step 484, loss 0.005, test 0.090
Epoch 15, step 485, loss 0.166, test 0.092
Epoch 15, step 486, loss 1.105, test 0.080
Epoch 15, step 487, loss 0.135, test 0.081
Epoch 15, step 488, loss 0.062, test 0.084
Epoch 15, step 489, loss 0.000, test 0.086
Epoch 15, step 490, loss 0.007, test 0.086
Epoch 15, step 491, loss 0.055, test 0.085
Epoch 15, step 492, loss 0.236, test 0.085
Epoch 15, step 493, loss 0.144, test 0.090
Epoch 15, step 494, loss 0.145, test 0.095
Epoch 15, step 495, loss 0.008, test 0.096
Epoch 15, step 496, loss 0.140, test 0.091
Epoch 15, step 497, loss 0.203, test 0.105
Epoch 15, step 498, loss 0.022, test 0.107
Epoch 15, step 499, loss 0.027, test 0.104
Epoch 15, step 500, loss 0.035, test 0.105
Epoch 15, step 501, loss 0.005, test 0.106
Epoch 15, step 502, loss 0.043, test 0.103
Epoch 15, step 503, loss 0.000, test 0.103
Epoch 15, step 504, loss 0.043, test 0.095
Epoch 15, step 505, loss 0.131, test 0.095
Epoch 15, step 506, loss 0.120, test 0.096
Epoch 15, step 507, loss 0.317, test 0.197
Epoch 15, step 508, loss 0.068, test 0.242
Epoch 15, step 509, loss 0.286, test 0.214
Epoch 15, step 510, loss 0.108, test 0.171
Epoch 15, step 511, loss 0.209, test 0.164
Epoch 15, step 512, loss 0.021, test 0.160
Epoch 15, step 513, loss 0.014, test 0.155
Epoch 15, step 514, loss 0.185, test 0.161
Epoch 15, step 515, loss 0.057, test 0.120
Epoch 15, step 516, loss 0.109, test 0.113
Epoch 15, step 517, loss 0.018, test 0.111
Epoch 15, step 518, loss 0.064, test 0.118
Epoch 15, step 519, loss 0.022, test 0.120
Epoch 15, step 520, loss 0.015, test 0.121
Epoch 15, step 521, loss 0.171, test 0.122
Epoch 15, step 522, loss 0.009, test 0.119
Epoch 15, step 523, loss 0.001, test 0.119
Epoch 15, step 524, loss 0.056, test 0.117
Epoch 15, step 525, loss 0.012, test 0.118
Epoch 15, step 526, loss 0.000, test 0.118
Epoch 15, step 527, loss 0.000, test 0.118
Epoch 15, step 528, loss 0.033, test 0.114
Epoch 15, step 529, loss 0.065, test 0.114
Epoch 15, step 530, loss 0.182, test 0.094
Epoch 15, step 531, loss 0.173, test 0.082
Epoch 15, step 532, loss 0.008, test 0.082
Epoch 15, step 533, loss 0.207, test 0.089
Epoch 15, step 534, loss 0.042, test 0.093
Epoch 15, step 535, loss 0.874, test 0.098
Epoch 15, step 536, loss 0.100, test 0.113
Epoch 15, step 537, loss 0.560, test 0.120
Epoch 15, step 538, loss 0.001, test 0.125
Epoch 15, step 539, loss 0.379, test 0.129
Epoch 15, step 540, loss 0.518, test 0.135
Epoch 15, step 541, loss 0.227, test 0.134
Epoch 15, step 542, loss 0.003, test 0.135
Epoch 15, step 543, loss 0.004, test 0.136
Epoch 15, step 544, loss 0.035, test 0.137
Epoch 15, step 545, loss 0.044, test 0.136
Epoch 15, step 546, loss 0.086, test 0.131
Epoch 15, step 547, loss 0.028, test 0.132
Epoch 15, step 548, loss 0.221, test 0.124
Epoch 15, step 549, loss 0.080, test 0.143
Epoch 15, step 550, loss 0.020, test 0.144
Epoch 15, step 551, loss 0.033, test 0.144
Epoch 15, step 552, loss 0.091, test 0.142
Epoch 15, step 553, loss 0.013, test 0.143
Epoch 15, step 554, loss 0.000, test 0.143
Epoch 15, step 555, loss 0.248, test 0.141
Epoch 15, step 556, loss 0.045, test 0.142
Epoch 15, step 557, loss 0.065, test 0.139
Epoch 15, step 558, loss 0.143, test 0.133
Epoch 15, step 559, loss 0.050, test 0.131
Epoch 15, step 560, loss 0.085, test 0.127
Epoch 15, step 561, loss 0.012, test 0.128
Epoch 15, step 562, loss 0.087, test 0.120
Epoch 15, step 563, loss 0.006, test 0.119
Epoch 15, step 564, loss 0.002, test 0.120
Epoch 15, step 565, loss 0.047, test 0.116
Epoch 15, step 566, loss 0.017, test 0.117
Epoch 15, step 567, loss 0.066, test 0.126
Epoch 15, step 568, loss 0.012, test 0.128
Epoch 15, step 569, loss 0.236, test 0.089
Epoch 15, step 570, loss 0.197, test 0.088
Epoch 15, step 571, loss 0.166, test 0.088
Epoch 15, step 572, loss 0.020, test 0.088
Epoch 15, step 573, loss 0.139, test 0.089
Epoch 15, step 574, loss 0.116, test 0.090
Epoch 15, step 575, loss 0.010, test 0.090
Epoch 15, step 576, loss 0.000, test 0.091
Epoch 15, step 577, loss 0.084, test 0.089
Epoch 15, step 578, loss 0.000, test 0.089
Epoch 15, step 579, loss 0.007, test 0.089
Epoch 15, step 580, loss 0.160, test 0.089
Epoch 15, step 581, loss 0.052, test 0.087
Epoch 15, step 582, loss 0.001, test 0.087
Epoch 15, step 583, loss 0.252, test 0.088
Epoch 15, step 584, loss 0.007, test 0.088
Epoch 15, step 585, loss 0.463, test 0.087
Epoch 15, step 586, loss 0.014, test 0.086
Epoch 15, step 587, loss 0.038, test 0.086
Epoch 15, step 588, loss 0.185, test 0.083
Epoch 15, step 589, loss 0.138, test 0.082
Epoch 15, step 590, loss 0.057, test 0.083
Epoch 15, step 591, loss 0.276, test 0.082
Epoch 15, step 592, loss 0.015, test 0.081
Epoch 15, step 593, loss 0.416, test 0.143
Epoch 15, step 594, loss 0.003, test 0.169
Epoch 15, step 595, loss 0.339, test 0.129
Epoch 15, step 596, loss 0.243, test 0.139
Epoch 15, step 597, loss 0.381, test 0.132
Epoch 15, step 598, loss 0.040, test 0.132
Epoch 15, step 599, loss 0.111, test 0.153
Epoch 15, step 600, loss 0.142, test 0.162
Epoch 15, step 601, loss 0.025, test 0.156
Epoch 15, step 602, loss 0.156, test 0.145
Epoch 15, step 603, loss 0.004, test 0.141
Epoch 15, step 604, loss 0.200, test 0.096
Epoch 15, step 605, loss 0.013, test 0.121
Epoch 15, step 606, loss 0.603, test 0.086
Epoch 15, step 607, loss 0.273, test 0.082
Epoch 15, step 608, loss 0.576, test 0.087
Epoch 15, step 609, loss 0.524, test 0.090
Epoch 15, step 610, loss 0.002, test 0.092
Epoch 15, step 611, loss 0.017, test 0.091
Epoch 15, step 612, loss 0.041, test 0.094
Epoch 15, step 613, loss 0.000, test 0.094
Epoch 15, step 614, loss 0.051, test 0.094
Epoch 15, step 615, loss 0.075, test 0.089
Epoch 15, step 616, loss 0.026, test 0.089
Epoch 15, step 617, loss 0.052, test 0.088
Epoch 15, step 618, loss 0.304, test 0.088
Epoch 15, step 619, loss 0.045, test 0.083
Epoch 15, step 620, loss 0.153, test 0.083
Epoch 15, step 621, loss 0.192, test 0.087
Epoch 15, step 622, loss 0.064, test 0.092
Epoch 15, step 623, loss 0.045, test 0.096
Epoch 15, step 624, loss 0.202, test 0.092
Epoch 15, step 625, loss 0.031, test 0.099
Epoch 15, step 626, loss 0.125, test 0.120
Epoch 15, step 627, loss 0.041, test 0.126
Epoch 15, step 628, loss 0.151, test 0.151
Epoch 15, step 629, loss 0.105, test 0.148
Epoch 15, step 630, loss 0.068, test 0.132
Epoch 15, step 631, loss 0.322, test 0.133
Epoch 15, step 632, loss 0.067, test 0.134
Epoch 15, step 633, loss 0.270, test 0.100
Epoch 15, step 634, loss 0.005, test 0.097
Epoch 15, step 635, loss 0.367, test 0.134
Epoch 15, step 636, loss 0.072, test 0.138
Epoch 15, step 637, loss 0.000, test 0.141
Epoch 15, step 638, loss 0.208, test 0.133
Epoch 15, step 639, loss 0.146, test 0.135
Epoch 15, step 640, loss 0.037, test 0.123
Epoch 15, step 641, loss 0.060, test 0.119
Epoch 15, step 642, loss 0.094, test 0.110
Epoch 15, step 643, loss 0.052, test 0.106
Epoch 15, step 644, loss 0.564, test 0.099
Epoch 15, step 645, loss 0.105, test 0.098
Epoch 15, step 646, loss 0.329, test 0.096
Epoch 15, step 647, loss 0.175, test 0.097
Epoch 15, step 648, loss 0.093, test 0.093
Epoch 15, step 649, loss 0.027, test 0.093
Epoch 15, step 650, loss 0.126, test 0.075
Epoch 15, step 651, loss 0.007, test 0.074
Epoch 15, step 652, loss 0.181, test 0.077
Epoch 15, step 653, loss 0.001, test 0.077
Epoch 15, step 654, loss 0.132, test 0.077
Epoch 15, step 655, loss 0.002, test 0.077
Epoch 15, step 656, loss 0.048, test 0.077
Epoch 15, step 657, loss 0.639, test 0.075
Epoch 15, step 658, loss 0.006, test 0.075
Epoch 15, step 659, loss 0.009, test 0.075
Epoch 15, step 660, loss 0.346, test 0.075
Epoch 15, step 661, loss 0.005, test 0.075
Epoch 15, step 662, loss 0.422, test 0.076
Epoch 15, step 663, loss 0.069, test 0.077
Epoch 15, step 664, loss 0.146, test 0.075
Epoch 15, step 665, loss 0.010, test 0.074
Epoch 15, step 666, loss 0.000, test 0.074
Epoch 15, step 667, loss 0.012, test 0.074
Epoch 15, step 668, loss 0.559, test 0.072
Epoch 15, step 669, loss 0.028, test 0.074
Epoch 15, step 670, loss 0.112, test 0.076
Epoch 15, step 671, loss 0.056, test 0.077
Epoch 15, step 672, loss 0.396, test 0.078
Epoch 15, step 673, loss 0.032, test 0.079
Epoch 15, step 674, loss 0.017, test 0.079
Epoch 15, step 675, loss 0.144, test 0.083
Epoch 15, step 676, loss 0.265, test 0.082
Epoch 15, step 677, loss 0.012, test 0.083
Epoch 15, step 678, loss 0.000, test 0.084
Epoch 15, step 679, loss 0.070, test 0.079
Epoch 15, step 680, loss 0.089, test 0.075
Epoch 15, step 681, loss 0.005, test 0.075
Epoch 15, step 682, loss 0.014, test 0.074
Epoch 15, step 683, loss 0.054, test 0.087
Epoch 15, step 684, loss 0.371, test 0.080
Epoch 15, step 685, loss 0.186, test 0.077
Epoch 15, step 686, loss 0.017, test 0.077
Epoch 15, step 687, loss 0.060, test 0.079
Epoch 15, step 688, loss 0.010, test 0.079
Epoch 15, step 689, loss 0.073, test 0.080
Epoch 15, step 690, loss 0.015, test 0.082
Epoch 15, step 691, loss 0.002, test 0.082
Epoch 15, step 692, loss 0.223, test 0.083
Epoch 15, step 693, loss 0.001, test 0.084
Epoch 15, step 694, loss 0.006, test 0.084
Epoch 15, step 695, loss 0.001, test 0.084
Epoch 15, step 696, loss 0.184, test 0.082
Epoch 15, step 697, loss 0.005, test 0.082
Epoch 15, step 698, loss 0.069, test 0.083
Epoch 15, step 699, loss 0.004, test 0.083
Epoch 15, step 700, loss 0.274, test 0.079
Epoch 15, step 701, loss 0.259, test 0.074
Epoch 15, step 702, loss 0.011, test 0.073
Epoch 15, step 703, loss 0.041, test 0.074
Epoch 15, step 704, loss 0.055, test 0.076
Epoch 15, step 705, loss 0.002, test 0.076
Epoch 15, step 706, loss 0.060, test 0.073
Epoch 15, step 707, loss 0.139, test 0.071
Epoch 15, step 708, loss 0.045, test 0.072
Epoch 15, step 709, loss 0.075, test 0.073
Epoch 15, step 710, loss 0.848, test 0.078
Epoch 15, step 711, loss 0.094, test 0.075
Epoch 15, step 712, loss 0.001, test 0.075
Epoch 15, step 713, loss 0.083, test 0.077
Epoch 15, step 714, loss 0.000, test 0.077
Epoch 15, step 715, loss 0.002, test 0.077
Epoch 15, step 716, loss 0.519, test 0.136
Epoch 15, step 717, loss 0.000, test 0.163
Epoch 15, step 718, loss 0.117, test 0.184
Epoch 15, step 719, loss 0.037, test 0.218
Epoch 15, step 720, loss 0.735, test 0.153
Epoch 15, step 721, loss 0.006, test 0.147
Epoch 15, step 722, loss 0.214, test 0.126
Epoch 15, step 723, loss 0.258, test 0.126
Epoch 15, step 724, loss 0.225, test 0.140
Epoch 15, step 725, loss 0.325, test 0.139
Epoch 15, step 726, loss 0.036, test 0.147
Epoch 15, step 727, loss 0.007, test 0.149
Epoch 15, step 728, loss 0.425, test 0.248
Epoch 15, step 729, loss 0.101, test 0.265
Epoch 15, step 730, loss 0.009, test 0.246
Epoch 15, step 731, loss 0.080, test 0.243
Epoch 15, step 732, loss 0.013, test 0.251
Epoch 15, step 733, loss 0.058, test 0.205
Epoch 15, step 734, loss 0.033, test 0.195
Epoch 15, step 735, loss 0.384, test 0.197
Epoch 15, step 736, loss 0.201, test 0.182
Epoch 15, step 737, loss 0.004, test 0.179
Epoch 15, step 738, loss 0.078, test 0.183
Epoch 15, step 739, loss 0.238, test 0.191
Epoch 15, step 740, loss 0.148, test 0.112
Epoch 15, step 741, loss 0.076, test 0.113
Epoch 15, step 742, loss 0.005, test 0.110
Epoch 15, step 743, loss 0.029, test 0.102
Epoch 15, step 744, loss 0.006, test 0.101
Epoch 15, step 745, loss 0.009, test 0.100
Epoch 15, step 746, loss 0.078, test 0.100
Epoch 15, step 747, loss 0.050, test 0.098
Epoch 15, step 748, loss 0.031, test 0.097
Epoch 15, step 749, loss 0.043, test 0.098
Epoch 15, step 750, loss 0.280, test 0.097
Epoch 15, step 751, loss 0.072, test 0.094
Epoch 15, step 752, loss 0.066, test 0.093
Epoch 15, step 753, loss 0.188, test 0.093
Epoch 15, step 754, loss 0.001, test 0.093
Epoch 15, step 755, loss 0.471, test 0.085
Epoch 15, step 756, loss 0.006, test 0.084
Epoch 15, step 757, loss 0.073, test 0.083
Epoch 15, step 758, loss 0.333, test 0.102
Epoch 15, step 759, loss 0.147, test 0.102
Epoch 15, step 760, loss 0.018, test 0.105
Epoch 15, step 761, loss 0.035, test 0.104
Epoch 15, step 762, loss 0.002, test 0.105

Epoch 15, step 763, loss 0.028, test 0.120
Epoch 15, step 764, loss 0.010, test 0.124
Epoch 15, step 765, loss 0.019, test 0.130
Epoch 15, step 766, loss 0.005, test 0.132
Epoch 15, step 767, loss 0.524, test 0.122
Epoch 15, step 768, loss 0.239, test 0.106
Epoch 15, step 769, loss 0.010, test 0.103
Epoch 15, step 770, loss 0.095, test 0.101
Epoch 15, step 771, loss 0.114, test 0.089
Epoch 15, step 772, loss 0.008, test 0.093
Epoch 15, step 773, loss 0.131, test 0.106
Epoch 15, step 774, loss 0.013, test 0.110
Epoch 15, step 775, loss 0.001, test 0.112
Epoch 15, step 776, loss 0.030, test 0.120
Epoch 15, step 777, loss 0.011, test 0.122
Epoch 15, step 778, loss 0.025, test 0.115
Epoch 15, step 779, loss 0.364, test 0.125
Epoch 15, step 780, loss 0.051, test 0.122
Epoch 15, step 781, loss 0.059, test 0.121
Epoch 15, step 782, loss 0.138, test 0.117
Epoch 15, step 783, loss 0.063, test 0.125
Epoch 15, step 784, loss 0.046, test 0.123
Epoch 15, step 785, loss 0.403, test 0.116
Epoch 15, step 786, loss 0.000, test 0.115
Epoch 15, step 787, loss 0.542, test 0.117
Epoch 15, step 788, loss 0.057, test 0.121
Epoch 15, step 789, loss 0.456, test 0.119
Epoch 15, step 790, loss 0.040, test 0.120
Epoch 15, step 791, loss 0.393, test 0.113
Epoch 15, step 792, loss 0.008, test 0.115
Epoch 15, step 793, loss 0.002, test 0.112
Epoch 15, step 794, loss 0.434, test 0.110
Epoch 15, step 795, loss 0.219, test 0.140
Epoch 15, step 796, loss 0.002, test 0.145
Epoch 15, step 797, loss 0.111, test 0.157
Epoch 15, step 798, loss 0.182, test 0.158
Epoch 15, step 799, loss 0.045, test 0.154
Epoch 15, step 800, loss 0.018, test 0.156
Epoch 15, step 801, loss 0.273, test 0.148
Epoch 15, step 802, loss 0.152, test 0.149
Epoch 15, step 803, loss 0.162, test 0.151
Epoch 15, step 804, loss 0.010, test 0.150
Epoch 15, step 805, loss 0.013, test 0.145
Epoch 15, step 806, loss 0.707, test 0.123
Epoch 15, step 807, loss 0.019, test 0.143
Epoch 15, step 808, loss 0.018, test 0.151
Epoch 15, step 809, loss 0.118, test 0.155
Epoch 15, step 810, loss 1.285, test 0.141
Epoch 15, step 811, loss 0.043, test 0.143
Epoch 15, step 812, loss 0.093, test 0.145
Epoch 15, step 813, loss 0.052, test 0.146
Epoch 15, step 814, loss 0.008, test 0.147
Epoch 15, step 815, loss 0.341, test 0.146
Epoch 15, step 816, loss 0.000, test 0.145
Epoch 15, step 817, loss 0.001, test 0.145
Epoch 15, step 818, loss 0.078, test 0.148
Epoch 15, step 819, loss 0.280, test 0.147
Epoch 15, step 820, loss 0.289, test 0.149
Epoch 15, step 821, loss 0.078, test 0.140
Epoch 15, step 822, loss 0.855, test 0.138
Epoch 15, step 823, loss 0.003, test 0.139
Epoch 15, step 824, loss 0.023, test 0.141
Epoch 15, step 825, loss 0.392, test 0.138
Epoch 15, step 826, loss 0.003, test 0.137
Epoch 15, step 827, loss 0.043, test 0.138
Epoch 15, step 828, loss 0.013, test 0.137
Epoch 15, step 829, loss 0.048, test 0.139
Epoch 15, step 830, loss 0.125, test 0.137
Epoch 15, step 831, loss 0.197, test 0.143
Epoch 15, step 832, loss 0.011, test 0.145
Epoch 15, step 833, loss 0.023, test 0.147
Epoch 15, step 834, loss 0.003, test 0.147
Epoch 15, step 835, loss 0.136, test 0.139
Epoch 15, step 836, loss 0.014, test 0.140
Epoch 15, step 837, loss 0.001, test 0.140
Epoch 15, step 838, loss 0.002, test 0.140
Epoch 15, step 839, loss 0.049, test 0.135
Epoch 15, step 840, loss 0.001, test 0.134
Epoch 15, step 841, loss 0.582, test 0.132
Epoch 15, step 842, loss 0.003, test 0.131
Epoch 15, step 843, loss 0.218, test 0.129
Epoch 15, step 844, loss 0.234, test 0.130
Epoch 15, step 845, loss 0.029, test 0.140
Epoch 15, step 846, loss 0.280, test 0.155
Epoch 15, step 847, loss 0.641, test 0.167
Epoch 15, step 848, loss 0.052, test 0.175
Epoch 15, step 849, loss 0.087, test 0.154
Epoch 15, step 850, loss 0.442, test 0.163
Epoch 15, step 851, loss 0.132, test 0.168
Epoch 15, step 852, loss 0.256, test 0.179
Epoch 15, step 853, loss 0.036, test 0.193
Epoch 15, step 854, loss 0.011, test 0.197
Epoch 15, step 855, loss 0.004, test 0.199
Epoch 15, step 856, loss 0.185, test 0.198
Epoch 15, step 857, loss 0.486, test 0.195
Epoch 15, step 858, loss 0.443, test 0.183
Epoch 15, step 859, loss 0.055, test 0.180
Epoch 15, step 860, loss 0.015, test 0.178
Epoch 15, step 861, loss 0.035, test 0.178
Epoch 15, step 862, loss 0.121, test 0.160
Epoch 15, step 863, loss 0.091, test 0.157
Epoch 15, step 864, loss 0.001, test 0.156
Epoch 15, step 865, loss 0.602, test 0.142
Epoch 15, step 866, loss 0.089, test 0.140
Epoch 15, step 867, loss 0.000, test 0.139
Epoch 15, step 868, loss 0.013, test 0.141
Epoch 15, step 869, loss 0.001, test 0.140
Epoch 15, step 870, loss 0.019, test 0.141
Epoch 15, step 871, loss 0.001, test 0.142
Epoch 15, step 872, loss 0.210, test 0.145
Epoch 15, step 873, loss 0.026, test 0.149
Epoch 15, step 874, loss 0.008, test 0.149
Epoch 15, step 875, loss 0.007, test 0.147
Epoch 15, step 876, loss 0.026, test 0.138
Epoch 15, step 877, loss 0.004, test 0.133
Epoch 15, step 878, loss 0.025, test 0.131
Epoch 15, step 879, loss 0.103, test 0.128
Epoch 15, step 880, loss 0.039, test 0.127
Epoch 15, step 881, loss 0.054, test 0.124
Epoch 15, step 882, loss 0.843, test 0.130
Epoch 15, step 883, loss 0.024, test 0.131
Epoch 15, step 884, loss 0.026, test 0.132
Epoch 15, step 885, loss 0.518, test 0.128
Epoch 15, step 886, loss 0.034, test 0.133
Epoch 15, step 887, loss 0.029, test 0.135
Epoch 15, step 888, loss 0.001, test 0.136
Epoch 15, step 889, loss 0.101, test 0.137
Epoch 15, step 890, loss 0.098, test 0.137
Epoch 15, step 891, loss 0.001, test 0.137
Epoch 15, step 892, loss 0.483, test 0.136
Epoch 15, step 893, loss 0.051, test 0.135
Epoch 15, step 894, loss 0.003, test 0.135
Epoch 15, step 895, loss 0.157, test 0.121
Epoch 15, step 896, loss 0.099, test 0.126
Epoch 15, step 897, loss 0.106, test 0.107
Epoch 15, step 898, loss 0.280, test 0.105
Epoch 15, step 899, loss 0.025, test 0.104
Epoch 15, step 900, loss 0.000, test 0.104
Epoch 15, step 901, loss 0.159, test 0.102
Epoch 15, step 902, loss 0.201, test 0.098
Epoch 15, step 903, loss 0.040, test 0.101
Epoch 15, step 904, loss 0.000, test 0.101
Epoch 15, step 905, loss 0.089, test 0.104
Epoch 15, step 906, loss 0.035, test 0.105
Epoch 15, step 907, loss 0.192, test 0.109
Epoch 15, step 908, loss 0.195, test 0.112
Epoch 15, step 909, loss 0.580, test 0.152
Epoch 15, step 910, loss 0.018, test 0.165
Epoch 15, step 911, loss 0.200, test 0.174
Epoch 15, step 912, loss 0.397, test 0.183
Epoch 15, step 913, loss 0.383, test 0.147
Epoch 15, step 914, loss 0.015, test 0.144
Epoch 15, step 915, loss 0.011, test 0.143
Epoch 15, step 916, loss 0.137, test 0.131
Epoch 15, step 917, loss 0.026, test 0.127
Epoch 15, step 918, loss 0.002, test 0.124
Epoch 15, step 919, loss 0.043, test 0.124
Epoch 15, step 920, loss 0.098, test 0.122
Epoch 15, step 921, loss 0.114, test 0.123
Epoch 15, step 922, loss 0.011, test 0.123
Epoch 15, step 923, loss 0.000, test 0.123
Epoch 15, step 924, loss 0.078, test 0.131
Epoch 15, step 925, loss 0.025, test 0.132
Epoch 15, step 926, loss 0.023, test 0.132
Epoch 15, step 927, loss 0.113, test 0.122
Epoch 15, step 928, loss 0.051, test 0.119
Epoch 15, step 929, loss 0.001, test 0.119
Epoch 15, step 930, loss 0.000, test 0.119
Epoch 15, step 931, loss 0.284, test 0.118
Epoch 15, step 932, loss 0.000, test 0.118
Epoch 15, step 933, loss 0.201, test 0.106
Epoch 15, step 934, loss 0.007, test 0.104
Epoch 15, step 935, loss 0.015, test 0.105
Epoch 15, step 936, loss 0.157, test 0.107
Epoch 15, step 937, loss 0.007, test 0.107
Epoch 15, step 938, loss 0.004, test 0.107
Epoch 15, step 939, loss 0.016, test 0.107
Epoch 15, step 940, loss 0.017, test 0.105
Epoch 15, step 941, loss 0.450, test 0.109
Epoch 15, step 942, loss 0.559, test 0.107
Epoch 15, step 943, loss 0.030, test 0.108
Epoch 15, step 944, loss 0.153, test 0.107
Epoch 15, step 945, loss 0.036, test 0.108
Epoch 15, step 946, loss 0.009, test 0.105
Epoch 15, step 947, loss 0.093, test 0.104
Epoch 15, step 948, loss 0.133, test 0.104
Epoch 15, step 949, loss 0.006, test 0.103
Epoch 15, step 950, loss 0.012, test 0.103
Epoch 15, step 951, loss 0.017, test 0.108
Epoch 15, step 952, loss 0.084, test 0.108
Epoch 15, step 953, loss 0.212, test 0.113
Epoch 15, step 954, loss 0.003, test 0.114
Epoch 15, step 955, loss 0.102, test 0.112
Epoch 15, step 956, loss 0.146, test 0.126
Epoch 15, step 957, loss 0.012, test 0.130
Epoch 15, step 958, loss 0.173, test 0.129
Epoch 15, step 959, loss 0.028, test 0.125
Epoch 15, step 960, loss 0.234, test 0.122
Epoch 15, step 961, loss 0.099, test 0.126
Epoch 15, step 962, loss 0.690, test 0.123
Epoch 15, step 963, loss 0.201, test 0.123
Epoch 15, step 964, loss 0.002, test 0.122
Epoch 15, step 965, loss 0.037, test 0.122
Epoch 15, step 966, loss 0.014, test 0.120
Epoch 15, step 967, loss 0.080, test 0.120
Epoch 15, step 968, loss 0.666, test 0.120
Epoch 15, step 969, loss 0.000, test 0.120
Epoch 15, step 970, loss 0.090, test 0.118
Epoch 15, step 971, loss 0.022, test 0.115
Epoch 15, step 972, loss 0.151, test 0.145
Epoch 15, step 973, loss 0.034, test 0.158
Epoch 15, step 974, loss 0.009, test 0.165
Epoch 15, step 975, loss 0.016, test 0.172
Epoch 15, step 976, loss 0.108, test 0.174
Epoch 15, step 977, loss 0.056, test 0.172
Epoch 15, step 978, loss 0.047, test 0.165
Epoch 15, step 979, loss 0.006, test 0.164
Epoch 15, step 980, loss 0.325, test 0.173
Epoch 15, step 981, loss 0.171, test 0.163
Epoch 15, step 982, loss 0.007, test 0.161
Epoch 15, step 983, loss 0.034, test 0.153
Epoch 15, step 984, loss 0.366, test 0.174
Epoch 15, step 985, loss 0.012, test 0.182
Epoch 15, step 986, loss 0.027, test 0.179
Epoch 15, step 987, loss 0.113, test 0.182
Epoch 15, step 988, loss 0.023, test 0.184
Epoch 15, step 989, loss 1.049, test 0.112
Epoch 15, step 990, loss 0.004, test 0.105
Epoch 15, step 991, loss 0.003, test 0.102
Epoch 15, step 992, loss 0.278, test 0.105
Epoch 15, step 993, loss 0.039, test 0.102
Epoch 15, step 994, loss 0.100, test 0.104
Epoch 15, step 995, loss 0.260, test 0.104
Epoch 15, step 996, loss 0.071, test 0.107
Epoch 15, step 997, loss 0.633, test 0.109
Epoch 15, step 998, loss 0.468, test 0.088
Epoch 15, step 999, loss 0.047, test 0.087
Epoch 16, step 0, loss 0.050, test 0.086
Epoch 16, step 1, loss 0.028, test 0.085
Epoch 16, step 2, loss 0.299, test 0.085
Epoch 16, step 3, loss 0.455, test 0.087
Epoch 16, step 4, loss 0.090, test 0.086
Epoch 16, step 5, loss 0.091, test 0.084
Epoch 16, step 6, loss 0.088, test 0.082
Epoch 16, step 7, loss 0.577, test 0.083
Epoch 16, step 8, loss 0.022, test 0.083
Epoch 16, step 9, loss 0.000, test 0.082
Epoch 16, step 10, loss 0.324, test 0.082
Epoch 16, step 11, loss 0.183, test 0.090
Epoch 16, step 12, loss 0.002, test 0.094
Epoch 16, step 13, loss 0.134, test 0.095
Epoch 16, step 14, loss 0.090, test 0.098
Epoch 16, step 15, loss 0.006, test 0.098
Epoch 16, step 16, loss 0.220, test 0.097
Epoch 16, step 17, loss 0.136, test 0.092
Epoch 16, step 18, loss 0.191, test 0.097
Epoch 16, step 19, loss 0.024, test 0.099
Epoch 16, step 20, loss 0.168, test 0.122
Epoch 16, step 21, loss 0.151, test 0.118
Epoch 16, step 22, loss 0.263, test 0.115
Epoch 16, step 23, loss 0.009, test 0.122
Epoch 16, step 24, loss 0.007, test 0.124
Epoch 16, step 25, loss 0.213, test 0.128
Epoch 16, step 26, loss 0.002, test 0.128
Epoch 16, step 27, loss 0.131, test 0.123
Epoch 16, step 28, loss 0.047, test 0.124
Epoch 16, step 29, loss 0.221, test 0.120
Epoch 16, step 30, loss 0.285, test 0.117
Epoch 16, step 31, loss 0.022, test 0.113
Epoch 16, step 32, loss 1.447, test 0.125
Epoch 16, step 33, loss 0.020, test 0.127
Epoch 16, step 34, loss 0.636, test 0.134
Epoch 16, step 35, loss 0.027, test 0.133
Epoch 16, step 36, loss 0.127, test 0.141
Epoch 16, step 37, loss 0.042, test 0.152
Epoch 16, step 38, loss 0.467, test 0.114
Epoch 16, step 39, loss 0.018, test 0.110
Epoch 16, step 40, loss 0.038, test 0.109
Epoch 16, step 41, loss 0.000, test 0.108
Epoch 16, step 42, loss 0.338, test 0.113
Epoch 16, step 43, loss 0.018, test 0.122
Epoch 16, step 44, loss 0.048, test 0.123
Epoch 16, step 45, loss 0.034, test 0.123
Epoch 16, step 46, loss 0.012, test 0.156
Epoch 16, step 47, loss 0.021, test 0.161
Epoch 16, step 48, loss 0.102, test 0.169
Epoch 16, step 49, loss 0.229, test 0.167
Epoch 16, step 50, loss 0.963, test 0.144
Epoch 16, step 51, loss 0.002, test 0.142
Epoch 16, step 52, loss 0.460, test 0.135
Epoch 16, step 53, loss 0.053, test 0.156
Epoch 16, step 54, loss 0.000, test 0.160
Epoch 16, step 55, loss 0.266, test 0.130
Epoch 16, step 56, loss 0.078, test 0.114
Epoch 16, step 57, loss 0.004, test 0.109
Epoch 16, step 58, loss 0.025, test 0.107
Epoch 16, step 59, loss 0.000, test 0.108
Epoch 16, step 60, loss 0.046, test 0.120
Epoch 16, step 61, loss 0.175, test 0.120
Epoch 16, step 62, loss 0.038, test 0.123
Epoch 16, step 63, loss 0.089, test 0.109
Epoch 16, step 64, loss 0.043, test 0.079
Epoch 16, step 65, loss 0.166, test 0.078
Epoch 16, step 66, loss 0.068, test 0.088
Epoch 16, step 67, loss 0.006, test 0.089
Epoch 16, step 68, loss 0.303, test 0.079
Epoch 16, step 69, loss 0.000, test 0.078
Epoch 16, step 70, loss 0.187, test 0.081
Epoch 16, step 71, loss 0.148, test 0.087
Epoch 16, step 72, loss 0.003, test 0.087
Epoch 16, step 73, loss 0.005, test 0.081
Epoch 16, step 74, loss 0.073, test 0.085
Epoch 16, step 75, loss 0.149, test 0.082
Epoch 16, step 76, loss 0.542, test 0.080
Epoch 16, step 77, loss 0.067, test 0.082
Epoch 16, step 78, loss 0.007, test 0.082
Epoch 16, step 79, loss 0.313, test 0.085
Epoch 16, step 80, loss 0.333, test 0.106
Epoch 16, step 81, loss 0.060, test 0.109
Epoch 16, step 82, loss 0.796, test 0.106
Epoch 16, step 83, loss 0.026, test 0.097
Epoch 16, step 84, loss 0.003, test 0.096
Epoch 16, step 85, loss 0.001, test 0.095
Epoch 16, step 86, loss 0.513, test 0.105
Epoch 16, step 87, loss 0.020, test 0.088
Epoch 16, step 88, loss 0.048, test 0.086
Epoch 16, step 89, loss 0.092, test 0.088
Epoch 16, step 90, loss 0.457, test 0.085
Epoch 16, step 91, loss 0.028, test 0.088
Epoch 16, step 92, loss 0.145, test 0.086
Epoch 16, step 93, loss 0.016, test 0.086
Epoch 16, step 94, loss 0.015, test 0.099
Epoch 16, step 95, loss 0.170, test 0.104
Epoch 16, step 96, loss 0.035, test 0.108
Epoch 16, step 97, loss 0.009, test 0.110
Epoch 16, step 98, loss 0.021, test 0.113
Epoch 16, step 99, loss 0.114, test 0.104
Epoch 16, step 100, loss 0.023, test 0.106
Epoch 16, step 101, loss 0.000, test 0.106
Epoch 16, step 102, loss 0.094, test 0.105
Epoch 16, step 103, loss 0.024, test 0.104
Epoch 16, step 104, loss 0.007, test 0.104
Epoch 16, step 105, loss 0.725, test 0.120
Epoch 16, step 106, loss 0.241, test 0.104
Epoch 16, step 107, loss 0.004, test 0.103
Epoch 16, step 108, loss 0.276, test 0.100
Epoch 16, step 109, loss 0.101, test 0.098
Epoch 16, step 110, loss 0.186, test 0.099
Epoch 16, step 111, loss 0.004, test 0.098
Epoch 16, step 112, loss 0.627, test 0.121
Epoch 16, step 113, loss 0.003, test 0.146
Epoch 16, step 114, loss 0.276, test 0.141
Epoch 16, step 115, loss 0.018, test 0.144
Epoch 16, step 116, loss 0.010, test 0.174
Epoch 16, step 117, loss 0.277, test 0.177
Epoch 16, step 118, loss 0.367, test 0.187
Epoch 16, step 119, loss 0.044, test 0.187
Epoch 16, step 120, loss 0.000, test 0.187
Epoch 16, step 121, loss 0.003, test 0.187
Epoch 16, step 122, loss 0.301, test 0.144
Epoch 16, step 123, loss 0.035, test 0.155
Epoch 16, step 124, loss 0.229, test 0.137
Epoch 16, step 125, loss 0.039, test 0.134
Epoch 16, step 126, loss 0.014, test 0.132
Epoch 16, step 127, loss 0.055, test 0.132
Epoch 16, step 128, loss 0.457, test 0.131
Epoch 16, step 129, loss 0.001, test 0.130
Epoch 16, step 130, loss 0.000, test 0.130
Epoch 16, step 131, loss 0.065, test 0.150
Epoch 16, step 132, loss 0.443, test 0.144
Epoch 16, step 133, loss 0.045, test 0.137
Epoch 16, step 134, loss 0.001, test 0.136
Epoch 16, step 135, loss 0.065, test 0.134
Epoch 16, step 136, loss 0.047, test 0.139
Epoch 16, step 137, loss 0.869, test 0.131
Epoch 16, step 138, loss 0.167, test 0.131
Epoch 16, step 139, loss 0.485, test 0.152
Epoch 16, step 140, loss 0.104, test 0.155
Epoch 16, step 141, loss 0.281, test 0.155
Epoch 16, step 142, loss 0.123, test 0.139
Epoch 16, step 143, loss 0.028, test 0.139
Epoch 16, step 144, loss 0.102, test 0.140
Epoch 16, step 145, loss 0.027, test 0.139
Epoch 16, step 146, loss 0.141, test 0.132
Epoch 16, step 147, loss 0.061, test 0.121
Epoch 16, step 148, loss 0.180, test 0.125
Epoch 16, step 149, loss 0.025, test 0.124
Epoch 16, step 150, loss 0.065, test 0.123
Epoch 16, step 151, loss 0.259, test 0.119
Epoch 16, step 152, loss 0.703, test 0.139
Epoch 16, step 153, loss 0.110, test 0.143
Epoch 16, step 154, loss 0.001, test 0.146
Epoch 16, step 155, loss 0.000, test 0.147
Epoch 16, step 156, loss 0.001, test 0.148
Epoch 16, step 157, loss 0.052, test 0.153
Epoch 16, step 158, loss 0.201, test 0.155
Epoch 16, step 159, loss 0.051, test 0.153
Epoch 16, step 160, loss 0.015, test 0.151
Epoch 16, step 161, loss 0.005, test 0.144
Epoch 16, step 162, loss 0.212, test 0.146
Epoch 16, step 163, loss 0.012, test 0.147
Epoch 16, step 164, loss 0.009, test 0.147
Epoch 16, step 165, loss 0.023, test 0.139
Epoch 16, step 166, loss 0.087, test 0.143
Epoch 16, step 167, loss 0.085, test 0.137
Epoch 16, step 168, loss 0.027, test 0.134
Epoch 16, step 169, loss 0.218, test 0.130
Epoch 16, step 170, loss 0.008, test 0.130
Epoch 16, step 171, loss 0.029, test 0.132
Epoch 16, step 172, loss 0.048, test 0.133
Epoch 16, step 173, loss 0.547, test 0.136
Epoch 16, step 174, loss 0.011, test 0.138
Epoch 16, step 175, loss 0.038, test 0.138
Epoch 16, step 176, loss 0.009, test 0.138
Epoch 16, step 177, loss 0.059, test 0.142
Epoch 16, step 178, loss 0.291, test 0.144
Epoch 16, step 179, loss 0.070, test 0.145
Epoch 16, step 180, loss 0.401, test 0.160
Epoch 16, step 181, loss 0.112, test 0.172
Epoch 16, step 182, loss 0.261, test 0.172
Epoch 16, step 183, loss 0.012, test 0.177
Epoch 16, step 184, loss 0.058, test 0.171
Epoch 16, step 185, loss 0.040, test 0.172
Epoch 16, step 186, loss 0.485, test 0.166
Epoch 16, step 187, loss 0.058, test 0.157
Epoch 16, step 188, loss 0.050, test 0.151
Epoch 16, step 189, loss 0.209, test 0.138
Epoch 16, step 190, loss 0.081, test 0.232
Epoch 16, step 191, loss 0.023, test 0.251
Epoch 16, step 192, loss 0.024, test 0.255
Epoch 16, step 193, loss 0.238, test 0.209
Epoch 16, step 194, loss 1.336, test 0.180
Epoch 16, step 195, loss 0.222, test 0.210
Epoch 16, step 196, loss 0.007, test 0.216
Epoch 16, step 197, loss 0.605, test 0.156
Epoch 16, step 198, loss 0.000, test 0.147
Epoch 16, step 199, loss 0.283, test 0.149
Epoch 16, step 200, loss 0.022, test 0.147
Epoch 16, step 201, loss 0.026, test 0.154
Epoch 16, step 202, loss 0.004, test 0.154
Epoch 16, step 203, loss 0.066, test 0.133
Epoch 16, step 204, loss 0.397, test 0.111
Epoch 16, step 205, loss 0.170, test 0.112
Epoch 16, step 206, loss 0.167, test 0.112
Epoch 16, step 207, loss 0.366, test 0.107
Epoch 16, step 208, loss 0.056, test 0.108
Epoch 16, step 209, loss 0.049, test 0.107
Epoch 16, step 210, loss 0.355, test 0.099
Epoch 16, step 211, loss 0.014, test 0.098
Epoch 16, step 212, loss 0.017, test 0.097
Epoch 16, step 213, loss 0.002, test 0.097
Epoch 16, step 214, loss 0.004, test 0.097
Epoch 16, step 215, loss 0.012, test 0.096
Epoch 16, step 216, loss 0.041, test 0.098
Epoch 16, step 217, loss 0.000, test 0.099
Epoch 16, step 218, loss 0.030, test 0.100
Epoch 16, step 219, loss 0.180, test 0.109
Epoch 16, step 220, loss 0.020, test 0.110
Epoch 16, step 221, loss 0.049, test 0.099
Epoch 16, step 222, loss 0.003, test 0.099
Epoch 16, step 223, loss 0.532, test 0.098
Epoch 16, step 224, loss 0.016, test 0.107
Epoch 16, step 225, loss 0.145, test 0.111
Epoch 16, step 226, loss 0.008, test 0.114
Epoch 16, step 227, loss 0.039, test 0.124
Epoch 16, step 228, loss 0.263, test 0.094
Epoch 16, step 229, loss 0.068, test 0.089
Epoch 16, step 230, loss 0.028, test 0.088
Epoch 16, step 231, loss 0.196, test 0.087
Epoch 16, step 232, loss 0.215, test 0.122
Epoch 16, step 233, loss 0.175, test 0.104
Epoch 16, step 234, loss 0.114, test 0.159
Epoch 16, step 235, loss 0.000, test 0.169
Epoch 16, step 236, loss 0.100, test 0.169
Epoch 16, step 237, loss 0.161, test 0.145
Epoch 16, step 238, loss 0.000, test 0.142
Epoch 16, step 239, loss 0.048, test 0.145
Epoch 16, step 240, loss 0.033, test 0.146
Epoch 16, step 241, loss 0.203, test 0.144
Epoch 16, step 242, loss 0.014, test 0.142
Epoch 16, step 243, loss 0.040, test 0.141
Epoch 16, step 244, loss 0.466, test 0.148
Epoch 16, step 245, loss 0.488, test 0.139
Epoch 16, step 246, loss 0.030, test 0.145
Epoch 16, step 247, loss 0.008, test 0.143
Epoch 16, step 248, loss 0.127, test 0.118
Epoch 16, step 249, loss 0.027, test 0.117
Epoch 16, step 250, loss 0.035, test 0.118
Epoch 16, step 251, loss 0.434, test 0.135
Epoch 16, step 252, loss 0.096, test 0.134
Epoch 16, step 253, loss 0.041, test 0.142
Epoch 16, step 254, loss 0.106, test 0.109
Epoch 16, step 255, loss 0.011, test 0.105
Epoch 16, step 256, loss 0.442, test 0.112
Epoch 16, step 257, loss 0.020, test 0.112
Epoch 16, step 258, loss 0.076, test 0.117
Epoch 16, step 259, loss 0.076, test 0.111
Epoch 16, step 260, loss 0.009, test 0.109
Epoch 16, step 261, loss 0.181, test 0.097
Epoch 16, step 262, loss 0.011, test 0.094
Epoch 16, step 263, loss 0.080, test 0.092
Epoch 16, step 264, loss 0.002, test 0.091
Epoch 16, step 265, loss 0.094, test 0.091
Epoch 16, step 266, loss 0.135, test 0.088
Epoch 16, step 267, loss 0.000, test 0.087
Epoch 16, step 268, loss 0.024, test 0.087
Epoch 16, step 269, loss 0.015, test 0.087
Epoch 16, step 270, loss 0.024, test 0.088
Epoch 16, step 271, loss 0.479, test 0.087
Epoch 16, step 272, loss 0.394, test 0.121
Epoch 16, step 273, loss 0.011, test 0.119
Epoch 16, step 274, loss 0.026, test 0.122
Epoch 16, step 275, loss 0.152, test 0.120
Epoch 16, step 276, loss 0.264, test 0.111
Epoch 16, step 277, loss 0.101, test 0.105
Epoch 16, step 278, loss 0.000, test 0.104
Epoch 16, step 279, loss 0.001, test 0.103
Epoch 16, step 280, loss 0.007, test 0.101
Epoch 16, step 281, loss 0.182, test 0.101
Epoch 16, step 282, loss 0.112, test 0.094
Epoch 16, step 283, loss 0.000, test 0.092
Epoch 16, step 284, loss 0.041, test 0.098
Epoch 16, step 285, loss 0.041, test 0.100
Epoch 16, step 286, loss 0.234, test 0.104
Epoch 16, step 287, loss 0.007, test 0.103
Epoch 16, step 288, loss 0.015, test 0.102
Epoch 16, step 289, loss 0.031, test 0.118
Epoch 16, step 290, loss 0.192, test 0.119
Epoch 16, step 291, loss 0.105, test 0.122
Epoch 16, step 292, loss 0.140, test 0.122
Epoch 16, step 293, loss 0.010, test 0.118
Epoch 16, step 294, loss 0.127, test 0.121
Epoch 16, step 295, loss 0.090, test 0.140
Epoch 16, step 296, loss 0.008, test 0.142
Epoch 16, step 297, loss 0.197, test 0.146
Epoch 16, step 298, loss 0.118, test 0.151
Epoch 16, step 299, loss 0.415, test 0.157
Epoch 16, step 300, loss 0.197, test 0.167
Epoch 16, step 301, loss 0.000, test 0.169
Epoch 16, step 302, loss 0.037, test 0.172
Epoch 16, step 303, loss 0.036, test 0.172
Epoch 16, step 304, loss 0.407, test 0.166
Epoch 16, step 305, loss 0.126, test 0.173
Epoch 16, step 306, loss 0.019, test 0.198
Epoch 16, step 307, loss 0.472, test 0.097
Epoch 16, step 308, loss 0.211, test 0.078
Epoch 16, step 309, loss 0.192, test 0.078
Epoch 16, step 310, loss 0.010, test 0.078
Epoch 16, step 311, loss 0.391, test 0.078
Epoch 16, step 312, loss 0.296, test 0.081
Epoch 16, step 313, loss 0.112, test 0.082
Epoch 16, step 314, loss 0.195, test 0.089
Epoch 16, step 315, loss 0.087, test 0.115
Epoch 16, step 316, loss 0.067, test 0.127
Epoch 16, step 317, loss 0.362, test 0.104
Epoch 16, step 318, loss 0.195, test 0.093
Epoch 16, step 319, loss 0.139, test 0.093
Epoch 16, step 320, loss 0.876, test 0.147
Epoch 16, step 321, loss 0.102, test 0.155
Epoch 16, step 322, loss 0.616, test 0.087
Epoch 16, step 323, loss 0.075, test 0.082
Epoch 16, step 324, loss 0.128, test 0.084
Epoch 16, step 325, loss 0.009, test 0.085
Epoch 16, step 326, loss 0.005, test 0.089
Epoch 16, step 327, loss 0.001, test 0.090
Epoch 16, step 328, loss 0.046, test 0.095
Epoch 16, step 329, loss 0.027, test 0.096
Epoch 16, step 330, loss 0.065, test 0.098
Epoch 16, step 331, loss 0.374, test 0.093
Epoch 16, step 332, loss 0.007, test 0.094
Epoch 16, step 333, loss 0.071, test 0.103
Epoch 16, step 334, loss 0.007, test 0.106
Epoch 16, step 335, loss 0.145, test 0.103
Epoch 16, step 336, loss 0.425, test 0.136
Epoch 16, step 337, loss 0.001, test 0.143
Epoch 16, step 338, loss 0.684, test 0.122
Epoch 16, step 339, loss 0.006, test 0.120
Epoch 16, step 340, loss 0.002, test 0.119
Epoch 16, step 341, loss 0.105, test 0.117
Epoch 16, step 342, loss 0.040, test 0.118
Epoch 16, step 343, loss 0.490, test 0.127
Epoch 16, step 344, loss 0.000, test 0.128
Epoch 16, step 345, loss 0.016, test 0.129
Epoch 16, step 346, loss 0.000, test 0.129
Epoch 16, step 347, loss 0.403, test 0.127
Epoch 16, step 348, loss 0.014, test 0.127
Epoch 16, step 349, loss 0.154, test 0.131
Epoch 16, step 350, loss 0.206, test 0.119

Epoch 16, step 351, loss 0.069, test 0.118
Epoch 16, step 352, loss 0.221, test 0.140
Epoch 16, step 353, loss 0.135, test 0.147
Epoch 16, step 354, loss 0.009, test 0.151
Epoch 16, step 355, loss 0.001, test 0.156
Epoch 16, step 356, loss 0.015, test 0.165
Epoch 16, step 357, loss 0.004, test 0.169
Epoch 16, step 358, loss 0.055, test 0.150
Epoch 16, step 359, loss 0.162, test 0.146
Epoch 16, step 360, loss 0.097, test 0.153
Epoch 16, step 361, loss 0.001, test 0.152
Epoch 16, step 362, loss 0.057, test 0.135
Epoch 16, step 363, loss 0.161, test 0.136
Epoch 16, step 364, loss 0.129, test 0.138
Epoch 16, step 365, loss 0.016, test 0.135
Epoch 16, step 366, loss 0.152, test 0.130
Epoch 16, step 367, loss 0.177, test 0.121
Epoch 16, step 368, loss 0.083, test 0.121
Epoch 16, step 369, loss 0.179, test 0.121
Epoch 16, step 370, loss 0.670, test 0.127
Epoch 16, step 371, loss 0.002, test 0.135
Epoch 16, step 372, loss 0.176, test 0.141
Epoch 16, step 373, loss 0.025, test 0.143
Epoch 16, step 374, loss 0.154, test 0.146
Epoch 16, step 375, loss 0.013, test 0.162
Epoch 16, step 376, loss 0.058, test 0.161
Epoch 16, step 377, loss 0.255, test 0.160
Epoch 16, step 378, loss 0.159, test 0.185
Epoch 16, step 379, loss 0.088, test 0.186
Epoch 16, step 380, loss 0.011, test 0.187
Epoch 16, step 381, loss 0.023, test 0.202
Epoch 16, step 382, loss 0.051, test 0.201
Epoch 16, step 383, loss 0.183, test 0.197
Epoch 16, step 384, loss 0.388, test 0.147
Epoch 16, step 385, loss 0.010, test 0.141
Epoch 16, step 386, loss 0.010, test 0.133
Epoch 16, step 387, loss 0.712, test 0.133
Epoch 16, step 388, loss 0.001, test 0.132
Epoch 16, step 389, loss 0.611, test 0.130
Epoch 16, step 390, loss 0.002, test 0.130
Epoch 16, step 391, loss 0.154, test 0.129
Epoch 16, step 392, loss 0.125, test 0.134
Epoch 16, step 393, loss 0.297, test 0.136
Epoch 16, step 394, loss 0.074, test 0.141
Epoch 16, step 395, loss 0.017, test 0.144
Epoch 16, step 396, loss 0.427, test 0.171
Epoch 16, step 397, loss 0.004, test 0.178
Epoch 16, step 398, loss 0.528, test 0.094
Epoch 16, step 399, loss 0.075, test 0.086
Epoch 16, step 400, loss 0.005, test 0.085
Epoch 16, step 401, loss 0.021, test 0.085
Epoch 16, step 402, loss 0.018, test 0.086
Epoch 16, step 403, loss 0.121, test 0.090
Epoch 16, step 404, loss 0.046, test 0.095
Epoch 16, step 405, loss 0.019, test 0.095
Epoch 16, step 406, loss 0.053, test 0.096
Epoch 16, step 407, loss 0.114, test 0.100
Epoch 16, step 408, loss 0.002, test 0.102
Epoch 16, step 409, loss 0.265, test 0.114
Epoch 16, step 410, loss 0.032, test 0.119
Epoch 16, step 411, loss 0.016, test 0.119
Epoch 16, step 412, loss 0.698, test 0.080
Epoch 16, step 413, loss 0.069, test 0.079
Epoch 16, step 414, loss 0.099, test 0.080
Epoch 16, step 415, loss 0.022, test 0.081
Epoch 16, step 416, loss 0.064, test 0.082
Epoch 16, step 417, loss 0.009, test 0.083
Epoch 16, step 418, loss 0.055, test 0.095
Epoch 16, step 419, loss 0.151, test 0.097
Epoch 16, step 420, loss 0.009, test 0.096
Epoch 16, step 421, loss 0.086, test 0.097
Epoch 16, step 422, loss 0.016, test 0.080
Epoch 16, step 423, loss 0.002, test 0.080
Epoch 16, step 424, loss 0.670, test 0.081
Epoch 16, step 425, loss 0.147, test 0.081
Epoch 16, step 426, loss 0.305, test 0.085
Epoch 16, step 427, loss 0.171, test 0.205
Epoch 16, step 428, loss 0.039, test 0.256
Epoch 16, step 429, loss 0.062, test 0.286
Epoch 16, step 430, loss 0.358, test 0.334
Epoch 16, step 431, loss 0.050, test 0.295
Epoch 16, step 432, loss 0.035, test 0.282
Epoch 16, step 433, loss 0.008, test 0.280
Epoch 16, step 434, loss 0.007, test 0.282
Epoch 16, step 435, loss 0.026, test 0.283
Epoch 16, step 436, loss 0.002, test 0.277
Epoch 16, step 437, loss 0.324, test 0.263
Epoch 16, step 438, loss 0.136, test 0.201
Epoch 16, step 439, loss 1.068, test 0.210
Epoch 16, step 440, loss 0.007, test 0.216
Epoch 16, step 441, loss 0.217, test 0.181
Epoch 16, step 442, loss 0.395, test 0.165
Epoch 16, step 443, loss 0.077, test 0.150
Epoch 16, step 444, loss 0.046, test 0.137
Epoch 16, step 445, loss 0.017, test 0.134
Epoch 16, step 446, loss 0.001, test 0.134
Epoch 16, step 447, loss 0.281, test 0.125
Epoch 16, step 448, loss 0.046, test 0.123
Epoch 16, step 449, loss 0.016, test 0.122
Epoch 16, step 450, loss 0.321, test 0.104
Epoch 16, step 451, loss 0.001, test 0.103
Epoch 16, step 452, loss 0.046, test 0.102
Epoch 16, step 453, loss 0.050, test 0.115
Epoch 16, step 454, loss 0.183, test 0.127
Epoch 16, step 455, loss 0.134, test 0.123
Epoch 16, step 456, loss 0.037, test 0.131
Epoch 16, step 457, loss 0.151, test 0.131
Epoch 16, step 458, loss 0.042, test 0.131
Epoch 16, step 459, loss 0.772, test 0.133
Epoch 16, step 460, loss 0.040, test 0.138
Epoch 16, step 461, loss 0.010, test 0.128
Epoch 16, step 462, loss 0.027, test 0.127
Epoch 16, step 463, loss 0.000, test 0.127
Epoch 16, step 464, loss 0.067, test 0.126
Epoch 16, step 465, loss 0.019, test 0.117
Epoch 16, step 466, loss 0.001, test 0.116
Epoch 16, step 467, loss 0.189, test 0.110
Epoch 16, step 468, loss 0.122, test 0.106
Epoch 16, step 469, loss 0.091, test 0.105
Epoch 16, step 470, loss 0.009, test 0.104
Epoch 16, step 471, loss 0.198, test 0.105
Epoch 16, step 472, loss 0.358, test 0.109
Epoch 16, step 473, loss 0.107, test 0.109
Epoch 16, step 474, loss 0.580, test 0.111
Epoch 16, step 475, loss 0.225, test 0.111
Epoch 16, step 476, loss 0.116, test 0.109
Epoch 16, step 477, loss 0.129, test 0.109
Epoch 16, step 478, loss 0.075, test 0.108
Epoch 16, step 479, loss 0.005, test 0.108
Epoch 16, step 480, loss 0.230, test 0.107
Epoch 16, step 481, loss 0.082, test 0.104
Epoch 16, step 482, loss 0.123, test 0.100
Epoch 16, step 483, loss 0.175, test 0.098
Epoch 16, step 484, loss 0.002, test 0.096
Epoch 16, step 485, loss 0.090, test 0.094
Epoch 16, step 486, loss 0.846, test 0.091
Epoch 16, step 487, loss 0.025, test 0.091
Epoch 16, step 488, loss 0.001, test 0.090
Epoch 16, step 489, loss 0.033, test 0.091
Epoch 16, step 490, loss 0.001, test 0.091
Epoch 16, step 491, loss 0.234, test 0.147
Epoch 16, step 492, loss 0.004, test 0.164
Epoch 16, step 493, loss 0.154, test 0.170
Epoch 16, step 494, loss 0.002, test 0.175
Epoch 16, step 495, loss 0.001, test 0.183
Epoch 16, step 496, loss 0.210, test 0.187
Epoch 16, step 497, loss 0.154, test 0.169
Epoch 16, step 498, loss 0.323, test 0.231
Epoch 16, step 499, loss 0.002, test 0.243
Epoch 16, step 500, loss 0.002, test 0.251
Epoch 16, step 501, loss 0.377, test 0.260
Epoch 16, step 502, loss 0.118, test 0.281
Epoch 16, step 503, loss 0.673, test 0.207
Epoch 16, step 504, loss 0.008, test 0.197
Epoch 16, step 505, loss 0.093, test 0.200
Epoch 16, step 506, loss 0.192, test 0.202
Epoch 16, step 507, loss 0.039, test 0.201
Epoch 16, step 508, loss 0.085, test 0.209
Epoch 16, step 509, loss 0.005, test 0.215
Epoch 16, step 510, loss 0.562, test 0.273
Epoch 16, step 511, loss 0.011, test 0.280
Epoch 16, step 512, loss 0.000, test 0.285
Epoch 16, step 513, loss 0.408, test 0.249
Epoch 16, step 514, loss 0.252, test 0.249
Epoch 16, step 515, loss 0.009, test 0.248
Epoch 16, step 516, loss 0.089, test 0.251
Epoch 16, step 517, loss 0.101, test 0.255
Epoch 16, step 518, loss 0.000, test 0.256
Epoch 16, step 519, loss 0.625, test 0.217
Epoch 16, step 520, loss 0.050, test 0.213
Epoch 16, step 521, loss 0.107, test 0.232
Epoch 16, step 522, loss 0.006, test 0.235
Epoch 16, step 523, loss 0.011, test 0.221
Epoch 16, step 524, loss 0.003, test 0.216
Epoch 16, step 525, loss 0.089, test 0.217
Epoch 16, step 526, loss 0.022, test 0.218
Epoch 16, step 527, loss 0.000, test 0.218
Epoch 16, step 528, loss 0.569, test 0.190
Epoch 16, step 529, loss 0.022, test 0.188
Epoch 16, step 530, loss 0.191, test 0.178
Epoch 16, step 531, loss 0.230, test 0.191
Epoch 16, step 532, loss 0.104, test 0.212
Epoch 16, step 533, loss 0.007, test 0.215
Epoch 16, step 534, loss 0.058, test 0.220
Epoch 16, step 535, loss 0.007, test 0.223
Epoch 16, step 536, loss 0.500, test 0.208
Epoch 16, step 537, loss 0.085, test 0.195
Epoch 16, step 538, loss 0.021, test 0.183
Epoch 16, step 539, loss 0.172, test 0.147
Epoch 16, step 540, loss 0.711, test 0.144
Epoch 16, step 541, loss 0.015, test 0.143
Epoch 16, step 542, loss 0.045, test 0.153
Epoch 16, step 543, loss 0.002, test 0.155
Epoch 16, step 544, loss 0.013, test 0.167
Epoch 16, step 545, loss 0.239, test 0.166
Epoch 16, step 546, loss 0.122, test 0.185
Epoch 16, step 547, loss 0.661, test 0.256
Epoch 16, step 548, loss 0.003, test 0.370
Epoch 16, step 549, loss 0.584, test 0.457
Epoch 16, step 550, loss 0.053, test 0.489
Epoch 16, step 551, loss 0.119, test 0.515
Epoch 16, step 552, loss 0.023, test 0.517
Epoch 16, step 553, loss 0.040, test 0.529
Epoch 16, step 554, loss 0.000, test 0.532
Epoch 16, step 555, loss 0.045, test 0.499
Epoch 16, step 556, loss 0.008, test 0.493
Epoch 16, step 557, loss 0.169, test 0.497
Epoch 16, step 558, loss 0.232, test 0.334
Epoch 16, step 559, loss 0.125, test 0.298
Epoch 16, step 560, loss 0.440, test 0.190
Epoch 16, step 561, loss 0.967, test 0.183
Epoch 16, step 562, loss 0.000, test 0.176
Epoch 16, step 563, loss 0.029, test 0.159
Epoch 16, step 564, loss 0.032, test 0.157
Epoch 16, step 565, loss 0.625, test 0.076
Epoch 16, step 566, loss 0.280, test 0.075
Epoch 16, step 567, loss 0.163, test 0.079
Epoch 16, step 568, loss 0.093, test 0.082
Epoch 16, step 569, loss 0.000, test 0.083
Epoch 16, step 570, loss 0.206, test 0.074
Epoch 16, step 571, loss 0.536, test 0.096
Epoch 16, step 572, loss 0.116, test 0.110
Epoch 16, step 573, loss 0.030, test 0.124
Epoch 16, step 574, loss 0.035, test 0.128
Epoch 16, step 575, loss 0.212, test 0.121
Epoch 16, step 576, loss 0.043, test 0.116
Epoch 16, step 577, loss 0.053, test 0.119
Epoch 16, step 578, loss 0.080, test 0.124
Epoch 16, step 579, loss 0.271, test 0.109
Epoch 16, step 580, loss 0.000, test 0.106
Epoch 16, step 581, loss 0.040, test 0.102
Epoch 16, step 582, loss 0.202, test 0.115
Epoch 16, step 583, loss 0.412, test 0.092
Epoch 16, step 584, loss 0.156, test 0.089
Epoch 16, step 585, loss 0.026, test 0.078
Epoch 16, step 586, loss 0.165, test 0.080
Epoch 16, step 587, loss 0.217, test 0.080
Epoch 16, step 588, loss 0.336, test 0.082
Epoch 16, step 589, loss 0.073, test 0.081
Epoch 16, step 590, loss 0.079, test 0.082
Epoch 16, step 591, loss 0.007, test 0.083
Epoch 16, step 592, loss 0.183, test 0.095
Epoch 16, step 593, loss 0.264, test 0.106
Epoch 16, step 594, loss 0.418, test 0.108
Epoch 16, step 595, loss 0.002, test 0.106
Epoch 16, step 596, loss 0.027, test 0.112
Epoch 16, step 597, loss 0.131, test 0.125
Epoch 16, step 598, loss 0.001, test 0.131
Epoch 16, step 599, loss 0.004, test 0.132
Epoch 16, step 600, loss 0.533, test 0.128
Epoch 16, step 601, loss 0.002, test 0.128
Epoch 16, step 602, loss 0.040, test 0.128
Epoch 16, step 603, loss 0.050, test 0.127
Epoch 16, step 604, loss 0.248, test 0.125
Epoch 16, step 605, loss 0.165, test 0.128
Epoch 16, step 606, loss 0.032, test 0.127
Epoch 16, step 607, loss 0.081, test 0.122
Epoch 16, step 608, loss 0.034, test 0.119
Epoch 16, step 609, loss 0.465, test 0.117
Epoch 16, step 610, loss 0.008, test 0.119
Epoch 16, step 611, loss 0.065, test 0.097
Epoch 16, step 612, loss 0.268, test 0.095
Epoch 16, step 613, loss 0.044, test 0.094
Epoch 16, step 614, loss 0.024, test 0.104
Epoch 16, step 615, loss 0.009, test 0.105
Epoch 16, step 616, loss 0.005, test 0.106
Epoch 16, step 617, loss 0.792, test 0.338
Epoch 16, step 618, loss 0.072, test 0.466
Epoch 16, step 619, loss 0.019, test 0.521
Epoch 16, step 620, loss 0.000, test 0.555
Epoch 16, step 621, loss 0.062, test 0.544
Epoch 16, step 622, loss 0.009, test 0.527
Epoch 16, step 623, loss 0.089, test 0.572
Epoch 16, step 624, loss 0.036, test 0.593
Epoch 16, step 625, loss 0.031, test 0.551
Epoch 16, step 626, loss 0.581, test 0.203
Epoch 16, step 627, loss 0.147, test 0.131
Epoch 16, step 628, loss 0.004, test 0.120
Epoch 16, step 629, loss 0.269, test 0.118
Epoch 16, step 630, loss 0.011, test 0.119
Epoch 16, step 631, loss 0.015, test 0.121
Epoch 16, step 632, loss 0.609, test 0.117
Epoch 16, step 633, loss 0.645, test 0.079
Epoch 16, step 634, loss 0.103, test 0.076
Epoch 16, step 635, loss 0.061, test 0.076
Epoch 16, step 636, loss 0.027, test 0.076
Epoch 16, step 637, loss 0.155, test 0.092
Epoch 16, step 638, loss 0.179, test 0.108
Epoch 16, step 639, loss 0.002, test 0.112
Epoch 16, step 640, loss 0.010, test 0.116
Epoch 16, step 641, loss 0.011, test 0.118
Epoch 16, step 642, loss 0.128, test 0.117
Epoch 16, step 643, loss 0.087, test 0.142
Epoch 16, step 644, loss 0.001, test 0.145
Epoch 16, step 645, loss 0.018, test 0.145
Epoch 16, step 646, loss 0.403, test 0.136
Epoch 16, step 647, loss 0.029, test 0.132
Epoch 16, step 648, loss 0.036, test 0.140
Epoch 16, step 649, loss 0.066, test 0.144
Epoch 16, step 650, loss 0.290, test 0.161
Epoch 16, step 651, loss 0.017, test 0.166
Epoch 16, step 652, loss 0.124, test 0.157
Epoch 16, step 653, loss 0.518, test 0.145
Epoch 16, step 654, loss 0.277, test 0.137
Epoch 16, step 655, loss 0.006, test 0.134
Epoch 16, step 656, loss 0.066, test 0.097
Epoch 16, step 657, loss 0.344, test 0.095
Epoch 16, step 658, loss 0.308, test 0.100
Epoch 16, step 659, loss 0.000, test 0.101
Epoch 16, step 660, loss 0.074, test 0.096
Epoch 16, step 661, loss 0.897, test 0.078
Epoch 16, step 662, loss 0.001, test 0.077
Epoch 16, step 663, loss 0.105, test 0.075
Epoch 16, step 664, loss 0.093, test 0.085
Epoch 16, step 665, loss 0.001, test 0.087
Epoch 16, step 666, loss 0.001, test 0.087
Epoch 16, step 667, loss 0.211, test 0.086
Epoch 16, step 668, loss 0.028, test 0.087
Epoch 16, step 669, loss 0.001, test 0.088
Epoch 16, step 670, loss 0.006, test 0.088
Epoch 16, step 671, loss 0.284, test 0.090
Epoch 16, step 672, loss 0.035, test 0.092
Epoch 16, step 673, loss 0.005, test 0.096
Epoch 16, step 674, loss 0.108, test 0.103
Epoch 16, step 675, loss 0.006, test 0.105
Epoch 16, step 676, loss 0.160, test 0.110
Epoch 16, step 677, loss 0.077, test 0.134
Epoch 16, step 678, loss 0.046, test 0.140
Epoch 16, step 679, loss 0.031, test 0.144
Epoch 16, step 680, loss 0.053, test 0.100
Epoch 16, step 681, loss 0.079, test 0.097
Epoch 16, step 682, loss 0.163, test 0.089
Epoch 16, step 683, loss 0.021, test 0.081
Epoch 16, step 684, loss 0.027, test 0.081
Epoch 16, step 685, loss 0.025, test 0.080
Epoch 16, step 686, loss 0.225, test 0.074
Epoch 16, step 687, loss 0.016, test 0.073
Epoch 16, step 688, loss 0.016, test 0.072
Epoch 16, step 689, loss 0.014, test 0.072
Epoch 16, step 690, loss 0.167, test 0.072
Epoch 16, step 691, loss 0.345, test 0.077
Epoch 16, step 692, loss 0.001, test 0.079
Epoch 16, step 693, loss 0.159, test 0.084
Epoch 16, step 694, loss 0.457, test 0.081
Epoch 16, step 695, loss 0.018, test 0.082
Epoch 16, step 696, loss 0.006, test 0.081
Epoch 16, step 697, loss 0.041, test 0.080
Epoch 16, step 698, loss 1.748, test 0.095
Epoch 16, step 699, loss 0.359, test 0.080
Epoch 16, step 700, loss 0.249, test 0.096
Epoch 16, step 701, loss 0.005, test 0.100
Epoch 16, step 702, loss 0.065, test 0.094
Epoch 16, step 703, loss 0.105, test 0.091
Epoch 16, step 704, loss 0.593, test 0.124
Epoch 16, step 705, loss 0.223, test 0.125
Epoch 16, step 706, loss 0.012, test 0.126
Epoch 16, step 707, loss 0.002, test 0.127
Epoch 16, step 708, loss 0.209, test 0.140
Epoch 16, step 709, loss 0.016, test 0.144
Epoch 16, step 710, loss 0.015, test 0.147
Epoch 16, step 711, loss 0.030, test 0.150
Epoch 16, step 712, loss 0.074, test 0.138
Epoch 16, step 713, loss 0.056, test 0.135
Epoch 16, step 714, loss 0.012, test 0.130
Epoch 16, step 715, loss 0.063, test 0.119
Epoch 16, step 716, loss 0.263, test 0.131
Epoch 16, step 717, loss 0.118, test 0.124
Epoch 16, step 718, loss 0.011, test 0.123
Epoch 16, step 719, loss 0.040, test 0.122
Epoch 16, step 720, loss 1.168, test 0.108
Epoch 16, step 721, loss 0.315, test 0.137
Epoch 16, step 722, loss 0.004, test 0.142
Epoch 16, step 723, loss 0.099, test 0.142
Epoch 16, step 724, loss 0.001, test 0.142
Epoch 16, step 725, loss 0.010, test 0.141
Epoch 16, step 726, loss 0.078, test 0.129
Epoch 16, step 727, loss 0.034, test 0.114
Epoch 16, step 728, loss 0.005, test 0.111
Epoch 16, step 729, loss 0.000, test 0.109
Epoch 16, step 730, loss 0.316, test 0.111
Epoch 16, step 731, loss 1.647, test 1.037
Epoch 16, step 732, loss 0.034, test 1.483
Epoch 16, step 733, loss 3.397, test 0.225
Epoch 16, step 734, loss 0.063, test 0.143
Epoch 16, step 735, loss 0.003, test 0.116
Epoch 16, step 736, loss 0.001, test 0.103
Epoch 16, step 737, loss 0.387, test 0.073
Epoch 16, step 738, loss 0.184, test 0.075
Epoch 16, step 739, loss 0.001, test 0.077
Epoch 16, step 740, loss 0.000, test 0.079
Epoch 16, step 741, loss 0.009, test 0.079
Epoch 16, step 742, loss 0.072, test 0.086
Epoch 16, step 743, loss 0.038, test 0.086
Epoch 16, step 744, loss 0.247, test 0.079
Epoch 16, step 745, loss 0.005, test 0.079
Epoch 16, step 746, loss 0.097, test 0.081
Epoch 16, step 747, loss 0.043, test 0.078
Epoch 16, step 748, loss 0.046, test 0.078
Epoch 16, step 749, loss 0.003, test 0.079
Epoch 16, step 750, loss 0.503, test 0.073
Epoch 16, step 751, loss 0.337, test 0.072
Epoch 16, step 752, loss 0.035, test 0.072
Epoch 16, step 753, loss 0.003, test 0.072
Epoch 16, step 754, loss 0.007, test 0.072
Epoch 16, step 755, loss 0.000, test 0.072
Epoch 16, step 756, loss 0.008, test 0.072
Epoch 16, step 757, loss 0.117, test 0.080
Epoch 16, step 758, loss 0.128, test 0.083
Epoch 16, step 759, loss 0.058, test 0.078
Epoch 16, step 760, loss 0.339, test 0.086
Epoch 16, step 761, loss 0.141, test 0.091
Epoch 16, step 762, loss 0.007, test 0.091
Epoch 16, step 763, loss 0.002, test 0.092
Epoch 16, step 764, loss 0.031, test 0.090
Epoch 16, step 765, loss 0.354, test 0.087
Epoch 16, step 766, loss 0.133, test 0.084
Epoch 16, step 767, loss 0.004, test 0.084
Epoch 16, step 768, loss 0.043, test 0.083
Epoch 16, step 769, loss 0.004, test 0.083
Epoch 16, step 770, loss 0.013, test 0.084
Epoch 16, step 771, loss 0.079, test 0.086
Epoch 16, step 772, loss 0.124, test 0.088
Epoch 16, step 773, loss 0.110, test 0.084
Epoch 16, step 774, loss 0.193, test 0.076
Epoch 16, step 775, loss 0.032, test 0.080
Epoch 16, step 776, loss 0.115, test 0.094
Epoch 16, step 777, loss 0.091, test 0.096
Epoch 16, step 778, loss 0.012, test 0.098
Epoch 16, step 779, loss 0.050, test 0.100
Epoch 16, step 780, loss 0.551, test 0.152
Epoch 16, step 781, loss 0.189, test 0.136
Epoch 16, step 782, loss 0.051, test 0.131
Epoch 16, step 783, loss 0.019, test 0.134
Epoch 16, step 784, loss 0.157, test 0.142
Epoch 16, step 785, loss 0.000, test 0.144
Epoch 16, step 786, loss 0.129, test 0.135
Epoch 16, step 787, loss 0.000, test 0.133
Epoch 16, step 788, loss 0.007, test 0.132
Epoch 16, step 789, loss 0.069, test 0.134
Epoch 16, step 790, loss 0.028, test 0.129
Epoch 16, step 791, loss 0.576, test 0.089
Epoch 16, step 792, loss 0.191, test 0.085
Epoch 16, step 793, loss 0.006, test 0.084
Epoch 16, step 794, loss 0.083, test 0.085
Epoch 16, step 795, loss 0.064, test 0.085
Epoch 16, step 796, loss 0.643, test 0.111
Epoch 16, step 797, loss 0.001, test 0.118
Epoch 16, step 798, loss 0.003, test 0.123
Epoch 16, step 799, loss 0.004, test 0.125
Epoch 16, step 800, loss 0.086, test 0.135
Epoch 16, step 801, loss 0.021, test 0.144
Epoch 16, step 802, loss 0.001, test 0.146
Epoch 16, step 803, loss 0.060, test 0.125
Epoch 16, step 804, loss 0.351, test 0.106
Epoch 16, step 805, loss 0.169, test 0.095
Epoch 16, step 806, loss 0.030, test 0.092
Epoch 16, step 807, loss 0.050, test 0.088
Epoch 16, step 808, loss 0.016, test 0.082
Epoch 16, step 809, loss 0.002, test 0.081
Epoch 16, step 810, loss 0.186, test 0.082
Epoch 16, step 811, loss 0.008, test 0.082
Epoch 16, step 812, loss 0.004, test 0.083
Epoch 16, step 813, loss 0.018, test 0.084
Epoch 16, step 814, loss 0.083, test 0.082
Epoch 16, step 815, loss 0.003, test 0.082
Epoch 16, step 816, loss 0.011, test 0.081
Epoch 16, step 817, loss 0.021, test 0.079
Epoch 16, step 818, loss 0.012, test 0.079
Epoch 16, step 819, loss 0.321, test 0.081
Epoch 16, step 820, loss 0.158, test 0.102
Epoch 16, step 821, loss 0.064, test 0.106
Epoch 16, step 822, loss 0.110, test 0.085
Epoch 16, step 823, loss 0.265, test 0.085
Epoch 16, step 824, loss 0.014, test 0.084
Epoch 16, step 825, loss 0.062, test 0.090
Epoch 16, step 826, loss 0.009, test 0.093
Epoch 16, step 827, loss 0.049, test 0.120
Epoch 16, step 828, loss 0.029, test 0.136
Epoch 16, step 829, loss 0.129, test 0.162
Epoch 16, step 830, loss 0.002, test 0.168
Epoch 16, step 831, loss 0.087, test 0.152
Epoch 16, step 832, loss 0.041, test 0.139
Epoch 16, step 833, loss 0.126, test 0.134
Epoch 16, step 834, loss 0.052, test 0.112
Epoch 16, step 835, loss 0.000, test 0.109
Epoch 16, step 836, loss 0.206, test 0.148
Epoch 16, step 837, loss 0.121, test 0.152
Epoch 16, step 838, loss 0.120, test 0.153
Epoch 16, step 839, loss 0.060, test 0.175
Epoch 16, step 840, loss 0.045, test 0.175
Epoch 16, step 841, loss 0.091, test 0.199
Epoch 16, step 842, loss 0.021, test 0.201
Epoch 16, step 843, loss 0.122, test 0.191
Epoch 16, step 844, loss 0.024, test 0.181
Epoch 16, step 845, loss 0.494, test 0.073
Epoch 16, step 846, loss 0.474, test 0.075
Epoch 16, step 847, loss 0.046, test 0.085
Epoch 16, step 848, loss 0.025, test 0.090
Epoch 16, step 849, loss 0.095, test 0.089
Epoch 16, step 850, loss 0.006, test 0.094
Epoch 16, step 851, loss 0.000, test 0.095
Epoch 16, step 852, loss 0.049, test 0.098
Epoch 16, step 853, loss 0.001, test 0.098
Epoch 16, step 854, loss 0.023, test 0.096
Epoch 16, step 855, loss 0.023, test 0.103
Epoch 16, step 856, loss 0.059, test 0.093
Epoch 16, step 857, loss 0.002, test 0.092
Epoch 16, step 858, loss 0.020, test 0.092
Epoch 16, step 859, loss 0.248, test 0.091
Epoch 16, step 860, loss 0.166, test 0.091
Epoch 16, step 861, loss 0.081, test 0.091
Epoch 16, step 862, loss 0.000, test 0.091
Epoch 16, step 863, loss 0.107, test 0.096
Epoch 16, step 864, loss 0.085, test 0.092
Epoch 16, step 865, loss 0.116, test 0.115
Epoch 16, step 866, loss 0.017, test 0.122
Epoch 16, step 867, loss 0.009, test 0.126
Epoch 16, step 868, loss 0.167, test 0.129
Epoch 16, step 869, loss 0.062, test 0.126
Epoch 16, step 870, loss 0.218, test 0.141
Epoch 16, step 871, loss 0.001, test 0.144
Epoch 16, step 872, loss 0.021, test 0.142
Epoch 16, step 873, loss 0.095, test 0.138
Epoch 16, step 874, loss 0.001, test 0.138
Epoch 16, step 875, loss 0.005, test 0.141
Epoch 16, step 876, loss 0.478, test 0.123
Epoch 16, step 877, loss 0.022, test 0.115
Epoch 16, step 878, loss 0.021, test 0.115
Epoch 16, step 879, loss 0.021, test 0.109
Epoch 16, step 880, loss 0.011, test 0.108
Epoch 16, step 881, loss 0.106, test 0.108
Epoch 16, step 882, loss 0.166, test 0.095
Epoch 16, step 883, loss 0.129, test 0.082
Epoch 16, step 884, loss 0.590, test 0.080
Epoch 16, step 885, loss 0.045, test 0.082
Epoch 16, step 886, loss 0.132, test 0.084
Epoch 16, step 887, loss 0.014, test 0.083
Epoch 16, step 888, loss 0.019, test 0.084
Epoch 16, step 889, loss 0.070, test 0.088
Epoch 16, step 890, loss 0.006, test 0.089
Epoch 16, step 891, loss 0.028, test 0.090
Epoch 16, step 892, loss 0.021, test 0.105
Epoch 16, step 893, loss 0.507, test 0.105
Epoch 16, step 894, loss 0.076, test 0.105
Epoch 16, step 895, loss 0.024, test 0.101
Epoch 16, step 896, loss 0.030, test 0.102
Epoch 16, step 897, loss 0.048, test 0.107
Epoch 16, step 898, loss 0.086, test 0.113
Epoch 16, step 899, loss 0.012, test 0.115
Epoch 16, step 900, loss 0.208, test 0.117
Epoch 16, step 901, loss 0.002, test 0.118
Epoch 16, step 902, loss 0.432, test 0.090
Epoch 16, step 903, loss 0.501, test 0.252
Epoch 16, step 904, loss 0.176, test 0.266
Epoch 16, step 905, loss 0.005, test 0.297
Epoch 16, step 906, loss 0.077, test 0.308
Epoch 16, step 907, loss 0.162, test 0.271
Epoch 16, step 908, loss 0.000, test 0.266
Epoch 16, step 909, loss 0.128, test 0.233
Epoch 16, step 910, loss 0.000, test 0.227
Epoch 16, step 911, loss 0.000, test 0.224
Epoch 16, step 912, loss 0.071, test 0.207
Epoch 16, step 913, loss 0.055, test 0.207
Epoch 16, step 914, loss 0.008, test 0.208
Epoch 16, step 915, loss 0.018, test 0.201
Epoch 16, step 916, loss 0.013, test 0.202
Epoch 16, step 917, loss 0.894, test 0.271
Epoch 16, step 918, loss 0.191, test 0.265
Epoch 16, step 919, loss 0.426, test 0.290
Epoch 16, step 920, loss 0.031, test 0.285
Epoch 16, step 921, loss 0.479, test 0.219
Epoch 16, step 922, loss 0.003, test 0.210
Epoch 16, step 923, loss 0.200, test 0.211
Epoch 16, step 924, loss 0.260, test 0.195
Epoch 16, step 925, loss 0.275, test 0.203
Epoch 16, step 926, loss 0.229, test 0.110
Epoch 16, step 927, loss 0.146, test 0.102
Epoch 16, step 928, loss 0.018, test 0.099
Epoch 16, step 929, loss 0.053, test 0.106
Epoch 16, step 930, loss 0.061, test 0.105
Epoch 16, step 931, loss 0.189, test 0.085
Epoch 16, step 932, loss 0.024, test 0.084
Epoch 16, step 933, loss 0.081, test 0.084
Epoch 16, step 934, loss 0.325, test 0.078
Epoch 16, step 935, loss 0.007, test 0.078
Epoch 16, step 936, loss 0.046, test 0.077
Epoch 16, step 937, loss 0.004, test 0.077
Epoch 16, step 938, loss 0.027, test 0.078

Epoch 16, step 939, loss 0.025, test 0.079
Epoch 16, step 940, loss 0.008, test 0.078
Epoch 16, step 941, loss 0.188, test 0.080
Epoch 16, step 942, loss 0.036, test 0.082
Epoch 16, step 943, loss 0.779, test 0.088
Epoch 16, step 944, loss 0.935, test 0.077
Epoch 16, step 945, loss 0.139, test 0.083
Epoch 16, step 946, loss 0.189, test 0.085
Epoch 16, step 947, loss 0.067, test 0.096
Epoch 16, step 948, loss 0.000, test 0.099
Epoch 16, step 949, loss 0.547, test 0.106
Epoch 16, step 950, loss 0.108, test 0.115
Epoch 16, step 951, loss 0.008, test 0.116
Epoch 16, step 952, loss 0.013, test 0.114
Epoch 16, step 953, loss 0.032, test 0.112
Epoch 16, step 954, loss 0.077, test 0.110
Epoch 16, step 955, loss 0.437, test 0.106
Epoch 16, step 956, loss 0.004, test 0.107
Epoch 16, step 957, loss 0.093, test 0.105
Epoch 16, step 958, loss 0.009, test 0.103
Epoch 16, step 959, loss 0.040, test 0.105
Epoch 16, step 960, loss 0.064, test 0.103
Epoch 16, step 961, loss 0.017, test 0.101
Epoch 16, step 962, loss 0.021, test 0.099
Epoch 16, step 963, loss 0.117, test 0.081
Epoch 16, step 964, loss 0.001, test 0.080
Epoch 16, step 965, loss 0.027, test 0.080
Epoch 16, step 966, loss 0.038, test 0.080
Epoch 16, step 967, loss 0.167, test 0.077
Epoch 16, step 968, loss 0.007, test 0.077
Epoch 16, step 969, loss 0.623, test 0.076
Epoch 16, step 970, loss 0.022, test 0.076
Epoch 16, step 971, loss 0.058, test 0.076
Epoch 16, step 972, loss 0.049, test 0.078
Epoch 16, step 973, loss 0.267, test 0.172
Epoch 16, step 974, loss 0.395, test 0.222
Epoch 16, step 975, loss 0.045, test 0.237
Epoch 16, step 976, loss 0.059, test 0.228
Epoch 16, step 977, loss 0.178, test 0.239
Epoch 16, step 978, loss 0.094, test 0.235
Epoch 16, step 979, loss 0.363, test 0.184
Epoch 16, step 980, loss 0.161, test 0.172
Epoch 16, step 981, loss 0.001, test 0.169
Epoch 16, step 982, loss 0.026, test 0.170
Epoch 16, step 983, loss 0.007, test 0.175
Epoch 16, step 984, loss 0.059, test 0.173
Epoch 16, step 985, loss 0.001, test 0.173
Epoch 16, step 986, loss 0.008, test 0.175
Epoch 16, step 987, loss 0.130, test 0.188
Epoch 16, step 988, loss 0.302, test 0.197
Epoch 16, step 989, loss 0.078, test 0.191
Epoch 16, step 990, loss 0.008, test 0.192
Epoch 16, step 991, loss 0.004, test 0.190
Epoch 16, step 992, loss 0.033, test 0.188
Epoch 16, step 993, loss 2.017, test 0.098
Epoch 16, step 994, loss 0.041, test 0.092
Epoch 16, step 995, loss 0.147, test 0.095
Epoch 16, step 996, loss 0.176, test 0.093
Epoch 16, step 997, loss 0.127, test 0.092
Epoch 16, step 998, loss 0.023, test 0.095
Epoch 16, step 999, loss 0.030, test 0.096
Epoch 17, step 0, loss 0.107, test 0.097
Epoch 17, step 1, loss 0.039, test 0.097
Epoch 17, step 2, loss 0.303, test 0.090
Epoch 17, step 3, loss 0.132, test 0.088
Epoch 17, step 4, loss 0.183, test 0.093
Epoch 17, step 5, loss 0.000, test 0.094
Epoch 17, step 6, loss 0.014, test 0.093
Epoch 17, step 7, loss 0.504, test 0.119
Epoch 17, step 8, loss 0.003, test 0.126
Epoch 17, step 9, loss 0.001, test 0.129
Epoch 17, step 10, loss 0.662, test 0.122
Epoch 17, step 11, loss 0.233, test 0.132
Epoch 17, step 12, loss 0.302, test 0.135
Epoch 17, step 13, loss 0.059, test 0.130
Epoch 17, step 14, loss 0.820, test 0.327
Epoch 17, step 15, loss 0.004, test 0.426
Epoch 17, step 16, loss 0.045, test 0.459
Epoch 17, step 17, loss 0.011, test 0.460
Epoch 17, step 18, loss 0.013, test 0.466
Epoch 17, step 19, loss 0.936, test 0.509
Epoch 17, step 20, loss 0.488, test 0.471
Epoch 17, step 21, loss 0.408, test 0.456
Epoch 17, step 22, loss 0.044, test 0.423
Epoch 17, step 23, loss 0.040, test 0.405
Epoch 17, step 24, loss 0.044, test 0.397
Epoch 17, step 25, loss 0.275, test 0.283
Epoch 17, step 26, loss 0.432, test 0.252
Epoch 17, step 27, loss 0.028, test 0.244
Epoch 17, step 28, loss 0.197, test 0.211
Epoch 17, step 29, loss 0.014, test 0.206
Epoch 17, step 30, loss 0.395, test 0.208
Epoch 17, step 31, loss 0.190, test 0.210
Epoch 17, step 32, loss 0.094, test 0.208
Epoch 17, step 33, loss 0.041, test 0.207
Epoch 17, step 34, loss 0.123, test 0.218
Epoch 17, step 35, loss 0.233, test 0.210
Epoch 17, step 36, loss 0.035, test 0.217
Epoch 17, step 37, loss 0.223, test 0.173
Epoch 17, step 38, loss 0.046, test 0.175
Epoch 17, step 39, loss 0.016, test 0.172
Epoch 17, step 40, loss 0.014, test 0.170
Epoch 17, step 41, loss 0.018, test 0.170
Epoch 17, step 42, loss 0.013, test 0.171
Epoch 17, step 43, loss 0.372, test 0.173
Epoch 17, step 44, loss 0.024, test 0.172
Epoch 17, step 45, loss 0.050, test 0.177
Epoch 17, step 46, loss 0.005, test 0.177
Epoch 17, step 47, loss 0.221, test 0.162
Epoch 17, step 48, loss 0.001, test 0.160
Epoch 17, step 49, loss 0.639, test 0.334
Epoch 17, step 50, loss 0.103, test 0.446
Epoch 17, step 51, loss 0.022, test 0.522
Epoch 17, step 52, loss 0.037, test 0.564
Epoch 17, step 53, loss 0.227, test 0.466
Epoch 17, step 54, loss 1.396, test 0.204
Epoch 17, step 55, loss 0.331, test 0.238
Epoch 17, step 56, loss 0.028, test 0.234
Epoch 17, step 57, loss 0.085, test 0.210
Epoch 17, step 58, loss 0.224, test 0.173
Epoch 17, step 59, loss 0.033, test 0.178
Epoch 17, step 60, loss 0.136, test 0.094
Epoch 17, step 61, loss 0.034, test 0.098
Epoch 17, step 62, loss 0.080, test 0.103
Epoch 17, step 63, loss 0.004, test 0.104
Epoch 17, step 64, loss 0.070, test 0.107
Epoch 17, step 65, loss 0.181, test 0.118
Epoch 17, step 66, loss 0.003, test 0.120
Epoch 17, step 67, loss 0.375, test 0.100
Epoch 17, step 68, loss 0.020, test 0.098
Epoch 17, step 69, loss 0.197, test 0.092
Epoch 17, step 70, loss 0.014, test 0.091
Epoch 17, step 71, loss 0.020, test 0.091
Epoch 17, step 72, loss 0.155, test 0.087
Epoch 17, step 73, loss 0.017, test 0.087
Epoch 17, step 74, loss 0.172, test 0.085
Epoch 17, step 75, loss 0.003, test 0.086
Epoch 17, step 76, loss 0.088, test 0.087
Epoch 17, step 77, loss 0.006, test 0.086
Epoch 17, step 78, loss 0.002, test 0.086
Epoch 17, step 79, loss 0.196, test 0.086
Epoch 17, step 80, loss 0.064, test 0.086
Epoch 17, step 81, loss 0.141, test 0.086
Epoch 17, step 82, loss 0.019, test 0.083
Epoch 17, step 83, loss 0.049, test 0.083
Epoch 17, step 84, loss 0.006, test 0.084
Epoch 17, step 85, loss 0.006, test 0.084
Epoch 17, step 86, loss 0.019, test 0.084
Epoch 17, step 87, loss 0.230, test 0.090
Epoch 17, step 88, loss 0.505, test 0.090
Epoch 17, step 89, loss 0.034, test 0.091
Epoch 17, step 90, loss 0.052, test 0.096
Epoch 17, step 91, loss 0.047, test 0.100
Epoch 17, step 92, loss 0.013, test 0.101
Epoch 17, step 93, loss 0.064, test 0.101
Epoch 17, step 94, loss 0.117, test 0.095
Epoch 17, step 95, loss 0.034, test 0.097
Epoch 17, step 96, loss 0.152, test 0.094
Epoch 17, step 97, loss 0.103, test 0.093
Epoch 17, step 98, loss 0.036, test 0.093
Epoch 17, step 99, loss 0.061, test 0.093
Epoch 17, step 100, loss 0.139, test 0.094
Epoch 17, step 101, loss 0.011, test 0.094
Epoch 17, step 102, loss 0.134, test 0.167
Epoch 17, step 103, loss 0.409, test 0.221
Epoch 17, step 104, loss 0.145, test 0.231
Epoch 17, step 105, loss 0.026, test 0.240
Epoch 17, step 106, loss 0.357, test 0.250
Epoch 17, step 107, loss 0.025, test 0.252
Epoch 17, step 108, loss 0.006, test 0.254
Epoch 17, step 109, loss 0.232, test 0.209
Epoch 17, step 110, loss 0.014, test 0.199
Epoch 17, step 111, loss 0.289, test 0.193
Epoch 17, step 112, loss 0.465, test 0.132
Epoch 17, step 113, loss 0.001, test 0.124
Epoch 17, step 114, loss 0.358, test 0.119
Epoch 17, step 115, loss 0.037, test 0.118
Epoch 17, step 116, loss 0.004, test 0.125
Epoch 17, step 117, loss 0.310, test 0.137
Epoch 17, step 118, loss 0.065, test 0.142
Epoch 17, step 119, loss 0.439, test 0.127
Epoch 17, step 120, loss 0.093, test 0.111
Epoch 17, step 121, loss 0.071, test 0.121
Epoch 17, step 122, loss 0.009, test 0.115
Epoch 17, step 123, loss 0.021, test 0.105
Epoch 17, step 124, loss 0.020, test 0.104
Epoch 17, step 125, loss 0.036, test 0.103
Epoch 17, step 126, loss 0.008, test 0.103
Epoch 17, step 127, loss 0.109, test 0.098
Epoch 17, step 128, loss 1.063, test 0.103
Epoch 17, step 129, loss 0.182, test 0.100
Epoch 17, step 130, loss 0.188, test 0.101
Epoch 17, step 131, loss 0.002, test 0.102
Epoch 17, step 132, loss 0.214, test 0.092
Epoch 17, step 133, loss 0.140, test 0.092
Epoch 17, step 134, loss 0.101, test 0.096
Epoch 17, step 135, loss 0.031, test 0.097
Epoch 17, step 136, loss 0.036, test 0.096
Epoch 17, step 137, loss 1.305, test 0.089
Epoch 17, step 138, loss 0.077, test 0.094
Epoch 17, step 139, loss 0.071, test 0.095
Epoch 17, step 140, loss 0.002, test 0.095
Epoch 17, step 141, loss 0.011, test 0.096
Epoch 17, step 142, loss 0.617, test 0.094
Epoch 17, step 143, loss 0.004, test 0.094
Epoch 17, step 144, loss 0.148, test 0.094
Epoch 17, step 145, loss 0.117, test 0.094
Epoch 17, step 146, loss 0.270, test 0.102
Epoch 17, step 147, loss 0.018, test 0.102
Epoch 17, step 148, loss 0.001, test 0.102
Epoch 17, step 149, loss 0.117, test 0.133
Epoch 17, step 150, loss 0.669, test 0.117
Epoch 17, step 151, loss 0.000, test 0.116
Epoch 17, step 152, loss 0.013, test 0.115
Epoch 17, step 153, loss 0.042, test 0.112
Epoch 17, step 154, loss 0.008, test 0.108
Epoch 17, step 155, loss 0.034, test 0.109
Epoch 17, step 156, loss 0.044, test 0.110
Epoch 17, step 157, loss 0.005, test 0.109
Epoch 17, step 158, loss 0.042, test 0.117
Epoch 17, step 159, loss 0.006, test 0.118
Epoch 17, step 160, loss 0.096, test 0.116
Epoch 17, step 161, loss 0.230, test 0.114
Epoch 17, step 162, loss 0.002, test 0.124
Epoch 17, step 163, loss 0.013, test 0.127
Epoch 17, step 164, loss 0.054, test 0.123
Epoch 17, step 165, loss 0.024, test 0.132
Epoch 17, step 166, loss 0.068, test 0.133
Epoch 17, step 167, loss 0.389, test 0.101
Epoch 17, step 168, loss 0.002, test 0.101
Epoch 17, step 169, loss 0.004, test 0.100
Epoch 17, step 170, loss 0.626, test 0.097
Epoch 17, step 171, loss 0.018, test 0.096
Epoch 17, step 172, loss 0.032, test 0.094
Epoch 17, step 173, loss 0.002, test 0.094
Epoch 17, step 174, loss 0.009, test 0.094
Epoch 17, step 175, loss 0.527, test 0.094
Epoch 17, step 176, loss 0.255, test 0.097
Epoch 17, step 177, loss 0.277, test 0.093
Epoch 17, step 178, loss 0.049, test 0.091
Epoch 17, step 179, loss 0.096, test 0.091
Epoch 17, step 180, loss 0.103, test 0.090
Epoch 17, step 181, loss 0.012, test 0.090
Epoch 17, step 182, loss 0.110, test 0.089
Epoch 17, step 183, loss 0.600, test 0.088
Epoch 17, step 184, loss 0.292, test 0.090
Epoch 17, step 185, loss 0.173, test 0.094
Epoch 17, step 186, loss 0.189, test 0.093
Epoch 17, step 187, loss 0.002, test 0.092
Epoch 17, step 188, loss 0.083, test 0.091
Epoch 17, step 189, loss 0.012, test 0.091
Epoch 17, step 190, loss 0.042, test 0.091
Epoch 17, step 191, loss 0.077, test 0.092
Epoch 17, step 192, loss 0.009, test 0.089
Epoch 17, step 193, loss 0.010, test 0.088
Epoch 17, step 194, loss 0.277, test 0.087
Epoch 17, step 195, loss 0.035, test 0.086
Epoch 17, step 196, loss 0.522, test 0.086
Epoch 17, step 197, loss 0.003, test 0.087
Epoch 17, step 198, loss 0.021, test 0.087
Epoch 17, step 199, loss 0.351, test 0.087
Epoch 17, step 200, loss 0.000, test 0.087
Epoch 17, step 201, loss 0.097, test 0.088
Epoch 17, step 202, loss 0.043, test 0.088
Epoch 17, step 203, loss 0.011, test 0.087
Epoch 17, step 204, loss 0.002, test 0.087
Epoch 17, step 205, loss 0.008, test 0.089
Epoch 17, step 206, loss 0.632, test 0.084
Epoch 17, step 207, loss 0.227, test 0.135
Epoch 17, step 208, loss 0.000, test 0.152
Epoch 17, step 209, loss 0.051, test 0.162
Epoch 17, step 210, loss 0.026, test 0.165
Epoch 17, step 211, loss 0.007, test 0.168
Epoch 17, step 212, loss 0.076, test 0.172
Epoch 17, step 213, loss 0.002, test 0.169
Epoch 17, step 214, loss 0.593, test 0.122
Epoch 17, step 215, loss 0.138, test 0.120
Epoch 17, step 216, loss 0.222, test 0.099
Epoch 17, step 217, loss 0.007, test 0.097
Epoch 17, step 218, loss 0.054, test 0.096
Epoch 17, step 219, loss 0.042, test 0.099
Epoch 17, step 220, loss 0.007, test 0.099
Epoch 17, step 221, loss 0.330, test 0.102
Epoch 17, step 222, loss 0.051, test 0.102
Epoch 17, step 223, loss 0.030, test 0.103
Epoch 17, step 224, loss 0.090, test 0.105
Epoch 17, step 225, loss 0.053, test 0.101
Epoch 17, step 226, loss 0.015, test 0.101
Epoch 17, step 227, loss 0.033, test 0.108
Epoch 17, step 228, loss 0.232, test 0.118
Epoch 17, step 229, loss 0.044, test 0.165
Epoch 17, step 230, loss 0.004, test 0.176
Epoch 17, step 231, loss 0.069, test 0.185
Epoch 17, step 232, loss 0.004, test 0.191
Epoch 17, step 233, loss 0.280, test 0.180
Epoch 17, step 234, loss 0.172, test 0.183
Epoch 17, step 235, loss 0.022, test 0.185
Epoch 17, step 236, loss 0.000, test 0.188
Epoch 17, step 237, loss 0.082, test 0.186
Epoch 17, step 238, loss 0.078, test 0.182
Epoch 17, step 239, loss 0.079, test 0.210
Epoch 17, step 240, loss 0.420, test 0.144
Epoch 17, step 241, loss 0.008, test 0.132
Epoch 17, step 242, loss 0.005, test 0.128
Epoch 17, step 243, loss 0.314, test 0.118
Epoch 17, step 244, loss 0.033, test 0.114
Epoch 17, step 245, loss 1.405, test 0.099
Epoch 17, step 246, loss 0.419, test 0.099
Epoch 17, step 247, loss 0.155, test 0.098
Epoch 17, step 248, loss 0.086, test 0.099
Epoch 17, step 249, loss 0.008, test 0.099
Epoch 17, step 250, loss 0.082, test 0.096
Epoch 17, step 251, loss 0.237, test 0.101
Epoch 17, step 252, loss 0.653, test 0.121
Epoch 17, step 253, loss 0.316, test 0.131
Epoch 17, step 254, loss 0.004, test 0.135
Epoch 17, step 255, loss 0.112, test 0.122
Epoch 17, step 256, loss 0.017, test 0.122
Epoch 17, step 257, loss 0.280, test 0.124
Epoch 17, step 258, loss 0.052, test 0.127
Epoch 17, step 259, loss 0.026, test 0.126
Epoch 17, step 260, loss 0.037, test 0.129
Epoch 17, step 261, loss 0.218, test 0.127
Epoch 17, step 262, loss 0.000, test 0.127
Epoch 17, step 263, loss 0.086, test 0.127
Epoch 17, step 264, loss 0.056, test 0.126
Epoch 17, step 265, loss 0.189, test 0.126
Epoch 17, step 266, loss 0.144, test 0.117
Epoch 17, step 267, loss 0.095, test 0.116
Epoch 17, step 268, loss 0.012, test 0.116
Epoch 17, step 269, loss 0.015, test 0.117
Epoch 17, step 270, loss 0.102, test 0.116
Epoch 17, step 271, loss 0.141, test 0.119
Epoch 17, step 272, loss 0.084, test 0.119
Epoch 17, step 273, loss 0.003, test 0.119
Epoch 17, step 274, loss 0.000, test 0.119
Epoch 17, step 275, loss 0.023, test 0.119
Epoch 17, step 276, loss 0.056, test 0.118
Epoch 17, step 277, loss 0.014, test 0.119
Epoch 17, step 278, loss 0.012, test 0.118
Epoch 17, step 279, loss 0.894, test 0.119
Epoch 17, step 280, loss 0.300, test 0.118
Epoch 17, step 281, loss 0.139, test 0.119
Epoch 17, step 282, loss 0.359, test 0.127
Epoch 17, step 283, loss 0.115, test 0.136
Epoch 17, step 284, loss 0.003, test 0.139
Epoch 17, step 285, loss 0.116, test 0.137
Epoch 17, step 286, loss 0.118, test 0.135
Epoch 17, step 287, loss 0.307, test 0.112
Epoch 17, step 288, loss 0.112, test 0.109
Epoch 17, step 289, loss 0.109, test 0.110
Epoch 17, step 290, loss 0.106, test 0.151
Epoch 17, step 291, loss 0.633, test 0.156
Epoch 17, step 292, loss 0.000, test 0.161
Epoch 17, step 293, loss 0.005, test 0.160
Epoch 17, step 294, loss 0.126, test 0.166
Epoch 17, step 295, loss 0.022, test 0.164
Epoch 17, step 296, loss 0.066, test 0.148
Epoch 17, step 297, loss 0.011, test 0.149
Epoch 17, step 298, loss 0.342, test 0.144
Epoch 17, step 299, loss 0.011, test 0.144
Epoch 17, step 300, loss 0.180, test 0.127
Epoch 17, step 301, loss 0.367, test 0.129
Epoch 17, step 302, loss 0.002, test 0.127
Epoch 17, step 303, loss 0.948, test 0.134
Epoch 17, step 304, loss 0.031, test 0.137
Epoch 17, step 305, loss 0.056, test 0.139
Epoch 17, step 306, loss 0.002, test 0.140
Epoch 17, step 307, loss 0.213, test 0.154
Epoch 17, step 308, loss 0.015, test 0.155
Epoch 17, step 309, loss 0.077, test 0.160
Epoch 17, step 310, loss 1.225, test 0.136
Epoch 17, step 311, loss 0.231, test 0.136
Epoch 17, step 312, loss 0.004, test 0.135
Epoch 17, step 313, loss 0.046, test 0.137
Epoch 17, step 314, loss 0.248, test 0.132
Epoch 17, step 315, loss 0.194, test 0.128
Epoch 17, step 316, loss 0.016, test 0.125
Epoch 17, step 317, loss 0.005, test 0.124
Epoch 17, step 318, loss 0.011, test 0.125
Epoch 17, step 319, loss 0.425, test 0.121
Epoch 17, step 320, loss 0.031, test 0.113
Epoch 17, step 321, loss 0.303, test 0.102
Epoch 17, step 322, loss 0.006, test 0.099
Epoch 17, step 323, loss 0.023, test 0.096
Epoch 17, step 324, loss 0.294, test 0.102
Epoch 17, step 325, loss 0.206, test 0.126
Epoch 17, step 326, loss 0.033, test 0.125
Epoch 17, step 327, loss 0.037, test 0.128
Epoch 17, step 328, loss 0.262, test 0.115
Epoch 17, step 329, loss 0.036, test 0.115
Epoch 17, step 330, loss 0.393, test 0.105
Epoch 17, step 331, loss 0.021, test 0.093
Epoch 17, step 332, loss 0.520, test 0.089
Epoch 17, step 333, loss 0.044, test 0.088
Epoch 17, step 334, loss 0.002, test 0.087
Epoch 17, step 335, loss 0.027, test 0.088
Epoch 17, step 336, loss 0.113, test 0.092
Epoch 17, step 337, loss 0.068, test 0.091
Epoch 17, step 338, loss 0.028, test 0.091
Epoch 17, step 339, loss 0.024, test 0.092
Epoch 17, step 340, loss 0.575, test 0.084
Epoch 17, step 341, loss 0.296, test 0.080
Epoch 17, step 342, loss 0.515, test 0.077
Epoch 17, step 343, loss 0.010, test 0.077
Epoch 17, step 344, loss 0.634, test 0.087
Epoch 17, step 345, loss 0.188, test 0.094
Epoch 17, step 346, loss 0.030, test 0.118
Epoch 17, step 347, loss 0.042, test 0.108
Epoch 17, step 348, loss 0.062, test 0.110
Epoch 17, step 349, loss 0.002, test 0.107
Epoch 17, step 350, loss 0.026, test 0.105
Epoch 17, step 351, loss 0.025, test 0.100
Epoch 17, step 352, loss 0.000, test 0.100
Epoch 17, step 353, loss 0.064, test 0.097
Epoch 17, step 354, loss 0.018, test 0.095
Epoch 17, step 355, loss 0.010, test 0.095
Epoch 17, step 356, loss 0.007, test 0.097
Epoch 17, step 357, loss 0.295, test 0.081
Epoch 17, step 358, loss 0.133, test 0.079
Epoch 17, step 359, loss 0.055, test 0.076
Epoch 17, step 360, loss 0.116, test 0.075
Epoch 17, step 361, loss 0.004, test 0.074
Epoch 17, step 362, loss 0.011, test 0.074
Epoch 17, step 363, loss 0.189, test 0.076
Epoch 17, step 364, loss 0.073, test 0.076
Epoch 17, step 365, loss 0.001, test 0.076
Epoch 17, step 366, loss 0.073, test 0.077
Epoch 17, step 367, loss 0.166, test 0.079
Epoch 17, step 368, loss 0.012, test 0.080
Epoch 17, step 369, loss 0.005, test 0.080
Epoch 17, step 370, loss 0.001, test 0.080
Epoch 17, step 371, loss 0.002, test 0.080
Epoch 17, step 372, loss 0.159, test 0.084
Epoch 17, step 373, loss 0.046, test 0.085
Epoch 17, step 374, loss 0.242, test 0.088
Epoch 17, step 375, loss 0.142, test 0.087
Epoch 17, step 376, loss 0.031, test 0.086
Epoch 17, step 377, loss 0.012, test 0.086
Epoch 17, step 378, loss 0.075, test 0.092
Epoch 17, step 379, loss 0.130, test 0.092
Epoch 17, step 380, loss 0.000, test 0.092
Epoch 17, step 381, loss 0.125, test 0.093
Epoch 17, step 382, loss 0.275, test 0.089
Epoch 17, step 383, loss 0.004, test 0.087
Epoch 17, step 384, loss 0.132, test 0.086
Epoch 17, step 385, loss 0.010, test 0.086
Epoch 17, step 386, loss 0.247, test 0.108
Epoch 17, step 387, loss 0.035, test 0.118
Epoch 17, step 388, loss 0.025, test 0.121
Epoch 17, step 389, loss 0.576, test 0.178
Epoch 17, step 390, loss 0.188, test 0.203
Epoch 17, step 391, loss 0.030, test 0.216
Epoch 17, step 392, loss 0.218, test 0.216
Epoch 17, step 393, loss 0.208, test 0.190
Epoch 17, step 394, loss 0.150, test 0.173
Epoch 17, step 395, loss 0.002, test 0.170
Epoch 17, step 396, loss 0.242, test 0.157
Epoch 17, step 397, loss 0.218, test 0.130
Epoch 17, step 398, loss 0.077, test 0.123
Epoch 17, step 399, loss 0.045, test 0.114
Epoch 17, step 400, loss 0.325, test 0.123
Epoch 17, step 401, loss 0.036, test 0.114
Epoch 17, step 402, loss 0.017, test 0.111
Epoch 17, step 403, loss 0.264, test 0.114
Epoch 17, step 404, loss 0.030, test 0.113
Epoch 17, step 405, loss 0.128, test 0.128
Epoch 17, step 406, loss 0.034, test 0.151
Epoch 17, step 407, loss 0.159, test 0.167
Epoch 17, step 408, loss 0.028, test 0.180
Epoch 17, step 409, loss 0.344, test 0.191
Epoch 17, step 410, loss 0.161, test 0.206
Epoch 17, step 411, loss 0.029, test 0.211
Epoch 17, step 412, loss 0.063, test 0.198
Epoch 17, step 413, loss 0.054, test 0.178
Epoch 17, step 414, loss 0.137, test 0.157
Epoch 17, step 415, loss 0.098, test 0.136
Epoch 17, step 416, loss 0.311, test 0.113
Epoch 17, step 417, loss 0.053, test 0.115
Epoch 17, step 418, loss 0.092, test 0.115
Epoch 17, step 419, loss 0.036, test 0.112
Epoch 17, step 420, loss 0.094, test 0.103
Epoch 17, step 421, loss 0.113, test 0.098
Epoch 17, step 422, loss 0.113, test 0.091
Epoch 17, step 423, loss 0.014, test 0.091
Epoch 17, step 424, loss 0.065, test 0.092
Epoch 17, step 425, loss 0.033, test 0.093
Epoch 17, step 426, loss 1.018, test 0.112
Epoch 17, step 427, loss 0.002, test 0.116
Epoch 17, step 428, loss 0.027, test 0.118
Epoch 17, step 429, loss 0.311, test 0.099
Epoch 17, step 430, loss 0.377, test 0.091
Epoch 17, step 431, loss 0.014, test 0.095
Epoch 17, step 432, loss 0.273, test 0.096
Epoch 17, step 433, loss 0.208, test 0.096
Epoch 17, step 434, loss 0.478, test 0.095
Epoch 17, step 435, loss 0.077, test 0.119
Epoch 17, step 436, loss 0.044, test 0.125
Epoch 17, step 437, loss 0.341, test 0.123
Epoch 17, step 438, loss 0.004, test 0.123
Epoch 17, step 439, loss 0.223, test 0.136
Epoch 17, step 440, loss 0.125, test 0.132
Epoch 17, step 441, loss 0.004, test 0.131
Epoch 17, step 442, loss 0.024, test 0.131
Epoch 17, step 443, loss 0.002, test 0.133
Epoch 17, step 444, loss 0.001, test 0.133
Epoch 17, step 445, loss 0.332, test 0.140
Epoch 17, step 446, loss 0.064, test 0.140
Epoch 17, step 447, loss 0.461, test 0.194
Epoch 17, step 448, loss 0.131, test 0.200
Epoch 17, step 449, loss 0.000, test 0.206
Epoch 17, step 450, loss 0.149, test 0.204
Epoch 17, step 451, loss 0.040, test 0.208
Epoch 17, step 452, loss 0.001, test 0.208
Epoch 17, step 453, loss 0.241, test 0.214
Epoch 17, step 454, loss 0.001, test 0.214
Epoch 17, step 455, loss 0.001, test 0.217
Epoch 17, step 456, loss 0.355, test 0.205
Epoch 17, step 457, loss 0.103, test 0.207
Epoch 17, step 458, loss 0.427, test 0.168
Epoch 17, step 459, loss 0.067, test 0.169
Epoch 17, step 460, loss 0.003, test 0.168
Epoch 17, step 461, loss 0.588, test 0.165
Epoch 17, step 462, loss 0.080, test 0.168
Epoch 17, step 463, loss 0.109, test 0.194
Epoch 17, step 464, loss 0.150, test 0.190
Epoch 17, step 465, loss 0.094, test 0.210
Epoch 17, step 466, loss 0.068, test 0.203
Epoch 17, step 467, loss 0.206, test 0.166
Epoch 17, step 468, loss 0.013, test 0.160
Epoch 17, step 469, loss 0.327, test 0.160
Epoch 17, step 470, loss 0.002, test 0.159
Epoch 17, step 471, loss 0.225, test 0.155
Epoch 17, step 472, loss 0.538, test 0.151
Epoch 17, step 473, loss 0.008, test 0.150
Epoch 17, step 474, loss 0.063, test 0.157
Epoch 17, step 475, loss 0.140, test 0.152
Epoch 17, step 476, loss 0.100, test 0.143
Epoch 17, step 477, loss 0.583, test 0.112
Epoch 17, step 478, loss 0.398, test 0.106
Epoch 17, step 479, loss 0.152, test 0.093
Epoch 17, step 480, loss 0.007, test 0.091
Epoch 17, step 481, loss 0.041, test 0.091
Epoch 17, step 482, loss 0.007, test 0.091
Epoch 17, step 483, loss 0.060, test 0.090
Epoch 17, step 484, loss 0.143, test 0.090
Epoch 17, step 485, loss 0.001, test 0.092
Epoch 17, step 486, loss 0.001, test 0.092
Epoch 17, step 487, loss 0.293, test 0.082
Epoch 17, step 488, loss 0.005, test 0.081
Epoch 17, step 489, loss 0.007, test 0.081
Epoch 17, step 490, loss 0.271, test 0.082
Epoch 17, step 491, loss 0.009, test 0.082
Epoch 17, step 492, loss 0.017, test 0.082
Epoch 17, step 493, loss 0.138, test 0.082
Epoch 17, step 494, loss 0.203, test 0.082
Epoch 17, step 495, loss 0.046, test 0.082
Epoch 17, step 496, loss 0.139, test 0.082
Epoch 17, step 497, loss 0.227, test 0.081
Epoch 17, step 498, loss 0.278, test 0.081
Epoch 17, step 499, loss 0.000, test 0.085
Epoch 17, step 500, loss 0.001, test 0.086
Epoch 17, step 501, loss 0.004, test 0.087
Epoch 17, step 502, loss 0.063, test 0.094
Epoch 17, step 503, loss 0.376, test 0.078
Epoch 17, step 504, loss 0.033, test 0.083
Epoch 17, step 505, loss 0.002, test 0.083
Epoch 17, step 506, loss 0.057, test 0.107
Epoch 17, step 507, loss 0.099, test 0.094
Epoch 17, step 508, loss 0.029, test 0.092
Epoch 17, step 509, loss 1.010, test 0.118
Epoch 17, step 510, loss 0.134, test 0.129
Epoch 17, step 511, loss 0.050, test 0.136
Epoch 17, step 512, loss 0.034, test 0.134
Epoch 17, step 513, loss 0.010, test 0.134
Epoch 17, step 514, loss 0.148, test 0.129
Epoch 17, step 515, loss 0.001, test 0.132
Epoch 17, step 516, loss 0.351, test 0.114
Epoch 17, step 517, loss 0.426, test 0.108
Epoch 17, step 518, loss 0.023, test 0.103
Epoch 17, step 519, loss 0.018, test 0.098
Epoch 17, step 520, loss 0.080, test 0.099
Epoch 17, step 521, loss 0.032, test 0.089
Epoch 17, step 522, loss 0.803, test 0.100
Epoch 17, step 523, loss 0.000, test 0.101
Epoch 17, step 524, loss 0.044, test 0.106
Epoch 17, step 525, loss 0.059, test 0.116
Epoch 17, step 526, loss 0.225, test 0.121
Epoch 17, step 527, loss 0.109, test 0.126
Epoch 17, step 528, loss 0.010, test 0.124
Epoch 17, step 529, loss 0.007, test 0.125
Epoch 17, step 530, loss 0.010, test 0.126

Epoch 17, step 531, loss 0.015, test 0.123
Epoch 17, step 532, loss 0.029, test 0.126
Epoch 17, step 533, loss 0.204, test 0.085
Epoch 17, step 534, loss 0.004, test 0.084
Epoch 17, step 535, loss 0.015, test 0.083
Epoch 17, step 536, loss 0.003, test 0.083
Epoch 17, step 537, loss 0.030, test 0.084
Epoch 17, step 538, loss 0.072, test 0.084
Epoch 17, step 539, loss 0.164, test 0.085
Epoch 17, step 540, loss 0.625, test 0.104
Epoch 17, step 541, loss 0.137, test 0.106
Epoch 17, step 542, loss 0.036, test 0.110
Epoch 17, step 543, loss 0.033, test 0.114
Epoch 17, step 544, loss 0.461, test 0.112
Epoch 17, step 545, loss 0.092, test 0.109
Epoch 17, step 546, loss 0.041, test 0.110
Epoch 17, step 547, loss 0.019, test 0.107
Epoch 17, step 548, loss 0.023, test 0.105
Epoch 17, step 549, loss 0.002, test 0.103
Epoch 17, step 550, loss 0.106, test 0.104
Epoch 17, step 551, loss 0.106, test 0.102
Epoch 17, step 552, loss 0.111, test 0.087
Epoch 17, step 553, loss 0.088, test 0.087
Epoch 17, step 554, loss 0.033, test 0.085
Epoch 17, step 555, loss 0.007, test 0.084
Epoch 17, step 556, loss 0.032, test 0.083
Epoch 17, step 557, loss 0.046, test 0.084
Epoch 17, step 558, loss 0.121, test 0.081
Epoch 17, step 559, loss 0.154, test 0.095
Epoch 17, step 560, loss 0.590, test 0.085
Epoch 17, step 561, loss 0.050, test 0.087
Epoch 17, step 562, loss 0.642, test 0.090
Epoch 17, step 563, loss 0.167, test 0.147
Epoch 17, step 564, loss 0.132, test 0.183
Epoch 17, step 565, loss 0.001, test 0.207
Epoch 17, step 566, loss 0.214, test 0.188
Epoch 17, step 567, loss 0.022, test 0.197
Epoch 17, step 568, loss 0.407, test 0.181
Epoch 17, step 569, loss 0.030, test 0.166
Epoch 17, step 570, loss 0.049, test 0.155
Epoch 17, step 571, loss 0.028, test 0.152
Epoch 17, step 572, loss 0.131, test 0.153
Epoch 17, step 573, loss 0.038, test 0.158
Epoch 17, step 574, loss 0.126, test 0.157
Epoch 17, step 575, loss 0.011, test 0.156
Epoch 17, step 576, loss 0.001, test 0.153
Epoch 17, step 577, loss 0.017, test 0.153
Epoch 17, step 578, loss 0.006, test 0.153
Epoch 17, step 579, loss 0.227, test 0.152
Epoch 17, step 580, loss 0.208, test 0.159
Epoch 17, step 581, loss 0.000, test 0.160
Epoch 17, step 582, loss 0.000, test 0.161
Epoch 17, step 583, loss 0.174, test 0.159
Epoch 17, step 584, loss 0.136, test 0.161
Epoch 17, step 585, loss 0.002, test 0.164
Epoch 17, step 586, loss 0.001, test 0.164
Epoch 17, step 587, loss 0.042, test 0.165
Epoch 17, step 588, loss 0.227, test 0.148
Epoch 17, step 589, loss 0.055, test 0.143
Epoch 17, step 590, loss 0.010, test 0.144
Epoch 17, step 591, loss 0.059, test 0.145
Epoch 17, step 592, loss 0.049, test 0.152
Epoch 17, step 593, loss 0.398, test 0.110
Epoch 17, step 594, loss 0.003, test 0.107
Epoch 17, step 595, loss 0.009, test 0.103
Epoch 17, step 596, loss 0.126, test 0.100
Epoch 17, step 597, loss 0.001, test 0.100
Epoch 17, step 598, loss 0.073, test 0.092
Epoch 17, step 599, loss 0.145, test 0.089
Epoch 17, step 600, loss 0.000, test 0.089
Epoch 17, step 601, loss 0.008, test 0.089
Epoch 17, step 602, loss 0.031, test 0.088
Epoch 17, step 603, loss 0.102, test 0.086
Epoch 17, step 604, loss 0.060, test 0.086
Epoch 17, step 605, loss 0.035, test 0.086
Epoch 17, step 606, loss 0.028, test 0.086
Epoch 17, step 607, loss 0.016, test 0.085
Epoch 17, step 608, loss 0.226, test 0.084
Epoch 17, step 609, loss 0.024, test 0.084
Epoch 17, step 610, loss 0.107, test 0.084
Epoch 17, step 611, loss 0.035, test 0.084
Epoch 17, step 612, loss 0.061, test 0.084
Epoch 17, step 613, loss 1.293, test 0.084
Epoch 17, step 614, loss 0.002, test 0.084
Epoch 17, step 615, loss 0.025, test 0.083
Epoch 17, step 616, loss 0.074, test 0.084
Epoch 17, step 617, loss 0.007, test 0.084
Epoch 17, step 618, loss 0.014, test 0.083
Epoch 17, step 619, loss 0.576, test 0.081
Epoch 17, step 620, loss 0.132, test 0.082
Epoch 17, step 621, loss 0.193, test 0.081
Epoch 17, step 622, loss 0.039, test 0.081
Epoch 17, step 623, loss 0.132, test 0.083
Epoch 17, step 624, loss 0.057, test 0.083
Epoch 17, step 625, loss 0.434, test 0.084
Epoch 17, step 626, loss 0.084, test 0.082
Epoch 17, step 627, loss 0.217, test 0.082
Epoch 17, step 628, loss 0.002, test 0.082
Epoch 17, step 629, loss 0.007, test 0.082
Epoch 17, step 630, loss 0.014, test 0.081
Epoch 17, step 631, loss 0.138, test 0.080
Epoch 17, step 632, loss 0.108, test 0.080
Epoch 17, step 633, loss 0.061, test 0.081
Epoch 17, step 634, loss 0.061, test 0.084
Epoch 17, step 635, loss 0.036, test 0.084
Epoch 17, step 636, loss 0.443, test 0.082
Epoch 17, step 637, loss 0.062, test 0.081
Epoch 17, step 638, loss 0.023, test 0.080
Epoch 17, step 639, loss 0.002, test 0.080
Epoch 17, step 640, loss 0.005, test 0.081
Epoch 17, step 641, loss 0.264, test 0.080
Epoch 17, step 642, loss 0.119, test 0.083
Epoch 17, step 643, loss 0.032, test 0.088
Epoch 17, step 644, loss 0.015, test 0.087
Epoch 17, step 645, loss 0.111, test 0.090
Epoch 17, step 646, loss 0.024, test 0.088
Epoch 17, step 647, loss 0.002, test 0.088
Epoch 17, step 648, loss 0.091, test 0.079
Epoch 17, step 649, loss 0.111, test 0.080
Epoch 17, step 650, loss 0.272, test 0.093
Epoch 17, step 651, loss 0.038, test 0.098
Epoch 17, step 652, loss 0.002, test 0.100
Epoch 17, step 653, loss 0.037, test 0.098
Epoch 17, step 654, loss 0.366, test 0.094
Epoch 17, step 655, loss 0.013, test 0.093
Epoch 17, step 656, loss 0.079, test 0.079
Epoch 17, step 657, loss 0.115, test 0.080
Epoch 17, step 658, loss 0.155, test 0.081
Epoch 17, step 659, loss 0.129, test 0.082
Epoch 17, step 660, loss 0.194, test 0.084
Epoch 17, step 661, loss 0.020, test 0.084
Epoch 17, step 662, loss 0.656, test 0.083
Epoch 17, step 663, loss 0.290, test 0.085
Epoch 17, step 664, loss 0.137, test 0.084
Epoch 17, step 665, loss 0.000, test 0.084
Epoch 17, step 666, loss 0.008, test 0.084
Epoch 17, step 667, loss 0.019, test 0.083
Epoch 17, step 668, loss 0.061, test 0.085
Epoch 17, step 669, loss 0.001, test 0.086
Epoch 17, step 670, loss 0.328, test 0.086
Epoch 17, step 671, loss 0.055, test 0.086
Epoch 17, step 672, loss 0.133, test 0.087
Epoch 17, step 673, loss 0.004, test 0.086
Epoch 17, step 674, loss 0.220, test 0.080
Epoch 17, step 675, loss 0.060, test 0.079
Epoch 17, step 676, loss 0.090, test 0.081
Epoch 17, step 677, loss 0.238, test 0.083
Epoch 17, step 678, loss 1.544, test 0.149
Epoch 17, step 679, loss 0.456, test 0.181
Epoch 17, step 680, loss 0.109, test 0.188
Epoch 17, step 681, loss 0.001, test 0.193
Epoch 17, step 682, loss 0.079, test 0.177
Epoch 17, step 683, loss 0.059, test 0.182
Epoch 17, step 684, loss 0.074, test 0.165
Epoch 17, step 685, loss 0.016, test 0.161
Epoch 17, step 686, loss 0.001, test 0.161
Epoch 17, step 687, loss 0.160, test 0.178
Epoch 17, step 688, loss 0.001, test 0.181
Epoch 17, step 689, loss 0.050, test 0.179
Epoch 17, step 690, loss 0.025, test 0.177
Epoch 17, step 691, loss 0.302, test 0.188
Epoch 17, step 692, loss 0.026, test 0.180
Epoch 17, step 693, loss 0.013, test 0.180
Epoch 17, step 694, loss 0.025, test 0.208
Epoch 17, step 695, loss 0.287, test 0.177
Epoch 17, step 696, loss 0.099, test 0.171
Epoch 17, step 697, loss 0.281, test 0.108
Epoch 17, step 698, loss 0.560, test 0.097
Epoch 17, step 699, loss 0.003, test 0.093
Epoch 17, step 700, loss 0.001, test 0.093
Epoch 17, step 701, loss 0.017, test 0.093
Epoch 17, step 702, loss 0.135, test 0.095
Epoch 17, step 703, loss 0.011, test 0.096
Epoch 17, step 704, loss 0.055, test 0.101
Epoch 17, step 705, loss 0.580, test 0.100
Epoch 17, step 706, loss 0.256, test 0.099
Epoch 17, step 707, loss 0.021, test 0.077
Epoch 17, step 708, loss 0.000, test 0.077
Epoch 17, step 709, loss 0.011, test 0.077
Epoch 17, step 710, loss 0.032, test 0.077
Epoch 17, step 711, loss 0.043, test 0.077
Epoch 17, step 712, loss 0.027, test 0.077
Epoch 17, step 713, loss 0.080, test 0.077
Epoch 17, step 714, loss 0.143, test 0.076
Epoch 17, step 715, loss 0.188, test 0.075
Epoch 17, step 716, loss 0.245, test 0.078
Epoch 17, step 717, loss 0.043, test 0.079
Epoch 17, step 718, loss 0.013, test 0.079
Epoch 17, step 719, loss 0.005, test 0.079
Epoch 17, step 720, loss 0.045, test 0.080
Epoch 17, step 721, loss 0.312, test 0.078
Epoch 17, step 722, loss 0.049, test 0.080
Epoch 17, step 723, loss 0.138, test 0.080
Epoch 17, step 724, loss 0.056, test 0.078
Epoch 17, step 725, loss 0.061, test 0.075
Epoch 17, step 726, loss 0.091, test 0.077
Epoch 17, step 727, loss 0.286, test 0.087
Epoch 17, step 728, loss 0.020, test 0.090
Epoch 17, step 729, loss 0.479, test 0.096
Epoch 17, step 730, loss 0.385, test 0.092
Epoch 17, step 731, loss 0.006, test 0.095
Epoch 17, step 732, loss 0.139, test 0.087
Epoch 17, step 733, loss 0.023, test 0.085
Epoch 17, step 734, loss 0.256, test 0.084
Epoch 17, step 735, loss 0.079, test 0.085
Epoch 17, step 736, loss 0.171, test 0.115
Epoch 17, step 737, loss 0.013, test 0.113
Epoch 17, step 738, loss 0.036, test 0.114
Epoch 17, step 739, loss 0.061, test 0.110
Epoch 17, step 740, loss 0.096, test 0.098
Epoch 17, step 741, loss 0.001, test 0.096
Epoch 17, step 742, loss 0.007, test 0.094
Epoch 17, step 743, loss 0.004, test 0.095
Epoch 17, step 744, loss 0.001, test 0.095
Epoch 17, step 745, loss 0.218, test 0.100
Epoch 17, step 746, loss 0.036, test 0.102
Epoch 17, step 747, loss 0.056, test 0.101
Epoch 17, step 748, loss 0.034, test 0.085
Epoch 17, step 749, loss 0.047, test 0.084
Epoch 17, step 750, loss 0.235, test 0.082
Epoch 17, step 751, loss 0.086, test 0.080
Epoch 17, step 752, loss 0.243, test 0.082
Epoch 17, step 753, loss 0.237, test 0.085
Epoch 17, step 754, loss 0.175, test 0.085
Epoch 17, step 755, loss 0.039, test 0.085
Epoch 17, step 756, loss 0.115, test 0.086
Epoch 17, step 757, loss 0.004, test 0.087
Epoch 17, step 758, loss 0.013, test 0.086
Epoch 17, step 759, loss 0.075, test 0.086
Epoch 17, step 760, loss 0.009, test 0.086
Epoch 17, step 761, loss 0.027, test 0.086
Epoch 17, step 762, loss 0.045, test 0.087
Epoch 17, step 763, loss 0.007, test 0.087
Epoch 17, step 764, loss 0.286, test 0.088
Epoch 17, step 765, loss 0.092, test 0.087
Epoch 17, step 766, loss 0.000, test 0.087
Epoch 17, step 767, loss 0.001, test 0.087
Epoch 17, step 768, loss 0.012, test 0.086
Epoch 17, step 769, loss 0.193, test 0.086
Epoch 17, step 770, loss 0.102, test 0.086
Epoch 17, step 771, loss 0.012, test 0.088
Epoch 17, step 772, loss 0.001, test 0.088
Epoch 17, step 773, loss 0.200, test 0.087
Epoch 17, step 774, loss 0.004, test 0.085
Epoch 17, step 775, loss 1.210, test 0.084
Epoch 17, step 776, loss 0.048, test 0.087
Epoch 17, step 777, loss 0.032, test 0.088
Epoch 17, step 778, loss 0.096, test 0.084
Epoch 17, step 779, loss 0.033, test 0.084
Epoch 17, step 780, loss 0.028, test 0.083
Epoch 17, step 781, loss 0.263, test 0.080
Epoch 17, step 782, loss 0.002, test 0.080
Epoch 17, step 783, loss 0.036, test 0.077
Epoch 17, step 784, loss 0.027, test 0.075
Epoch 17, step 785, loss 0.213, test 0.076
Epoch 17, step 786, loss 0.010, test 0.077
Epoch 17, step 787, loss 0.072, test 0.077
Epoch 17, step 788, loss 0.001, test 0.077
Epoch 17, step 789, loss 0.343, test 0.080
Epoch 17, step 790, loss 0.049, test 0.084
Epoch 17, step 791, loss 0.006, test 0.086
Epoch 17, step 792, loss 0.579, test 0.073
Epoch 17, step 793, loss 0.049, test 0.074
Epoch 17, step 794, loss 0.000, test 0.075
Epoch 17, step 795, loss 0.125, test 0.075
Epoch 17, step 796, loss 0.132, test 0.076
Epoch 17, step 797, loss 0.133, test 0.076
Epoch 17, step 798, loss 0.183, test 0.076
Epoch 17, step 799, loss 0.004, test 0.076
Epoch 17, step 800, loss 0.136, test 0.075
Epoch 17, step 801, loss 0.079, test 0.076
Epoch 17, step 802, loss 0.027, test 0.075
Epoch 17, step 803, loss 1.072, test 0.075
Epoch 17, step 804, loss 0.000, test 0.075
Epoch 17, step 805, loss 0.141, test 0.076
Epoch 17, step 806, loss 0.041, test 0.076
Epoch 17, step 807, loss 0.009, test 0.076
Epoch 17, step 808, loss 0.003, test 0.077
Epoch 17, step 809, loss 0.746, test 0.076
Epoch 17, step 810, loss 0.072, test 0.076
Epoch 17, step 811, loss 0.016, test 0.075
Epoch 17, step 812, loss 0.005, test 0.075
Epoch 17, step 813, loss 0.034, test 0.075
Epoch 17, step 814, loss 0.007, test 0.075
Epoch 17, step 815, loss 0.244, test 0.075
Epoch 17, step 816, loss 0.009, test 0.076
Epoch 17, step 817, loss 0.003, test 0.077
Epoch 17, step 818, loss 0.168, test 0.075
Epoch 17, step 819, loss 0.174, test 0.151
Epoch 17, step 820, loss 0.138, test 0.140
Epoch 17, step 821, loss 0.009, test 0.149
Epoch 17, step 822, loss 0.052, test 0.159
Epoch 17, step 823, loss 0.152, test 0.122
Epoch 17, step 824, loss 0.037, test 0.130
Epoch 17, step 825, loss 0.373, test 0.181
Epoch 17, step 826, loss 0.000, test 0.191
Epoch 17, step 827, loss 0.184, test 0.192
Epoch 17, step 828, loss 0.005, test 0.177
Epoch 17, step 829, loss 0.038, test 0.177
Epoch 17, step 830, loss 0.183, test 0.172
Epoch 17, step 831, loss 0.207, test 0.119
Epoch 17, step 832, loss 0.311, test 0.107
Epoch 17, step 833, loss 0.289, test 0.098
Epoch 17, step 834, loss 0.131, test 0.089
Epoch 17, step 835, loss 0.013, test 0.087
Epoch 17, step 836, loss 0.016, test 0.085
Epoch 17, step 837, loss 0.072, test 0.079
Epoch 17, step 838, loss 0.295, test 0.082
Epoch 17, step 839, loss 0.012, test 0.082
Epoch 17, step 840, loss 0.240, test 0.076
Epoch 17, step 841, loss 0.024, test 0.074
Epoch 17, step 842, loss 0.015, test 0.075
Epoch 17, step 843, loss 0.084, test 0.071
Epoch 17, step 844, loss 0.086, test 0.074
Epoch 17, step 845, loss 0.071, test 0.075
Epoch 17, step 846, loss 0.043, test 0.077
Epoch 17, step 847, loss 0.083, test 0.079
Epoch 17, step 848, loss 0.109, test 0.076
Epoch 17, step 849, loss 0.234, test 0.070
Epoch 17, step 850, loss 0.043, test 0.071
Epoch 17, step 851, loss 0.509, test 0.073
Epoch 17, step 852, loss 0.797, test 0.073
Epoch 17, step 853, loss 0.000, test 0.074
Epoch 17, step 854, loss 0.022, test 0.074
Epoch 17, step 855, loss 0.058, test 0.077
Epoch 17, step 856, loss 0.004, test 0.078
Epoch 17, step 857, loss 0.097, test 0.079
Epoch 17, step 858, loss 0.112, test 0.079
Epoch 17, step 859, loss 0.099, test 0.078
Epoch 17, step 860, loss 0.630, test 0.078
Epoch 17, step 861, loss 0.055, test 0.078
Epoch 17, step 862, loss 0.052, test 0.078
Epoch 17, step 863, loss 0.008, test 0.080
Epoch 17, step 864, loss 0.019, test 0.080
Epoch 17, step 865, loss 0.000, test 0.080
Epoch 17, step 866, loss 0.108, test 0.081
Epoch 17, step 867, loss 0.056, test 0.090
Epoch 17, step 868, loss 0.002, test 0.092
Epoch 17, step 869, loss 0.003, test 0.093
Epoch 17, step 870, loss 0.166, test 0.094
Epoch 17, step 871, loss 0.214, test 0.087
Epoch 17, step 872, loss 0.126, test 0.085
Epoch 17, step 873, loss 0.137, test 0.084
Epoch 17, step 874, loss 1.447, test 0.094
Epoch 17, step 875, loss 0.284, test 0.100
Epoch 17, step 876, loss 0.075, test 0.102
Epoch 17, step 877, loss 0.049, test 0.110
Epoch 17, step 878, loss 0.110, test 0.104
Epoch 17, step 879, loss 0.011, test 0.101
Epoch 17, step 880, loss 0.003, test 0.101
Epoch 17, step 881, loss 0.192, test 0.093
Epoch 17, step 882, loss 0.361, test 0.083
Epoch 17, step 883, loss 0.282, test 0.083
Epoch 17, step 884, loss 0.290, test 0.087
Epoch 17, step 885, loss 0.267, test 0.073
Epoch 17, step 886, loss 0.000, test 0.072
Epoch 17, step 887, loss 0.042, test 0.073
Epoch 17, step 888, loss 0.111, test 0.084
Epoch 17, step 889, loss 0.008, test 0.090
Epoch 17, step 890, loss 0.004, test 0.092
Epoch 17, step 891, loss 0.003, test 0.093
Epoch 17, step 892, loss 0.012, test 0.094
Epoch 17, step 893, loss 0.006, test 0.092
Epoch 17, step 894, loss 0.029, test 0.093
Epoch 17, step 895, loss 0.187, test 0.077
Epoch 17, step 896, loss 0.202, test 0.074
Epoch 17, step 897, loss 0.021, test 0.074
Epoch 17, step 898, loss 0.078, test 0.073
Epoch 17, step 899, loss 0.106, test 0.075
Epoch 17, step 900, loss 0.051, test 0.076
Epoch 17, step 901, loss 0.112, test 0.082
Epoch 17, step 902, loss 0.256, test 0.081
Epoch 17, step 903, loss 0.058, test 0.082
Epoch 17, step 904, loss 0.206, test 0.076
Epoch 17, step 905, loss 0.001, test 0.075
Epoch 17, step 906, loss 0.000, test 0.074
Epoch 17, step 907, loss 0.050, test 0.075
Epoch 17, step 908, loss 0.013, test 0.075
Epoch 17, step 909, loss 0.427, test 0.098
Epoch 17, step 910, loss 0.027, test 0.112
Epoch 17, step 911, loss 0.002, test 0.120
Epoch 17, step 912, loss 0.022, test 0.121
Epoch 17, step 913, loss 0.235, test 0.117
Epoch 17, step 914, loss 0.153, test 0.119
Epoch 17, step 915, loss 0.063, test 0.112
Epoch 17, step 916, loss 0.418, test 0.095
Epoch 17, step 917, loss 0.146, test 0.096
Epoch 17, step 918, loss 0.260, test 0.106
Epoch 17, step 919, loss 0.005, test 0.111
Epoch 17, step 920, loss 0.007, test 0.112
Epoch 17, step 921, loss 0.143, test 0.124
Epoch 17, step 922, loss 0.096, test 0.129
Epoch 17, step 923, loss 0.041, test 0.132
Epoch 17, step 924, loss 0.020, test 0.132
Epoch 17, step 925, loss 0.038, test 0.132
Epoch 17, step 926, loss 0.097, test 0.119
Epoch 17, step 927, loss 0.224, test 0.110
Epoch 17, step 928, loss 0.017, test 0.140
Epoch 17, step 929, loss 0.052, test 0.138
Epoch 17, step 930, loss 0.048, test 0.157
Epoch 17, step 931, loss 0.609, test 0.153
Epoch 17, step 932, loss 0.002, test 0.154
Epoch 17, step 933, loss 0.216, test 0.152
Epoch 17, step 934, loss 0.017, test 0.134
Epoch 17, step 935, loss 0.297, test 0.125
Epoch 17, step 936, loss 0.001, test 0.123
Epoch 17, step 937, loss 0.336, test 0.119
Epoch 17, step 938, loss 0.666, test 0.100
Epoch 17, step 939, loss 0.116, test 0.093
Epoch 17, step 940, loss 0.087, test 0.084
Epoch 17, step 941, loss 0.172, test 0.080
Epoch 17, step 942, loss 0.012, test 0.079
Epoch 17, step 943, loss 0.167, test 0.079
Epoch 17, step 944, loss 0.061, test 0.078
Epoch 17, step 945, loss 0.142, test 0.077
Epoch 17, step 946, loss 0.036, test 0.077
Epoch 17, step 947, loss 0.001, test 0.077
Epoch 17, step 948, loss 0.525, test 0.081
Epoch 17, step 949, loss 0.037, test 0.086
Epoch 17, step 950, loss 0.254, test 0.086
Epoch 17, step 951, loss 0.083, test 0.082
Epoch 17, step 952, loss 0.253, test 0.086
Epoch 17, step 953, loss 0.170, test 0.086
Epoch 17, step 954, loss 0.003, test 0.086
Epoch 17, step 955, loss 0.180, test 0.085
Epoch 17, step 956, loss 0.545, test 0.099
Epoch 17, step 957, loss 0.083, test 0.117
Epoch 17, step 958, loss 0.151, test 0.115
Epoch 17, step 959, loss 0.003, test 0.119
Epoch 17, step 960, loss 0.082, test 0.134
Epoch 17, step 961, loss 0.013, test 0.136
Epoch 17, step 962, loss 0.001, test 0.139
Epoch 17, step 963, loss 0.022, test 0.143
Epoch 17, step 964, loss 0.314, test 0.083
Epoch 17, step 965, loss 0.152, test 0.077
Epoch 17, step 966, loss 0.182, test 0.077
Epoch 17, step 967, loss 0.193, test 0.080
Epoch 17, step 968, loss 0.191, test 0.081
Epoch 17, step 969, loss 0.047, test 0.080
Epoch 17, step 970, loss 0.002, test 0.079
Epoch 17, step 971, loss 0.023, test 0.078
Epoch 17, step 972, loss 0.321, test 0.080
Epoch 17, step 973, loss 0.013, test 0.080
Epoch 17, step 974, loss 0.090, test 0.079
Epoch 17, step 975, loss 0.104, test 0.079
Epoch 17, step 976, loss 0.051, test 0.075
Epoch 17, step 977, loss 0.091, test 0.074
Epoch 17, step 978, loss 0.016, test 0.074
Epoch 17, step 979, loss 0.000, test 0.074
Epoch 17, step 980, loss 0.601, test 0.154
Epoch 17, step 981, loss 0.573, test 0.172
Epoch 17, step 982, loss 0.045, test 0.191
Epoch 17, step 983, loss 0.003, test 0.197
Epoch 17, step 984, loss 0.688, test 0.104
Epoch 17, step 985, loss 0.150, test 0.099
Epoch 17, step 986, loss 0.589, test 0.099
Epoch 17, step 987, loss 0.191, test 0.099
Epoch 17, step 988, loss 0.014, test 0.099
Epoch 17, step 989, loss 0.069, test 0.107
Epoch 17, step 990, loss 0.145, test 0.108
Epoch 17, step 991, loss 0.001, test 0.108
Epoch 17, step 992, loss 0.005, test 0.106
Epoch 17, step 993, loss 0.093, test 0.111
Epoch 17, step 994, loss 0.286, test 0.119
Epoch 17, step 995, loss 0.015, test 0.121
Epoch 17, step 996, loss 0.039, test 0.116
Epoch 17, step 997, loss 0.085, test 0.111
Epoch 17, step 998, loss 0.019, test 0.112
Epoch 17, step 999, loss 0.001, test 0.111
Epoch 18, step 0, loss 0.281, test 0.129
Epoch 18, step 1, loss 0.000, test 0.133
Epoch 18, step 2, loss 0.014, test 0.135
Epoch 18, step 3, loss 0.002, test 0.137
Epoch 18, step 4, loss 0.000, test 0.137
Epoch 18, step 5, loss 0.300, test 0.114
Epoch 18, step 6, loss 0.001, test 0.111
Epoch 18, step 7, loss 0.201, test 0.118
Epoch 18, step 8, loss 0.098, test 0.114
Epoch 18, step 9, loss 0.897, test 0.361
Epoch 18, step 10, loss 0.094, test 0.494
Epoch 18, step 11, loss 0.038, test 0.539
Epoch 18, step 12, loss 0.029, test 0.586
Epoch 18, step 13, loss 0.002, test 0.595
Epoch 18, step 14, loss 0.645, test 0.475
Epoch 18, step 15, loss 0.105, test 0.425
Epoch 18, step 16, loss 0.278, test 0.343
Epoch 18, step 17, loss 0.428, test 0.312
Epoch 18, step 18, loss 0.406, test 0.290
Epoch 18, step 19, loss 0.118, test 0.265
Epoch 18, step 20, loss 0.346, test 0.267
Epoch 18, step 21, loss 0.042, test 0.268
Epoch 18, step 22, loss 0.027, test 0.266
Epoch 18, step 23, loss 0.001, test 0.266
Epoch 18, step 24, loss 0.167, test 0.244
Epoch 18, step 25, loss 0.203, test 0.264
Epoch 18, step 26, loss 0.724, test 0.089
Epoch 18, step 27, loss 0.147, test 0.077
Epoch 18, step 28, loss 0.449, test 0.075
Epoch 18, step 29, loss 0.324, test 0.073
Epoch 18, step 30, loss 0.080, test 0.073
Epoch 18, step 31, loss 0.678, test 0.075
Epoch 18, step 32, loss 0.349, test 0.098
Epoch 18, step 33, loss 0.006, test 0.106
Epoch 18, step 34, loss 0.022, test 0.113
Epoch 18, step 35, loss 0.010, test 0.115
Epoch 18, step 36, loss 0.078, test 0.112
Epoch 18, step 37, loss 0.011, test 0.113
Epoch 18, step 38, loss 0.001, test 0.114
Epoch 18, step 39, loss 0.175, test 0.120
Epoch 18, step 40, loss 0.761, test 0.100
Epoch 18, step 41, loss 0.413, test 0.100
Epoch 18, step 42, loss 0.589, test 0.079
Epoch 18, step 43, loss 0.082, test 0.078
Epoch 18, step 44, loss 0.182, test 0.080
Epoch 18, step 45, loss 0.010, test 0.078
Epoch 18, step 46, loss 0.147, test 0.077
Epoch 18, step 47, loss 0.831, test 0.077
Epoch 18, step 48, loss 0.670, test 0.074
Epoch 18, step 49, loss 1.538, test 0.083
Epoch 18, step 50, loss 0.073, test 0.098
Epoch 18, step 51, loss 0.003, test 0.103
Epoch 18, step 52, loss 0.010, test 0.105
Epoch 18, step 53, loss 0.067, test 0.105
Epoch 18, step 54, loss 0.149, test 0.111
Epoch 18, step 55, loss 0.088, test 0.109
Epoch 18, step 56, loss 0.002, test 0.111
Epoch 18, step 57, loss 0.015, test 0.113
Epoch 18, step 58, loss 0.007, test 0.111
Epoch 18, step 59, loss 0.000, test 0.111
Epoch 18, step 60, loss 0.080, test 0.108
Epoch 18, step 61, loss 0.048, test 0.092
Epoch 18, step 62, loss 0.074, test 0.106
Epoch 18, step 63, loss 0.001, test 0.108
Epoch 18, step 64, loss 0.132, test 0.096
Epoch 18, step 65, loss 0.270, test 0.098
Epoch 18, step 66, loss 0.538, test 0.089
Epoch 18, step 67, loss 0.310, test 0.093
Epoch 18, step 68, loss 0.214, test 0.092
Epoch 18, step 69, loss 0.389, test 0.083
Epoch 18, step 70, loss 0.065, test 0.082
Epoch 18, step 71, loss 0.002, test 0.082
Epoch 18, step 72, loss 0.558, test 0.081
Epoch 18, step 73, loss 0.113, test 0.095
Epoch 18, step 74, loss 0.002, test 0.098
Epoch 18, step 75, loss 0.004, test 0.097
Epoch 18, step 76, loss 0.001, test 0.097
Epoch 18, step 77, loss 0.127, test 0.092
Epoch 18, step 78, loss 0.006, test 0.091
Epoch 18, step 79, loss 0.243, test 0.090
Epoch 18, step 80, loss 0.321, test 0.093
Epoch 18, step 81, loss 0.001, test 0.092
Epoch 18, step 82, loss 0.001, test 0.092
Epoch 18, step 83, loss 0.000, test 0.092
Epoch 18, step 84, loss 0.344, test 0.091
Epoch 18, step 85, loss 0.007, test 0.090
Epoch 18, step 86, loss 0.050, test 0.089
Epoch 18, step 87, loss 0.000, test 0.089
Epoch 18, step 88, loss 0.010, test 0.089
Epoch 18, step 89, loss 0.049, test 0.089
Epoch 18, step 90, loss 0.023, test 0.088
Epoch 18, step 91, loss 0.042, test 0.087
Epoch 18, step 92, loss 0.027, test 0.087
Epoch 18, step 93, loss 0.156, test 0.083
Epoch 18, step 94, loss 0.011, test 0.083
Epoch 18, step 95, loss 0.205, test 0.085
Epoch 18, step 96, loss 0.095, test 0.092
Epoch 18, step 97, loss 0.051, test 0.095
Epoch 18, step 98, loss 0.134, test 0.132
Epoch 18, step 99, loss 0.011, test 0.140
Epoch 18, step 100, loss 0.013, test 0.146
Epoch 18, step 101, loss 1.234, test 0.290
Epoch 18, step 102, loss 1.106, test 0.255
Epoch 18, step 103, loss 0.027, test 0.284
Epoch 18, step 104, loss 0.203, test 0.268
Epoch 18, step 105, loss 0.038, test 0.266
Epoch 18, step 106, loss 0.018, test 0.288
Epoch 18, step 107, loss 0.002, test 0.283
Epoch 18, step 108, loss 0.004, test 0.281
Epoch 18, step 109, loss 0.047, test 0.279
Epoch 18, step 110, loss 0.007, test 0.286
Epoch 18, step 111, loss 0.207, test 0.272
Epoch 18, step 112, loss 0.155, test 0.294
Epoch 18, step 113, loss 0.008, test 0.283
Epoch 18, step 114, loss 0.000, test 0.284
Epoch 18, step 115, loss 0.186, test 0.258
Epoch 18, step 116, loss 0.110, test 0.171
Epoch 18, step 117, loss 0.082, test 0.156
Epoch 18, step 118, loss 0.003, test 0.139

Epoch 18, step 119, loss 0.146, test 0.132
Epoch 18, step 120, loss 0.158, test 0.126
Epoch 18, step 121, loss 0.002, test 0.124
Epoch 18, step 122, loss 0.034, test 0.120
Epoch 18, step 123, loss 0.053, test 0.111
Epoch 18, step 124, loss 0.042, test 0.113
Epoch 18, step 125, loss 0.069, test 0.112
Epoch 18, step 126, loss 0.018, test 0.111
Epoch 18, step 127, loss 0.286, test 0.111
Epoch 18, step 128, loss 0.139, test 0.128
Epoch 18, step 129, loss 0.012, test 0.137
Epoch 18, step 130, loss 0.050, test 0.131
Epoch 18, step 131, loss 0.000, test 0.132
Epoch 18, step 132, loss 0.166, test 0.115
Epoch 18, step 133, loss 0.147, test 0.110
Epoch 18, step 134, loss 0.209, test 0.113
Epoch 18, step 135, loss 0.166, test 0.113
Epoch 18, step 136, loss 0.039, test 0.113
Epoch 18, step 137, loss 0.002, test 0.112
Epoch 18, step 138, loss 0.006, test 0.112
Epoch 18, step 139, loss 0.014, test 0.106
Epoch 18, step 140, loss 0.368, test 0.106
Epoch 18, step 141, loss 0.132, test 0.107
Epoch 18, step 142, loss 0.026, test 0.107
Epoch 18, step 143, loss 0.432, test 0.112
Epoch 18, step 144, loss 0.223, test 0.114
Epoch 18, step 145, loss 0.005, test 0.115
Epoch 18, step 146, loss 0.043, test 0.108
Epoch 18, step 147, loss 0.042, test 0.108
Epoch 18, step 148, loss 0.118, test 0.108
Epoch 18, step 149, loss 0.007, test 0.110
Epoch 18, step 150, loss 0.123, test 0.105
Epoch 18, step 151, loss 0.116, test 0.104
Epoch 18, step 152, loss 0.016, test 0.105
Epoch 18, step 153, loss 0.002, test 0.109
Epoch 18, step 154, loss 0.001, test 0.110
Epoch 18, step 155, loss 0.122, test 0.118
Epoch 18, step 156, loss 0.001, test 0.119
Epoch 18, step 157, loss 0.064, test 0.117
Epoch 18, step 158, loss 0.008, test 0.116
Epoch 18, step 159, loss 0.033, test 0.117
Epoch 18, step 160, loss 0.031, test 0.118
Epoch 18, step 161, loss 0.061, test 0.119
Epoch 18, step 162, loss 0.013, test 0.117
Epoch 18, step 163, loss 0.144, test 0.119
Epoch 18, step 164, loss 0.003, test 0.115
Epoch 18, step 165, loss 0.227, test 0.112
Epoch 18, step 166, loss 0.086, test 0.105
Epoch 18, step 167, loss 0.037, test 0.106
Epoch 18, step 168, loss 0.298, test 0.105
Epoch 18, step 169, loss 0.000, test 0.105
Epoch 18, step 170, loss 0.005, test 0.105
Epoch 18, step 171, loss 0.081, test 0.106
Epoch 18, step 172, loss 0.003, test 0.106
Epoch 18, step 173, loss 0.025, test 0.111
Epoch 18, step 174, loss 0.165, test 0.113
Epoch 18, step 175, loss 0.059, test 0.117
Epoch 18, step 176, loss 0.027, test 0.127
Epoch 18, step 177, loss 0.297, test 0.139
Epoch 18, step 178, loss 0.335, test 0.117
Epoch 18, step 179, loss 0.036, test 0.115
Epoch 18, step 180, loss 0.001, test 0.114
Epoch 18, step 181, loss 0.062, test 0.114
Epoch 18, step 182, loss 0.020, test 0.116
Epoch 18, step 183, loss 0.309, test 0.109
Epoch 18, step 184, loss 0.006, test 0.112
Epoch 18, step 185, loss 0.019, test 0.115
Epoch 18, step 186, loss 0.079, test 0.118
Epoch 18, step 187, loss 0.072, test 0.119
Epoch 18, step 188, loss 0.459, test 0.127
Epoch 18, step 189, loss 0.105, test 0.128
Epoch 18, step 190, loss 0.658, test 0.119
Epoch 18, step 191, loss 0.052, test 0.117
Epoch 18, step 192, loss 0.059, test 0.115
Epoch 18, step 193, loss 0.021, test 0.113
Epoch 18, step 194, loss 0.048, test 0.112
Epoch 18, step 195, loss 0.006, test 0.111
Epoch 18, step 196, loss 0.000, test 0.111
Epoch 18, step 197, loss 0.054, test 0.129
Epoch 18, step 198, loss 0.031, test 0.140
Epoch 18, step 199, loss 0.048, test 0.139
Epoch 18, step 200, loss 0.052, test 0.144
Epoch 18, step 201, loss 0.052, test 0.146
Epoch 18, step 202, loss 0.130, test 0.123
Epoch 18, step 203, loss 0.049, test 0.122
Epoch 18, step 204, loss 0.140, test 0.116
Epoch 18, step 205, loss 0.112, test 0.119
Epoch 18, step 206, loss 0.077, test 0.120
Epoch 18, step 207, loss 0.230, test 0.093
Epoch 18, step 208, loss 1.281, test 0.098
Epoch 18, step 209, loss 0.064, test 0.099
Epoch 18, step 210, loss 0.348, test 0.095
Epoch 18, step 211, loss 0.152, test 0.095
Epoch 18, step 212, loss 1.180, test 0.120
Epoch 18, step 213, loss 0.084, test 0.125
Epoch 18, step 214, loss 0.000, test 0.128
Epoch 18, step 215, loss 0.227, test 0.135
Epoch 18, step 216, loss 0.223, test 0.126
Epoch 18, step 217, loss 0.000, test 0.128
Epoch 18, step 218, loss 0.006, test 0.129
Epoch 18, step 219, loss 0.201, test 0.128
Epoch 18, step 220, loss 0.062, test 0.128
Epoch 18, step 221, loss 0.031, test 0.130
Epoch 18, step 222, loss 0.720, test 0.157
Epoch 18, step 223, loss 0.004, test 0.161
Epoch 18, step 224, loss 0.084, test 0.186
Epoch 18, step 225, loss 0.032, test 0.189
Epoch 18, step 226, loss 0.033, test 0.171
Epoch 18, step 227, loss 0.011, test 0.152
Epoch 18, step 228, loss 0.045, test 0.148
Epoch 18, step 229, loss 0.130, test 0.145
Epoch 18, step 230, loss 0.141, test 0.126
Epoch 18, step 231, loss 0.061, test 0.125
Epoch 18, step 232, loss 0.281, test 0.106
Epoch 18, step 233, loss 0.066, test 0.104
Epoch 18, step 234, loss 0.070, test 0.101
Epoch 18, step 235, loss 0.174, test 0.100
Epoch 18, step 236, loss 0.226, test 0.102
Epoch 18, step 237, loss 0.015, test 0.102
Epoch 18, step 238, loss 0.017, test 0.103
Epoch 18, step 239, loss 0.127, test 0.103
Epoch 18, step 240, loss 0.135, test 0.104
Epoch 18, step 241, loss 0.255, test 0.104
Epoch 18, step 242, loss 0.016, test 0.104
Epoch 18, step 243, loss 0.091, test 0.106
Epoch 18, step 244, loss 0.100, test 0.102
Epoch 18, step 245, loss 0.125, test 0.096
Epoch 18, step 246, loss 0.008, test 0.095
Epoch 18, step 247, loss 0.027, test 0.095
Epoch 18, step 248, loss 0.000, test 0.094
Epoch 18, step 249, loss 0.053, test 0.095
Epoch 18, step 250, loss 0.048, test 0.094
Epoch 18, step 251, loss 0.055, test 0.094
Epoch 18, step 252, loss 0.002, test 0.094
Epoch 18, step 253, loss 0.005, test 0.094
Epoch 18, step 254, loss 0.002, test 0.094
Epoch 18, step 255, loss 0.000, test 0.094
Epoch 18, step 256, loss 0.083, test 0.100
Epoch 18, step 257, loss 0.001, test 0.101
Epoch 18, step 258, loss 0.614, test 0.099
Epoch 18, step 259, loss 1.515, test 0.119
Epoch 18, step 260, loss 0.107, test 0.125
Epoch 18, step 261, loss 0.127, test 0.125
Epoch 18, step 262, loss 0.602, test 0.131
Epoch 18, step 263, loss 0.001, test 0.133
Epoch 18, step 264, loss 0.715, test 0.087
Epoch 18, step 265, loss 0.059, test 0.089
Epoch 18, step 266, loss 0.066, test 0.095
Epoch 18, step 267, loss 0.034, test 0.098
Epoch 18, step 268, loss 0.002, test 0.099
Epoch 18, step 269, loss 0.000, test 0.100
Epoch 18, step 270, loss 0.387, test 0.098
Epoch 18, step 271, loss 0.143, test 0.098
Epoch 18, step 272, loss 0.010, test 0.098
Epoch 18, step 273, loss 0.022, test 0.098
Epoch 18, step 274, loss 0.046, test 0.124
Epoch 18, step 275, loss 0.006, test 0.131
Epoch 18, step 276, loss 0.317, test 0.143
Epoch 18, step 277, loss 0.159, test 0.119
Epoch 18, step 278, loss 0.020, test 0.118
Epoch 18, step 279, loss 0.209, test 0.114
Epoch 18, step 280, loss 0.433, test 0.115
Epoch 18, step 281, loss 0.012, test 0.114
Epoch 18, step 282, loss 0.130, test 0.112
Epoch 18, step 283, loss 0.028, test 0.112
Epoch 18, step 284, loss 0.409, test 0.112
Epoch 18, step 285, loss 0.039, test 0.113
Epoch 18, step 286, loss 0.003, test 0.113
Epoch 18, step 287, loss 0.153, test 0.122
Epoch 18, step 288, loss 0.004, test 0.123
Epoch 18, step 289, loss 0.147, test 0.128
Epoch 18, step 290, loss 0.056, test 0.105
Epoch 18, step 291, loss 0.309, test 0.108
Epoch 18, step 292, loss 0.149, test 0.107
Epoch 18, step 293, loss 0.136, test 0.109
Epoch 18, step 294, loss 0.127, test 0.108
Epoch 18, step 295, loss 0.043, test 0.109
Epoch 18, step 296, loss 0.313, test 0.113
Epoch 18, step 297, loss 0.380, test 0.118
Epoch 18, step 298, loss 0.164, test 0.118
Epoch 18, step 299, loss 0.054, test 0.123
Epoch 18, step 300, loss 0.002, test 0.125
Epoch 18, step 301, loss 0.032, test 0.121
Epoch 18, step 302, loss 0.144, test 0.123
Epoch 18, step 303, loss 0.529, test 0.137
Epoch 18, step 304, loss 0.073, test 0.126
Epoch 18, step 305, loss 0.084, test 0.124
Epoch 18, step 306, loss 0.343, test 0.127
Epoch 18, step 307, loss 0.208, test 0.125
Epoch 18, step 308, loss 0.067, test 0.126
Epoch 18, step 309, loss 0.175, test 0.174
Epoch 18, step 310, loss 0.011, test 0.184
Epoch 18, step 311, loss 0.000, test 0.189
Epoch 18, step 312, loss 0.087, test 0.176
Epoch 18, step 313, loss 0.002, test 0.174
Epoch 18, step 314, loss 0.021, test 0.175
Epoch 18, step 315, loss 0.019, test 0.177
Epoch 18, step 316, loss 0.073, test 0.198
Epoch 18, step 317, loss 0.060, test 0.200
Epoch 18, step 318, loss 0.070, test 0.194
Epoch 18, step 319, loss 0.100, test 0.198
Epoch 18, step 320, loss 0.097, test 0.195
Epoch 18, step 321, loss 0.020, test 0.195
Epoch 18, step 322, loss 0.084, test 0.191
Epoch 18, step 323, loss 0.000, test 0.190
Epoch 18, step 324, loss 0.050, test 0.185
Epoch 18, step 325, loss 0.540, test 0.173
Epoch 18, step 326, loss 0.007, test 0.167
Epoch 18, step 327, loss 0.077, test 0.166
Epoch 18, step 328, loss 0.121, test 0.151
Epoch 18, step 329, loss 0.831, test 0.164
Epoch 18, step 330, loss 0.000, test 0.166
Epoch 18, step 331, loss 0.171, test 0.168
Epoch 18, step 332, loss 0.008, test 0.159
Epoch 18, step 333, loss 0.015, test 0.138
Epoch 18, step 334, loss 0.000, test 0.134
Epoch 18, step 335, loss 0.278, test 0.137
Epoch 18, step 336, loss 0.453, test 0.105
Epoch 18, step 337, loss 0.136, test 0.112
Epoch 18, step 338, loss 0.016, test 0.112
Epoch 18, step 339, loss 0.200, test 0.078
Epoch 18, step 340, loss 0.007, test 0.077
Epoch 18, step 341, loss 0.145, test 0.102
Epoch 18, step 342, loss 0.282, test 0.099
Epoch 18, step 343, loss 0.848, test 0.091
Epoch 18, step 344, loss 0.001, test 0.089
Epoch 18, step 345, loss 0.009, test 0.089
Epoch 18, step 346, loss 0.080, test 0.089
Epoch 18, step 347, loss 0.009, test 0.089
Epoch 18, step 348, loss 0.243, test 0.086
Epoch 18, step 349, loss 0.285, test 0.083
Epoch 18, step 350, loss 0.025, test 0.082
Epoch 18, step 351, loss 0.119, test 0.080
Epoch 18, step 352, loss 0.214, test 0.084
Epoch 18, step 353, loss 0.012, test 0.084
Epoch 18, step 354, loss 0.024, test 0.083
Epoch 18, step 355, loss 0.013, test 0.084
Epoch 18, step 356, loss 0.031, test 0.083
Epoch 18, step 357, loss 0.043, test 0.083
Epoch 18, step 358, loss 0.002, test 0.083
Epoch 18, step 359, loss 0.021, test 0.083
Epoch 18, step 360, loss 0.090, test 0.082
Epoch 18, step 361, loss 0.240, test 0.082
Epoch 18, step 362, loss 0.000, test 0.082
Epoch 18, step 363, loss 0.198, test 0.085
Epoch 18, step 364, loss 0.081, test 0.086
Epoch 18, step 365, loss 0.078, test 0.080
Epoch 18, step 366, loss 0.120, test 0.081
Epoch 18, step 367, loss 0.150, test 0.081
Epoch 18, step 368, loss 0.034, test 0.081
Epoch 18, step 369, loss 0.386, test 0.083
Epoch 18, step 370, loss 0.018, test 0.085
Epoch 18, step 371, loss 0.054, test 0.084
Epoch 18, step 372, loss 0.016, test 0.084
Epoch 18, step 373, loss 0.029, test 0.084
Epoch 18, step 374, loss 0.016, test 0.084
Epoch 18, step 375, loss 0.000, test 0.084
Epoch 18, step 376, loss 0.024, test 0.083
Epoch 18, step 377, loss 0.236, test 0.080
Epoch 18, step 378, loss 0.040, test 0.078
Epoch 18, step 379, loss 0.076, test 0.079
Epoch 18, step 380, loss 0.019, test 0.079
Epoch 18, step 381, loss 0.010, test 0.079
Epoch 18, step 382, loss 0.012, test 0.079
Epoch 18, step 383, loss 0.036, test 0.079
Epoch 18, step 384, loss 0.044, test 0.080
Epoch 18, step 385, loss 0.088, test 0.086
Epoch 18, step 386, loss 0.020, test 0.089
Epoch 18, step 387, loss 0.030, test 0.089
Epoch 18, step 388, loss 0.132, test 0.091
Epoch 18, step 389, loss 0.152, test 0.081
Epoch 18, step 390, loss 0.025, test 0.082
Epoch 18, step 391, loss 1.280, test 0.081
Epoch 18, step 392, loss 0.231, test 0.083
Epoch 18, step 393, loss 0.032, test 0.083
Epoch 18, step 394, loss 0.067, test 0.085
Epoch 18, step 395, loss 0.003, test 0.086
Epoch 18, step 396, loss 0.045, test 0.085
Epoch 18, step 397, loss 0.001, test 0.085
Epoch 18, step 398, loss 0.128, test 0.087
Epoch 18, step 399, loss 0.001, test 0.088
Epoch 18, step 400, loss 0.080, test 0.090
Epoch 18, step 401, loss 0.351, test 0.095
Epoch 18, step 402, loss 0.164, test 0.112
Epoch 18, step 403, loss 0.015, test 0.131
Epoch 18, step 404, loss 0.215, test 0.111
Epoch 18, step 405, loss 0.120, test 0.112
Epoch 18, step 406, loss 0.417, test 0.103
Epoch 18, step 407, loss 0.001, test 0.117
Epoch 18, step 408, loss 0.015, test 0.131
Epoch 18, step 409, loss 0.037, test 0.135
Epoch 18, step 410, loss 0.015, test 0.133
Epoch 18, step 411, loss 0.145, test 0.088
Epoch 18, step 412, loss 0.017, test 0.087
Epoch 18, step 413, loss 0.006, test 0.086
Epoch 18, step 414, loss 0.084, test 0.087
Epoch 18, step 415, loss 0.142, test 0.088
Epoch 18, step 416, loss 0.012, test 0.098
Epoch 18, step 417, loss 0.094, test 0.103
Epoch 18, step 418, loss 0.211, test 0.132
Epoch 18, step 419, loss 0.120, test 0.141
Epoch 18, step 420, loss 0.132, test 0.147
Epoch 18, step 421, loss 0.076, test 0.133
Epoch 18, step 422, loss 0.003, test 0.130
Epoch 18, step 423, loss 0.084, test 0.115
Epoch 18, step 424, loss 0.170, test 0.132
Epoch 18, step 425, loss 0.237, test 0.091
Epoch 18, step 426, loss 0.172, test 0.089
Epoch 18, step 427, loss 0.013, test 0.089
Epoch 18, step 428, loss 0.001, test 0.088
Epoch 18, step 429, loss 0.025, test 0.088
Epoch 18, step 430, loss 0.314, test 0.089
Epoch 18, step 431, loss 0.109, test 0.088
Epoch 18, step 432, loss 0.171, test 0.085
Epoch 18, step 433, loss 0.046, test 0.088
Epoch 18, step 434, loss 0.003, test 0.088
Epoch 18, step 435, loss 0.126, test 0.088
Epoch 18, step 436, loss 0.233, test 0.088
Epoch 18, step 437, loss 0.353, test 0.097
Epoch 18, step 438, loss 0.006, test 0.102
Epoch 18, step 439, loss 0.201, test 0.099
Epoch 18, step 440, loss 0.154, test 0.100
Epoch 18, step 441, loss 0.008, test 0.100
Epoch 18, step 442, loss 0.717, test 0.097
Epoch 18, step 443, loss 0.231, test 0.091
Epoch 18, step 444, loss 0.093, test 0.091
Epoch 18, step 445, loss 0.094, test 0.091
Epoch 18, step 446, loss 1.445, test 0.095
Epoch 18, step 447, loss 0.052, test 0.096
Epoch 18, step 448, loss 0.001, test 0.097
Epoch 18, step 449, loss 0.164, test 0.097
Epoch 18, step 450, loss 0.599, test 0.098
Epoch 18, step 451, loss 0.067, test 0.098
Epoch 18, step 452, loss 0.169, test 0.098
Epoch 18, step 453, loss 0.012, test 0.100
Epoch 18, step 454, loss 0.017, test 0.101
Epoch 18, step 455, loss 0.004, test 0.104
Epoch 18, step 456, loss 0.154, test 0.104
Epoch 18, step 457, loss 0.047, test 0.109
Epoch 18, step 458, loss 0.009, test 0.109
Epoch 18, step 459, loss 0.145, test 0.177
Epoch 18, step 460, loss 0.046, test 0.181
Epoch 18, step 461, loss 0.055, test 0.191
Epoch 18, step 462, loss 0.033, test 0.194
Epoch 18, step 463, loss 0.045, test 0.201
Epoch 18, step 464, loss 0.048, test 0.217
Epoch 18, step 465, loss 0.004, test 0.220
Epoch 18, step 466, loss 1.551, test 0.092
Epoch 18, step 467, loss 0.692, test 0.106
Epoch 18, step 468, loss 0.283, test 0.111
Epoch 18, step 469, loss 0.117, test 0.112
Epoch 18, step 470, loss 0.069, test 0.113
Epoch 18, step 471, loss 0.028, test 0.122
Epoch 18, step 472, loss 0.144, test 0.122
Epoch 18, step 473, loss 0.427, test 0.085
Epoch 18, step 474, loss 0.021, test 0.084
Epoch 18, step 475, loss 0.188, test 0.087
Epoch 18, step 476, loss 0.004, test 0.090
Epoch 18, step 477, loss 0.015, test 0.091
Epoch 18, step 478, loss 0.017, test 0.092
Epoch 18, step 479, loss 0.005, test 0.092
Epoch 18, step 480, loss 0.591, test 0.087
Epoch 18, step 481, loss 0.080, test 0.086
Epoch 18, step 482, loss 0.206, test 0.083
Epoch 18, step 483, loss 0.019, test 0.083
Epoch 18, step 484, loss 0.226, test 0.083
Epoch 18, step 485, loss 0.043, test 0.082
Epoch 18, step 486, loss 0.070, test 0.084
Epoch 18, step 487, loss 0.389, test 0.079
Epoch 18, step 488, loss 0.107, test 0.080
Epoch 18, step 489, loss 0.159, test 0.079
Epoch 18, step 490, loss 0.002, test 0.079
Epoch 18, step 491, loss 0.368, test 0.142
Epoch 18, step 492, loss 0.119, test 0.168
Epoch 18, step 493, loss 0.001, test 0.188
Epoch 18, step 494, loss 0.857, test 0.218
Epoch 18, step 495, loss 0.015, test 0.244
Epoch 18, step 496, loss 0.408, test 0.239
Epoch 18, step 497, loss 0.005, test 0.228
Epoch 18, step 498, loss 0.002, test 0.225
Epoch 18, step 499, loss 0.005, test 0.223
Epoch 18, step 500, loss 0.730, test 0.213
Epoch 18, step 501, loss 0.001, test 0.213
Epoch 18, step 502, loss 0.002, test 0.213
Epoch 18, step 503, loss 0.206, test 0.217
Epoch 18, step 504, loss 0.200, test 0.213
Epoch 18, step 505, loss 0.036, test 0.217
Epoch 18, step 506, loss 0.036, test 0.225
Epoch 18, step 507, loss 0.354, test 0.202
Epoch 18, step 508, loss 0.025, test 0.188
Epoch 18, step 509, loss 0.031, test 0.181
Epoch 18, step 510, loss 0.002, test 0.179
Epoch 18, step 511, loss 0.075, test 0.188
Epoch 18, step 512, loss 0.096, test 0.185
Epoch 18, step 513, loss 0.000, test 0.185
Epoch 18, step 514, loss 0.031, test 0.177
Epoch 18, step 515, loss 0.002, test 0.174
Epoch 18, step 516, loss 0.124, test 0.181
Epoch 18, step 517, loss 0.328, test 0.168
Epoch 18, step 518, loss 0.113, test 0.163
Epoch 18, step 519, loss 0.018, test 0.156
Epoch 18, step 520, loss 0.179, test 0.145
Epoch 18, step 521, loss 0.008, test 0.142
Epoch 18, step 522, loss 0.181, test 0.127
Epoch 18, step 523, loss 0.081, test 0.103
Epoch 18, step 524, loss 0.001, test 0.100
Epoch 18, step 525, loss 0.131, test 0.093
Epoch 18, step 526, loss 0.127, test 0.090
Epoch 18, step 527, loss 0.860, test 0.098
Epoch 18, step 528, loss 0.110, test 0.103
Epoch 18, step 529, loss 0.222, test 0.102
Epoch 18, step 530, loss 0.009, test 0.097
Epoch 18, step 531, loss 0.006, test 0.097
Epoch 18, step 532, loss 0.131, test 0.102
Epoch 18, step 533, loss 0.064, test 0.104
Epoch 18, step 534, loss 0.026, test 0.106
Epoch 18, step 535, loss 0.108, test 0.127
Epoch 18, step 536, loss 0.172, test 0.134
Epoch 18, step 537, loss 0.458, test 0.151
Epoch 18, step 538, loss 0.050, test 0.176
Epoch 18, step 539, loss 0.022, test 0.184
Epoch 18, step 540, loss 0.287, test 0.179
Epoch 18, step 541, loss 0.348, test 0.144
Epoch 18, step 542, loss 0.068, test 0.130
Epoch 18, step 543, loss 0.001, test 0.127
Epoch 18, step 544, loss 0.016, test 0.124
Epoch 18, step 545, loss 0.009, test 0.122
Epoch 18, step 546, loss 0.121, test 0.124
Epoch 18, step 547, loss 0.078, test 0.104
Epoch 18, step 548, loss 0.033, test 0.095
Epoch 18, step 549, loss 0.001, test 0.095
Epoch 18, step 550, loss 0.016, test 0.093
Epoch 18, step 551, loss 0.250, test 0.105
Epoch 18, step 552, loss 0.230, test 0.105
Epoch 18, step 553, loss 0.000, test 0.106
Epoch 18, step 554, loss 0.278, test 0.098
Epoch 18, step 555, loss 0.117, test 0.099
Epoch 18, step 556, loss 0.008, test 0.100
Epoch 18, step 557, loss 0.063, test 0.086
Epoch 18, step 558, loss 0.040, test 0.090
Epoch 18, step 559, loss 0.069, test 0.094
Epoch 18, step 560, loss 0.042, test 0.105
Epoch 18, step 561, loss 0.061, test 0.119
Epoch 18, step 562, loss 0.281, test 0.132
Epoch 18, step 563, loss 0.081, test 0.120
Epoch 18, step 564, loss 0.124, test 0.106
Epoch 18, step 565, loss 0.023, test 0.106
Epoch 18, step 566, loss 0.265, test 0.088
Epoch 18, step 567, loss 0.493, test 0.082
Epoch 18, step 568, loss 0.000, test 0.080
Epoch 18, step 569, loss 0.002, test 0.080
Epoch 18, step 570, loss 0.000, test 0.080
Epoch 18, step 571, loss 0.023, test 0.081
Epoch 18, step 572, loss 0.134, test 0.085
Epoch 18, step 573, loss 0.044, test 0.087
Epoch 18, step 574, loss 0.495, test 0.119
Epoch 18, step 575, loss 0.073, test 0.106
Epoch 18, step 576, loss 0.443, test 0.085
Epoch 18, step 577, loss 0.122, test 0.084
Epoch 18, step 578, loss 0.252, test 0.081
Epoch 18, step 579, loss 0.019, test 0.080
Epoch 18, step 580, loss 0.492, test 0.085
Epoch 18, step 581, loss 0.018, test 0.086
Epoch 18, step 582, loss 0.082, test 0.088
Epoch 18, step 583, loss 0.012, test 0.089
Epoch 18, step 584, loss 0.049, test 0.091
Epoch 18, step 585, loss 0.000, test 0.091
Epoch 18, step 586, loss 0.106, test 0.096
Epoch 18, step 587, loss 0.001, test 0.097
Epoch 18, step 588, loss 0.069, test 0.096
Epoch 18, step 589, loss 0.003, test 0.097
Epoch 18, step 590, loss 0.001, test 0.097
Epoch 18, step 591, loss 0.303, test 0.099
Epoch 18, step 592, loss 0.067, test 0.098
Epoch 18, step 593, loss 0.000, test 0.098
Epoch 18, step 594, loss 0.441, test 0.094
Epoch 18, step 595, loss 0.035, test 0.089
Epoch 18, step 596, loss 0.356, test 0.087
Epoch 18, step 597, loss 0.037, test 0.087
Epoch 18, step 598, loss 0.005, test 0.087
Epoch 18, step 599, loss 0.409, test 0.085
Epoch 18, step 600, loss 0.150, test 0.088
Epoch 18, step 601, loss 0.017, test 0.087
Epoch 18, step 602, loss 0.047, test 0.086
Epoch 18, step 603, loss 0.478, test 0.088
Epoch 18, step 604, loss 0.013, test 0.089
Epoch 18, step 605, loss 0.251, test 0.087
Epoch 18, step 606, loss 0.275, test 0.086
Epoch 18, step 607, loss 0.355, test 0.084
Epoch 18, step 608, loss 0.060, test 0.084
Epoch 18, step 609, loss 0.002, test 0.085
Epoch 18, step 610, loss 0.045, test 0.083
Epoch 18, step 611, loss 0.099, test 0.085
Epoch 18, step 612, loss 0.098, test 0.087
Epoch 18, step 613, loss 0.140, test 0.091
Epoch 18, step 614, loss 0.035, test 0.093
Epoch 18, step 615, loss 0.688, test 0.089
Epoch 18, step 616, loss 0.538, test 0.077
Epoch 18, step 617, loss 0.040, test 0.079
Epoch 18, step 618, loss 0.189, test 0.075
Epoch 18, step 619, loss 0.006, test 0.075
Epoch 18, step 620, loss 0.772, test 0.080
Epoch 18, step 621, loss 0.060, test 0.083
Epoch 18, step 622, loss 0.157, test 0.075
Epoch 18, step 623, loss 0.093, test 0.075
Epoch 18, step 624, loss 0.185, test 0.093
Epoch 18, step 625, loss 0.083, test 0.097
Epoch 18, step 626, loss 0.150, test 0.101
Epoch 18, step 627, loss 0.064, test 0.104
Epoch 18, step 628, loss 0.598, test 0.093
Epoch 18, step 629, loss 0.050, test 0.093
Epoch 18, step 630, loss 0.049, test 0.094
Epoch 18, step 631, loss 0.018, test 0.093
Epoch 18, step 632, loss 0.485, test 0.127
Epoch 18, step 633, loss 0.107, test 0.163
Epoch 18, step 634, loss 0.025, test 0.187
Epoch 18, step 635, loss 0.060, test 0.202
Epoch 18, step 636, loss 0.103, test 0.203
Epoch 18, step 637, loss 0.313, test 0.201
Epoch 18, step 638, loss 0.027, test 0.191
Epoch 18, step 639, loss 0.002, test 0.189
Epoch 18, step 640, loss 0.075, test 0.177
Epoch 18, step 641, loss 0.011, test 0.182
Epoch 18, step 642, loss 0.086, test 0.178
Epoch 18, step 643, loss 0.003, test 0.176
Epoch 18, step 644, loss 0.005, test 0.173
Epoch 18, step 645, loss 0.109, test 0.175
Epoch 18, step 646, loss 0.019, test 0.177
Epoch 18, step 647, loss 0.334, test 0.168
Epoch 18, step 648, loss 0.012, test 0.170
Epoch 18, step 649, loss 0.066, test 0.166
Epoch 18, step 650, loss 0.071, test 0.172
Epoch 18, step 651, loss 0.046, test 0.174
Epoch 18, step 652, loss 0.771, test 0.080
Epoch 18, step 653, loss 0.116, test 0.096
Epoch 18, step 654, loss 0.159, test 0.128
Epoch 18, step 655, loss 0.084, test 0.143
Epoch 18, step 656, loss 0.010, test 0.158
Epoch 18, step 657, loss 0.157, test 0.133
Epoch 18, step 658, loss 0.131, test 0.159
Epoch 18, step 659, loss 0.001, test 0.168
Epoch 18, step 660, loss 0.000, test 0.171
Epoch 18, step 661, loss 0.507, test 0.162
Epoch 18, step 662, loss 0.056, test 0.178
Epoch 18, step 663, loss 0.005, test 0.181
Epoch 18, step 664, loss 0.017, test 0.180
Epoch 18, step 665, loss 0.024, test 0.184
Epoch 18, step 666, loss 0.143, test 0.178
Epoch 18, step 667, loss 0.000, test 0.178
Epoch 18, step 668, loss 0.039, test 0.174
Epoch 18, step 669, loss 0.000, test 0.173
Epoch 18, step 670, loss 0.013, test 0.165
Epoch 18, step 671, loss 0.078, test 0.154
Epoch 18, step 672, loss 0.148, test 0.113
Epoch 18, step 673, loss 0.019, test 0.106
Epoch 18, step 674, loss 0.038, test 0.092
Epoch 18, step 675, loss 0.014, test 0.086
Epoch 18, step 676, loss 0.491, test 0.092
Epoch 18, step 677, loss 0.055, test 0.094
Epoch 18, step 678, loss 0.116, test 0.120
Epoch 18, step 679, loss 0.043, test 0.124
Epoch 18, step 680, loss 0.007, test 0.129
Epoch 18, step 681, loss 0.187, test 0.138
Epoch 18, step 682, loss 0.038, test 0.146
Epoch 18, step 683, loss 0.184, test 0.152
Epoch 18, step 684, loss 0.000, test 0.154
Epoch 18, step 685, loss 0.002, test 0.156
Epoch 18, step 686, loss 0.206, test 0.141
Epoch 18, step 687, loss 0.055, test 0.150
Epoch 18, step 688, loss 0.005, test 0.148
Epoch 18, step 689, loss 0.005, test 0.146
Epoch 18, step 690, loss 0.182, test 0.134
Epoch 18, step 691, loss 0.303, test 0.154
Epoch 18, step 692, loss 0.112, test 0.159
Epoch 18, step 693, loss 0.504, test 0.140
Epoch 18, step 694, loss 0.420, test 0.132

Epoch 18, step 695, loss 0.026, test 0.119
Epoch 18, step 696, loss 0.053, test 0.115
Epoch 18, step 697, loss 0.058, test 0.111
Epoch 18, step 698, loss 0.051, test 0.109
Epoch 18, step 699, loss 0.213, test 0.113
Epoch 18, step 700, loss 0.043, test 0.119
Epoch 18, step 701, loss 0.030, test 0.118
Epoch 18, step 702, loss 0.098, test 0.131
Epoch 18, step 703, loss 0.016, test 0.137
Epoch 18, step 704, loss 0.014, test 0.138
Epoch 18, step 705, loss 0.085, test 0.137
Epoch 18, step 706, loss 0.204, test 0.141
Epoch 18, step 707, loss 0.124, test 0.116
Epoch 18, step 708, loss 0.002, test 0.113
Epoch 18, step 709, loss 0.023, test 0.115
Epoch 18, step 710, loss 0.215, test 0.099
Epoch 18, step 711, loss 0.056, test 0.099
Epoch 18, step 712, loss 0.000, test 0.098
Epoch 18, step 713, loss 0.244, test 0.095
Epoch 18, step 714, loss 0.013, test 0.094
Epoch 18, step 715, loss 0.321, test 0.098
Epoch 18, step 716, loss 0.000, test 0.098
Epoch 18, step 717, loss 0.000, test 0.099
Epoch 18, step 718, loss 0.259, test 0.074
Epoch 18, step 719, loss 0.000, test 0.076
Epoch 18, step 720, loss 0.004, test 0.078
Epoch 18, step 721, loss 0.084, test 0.080
Epoch 18, step 722, loss 0.095, test 0.084
Epoch 18, step 723, loss 0.421, test 0.084
Epoch 18, step 724, loss 0.062, test 0.085
Epoch 18, step 725, loss 0.068, test 0.078
Epoch 18, step 726, loss 0.110, test 0.075
Epoch 18, step 727, loss 0.004, test 0.075
Epoch 18, step 728, loss 0.153, test 0.075
Epoch 18, step 729, loss 0.050, test 0.076
Epoch 18, step 730, loss 0.012, test 0.077
Epoch 18, step 731, loss 0.191, test 0.077
Epoch 18, step 732, loss 0.622, test 0.078
Epoch 18, step 733, loss 0.001, test 0.078
Epoch 18, step 734, loss 0.029, test 0.078
Epoch 18, step 735, loss 0.161, test 0.078
Epoch 18, step 736, loss 0.027, test 0.078
Epoch 18, step 737, loss 0.029, test 0.078
Epoch 18, step 738, loss 0.002, test 0.079
Epoch 18, step 739, loss 0.519, test 0.082
Epoch 18, step 740, loss 0.010, test 0.083
Epoch 18, step 741, loss 0.006, test 0.083
Epoch 18, step 742, loss 0.022, test 0.088
Epoch 18, step 743, loss 0.004, test 0.090
Epoch 18, step 744, loss 0.233, test 0.088
Epoch 18, step 745, loss 0.010, test 0.087
Epoch 18, step 746, loss 0.715, test 0.083
Epoch 18, step 747, loss 0.007, test 0.085
Epoch 18, step 748, loss 0.286, test 0.087
Epoch 18, step 749, loss 0.034, test 0.088
Epoch 18, step 750, loss 0.004, test 0.089
Epoch 18, step 751, loss 0.082, test 0.089
Epoch 18, step 752, loss 0.007, test 0.089
Epoch 18, step 753, loss 0.114, test 0.090
Epoch 18, step 754, loss 0.194, test 0.093
Epoch 18, step 755, loss 0.655, test 0.095
Epoch 18, step 756, loss 0.202, test 0.104
Epoch 18, step 757, loss 0.234, test 0.107
Epoch 18, step 758, loss 0.164, test 0.107
Epoch 18, step 759, loss 0.009, test 0.108
Epoch 18, step 760, loss 0.024, test 0.109
Epoch 18, step 761, loss 0.151, test 0.107
Epoch 18, step 762, loss 0.002, test 0.107
Epoch 18, step 763, loss 0.119, test 0.107
Epoch 18, step 764, loss 0.069, test 0.108
Epoch 18, step 765, loss 0.016, test 0.106
Epoch 18, step 766, loss 0.000, test 0.106
Epoch 18, step 767, loss 0.025, test 0.105
Epoch 18, step 768, loss 0.192, test 0.108
Epoch 18, step 769, loss 0.000, test 0.108
Epoch 18, step 770, loss 0.008, test 0.107
Epoch 18, step 771, loss 0.072, test 0.109
Epoch 18, step 772, loss 0.000, test 0.109
Epoch 18, step 773, loss 0.228, test 0.113
Epoch 18, step 774, loss 0.332, test 0.118
Epoch 18, step 775, loss 0.214, test 0.119
Epoch 18, step 776, loss 0.358, test 0.119
Epoch 18, step 777, loss 0.170, test 0.121
Epoch 18, step 778, loss 0.105, test 0.124
Epoch 18, step 779, loss 0.002, test 0.125
Epoch 18, step 780, loss 0.075, test 0.125
Epoch 18, step 781, loss 0.270, test 0.124
Epoch 18, step 782, loss 0.042, test 0.121
Epoch 18, step 783, loss 0.112, test 0.122
Epoch 18, step 784, loss 0.131, test 0.121
Epoch 18, step 785, loss 0.040, test 0.121
Epoch 18, step 786, loss 0.088, test 0.123
Epoch 18, step 787, loss 0.006, test 0.125
Epoch 18, step 788, loss 0.001, test 0.126
Epoch 18, step 789, loss 0.015, test 0.128
Epoch 18, step 790, loss 0.009, test 0.129
Epoch 18, step 791, loss 0.008, test 0.130
Epoch 18, step 792, loss 0.001, test 0.130
Epoch 18, step 793, loss 0.059, test 0.130
Epoch 18, step 794, loss 0.074, test 0.125
Epoch 18, step 795, loss 0.168, test 0.115
Epoch 18, step 796, loss 0.157, test 0.105
Epoch 18, step 797, loss 0.049, test 0.103
Epoch 18, step 798, loss 0.091, test 0.116
Epoch 18, step 799, loss 0.117, test 0.084
Epoch 18, step 800, loss 0.006, test 0.082
Epoch 18, step 801, loss 0.146, test 0.081
Epoch 18, step 802, loss 0.036, test 0.081
Epoch 18, step 803, loss 0.063, test 0.080
Epoch 18, step 804, loss 0.000, test 0.080
Epoch 18, step 805, loss 0.082, test 0.081
Epoch 18, step 806, loss 0.081, test 0.079
Epoch 18, step 807, loss 0.010, test 0.077
Epoch 18, step 808, loss 0.038, test 0.077
Epoch 18, step 809, loss 0.197, test 0.078
Epoch 18, step 810, loss 0.152, test 0.075
Epoch 18, step 811, loss 0.239, test 0.154
Epoch 18, step 812, loss 0.163, test 0.193
Epoch 18, step 813, loss 0.036, test 0.220
Epoch 18, step 814, loss 0.111, test 0.224
Epoch 18, step 815, loss 0.000, test 0.228
Epoch 18, step 816, loss 0.025, test 0.218
Epoch 18, step 817, loss 0.021, test 0.216
Epoch 18, step 818, loss 0.013, test 0.216
Epoch 18, step 819, loss 0.136, test 0.201
Epoch 18, step 820, loss 0.382, test 0.158
Epoch 18, step 821, loss 0.003, test 0.159
Epoch 18, step 822, loss 0.327, test 0.153
Epoch 18, step 823, loss 0.066, test 0.193
Epoch 18, step 824, loss 0.039, test 0.201
Epoch 18, step 825, loss 0.000, test 0.204
Epoch 18, step 826, loss 0.054, test 0.191
Epoch 18, step 827, loss 0.000, test 0.189
Epoch 18, step 828, loss 0.088, test 0.180
Epoch 18, step 829, loss 0.005, test 0.180
Epoch 18, step 830, loss 0.331, test 0.184
Epoch 18, step 831, loss 0.020, test 0.186
Epoch 18, step 832, loss 0.000, test 0.186
Epoch 18, step 833, loss 0.000, test 0.185
Epoch 18, step 834, loss 0.005, test 0.181
Epoch 18, step 835, loss 0.080, test 0.178
Epoch 18, step 836, loss 0.014, test 0.179
Epoch 18, step 837, loss 0.001, test 0.178
Epoch 18, step 838, loss 0.428, test 0.171
Epoch 18, step 839, loss 0.057, test 0.171
Epoch 18, step 840, loss 0.011, test 0.174
Epoch 18, step 841, loss 0.045, test 0.164
Epoch 18, step 842, loss 0.076, test 0.167
Epoch 18, step 843, loss 0.089, test 0.170
Epoch 18, step 844, loss 0.074, test 0.174
Epoch 18, step 845, loss 2.437, test 0.483
Epoch 18, step 846, loss 0.116, test 0.664
Epoch 18, step 847, loss 0.000, test 0.784
Epoch 18, step 848, loss 0.000, test 0.849
Epoch 18, step 849, loss 2.959, test 0.088
Epoch 18, step 850, loss 0.041, test 0.072
Epoch 18, step 851, loss 0.415, test 0.075
Epoch 18, step 852, loss 0.107, test 0.078
Epoch 18, step 853, loss 0.008, test 0.081
Epoch 18, step 854, loss 0.352, test 0.119
Epoch 18, step 855, loss 0.021, test 0.123
Epoch 18, step 856, loss 0.000, test 0.128
Epoch 18, step 857, loss 0.011, test 0.126
Epoch 18, step 858, loss 0.464, test 0.121
Epoch 18, step 859, loss 0.061, test 0.119
Epoch 18, step 860, loss 0.029, test 0.116
Epoch 18, step 861, loss 0.183, test 0.114
Epoch 18, step 862, loss 0.507, test 0.110
Epoch 18, step 863, loss 0.066, test 0.112
Epoch 18, step 864, loss 0.010, test 0.110
Epoch 18, step 865, loss 0.273, test 0.108
Epoch 18, step 866, loss 0.004, test 0.108
Epoch 18, step 867, loss 0.055, test 0.107
Epoch 18, step 868, loss 0.009, test 0.112
Epoch 18, step 869, loss 0.082, test 0.110
Epoch 18, step 870, loss 0.036, test 0.111
Epoch 18, step 871, loss 0.188, test 0.123
Epoch 18, step 872, loss 0.049, test 0.123
Epoch 18, step 873, loss 0.166, test 0.138
Epoch 18, step 874, loss 0.075, test 0.121
Epoch 18, step 875, loss 0.532, test 0.143
Epoch 18, step 876, loss 0.278, test 0.143
Epoch 18, step 877, loss 0.002, test 0.145
Epoch 18, step 878, loss 0.017, test 0.151
Epoch 18, step 879, loss 0.080, test 0.154
Epoch 18, step 880, loss 0.164, test 0.172
Epoch 18, step 881, loss 0.061, test 0.217
Epoch 18, step 882, loss 0.342, test 0.154
Epoch 18, step 883, loss 0.139, test 0.151
Epoch 18, step 884, loss 0.326, test 0.151
Epoch 18, step 885, loss 0.009, test 0.146
Epoch 18, step 886, loss 0.121, test 0.143
Epoch 18, step 887, loss 0.404, test 0.145
Epoch 18, step 888, loss 0.022, test 0.144
Epoch 18, step 889, loss 0.071, test 0.147
Epoch 18, step 890, loss 0.008, test 0.147
Epoch 18, step 891, loss 0.011, test 0.146
Epoch 18, step 892, loss 0.017, test 0.135
Epoch 18, step 893, loss 0.041, test 0.109
Epoch 18, step 894, loss 0.003, test 0.104
Epoch 18, step 895, loss 0.053, test 0.102
Epoch 18, step 896, loss 0.171, test 0.100
Epoch 18, step 897, loss 0.268, test 0.116
Epoch 18, step 898, loss 0.006, test 0.122
Epoch 18, step 899, loss 0.008, test 0.126
Epoch 18, step 900, loss 0.513, test 0.131
Epoch 18, step 901, loss 0.035, test 0.131
Epoch 18, step 902, loss 0.222, test 0.128
Epoch 18, step 903, loss 0.000, test 0.128
Epoch 18, step 904, loss 0.060, test 0.145
Epoch 18, step 905, loss 0.003, test 0.144
Epoch 18, step 906, loss 0.157, test 0.149
Epoch 18, step 907, loss 0.026, test 0.145
Epoch 18, step 908, loss 0.035, test 0.153
Epoch 18, step 909, loss 0.011, test 0.149
Epoch 18, step 910, loss 0.206, test 0.138
Epoch 18, step 911, loss 0.934, test 0.126
Epoch 18, step 912, loss 0.241, test 0.128
Epoch 18, step 913, loss 0.076, test 0.130
Epoch 18, step 914, loss 0.000, test 0.130
Epoch 18, step 915, loss 0.009, test 0.132
Epoch 18, step 916, loss 0.020, test 0.127
Epoch 18, step 917, loss 0.020, test 0.127
Epoch 18, step 918, loss 0.020, test 0.129
Epoch 18, step 919, loss 0.255, test 0.132
Epoch 18, step 920, loss 0.658, test 0.128
Epoch 18, step 921, loss 0.155, test 0.132
Epoch 18, step 922, loss 0.142, test 0.127
Epoch 18, step 923, loss 0.158, test 0.094
Epoch 18, step 924, loss 0.000, test 0.093
Epoch 18, step 925, loss 0.181, test 0.094
Epoch 18, step 926, loss 0.085, test 0.102
Epoch 18, step 927, loss 0.000, test 0.105
Epoch 18, step 928, loss 0.050, test 0.105
Epoch 18, step 929, loss 0.901, test 0.107
Epoch 18, step 930, loss 0.059, test 0.118
Epoch 18, step 931, loss 0.023, test 0.134
Epoch 18, step 932, loss 0.025, test 0.143
Epoch 18, step 933, loss 0.006, test 0.151
Epoch 18, step 934, loss 0.085, test 0.155
Epoch 18, step 935, loss 0.075, test 0.156
Epoch 18, step 936, loss 0.051, test 0.146
Epoch 18, step 937, loss 0.139, test 0.180
Epoch 18, step 938, loss 0.086, test 0.195
Epoch 18, step 939, loss 0.000, test 0.200
Epoch 18, step 940, loss 0.023, test 0.204
Epoch 18, step 941, loss 0.298, test 0.217
Epoch 18, step 942, loss 0.083, test 0.224
Epoch 18, step 943, loss 0.219, test 0.192
Epoch 18, step 944, loss 0.000, test 0.188
Epoch 18, step 945, loss 0.066, test 0.184
Epoch 18, step 946, loss 0.002, test 0.184
Epoch 18, step 947, loss 0.114, test 0.161
Epoch 18, step 948, loss 1.072, test 0.101
Epoch 18, step 949, loss 0.000, test 0.095
Epoch 18, step 950, loss 0.004, test 0.094
Epoch 18, step 951, loss 0.385, test 0.167
Epoch 18, step 952, loss 0.014, test 0.185
Epoch 18, step 953, loss 0.425, test 0.155
Epoch 18, step 954, loss 0.285, test 0.169
Epoch 18, step 955, loss 0.103, test 0.178
Epoch 18, step 956, loss 0.569, test 0.153
Epoch 18, step 957, loss 0.214, test 0.135
Epoch 18, step 958, loss 0.031, test 0.138
Epoch 18, step 959, loss 0.092, test 0.140
Epoch 18, step 960, loss 0.717, test 0.143
Epoch 18, step 961, loss 0.033, test 0.144
Epoch 18, step 962, loss 1.051, test 0.111
Epoch 18, step 963, loss 0.264, test 0.111
Epoch 18, step 964, loss 0.178, test 0.114
Epoch 18, step 965, loss 0.078, test 0.111
Epoch 18, step 966, loss 0.258, test 0.109
Epoch 18, step 967, loss 0.010, test 0.111
Epoch 18, step 968, loss 0.061, test 0.122
Epoch 18, step 969, loss 0.333, test 0.129
Epoch 18, step 970, loss 0.006, test 0.132
Epoch 18, step 971, loss 0.129, test 0.139
Epoch 18, step 972, loss 0.025, test 0.138
Epoch 18, step 973, loss 0.172, test 0.128
Epoch 18, step 974, loss 0.397, test 0.137
Epoch 18, step 975, loss 0.779, test 0.313
Epoch 18, step 976, loss 0.055, test 0.407
Epoch 18, step 977, loss 0.090, test 0.473
Epoch 18, step 978, loss 0.625, test 0.443
Epoch 18, step 979, loss 0.246, test 0.298
Epoch 18, step 980, loss 0.090, test 0.282
Epoch 18, step 981, loss 0.022, test 0.271
Epoch 18, step 982, loss 0.010, test 0.273
Epoch 18, step 983, loss 0.667, test 0.232
Epoch 18, step 984, loss 0.144, test 0.231
Epoch 18, step 985, loss 0.003, test 0.228
Epoch 18, step 986, loss 0.000, test 0.226
Epoch 18, step 987, loss 0.009, test 0.232
Epoch 18, step 988, loss 0.340, test 0.163
Epoch 18, step 989, loss 0.590, test 0.161
Epoch 18, step 990, loss 0.112, test 0.160
Epoch 18, step 991, loss 0.003, test 0.159
Epoch 18, step 992, loss 0.041, test 0.162
Epoch 18, step 993, loss 0.003, test 0.163
Epoch 18, step 994, loss 0.188, test 0.152
Epoch 18, step 995, loss 0.265, test 0.146
Epoch 18, step 996, loss 0.004, test 0.145
Epoch 18, step 997, loss 0.326, test 0.148
Epoch 18, step 998, loss 0.249, test 0.169
Epoch 18, step 999, loss 0.269, test 0.164
Epoch 19, step 0, loss 0.003, test 0.163
Epoch 19, step 1, loss 0.010, test 0.158
Epoch 19, step 2, loss 0.394, test 0.152
Epoch 19, step 3, loss 0.564, test 0.166
Epoch 19, step 4, loss 0.087, test 0.177
Epoch 19, step 5, loss 0.429, test 0.188
Epoch 19, step 6, loss 0.189, test 0.188
Epoch 19, step 7, loss 0.165, test 0.186
Epoch 19, step 8, loss 0.000, test 0.186
Epoch 19, step 9, loss 0.005, test 0.182
Epoch 19, step 10, loss 0.111, test 0.121
Epoch 19, step 11, loss 0.000, test 0.114
Epoch 19, step 12, loss 0.119, test 0.103
Epoch 19, step 13, loss 0.026, test 0.095
Epoch 19, step 14, loss 0.369, test 0.092
Epoch 19, step 15, loss 0.077, test 0.091
Epoch 19, step 16, loss 0.162, test 0.091
Epoch 19, step 17, loss 0.007, test 0.090
Epoch 19, step 18, loss 0.069, test 0.089
Epoch 19, step 19, loss 0.154, test 0.090
Epoch 19, step 20, loss 0.037, test 0.092
Epoch 19, step 21, loss 0.054, test 0.092
Epoch 19, step 22, loss 0.168, test 0.093
Epoch 19, step 23, loss 0.028, test 0.092
Epoch 19, step 24, loss 0.035, test 0.089
Epoch 19, step 25, loss 0.119, test 0.090
Epoch 19, step 26, loss 0.010, test 0.092
Epoch 19, step 27, loss 0.822, test 0.130
Epoch 19, step 28, loss 0.035, test 0.160
Epoch 19, step 29, loss 0.091, test 0.185
Epoch 19, step 30, loss 0.405, test 0.170
Epoch 19, step 31, loss 0.009, test 0.171
Epoch 19, step 32, loss 0.179, test 0.166
Epoch 19, step 33, loss 0.023, test 0.169
Epoch 19, step 34, loss 0.023, test 0.163
Epoch 19, step 35, loss 0.014, test 0.164
Epoch 19, step 36, loss 0.014, test 0.165
Epoch 19, step 37, loss 0.257, test 0.150
Epoch 19, step 38, loss 0.057, test 0.163
Epoch 19, step 39, loss 0.127, test 0.169
Epoch 19, step 40, loss 0.041, test 0.158
Epoch 19, step 41, loss 0.129, test 0.127
Epoch 19, step 42, loss 0.039, test 0.125
Epoch 19, step 43, loss 0.094, test 0.121
Epoch 19, step 44, loss 0.138, test 0.094
Epoch 19, step 45, loss 0.008, test 0.091
Epoch 19, step 46, loss 0.498, test 0.083
Epoch 19, step 47, loss 0.202, test 0.084
Epoch 19, step 48, loss 0.056, test 0.086
Epoch 19, step 49, loss 0.146, test 0.080
Epoch 19, step 50, loss 1.050, test 0.075
Epoch 19, step 51, loss 0.078, test 0.074
Epoch 19, step 52, loss 0.098, test 0.082
Epoch 19, step 53, loss 0.079, test 0.089
Epoch 19, step 54, loss 0.095, test 0.093
Epoch 19, step 55, loss 0.032, test 0.096
Epoch 19, step 56, loss 0.085, test 0.096
Epoch 19, step 57, loss 0.080, test 0.097
Epoch 19, step 58, loss 0.000, test 0.098
Epoch 19, step 59, loss 0.055, test 0.099
Epoch 19, step 60, loss 0.546, test 0.096
Epoch 19, step 61, loss 0.088, test 0.095
Epoch 19, step 62, loss 0.341, test 0.091
Epoch 19, step 63, loss 0.002, test 0.091
Epoch 19, step 64, loss 0.029, test 0.092
Epoch 19, step 65, loss 0.019, test 0.089
Epoch 19, step 66, loss 0.056, test 0.090
Epoch 19, step 67, loss 0.052, test 0.092
Epoch 19, step 68, loss 0.159, test 0.084
Epoch 19, step 69, loss 0.009, test 0.083
Epoch 19, step 70, loss 0.032, test 0.082
Epoch 19, step 71, loss 0.092, test 0.080
Epoch 19, step 72, loss 0.092, test 0.080
Epoch 19, step 73, loss 0.000, test 0.080
Epoch 19, step 74, loss 0.001, test 0.080
Epoch 19, step 75, loss 0.139, test 0.083
Epoch 19, step 76, loss 0.215, test 0.081
Epoch 19, step 77, loss 0.040, test 0.080
Epoch 19, step 78, loss 0.030, test 0.082
Epoch 19, step 79, loss 0.164, test 0.081
Epoch 19, step 80, loss 0.034, test 0.080
Epoch 19, step 81, loss 0.364, test 0.080
Epoch 19, step 82, loss 0.144, test 0.078
Epoch 19, step 83, loss 0.365, test 0.074
Epoch 19, step 84, loss 0.303, test 0.074
Epoch 19, step 85, loss 0.046, test 0.074
Epoch 19, step 86, loss 0.040, test 0.075
Epoch 19, step 87, loss 0.049, test 0.076
Epoch 19, step 88, loss 0.079, test 0.079
Epoch 19, step 89, loss 0.004, test 0.079
Epoch 19, step 90, loss 0.461, test 0.075
Epoch 19, step 91, loss 0.002, test 0.074
Epoch 19, step 92, loss 0.092, test 0.081
Epoch 19, step 93, loss 0.124, test 0.081
Epoch 19, step 94, loss 0.008, test 0.079
Epoch 19, step 95, loss 0.147, test 0.080
Epoch 19, step 96, loss 0.060, test 0.079
Epoch 19, step 97, loss 0.036, test 0.095
Epoch 19, step 98, loss 0.213, test 0.125
Epoch 19, step 99, loss 0.037, test 0.142
Epoch 19, step 100, loss 0.122, test 0.153
Epoch 19, step 101, loss 0.019, test 0.160
Epoch 19, step 102, loss 0.392, test 0.155
Epoch 19, step 103, loss 0.024, test 0.152
Epoch 19, step 104, loss 0.164, test 0.115
Epoch 19, step 105, loss 0.011, test 0.107
Epoch 19, step 106, loss 0.111, test 0.111
Epoch 19, step 107, loss 0.471, test 0.105
Epoch 19, step 108, loss 0.182, test 0.089
Epoch 19, step 109, loss 0.229, test 0.086
Epoch 19, step 110, loss 0.158, test 0.088
Epoch 19, step 111, loss 0.035, test 0.078
Epoch 19, step 112, loss 0.127, test 0.080
Epoch 19, step 113, loss 0.003, test 0.080
Epoch 19, step 114, loss 0.004, test 0.080
Epoch 19, step 115, loss 0.446, test 0.134
Epoch 19, step 116, loss 0.121, test 0.131
Epoch 19, step 117, loss 0.340, test 0.127
Epoch 19, step 118, loss 0.004, test 0.130
Epoch 19, step 119, loss 0.140, test 0.129
Epoch 19, step 120, loss 0.026, test 0.131
Epoch 19, step 121, loss 0.022, test 0.131
Epoch 19, step 122, loss 0.000, test 0.133
Epoch 19, step 123, loss 0.230, test 0.112
Epoch 19, step 124, loss 0.220, test 0.109
Epoch 19, step 125, loss 0.115, test 0.109
Epoch 19, step 126, loss 0.014, test 0.108
Epoch 19, step 127, loss 0.142, test 0.103
Epoch 19, step 128, loss 0.560, test 0.102
Epoch 19, step 129, loss 0.006, test 0.108
Epoch 19, step 130, loss 0.270, test 0.090
Epoch 19, step 131, loss 0.829, test 0.158
Epoch 19, step 132, loss 0.232, test 0.191
Epoch 19, step 133, loss 0.301, test 0.155
Epoch 19, step 134, loss 0.167, test 0.092
Epoch 19, step 135, loss 0.086, test 0.088
Epoch 19, step 136, loss 0.184, test 0.089
Epoch 19, step 137, loss 0.000, test 0.088
Epoch 19, step 138, loss 0.078, test 0.090
Epoch 19, step 139, loss 0.056, test 0.088
Epoch 19, step 140, loss 0.002, test 0.088
Epoch 19, step 141, loss 0.232, test 0.095
Epoch 19, step 142, loss 0.140, test 0.091
Epoch 19, step 143, loss 0.234, test 0.086
Epoch 19, step 144, loss 0.027, test 0.084
Epoch 19, step 145, loss 0.104, test 0.085
Epoch 19, step 146, loss 0.021, test 0.083
Epoch 19, step 147, loss 0.037, test 0.082
Epoch 19, step 148, loss 0.018, test 0.082
Epoch 19, step 149, loss 0.002, test 0.081
Epoch 19, step 150, loss 0.038, test 0.082
Epoch 19, step 151, loss 0.173, test 0.077
Epoch 19, step 152, loss 0.027, test 0.075
Epoch 19, step 153, loss 0.144, test 0.093
Epoch 19, step 154, loss 0.005, test 0.097
Epoch 19, step 155, loss 0.006, test 0.098
Epoch 19, step 156, loss 0.120, test 0.104
Epoch 19, step 157, loss 0.103, test 0.116
Epoch 19, step 158, loss 0.818, test 0.112
Epoch 19, step 159, loss 0.023, test 0.113
Epoch 19, step 160, loss 0.168, test 0.198
Epoch 19, step 161, loss 0.547, test 0.185
Epoch 19, step 162, loss 0.009, test 0.179
Epoch 19, step 163, loss 0.003, test 0.181
Epoch 19, step 164, loss 0.047, test 0.167
Epoch 19, step 165, loss 0.036, test 0.163
Epoch 19, step 166, loss 0.042, test 0.153
Epoch 19, step 167, loss 0.024, test 0.163
Epoch 19, step 168, loss 0.176, test 0.152
Epoch 19, step 169, loss 0.017, test 0.148
Epoch 19, step 170, loss 0.160, test 0.150
Epoch 19, step 171, loss 0.022, test 0.148
Epoch 19, step 172, loss 0.000, test 0.148
Epoch 19, step 173, loss 0.001, test 0.150
Epoch 19, step 174, loss 0.093, test 0.143
Epoch 19, step 175, loss 0.082, test 0.160
Epoch 19, step 176, loss 0.032, test 0.162
Epoch 19, step 177, loss 0.001, test 0.164
Epoch 19, step 178, loss 0.002, test 0.165
Epoch 19, step 179, loss 0.053, test 0.193
Epoch 19, step 180, loss 0.084, test 0.209
Epoch 19, step 181, loss 0.032, test 0.237
Epoch 19, step 182, loss 0.047, test 0.216
Epoch 19, step 183, loss 0.003, test 0.214
Epoch 19, step 184, loss 0.002, test 0.211
Epoch 19, step 185, loss 0.266, test 0.157
Epoch 19, step 186, loss 0.135, test 0.143
Epoch 19, step 187, loss 0.117, test 0.137
Epoch 19, step 188, loss 0.041, test 0.108
Epoch 19, step 189, loss 0.108, test 0.099
Epoch 19, step 190, loss 0.080, test 0.099
Epoch 19, step 191, loss 0.087, test 0.099
Epoch 19, step 192, loss 0.025, test 0.100
Epoch 19, step 193, loss 0.127, test 0.098
Epoch 19, step 194, loss 0.109, test 0.077
Epoch 19, step 195, loss 0.000, test 0.086
Epoch 19, step 196, loss 0.073, test 0.124
Epoch 19, step 197, loss 0.279, test 0.143
Epoch 19, step 198, loss 0.000, test 0.152
Epoch 19, step 199, loss 0.002, test 0.156
Epoch 19, step 200, loss 0.144, test 0.147
Epoch 19, step 201, loss 0.099, test 0.141
Epoch 19, step 202, loss 0.003, test 0.139
Epoch 19, step 203, loss 0.013, test 0.139
Epoch 19, step 204, loss 0.075, test 0.142
Epoch 19, step 205, loss 0.099, test 0.137
Epoch 19, step 206, loss 0.357, test 0.140
Epoch 19, step 207, loss 0.084, test 0.087
Epoch 19, step 208, loss 0.002, test 0.082
Epoch 19, step 209, loss 0.122, test 0.079
Epoch 19, step 210, loss 0.001, test 0.078
Epoch 19, step 211, loss 0.003, test 0.078
Epoch 19, step 212, loss 0.120, test 0.077
Epoch 19, step 213, loss 0.370, test 0.079
Epoch 19, step 214, loss 0.027, test 0.079
Epoch 19, step 215, loss 0.012, test 0.080
Epoch 19, step 216, loss 0.099, test 0.081
Epoch 19, step 217, loss 0.117, test 0.082
Epoch 19, step 218, loss 0.032, test 0.084
Epoch 19, step 219, loss 0.000, test 0.085
Epoch 19, step 220, loss 0.737, test 0.083
Epoch 19, step 221, loss 0.004, test 0.082
Epoch 19, step 222, loss 0.003, test 0.084
Epoch 19, step 223, loss 0.000, test 0.084
Epoch 19, step 224, loss 0.288, test 0.074
Epoch 19, step 225, loss 0.019, test 0.073
Epoch 19, step 226, loss 0.062, test 0.074
Epoch 19, step 227, loss 0.017, test 0.078
Epoch 19, step 228, loss 0.064, test 0.078
Epoch 19, step 229, loss 0.075, test 0.077
Epoch 19, step 230, loss 0.099, test 0.076
Epoch 19, step 231, loss 1.016, test 0.081
Epoch 19, step 232, loss 0.081, test 0.081
Epoch 19, step 233, loss 1.286, test 0.074
Epoch 19, step 234, loss 0.070, test 0.075
Epoch 19, step 235, loss 0.006, test 0.077
Epoch 19, step 236, loss 0.001, test 0.078
Epoch 19, step 237, loss 0.047, test 0.079
Epoch 19, step 238, loss 0.309, test 0.081
Epoch 19, step 239, loss 0.047, test 0.084
Epoch 19, step 240, loss 0.021, test 0.084
Epoch 19, step 241, loss 0.037, test 0.114
Epoch 19, step 242, loss 0.044, test 0.123
Epoch 19, step 243, loss 0.027, test 0.131
Epoch 19, step 244, loss 0.071, test 0.136
Epoch 19, step 245, loss 1.015, test 0.209
Epoch 19, step 246, loss 0.016, test 0.219
Epoch 19, step 247, loss 0.010, test 0.215
Epoch 19, step 248, loss 0.612, test 0.251
Epoch 19, step 249, loss 0.031, test 0.218
Epoch 19, step 250, loss 0.015, test 0.213
Epoch 19, step 251, loss 0.112, test 0.215
Epoch 19, step 252, loss 0.268, test 0.147
Epoch 19, step 253, loss 0.043, test 0.144
Epoch 19, step 254, loss 0.186, test 0.133
Epoch 19, step 255, loss 0.135, test 0.139
Epoch 19, step 256, loss 0.046, test 0.137
Epoch 19, step 257, loss 0.022, test 0.141
Epoch 19, step 258, loss 0.000, test 0.141
Epoch 19, step 259, loss 0.020, test 0.140
Epoch 19, step 260, loss 0.315, test 0.132
Epoch 19, step 261, loss 0.056, test 0.111
Epoch 19, step 262, loss 0.307, test 0.098
Epoch 19, step 263, loss 0.001, test 0.095
Epoch 19, step 264, loss 0.006, test 0.095
Epoch 19, step 265, loss 0.006, test 0.094
Epoch 19, step 266, loss 0.645, test 0.073
Epoch 19, step 267, loss 0.098, test 0.076
Epoch 19, step 268, loss 0.027, test 0.077
Epoch 19, step 269, loss 0.049, test 0.077
Epoch 19, step 270, loss 0.026, test 0.078
Epoch 19, step 271, loss 0.225, test 0.083
Epoch 19, step 272, loss 0.625, test 0.081
Epoch 19, step 273, loss 0.116, test 0.080
Epoch 19, step 274, loss 0.018, test 0.079
Epoch 19, step 275, loss 0.119, test 0.080
Epoch 19, step 276, loss 0.010, test 0.081
Epoch 19, step 277, loss 0.011, test 0.080
Epoch 19, step 278, loss 0.038, test 0.080
Epoch 19, step 279, loss 0.046, test 0.080
Epoch 19, step 280, loss 0.164, test 0.080

Epoch 19, step 281, loss 0.192, test 0.091
Epoch 19, step 282, loss 0.093, test 0.094
Epoch 19, step 283, loss 0.020, test 0.096
Epoch 19, step 284, loss 0.338, test 0.091
Epoch 19, step 285, loss 0.042, test 0.083
Epoch 19, step 286, loss 0.000, test 0.082
Epoch 19, step 287, loss 0.011, test 0.084
Epoch 19, step 288, loss 0.237, test 0.090
Epoch 19, step 289, loss 0.037, test 0.092
Epoch 19, step 290, loss 0.000, test 0.093
Epoch 19, step 291, loss 0.101, test 0.092
Epoch 19, step 292, loss 0.005, test 0.091
Epoch 19, step 293, loss 0.011, test 0.091
Epoch 19, step 294, loss 0.003, test 0.091
Epoch 19, step 295, loss 0.005, test 0.089
Epoch 19, step 296, loss 0.009, test 0.089
Epoch 19, step 297, loss 0.001, test 0.090
Epoch 19, step 298, loss 0.001, test 0.090
Epoch 19, step 299, loss 0.090, test 0.088
Epoch 19, step 300, loss 0.612, test 0.082
Epoch 19, step 301, loss 0.007, test 0.083
Epoch 19, step 302, loss 0.079, test 0.087
Epoch 19, step 303, loss 0.149, test 0.091
Epoch 19, step 304, loss 0.002, test 0.092
Epoch 19, step 305, loss 0.013, test 0.092
Epoch 19, step 306, loss 0.204, test 0.115
Epoch 19, step 307, loss 0.006, test 0.121
Epoch 19, step 308, loss 0.068, test 0.123
Epoch 19, step 309, loss 0.034, test 0.126
Epoch 19, step 310, loss 0.023, test 0.108
Epoch 19, step 311, loss 0.021, test 0.100
Epoch 19, step 312, loss 0.007, test 0.098
Epoch 19, step 313, loss 0.008, test 0.097
Epoch 19, step 314, loss 0.214, test 0.096
Epoch 19, step 315, loss 0.075, test 0.091
Epoch 19, step 316, loss 0.142, test 0.120
Epoch 19, step 317, loss 0.381, test 0.100
Epoch 19, step 318, loss 0.004, test 0.099
Epoch 19, step 319, loss 0.072, test 0.096
Epoch 19, step 320, loss 0.224, test 0.099
Epoch 19, step 321, loss 0.000, test 0.099
Epoch 19, step 322, loss 0.084, test 0.084
Epoch 19, step 323, loss 0.169, test 0.085
Epoch 19, step 324, loss 0.189, test 0.088
Epoch 19, step 325, loss 0.102, test 0.087
Epoch 19, step 326, loss 0.127, test 0.086
Epoch 19, step 327, loss 0.165, test 0.077
Epoch 19, step 328, loss 0.094, test 0.076
Epoch 19, step 329, loss 0.002, test 0.076
Epoch 19, step 330, loss 0.147, test 0.077
Epoch 19, step 331, loss 0.011, test 0.077
Epoch 19, step 332, loss 0.075, test 0.087
Epoch 19, step 333, loss 0.032, test 0.088
Epoch 19, step 334, loss 0.105, test 0.081
Epoch 19, step 335, loss 0.369, test 0.100
Epoch 19, step 336, loss 0.092, test 0.101
Epoch 19, step 337, loss 0.234, test 0.091
Epoch 19, step 338, loss 0.044, test 0.092
Epoch 19, step 339, loss 0.034, test 0.091
Epoch 19, step 340, loss 0.000, test 0.091
Epoch 19, step 341, loss 0.001, test 0.091
Epoch 19, step 342, loss 0.171, test 0.076
Epoch 19, step 343, loss 0.092, test 0.076
Epoch 19, step 344, loss 0.018, test 0.076
Epoch 19, step 345, loss 0.074, test 0.078
Epoch 19, step 346, loss 0.631, test 0.081
Epoch 19, step 347, loss 0.273, test 0.083
Epoch 19, step 348, loss 0.014, test 0.082
Epoch 19, step 349, loss 0.000, test 0.082
Epoch 19, step 350, loss 0.300, test 0.089
Epoch 19, step 351, loss 0.090, test 0.095
Epoch 19, step 352, loss 0.007, test 0.095
Epoch 19, step 353, loss 0.018, test 0.099
Epoch 19, step 354, loss 0.381, test 0.130
Epoch 19, step 355, loss 0.151, test 0.184
Epoch 19, step 356, loss 0.071, test 0.207
Epoch 19, step 357, loss 0.006, test 0.222
Epoch 19, step 358, loss 0.066, test 0.231
Epoch 19, step 359, loss 0.043, test 0.236
Epoch 19, step 360, loss 0.249, test 0.225
Epoch 19, step 361, loss 0.000, test 0.225
Epoch 19, step 362, loss 0.076, test 0.220
Epoch 19, step 363, loss 0.833, test 0.117
Epoch 19, step 364, loss 0.036, test 0.105
Epoch 19, step 365, loss 0.324, test 0.078
Epoch 19, step 366, loss 0.000, test 0.079
Epoch 19, step 367, loss 0.003, test 0.080
Epoch 19, step 368, loss 0.332, test 0.092
Epoch 19, step 369, loss 0.001, test 0.096
Epoch 19, step 370, loss 0.022, test 0.098
Epoch 19, step 371, loss 0.245, test 0.092
Epoch 19, step 372, loss 0.012, test 0.091
Epoch 19, step 373, loss 0.045, test 0.089
Epoch 19, step 374, loss 0.000, test 0.088
Epoch 19, step 375, loss 0.325, test 0.083
Epoch 19, step 376, loss 0.034, test 0.082
Epoch 19, step 377, loss 0.023, test 0.080
Epoch 19, step 378, loss 0.033, test 0.080
Epoch 19, step 379, loss 0.818, test 0.082
Epoch 19, step 380, loss 0.010, test 0.082
Epoch 19, step 381, loss 0.013, test 0.082
Epoch 19, step 382, loss 0.031, test 0.083
Epoch 19, step 383, loss 0.011, test 0.083
Epoch 19, step 384, loss 0.038, test 0.083
Epoch 19, step 385, loss 0.293, test 0.082
Epoch 19, step 386, loss 0.547, test 0.083
Epoch 19, step 387, loss 0.012, test 0.085
Epoch 19, step 388, loss 0.010, test 0.085
Epoch 19, step 389, loss 0.034, test 0.110
Epoch 19, step 390, loss 0.211, test 0.105
Epoch 19, step 391, loss 0.057, test 0.105
Epoch 19, step 392, loss 0.036, test 0.114
Epoch 19, step 393, loss 0.008, test 0.116
Epoch 19, step 394, loss 0.126, test 0.095
Epoch 19, step 395, loss 0.001, test 0.093
Epoch 19, step 396, loss 0.253, test 0.094
Epoch 19, step 397, loss 0.043, test 0.095
Epoch 19, step 398, loss 0.304, test 0.094
Epoch 19, step 399, loss 0.087, test 0.083
Epoch 19, step 400, loss 0.064, test 0.082
Epoch 19, step 401, loss 0.000, test 0.081
Epoch 19, step 402, loss 0.004, test 0.080
Epoch 19, step 403, loss 0.281, test 0.082
Epoch 19, step 404, loss 0.019, test 0.081
Epoch 19, step 405, loss 0.001, test 0.082
Epoch 19, step 406, loss 0.088, test 0.082
Epoch 19, step 407, loss 0.004, test 0.082
Epoch 19, step 408, loss 0.076, test 0.083
Epoch 19, step 409, loss 0.067, test 0.084
Epoch 19, step 410, loss 0.072, test 0.091
Epoch 19, step 411, loss 0.235, test 0.087
Epoch 19, step 412, loss 0.064, test 0.149
Epoch 19, step 413, loss 0.313, test 0.142
Epoch 19, step 414, loss 0.000, test 0.148
Epoch 19, step 415, loss 0.109, test 0.146
Epoch 19, step 416, loss 0.046, test 0.148
Epoch 19, step 417, loss 0.025, test 0.150
Epoch 19, step 418, loss 0.273, test 0.153
Epoch 19, step 419, loss 0.169, test 0.140
Epoch 19, step 420, loss 0.002, test 0.139
Epoch 19, step 421, loss 0.001, test 0.138
Epoch 19, step 422, loss 0.654, test 0.138
Epoch 19, step 423, loss 0.015, test 0.138
Epoch 19, step 424, loss 0.084, test 0.113
Epoch 19, step 425, loss 0.023, test 0.112
Epoch 19, step 426, loss 0.000, test 0.112
Epoch 19, step 427, loss 0.011, test 0.111
Epoch 19, step 428, loss 0.008, test 0.110
Epoch 19, step 429, loss 0.004, test 0.110
Epoch 19, step 430, loss 0.202, test 0.120
Epoch 19, step 431, loss 0.234, test 0.123
Epoch 19, step 432, loss 0.804, test 0.437
Epoch 19, step 433, loss 0.036, test 0.576
Epoch 19, step 434, loss 0.000, test 0.654
Epoch 19, step 435, loss 0.070, test 0.690
Epoch 19, step 436, loss 0.053, test 0.719
Epoch 19, step 437, loss 0.848, test 0.755
Epoch 19, step 438, loss 0.093, test 0.756
Epoch 19, step 439, loss 0.328, test 0.748
Epoch 19, step 440, loss 0.283, test 0.768
Epoch 19, step 441, loss 0.277, test 0.699
Epoch 19, step 442, loss 0.025, test 0.701
Epoch 19, step 443, loss 0.114, test 0.633
Epoch 19, step 444, loss 0.040, test 0.624
Epoch 19, step 445, loss 0.037, test 0.624
Epoch 19, step 446, loss 0.049, test 0.617
Epoch 19, step 447, loss 0.102, test 0.570
Epoch 19, step 448, loss 0.565, test 0.352
Epoch 19, step 449, loss 0.043, test 0.323
Epoch 19, step 450, loss 0.318, test 0.318
Epoch 19, step 451, loss 1.385, test 0.366
Epoch 19, step 452, loss 0.023, test 0.352
Epoch 19, step 453, loss 0.247, test 0.391
Epoch 19, step 454, loss 0.148, test 0.392
Epoch 19, step 455, loss 0.306, test 0.357
Epoch 19, step 456, loss 0.002, test 0.347
Epoch 19, step 457, loss 0.139, test 0.348
Epoch 19, step 458, loss 0.005, test 0.352
Epoch 19, step 459, loss 0.054, test 0.350
Epoch 19, step 460, loss 0.018, test 0.343
Epoch 19, step 461, loss 0.000, test 0.341
Epoch 19, step 462, loss 0.009, test 0.343
Epoch 19, step 463, loss 0.452, test 0.264
Epoch 19, step 464, loss 0.000, test 0.252
Epoch 19, step 465, loss 0.055, test 0.243
Epoch 19, step 466, loss 0.042, test 0.241
Epoch 19, step 467, loss 0.014, test 0.248
Epoch 19, step 468, loss 0.028, test 0.246
Epoch 19, step 469, loss 0.158, test 0.176
Epoch 19, step 470, loss 0.020, test 0.173
Epoch 19, step 471, loss 0.137, test 0.165
Epoch 19, step 472, loss 0.099, test 0.156
Epoch 19, step 473, loss 0.293, test 0.137
Epoch 19, step 474, loss 0.067, test 0.135
Epoch 19, step 475, loss 0.017, test 0.135
Epoch 19, step 476, loss 0.083, test 0.138
Epoch 19, step 477, loss 0.232, test 0.132
Epoch 19, step 478, loss 0.020, test 0.129
Epoch 19, step 479, loss 0.002, test 0.128
Epoch 19, step 480, loss 0.278, test 0.132
Epoch 19, step 481, loss 0.055, test 0.129
Epoch 19, step 482, loss 0.041, test 0.136
Epoch 19, step 483, loss 0.350, test 0.129
Epoch 19, step 484, loss 0.001, test 0.128
Epoch 19, step 485, loss 0.031, test 0.127
Epoch 19, step 486, loss 0.019, test 0.117
Epoch 19, step 487, loss 0.239, test 0.076
Epoch 19, step 488, loss 0.004, test 0.080
Epoch 19, step 489, loss 0.066, test 0.083
Epoch 19, step 490, loss 0.011, test 0.085
Epoch 19, step 491, loss 0.062, test 0.087
Epoch 19, step 492, loss 0.065, test 0.087
Epoch 19, step 493, loss 0.000, test 0.088
Epoch 19, step 494, loss 0.020, test 0.090
Epoch 19, step 495, loss 0.241, test 0.092
Epoch 19, step 496, loss 0.026, test 0.092
Epoch 19, step 497, loss 0.000, test 0.092
Epoch 19, step 498, loss 0.003, test 0.095
Epoch 19, step 499, loss 0.048, test 0.129
Epoch 19, step 500, loss 0.015, test 0.137
Epoch 19, step 501, loss 0.166, test 0.149
Epoch 19, step 502, loss 0.001, test 0.152
Epoch 19, step 503, loss 0.040, test 0.146
Epoch 19, step 504, loss 0.046, test 0.137
Epoch 19, step 505, loss 0.344, test 0.133
Epoch 19, step 506, loss 0.586, test 0.093
Epoch 19, step 507, loss 0.006, test 0.086
Epoch 19, step 508, loss 0.038, test 0.087
Epoch 19, step 509, loss 0.092, test 0.087
Epoch 19, step 510, loss 0.004, test 0.085
Epoch 19, step 511, loss 0.000, test 0.085
Epoch 19, step 512, loss 0.103, test 0.085
Epoch 19, step 513, loss 0.007, test 0.084
Epoch 19, step 514, loss 0.001, test 0.084
Epoch 19, step 515, loss 0.012, test 0.089
Epoch 19, step 516, loss 0.174, test 0.166
Epoch 19, step 517, loss 0.010, test 0.180
Epoch 19, step 518, loss 0.022, test 0.188
Epoch 19, step 519, loss 0.004, test 0.192
Epoch 19, step 520, loss 0.026, test 0.207
Epoch 19, step 521, loss 0.365, test 0.169
Epoch 19, step 522, loss 0.313, test 0.161
Epoch 19, step 523, loss 0.025, test 0.157
Epoch 19, step 524, loss 0.015, test 0.150
Epoch 19, step 525, loss 0.012, test 0.148
Epoch 19, step 526, loss 0.079, test 0.146
Epoch 19, step 527, loss 0.034, test 0.137
Epoch 19, step 528, loss 0.094, test 0.111
Epoch 19, step 529, loss 0.252, test 0.113
Epoch 19, step 530, loss 0.000, test 0.112
Epoch 19, step 531, loss 0.003, test 0.112
Epoch 19, step 532, loss 0.320, test 0.104
Epoch 19, step 533, loss 0.031, test 0.094
Epoch 19, step 534, loss 0.001, test 0.093
Epoch 19, step 535, loss 0.069, test 0.091
Epoch 19, step 536, loss 0.149, test 0.085
Epoch 19, step 537, loss 0.002, test 0.084
Epoch 19, step 538, loss 0.896, test 0.094
Epoch 19, step 539, loss 0.003, test 0.096
Epoch 19, step 540, loss 0.021, test 0.095
Epoch 19, step 541, loss 0.143, test 0.092
Epoch 19, step 542, loss 0.129, test 0.092
Epoch 19, step 543, loss 0.002, test 0.092
Epoch 19, step 544, loss 0.472, test 0.207
Epoch 19, step 545, loss 0.086, test 0.239
Epoch 19, step 546, loss 0.185, test 0.261
Epoch 19, step 547, loss 1.779, test 0.079
Epoch 19, step 548, loss 0.032, test 0.092
Epoch 19, step 549, loss 0.045, test 0.090
Epoch 19, step 550, loss 0.041, test 0.091
Epoch 19, step 551, loss 0.526, test 0.101
Epoch 19, step 552, loss 0.001, test 0.105
Epoch 19, step 553, loss 0.024, test 0.109
Epoch 19, step 554, loss 0.113, test 0.138
Epoch 19, step 555, loss 0.148, test 0.147
Epoch 19, step 556, loss 0.075, test 0.126
Epoch 19, step 557, loss 0.242, test 0.121
Epoch 19, step 558, loss 0.018, test 0.128
Epoch 19, step 559, loss 0.001, test 0.128
Epoch 19, step 560, loss 0.344, test 0.111
Epoch 19, step 561, loss 0.555, test 0.116
Epoch 19, step 562, loss 0.019, test 0.115
Epoch 19, step 563, loss 0.016, test 0.115
Epoch 19, step 564, loss 0.118, test 0.097
Epoch 19, step 565, loss 0.207, test 0.107
Epoch 19, step 566, loss 0.000, test 0.108
Epoch 19, step 567, loss 0.085, test 0.125
Epoch 19, step 568, loss 0.010, test 0.127
Epoch 19, step 569, loss 0.389, test 0.142
Epoch 19, step 570, loss 0.033, test 0.142
Epoch 19, step 571, loss 0.039, test 0.151
Epoch 19, step 572, loss 0.132, test 0.149
Epoch 19, step 573, loss 0.006, test 0.151
Epoch 19, step 574, loss 0.036, test 0.147
Epoch 19, step 575, loss 0.252, test 0.137
Epoch 19, step 576, loss 0.010, test 0.141
Epoch 19, step 577, loss 0.047, test 0.135
Epoch 19, step 578, loss 0.298, test 0.129
Epoch 19, step 579, loss 0.390, test 0.122
Epoch 19, step 580, loss 0.061, test 0.123
Epoch 19, step 581, loss 0.145, test 0.114
Epoch 19, step 582, loss 0.077, test 0.110
Epoch 19, step 583, loss 0.014, test 0.110
Epoch 19, step 584, loss 0.074, test 0.097
Epoch 19, step 585, loss 0.116, test 0.094
Epoch 19, step 586, loss 0.008, test 0.094
Epoch 19, step 587, loss 0.000, test 0.093
Epoch 19, step 588, loss 0.001, test 0.093
Epoch 19, step 589, loss 0.000, test 0.092
Epoch 19, step 590, loss 0.035, test 0.097
Epoch 19, step 591, loss 0.002, test 0.097
Epoch 19, step 592, loss 0.001, test 0.096
Epoch 19, step 593, loss 0.094, test 0.092
Epoch 19, step 594, loss 0.000, test 0.092
Epoch 19, step 595, loss 0.818, test 0.146
Epoch 19, step 596, loss 0.118, test 0.156
Epoch 19, step 597, loss 0.004, test 0.163
Epoch 19, step 598, loss 0.508, test 0.121
Epoch 19, step 599, loss 0.001, test 0.116
Epoch 19, step 600, loss 0.490, test 0.106
Epoch 19, step 601, loss 0.007, test 0.103
Epoch 19, step 602, loss 0.002, test 0.101
Epoch 19, step 603, loss 0.149, test 0.102
Epoch 19, step 604, loss 0.196, test 0.088
Epoch 19, step 605, loss 0.085, test 0.088
Epoch 19, step 606, loss 0.001, test 0.087
Epoch 19, step 607, loss 0.013, test 0.086
Epoch 19, step 608, loss 0.379, test 0.088
Epoch 19, step 609, loss 0.165, test 0.087
Epoch 19, step 610, loss 0.138, test 0.086
Epoch 19, step 611, loss 0.245, test 0.081
Epoch 19, step 612, loss 0.021, test 0.081
Epoch 19, step 613, loss 0.015, test 0.082
Epoch 19, step 614, loss 0.016, test 0.081
Epoch 19, step 615, loss 0.083, test 0.080
Epoch 19, step 616, loss 0.250, test 0.091
Epoch 19, step 617, loss 0.001, test 0.093
Epoch 19, step 618, loss 0.206, test 0.077
Epoch 19, step 619, loss 0.143, test 0.083
Epoch 19, step 620, loss 0.039, test 0.087
Epoch 19, step 621, loss 0.011, test 0.089
Epoch 19, step 622, loss 0.165, test 0.093
Epoch 19, step 623, loss 0.338, test 0.101
Epoch 19, step 624, loss 0.937, test 0.146
Epoch 19, step 625, loss 0.030, test 0.155
Epoch 19, step 626, loss 0.002, test 0.156
Epoch 19, step 627, loss 0.004, test 0.154
Epoch 19, step 628, loss 0.147, test 0.159
Epoch 19, step 629, loss 0.001, test 0.159
Epoch 19, step 630, loss 0.007, test 0.160
Epoch 19, step 631, loss 0.017, test 0.158
Epoch 19, step 632, loss 0.352, test 0.165
Epoch 19, step 633, loss 0.908, test 0.143
Epoch 19, step 634, loss 0.050, test 0.154
Epoch 19, step 635, loss 0.003, test 0.158
Epoch 19, step 636, loss 0.000, test 0.159
Epoch 19, step 637, loss 0.119, test 0.145
Epoch 19, step 638, loss 0.001, test 0.143
Epoch 19, step 639, loss 0.046, test 0.164
Epoch 19, step 640, loss 0.002, test 0.165
Epoch 19, step 641, loss 0.170, test 0.137
Epoch 19, step 642, loss 0.154, test 0.142
Epoch 19, step 643, loss 0.078, test 0.126
Epoch 19, step 644, loss 0.247, test 0.137
Epoch 19, step 645, loss 0.823, test 0.192
Epoch 19, step 646, loss 0.001, test 0.204
Epoch 19, step 647, loss 0.020, test 0.215
Epoch 19, step 648, loss 0.608, test 0.211
Epoch 19, step 649, loss 0.293, test 0.230
Epoch 19, step 650, loss 0.106, test 0.237
Epoch 19, step 651, loss 0.000, test 0.240
Epoch 19, step 652, loss 0.002, test 0.242
Epoch 19, step 653, loss 0.305, test 0.234
Epoch 19, step 654, loss 1.006, test 0.256
Epoch 19, step 655, loss 0.050, test 0.263
Epoch 19, step 656, loss 0.010, test 0.269
Epoch 19, step 657, loss 0.114, test 0.251
Epoch 19, step 658, loss 0.306, test 0.220
Epoch 19, step 659, loss 0.397, test 0.177
Epoch 19, step 660, loss 0.094, test 0.138
Epoch 19, step 661, loss 0.276, test 0.118
Epoch 19, step 662, loss 0.076, test 0.117
Epoch 19, step 663, loss 0.577, test 0.120
Epoch 19, step 664, loss 0.214, test 0.132
Epoch 19, step 665, loss 0.015, test 0.133
Epoch 19, step 666, loss 0.153, test 0.125
Epoch 19, step 667, loss 0.116, test 0.147
Epoch 19, step 668, loss 0.002, test 0.153
Epoch 19, step 669, loss 0.065, test 0.189
Epoch 19, step 670, loss 0.051, test 0.181
Epoch 19, step 671, loss 0.006, test 0.183
Epoch 19, step 672, loss 0.011, test 0.190
Epoch 19, step 673, loss 0.025, test 0.176
Epoch 19, step 674, loss 0.429, test 0.236
Epoch 19, step 675, loss 0.042, test 0.250
Epoch 19, step 676, loss 0.765, test 0.350
Epoch 19, step 677, loss 0.009, test 0.377
Epoch 19, step 678, loss 0.030, test 0.387
Epoch 19, step 679, loss 0.000, test 0.392
Epoch 19, step 680, loss 0.048, test 0.386
Epoch 19, step 681, loss 0.013, test 0.391
Epoch 19, step 682, loss 0.055, test 0.388
Epoch 19, step 683, loss 0.067, test 0.359
Epoch 19, step 684, loss 0.097, test 0.359
Epoch 19, step 685, loss 0.658, test 0.345
Epoch 19, step 686, loss 0.001, test 0.343
Epoch 19, step 687, loss 0.008, test 0.341
Epoch 19, step 688, loss 0.720, test 0.222
Epoch 19, step 689, loss 0.007, test 0.205
Epoch 19, step 690, loss 0.067, test 0.194
Epoch 19, step 691, loss 0.005, test 0.188
Epoch 19, step 692, loss 0.064, test 0.181
Epoch 19, step 693, loss 0.052, test 0.172
Epoch 19, step 694, loss 0.005, test 0.169
Epoch 19, step 695, loss 0.000, test 0.168
Epoch 19, step 696, loss 0.031, test 0.169
Epoch 19, step 697, loss 0.017, test 0.156
Epoch 19, step 698, loss 0.135, test 0.105
Epoch 19, step 699, loss 0.058, test 0.103
Epoch 19, step 700, loss 0.040, test 0.111
Epoch 19, step 701, loss 0.276, test 0.115
Epoch 19, step 702, loss 0.000, test 0.117
Epoch 19, step 703, loss 0.000, test 0.117
Epoch 19, step 704, loss 0.010, test 0.118
Epoch 19, step 705, loss 0.094, test 0.118
Epoch 19, step 706, loss 0.176, test 0.117
Epoch 19, step 707, loss 0.137, test 0.117
Epoch 19, step 708, loss 0.023, test 0.118
Epoch 19, step 709, loss 0.059, test 0.133
Epoch 19, step 710, loss 0.000, test 0.136
Epoch 19, step 711, loss 0.046, test 0.135
Epoch 19, step 712, loss 0.053, test 0.132
Epoch 19, step 713, loss 0.010, test 0.131
Epoch 19, step 714, loss 0.756, test 0.130
Epoch 19, step 715, loss 0.006, test 0.134
Epoch 19, step 716, loss 0.081, test 0.133
Epoch 19, step 717, loss 0.137, test 0.133
Epoch 19, step 718, loss 0.150, test 0.153
Epoch 19, step 719, loss 0.067, test 0.162
Epoch 19, step 720, loss 0.052, test 0.167
Epoch 19, step 721, loss 0.601, test 0.169
Epoch 19, step 722, loss 0.118, test 0.170
Epoch 19, step 723, loss 0.090, test 0.165
Epoch 19, step 724, loss 0.080, test 0.148
Epoch 19, step 725, loss 0.007, test 0.145
Epoch 19, step 726, loss 0.022, test 0.145
Epoch 19, step 727, loss 0.117, test 0.143
Epoch 19, step 728, loss 0.266, test 0.143
Epoch 19, step 729, loss 0.524, test 0.144
Epoch 19, step 730, loss 0.208, test 0.141
Epoch 19, step 731, loss 0.000, test 0.141
Epoch 19, step 732, loss 0.016, test 0.140
Epoch 19, step 733, loss 0.010, test 0.141
Epoch 19, step 734, loss 0.134, test 0.162
Epoch 19, step 735, loss 0.400, test 0.126
Epoch 19, step 736, loss 0.009, test 0.123
Epoch 19, step 737, loss 0.052, test 0.122
Epoch 19, step 738, loss 0.001, test 0.122
Epoch 19, step 739, loss 0.001, test 0.122
Epoch 19, step 740, loss 0.057, test 0.122
Epoch 19, step 741, loss 0.068, test 0.124
Epoch 19, step 742, loss 0.002, test 0.124
Epoch 19, step 743, loss 0.005, test 0.124
Epoch 19, step 744, loss 0.002, test 0.124
Epoch 19, step 745, loss 0.000, test 0.124
Epoch 19, step 746, loss 1.079, test 0.128
Epoch 19, step 747, loss 0.069, test 0.126
Epoch 19, step 748, loss 0.289, test 0.132
Epoch 19, step 749, loss 0.227, test 0.132
Epoch 19, step 750, loss 0.000, test 0.132
Epoch 19, step 751, loss 0.080, test 0.132
Epoch 19, step 752, loss 0.175, test 0.134
Epoch 19, step 753, loss 0.624, test 0.137
Epoch 19, step 754, loss 0.545, test 0.136
Epoch 19, step 755, loss 0.027, test 0.132
Epoch 19, step 756, loss 0.012, test 0.131
Epoch 19, step 757, loss 0.087, test 0.116
Epoch 19, step 758, loss 0.077, test 0.109
Epoch 19, step 759, loss 0.290, test 0.106
Epoch 19, step 760, loss 0.304, test 0.104
Epoch 19, step 761, loss 0.036, test 0.100
Epoch 19, step 762, loss 0.144, test 0.091
Epoch 19, step 763, loss 0.014, test 0.090
Epoch 19, step 764, loss 0.006, test 0.093
Epoch 19, step 765, loss 0.023, test 0.096
Epoch 19, step 766, loss 0.002, test 0.097
Epoch 19, step 767, loss 0.015, test 0.097
Epoch 19, step 768, loss 0.009, test 0.097
Epoch 19, step 769, loss 0.017, test 0.099
Epoch 19, step 770, loss 0.176, test 0.101
Epoch 19, step 771, loss 0.006, test 0.102
Epoch 19, step 772, loss 0.037, test 0.105
Epoch 19, step 773, loss 0.035, test 0.106
Epoch 19, step 774, loss 0.087, test 0.087
Epoch 19, step 775, loss 0.182, test 0.088
Epoch 19, step 776, loss 0.007, test 0.087
Epoch 19, step 777, loss 0.508, test 0.092
Epoch 19, step 778, loss 0.040, test 0.094
Epoch 19, step 779, loss 0.825, test 0.089
Epoch 19, step 780, loss 0.074, test 0.089
Epoch 19, step 781, loss 0.213, test 0.100
Epoch 19, step 782, loss 0.188, test 0.102
Epoch 19, step 783, loss 0.147, test 0.093
Epoch 19, step 784, loss 0.110, test 0.093
Epoch 19, step 785, loss 0.255, test 0.096
Epoch 19, step 786, loss 0.089, test 0.096
Epoch 19, step 787, loss 0.117, test 0.100
Epoch 19, step 788, loss 0.215, test 0.102
Epoch 19, step 789, loss 0.005, test 0.103
Epoch 19, step 790, loss 0.663, test 0.125
Epoch 19, step 791, loss 0.206, test 0.135
Epoch 19, step 792, loss 0.381, test 0.102
Epoch 19, step 793, loss 0.136, test 0.106
Epoch 19, step 794, loss 0.010, test 0.110
Epoch 19, step 795, loss 0.078, test 0.113
Epoch 19, step 796, loss 0.031, test 0.111
Epoch 19, step 797, loss 0.007, test 0.112
Epoch 19, step 798, loss 0.019, test 0.112
Epoch 19, step 799, loss 0.000, test 0.112
Epoch 19, step 800, loss 0.043, test 0.108
Epoch 19, step 801, loss 0.054, test 0.107
Epoch 19, step 802, loss 0.068, test 0.102
Epoch 19, step 803, loss 0.049, test 0.100
Epoch 19, step 804, loss 0.133, test 0.100
Epoch 19, step 805, loss 0.019, test 0.099
Epoch 19, step 806, loss 0.080, test 0.097
Epoch 19, step 807, loss 0.002, test 0.096
Epoch 19, step 808, loss 0.318, test 0.116
Epoch 19, step 809, loss 0.227, test 0.121
Epoch 19, step 810, loss 0.005, test 0.123
Epoch 19, step 811, loss 0.558, test 0.102
Epoch 19, step 812, loss 0.004, test 0.100
Epoch 19, step 813, loss 0.096, test 0.101
Epoch 19, step 814, loss 0.000, test 0.101
Epoch 19, step 815, loss 0.111, test 0.101
Epoch 19, step 816, loss 0.261, test 0.133
Epoch 19, step 817, loss 0.007, test 0.143
Epoch 19, step 818, loss 0.137, test 0.132
Epoch 19, step 819, loss 0.026, test 0.131
Epoch 19, step 820, loss 0.308, test 0.135
Epoch 19, step 821, loss 0.312, test 0.139
Epoch 19, step 822, loss 0.036, test 0.165
Epoch 19, step 823, loss 0.156, test 0.192
Epoch 19, step 824, loss 0.000, test 0.200
Epoch 19, step 825, loss 0.031, test 0.180
Epoch 19, step 826, loss 0.112, test 0.210
Epoch 19, step 827, loss 0.003, test 0.219
Epoch 19, step 828, loss 0.150, test 0.225
Epoch 19, step 829, loss 0.011, test 0.195
Epoch 19, step 830, loss 0.101, test 0.189
Epoch 19, step 831, loss 0.033, test 0.173
Epoch 19, step 832, loss 0.688, test 0.206
Epoch 19, step 833, loss 0.047, test 0.192
Epoch 19, step 834, loss 0.027, test 0.190
Epoch 19, step 835, loss 0.120, test 0.191
Epoch 19, step 836, loss 0.001, test 0.191
Epoch 19, step 837, loss 0.000, test 0.192
Epoch 19, step 838, loss 0.052, test 0.182
Epoch 19, step 839, loss 0.001, test 0.175
Epoch 19, step 840, loss 0.036, test 0.181
Epoch 19, step 841, loss 0.032, test 0.191
Epoch 19, step 842, loss 0.021, test 0.177
Epoch 19, step 843, loss 0.133, test 0.182
Epoch 19, step 844, loss 0.033, test 0.188
Epoch 19, step 845, loss 0.000, test 0.189
Epoch 19, step 846, loss 0.031, test 0.188
Epoch 19, step 847, loss 0.171, test 0.201
Epoch 19, step 848, loss 0.043, test 0.212
Epoch 19, step 849, loss 0.003, test 0.217
Epoch 19, step 850, loss 0.047, test 0.213
Epoch 19, step 851, loss 0.787, test 0.150
Epoch 19, step 852, loss 0.963, test 0.100
Epoch 19, step 853, loss 0.176, test 0.104
Epoch 19, step 854, loss 0.023, test 0.106
Epoch 19, step 855, loss 0.045, test 0.106
Epoch 19, step 856, loss 0.347, test 0.105
Epoch 19, step 857, loss 0.035, test 0.105
Epoch 19, step 858, loss 0.028, test 0.105
Epoch 19, step 859, loss 0.142, test 0.108
Epoch 19, step 860, loss 0.031, test 0.109
Epoch 19, step 861, loss 0.001, test 0.108
Epoch 19, step 862, loss 0.029, test 0.108
Epoch 19, step 863, loss 0.102, test 0.105
Epoch 19, step 864, loss 0.040, test 0.105

Epoch 19, step 865, loss 0.140, test 0.111
Epoch 19, step 866, loss 0.025, test 0.113
Epoch 19, step 867, loss 0.114, test 0.119
Epoch 19, step 868, loss 0.294, test 0.120
Epoch 19, step 869, loss 0.000, test 0.121
Epoch 19, step 870, loss 0.073, test 0.121
Epoch 19, step 871, loss 0.067, test 0.124
Epoch 19, step 872, loss 0.000, test 0.125
Epoch 19, step 873, loss 0.022, test 0.126
Epoch 19, step 874, loss 0.127, test 0.129
Epoch 19, step 875, loss 0.003, test 0.129
Epoch 19, step 876, loss 0.147, test 0.141
Epoch 19, step 877, loss 0.023, test 0.140
Epoch 19, step 878, loss 0.008, test 0.139
Epoch 19, step 879, loss 0.021, test 0.143
Epoch 19, step 880, loss 0.019, test 0.140
Epoch 19, step 881, loss 0.294, test 0.150
Epoch 19, step 882, loss 0.051, test 0.142
Epoch 19, step 883, loss 0.164, test 0.138
Epoch 19, step 884, loss 0.009, test 0.140
Epoch 19, step 885, loss 0.173, test 0.146
Epoch 19, step 886, loss 0.028, test 0.149
Epoch 19, step 887, loss 0.674, test 0.107
Epoch 19, step 888, loss 0.009, test 0.106
Epoch 19, step 889, loss 0.097, test 0.106
Epoch 19, step 890, loss 0.142, test 0.104
Epoch 19, step 891, loss 0.304, test 0.106
Epoch 19, step 892, loss 0.031, test 0.106
Epoch 19, step 893, loss 0.055, test 0.106
Epoch 19, step 894, loss 0.613, test 0.094
Epoch 19, step 895, loss 0.264, test 0.092
Epoch 19, step 896, loss 0.000, test 0.092
Epoch 19, step 897, loss 0.758, test 0.091
Epoch 19, step 898, loss 0.140, test 0.091
Epoch 19, step 899, loss 0.306, test 0.091
Epoch 19, step 900, loss 0.025, test 0.091
Epoch 19, step 901, loss 0.030, test 0.094
Epoch 19, step 902, loss 0.063, test 0.093
Epoch 19, step 903, loss 0.006, test 0.098
Epoch 19, step 904, loss 0.088, test 0.088
Epoch 19, step 905, loss 0.171, test 0.087
Epoch 19, step 906, loss 0.059, test 0.090
Epoch 19, step 907, loss 0.233, test 0.094
Epoch 19, step 908, loss 0.136, test 0.104
Epoch 19, step 909, loss 0.040, test 0.102
Epoch 19, step 910, loss 0.085, test 0.103
Epoch 19, step 911, loss 0.323, test 0.101
Epoch 19, step 912, loss 0.000, test 0.101
Epoch 19, step 913, loss 0.033, test 0.097
Epoch 19, step 914, loss 0.037, test 0.094
Epoch 19, step 915, loss 0.236, test 0.087
Epoch 19, step 916, loss 0.004, test 0.087
Epoch 19, step 917, loss 0.238, test 0.086
Epoch 19, step 918, loss 0.030, test 0.086
Epoch 19, step 919, loss 0.027, test 0.086
Epoch 19, step 920, loss 0.120, test 0.088
Epoch 19, step 921, loss 0.214, test 0.089
Epoch 19, step 922, loss 0.439, test 0.092
Epoch 19, step 923, loss 0.157, test 0.087
Epoch 19, step 924, loss 0.006, test 0.087
Epoch 19, step 925, loss 0.055, test 0.087
Epoch 19, step 926, loss 0.291, test 0.146
Epoch 19, step 927, loss 0.032, test 0.147
Epoch 19, step 928, loss 0.125, test 0.141
Epoch 19, step 929, loss 0.006, test 0.141
Epoch 19, step 930, loss 0.454, test 0.117
Epoch 19, step 931, loss 0.036, test 0.111
Epoch 19, step 932, loss 0.438, test 0.106
Epoch 19, step 933, loss 0.007, test 0.104
Epoch 19, step 934, loss 0.045, test 0.107
Epoch 19, step 935, loss 0.000, test 0.107
Epoch 19, step 936, loss 0.078, test 0.101
Epoch 19, step 937, loss 0.086, test 0.102
Epoch 19, step 938, loss 0.085, test 0.102
Epoch 19, step 939, loss 0.069, test 0.102
Epoch 19, step 940, loss 0.004, test 0.103
Epoch 19, step 941, loss 0.002, test 0.103
Epoch 19, step 942, loss 0.001, test 0.103
Epoch 19, step 943, loss 0.000, test 0.103
Epoch 19, step 944, loss 1.399, test 0.101
Epoch 19, step 945, loss 0.287, test 0.101
Epoch 19, step 946, loss 0.103, test 0.100
Epoch 19, step 947, loss 0.777, test 0.365
Epoch 19, step 948, loss 0.192, test 0.480
Epoch 19, step 949, loss 0.152, test 0.450
Epoch 19, step 950, loss 0.161, test 0.472
Epoch 19, step 951, loss 0.312, test 0.468
Epoch 19, step 952, loss 0.098, test 0.481
Epoch 19, step 953, loss 1.017, test 0.401
Epoch 19, step 954, loss 0.012, test 0.389
Epoch 19, step 955, loss 0.007, test 0.381
Epoch 19, step 956, loss 0.051, test 0.385
Epoch 19, step 957, loss 0.179, test 0.379
Epoch 19, step 958, loss 0.005, test 0.379
Epoch 19, step 959, loss 0.558, test 0.235
Epoch 19, step 960, loss 0.026, test 0.218
Epoch 19, step 961, loss 0.013, test 0.211
Epoch 19, step 962, loss 0.016, test 0.206
Epoch 19, step 963, loss 0.179, test 0.183
Epoch 19, step 964, loss 0.103, test 0.189
Epoch 19, step 965, loss 0.004, test 0.187
Epoch 19, step 966, loss 0.046, test 0.195
Epoch 19, step 967, loss 0.156, test 0.188
Epoch 19, step 968, loss 0.000, test 0.188
Epoch 19, step 969, loss 0.000, test 0.188
Epoch 19, step 970, loss 0.102, test 0.184
Epoch 19, step 971, loss 0.086, test 0.178
Epoch 19, step 972, loss 0.083, test 0.192
Epoch 19, step 973, loss 0.001, test 0.194
Epoch 19, step 974, loss 0.014, test 0.192
Epoch 19, step 975, loss 0.084, test 0.177
Epoch 19, step 976, loss 0.035, test 0.186
Epoch 19, step 977, loss 0.030, test 0.185
Epoch 19, step 978, loss 0.114, test 0.187
Epoch 19, step 979, loss 0.216, test 0.180
Epoch 19, step 980, loss 0.038, test 0.181
Epoch 19, step 981, loss 0.374, test 0.187
Epoch 19, step 982, loss 0.125, test 0.184
Epoch 19, step 983, loss 0.004, test 0.188
Epoch 19, step 984, loss 0.068, test 0.186
Epoch 19, step 985, loss 0.000, test 0.186
Epoch 19, step 986, loss 0.000, test 0.186
Epoch 19, step 987, loss 0.144, test 0.191
Epoch 19, step 988, loss 0.109, test 0.195
Epoch 19, step 989, loss 0.006, test 0.197
Epoch 19, step 990, loss 0.000, test 0.198
Epoch 19, step 991, loss 0.155, test 0.216
Epoch 19, step 992, loss 0.011, test 0.218
Epoch 19, step 993, loss 0.204, test 0.187
Epoch 19, step 994, loss 0.068, test 0.178
Epoch 19, step 995, loss 0.111, test 0.159
Epoch 19, step 996, loss 0.223, test 0.152
Epoch 19, step 997, loss 0.417, test 0.161
Epoch 19, step 998, loss 0.001, test 0.163
Epoch 19, step 999, loss 0.080, test 0.155

Let’s inspect what is happening here. First, let’s plot the parameters \(\theta\).

# With this we can get all the parameters in an array
thetas = np.array(jax.tree_util.tree_leaves(path))

# 2D plot of the parameters evolution
fig, ax = plt.subplots(figsize=FIGURE_SIZES["full_standard"])
ax.plot(thetas[:, 1], thetas[:, 2], color="0.15", lw=1.0, label="SGD path")
# Correct values
ax.scatter([-2], [1.5], marker="o", color="black", label="True value")
ax.set(xlabel=r"$\theta_0$", ylabel=r"$\theta_1$", title="SGD path")
plt.legend(loc='best', frameon=False)
finalize_axes(keep_box=False)

# Parameters per iteration
fig, ax = plt.subplots(figsize=FIGURE_SIZES["full_standard"])
markevery = max(1, thetas.shape[0] // 12)
ax.plot(thetas[:, 0], color="0.10", linestyle="-", marker="o", markevery=markevery, markersize=3, label=r"$\theta_0$")
ax.plot(thetas[:, 1], color="0.35", linestyle="--", marker="s", markevery=markevery, markersize=3, label=r"$\theta_1$")
ax.plot(thetas[:, 2], color="0.60", linestyle="-.", marker="^", markevery=markevery, markersize=3, label=r"$\theta_2$")
ax.axhline(-2, color="0.10", linestyle=":", lw=1, label="Generating values")
ax.axhline(1.5, color="0.35", linestyle=":", lw=1)
ax.axhline(0, color="0.60", linestyle=":", lw=1)
ax.set(xlabel="Iteration", ylabel=r"$\theta$", title="SGD path")
plt.legend(loc='best', frameon=False)
sns.despine(trim=True);

We see that the parameters do move towards the correct values but it doesn’t converge. They wiggle around the correct values.

Let’s look at the loss as well:

fig, ax = plt.subplots(figsize=FIGURE_SIZES["half_standard"])
markevery = max(1, len(losses) // 12)
ax.plot(losses, color="0.10", linestyle="-", marker="o", markevery=markevery, markersize=3, label="Train")
ax.plot(test_losses, color="0.45", linestyle="--", marker="s", markevery=markevery, markersize=3, label="Test")
ax.set(xlabel="Iteration", ylabel="Loss", title="Loss")
plt.legend(loc='best', frameon=False)
finalize_axes(keep_box=False)

array([<Axes: title={'center': 'Loss'}, xlabel='Iteration $\\times$ 100', ylabel='Loss'>],
      dtype=object)

With persistent gradient noise, a decaying learning rate is a standard way to seek convergence of SGD. Under suitable assumptions on the objective and unbiased gradient estimates with controlled variance, the Robbins–Monro step-size conditions are:

\[ \sum_{t=1}^\infty \alpha_t = \infty \quad \text{and} \quad \sum_{t=1}^\infty \alpha_t^2 < \infty. \]

These conditions make the steps shrink without making their total length finite. Decay alone is not enough, and constant steps can converge when gradient noise vanishes. For the finite training run below, we use a decaying schedule as a practical choice, without claiming an asymptotic convergence guarantee.

# A new model to start from scratch
key, subkey = jrandom.split(key)
model = MyModel(subkey)

learning_rate_schedule = optax.exponential_decay(0.01, 20 * N, 0.01)
optimizer = optax.sgd(learning_rate=learning_rate_schedule, momentum=0.5, nesterov=True)

Before we train, let’s see how the learning rate changes over time:

fig, ax = plt.subplots(figsize=FIGURE_SIZES["half_standard"])
iterations = np.arange(20 * N)
ax.plot(iterations, learning_rate_schedule(iterations))
ax.set(xlabel="Iteration", ylabel="Learning rate", title="Learning rate schedule")
finalize_axes(keep_box=False)

array([<Axes: title={'center': 'Learning rate schedule'}, xlabel='Iteration $\\times$ 100', ylabel='Learning rate'>],
      dtype=object)

Of course, this is kind of arbitrary at this point.

model, path, losses, test_losses = train_online(
    model,
    X, y,
    optimizer,
    X_test, y_test,
    n_epochs=20,
)

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Epoch 0, step 0, loss 0.180, test 28.331
Epoch 0, step 1, loss 2.383, test 27.287
Epoch 0, step 2, loss 48.861, test 13.226
Epoch 0, step 3, loss 0.636, test 11.720
Epoch 0, step 4, loss 0.892, test 10.658
Epoch 0, step 5, loss 11.666, test 7.658
Epoch 0, step 6, loss 0.389, test 7.175
Epoch 0, step 7, loss 0.015, test 6.937
Epoch 0, step 8, loss 0.589, test 6.835
Epoch 0, step 9, loss 0.618, test 6.942
Epoch 0, step 10, loss 1.745, test 6.334
Epoch 0, step 11, loss 0.050, test 6.264
Epoch 0, step 12, loss 0.206, test 6.140
Epoch 0, step 13, loss 1.945, test 5.582
Epoch 0, step 14, loss 0.889, test 5.537
Epoch 0, step 15, loss 0.339, test 5.528
Epoch 0, step 16, loss 1.383, test 5.698
Epoch 0, step 17, loss 0.197, test 5.751
Epoch 0, step 18, loss 0.731, test 5.815
Epoch 0, step 19, loss 0.252, test 5.712
Epoch 0, step 20, loss 0.007, test 5.704
Epoch 0, step 21, loss 0.105, test 5.611
Epoch 0, step 22, loss 0.424, test 5.796
Epoch 0, step 23, loss 2.406, test 5.871
Epoch 0, step 24, loss 0.386, test 6.036
Epoch 0, step 25, loss 0.741, test 6.663
Epoch 0, step 26, loss 2.979, test 6.076
Epoch 0, step 27, loss 0.033, test 6.027
Epoch 0, step 28, loss 0.020, test 6.012
Epoch 0, step 29, loss 1.014, test 6.056
Epoch 0, step 30, loss 0.937, test 6.099
Epoch 0, step 31, loss 0.006, test 6.144
Epoch 0, step 32, loss 3.163, test 5.227
Epoch 0, step 33, loss 0.073, test 5.114
Epoch 0, step 34, loss 1.978, test 4.132
Epoch 0, step 35, loss 6.512, test 2.274
Epoch 0, step 36, loss 0.285, test 2.442
Epoch 0, step 37, loss 1.782, test 3.378
Epoch 0, step 38, loss 4.524, test 2.809
Epoch 0, step 39, loss 0.253, test 2.779
Epoch 0, step 40, loss 0.317, test 2.701
Epoch 0, step 41, loss 0.125, test 2.674
Epoch 0, step 42, loss 2.943, test 2.366
Epoch 0, step 43, loss 2.166, test 2.013
Epoch 0, step 44, loss 2.144, test 1.571
Epoch 0, step 45, loss 0.078, test 1.526
Epoch 0, step 46, loss 1.902, test 1.288
Epoch 0, step 47, loss 0.020, test 1.244
Epoch 0, step 48, loss 0.766, test 1.165
Epoch 0, step 49, loss 0.646, test 1.229
Epoch 0, step 50, loss 0.452, test 1.232
Epoch 0, step 51, loss 0.153, test 1.232
Epoch 0, step 52, loss 0.937, test 1.144
Epoch 0, step 53, loss 0.026, test 1.130
Epoch 0, step 54, loss 0.021, test 1.124
Epoch 0, step 55, loss 0.110, test 1.128
Epoch 0, step 56, loss 0.007, test 1.113
Epoch 0, step 57, loss 0.329, test 1.001
Epoch 0, step 58, loss 1.102, test 0.943
Epoch 0, step 59, loss 0.001, test 0.929
Epoch 0, step 60, loss 0.077, test 0.886
Epoch 0, step 61, loss 0.001, test 0.878
Epoch 0, step 62, loss 0.017, test 0.874
Epoch 0, step 63, loss 0.035, test 0.872
Epoch 0, step 64, loss 1.964, test 0.729
Epoch 0, step 65, loss 0.016, test 0.714
Epoch 0, step 66, loss 0.319, test 0.695
Epoch 0, step 67, loss 0.508, test 0.690
Epoch 0, step 68, loss 0.000, test 0.688
Epoch 0, step 69, loss 0.163, test 0.690
Epoch 0, step 70, loss 0.236, test 0.678
Epoch 0, step 71, loss 0.058, test 0.675
Epoch 0, step 72, loss 0.006, test 0.674
Epoch 0, step 73, loss 0.340, test 0.667
Epoch 0, step 74, loss 0.319, test 0.652
Epoch 0, step 75, loss 0.395, test 0.651
Epoch 0, step 76, loss 0.124, test 0.654
Epoch 0, step 77, loss 0.019, test 0.655
Epoch 0, step 78, loss 0.475, test 0.633
Epoch 0, step 79, loss 0.005, test 0.629
Epoch 0, step 80, loss 0.003, test 0.628
Epoch 0, step 81, loss 0.091, test 0.626
Epoch 0, step 82, loss 0.006, test 0.622
Epoch 0, step 83, loss 0.079, test 0.622
Epoch 0, step 84, loss 0.475, test 0.612
Epoch 0, step 85, loss 0.000, test 0.612
Epoch 0, step 86, loss 0.000, test 0.613
Epoch 0, step 87, loss 0.002, test 0.609
Epoch 0, step 88, loss 0.476, test 0.604
Epoch 0, step 89, loss 0.339, test 0.603
Epoch 0, step 90, loss 0.066, test 0.603
Epoch 0, step 91, loss 0.037, test 0.609
Epoch 0, step 92, loss 0.015, test 0.595
Epoch 0, step 93, loss 0.032, test 0.588
Epoch 0, step 94, loss 0.136, test 0.608
Epoch 0, step 95, loss 0.356, test 0.610
Epoch 0, step 96, loss 0.219, test 0.534
Epoch 0, step 97, loss 0.026, test 0.518
Epoch 0, step 98, loss 0.218, test 0.485
Epoch 0, step 99, loss 0.050, test 0.480
Epoch 0, step 100, loss 0.289, test 0.453
Epoch 0, step 101, loss 0.053, test 0.453
Epoch 0, step 102, loss 0.201, test 0.450
Epoch 0, step 103, loss 0.082, test 0.428
Epoch 0, step 104, loss 0.073, test 0.420
Epoch 0, step 105, loss 0.209, test 0.412
Epoch 0, step 106, loss 0.004, test 0.411
Epoch 0, step 107, loss 0.239, test 0.387
Epoch 0, step 108, loss 0.545, test 0.355
Epoch 0, step 109, loss 0.138, test 0.349
Epoch 0, step 110, loss 0.013, test 0.349
Epoch 0, step 111, loss 3.041, test 1.398
Epoch 0, step 112, loss 0.020, test 1.866
Epoch 0, step 113, loss 0.781, test 1.796
Epoch 0, step 114, loss 0.001, test 1.873
Epoch 0, step 115, loss 0.181, test 1.896
Epoch 0, step 116, loss 0.011, test 1.919
Epoch 0, step 117, loss 0.585, test 1.529
Epoch 0, step 118, loss 0.001, test 1.470
Epoch 0, step 119, loss 0.040, test 1.454
Epoch 0, step 120, loss 0.005, test 1.444
Epoch 0, step 121, loss 0.042, test 1.431
Epoch 0, step 122, loss 0.146, test 1.412
Epoch 0, step 123, loss 0.047, test 1.402
Epoch 0, step 124, loss 0.991, test 0.914
Epoch 0, step 125, loss 0.201, test 0.852
Epoch 0, step 126, loss 0.000, test 0.819
Epoch 0, step 127, loss 0.286, test 0.748
Epoch 0, step 128, loss 0.000, test 0.732
Epoch 0, step 129, loss 0.131, test 0.752
Epoch 0, step 130, loss 0.098, test 0.679
Epoch 0, step 131, loss 0.108, test 0.675
Epoch 0, step 132, loss 0.000, test 0.670
Epoch 0, step 133, loss 0.141, test 0.648
Epoch 0, step 134, loss 0.072, test 0.655
Epoch 0, step 135, loss 0.542, test 0.604
Epoch 0, step 136, loss 0.025, test 0.591
Epoch 0, step 137, loss 0.143, test 0.503
Epoch 0, step 138, loss 0.066, test 0.471
Epoch 0, step 139, loss 0.202, test 0.437
Epoch 0, step 140, loss 0.008, test 0.432
Epoch 0, step 141, loss 0.506, test 0.287
Epoch 0, step 142, loss 0.648, test 0.193
Epoch 0, step 143, loss 0.178, test 0.178
Epoch 0, step 144, loss 0.073, test 0.154
Epoch 0, step 145, loss 0.809, test 0.156
Epoch 0, step 146, loss 0.029, test 0.154
Epoch 0, step 147, loss 0.038, test 0.166
Epoch 0, step 148, loss 0.149, test 0.151
Epoch 0, step 149, loss 0.126, test 0.147
Epoch 0, step 150, loss 0.063, test 0.168
Epoch 0, step 151, loss 0.061, test 0.168
Epoch 0, step 152, loss 0.394, test 0.146
Epoch 0, step 153, loss 0.151, test 0.145
Epoch 0, step 154, loss 0.335, test 0.141
Epoch 0, step 155, loss 0.076, test 0.146
Epoch 0, step 156, loss 0.042, test 0.131
Epoch 0, step 157, loss 0.554, test 0.140
Epoch 0, step 158, loss 0.036, test 0.125
Epoch 0, step 159, loss 0.269, test 0.105
Epoch 0, step 160, loss 0.172, test 0.101
Epoch 0, step 161, loss 0.008, test 0.100
Epoch 0, step 162, loss 0.041, test 0.101
Epoch 0, step 163, loss 0.034, test 0.102
Epoch 0, step 164, loss 0.017, test 0.100
Epoch 0, step 165, loss 0.009, test 0.099
Epoch 0, step 166, loss 0.068, test 0.086
Epoch 0, step 167, loss 0.072, test 0.085
Epoch 0, step 168, loss 0.014, test 0.083
Epoch 0, step 169, loss 0.112, test 0.082
Epoch 0, step 170, loss 0.034, test 0.082
Epoch 0, step 171, loss 0.643, test 0.081
Epoch 0, step 172, loss 0.092, test 0.080
Epoch 0, step 173, loss 0.349, test 0.081
Epoch 0, step 174, loss 0.090, test 0.082
Epoch 0, step 175, loss 0.000, test 0.082
Epoch 0, step 176, loss 0.055, test 0.084
Epoch 0, step 177, loss 0.090, test 0.084
Epoch 0, step 178, loss 0.243, test 0.083
Epoch 0, step 179, loss 0.581, test 0.104
Epoch 0, step 180, loss 0.241, test 0.113
Epoch 0, step 181, loss 0.152, test 0.122
Epoch 0, step 182, loss 0.110, test 0.126
Epoch 0, step 183, loss 0.105, test 0.129
Epoch 0, step 184, loss 0.049, test 0.148
Epoch 0, step 185, loss 0.073, test 0.154
Epoch 0, step 186, loss 0.130, test 0.165
Epoch 0, step 187, loss 0.411, test 0.114
Epoch 0, step 188, loss 0.239, test 0.112
Epoch 0, step 189, loss 0.181, test 0.113
Epoch 0, step 190, loss 0.376, test 0.121
Epoch 0, step 191, loss 0.013, test 0.126
Epoch 0, step 192, loss 0.656, test 0.091
Epoch 0, step 193, loss 0.007, test 0.092
Epoch 0, step 194, loss 0.319, test 0.096
Epoch 0, step 195, loss 0.112, test 0.093
Epoch 0, step 196, loss 0.011, test 0.095
Epoch 0, step 197, loss 0.002, test 0.096
Epoch 0, step 198, loss 0.000, test 0.096
Epoch 0, step 199, loss 0.007, test 0.096
Epoch 0, step 200, loss 0.045, test 0.098
Epoch 0, step 201, loss 0.018, test 0.096
Epoch 0, step 202, loss 0.157, test 0.095
Epoch 0, step 203, loss 0.015, test 0.095
Epoch 0, step 204, loss 0.364, test 0.094
Epoch 0, step 205, loss 0.073, test 0.092
Epoch 0, step 206, loss 0.082, test 0.090
Epoch 0, step 207, loss 0.186, test 0.092
Epoch 0, step 208, loss 0.139, test 0.091
Epoch 0, step 209, loss 0.334, test 0.088
Epoch 0, step 210, loss 0.087, test 0.090
Epoch 0, step 211, loss 0.095, test 0.094
Epoch 0, step 212, loss 0.226, test 0.102
Epoch 0, step 213, loss 0.031, test 0.108
Epoch 0, step 214, loss 0.199, test 0.120
Epoch 0, step 215, loss 0.049, test 0.109
Epoch 0, step 216, loss 0.004, test 0.109
Epoch 0, step 217, loss 0.200, test 0.110
Epoch 0, step 218, loss 0.088, test 0.111
Epoch 0, step 219, loss 0.035, test 0.108
Epoch 0, step 220, loss 0.173, test 0.105
Epoch 0, step 221, loss 0.019, test 0.099
Epoch 0, step 222, loss 0.011, test 0.097
Epoch 0, step 223, loss 0.038, test 0.102
Epoch 0, step 224, loss 0.038, test 0.108
Epoch 0, step 225, loss 0.000, test 0.109
Epoch 0, step 226, loss 0.005, test 0.110
Epoch 0, step 227, loss 0.106, test 0.108
Epoch 0, step 228, loss 0.006, test 0.099
Epoch 0, step 229, loss 0.007, test 0.098
Epoch 0, step 230, loss 0.037, test 0.098
Epoch 0, step 231, loss 0.014, test 0.100
Epoch 0, step 232, loss 0.035, test 0.090
Epoch 0, step 233, loss 0.429, test 0.091
Epoch 0, step 234, loss 0.051, test 0.089
Epoch 0, step 235, loss 0.720, test 0.094
Epoch 0, step 236, loss 0.057, test 0.089
Epoch 0, step 237, loss 0.615, test 0.084
Epoch 0, step 238, loss 0.007, test 0.081
Epoch 0, step 239, loss 1.190, test 0.357
Epoch 0, step 240, loss 0.663, test 0.470
Epoch 0, step 241, loss 0.188, test 0.547
Epoch 0, step 242, loss 0.005, test 0.578
Epoch 0, step 243, loss 0.016, test 0.587
Epoch 0, step 244, loss 0.004, test 0.597
Epoch 0, step 245, loss 0.021, test 0.597
Epoch 0, step 246, loss 0.118, test 0.611
Epoch 0, step 247, loss 0.364, test 0.643
Epoch 0, step 248, loss 1.001, test 0.285
Epoch 0, step 249, loss 0.043, test 0.247
Epoch 0, step 250, loss 0.412, test 0.236
Epoch 0, step 251, loss 0.143, test 0.206
Epoch 0, step 252, loss 0.001, test 0.199
Epoch 0, step 253, loss 0.097, test 0.188
Epoch 0, step 254, loss 0.067, test 0.183
Epoch 0, step 255, loss 0.002, test 0.180
Epoch 0, step 256, loss 0.093, test 0.189
Epoch 0, step 257, loss 0.040, test 0.193
Epoch 0, step 258, loss 0.077, test 0.192
Epoch 0, step 259, loss 0.387, test 0.143
Epoch 0, step 260, loss 0.155, test 0.144
Epoch 0, step 261, loss 0.160, test 0.141
Epoch 0, step 262, loss 0.017, test 0.143
Epoch 0, step 263, loss 0.033, test 0.144
Epoch 0, step 264, loss 0.110, test 0.144
Epoch 0, step 265, loss 0.099, test 0.145
Epoch 0, step 266, loss 0.585, test 0.147
Epoch 0, step 267, loss 0.069, test 0.123
Epoch 0, step 268, loss 0.147, test 0.116
Epoch 0, step 269, loss 0.132, test 0.110
Epoch 0, step 270, loss 0.010, test 0.108
Epoch 0, step 271, loss 0.048, test 0.108
Epoch 0, step 272, loss 0.007, test 0.108
Epoch 0, step 273, loss 0.187, test 0.110
Epoch 0, step 274, loss 0.002, test 0.110
Epoch 0, step 275, loss 0.001, test 0.111
Epoch 0, step 276, loss 0.101, test 0.106
Epoch 0, step 277, loss 0.215, test 0.102
Epoch 0, step 278, loss 0.000, test 0.101
Epoch 0, step 279, loss 0.307, test 0.118
Epoch 0, step 280, loss 0.001, test 0.122
Epoch 0, step 281, loss 0.011, test 0.130
Epoch 0, step 282, loss 0.009, test 0.131
Epoch 0, step 283, loss 0.008, test 0.138
Epoch 0, step 284, loss 0.108, test 0.141
Epoch 0, step 285, loss 0.642, test 0.205
Epoch 0, step 286, loss 0.000, test 0.219
Epoch 0, step 287, loss 0.024, test 0.212
Epoch 0, step 288, loss 0.002, test 0.213
Epoch 0, step 289, loss 0.261, test 0.153
Epoch 0, step 290, loss 0.141, test 0.150
Epoch 0, step 291, loss 0.002, test 0.147
Epoch 0, step 292, loss 0.009, test 0.144
Epoch 0, step 293, loss 0.084, test 0.159
Epoch 0, step 294, loss 0.041, test 0.153
Epoch 0, step 295, loss 0.152, test 0.151
Epoch 0, step 296, loss 0.077, test 0.160
Epoch 0, step 297, loss 0.105, test 0.147
Epoch 0, step 298, loss 0.176, test 0.150
Epoch 0, step 299, loss 0.008, test 0.155
Epoch 0, step 300, loss 0.011, test 0.154
Epoch 0, step 301, loss 0.001, test 0.155
Epoch 0, step 302, loss 0.010, test 0.154
Epoch 0, step 303, loss 0.045, test 0.155
Epoch 0, step 304, loss 0.035, test 0.154
Epoch 0, step 305, loss 0.070, test 0.157
Epoch 0, step 306, loss 0.001, test 0.158
Epoch 0, step 307, loss 0.007, test 0.158
Epoch 0, step 308, loss 0.033, test 0.156
Epoch 0, step 309, loss 0.136, test 0.149
Epoch 0, step 310, loss 0.016, test 0.145
Epoch 0, step 311, loss 0.001, test 0.144
Epoch 0, step 312, loss 0.389, test 0.150
Epoch 0, step 313, loss 0.021, test 0.147
Epoch 0, step 314, loss 0.011, test 0.145
Epoch 0, step 315, loss 0.272, test 0.150
Epoch 0, step 316, loss 0.037, test 0.153
Epoch 0, step 317, loss 0.017, test 0.153
Epoch 0, step 318, loss 0.089, test 0.130
Epoch 0, step 319, loss 0.076, test 0.118
Epoch 0, step 320, loss 0.006, test 0.115
Epoch 0, step 321, loss 0.012, test 0.117
Epoch 0, step 322, loss 0.286, test 0.107
Epoch 0, step 323, loss 0.103, test 0.106
Epoch 0, step 324, loss 0.036, test 0.103
Epoch 0, step 325, loss 0.029, test 0.107
Epoch 0, step 326, loss 1.358, test 0.115
Epoch 0, step 327, loss 0.002, test 0.119
Epoch 0, step 328, loss 0.037, test 0.125
Epoch 0, step 329, loss 0.042, test 0.128
Epoch 0, step 330, loss 0.001, test 0.129
Epoch 0, step 331, loss 0.000, test 0.130
Epoch 0, step 332, loss 0.005, test 0.131
Epoch 0, step 333, loss 0.115, test 0.124
Epoch 0, step 334, loss 0.584, test 0.122
Epoch 0, step 335, loss 0.007, test 0.123
Epoch 0, step 336, loss 0.006, test 0.123
Epoch 0, step 337, loss 0.246, test 0.125
Epoch 0, step 338, loss 0.164, test 0.124
Epoch 0, step 339, loss 0.234, test 0.126
Epoch 0, step 340, loss 0.016, test 0.126
Epoch 0, step 341, loss 0.139, test 0.125
Epoch 0, step 342, loss 0.077, test 0.126
Epoch 0, step 343, loss 0.000, test 0.126
Epoch 0, step 344, loss 0.089, test 0.133
Epoch 0, step 345, loss 0.026, test 0.133
Epoch 0, step 346, loss 0.023, test 0.134
Epoch 0, step 347, loss 0.131, test 0.129
Epoch 0, step 348, loss 0.348, test 0.125
Epoch 0, step 349, loss 0.149, test 0.114
Epoch 0, step 350, loss 0.579, test 0.112
Epoch 0, step 351, loss 0.461, test 0.106
Epoch 0, step 352, loss 0.000, test 0.106
Epoch 0, step 353, loss 0.042, test 0.100
Epoch 0, step 354, loss 0.001, test 0.100
Epoch 0, step 355, loss 0.009, test 0.102
Epoch 0, step 356, loss 0.249, test 0.111
Epoch 0, step 357, loss 0.006, test 0.114
Epoch 0, step 358, loss 0.117, test 0.113
Epoch 0, step 359, loss 0.044, test 0.113
Epoch 0, step 360, loss 0.161, test 0.117
Epoch 0, step 361, loss 0.052, test 0.112
Epoch 0, step 362, loss 0.032, test 0.113
Epoch 0, step 363, loss 0.632, test 0.116
Epoch 0, step 364, loss 0.143, test 0.122
Epoch 0, step 365, loss 0.006, test 0.129
Epoch 0, step 366, loss 0.056, test 0.113
Epoch 0, step 367, loss 0.032, test 0.108
Epoch 0, step 368, loss 0.333, test 0.093
Epoch 0, step 369, loss 0.083, test 0.090
Epoch 0, step 370, loss 0.030, test 0.087
Epoch 0, step 371, loss 0.165, test 0.088
Epoch 0, step 372, loss 0.371, test 0.090
Epoch 0, step 373, loss 0.000, test 0.090
Epoch 0, step 374, loss 0.006, test 0.090
Epoch 0, step 375, loss 0.301, test 0.081
Epoch 0, step 376, loss 0.003, test 0.080
Epoch 0, step 377, loss 0.001, test 0.079
Epoch 0, step 378, loss 0.017, test 0.079
Epoch 0, step 379, loss 0.008, test 0.080
Epoch 0, step 380, loss 0.011, test 0.080
Epoch 0, step 381, loss 0.243, test 0.086
Epoch 0, step 382, loss 0.024, test 0.089
Epoch 0, step 383, loss 0.143, test 0.091
Epoch 0, step 384, loss 0.272, test 0.091
Epoch 0, step 385, loss 0.313, test 0.080
Epoch 0, step 386, loss 0.006, test 0.079
Epoch 0, step 387, loss 0.006, test 0.079
Epoch 0, step 388, loss 0.002, test 0.079
Epoch 0, step 389, loss 1.018, test 0.075
Epoch 0, step 390, loss 0.168, test 0.078
Epoch 0, step 391, loss 0.117, test 0.080
Epoch 0, step 392, loss 0.582, test 0.082
Epoch 0, step 393, loss 0.001, test 0.083
Epoch 0, step 394, loss 0.036, test 0.084
Epoch 0, step 395, loss 0.001, test 0.085
Epoch 0, step 396, loss 0.049, test 0.084
Epoch 0, step 397, loss 0.110, test 0.085
Epoch 0, step 398, loss 0.176, test 0.085
Epoch 0, step 399, loss 0.006, test 0.084
Epoch 0, step 400, loss 0.083, test 0.081
Epoch 0, step 401, loss 0.079, test 0.101
Epoch 0, step 402, loss 0.000, test 0.105
Epoch 0, step 403, loss 0.006, test 0.110
Epoch 0, step 404, loss 0.082, test 0.114
Epoch 0, step 405, loss 0.345, test 0.110
Epoch 0, step 406, loss 1.439, test 0.129
Epoch 0, step 407, loss 0.002, test 0.132
Epoch 0, step 408, loss 0.258, test 0.128
Epoch 0, step 409, loss 0.001, test 0.128
Epoch 0, step 410, loss 0.500, test 0.132
Epoch 0, step 411, loss 0.191, test 0.137
Epoch 0, step 412, loss 0.004, test 0.136
Epoch 0, step 413, loss 1.222, test 0.092
Epoch 0, step 414, loss 0.133, test 0.096
Epoch 0, step 415, loss 0.000, test 0.102
Epoch 0, step 416, loss 0.001, test 0.105
Epoch 0, step 417, loss 0.015, test 0.111
Epoch 0, step 418, loss 0.016, test 0.111
Epoch 0, step 419, loss 0.224, test 0.119
Epoch 0, step 420, loss 0.002, test 0.119
Epoch 0, step 421, loss 0.000, test 0.121
Epoch 0, step 422, loss 0.172, test 0.113
Epoch 0, step 423, loss 0.011, test 0.112
Epoch 0, step 424, loss 0.176, test 0.116
Epoch 0, step 425, loss 0.001, test 0.115
Epoch 0, step 426, loss 0.098, test 0.116
Epoch 0, step 427, loss 0.131, test 0.117
Epoch 0, step 428, loss 0.116, test 0.116
Epoch 0, step 429, loss 0.107, test 0.079
Epoch 0, step 430, loss 0.012, test 0.077
Epoch 0, step 431, loss 0.043, test 0.076
Epoch 0, step 432, loss 0.092, test 0.075
Epoch 0, step 433, loss 0.061, test 0.074
Epoch 0, step 434, loss 0.064, test 0.074
Epoch 0, step 435, loss 0.005, test 0.074
Epoch 0, step 436, loss 0.008, test 0.075
Epoch 0, step 437, loss 0.069, test 0.076
Epoch 0, step 438, loss 1.105, test 0.077
Epoch 0, step 439, loss 0.174, test 0.080
Epoch 0, step 440, loss 0.181, test 0.071
Epoch 0, step 441, loss 0.094, test 0.071
Epoch 0, step 442, loss 0.222, test 0.074
Epoch 0, step 443, loss 0.009, test 0.076
Epoch 0, step 444, loss 0.003, test 0.077
Epoch 0, step 445, loss 0.004, test 0.076
Epoch 0, step 446, loss 0.145, test 0.077
Epoch 0, step 447, loss 0.013, test 0.077
Epoch 0, step 448, loss 0.043, test 0.079
Epoch 0, step 449, loss 0.012, test 0.079
Epoch 0, step 450, loss 0.005, test 0.079
Epoch 0, step 451, loss 0.233, test 0.081
Epoch 0, step 452, loss 0.003, test 0.081
Epoch 0, step 453, loss 0.002, test 0.082
Epoch 0, step 454, loss 0.245, test 0.088
Epoch 0, step 455, loss 0.048, test 0.088
Epoch 0, step 456, loss 0.032, test 0.090
Epoch 0, step 457, loss 0.100, test 0.087
Epoch 0, step 458, loss 0.377, test 0.084
Epoch 0, step 459, loss 0.111, test 0.099
Epoch 0, step 460, loss 0.857, test 0.104
Epoch 0, step 461, loss 0.010, test 0.107
Epoch 0, step 462, loss 0.150, test 0.117
Epoch 0, step 463, loss 0.636, test 0.098
Epoch 0, step 464, loss 0.086, test 0.098
Epoch 0, step 465, loss 0.024, test 0.103
Epoch 0, step 466, loss 0.097, test 0.108
Epoch 0, step 467, loss 0.462, test 0.107
Epoch 0, step 468, loss 0.031, test 0.105
Epoch 0, step 469, loss 0.081, test 0.106
Epoch 0, step 470, loss 0.006, test 0.111
Epoch 0, step 471, loss 0.353, test 0.111
Epoch 0, step 472, loss 0.020, test 0.104
Epoch 0, step 473, loss 0.850, test 0.277
Epoch 0, step 474, loss 0.021, test 0.355
Epoch 0, step 475, loss 0.193, test 0.387
Epoch 0, step 476, loss 0.473, test 0.208
Epoch 0, step 477, loss 0.199, test 0.184
Epoch 0, step 478, loss 0.054, test 0.179
Epoch 0, step 479, loss 0.202, test 0.169
Epoch 0, step 480, loss 0.120, test 0.174
Epoch 0, step 481, loss 0.031, test 0.176
Epoch 0, step 482, loss 0.903, test 0.090
Epoch 0, step 483, loss 0.037, test 0.085
Epoch 0, step 484, loss 0.167, test 0.083
Epoch 0, step 485, loss 0.015, test 0.082
Epoch 0, step 486, loss 0.069, test 0.081
Epoch 0, step 487, loss 0.068, test 0.080
Epoch 0, step 488, loss 0.024, test 0.081
Epoch 0, step 489, loss 0.000, test 0.081
Epoch 0, step 490, loss 0.000, test 0.081
Epoch 0, step 491, loss 0.215, test 0.086
Epoch 0, step 492, loss 0.055, test 0.084
Epoch 0, step 493, loss 0.042, test 0.080
Epoch 0, step 494, loss 0.004, test 0.079
Epoch 0, step 495, loss 0.045, test 0.079
Epoch 0, step 496, loss 0.146, test 0.079
Epoch 0, step 497, loss 0.148, test 0.080
Epoch 0, step 498, loss 0.049, test 0.076
Epoch 0, step 499, loss 0.160, test 0.087
Epoch 0, step 500, loss 0.036, test 0.089
Epoch 0, step 501, loss 0.211, test 0.089
Epoch 0, step 502, loss 0.153, test 0.085
Epoch 0, step 503, loss 0.018, test 0.085
Epoch 0, step 504, loss 0.044, test 0.085
Epoch 0, step 505, loss 0.547, test 0.098
Epoch 0, step 506, loss 0.017, test 0.102
Epoch 0, step 507, loss 0.005, test 0.108
Epoch 0, step 508, loss 0.006, test 0.108
Epoch 0, step 509, loss 0.015, test 0.118
Epoch 0, step 510, loss 0.449, test 0.077
Epoch 0, step 511, loss 0.003, test 0.074
Epoch 0, step 512, loss 0.012, test 0.072
Epoch 0, step 513, loss 0.235, test 0.072
Epoch 0, step 514, loss 0.030, test 0.072
Epoch 0, step 515, loss 0.003, test 0.072
Epoch 0, step 516, loss 0.115, test 0.076
Epoch 0, step 517, loss 0.089, test 0.080
Epoch 0, step 518, loss 0.003, test 0.082
Epoch 0, step 519, loss 0.016, test 0.084
Epoch 0, step 520, loss 0.029, test 0.086
Epoch 0, step 521, loss 0.029, test 0.085
Epoch 0, step 522, loss 0.002, test 0.085
Epoch 0, step 523, loss 0.012, test 0.087
Epoch 0, step 524, loss 0.060, test 0.087
Epoch 0, step 525, loss 0.010, test 0.088
Epoch 0, step 526, loss 0.253, test 0.079
Epoch 0, step 527, loss 0.336, test 0.076
Epoch 0, step 528, loss 0.085, test 0.075
Epoch 0, step 529, loss 0.235, test 0.081
Epoch 0, step 530, loss 0.622, test 0.078
Epoch 0, step 531, loss 0.226, test 0.083
Epoch 0, step 532, loss 0.001, test 0.084
Epoch 0, step 533, loss 0.015, test 0.084
Epoch 0, step 534, loss 0.278, test 0.114
Epoch 0, step 535, loss 0.741, test 0.114
Epoch 0, step 536, loss 0.000, test 0.114
Epoch 0, step 537, loss 0.015, test 0.111
Epoch 0, step 538, loss 0.103, test 0.109
Epoch 0, step 539, loss 0.781, test 0.079
Epoch 0, step 540, loss 0.002, test 0.076
Epoch 0, step 541, loss 0.033, test 0.078
Epoch 0, step 542, loss 0.052, test 0.077
Epoch 0, step 543, loss 0.004, test 0.077
Epoch 0, step 544, loss 0.020, test 0.077
Epoch 0, step 545, loss 0.151, test 0.079
Epoch 0, step 546, loss 0.080, test 0.081

Epoch 0, step 547, loss 0.076, test 0.082
Epoch 0, step 548, loss 0.627, test 0.080
Epoch 0, step 549, loss 0.191, test 0.081
Epoch 0, step 550, loss 0.088, test 0.081
Epoch 0, step 551, loss 0.035, test 0.080
Epoch 0, step 552, loss 0.086, test 0.080
Epoch 0, step 553, loss 0.142, test 0.079
Epoch 0, step 554, loss 0.035, test 0.078
Epoch 0, step 555, loss 0.696, test 0.078
Epoch 0, step 556, loss 0.046, test 0.077
Epoch 0, step 557, loss 0.025, test 0.083
Epoch 0, step 558, loss 0.000, test 0.084
Epoch 0, step 559, loss 0.005, test 0.076
Epoch 0, step 560, loss 0.104, test 0.073
Epoch 0, step 561, loss 0.016, test 0.072
Epoch 0, step 562, loss 0.168, test 0.072
Epoch 0, step 563, loss 0.135, test 0.073
Epoch 0, step 564, loss 0.018, test 0.074
Epoch 0, step 565, loss 0.111, test 0.074
Epoch 0, step 566, loss 0.049, test 0.073
Epoch 0, step 567, loss 0.011, test 0.073
Epoch 0, step 568, loss 0.268, test 0.075
Epoch 0, step 569, loss 0.039, test 0.075
Epoch 0, step 570, loss 0.075, test 0.076
Epoch 0, step 571, loss 0.017, test 0.074
Epoch 0, step 572, loss 0.010, test 0.075
Epoch 0, step 573, loss 0.005, test 0.076
Epoch 0, step 574, loss 0.118, test 0.081
Epoch 0, step 575, loss 0.002, test 0.083
Epoch 0, step 576, loss 0.003, test 0.083
Epoch 0, step 577, loss 0.010, test 0.084
Epoch 0, step 578, loss 0.003, test 0.084
Epoch 0, step 579, loss 0.557, test 0.078
Epoch 0, step 580, loss 0.242, test 0.072
Epoch 0, step 581, loss 0.030, test 0.072
Epoch 0, step 582, loss 0.161, test 0.072
Epoch 0, step 583, loss 0.843, test 0.074
Epoch 0, step 584, loss 0.032, test 0.074
Epoch 0, step 585, loss 0.533, test 0.077
Epoch 0, step 586, loss 0.005, test 0.082
Epoch 0, step 587, loss 0.051, test 0.085
Epoch 0, step 588, loss 0.309, test 0.078
Epoch 0, step 589, loss 0.125, test 0.077
Epoch 0, step 590, loss 0.016, test 0.074
Epoch 0, step 591, loss 0.113, test 0.077
Epoch 0, step 592, loss 0.090, test 0.080
Epoch 0, step 593, loss 0.239, test 0.117
Epoch 0, step 594, loss 0.290, test 0.121
Epoch 0, step 595, loss 0.008, test 0.124
Epoch 0, step 596, loss 0.039, test 0.129
Epoch 0, step 597, loss 0.214, test 0.077
Epoch 0, step 598, loss 0.011, test 0.075
Epoch 0, step 599, loss 0.063, test 0.074
Epoch 0, step 600, loss 0.496, test 0.131
Epoch 0, step 601, loss 0.130, test 0.163
Epoch 0, step 602, loss 0.215, test 0.184
Epoch 0, step 603, loss 0.053, test 0.210
Epoch 0, step 604, loss 0.210, test 0.214
Epoch 0, step 605, loss 0.004, test 0.211
Epoch 0, step 606, loss 0.001, test 0.212
Epoch 0, step 607, loss 0.177, test 0.209
Epoch 0, step 608, loss 0.112, test 0.292
Epoch 0, step 609, loss 0.077, test 0.225
Epoch 0, step 610, loss 0.009, test 0.220
Epoch 0, step 611, loss 0.001, test 0.216
Epoch 0, step 612, loss 0.005, test 0.216
Epoch 0, step 613, loss 0.002, test 0.214
Epoch 0, step 614, loss 0.063, test 0.207
Epoch 0, step 615, loss 0.004, test 0.208
Epoch 0, step 616, loss 0.000, test 0.207
Epoch 0, step 617, loss 0.003, test 0.207
Epoch 0, step 618, loss 0.034, test 0.196
Epoch 0, step 619, loss 0.090, test 0.177
Epoch 0, step 620, loss 0.277, test 0.171
Epoch 0, step 621, loss 0.011, test 0.170
Epoch 0, step 622, loss 0.027, test 0.168
Epoch 0, step 623, loss 0.100, test 0.163
Epoch 0, step 624, loss 0.065, test 0.157
Epoch 0, step 625, loss 0.003, test 0.161
Epoch 0, step 626, loss 0.003, test 0.161
Epoch 0, step 627, loss 0.002, test 0.171
Epoch 0, step 628, loss 0.200, test 0.177
Epoch 0, step 629, loss 0.006, test 0.180
Epoch 0, step 630, loss 0.000, test 0.181
Epoch 0, step 631, loss 0.004, test 0.181
Epoch 0, step 632, loss 0.017, test 0.175
Epoch 0, step 633, loss 0.188, test 0.202
Epoch 0, step 634, loss 0.169, test 0.213
Epoch 0, step 635, loss 0.002, test 0.216
Epoch 0, step 636, loss 0.423, test 0.229
Epoch 0, step 637, loss 0.000, test 0.231
Epoch 0, step 638, loss 0.003, test 0.232
Epoch 0, step 639, loss 0.050, test 0.206
Epoch 0, step 640, loss 0.004, test 0.201
Epoch 0, step 641, loss 0.067, test 0.202
Epoch 0, step 642, loss 0.317, test 0.187
Epoch 0, step 643, loss 0.063, test 0.187
Epoch 0, step 644, loss 0.010, test 0.187
Epoch 0, step 645, loss 0.210, test 0.183
Epoch 0, step 646, loss 0.049, test 0.184
Epoch 0, step 647, loss 0.087, test 0.199
Epoch 0, step 648, loss 0.359, test 0.148
Epoch 0, step 649, loss 0.052, test 0.148
Epoch 0, step 650, loss 0.000, test 0.147
Epoch 0, step 651, loss 0.361, test 0.141
Epoch 0, step 652, loss 0.006, test 0.138
Epoch 0, step 653, loss 0.018, test 0.140
Epoch 0, step 654, loss 0.006, test 0.143
Epoch 0, step 655, loss 0.085, test 0.158
Epoch 0, step 656, loss 0.048, test 0.168
Epoch 0, step 657, loss 0.072, test 0.172
Epoch 0, step 658, loss 0.002, test 0.176
Epoch 0, step 659, loss 0.113, test 0.201
Epoch 0, step 660, loss 0.019, test 0.203
Epoch 0, step 661, loss 0.054, test 0.176
Epoch 0, step 662, loss 0.117, test 0.163
Epoch 0, step 663, loss 0.209, test 0.164
Epoch 0, step 664, loss 0.188, test 0.120
Epoch 0, step 665, loss 0.127, test 0.121
Epoch 0, step 666, loss 0.040, test 0.122
Epoch 0, step 667, loss 0.068, test 0.117
Epoch 0, step 668, loss 0.055, test 0.120
Epoch 0, step 669, loss 0.027, test 0.105
Epoch 0, step 670, loss 0.053, test 0.102
Epoch 0, step 671, loss 0.003, test 0.101
Epoch 0, step 672, loss 0.703, test 0.219
Epoch 0, step 673, loss 0.490, test 0.114
Epoch 0, step 674, loss 0.001, test 0.114
Epoch 0, step 675, loss 0.631, test 0.110
Epoch 0, step 676, loss 0.133, test 0.117
Epoch 0, step 677, loss 1.439, test 0.092
Epoch 0, step 678, loss 0.080, test 0.117
Epoch 0, step 679, loss 0.338, test 0.073
Epoch 0, step 680, loss 0.059, test 0.072
Epoch 0, step 681, loss 0.051, test 0.072
Epoch 0, step 682, loss 0.001, test 0.073
Epoch 0, step 683, loss 0.130, test 0.072
Epoch 0, step 684, loss 0.003, test 0.072
Epoch 0, step 685, loss 0.269, test 0.072
Epoch 0, step 686, loss 0.116, test 0.071
Epoch 0, step 687, loss 0.023, test 0.071
Epoch 0, step 688, loss 0.014, test 0.071
Epoch 0, step 689, loss 0.164, test 0.071
Epoch 0, step 690, loss 0.063, test 0.071
Epoch 0, step 691, loss 0.000, test 0.071
Epoch 0, step 692, loss 0.633, test 0.071
Epoch 0, step 693, loss 0.356, test 0.072
Epoch 0, step 694, loss 0.017, test 0.072
Epoch 0, step 695, loss 0.056, test 0.073
Epoch 0, step 696, loss 0.228, test 0.073
Epoch 0, step 697, loss 0.259, test 0.072
Epoch 0, step 698, loss 0.079, test 0.073
Epoch 0, step 699, loss 0.001, test 0.073
Epoch 0, step 700, loss 0.573, test 0.127
Epoch 0, step 701, loss 0.250, test 0.111
Epoch 0, step 702, loss 0.290, test 0.094
Epoch 0, step 703, loss 0.185, test 0.094
Epoch 0, step 704, loss 0.048, test 0.085
Epoch 0, step 705, loss 0.124, test 0.085
Epoch 0, step 706, loss 0.015, test 0.087
Epoch 0, step 707, loss 0.080, test 0.084
Epoch 0, step 708, loss 0.153, test 0.088
Epoch 0, step 709, loss 0.030, test 0.094
Epoch 0, step 710, loss 0.066, test 0.100
Epoch 0, step 711, loss 0.000, test 0.101
Epoch 0, step 712, loss 0.037, test 0.101
Epoch 0, step 713, loss 0.001, test 0.102
Epoch 0, step 714, loss 0.000, test 0.102
Epoch 0, step 715, loss 0.185, test 0.108
Epoch 0, step 716, loss 0.307, test 0.093
Epoch 0, step 717, loss 0.084, test 0.089
Epoch 0, step 718, loss 0.057, test 0.098
Epoch 0, step 719, loss 0.016, test 0.098
Epoch 0, step 720, loss 0.002, test 0.099
Epoch 0, step 721, loss 0.103, test 0.090
Epoch 0, step 722, loss 0.073, test 0.089
Epoch 0, step 723, loss 0.025, test 0.088
Epoch 0, step 724, loss 0.293, test 0.084
Epoch 0, step 725, loss 0.078, test 0.082
Epoch 0, step 726, loss 0.881, test 0.082
Epoch 0, step 727, loss 0.037, test 0.082
Epoch 0, step 728, loss 0.010, test 0.082
Epoch 0, step 729, loss 0.268, test 0.082
Epoch 0, step 730, loss 0.079, test 0.081
Epoch 0, step 731, loss 0.176, test 0.081
Epoch 0, step 732, loss 0.037, test 0.086
Epoch 0, step 733, loss 0.086, test 0.088
Epoch 0, step 734, loss 0.006, test 0.089
Epoch 0, step 735, loss 0.024, test 0.092
Epoch 0, step 736, loss 0.101, test 0.091
Epoch 0, step 737, loss 0.000, test 0.091
Epoch 0, step 738, loss 0.019, test 0.094
Epoch 0, step 739, loss 0.323, test 0.094
Epoch 0, step 740, loss 0.002, test 0.094
Epoch 0, step 741, loss 0.079, test 0.093
Epoch 0, step 742, loss 0.017, test 0.094
Epoch 0, step 743, loss 0.149, test 0.092
Epoch 0, step 744, loss 0.041, test 0.094
Epoch 0, step 745, loss 0.056, test 0.108
Epoch 0, step 746, loss 0.553, test 0.087
Epoch 0, step 747, loss 0.001, test 0.085
Epoch 0, step 748, loss 0.001, test 0.084
Epoch 0, step 749, loss 0.048, test 0.086
Epoch 0, step 750, loss 0.006, test 0.085
Epoch 0, step 751, loss 0.709, test 0.086
Epoch 0, step 752, loss 0.029, test 0.086
Epoch 0, step 753, loss 0.355, test 0.094
Epoch 0, step 754, loss 0.092, test 0.091
Epoch 0, step 755, loss 0.123, test 0.092
Epoch 0, step 756, loss 0.002, test 0.092
Epoch 0, step 757, loss 0.060, test 0.092
Epoch 0, step 758, loss 0.251, test 0.095
Epoch 0, step 759, loss 0.055, test 0.094
Epoch 0, step 760, loss 0.010, test 0.096
Epoch 0, step 761, loss 0.058, test 0.097
Epoch 0, step 762, loss 0.244, test 0.100
Epoch 0, step 763, loss 0.218, test 0.102
Epoch 0, step 764, loss 0.015, test 0.099
Epoch 0, step 765, loss 0.148, test 0.104
Epoch 0, step 766, loss 0.049, test 0.083
Epoch 0, step 767, loss 0.120, test 0.080
Epoch 0, step 768, loss 0.000, test 0.079
Epoch 0, step 769, loss 0.027, test 0.078
Epoch 0, step 770, loss 0.364, test 0.075
Epoch 0, step 771, loss 0.013, test 0.075
Epoch 0, step 772, loss 0.017, test 0.075
Epoch 0, step 773, loss 0.063, test 0.075
Epoch 0, step 774, loss 1.157, test 0.093
Epoch 0, step 775, loss 0.034, test 0.108
Epoch 0, step 776, loss 0.047, test 0.107
Epoch 0, step 777, loss 0.115, test 0.111
Epoch 0, step 778, loss 0.412, test 0.130
Epoch 0, step 779, loss 0.012, test 0.135
Epoch 0, step 780, loss 0.498, test 0.147
Epoch 0, step 781, loss 0.572, test 0.107
Epoch 0, step 782, loss 0.106, test 0.108
Epoch 0, step 783, loss 0.228, test 0.107
Epoch 0, step 784, loss 0.160, test 0.109
Epoch 0, step 785, loss 0.066, test 0.109
Epoch 0, step 786, loss 0.070, test 0.109
Epoch 0, step 787, loss 0.001, test 0.109
Epoch 0, step 788, loss 0.210, test 0.111
Epoch 0, step 789, loss 0.001, test 0.111
Epoch 0, step 790, loss 0.198, test 0.110
Epoch 0, step 791, loss 0.169, test 0.111
Epoch 0, step 792, loss 0.346, test 0.114
Epoch 0, step 793, loss 0.032, test 0.114
Epoch 0, step 794, loss 0.133, test 0.113
Epoch 0, step 795, loss 0.147, test 0.114
Epoch 0, step 796, loss 0.087, test 0.112
Epoch 0, step 797, loss 0.106, test 0.112
Epoch 0, step 798, loss 0.011, test 0.110
Epoch 0, step 799, loss 0.012, test 0.112
Epoch 0, step 800, loss 0.019, test 0.112
Epoch 0, step 801, loss 0.009, test 0.112
Epoch 0, step 802, loss 0.169, test 0.113
Epoch 0, step 803, loss 0.001, test 0.113
Epoch 0, step 804, loss 0.003, test 0.113
Epoch 0, step 805, loss 0.166, test 0.108
Epoch 0, step 806, loss 0.223, test 0.102
Epoch 0, step 807, loss 0.005, test 0.103
Epoch 0, step 808, loss 0.072, test 0.101
Epoch 0, step 809, loss 0.001, test 0.101
Epoch 0, step 810, loss 0.001, test 0.101
Epoch 0, step 811, loss 0.001, test 0.101
Epoch 0, step 812, loss 0.024, test 0.103
Epoch 0, step 813, loss 0.007, test 0.103
Epoch 0, step 814, loss 0.008, test 0.103
Epoch 0, step 815, loss 0.337, test 0.107
Epoch 0, step 816, loss 0.452, test 0.112
Epoch 0, step 817, loss 0.052, test 0.114
Epoch 0, step 818, loss 0.010, test 0.116
Epoch 0, step 819, loss 0.151, test 0.133
Epoch 0, step 820, loss 0.070, test 0.119
Epoch 0, step 821, loss 0.111, test 0.117
Epoch 0, step 822, loss 0.048, test 0.117
Epoch 0, step 823, loss 0.004, test 0.117
Epoch 0, step 824, loss 0.003, test 0.117
Epoch 0, step 825, loss 0.047, test 0.116
Epoch 0, step 826, loss 0.013, test 0.117
Epoch 0, step 827, loss 0.000, test 0.117
Epoch 0, step 828, loss 0.018, test 0.119
Epoch 0, step 829, loss 0.001, test 0.120
Epoch 0, step 830, loss 0.000, test 0.120
Epoch 0, step 831, loss 0.010, test 0.121
Epoch 0, step 832, loss 0.271, test 0.119
Epoch 0, step 833, loss 0.158, test 0.128
Epoch 0, step 834, loss 0.091, test 0.133
Epoch 0, step 835, loss 0.243, test 0.155
Epoch 0, step 836, loss 0.097, test 0.147
Epoch 0, step 837, loss 0.051, test 0.158
Epoch 0, step 838, loss 0.049, test 0.155
Epoch 0, step 839, loss 0.149, test 0.163
Epoch 0, step 840, loss 0.106, test 0.167
Epoch 0, step 841, loss 0.005, test 0.169
Epoch 0, step 842, loss 0.010, test 0.169
Epoch 0, step 843, loss 0.004, test 0.167
Epoch 0, step 844, loss 0.079, test 0.174
Epoch 0, step 845, loss 0.026, test 0.176
Epoch 0, step 846, loss 0.080, test 0.172
Epoch 0, step 847, loss 0.170, test 0.165
Epoch 0, step 848, loss 0.029, test 0.158
Epoch 0, step 849, loss 0.001, test 0.157
Epoch 0, step 850, loss 0.268, test 0.122
Epoch 0, step 851, loss 0.022, test 0.127
Epoch 0, step 852, loss 0.072, test 0.132
Epoch 0, step 853, loss 0.019, test 0.131
Epoch 0, step 854, loss 0.293, test 0.137
Epoch 0, step 855, loss 0.028, test 0.140
Epoch 0, step 856, loss 0.139, test 0.160
Epoch 0, step 857, loss 0.119, test 0.168
Epoch 0, step 858, loss 0.095, test 0.159
Epoch 0, step 859, loss 0.162, test 0.155
Epoch 0, step 860, loss 0.035, test 0.157
Epoch 0, step 861, loss 0.097, test 0.154
Epoch 0, step 862, loss 0.000, test 0.154
Epoch 0, step 863, loss 0.005, test 0.144
Epoch 0, step 864, loss 0.128, test 0.122
Epoch 0, step 865, loss 0.033, test 0.118
Epoch 0, step 866, loss 0.066, test 0.113
Epoch 0, step 867, loss 0.086, test 0.122
Epoch 0, step 868, loss 0.002, test 0.122
Epoch 0, step 869, loss 0.255, test 0.120
Epoch 0, step 870, loss 0.034, test 0.120
Epoch 0, step 871, loss 0.054, test 0.110
Epoch 0, step 872, loss 0.154, test 0.103
Epoch 0, step 873, loss 0.558, test 0.083
Epoch 0, step 874, loss 0.003, test 0.086
Epoch 0, step 875, loss 0.039, test 0.091
Epoch 0, step 876, loss 0.011, test 0.093
Epoch 0, step 877, loss 0.028, test 0.096
Epoch 0, step 878, loss 0.077, test 0.097
Epoch 0, step 879, loss 0.026, test 0.095
Epoch 0, step 880, loss 0.497, test 0.099
Epoch 0, step 881, loss 0.001, test 0.099
Epoch 0, step 882, loss 0.007, test 0.099
Epoch 0, step 883, loss 0.008, test 0.099
Epoch 0, step 884, loss 0.000, test 0.099
Epoch 0, step 885, loss 0.061, test 0.097
Epoch 0, step 886, loss 0.001, test 0.097
Epoch 0, step 887, loss 0.014, test 0.102
Epoch 0, step 888, loss 0.000, test 0.103
Epoch 0, step 889, loss 0.034, test 0.107
Epoch 0, step 890, loss 0.005, test 0.109
Epoch 0, step 891, loss 0.119, test 0.104
Epoch 0, step 892, loss 0.209, test 0.113
Epoch 0, step 893, loss 0.166, test 0.119
Epoch 0, step 894, loss 0.021, test 0.119
Epoch 0, step 895, loss 0.000, test 0.119
Epoch 0, step 896, loss 0.001, test 0.120
Epoch 0, step 897, loss 0.001, test 0.120
Epoch 0, step 898, loss 0.039, test 0.119
Epoch 0, step 899, loss 0.015, test 0.119
Epoch 0, step 900, loss 0.194, test 0.130
Epoch 0, step 901, loss 0.004, test 0.132
Epoch 0, step 902, loss 0.001, test 0.132
Epoch 0, step 903, loss 0.020, test 0.131
Epoch 0, step 904, loss 0.014, test 0.128
Epoch 0, step 905, loss 0.003, test 0.128
Epoch 0, step 906, loss 0.069, test 0.125
Epoch 0, step 907, loss 0.214, test 0.144
Epoch 0, step 908, loss 0.016, test 0.148
Epoch 0, step 909, loss 0.002, test 0.150
Epoch 0, step 910, loss 0.115, test 0.154
Epoch 0, step 911, loss 0.139, test 0.153
Epoch 0, step 912, loss 0.342, test 0.142
Epoch 0, step 913, loss 0.045, test 0.133
Epoch 0, step 914, loss 0.263, test 0.174
Epoch 0, step 915, loss 0.097, test 0.184
Epoch 0, step 916, loss 0.005, test 0.192
Epoch 0, step 917, loss 0.177, test 0.197
Epoch 0, step 918, loss 0.325, test 0.173
Epoch 0, step 919, loss 0.009, test 0.162
Epoch 0, step 920, loss 0.169, test 0.143
Epoch 0, step 921, loss 0.031, test 0.140
Epoch 0, step 922, loss 0.181, test 0.122
Epoch 0, step 923, loss 0.058, test 0.160
Epoch 0, step 924, loss 0.060, test 0.171
Epoch 0, step 925, loss 0.035, test 0.167
Epoch 0, step 926, loss 0.122, test 0.177
Epoch 0, step 927, loss 0.000, test 0.180
Epoch 0, step 928, loss 0.000, test 0.182
Epoch 0, step 929, loss 0.089, test 0.185
Epoch 0, step 930, loss 0.010, test 0.185
Epoch 0, step 931, loss 0.240, test 0.179
Epoch 0, step 932, loss 0.014, test 0.177
Epoch 0, step 933, loss 0.150, test 0.141
Epoch 0, step 934, loss 0.008, test 0.139
Epoch 0, step 935, loss 0.009, test 0.145
Epoch 0, step 936, loss 0.009, test 0.143
Epoch 0, step 937, loss 0.300, test 0.145
Epoch 0, step 938, loss 0.027, test 0.140
Epoch 0, step 939, loss 0.242, test 0.143
Epoch 0, step 940, loss 0.076, test 0.142
Epoch 0, step 941, loss 0.021, test 0.136
Epoch 0, step 942, loss 0.001, test 0.135
Epoch 0, step 943, loss 0.072, test 0.134
Epoch 0, step 944, loss 0.036, test 0.139
Epoch 0, step 945, loss 0.009, test 0.142
Epoch 0, step 946, loss 0.052, test 0.141
Epoch 0, step 947, loss 0.101, test 0.124
Epoch 0, step 948, loss 0.266, test 0.124
Epoch 0, step 949, loss 0.007, test 0.124
Epoch 0, step 950, loss 0.037, test 0.118
Epoch 0, step 951, loss 0.297, test 0.115
Epoch 0, step 952, loss 0.007, test 0.113
Epoch 0, step 953, loss 0.103, test 0.106
Epoch 0, step 954, loss 0.332, test 0.141
Epoch 0, step 955, loss 0.003, test 0.147
Epoch 0, step 956, loss 0.015, test 0.157
Epoch 0, step 957, loss 0.016, test 0.159
Epoch 0, step 958, loss 0.001, test 0.160
Epoch 0, step 959, loss 0.306, test 0.123
Epoch 0, step 960, loss 0.147, test 0.124
Epoch 0, step 961, loss 0.037, test 0.127
Epoch 0, step 962, loss 0.007, test 0.128
Epoch 0, step 963, loss 0.034, test 0.176
Epoch 0, step 964, loss 0.010, test 0.185
Epoch 0, step 965, loss 0.057, test 0.191
Epoch 0, step 966, loss 0.107, test 0.190
Epoch 0, step 967, loss 0.000, test 0.190
Epoch 0, step 968, loss 0.004, test 0.192
Epoch 0, step 969, loss 0.002, test 0.192
Epoch 0, step 970, loss 0.112, test 0.203
Epoch 0, step 971, loss 0.255, test 0.171
Epoch 0, step 972, loss 0.321, test 0.133
Epoch 0, step 973, loss 0.074, test 0.126
Epoch 0, step 974, loss 0.014, test 0.110
Epoch 0, step 975, loss 0.107, test 0.135
Epoch 0, step 976, loss 0.118, test 0.095
Epoch 0, step 977, loss 0.001, test 0.090
Epoch 0, step 978, loss 0.048, test 0.088
Epoch 0, step 979, loss 0.131, test 0.086
Epoch 0, step 980, loss 0.267, test 0.088
Epoch 0, step 981, loss 0.000, test 0.088
Epoch 0, step 982, loss 0.002, test 0.088
Epoch 0, step 983, loss 0.040, test 0.088
Epoch 0, step 984, loss 0.072, test 0.088
Epoch 0, step 985, loss 0.358, test 0.091
Epoch 0, step 986, loss 0.119, test 0.087
Epoch 0, step 987, loss 0.521, test 0.082
Epoch 0, step 988, loss 0.159, test 0.082
Epoch 0, step 989, loss 0.032, test 0.083
Epoch 0, step 990, loss 0.206, test 0.084
Epoch 0, step 991, loss 0.019, test 0.085
Epoch 0, step 992, loss 0.332, test 0.085
Epoch 0, step 993, loss 0.861, test 0.089
Epoch 0, step 994, loss 0.021, test 0.088
Epoch 0, step 995, loss 0.002, test 0.089
Epoch 0, step 996, loss 0.042, test 0.088
Epoch 0, step 997, loss 0.631, test 0.099
Epoch 0, step 998, loss 0.359, test 0.106
Epoch 0, step 999, loss 0.065, test 0.107
Epoch 1, step 0, loss 0.055, test 0.107
Epoch 1, step 1, loss 0.216, test 0.116
Epoch 1, step 2, loss 0.421, test 0.119
Epoch 1, step 3, loss 0.307, test 0.116
Epoch 1, step 4, loss 0.586, test 0.113
Epoch 1, step 5, loss 0.082, test 0.077
Epoch 1, step 6, loss 0.023, test 0.078
Epoch 1, step 7, loss 0.081, test 0.082
Epoch 1, step 8, loss 0.341, test 0.080
Epoch 1, step 9, loss 0.127, test 0.078
Epoch 1, step 10, loss 1.196, test 0.075
Epoch 1, step 11, loss 0.304, test 0.080
Epoch 1, step 12, loss 0.016, test 0.078
Epoch 1, step 13, loss 0.051, test 0.076
Epoch 1, step 14, loss 0.209, test 0.077
Epoch 1, step 15, loss 0.069, test 0.076
Epoch 1, step 16, loss 0.111, test 0.075
Epoch 1, step 17, loss 0.000, test 0.075
Epoch 1, step 18, loss 0.302, test 0.074
Epoch 1, step 19, loss 0.030, test 0.074
Epoch 1, step 20, loss 0.130, test 0.075
Epoch 1, step 21, loss 0.271, test 0.076
Epoch 1, step 22, loss 0.005, test 0.079
Epoch 1, step 23, loss 0.021, test 0.081
Epoch 1, step 24, loss 0.133, test 0.081
Epoch 1, step 25, loss 0.076, test 0.081
Epoch 1, step 26, loss 0.044, test 0.081
Epoch 1, step 27, loss 0.043, test 0.081
Epoch 1, step 28, loss 0.319, test 0.081
Epoch 1, step 29, loss 0.303, test 0.082
Epoch 1, step 30, loss 0.277, test 0.082
Epoch 1, step 31, loss 0.530, test 0.096
Epoch 1, step 32, loss 0.038, test 0.103
Epoch 1, step 33, loss 0.014, test 0.105
Epoch 1, step 34, loss 0.000, test 0.107
Epoch 1, step 35, loss 0.040, test 0.105
Epoch 1, step 36, loss 0.037, test 0.106
Epoch 1, step 37, loss 0.046, test 0.107
Epoch 1, step 38, loss 0.016, test 0.104
Epoch 1, step 39, loss 0.001, test 0.102
Epoch 1, step 40, loss 0.419, test 0.099
Epoch 1, step 41, loss 0.084, test 0.097
Epoch 1, step 42, loss 0.075, test 0.095
Epoch 1, step 43, loss 0.397, test 0.091
Epoch 1, step 44, loss 0.061, test 0.088
Epoch 1, step 45, loss 0.114, test 0.086
Epoch 1, step 46, loss 0.006, test 0.087
Epoch 1, step 47, loss 0.000, test 0.087
Epoch 1, step 48, loss 0.063, test 0.087
Epoch 1, step 49, loss 0.046, test 0.081
Epoch 1, step 50, loss 0.185, test 0.084
Epoch 1, step 51, loss 0.033, test 0.085
Epoch 1, step 52, loss 0.053, test 0.084
Epoch 1, step 53, loss 0.333, test 0.075
Epoch 1, step 54, loss 0.060, test 0.073
Epoch 1, step 55, loss 0.000, test 0.073
Epoch 1, step 56, loss 0.094, test 0.073
Epoch 1, step 57, loss 0.213, test 0.082
Epoch 1, step 58, loss 0.083, test 0.084
Epoch 1, step 59, loss 0.028, test 0.081
Epoch 1, step 60, loss 0.621, test 0.122
Epoch 1, step 61, loss 0.041, test 0.130
Epoch 1, step 62, loss 0.008, test 0.134
Epoch 1, step 63, loss 0.006, test 0.135
Epoch 1, step 64, loss 0.067, test 0.132
Epoch 1, step 65, loss 0.011, test 0.129
Epoch 1, step 66, loss 0.133, test 0.121
Epoch 1, step 67, loss 0.150, test 0.116
Epoch 1, step 68, loss 0.021, test 0.107
Epoch 1, step 69, loss 0.000, test 0.107
Epoch 1, step 70, loss 0.952, test 0.106
Epoch 1, step 71, loss 0.009, test 0.106
Epoch 1, step 72, loss 0.010, test 0.106
Epoch 1, step 73, loss 0.154, test 0.099
Epoch 1, step 74, loss 0.178, test 0.097
Epoch 1, step 75, loss 0.032, test 0.097
Epoch 1, step 76, loss 0.092, test 0.124
Epoch 1, step 77, loss 0.015, test 0.130
Epoch 1, step 78, loss 0.244, test 0.134
Epoch 1, step 79, loss 0.029, test 0.137
Epoch 1, step 80, loss 0.061, test 0.138
Epoch 1, step 81, loss 0.527, test 0.135
Epoch 1, step 82, loss 0.027, test 0.136
Epoch 1, step 83, loss 0.151, test 0.132
Epoch 1, step 84, loss 0.136, test 0.110
Epoch 1, step 85, loss 0.044, test 0.104
Epoch 1, step 86, loss 1.001, test 0.096
Epoch 1, step 87, loss 0.068, test 0.094
Epoch 1, step 88, loss 0.242, test 0.095
Epoch 1, step 89, loss 0.233, test 0.099
Epoch 1, step 90, loss 0.734, test 0.109
Epoch 1, step 91, loss 0.238, test 0.111
Epoch 1, step 92, loss 0.111, test 0.104
Epoch 1, step 93, loss 0.048, test 0.104
Epoch 1, step 94, loss 0.002, test 0.103
Epoch 1, step 95, loss 0.282, test 0.108
Epoch 1, step 96, loss 0.022, test 0.109
Epoch 1, step 97, loss 0.224, test 0.105
Epoch 1, step 98, loss 0.086, test 0.104
Epoch 1, step 99, loss 0.221, test 0.098
Epoch 1, step 100, loss 0.079, test 0.098
Epoch 1, step 101, loss 0.000, test 0.098
Epoch 1, step 102, loss 0.550, test 0.094
Epoch 1, step 103, loss 0.047, test 0.094
Epoch 1, step 104, loss 0.245, test 0.095
Epoch 1, step 105, loss 0.039, test 0.095
Epoch 1, step 106, loss 0.076, test 0.095
Epoch 1, step 107, loss 0.002, test 0.095
Epoch 1, step 108, loss 0.001, test 0.095
Epoch 1, step 109, loss 0.021, test 0.098
Epoch 1, step 110, loss 0.064, test 0.098
Epoch 1, step 111, loss 0.025, test 0.095
Epoch 1, step 112, loss 0.062, test 0.095
Epoch 1, step 113, loss 1.256, test 0.089
Epoch 1, step 114, loss 0.006, test 0.088
Epoch 1, step 115, loss 0.008, test 0.088
Epoch 1, step 116, loss 0.105, test 0.087
Epoch 1, step 117, loss 0.090, test 0.087
Epoch 1, step 118, loss 0.147, test 0.087
Epoch 1, step 119, loss 0.017, test 0.091
Epoch 1, step 120, loss 0.129, test 0.099

Epoch 1, step 121, loss 0.131, test 0.088
Epoch 1, step 122, loss 0.031, test 0.089
Epoch 1, step 123, loss 0.000, test 0.090
Epoch 1, step 124, loss 0.000, test 0.090
Epoch 1, step 125, loss 0.031, test 0.090
Epoch 1, step 126, loss 0.060, test 0.091
Epoch 1, step 127, loss 0.037, test 0.095
Epoch 1, step 128, loss 0.000, test 0.096
Epoch 1, step 129, loss 0.188, test 0.095
Epoch 1, step 130, loss 0.042, test 0.091
Epoch 1, step 131, loss 0.025, test 0.090
Epoch 1, step 132, loss 0.405, test 0.092
Epoch 1, step 133, loss 0.038, test 0.091
Epoch 1, step 134, loss 0.055, test 0.089
Epoch 1, step 135, loss 0.018, test 0.085
Epoch 1, step 136, loss 0.263, test 0.085
Epoch 1, step 137, loss 0.290, test 0.085
Epoch 1, step 138, loss 0.030, test 0.087
Epoch 1, step 139, loss 0.000, test 0.087
Epoch 1, step 140, loss 0.000, test 0.087
Epoch 1, step 141, loss 0.005, test 0.087
Epoch 1, step 142, loss 0.116, test 0.087
Epoch 1, step 143, loss 0.176, test 0.087
Epoch 1, step 144, loss 0.221, test 0.087
Epoch 1, step 145, loss 0.386, test 0.088
Epoch 1, step 146, loss 0.270, test 0.092
Epoch 1, step 147, loss 0.301, test 0.091
Epoch 1, step 148, loss 0.010, test 0.092
Epoch 1, step 149, loss 0.115, test 0.091
Epoch 1, step 150, loss 0.045, test 0.106
Epoch 1, step 151, loss 0.017, test 0.110
Epoch 1, step 152, loss 0.110, test 0.113
Epoch 1, step 153, loss 0.008, test 0.115
Epoch 1, step 154, loss 0.137, test 0.113
Epoch 1, step 155, loss 0.010, test 0.114
Epoch 1, step 156, loss 0.867, test 0.099
Epoch 1, step 157, loss 0.008, test 0.097
Epoch 1, step 158, loss 0.005, test 0.096
Epoch 1, step 159, loss 0.095, test 0.092
Epoch 1, step 160, loss 0.106, test 0.091
Epoch 1, step 161, loss 0.763, test 0.090
Epoch 1, step 162, loss 0.041, test 0.091
Epoch 1, step 163, loss 0.052, test 0.089
Epoch 1, step 164, loss 0.050, test 0.088
Epoch 1, step 165, loss 0.000, test 0.088
Epoch 1, step 166, loss 0.022, test 0.086
Epoch 1, step 167, loss 0.002, test 0.086
Epoch 1, step 168, loss 0.166, test 0.087
Epoch 1, step 169, loss 0.044, test 0.086
Epoch 1, step 170, loss 0.001, test 0.085
Epoch 1, step 171, loss 0.000, test 0.085
Epoch 1, step 172, loss 0.158, test 0.080
Epoch 1, step 173, loss 0.008, test 0.079
Epoch 1, step 174, loss 0.300, test 0.079
Epoch 1, step 175, loss 0.013, test 0.079
Epoch 1, step 176, loss 0.157, test 0.080
Epoch 1, step 177, loss 0.288, test 0.082
Epoch 1, step 178, loss 0.053, test 0.082
Epoch 1, step 179, loss 0.122, test 0.081
Epoch 1, step 180, loss 0.034, test 0.082
Epoch 1, step 181, loss 0.002, test 0.082
Epoch 1, step 182, loss 0.003, test 0.082
Epoch 1, step 183, loss 0.343, test 0.080
Epoch 1, step 184, loss 0.074, test 0.079
Epoch 1, step 185, loss 0.020, test 0.078
Epoch 1, step 186, loss 0.191, test 0.078
Epoch 1, step 187, loss 0.282, test 0.081
Epoch 1, step 188, loss 0.001, test 0.081
Epoch 1, step 189, loss 0.063, test 0.081
Epoch 1, step 190, loss 0.131, test 0.081
Epoch 1, step 191, loss 0.106, test 0.081
Epoch 1, step 192, loss 0.066, test 0.081
Epoch 1, step 193, loss 0.001, test 0.081
Epoch 1, step 194, loss 0.000, test 0.081
Epoch 1, step 195, loss 0.026, test 0.081
Epoch 1, step 196, loss 0.113, test 0.086
Epoch 1, step 197, loss 0.357, test 0.086
Epoch 1, step 198, loss 0.127, test 0.090
Epoch 1, step 199, loss 0.014, test 0.090
Epoch 1, step 200, loss 0.214, test 0.089
Epoch 1, step 201, loss 0.347, test 0.092
Epoch 1, step 202, loss 0.057, test 0.092
Epoch 1, step 203, loss 0.042, test 0.092
Epoch 1, step 204, loss 0.111, test 0.092
Epoch 1, step 205, loss 0.001, test 0.092
Epoch 1, step 206, loss 0.020, test 0.092
Epoch 1, step 207, loss 0.224, test 0.082
Epoch 1, step 208, loss 0.005, test 0.082
Epoch 1, step 209, loss 0.065, test 0.080
Epoch 1, step 210, loss 0.020, test 0.080
Epoch 1, step 211, loss 0.142, test 0.080
Epoch 1, step 212, loss 0.002, test 0.080
Epoch 1, step 213, loss 0.004, test 0.080
Epoch 1, step 214, loss 0.047, test 0.080
Epoch 1, step 215, loss 0.000, test 0.080
Epoch 1, step 216, loss 0.062, test 0.082
Epoch 1, step 217, loss 0.043, test 0.081
Epoch 1, step 218, loss 0.577, test 0.081
Epoch 1, step 219, loss 0.007, test 0.081
Epoch 1, step 220, loss 0.024, test 0.081
Epoch 1, step 221, loss 0.131, test 0.081
Epoch 1, step 222, loss 0.239, test 0.082
Epoch 1, step 223, loss 0.170, test 0.082
Epoch 1, step 224, loss 0.033, test 0.081
Epoch 1, step 225, loss 0.102, test 0.082
Epoch 1, step 226, loss 0.197, test 0.143
Epoch 1, step 227, loss 0.145, test 0.164
Epoch 1, step 228, loss 0.332, test 0.104
Epoch 1, step 229, loss 0.007, test 0.099
Epoch 1, step 230, loss 0.088, test 0.108
Epoch 1, step 231, loss 0.060, test 0.104
Epoch 1, step 232, loss 0.074, test 0.102
Epoch 1, step 233, loss 0.022, test 0.102
Epoch 1, step 234, loss 0.250, test 0.099
Epoch 1, step 235, loss 0.031, test 0.091
Epoch 1, step 236, loss 0.031, test 0.090
Epoch 1, step 237, loss 0.142, test 0.091
Epoch 1, step 238, loss 0.005, test 0.090
Epoch 1, step 239, loss 0.017, test 0.087
Epoch 1, step 240, loss 0.104, test 0.088
Epoch 1, step 241, loss 0.023, test 0.088
Epoch 1, step 242, loss 0.000, test 0.088
Epoch 1, step 243, loss 0.183, test 0.092
Epoch 1, step 244, loss 0.021, test 0.093
Epoch 1, step 245, loss 0.197, test 0.079
Epoch 1, step 246, loss 0.005, test 0.078
Epoch 1, step 247, loss 1.683, test 0.077
Epoch 1, step 248, loss 0.077, test 0.081
Epoch 1, step 249, loss 0.073, test 0.082
Epoch 1, step 250, loss 0.233, test 0.079
Epoch 1, step 251, loss 0.521, test 0.078
Epoch 1, step 252, loss 0.048, test 0.078
Epoch 1, step 253, loss 0.219, test 0.078
Epoch 1, step 254, loss 0.137, test 0.078
Epoch 1, step 255, loss 0.209, test 0.079
Epoch 1, step 256, loss 0.011, test 0.080
Epoch 1, step 257, loss 0.015, test 0.079
Epoch 1, step 258, loss 0.098, test 0.078
Epoch 1, step 259, loss 0.013, test 0.078
Epoch 1, step 260, loss 0.190, test 0.082
Epoch 1, step 261, loss 0.004, test 0.083
Epoch 1, step 262, loss 0.325, test 0.086
Epoch 1, step 263, loss 0.031, test 0.103
Epoch 1, step 264, loss 0.174, test 0.106
Epoch 1, step 265, loss 0.001, test 0.108
Epoch 1, step 266, loss 0.015, test 0.109
Epoch 1, step 267, loss 0.280, test 0.108
Epoch 1, step 268, loss 0.258, test 0.101
Epoch 1, step 269, loss 0.665, test 0.114
Epoch 1, step 270, loss 0.144, test 0.113
Epoch 1, step 271, loss 0.001, test 0.114
Epoch 1, step 272, loss 0.003, test 0.115
Epoch 1, step 273, loss 0.026, test 0.116
Epoch 1, step 274, loss 0.932, test 0.090
Epoch 1, step 275, loss 0.116, test 0.085
Epoch 1, step 276, loss 0.089, test 0.085
Epoch 1, step 277, loss 0.038, test 0.086
Epoch 1, step 278, loss 0.292, test 0.083
Epoch 1, step 279, loss 0.022, test 0.087
Epoch 1, step 280, loss 0.606, test 0.089
Epoch 1, step 281, loss 0.042, test 0.089
Epoch 1, step 282, loss 0.005, test 0.086
Epoch 1, step 283, loss 0.004, test 0.086
Epoch 1, step 284, loss 0.058, test 0.088
Epoch 1, step 285, loss 0.030, test 0.088
Epoch 1, step 286, loss 0.687, test 0.087
Epoch 1, step 287, loss 0.203, test 0.084
Epoch 1, step 288, loss 0.350, test 0.082
Epoch 1, step 289, loss 0.360, test 0.081
Epoch 1, step 290, loss 0.036, test 0.081
Epoch 1, step 291, loss 0.019, test 0.082
Epoch 1, step 292, loss 0.107, test 0.081
Epoch 1, step 293, loss 0.143, test 0.083
Epoch 1, step 294, loss 0.048, test 0.085
Epoch 1, step 295, loss 0.129, test 0.085
Epoch 1, step 296, loss 0.001, test 0.085
Epoch 1, step 297, loss 0.784, test 0.084
Epoch 1, step 298, loss 0.068, test 0.084
Epoch 1, step 299, loss 0.002, test 0.084
Epoch 1, step 300, loss 0.068, test 0.084
Epoch 1, step 301, loss 0.251, test 0.083
Epoch 1, step 302, loss 0.006, test 0.084
Epoch 1, step 303, loss 0.073, test 0.083
Epoch 1, step 304, loss 0.007, test 0.084
Epoch 1, step 305, loss 0.191, test 0.082
Epoch 1, step 306, loss 0.513, test 0.080
Epoch 1, step 307, loss 0.081, test 0.078
Epoch 1, step 308, loss 0.000, test 0.078
Epoch 1, step 309, loss 0.043, test 0.078
Epoch 1, step 310, loss 0.113, test 0.079
Epoch 1, step 311, loss 0.158, test 0.078
Epoch 1, step 312, loss 0.008, test 0.078
Epoch 1, step 313, loss 0.034, test 0.078
Epoch 1, step 314, loss 0.115, test 0.082
Epoch 1, step 315, loss 0.029, test 0.083
Epoch 1, step 316, loss 0.005, test 0.085
Epoch 1, step 317, loss 0.018, test 0.087
Epoch 1, step 318, loss 0.308, test 0.087
Epoch 1, step 319, loss 0.174, test 0.088
Epoch 1, step 320, loss 0.001, test 0.088
Epoch 1, step 321, loss 0.001, test 0.088
Epoch 1, step 322, loss 0.009, test 0.088
Epoch 1, step 323, loss 0.076, test 0.085
Epoch 1, step 324, loss 0.284, test 0.087
Epoch 1, step 325, loss 1.360, test 0.092
Epoch 1, step 326, loss 0.002, test 0.095
Epoch 1, step 327, loss 0.194, test 0.100
Epoch 1, step 328, loss 0.000, test 0.102
Epoch 1, step 329, loss 0.170, test 0.101
Epoch 1, step 330, loss 0.848, test 0.126
Epoch 1, step 331, loss 0.015, test 0.131
Epoch 1, step 332, loss 0.003, test 0.134
Epoch 1, step 333, loss 0.164, test 0.138
Epoch 1, step 334, loss 0.243, test 0.122
Epoch 1, step 335, loss 0.002, test 0.120
Epoch 1, step 336, loss 0.047, test 0.118
Epoch 1, step 337, loss 0.060, test 0.119
Epoch 1, step 338, loss 0.141, test 0.120
Epoch 1, step 339, loss 0.028, test 0.124
Epoch 1, step 340, loss 0.006, test 0.121
Epoch 1, step 341, loss 0.365, test 0.126
Epoch 1, step 342, loss 0.164, test 0.124
Epoch 1, step 343, loss 0.026, test 0.124
Epoch 1, step 344, loss 0.325, test 0.102
Epoch 1, step 345, loss 0.000, test 0.101
Epoch 1, step 346, loss 0.211, test 0.097
Epoch 1, step 347, loss 0.003, test 0.097
Epoch 1, step 348, loss 0.309, test 0.097
Epoch 1, step 349, loss 1.188, test 0.115
Epoch 1, step 350, loss 0.030, test 0.118
Epoch 1, step 351, loss 0.175, test 0.128
Epoch 1, step 352, loss 0.126, test 0.136
Epoch 1, step 353, loss 0.139, test 0.138
Epoch 1, step 354, loss 0.001, test 0.139
Epoch 1, step 355, loss 0.256, test 0.136
Epoch 1, step 356, loss 0.127, test 0.140
Epoch 1, step 357, loss 0.116, test 0.142
Epoch 1, step 358, loss 0.001, test 0.142
Epoch 1, step 359, loss 0.003, test 0.144
Epoch 1, step 360, loss 0.074, test 0.145
Epoch 1, step 361, loss 1.435, test 0.156
Epoch 1, step 362, loss 0.005, test 0.157
Epoch 1, step 363, loss 0.072, test 0.160
Epoch 1, step 364, loss 0.007, test 0.166
Epoch 1, step 365, loss 0.039, test 0.163
Epoch 1, step 366, loss 0.076, test 0.168
Epoch 1, step 367, loss 0.002, test 0.169
Epoch 1, step 368, loss 0.090, test 0.152
Epoch 1, step 369, loss 0.228, test 0.147
Epoch 1, step 370, loss 0.019, test 0.143
Epoch 1, step 371, loss 0.226, test 0.140
Epoch 1, step 372, loss 0.204, test 0.142
Epoch 1, step 373, loss 0.038, test 0.142
Epoch 1, step 374, loss 0.002, test 0.140
Epoch 1, step 375, loss 0.059, test 0.136
Epoch 1, step 376, loss 0.305, test 0.132
Epoch 1, step 377, loss 0.014, test 0.132
Epoch 1, step 378, loss 0.006, test 0.132
Epoch 1, step 379, loss 0.015, test 0.138
Epoch 1, step 380, loss 0.004, test 0.139
Epoch 1, step 381, loss 0.021, test 0.140
Epoch 1, step 382, loss 0.126, test 0.132
Epoch 1, step 383, loss 0.000, test 0.132
Epoch 1, step 384, loss 0.016, test 0.134
Epoch 1, step 385, loss 0.043, test 0.136
Epoch 1, step 386, loss 0.059, test 0.137
Epoch 1, step 387, loss 0.001, test 0.138
Epoch 1, step 388, loss 0.048, test 0.136
Epoch 1, step 389, loss 0.049, test 0.135
Epoch 1, step 390, loss 0.405, test 0.131
Epoch 1, step 391, loss 0.088, test 0.131
Epoch 1, step 392, loss 0.001, test 0.131
Epoch 1, step 393, loss 0.034, test 0.131
Epoch 1, step 394, loss 0.236, test 0.128
Epoch 1, step 395, loss 0.015, test 0.126
Epoch 1, step 396, loss 0.122, test 0.122
Epoch 1, step 397, loss 0.075, test 0.123
Epoch 1, step 398, loss 0.020, test 0.125
Epoch 1, step 399, loss 0.023, test 0.125
Epoch 1, step 400, loss 0.020, test 0.127
Epoch 1, step 401, loss 0.026, test 0.127
Epoch 1, step 402, loss 0.002, test 0.128
Epoch 1, step 403, loss 0.076, test 0.126
Epoch 1, step 404, loss 0.006, test 0.125
Epoch 1, step 405, loss 0.093, test 0.127
Epoch 1, step 406, loss 0.089, test 0.125
Epoch 1, step 407, loss 0.105, test 0.125
Epoch 1, step 408, loss 0.171, test 0.123
Epoch 1, step 409, loss 0.001, test 0.123
Epoch 1, step 410, loss 0.146, test 0.126
Epoch 1, step 411, loss 0.203, test 0.128
Epoch 1, step 412, loss 0.054, test 0.130
Epoch 1, step 413, loss 0.072, test 0.127
Epoch 1, step 414, loss 0.125, test 0.116
Epoch 1, step 415, loss 0.057, test 0.115
Epoch 1, step 416, loss 0.090, test 0.114
Epoch 1, step 417, loss 0.004, test 0.114
Epoch 1, step 418, loss 0.095, test 0.112
Epoch 1, step 419, loss 0.062, test 0.112
Epoch 1, step 420, loss 0.006, test 0.112
Epoch 1, step 421, loss 0.086, test 0.112
Epoch 1, step 422, loss 0.000, test 0.112
Epoch 1, step 423, loss 0.045, test 0.112
Epoch 1, step 424, loss 0.431, test 0.117
Epoch 1, step 425, loss 0.030, test 0.119
Epoch 1, step 426, loss 0.034, test 0.120
Epoch 1, step 427, loss 0.006, test 0.120
Epoch 1, step 428, loss 0.024, test 0.118
Epoch 1, step 429, loss 0.054, test 0.119
Epoch 1, step 430, loss 0.054, test 0.119
Epoch 1, step 431, loss 0.278, test 0.117
Epoch 1, step 432, loss 0.174, test 0.114
Epoch 1, step 433, loss 0.000, test 0.114
Epoch 1, step 434, loss 0.030, test 0.114
Epoch 1, step 435, loss 0.067, test 0.114
Epoch 1, step 436, loss 0.001, test 0.113
Epoch 1, step 437, loss 0.834, test 0.138
Epoch 1, step 438, loss 0.007, test 0.143
Epoch 1, step 439, loss 0.345, test 0.155
Epoch 1, step 440, loss 0.018, test 0.159
Epoch 1, step 441, loss 0.534, test 0.143
Epoch 1, step 442, loss 0.031, test 0.143
Epoch 1, step 443, loss 0.204, test 0.134
Epoch 1, step 444, loss 0.086, test 0.124
Epoch 1, step 445, loss 1.301, test 0.110
Epoch 1, step 446, loss 0.234, test 0.099
Epoch 1, step 447, loss 0.000, test 0.097
Epoch 1, step 448, loss 0.026, test 0.096
Epoch 1, step 449, loss 0.033, test 0.096
Epoch 1, step 450, loss 0.067, test 0.096
Epoch 1, step 451, loss 0.064, test 0.101
Epoch 1, step 452, loss 0.001, test 0.102
Epoch 1, step 453, loss 0.006, test 0.100
Epoch 1, step 454, loss 0.095, test 0.097
Epoch 1, step 455, loss 0.003, test 0.097
Epoch 1, step 456, loss 1.206, test 0.091
Epoch 1, step 457, loss 0.036, test 0.091
Epoch 1, step 458, loss 0.197, test 0.090
Epoch 1, step 459, loss 0.062, test 0.090
Epoch 1, step 460, loss 0.197, test 0.089
Epoch 1, step 461, loss 0.079, test 0.088
Epoch 1, step 462, loss 0.091, test 0.089
Epoch 1, step 463, loss 0.036, test 0.089
Epoch 1, step 464, loss 0.005, test 0.089
Epoch 1, step 465, loss 0.035, test 0.089
Epoch 1, step 466, loss 0.009, test 0.089
Epoch 1, step 467, loss 0.184, test 0.089
Epoch 1, step 468, loss 0.023, test 0.087
Epoch 1, step 469, loss 0.038, test 0.087
Epoch 1, step 470, loss 0.413, test 0.089
Epoch 1, step 471, loss 0.007, test 0.089
Epoch 1, step 472, loss 0.099, test 0.090
Epoch 1, step 473, loss 0.160, test 0.094
Epoch 1, step 474, loss 0.005, test 0.096
Epoch 1, step 475, loss 0.049, test 0.094
Epoch 1, step 476, loss 0.270, test 0.094
Epoch 1, step 477, loss 0.047, test 0.094
Epoch 1, step 478, loss 0.135, test 0.094
Epoch 1, step 479, loss 0.310, test 0.089
Epoch 1, step 480, loss 0.000, test 0.094
Epoch 1, step 481, loss 0.034, test 0.098
Epoch 1, step 482, loss 0.010, test 0.099
Epoch 1, step 483, loss 0.026, test 0.098
Epoch 1, step 484, loss 0.002, test 0.098
Epoch 1, step 485, loss 0.547, test 0.088
Epoch 1, step 486, loss 0.246, test 0.085
Epoch 1, step 487, loss 0.126, test 0.092
Epoch 1, step 488, loss 0.150, test 0.092
Epoch 1, step 489, loss 0.029, test 0.092
Epoch 1, step 490, loss 0.064, test 0.093
Epoch 1, step 491, loss 0.039, test 0.095
Epoch 1, step 492, loss 0.045, test 0.094
Epoch 1, step 493, loss 0.312, test 0.110
Epoch 1, step 494, loss 0.000, test 0.114
Epoch 1, step 495, loss 0.031, test 0.110
Epoch 1, step 496, loss 0.068, test 0.109
Epoch 1, step 497, loss 0.028, test 0.111
Epoch 1, step 498, loss 0.172, test 0.105
Epoch 1, step 499, loss 0.013, test 0.105
Epoch 1, step 500, loss 0.003, test 0.104
Epoch 1, step 501, loss 0.046, test 0.105
Epoch 1, step 502, loss 0.006, test 0.104
Epoch 1, step 503, loss 0.088, test 0.111
Epoch 1, step 504, loss 0.176, test 0.101
Epoch 1, step 505, loss 0.743, test 0.092
Epoch 1, step 506, loss 0.595, test 0.099
Epoch 1, step 507, loss 0.097, test 0.104
Epoch 1, step 508, loss 0.286, test 0.113
Epoch 1, step 509, loss 0.083, test 0.115
Epoch 1, step 510, loss 0.348, test 0.118
Epoch 1, step 511, loss 0.039, test 0.119
Epoch 1, step 512, loss 0.041, test 0.121
Epoch 1, step 513, loss 0.009, test 0.122
Epoch 1, step 514, loss 0.034, test 0.119
Epoch 1, step 515, loss 0.007, test 0.118
Epoch 1, step 516, loss 0.226, test 0.105
Epoch 1, step 517, loss 0.071, test 0.126
Epoch 1, step 518, loss 0.081, test 0.128
Epoch 1, step 519, loss 0.184, test 0.140
Epoch 1, step 520, loss 0.134, test 0.147
Epoch 1, step 521, loss 0.084, test 0.145
Epoch 1, step 522, loss 0.079, test 0.144
Epoch 1, step 523, loss 0.003, test 0.144
Epoch 1, step 524, loss 0.002, test 0.141
Epoch 1, step 525, loss 0.127, test 0.072
Epoch 1, step 526, loss 0.059, test 0.071
Epoch 1, step 527, loss 0.003, test 0.072
Epoch 1, step 528, loss 0.064, test 0.074
Epoch 1, step 529, loss 0.038, test 0.073
Epoch 1, step 530, loss 0.271, test 0.072
Epoch 1, step 531, loss 0.047, test 0.071
Epoch 1, step 532, loss 0.921, test 0.072
Epoch 1, step 533, loss 0.070, test 0.072
Epoch 1, step 534, loss 0.052, test 0.073
Epoch 1, step 535, loss 0.008, test 0.074
Epoch 1, step 536, loss 0.028, test 0.074
Epoch 1, step 537, loss 0.002, test 0.074
Epoch 1, step 538, loss 0.004, test 0.074
Epoch 1, step 539, loss 0.073, test 0.074
Epoch 1, step 540, loss 0.051, test 0.073
Epoch 1, step 541, loss 0.085, test 0.072
Epoch 1, step 542, loss 0.126, test 0.072
Epoch 1, step 543, loss 0.097, test 0.072
Epoch 1, step 544, loss 0.094, test 0.072
Epoch 1, step 545, loss 0.197, test 0.071
Epoch 1, step 546, loss 0.000, test 0.071
Epoch 1, step 547, loss 0.025, test 0.071
Epoch 1, step 548, loss 0.052, test 0.072
Epoch 1, step 549, loss 0.076, test 0.072
Epoch 1, step 550, loss 0.222, test 0.073
Epoch 1, step 551, loss 0.002, test 0.073
Epoch 1, step 552, loss 0.014, test 0.073
Epoch 1, step 553, loss 0.114, test 0.073
Epoch 1, step 554, loss 0.262, test 0.072
Epoch 1, step 555, loss 0.002, test 0.072
Epoch 1, step 556, loss 0.371, test 0.073
Epoch 1, step 557, loss 0.001, test 0.074
Epoch 1, step 558, loss 0.008, test 0.074
Epoch 1, step 559, loss 0.022, test 0.071
Epoch 1, step 560, loss 0.363, test 0.072
Epoch 1, step 561, loss 0.116, test 0.072
Epoch 1, step 562, loss 0.020, test 0.073
Epoch 1, step 563, loss 0.017, test 0.073
Epoch 1, step 564, loss 0.059, test 0.072
Epoch 1, step 565, loss 0.069, test 0.073
Epoch 1, step 566, loss 0.533, test 0.085
Epoch 1, step 567, loss 0.014, test 0.093
Epoch 1, step 568, loss 0.195, test 0.075
Epoch 1, step 569, loss 0.004, test 0.074
Epoch 1, step 570, loss 0.176, test 0.073
Epoch 1, step 571, loss 0.020, test 0.073
Epoch 1, step 572, loss 0.201, test 0.072
Epoch 1, step 573, loss 0.215, test 0.072
Epoch 1, step 574, loss 0.033, test 0.072
Epoch 1, step 575, loss 0.138, test 0.072
Epoch 1, step 576, loss 0.093, test 0.072
Epoch 1, step 577, loss 0.004, test 0.072
Epoch 1, step 578, loss 0.454, test 0.073
Epoch 1, step 579, loss 0.003, test 0.073
Epoch 1, step 580, loss 0.004, test 0.073
Epoch 1, step 581, loss 0.025, test 0.073
Epoch 1, step 582, loss 0.105, test 0.073
Epoch 1, step 583, loss 0.172, test 0.072
Epoch 1, step 584, loss 0.066, test 0.072
Epoch 1, step 585, loss 0.127, test 0.071
Epoch 1, step 586, loss 0.077, test 0.071
Epoch 1, step 587, loss 0.002, test 0.071
Epoch 1, step 588, loss 0.003, test 0.071
Epoch 1, step 589, loss 0.023, test 0.072
Epoch 1, step 590, loss 0.065, test 0.072
Epoch 1, step 591, loss 0.110, test 0.072
Epoch 1, step 592, loss 0.078, test 0.072
Epoch 1, step 593, loss 0.135, test 0.071
Epoch 1, step 594, loss 0.000, test 0.071
Epoch 1, step 595, loss 0.223, test 0.080
Epoch 1, step 596, loss 0.010, test 0.088
Epoch 1, step 597, loss 0.156, test 0.089
Epoch 1, step 598, loss 0.375, test 0.085
Epoch 1, step 599, loss 0.056, test 0.084
Epoch 1, step 600, loss 0.051, test 0.084
Epoch 1, step 601, loss 0.009, test 0.085
Epoch 1, step 602, loss 0.028, test 0.086
Epoch 1, step 603, loss 0.182, test 0.087
Epoch 1, step 604, loss 0.161, test 0.089
Epoch 1, step 605, loss 0.075, test 0.088
Epoch 1, step 606, loss 0.004, test 0.087
Epoch 1, step 607, loss 0.000, test 0.087
Epoch 1, step 608, loss 0.368, test 0.096
Epoch 1, step 609, loss 0.006, test 0.098
Epoch 1, step 610, loss 0.501, test 0.089
Epoch 1, step 611, loss 0.006, test 0.082
Epoch 1, step 612, loss 0.372, test 0.083
Epoch 1, step 613, loss 0.307, test 0.084
Epoch 1, step 614, loss 0.103, test 0.091
Epoch 1, step 615, loss 0.000, test 0.092
Epoch 1, step 616, loss 0.083, test 0.094
Epoch 1, step 617, loss 0.123, test 0.097
Epoch 1, step 618, loss 0.007, test 0.101
Epoch 1, step 619, loss 0.039, test 0.093
Epoch 1, step 620, loss 0.030, test 0.093
Epoch 1, step 621, loss 0.012, test 0.092
Epoch 1, step 622, loss 0.028, test 0.091
Epoch 1, step 623, loss 0.039, test 0.090
Epoch 1, step 624, loss 0.031, test 0.089
Epoch 1, step 625, loss 0.590, test 0.117
Epoch 1, step 626, loss 0.009, test 0.120
Epoch 1, step 627, loss 0.004, test 0.123
Epoch 1, step 628, loss 0.077, test 0.126
Epoch 1, step 629, loss 0.145, test 0.134
Epoch 1, step 630, loss 0.001, test 0.136
Epoch 1, step 631, loss 0.047, test 0.134
Epoch 1, step 632, loss 0.012, test 0.135
Epoch 1, step 633, loss 0.357, test 0.132
Epoch 1, step 634, loss 0.193, test 0.122
Epoch 1, step 635, loss 0.085, test 0.125
Epoch 1, step 636, loss 0.005, test 0.127
Epoch 1, step 637, loss 0.010, test 0.126
Epoch 1, step 638, loss 0.014, test 0.124
Epoch 1, step 639, loss 0.087, test 0.123
Epoch 1, step 640, loss 0.351, test 0.117
Epoch 1, step 641, loss 0.311, test 0.130
Epoch 1, step 642, loss 0.034, test 0.121
Epoch 1, step 643, loss 0.013, test 0.117
Epoch 1, step 644, loss 0.429, test 0.113
Epoch 1, step 645, loss 1.125, test 0.104
Epoch 1, step 646, loss 0.038, test 0.103
Epoch 1, step 647, loss 0.007, test 0.100
Epoch 1, step 648, loss 0.041, test 0.101
Epoch 1, step 649, loss 0.190, test 0.095
Epoch 1, step 650, loss 0.021, test 0.093
Epoch 1, step 651, loss 0.034, test 0.091
Epoch 1, step 652, loss 0.175, test 0.089
Epoch 1, step 653, loss 0.129, test 0.075
Epoch 1, step 654, loss 0.083, test 0.074
Epoch 1, step 655, loss 0.033, test 0.081
Epoch 1, step 656, loss 0.001, test 0.082
Epoch 1, step 657, loss 0.166, test 0.086
Epoch 1, step 658, loss 0.005, test 0.085
Epoch 1, step 659, loss 0.039, test 0.085
Epoch 1, step 660, loss 0.059, test 0.084
Epoch 1, step 661, loss 0.072, test 0.084
Epoch 1, step 662, loss 0.218, test 0.086
Epoch 1, step 663, loss 0.273, test 0.079
Epoch 1, step 664, loss 0.015, test 0.085
Epoch 1, step 665, loss 0.010, test 0.086
Epoch 1, step 666, loss 0.074, test 0.080
Epoch 1, step 667, loss 0.000, test 0.079
Epoch 1, step 668, loss 0.133, test 0.078
Epoch 1, step 669, loss 0.554, test 0.079
Epoch 1, step 670, loss 0.139, test 0.074
Epoch 1, step 671, loss 0.070, test 0.074
Epoch 1, step 672, loss 0.483, test 0.073
Epoch 1, step 673, loss 0.082, test 0.073
Epoch 1, step 674, loss 0.132, test 0.073
Epoch 1, step 675, loss 0.586, test 0.085
Epoch 1, step 676, loss 0.000, test 0.088
Epoch 1, step 677, loss 0.045, test 0.091
Epoch 1, step 678, loss 0.023, test 0.104
Epoch 1, step 679, loss 0.257, test 0.109
Epoch 1, step 680, loss 0.007, test 0.110
Epoch 1, step 681, loss 0.142, test 0.107

Epoch 1, step 682, loss 0.010, test 0.105
Epoch 1, step 683, loss 0.008, test 0.107
Epoch 1, step 684, loss 0.505, test 0.096
Epoch 1, step 685, loss 0.307, test 0.078
Epoch 1, step 686, loss 0.007, test 0.077
Epoch 1, step 687, loss 0.053, test 0.077
Epoch 1, step 688, loss 0.038, test 0.078
Epoch 1, step 689, loss 0.216, test 0.159
Epoch 1, step 690, loss 0.972, test 0.163
Epoch 1, step 691, loss 0.160, test 0.184
Epoch 1, step 692, loss 0.401, test 0.207
Epoch 1, step 693, loss 0.018, test 0.214
Epoch 1, step 694, loss 0.097, test 0.216
Epoch 1, step 695, loss 0.000, test 0.217
Epoch 1, step 696, loss 0.120, test 0.198
Epoch 1, step 697, loss 0.224, test 0.189
Epoch 1, step 698, loss 0.042, test 0.188
Epoch 1, step 699, loss 0.080, test 0.180
Epoch 1, step 700, loss 0.041, test 0.177
Epoch 1, step 701, loss 0.899, test 0.164
Epoch 1, step 702, loss 0.336, test 0.164
Epoch 1, step 703, loss 0.082, test 0.162
Epoch 1, step 704, loss 0.028, test 0.158
Epoch 1, step 705, loss 0.079, test 0.160
Epoch 1, step 706, loss 0.239, test 0.136
Epoch 1, step 707, loss 0.175, test 0.132
Epoch 1, step 708, loss 1.026, test 0.111
Epoch 1, step 709, loss 0.175, test 0.110
Epoch 1, step 710, loss 0.222, test 0.116
Epoch 1, step 711, loss 0.001, test 0.117
Epoch 1, step 712, loss 0.170, test 0.120
Epoch 1, step 713, loss 0.006, test 0.120
Epoch 1, step 714, loss 0.059, test 0.120
Epoch 1, step 715, loss 0.049, test 0.121
Epoch 1, step 716, loss 0.062, test 0.122
Epoch 1, step 717, loss 0.022, test 0.123
Epoch 1, step 718, loss 0.155, test 0.119
Epoch 1, step 719, loss 0.000, test 0.118
Epoch 1, step 720, loss 0.042, test 0.119
Epoch 1, step 721, loss 0.162, test 0.118
Epoch 1, step 722, loss 0.102, test 0.116
Epoch 1, step 723, loss 0.334, test 0.113
Epoch 1, step 724, loss 0.046, test 0.114
Epoch 1, step 725, loss 0.015, test 0.114
Epoch 1, step 726, loss 0.109, test 0.116
Epoch 1, step 727, loss 0.002, test 0.117
Epoch 1, step 728, loss 0.032, test 0.120
Epoch 1, step 729, loss 0.004, test 0.122
Epoch 1, step 730, loss 1.608, test 0.122
Epoch 1, step 731, loss 0.017, test 0.122
Epoch 1, step 732, loss 0.008, test 0.123
Epoch 1, step 733, loss 0.314, test 0.123
Epoch 1, step 734, loss 0.255, test 0.124
Epoch 1, step 735, loss 0.149, test 0.125
Epoch 1, step 736, loss 0.020, test 0.124
Epoch 1, step 737, loss 0.010, test 0.124
Epoch 1, step 738, loss 0.105, test 0.125
Epoch 1, step 739, loss 0.125, test 0.126
Epoch 1, step 740, loss 0.391, test 0.125
Epoch 1, step 741, loss 0.022, test 0.129
Epoch 1, step 742, loss 0.008, test 0.130
Epoch 1, step 743, loss 0.011, test 0.131
Epoch 1, step 744, loss 0.083, test 0.133
Epoch 1, step 745, loss 0.008, test 0.134
Epoch 1, step 746, loss 0.149, test 0.135
Epoch 1, step 747, loss 0.121, test 0.127
Epoch 1, step 748, loss 0.451, test 0.125
Epoch 1, step 749, loss 0.022, test 0.126
Epoch 1, step 750, loss 0.491, test 0.129
Epoch 1, step 751, loss 0.072, test 0.128
Epoch 1, step 752, loss 0.004, test 0.127
Epoch 1, step 753, loss 0.323, test 0.128
Epoch 1, step 754, loss 0.134, test 0.125
Epoch 1, step 755, loss 0.001, test 0.127
Epoch 1, step 756, loss 0.040, test 0.127
Epoch 1, step 757, loss 0.216, test 0.127
Epoch 1, step 758, loss 0.168, test 0.127
Epoch 1, step 759, loss 0.129, test 0.127
Epoch 1, step 760, loss 0.917, test 0.228
Epoch 1, step 761, loss 0.263, test 0.279
Epoch 1, step 762, loss 0.012, test 0.321
Epoch 1, step 763, loss 0.095, test 0.322
Epoch 1, step 764, loss 0.002, test 0.326
Epoch 1, step 765, loss 0.062, test 0.326
Epoch 1, step 766, loss 0.093, test 0.324
Epoch 1, step 767, loss 0.584, test 0.314
Epoch 1, step 768, loss 1.360, test 0.129
Epoch 1, step 769, loss 0.108, test 0.119
Epoch 1, step 770, loss 0.090, test 0.116
Epoch 1, step 771, loss 0.306, test 0.116
Epoch 1, step 772, loss 0.117, test 0.116
Epoch 1, step 773, loss 0.116, test 0.119
Epoch 1, step 774, loss 0.004, test 0.120
Epoch 1, step 775, loss 0.043, test 0.122
Epoch 1, step 776, loss 0.191, test 0.123
Epoch 1, step 777, loss 0.005, test 0.124
Epoch 1, step 778, loss 0.130, test 0.125
Epoch 1, step 779, loss 0.120, test 0.124
Epoch 1, step 780, loss 0.000, test 0.124
Epoch 1, step 781, loss 0.288, test 0.123
Epoch 1, step 782, loss 0.306, test 0.122
Epoch 1, step 783, loss 0.219, test 0.118
Epoch 1, step 784, loss 0.202, test 0.120
Epoch 1, step 785, loss 0.053, test 0.121
Epoch 1, step 786, loss 0.009, test 0.121
Epoch 1, step 787, loss 0.120, test 0.119
Epoch 1, step 788, loss 0.021, test 0.119
Epoch 1, step 789, loss 0.145, test 0.118
Epoch 1, step 790, loss 0.014, test 0.118
Epoch 1, step 791, loss 0.007, test 0.118
Epoch 1, step 792, loss 0.013, test 0.118
Epoch 1, step 793, loss 0.099, test 0.116
Epoch 1, step 794, loss 0.020, test 0.116
Epoch 1, step 795, loss 0.123, test 0.114
Epoch 1, step 796, loss 0.132, test 0.116
Epoch 1, step 797, loss 0.183, test 0.114
Epoch 1, step 798, loss 0.029, test 0.114
Epoch 1, step 799, loss 0.044, test 0.114
Epoch 1, step 800, loss 0.093, test 0.113
Epoch 1, step 801, loss 0.000, test 0.113
Epoch 1, step 802, loss 0.020, test 0.113
Epoch 1, step 803, loss 0.084, test 0.117
Epoch 1, step 804, loss 0.161, test 0.112
Epoch 1, step 805, loss 0.040, test 0.112
Epoch 1, step 806, loss 0.096, test 0.109
Epoch 1, step 807, loss 0.012, test 0.109
Epoch 1, step 808, loss 0.280, test 0.110
Epoch 1, step 809, loss 0.173, test 0.110
Epoch 1, step 810, loss 0.002, test 0.110
Epoch 1, step 811, loss 0.192, test 0.113
Epoch 1, step 812, loss 0.172, test 0.111
Epoch 1, step 813, loss 0.143, test 0.102
Epoch 1, step 814, loss 0.008, test 0.100
Epoch 1, step 815, loss 0.138, test 0.098
Epoch 1, step 816, loss 0.097, test 0.095
Epoch 1, step 817, loss 0.016, test 0.095
Epoch 1, step 818, loss 0.049, test 0.095
Epoch 1, step 819, loss 0.099, test 0.095
Epoch 1, step 820, loss 0.057, test 0.095
Epoch 1, step 821, loss 0.020, test 0.094
Epoch 1, step 822, loss 0.311, test 0.095
Epoch 1, step 823, loss 0.018, test 0.091
Epoch 1, step 824, loss 0.020, test 0.091
Epoch 1, step 825, loss 0.065, test 0.091
Epoch 1, step 826, loss 0.007, test 0.091
Epoch 1, step 827, loss 0.021, test 0.091
Epoch 1, step 828, loss 0.288, test 0.091
Epoch 1, step 829, loss 0.042, test 0.091
Epoch 1, step 830, loss 0.000, test 0.090
Epoch 1, step 831, loss 0.205, test 0.092
Epoch 1, step 832, loss 0.170, test 0.091
Epoch 1, step 833, loss 0.105, test 0.091
Epoch 1, step 834, loss 0.002, test 0.090
Epoch 1, step 835, loss 0.001, test 0.090
Epoch 1, step 836, loss 0.007, test 0.090
Epoch 1, step 837, loss 0.204, test 0.089
Epoch 1, step 838, loss 0.007, test 0.089
Epoch 1, step 839, loss 0.150, test 0.090
Epoch 1, step 840, loss 0.003, test 0.090
Epoch 1, step 841, loss 0.034, test 0.089
Epoch 1, step 842, loss 0.021, test 0.089
Epoch 1, step 843, loss 0.493, test 0.089
Epoch 1, step 844, loss 0.060, test 0.091
Epoch 1, step 845, loss 0.000, test 0.092
Epoch 1, step 846, loss 0.101, test 0.093
Epoch 1, step 847, loss 0.052, test 0.095
Epoch 1, step 848, loss 0.070, test 0.096
Epoch 1, step 849, loss 0.131, test 0.092
Epoch 1, step 850, loss 0.094, test 0.094
Epoch 1, step 851, loss 0.045, test 0.094
Epoch 1, step 852, loss 0.150, test 0.093
Epoch 1, step 853, loss 0.224, test 0.094
Epoch 1, step 854, loss 0.435, test 0.095
Epoch 1, step 855, loss 0.068, test 0.095
Epoch 1, step 856, loss 0.014, test 0.095
Epoch 1, step 857, loss 0.049, test 0.096
Epoch 1, step 858, loss 0.015, test 0.096
Epoch 1, step 859, loss 0.012, test 0.097
Epoch 1, step 860, loss 0.293, test 0.099
Epoch 1, step 861, loss 0.427, test 0.092
Epoch 1, step 862, loss 0.075, test 0.091
Epoch 1, step 863, loss 0.392, test 0.089
Epoch 1, step 864, loss 0.194, test 0.108
Epoch 1, step 865, loss 0.007, test 0.113
Epoch 1, step 866, loss 0.089, test 0.126
Epoch 1, step 867, loss 0.083, test 0.125
Epoch 1, step 868, loss 0.013, test 0.126
Epoch 1, step 869, loss 0.163, test 0.125
Epoch 1, step 870, loss 0.114, test 0.124
Epoch 1, step 871, loss 0.031, test 0.126
Epoch 1, step 872, loss 0.223, test 0.112
Epoch 1, step 873, loss 0.025, test 0.110
Epoch 1, step 874, loss 0.334, test 0.108
Epoch 1, step 875, loss 0.178, test 0.107
Epoch 1, step 876, loss 0.155, test 0.112
Epoch 1, step 877, loss 0.000, test 0.113
Epoch 1, step 878, loss 0.001, test 0.113
Epoch 1, step 879, loss 0.031, test 0.116
Epoch 1, step 880, loss 0.102, test 0.115
Epoch 1, step 881, loss 0.085, test 0.105
Epoch 1, step 882, loss 0.060, test 0.104
Epoch 1, step 883, loss 0.012, test 0.104
Epoch 1, step 884, loss 0.015, test 0.104
Epoch 1, step 885, loss 0.012, test 0.104
Epoch 1, step 886, loss 0.014, test 0.103
Epoch 1, step 887, loss 0.288, test 0.100
Epoch 1, step 888, loss 0.001, test 0.099
Epoch 1, step 889, loss 0.099, test 0.098
Epoch 1, step 890, loss 0.043, test 0.098
Epoch 1, step 891, loss 0.029, test 0.097
Epoch 1, step 892, loss 0.034, test 0.096
Epoch 1, step 893, loss 0.157, test 0.090
Epoch 1, step 894, loss 0.010, test 0.089
Epoch 1, step 895, loss 0.069, test 0.089
Epoch 1, step 896, loss 0.011, test 0.088
Epoch 1, step 897, loss 0.045, test 0.089
Epoch 1, step 898, loss 0.328, test 0.090
Epoch 1, step 899, loss 0.000, test 0.090
Epoch 1, step 900, loss 0.012, test 0.090
Epoch 1, step 901, loss 0.053, test 0.089
Epoch 1, step 902, loss 0.035, test 0.089
Epoch 1, step 903, loss 0.058, test 0.089
Epoch 1, step 904, loss 0.037, test 0.090
Epoch 1, step 905, loss 0.105, test 0.092
Epoch 1, step 906, loss 0.017, test 0.093
Epoch 1, step 907, loss 0.114, test 0.092
Epoch 1, step 908, loss 0.034, test 0.092
Epoch 1, step 909, loss 0.296, test 0.091
Epoch 1, step 910, loss 0.009, test 0.090
Epoch 1, step 911, loss 0.003, test 0.089
Epoch 1, step 912, loss 0.003, test 0.089
Epoch 1, step 913, loss 0.031, test 0.088
Epoch 1, step 914, loss 0.002, test 0.088
Epoch 1, step 915, loss 0.002, test 0.088
Epoch 1, step 916, loss 0.612, test 0.088
Epoch 1, step 917, loss 0.000, test 0.088
Epoch 1, step 918, loss 0.054, test 0.090
Epoch 1, step 919, loss 0.061, test 0.090
Epoch 1, step 920, loss 0.002, test 0.090
Epoch 1, step 921, loss 0.008, test 0.090
Epoch 1, step 922, loss 0.173, test 0.090
Epoch 1, step 923, loss 0.103, test 0.089
Epoch 1, step 924, loss 0.036, test 0.089
Epoch 1, step 925, loss 0.116, test 0.086
Epoch 1, step 926, loss 0.106, test 0.086
Epoch 1, step 927, loss 0.151, test 0.086
Epoch 1, step 928, loss 0.011, test 0.086
Epoch 1, step 929, loss 0.021, test 0.085
Epoch 1, step 930, loss 0.017, test 0.085
Epoch 1, step 931, loss 0.001, test 0.085
Epoch 1, step 932, loss 0.215, test 0.084
Epoch 1, step 933, loss 0.081, test 0.083
Epoch 1, step 934, loss 0.000, test 0.083
Epoch 1, step 935, loss 0.057, test 0.083
Epoch 1, step 936, loss 0.184, test 0.084
Epoch 1, step 937, loss 0.153, test 0.082
Epoch 1, step 938, loss 0.070, test 0.082
Epoch 1, step 939, loss 0.013, test 0.083
Epoch 1, step 940, loss 0.356, test 0.086
Epoch 1, step 941, loss 0.229, test 0.077
Epoch 1, step 942, loss 0.228, test 0.078
Epoch 1, step 943, loss 0.191, test 0.081
Epoch 1, step 944, loss 0.147, test 0.094
Epoch 1, step 945, loss 0.339, test 0.086
Epoch 1, step 946, loss 0.076, test 0.086
Epoch 1, step 947, loss 0.187, test 0.092
Epoch 1, step 948, loss 0.192, test 0.087
Epoch 1, step 949, loss 0.031, test 0.086
Epoch 1, step 950, loss 0.125, test 0.083
Epoch 1, step 951, loss 0.027, test 0.085
Epoch 1, step 952, loss 0.358, test 0.083
Epoch 1, step 953, loss 0.002, test 0.083
Epoch 1, step 954, loss 0.138, test 0.083
Epoch 1, step 955, loss 0.303, test 0.083
Epoch 1, step 956, loss 0.020, test 0.082
Epoch 1, step 957, loss 0.306, test 0.082
Epoch 1, step 958, loss 0.007, test 0.082
Epoch 1, step 959, loss 0.014, test 0.081
Epoch 1, step 960, loss 0.001, test 0.081
Epoch 1, step 961, loss 0.003, test 0.081
Epoch 1, step 962, loss 0.002, test 0.081
Epoch 1, step 963, loss 0.001, test 0.081
Epoch 1, step 964, loss 0.002, test 0.081
Epoch 1, step 965, loss 0.204, test 0.099
Epoch 1, step 966, loss 0.218, test 0.102
Epoch 1, step 967, loss 0.041, test 0.107
Epoch 1, step 968, loss 0.142, test 0.110
Epoch 1, step 969, loss 0.133, test 0.118
Epoch 1, step 970, loss 0.493, test 0.107
Epoch 1, step 971, loss 0.038, test 0.103
Epoch 1, step 972, loss 0.004, test 0.106
Epoch 1, step 973, loss 0.007, test 0.116
Epoch 1, step 974, loss 0.093, test 0.123
Epoch 1, step 975, loss 0.024, test 0.124
Epoch 1, step 976, loss 0.000, test 0.125
Epoch 1, step 977, loss 0.001, test 0.126
Epoch 1, step 978, loss 0.025, test 0.126
Epoch 1, step 979, loss 0.097, test 0.127
Epoch 1, step 980, loss 0.000, test 0.127
Epoch 1, step 981, loss 0.049, test 0.125
Epoch 1, step 982, loss 0.016, test 0.122
Epoch 1, step 983, loss 0.155, test 0.142
Epoch 1, step 984, loss 0.070, test 0.147
Epoch 1, step 985, loss 0.092, test 0.139
Epoch 1, step 986, loss 0.035, test 0.139
Epoch 1, step 987, loss 0.023, test 0.140
Epoch 1, step 988, loss 0.214, test 0.138
Epoch 1, step 989, loss 0.039, test 0.139
Epoch 1, step 990, loss 0.190, test 0.135
Epoch 1, step 991, loss 0.067, test 0.150
Epoch 1, step 992, loss 0.010, test 0.154
Epoch 1, step 993, loss 0.006, test 0.153
Epoch 1, step 994, loss 0.287, test 0.143
Epoch 1, step 995, loss 0.515, test 0.112
Epoch 1, step 996, loss 0.215, test 0.114
Epoch 1, step 997, loss 0.020, test 0.106
Epoch 1, step 998, loss 0.444, test 0.090
Epoch 1, step 999, loss 0.000, test 0.087
Epoch 2, step 0, loss 0.006, test 0.085
Epoch 2, step 1, loss 0.182, test 0.093
Epoch 2, step 2, loss 0.001, test 0.093
Epoch 2, step 3, loss 0.169, test 0.079
Epoch 2, step 4, loss 0.253, test 0.078
Epoch 2, step 5, loss 0.000, test 0.077
Epoch 2, step 6, loss 0.368, test 0.076
Epoch 2, step 7, loss 0.005, test 0.076
Epoch 2, step 8, loss 0.016, test 0.076
Epoch 2, step 9, loss 0.014, test 0.076
Epoch 2, step 10, loss 0.034, test 0.076
Epoch 2, step 11, loss 1.013, test 0.077
Epoch 2, step 12, loss 0.056, test 0.077
Epoch 2, step 13, loss 0.313, test 0.077
Epoch 2, step 14, loss 0.190, test 0.088
Epoch 2, step 15, loss 0.004, test 0.092
Epoch 2, step 16, loss 0.048, test 0.095
Epoch 2, step 17, loss 0.019, test 0.095
Epoch 2, step 18, loss 0.079, test 0.098
Epoch 2, step 19, loss 0.166, test 0.099
Epoch 2, step 20, loss 0.041, test 0.097
Epoch 2, step 21, loss 0.153, test 0.096
Epoch 2, step 22, loss 0.185, test 0.088
Epoch 2, step 23, loss 0.017, test 0.086
Epoch 2, step 24, loss 0.152, test 0.086
Epoch 2, step 25, loss 0.332, test 0.084
Epoch 2, step 26, loss 0.122, test 0.083
Epoch 2, step 27, loss 0.025, test 0.083
Epoch 2, step 28, loss 0.065, test 0.083
Epoch 2, step 29, loss 0.328, test 0.084
Epoch 2, step 30, loss 0.146, test 0.085
Epoch 2, step 31, loss 1.086, test 0.085
Epoch 2, step 32, loss 0.016, test 0.085
Epoch 2, step 33, loss 0.163, test 0.085
Epoch 2, step 34, loss 0.157, test 0.085
Epoch 2, step 35, loss 0.219, test 0.086
Epoch 2, step 36, loss 0.439, test 0.078
Epoch 2, step 37, loss 0.024, test 0.078
Epoch 2, step 38, loss 0.031, test 0.078
Epoch 2, step 39, loss 0.005, test 0.078
Epoch 2, step 40, loss 0.017, test 0.078
Epoch 2, step 41, loss 0.207, test 0.112
Epoch 2, step 42, loss 0.015, test 0.128
Epoch 2, step 43, loss 0.007, test 0.135
Epoch 2, step 44, loss 0.271, test 0.113
Epoch 2, step 45, loss 0.000, test 0.111
Epoch 2, step 46, loss 0.061, test 0.111
Epoch 2, step 47, loss 0.004, test 0.111
Epoch 2, step 48, loss 0.528, test 0.078
Epoch 2, step 49, loss 0.050, test 0.079
Epoch 2, step 50, loss 0.120, test 0.077
Epoch 2, step 51, loss 0.000, test 0.077
Epoch 2, step 52, loss 0.212, test 0.076
Epoch 2, step 53, loss 0.035, test 0.075
Epoch 2, step 54, loss 0.064, test 0.075
Epoch 2, step 55, loss 0.000, test 0.075
Epoch 2, step 56, loss 0.110, test 0.075
Epoch 2, step 57, loss 0.110, test 0.076
Epoch 2, step 58, loss 0.006, test 0.075
Epoch 2, step 59, loss 0.062, test 0.074
Epoch 2, step 60, loss 0.309, test 0.075
Epoch 2, step 61, loss 0.024, test 0.075
Epoch 2, step 62, loss 0.003, test 0.076
Epoch 2, step 63, loss 0.206, test 0.077
Epoch 2, step 64, loss 0.002, test 0.077
Epoch 2, step 65, loss 0.106, test 0.082
Epoch 2, step 66, loss 0.235, test 0.126
Epoch 2, step 67, loss 0.113, test 0.123
Epoch 2, step 68, loss 0.021, test 0.125
Epoch 2, step 69, loss 0.007, test 0.126
Epoch 2, step 70, loss 0.066, test 0.105
Epoch 2, step 71, loss 0.003, test 0.101
Epoch 2, step 72, loss 0.001, test 0.099
Epoch 2, step 73, loss 0.009, test 0.102
Epoch 2, step 74, loss 0.005, test 0.101
Epoch 2, step 75, loss 0.027, test 0.102
Epoch 2, step 76, loss 0.028, test 0.104
Epoch 2, step 77, loss 0.018, test 0.104
Epoch 2, step 78, loss 0.573, test 0.102
Epoch 2, step 79, loss 0.046, test 0.102
Epoch 2, step 80, loss 0.162, test 0.101
Epoch 2, step 81, loss 0.000, test 0.101
Epoch 2, step 82, loss 0.043, test 0.100
Epoch 2, step 83, loss 0.096, test 0.097
Epoch 2, step 84, loss 0.033, test 0.101
Epoch 2, step 85, loss 0.002, test 0.101
Epoch 2, step 86, loss 0.013, test 0.101
Epoch 2, step 87, loss 0.019, test 0.105
Epoch 2, step 88, loss 0.000, test 0.106
Epoch 2, step 89, loss 0.000, test 0.106
Epoch 2, step 90, loss 0.206, test 0.099
Epoch 2, step 91, loss 0.039, test 0.097
Epoch 2, step 92, loss 0.137, test 0.097
Epoch 2, step 93, loss 0.098, test 0.091
Epoch 2, step 94, loss 0.091, test 0.088
Epoch 2, step 95, loss 0.112, test 0.082
Epoch 2, step 96, loss 0.251, test 0.082
Epoch 2, step 97, loss 0.001, test 0.082
Epoch 2, step 98, loss 0.088, test 0.080
Epoch 2, step 99, loss 0.054, test 0.080
Epoch 2, step 100, loss 0.032, test 0.080
Epoch 2, step 101, loss 0.589, test 0.077
Epoch 2, step 102, loss 0.021, test 0.077
Epoch 2, step 103, loss 0.094, test 0.077
Epoch 2, step 104, loss 0.093, test 0.076
Epoch 2, step 105, loss 0.000, test 0.075
Epoch 2, step 106, loss 0.001, test 0.075
Epoch 2, step 107, loss 0.039, test 0.077
Epoch 2, step 108, loss 0.078, test 0.078
Epoch 2, step 109, loss 0.000, test 0.079
Epoch 2, step 110, loss 0.009, test 0.079
Epoch 2, step 111, loss 0.000, test 0.079
Epoch 2, step 112, loss 0.023, test 0.080
Epoch 2, step 113, loss 0.128, test 0.080
Epoch 2, step 114, loss 0.171, test 0.078
Epoch 2, step 115, loss 0.050, test 0.078
Epoch 2, step 116, loss 0.152, test 0.077
Epoch 2, step 117, loss 0.019, test 0.077
Epoch 2, step 118, loss 0.000, test 0.077
Epoch 2, step 119, loss 1.148, test 0.075
Epoch 2, step 120, loss 0.260, test 0.077
Epoch 2, step 121, loss 0.070, test 0.077
Epoch 2, step 122, loss 0.000, test 0.078
Epoch 2, step 123, loss 0.032, test 0.079
Epoch 2, step 124, loss 0.008, test 0.079
Epoch 2, step 125, loss 0.009, test 0.079
Epoch 2, step 126, loss 0.019, test 0.080
Epoch 2, step 127, loss 0.009, test 0.079
Epoch 2, step 128, loss 0.041, test 0.079
Epoch 2, step 129, loss 0.038, test 0.080
Epoch 2, step 130, loss 0.156, test 0.081
Epoch 2, step 131, loss 0.041, test 0.086
Epoch 2, step 132, loss 0.603, test 0.074
Epoch 2, step 133, loss 0.041, test 0.074
Epoch 2, step 134, loss 0.353, test 0.074
Epoch 2, step 135, loss 0.015, test 0.074
Epoch 2, step 136, loss 0.469, test 0.077
Epoch 2, step 137, loss 0.000, test 0.079
Epoch 2, step 138, loss 0.024, test 0.080
Epoch 2, step 139, loss 0.222, test 0.080
Epoch 2, step 140, loss 0.031, test 0.080
Epoch 2, step 141, loss 0.167, test 0.080
Epoch 2, step 142, loss 0.073, test 0.080
Epoch 2, step 143, loss 0.039, test 0.083
Epoch 2, step 144, loss 0.119, test 0.083
Epoch 2, step 145, loss 0.172, test 0.077
Epoch 2, step 146, loss 0.268, test 0.079
Epoch 2, step 147, loss 0.115, test 0.077
Epoch 2, step 148, loss 0.215, test 0.078
Epoch 2, step 149, loss 0.006, test 0.078
Epoch 2, step 150, loss 0.000, test 0.078
Epoch 2, step 151, loss 0.130, test 0.084
Epoch 2, step 152, loss 0.069, test 0.081
Epoch 2, step 153, loss 0.049, test 0.081
Epoch 2, step 154, loss 0.062, test 0.081
Epoch 2, step 155, loss 0.016, test 0.080
Epoch 2, step 156, loss 0.275, test 0.078
Epoch 2, step 157, loss 0.014, test 0.078
Epoch 2, step 158, loss 0.068, test 0.077
Epoch 2, step 159, loss 0.199, test 0.076
Epoch 2, step 160, loss 0.000, test 0.075
Epoch 2, step 161, loss 0.074, test 0.075
Epoch 2, step 162, loss 0.186, test 0.075
Epoch 2, step 163, loss 0.328, test 0.075
Epoch 2, step 164, loss 0.020, test 0.075
Epoch 2, step 165, loss 0.018, test 0.075
Epoch 2, step 166, loss 0.035, test 0.075
Epoch 2, step 167, loss 0.469, test 0.077
Epoch 2, step 168, loss 0.028, test 0.077
Epoch 2, step 169, loss 0.090, test 0.076
Epoch 2, step 170, loss 0.001, test 0.076
Epoch 2, step 171, loss 0.033, test 0.076
Epoch 2, step 172, loss 0.063, test 0.076
Epoch 2, step 173, loss 0.001, test 0.076
Epoch 2, step 174, loss 0.281, test 0.076
Epoch 2, step 175, loss 0.041, test 0.076
Epoch 2, step 176, loss 0.206, test 0.078
Epoch 2, step 177, loss 0.007, test 0.080
Epoch 2, step 178, loss 0.260, test 0.084
Epoch 2, step 179, loss 0.034, test 0.085
Epoch 2, step 180, loss 0.010, test 0.085
Epoch 2, step 181, loss 0.001, test 0.086
Epoch 2, step 182, loss 0.011, test 0.077
Epoch 2, step 183, loss 0.171, test 0.076
Epoch 2, step 184, loss 0.193, test 0.076
Epoch 2, step 185, loss 0.126, test 0.075
Epoch 2, step 186, loss 0.293, test 0.074
Epoch 2, step 187, loss 0.128, test 0.074
Epoch 2, step 188, loss 0.392, test 0.077
Epoch 2, step 189, loss 0.002, test 0.079
Epoch 2, step 190, loss 0.041, test 0.079
Epoch 2, step 191, loss 0.003, test 0.079
Epoch 2, step 192, loss 0.003, test 0.079
Epoch 2, step 193, loss 0.152, test 0.079
Epoch 2, step 194, loss 0.000, test 0.079
Epoch 2, step 195, loss 0.257, test 0.113
Epoch 2, step 196, loss 0.030, test 0.121
Epoch 2, step 197, loss 0.054, test 0.123
Epoch 2, step 198, loss 0.364, test 0.126
Epoch 2, step 199, loss 0.131, test 0.125
Epoch 2, step 200, loss 0.208, test 0.108
Epoch 2, step 201, loss 0.092, test 0.102
Epoch 2, step 202, loss 0.001, test 0.100
Epoch 2, step 203, loss 0.031, test 0.099
Epoch 2, step 204, loss 0.023, test 0.089
Epoch 2, step 205, loss 0.083, test 0.089
Epoch 2, step 206, loss 0.019, test 0.087
Epoch 2, step 207, loss 0.000, test 0.087
Epoch 2, step 208, loss 0.204, test 0.089
Epoch 2, step 209, loss 0.018, test 0.090
Epoch 2, step 210, loss 0.002, test 0.090
Epoch 2, step 211, loss 0.245, test 0.106
Epoch 2, step 212, loss 0.009, test 0.109
Epoch 2, step 213, loss 0.034, test 0.106
Epoch 2, step 214, loss 0.114, test 0.106
Epoch 2, step 215, loss 0.001, test 0.107
Epoch 2, step 216, loss 0.005, test 0.107
Epoch 2, step 217, loss 0.109, test 0.107
Epoch 2, step 218, loss 0.004, test 0.108
Epoch 2, step 219, loss 0.004, test 0.108
Epoch 2, step 220, loss 0.186, test 0.106
Epoch 2, step 221, loss 0.012, test 0.106
Epoch 2, step 222, loss 0.280, test 0.109
Epoch 2, step 223, loss 0.774, test 0.090
Epoch 2, step 224, loss 0.045, test 0.088
Epoch 2, step 225, loss 0.165, test 0.078
Epoch 2, step 226, loss 0.217, test 0.078
Epoch 2, step 227, loss 0.068, test 0.077
Epoch 2, step 228, loss 0.141, test 0.080
Epoch 2, step 229, loss 0.005, test 0.080
Epoch 2, step 230, loss 0.028, test 0.081
Epoch 2, step 231, loss 0.021, test 0.082
Epoch 2, step 232, loss 0.007, test 0.082
Epoch 2, step 233, loss 0.121, test 0.086
Epoch 2, step 234, loss 0.010, test 0.087
Epoch 2, step 235, loss 0.063, test 0.114
Epoch 2, step 236, loss 0.100, test 0.113
Epoch 2, step 237, loss 0.001, test 0.114
Epoch 2, step 238, loss 0.376, test 0.112
Epoch 2, step 239, loss 0.009, test 0.111
Epoch 2, step 240, loss 0.109, test 0.104
Epoch 2, step 241, loss 0.032, test 0.096
Epoch 2, step 242, loss 0.290, test 0.092
Epoch 2, step 243, loss 0.163, test 0.093
Epoch 2, step 244, loss 0.101, test 0.092
Epoch 2, step 245, loss 0.108, test 0.090
Epoch 2, step 246, loss 0.118, test 0.087
Epoch 2, step 247, loss 0.001, test 0.086
Epoch 2, step 248, loss 0.017, test 0.087
Epoch 2, step 249, loss 0.047, test 0.086
Epoch 2, step 250, loss 0.014, test 0.083
Epoch 2, step 251, loss 0.019, test 0.084
Epoch 2, step 252, loss 0.518, test 0.078
Epoch 2, step 253, loss 0.037, test 0.076
Epoch 2, step 254, loss 0.275, test 0.074
Epoch 2, step 255, loss 0.007, test 0.074
Epoch 2, step 256, loss 0.043, test 0.075
Epoch 2, step 257, loss 0.131, test 0.075
Epoch 2, step 258, loss 0.013, test 0.075

Epoch 2, step 259, loss 0.137, test 0.087
Epoch 2, step 260, loss 0.059, test 0.100
Epoch 2, step 261, loss 0.040, test 0.105
Epoch 2, step 262, loss 0.109, test 0.142
Epoch 2, step 263, loss 0.065, test 0.153
Epoch 2, step 264, loss 0.115, test 0.148
Epoch 2, step 265, loss 0.042, test 0.148
Epoch 2, step 266, loss 0.006, test 0.144
Epoch 2, step 267, loss 0.029, test 0.137
Epoch 2, step 268, loss 0.011, test 0.132
Epoch 2, step 269, loss 0.016, test 0.132
Epoch 2, step 270, loss 0.274, test 0.137
Epoch 2, step 271, loss 0.015, test 0.136
Epoch 2, step 272, loss 0.051, test 0.147
Epoch 2, step 273, loss 0.016, test 0.149
Epoch 2, step 274, loss 0.020, test 0.151
Epoch 2, step 275, loss 0.028, test 0.150
Epoch 2, step 276, loss 0.000, test 0.151
Epoch 2, step 277, loss 0.177, test 0.131
Epoch 2, step 278, loss 0.004, test 0.126
Epoch 2, step 279, loss 0.090, test 0.126
Epoch 2, step 280, loss 0.704, test 0.133
Epoch 2, step 281, loss 0.005, test 0.135
Epoch 2, step 282, loss 0.216, test 0.141
Epoch 2, step 283, loss 0.004, test 0.144
Epoch 2, step 284, loss 0.196, test 0.146
Epoch 2, step 285, loss 0.091, test 0.142
Epoch 2, step 286, loss 0.371, test 0.144
Epoch 2, step 287, loss 0.127, test 0.124
Epoch 2, step 288, loss 0.077, test 0.112
Epoch 2, step 289, loss 0.051, test 0.107
Epoch 2, step 290, loss 0.030, test 0.105
Epoch 2, step 291, loss 0.100, test 0.105
Epoch 2, step 292, loss 0.053, test 0.104
Epoch 2, step 293, loss 0.039, test 0.101
Epoch 2, step 294, loss 0.141, test 0.103
Epoch 2, step 295, loss 0.038, test 0.104
Epoch 2, step 296, loss 0.016, test 0.100
Epoch 2, step 297, loss 0.005, test 0.099
Epoch 2, step 298, loss 0.058, test 0.100
Epoch 2, step 299, loss 0.000, test 0.100
Epoch 2, step 300, loss 0.027, test 0.097
Epoch 2, step 301, loss 0.064, test 0.118
Epoch 2, step 302, loss 0.132, test 0.123
Epoch 2, step 303, loss 0.147, test 0.150
Epoch 2, step 304, loss 0.205, test 0.154
Epoch 2, step 305, loss 0.008, test 0.158
Epoch 2, step 306, loss 0.689, test 0.149
Epoch 2, step 307, loss 0.084, test 0.150
Epoch 2, step 308, loss 0.023, test 0.140
Epoch 2, step 309, loss 0.045, test 0.134
Epoch 2, step 310, loss 0.260, test 0.124
Epoch 2, step 311, loss 0.017, test 0.124
Epoch 2, step 312, loss 0.376, test 0.129
Epoch 2, step 313, loss 0.051, test 0.129
Epoch 2, step 314, loss 0.001, test 0.129
Epoch 2, step 315, loss 0.176, test 0.132
Epoch 2, step 316, loss 0.084, test 0.138
Epoch 2, step 317, loss 0.676, test 0.130
Epoch 2, step 318, loss 0.001, test 0.132
Epoch 2, step 319, loss 0.052, test 0.135
Epoch 2, step 320, loss 0.199, test 0.134
Epoch 2, step 321, loss 0.013, test 0.134
Epoch 2, step 322, loss 0.033, test 0.133
Epoch 2, step 323, loss 0.135, test 0.125
Epoch 2, step 324, loss 0.052, test 0.117
Epoch 2, step 325, loss 0.174, test 0.111
Epoch 2, step 326, loss 0.019, test 0.109
Epoch 2, step 327, loss 0.014, test 0.108
Epoch 2, step 328, loss 0.085, test 0.106
Epoch 2, step 329, loss 0.148, test 0.095
Epoch 2, step 330, loss 0.000, test 0.093
Epoch 2, step 331, loss 0.001, test 0.093
Epoch 2, step 332, loss 0.067, test 0.094
Epoch 2, step 333, loss 0.108, test 0.093
Epoch 2, step 334, loss 0.049, test 0.091
Epoch 2, step 335, loss 0.011, test 0.091
Epoch 2, step 336, loss 0.203, test 0.090
Epoch 2, step 337, loss 0.048, test 0.094
Epoch 2, step 338, loss 0.009, test 0.094
Epoch 2, step 339, loss 0.217, test 0.098
Epoch 2, step 340, loss 0.063, test 0.099
Epoch 2, step 341, loss 0.220, test 0.105
Epoch 2, step 342, loss 0.065, test 0.105
Epoch 2, step 343, loss 0.031, test 0.107
Epoch 2, step 344, loss 0.078, test 0.101
Epoch 2, step 345, loss 0.005, test 0.098
Epoch 2, step 346, loss 0.004, test 0.095
Epoch 2, step 347, loss 0.069, test 0.093
Epoch 2, step 348, loss 0.575, test 0.093
Epoch 2, step 349, loss 0.002, test 0.094
Epoch 2, step 350, loss 0.119, test 0.087
Epoch 2, step 351, loss 0.192, test 0.092
Epoch 2, step 352, loss 0.038, test 0.092
Epoch 2, step 353, loss 0.262, test 0.084
Epoch 2, step 354, loss 0.010, test 0.082
Epoch 2, step 355, loss 0.017, test 0.081
Epoch 2, step 356, loss 0.041, test 0.080
Epoch 2, step 357, loss 0.155, test 0.077
Epoch 2, step 358, loss 0.060, test 0.077
Epoch 2, step 359, loss 0.003, test 0.077
Epoch 2, step 360, loss 0.064, test 0.073
Epoch 2, step 361, loss 0.275, test 0.073
Epoch 2, step 362, loss 0.004, test 0.072
Epoch 2, step 363, loss 0.045, test 0.072
Epoch 2, step 364, loss 0.002, test 0.072
Epoch 2, step 365, loss 0.202, test 0.072
Epoch 2, step 366, loss 0.389, test 0.073
Epoch 2, step 367, loss 0.008, test 0.074
Epoch 2, step 368, loss 0.118, test 0.074
Epoch 2, step 369, loss 0.081, test 0.073
Epoch 2, step 370, loss 0.462, test 0.072
Epoch 2, step 371, loss 0.181, test 0.073
Epoch 2, step 372, loss 0.009, test 0.072
Epoch 2, step 373, loss 0.019, test 0.073
Epoch 2, step 374, loss 0.008, test 0.073
Epoch 2, step 375, loss 0.147, test 0.073
Epoch 2, step 376, loss 0.226, test 0.073
Epoch 2, step 377, loss 0.016, test 0.073
Epoch 2, step 378, loss 0.050, test 0.073
Epoch 2, step 379, loss 0.005, test 0.073
Epoch 2, step 380, loss 0.088, test 0.074
Epoch 2, step 381, loss 0.188, test 0.074
Epoch 2, step 382, loss 0.311, test 0.073
Epoch 2, step 383, loss 0.192, test 0.072
Epoch 2, step 384, loss 0.084, test 0.072
Epoch 2, step 385, loss 0.032, test 0.073
Epoch 2, step 386, loss 0.017, test 0.073
Epoch 2, step 387, loss 0.078, test 0.072
Epoch 2, step 388, loss 0.260, test 0.073
Epoch 2, step 389, loss 0.007, test 0.073
Epoch 2, step 390, loss 0.465, test 0.074
Epoch 2, step 391, loss 0.001, test 0.075
Epoch 2, step 392, loss 0.014, test 0.075
Epoch 2, step 393, loss 0.256, test 0.078
Epoch 2, step 394, loss 0.128, test 0.078
Epoch 2, step 395, loss 0.014, test 0.078
Epoch 2, step 396, loss 0.002, test 0.078
Epoch 2, step 397, loss 0.145, test 0.077
Epoch 2, step 398, loss 0.009, test 0.078
Epoch 2, step 399, loss 0.048, test 0.079
Epoch 2, step 400, loss 0.002, test 0.079
Epoch 2, step 401, loss 0.000, test 0.079
Epoch 2, step 402, loss 0.000, test 0.079
Epoch 2, step 403, loss 0.029, test 0.087
Epoch 2, step 404, loss 0.064, test 0.087
Epoch 2, step 405, loss 0.054, test 0.089
Epoch 2, step 406, loss 0.135, test 0.091
Epoch 2, step 407, loss 0.096, test 0.096
Epoch 2, step 408, loss 0.027, test 0.096
Epoch 2, step 409, loss 0.055, test 0.093
Epoch 2, step 410, loss 0.004, test 0.093
Epoch 2, step 411, loss 0.001, test 0.093
Epoch 2, step 412, loss 0.268, test 0.094
Epoch 2, step 413, loss 0.736, test 0.081
Epoch 2, step 414, loss 0.022, test 0.085
Epoch 2, step 415, loss 0.179, test 0.096
Epoch 2, step 416, loss 0.007, test 0.101
Epoch 2, step 417, loss 0.009, test 0.101
Epoch 2, step 418, loss 0.047, test 0.106
Epoch 2, step 419, loss 0.218, test 0.108
Epoch 2, step 420, loss 0.176, test 0.126
Epoch 2, step 421, loss 0.273, test 0.131
Epoch 2, step 422, loss 0.276, test 0.111
Epoch 2, step 423, loss 0.016, test 0.109
Epoch 2, step 424, loss 0.002, test 0.106
Epoch 2, step 425, loss 0.195, test 0.103
Epoch 2, step 426, loss 1.241, test 0.090
Epoch 2, step 427, loss 0.016, test 0.089
Epoch 2, step 428, loss 0.179, test 0.088
Epoch 2, step 429, loss 0.354, test 0.087
Epoch 2, step 430, loss 0.294, test 0.087
Epoch 2, step 431, loss 0.037, test 0.087
Epoch 2, step 432, loss 0.098, test 0.087
Epoch 2, step 433, loss 0.000, test 0.087
Epoch 2, step 434, loss 0.117, test 0.088
Epoch 2, step 435, loss 0.278, test 0.085
Epoch 2, step 436, loss 0.039, test 0.085
Epoch 2, step 437, loss 0.001, test 0.084
Epoch 2, step 438, loss 0.087, test 0.087
Epoch 2, step 439, loss 0.275, test 0.088
Epoch 2, step 440, loss 0.533, test 0.087
Epoch 2, step 441, loss 0.003, test 0.086
Epoch 2, step 442, loss 0.002, test 0.087
Epoch 2, step 443, loss 0.055, test 0.086
Epoch 2, step 444, loss 0.001, test 0.086
Epoch 2, step 445, loss 0.001, test 0.086
Epoch 2, step 446, loss 0.267, test 0.088
Epoch 2, step 447, loss 0.005, test 0.088
Epoch 2, step 448, loss 0.022, test 0.088
Epoch 2, step 449, loss 0.076, test 0.088
Epoch 2, step 450, loss 0.001, test 0.089
Epoch 2, step 451, loss 0.089, test 0.089
Epoch 2, step 452, loss 0.167, test 0.082
Epoch 2, step 453, loss 0.009, test 0.082
Epoch 2, step 454, loss 0.261, test 0.082
Epoch 2, step 455, loss 0.013, test 0.083
Epoch 2, step 456, loss 0.075, test 0.083
Epoch 2, step 457, loss 0.004, test 0.085
Epoch 2, step 458, loss 0.127, test 0.085
Epoch 2, step 459, loss 0.183, test 0.103
Epoch 2, step 460, loss 0.127, test 0.104
Epoch 2, step 461, loss 0.005, test 0.106
Epoch 2, step 462, loss 0.046, test 0.108
Epoch 2, step 463, loss 0.008, test 0.108
Epoch 2, step 464, loss 0.000, test 0.107
Epoch 2, step 465, loss 0.291, test 0.084
Epoch 2, step 466, loss 0.003, test 0.081
Epoch 2, step 467, loss 0.287, test 0.081
Epoch 2, step 468, loss 0.002, test 0.081
Epoch 2, step 469, loss 0.184, test 0.080
Epoch 2, step 470, loss 0.115, test 0.079
Epoch 2, step 471, loss 0.021, test 0.079
Epoch 2, step 472, loss 0.116, test 0.078
Epoch 2, step 473, loss 0.224, test 0.077
Epoch 2, step 474, loss 0.060, test 0.078
Epoch 2, step 475, loss 0.018, test 0.077
Epoch 2, step 476, loss 0.082, test 0.079
Epoch 2, step 477, loss 0.082, test 0.079
Epoch 2, step 478, loss 0.100, test 0.078
Epoch 2, step 479, loss 0.037, test 0.078
Epoch 2, step 480, loss 0.021, test 0.078
Epoch 2, step 481, loss 0.001, test 0.078
Epoch 2, step 482, loss 0.062, test 0.077
Epoch 2, step 483, loss 0.145, test 0.077
Epoch 2, step 484, loss 0.055, test 0.077
Epoch 2, step 485, loss 0.074, test 0.077
Epoch 2, step 486, loss 0.039, test 0.078
Epoch 2, step 487, loss 0.070, test 0.079
Epoch 2, step 488, loss 0.100, test 0.079
Epoch 2, step 489, loss 0.242, test 0.087
Epoch 2, step 490, loss 0.531, test 0.084
Epoch 2, step 491, loss 0.113, test 0.084
Epoch 2, step 492, loss 0.047, test 0.085
Epoch 2, step 493, loss 0.013, test 0.085
Epoch 2, step 494, loss 0.062, test 0.083
Epoch 2, step 495, loss 0.079, test 0.079
Epoch 2, step 496, loss 0.291, test 0.077
Epoch 2, step 497, loss 0.328, test 0.076
Epoch 2, step 498, loss 0.307, test 0.076
Epoch 2, step 499, loss 0.080, test 0.075
Epoch 2, step 500, loss 0.005, test 0.074
Epoch 2, step 501, loss 0.341, test 0.074
Epoch 2, step 502, loss 0.174, test 0.074
Epoch 2, step 503, loss 0.097, test 0.074
Epoch 2, step 504, loss 0.061, test 0.074
Epoch 2, step 505, loss 0.043, test 0.074
Epoch 2, step 506, loss 0.025, test 0.074
Epoch 2, step 507, loss 0.280, test 0.075
Epoch 2, step 508, loss 0.014, test 0.074
Epoch 2, step 509, loss 0.368, test 0.074
Epoch 2, step 510, loss 0.061, test 0.074
Epoch 2, step 511, loss 0.014, test 0.074
Epoch 2, step 512, loss 0.074, test 0.077
Epoch 2, step 513, loss 0.403, test 0.078
Epoch 2, step 514, loss 0.337, test 0.079
Epoch 2, step 515, loss 0.046, test 0.079
Epoch 2, step 516, loss 0.541, test 0.079
Epoch 2, step 517, loss 0.524, test 0.084
Epoch 2, step 518, loss 0.001, test 0.085
Epoch 2, step 519, loss 0.161, test 0.088
Epoch 2, step 520, loss 0.041, test 0.089
Epoch 2, step 521, loss 0.176, test 0.091
Epoch 2, step 522, loss 0.016, test 0.091
Epoch 2, step 523, loss 0.003, test 0.091
Epoch 2, step 524, loss 0.003, test 0.091
Epoch 2, step 525, loss 0.001, test 0.091
Epoch 2, step 526, loss 0.000, test 0.091
Epoch 2, step 527, loss 0.000, test 0.091
Epoch 2, step 528, loss 0.009, test 0.092
Epoch 2, step 529, loss 0.250, test 0.088
Epoch 2, step 530, loss 1.103, test 0.082
Epoch 2, step 531, loss 0.033, test 0.082
Epoch 2, step 532, loss 0.146, test 0.083
Epoch 2, step 533, loss 0.083, test 0.082
Epoch 2, step 534, loss 0.131, test 0.084
Epoch 2, step 535, loss 0.012, test 0.084
Epoch 2, step 536, loss 0.115, test 0.079
Epoch 2, step 537, loss 0.172, test 0.077
Epoch 2, step 538, loss 0.009, test 0.076
Epoch 2, step 539, loss 0.067, test 0.076
Epoch 2, step 540, loss 0.316, test 0.075
Epoch 2, step 541, loss 0.020, test 0.075
Epoch 2, step 542, loss 0.080, test 0.074
Epoch 2, step 543, loss 0.685, test 0.074
Epoch 2, step 544, loss 0.726, test 0.075
Epoch 2, step 545, loss 0.039, test 0.074
Epoch 2, step 546, loss 0.004, test 0.074
Epoch 2, step 547, loss 0.052, test 0.075
Epoch 2, step 548, loss 0.103, test 0.075
Epoch 2, step 549, loss 0.038, test 0.074
Epoch 2, step 550, loss 0.282, test 0.073
Epoch 2, step 551, loss 0.323, test 0.072
Epoch 2, step 552, loss 0.007, test 0.072
Epoch 2, step 553, loss 0.048, test 0.072
Epoch 2, step 554, loss 0.069, test 0.077
Epoch 2, step 555, loss 0.001, test 0.079
Epoch 2, step 556, loss 0.015, test 0.080
Epoch 2, step 557, loss 0.156, test 0.083
Epoch 2, step 558, loss 0.002, test 0.084
Epoch 2, step 559, loss 0.042, test 0.080
Epoch 2, step 560, loss 0.005, test 0.080
Epoch 2, step 561, loss 0.173, test 0.079
Epoch 2, step 562, loss 0.123, test 0.082
Epoch 2, step 563, loss 0.056, test 0.082
Epoch 2, step 564, loss 0.084, test 0.082
Epoch 2, step 565, loss 0.113, test 0.091
Epoch 2, step 566, loss 0.275, test 0.090
Epoch 2, step 567, loss 0.137, test 0.090
Epoch 2, step 568, loss 0.011, test 0.090
Epoch 2, step 569, loss 0.098, test 0.085
Epoch 2, step 570, loss 0.198, test 0.076
Epoch 2, step 571, loss 0.011, test 0.075
Epoch 2, step 572, loss 0.009, test 0.075
Epoch 2, step 573, loss 0.044, test 0.075
Epoch 2, step 574, loss 0.358, test 0.074
Epoch 2, step 575, loss 0.009, test 0.074
Epoch 2, step 576, loss 0.606, test 0.073
Epoch 2, step 577, loss 0.013, test 0.073
Epoch 2, step 578, loss 1.490, test 0.082
Epoch 2, step 579, loss 0.079, test 0.085
Epoch 2, step 580, loss 0.084, test 0.091
Epoch 2, step 581, loss 0.184, test 0.126
Epoch 2, step 582, loss 0.095, test 0.132
Epoch 2, step 583, loss 0.205, test 0.135
Epoch 2, step 584, loss 0.001, test 0.136
Epoch 2, step 585, loss 0.015, test 0.138
Epoch 2, step 586, loss 0.001, test 0.138
Epoch 2, step 587, loss 0.289, test 0.140
Epoch 2, step 588, loss 0.000, test 0.141
Epoch 2, step 589, loss 0.015, test 0.142
Epoch 2, step 590, loss 0.091, test 0.137
Epoch 2, step 591, loss 0.681, test 0.144
Epoch 2, step 592, loss 0.002, test 0.146
Epoch 2, step 593, loss 0.004, test 0.147
Epoch 2, step 594, loss 0.002, test 0.151
Epoch 2, step 595, loss 0.001, test 0.152
Epoch 2, step 596, loss 0.046, test 0.166
Epoch 2, step 597, loss 0.062, test 0.161
Epoch 2, step 598, loss 0.065, test 0.162
Epoch 2, step 599, loss 0.013, test 0.163
Epoch 2, step 600, loss 0.000, test 0.163
Epoch 2, step 601, loss 0.001, test 0.163
Epoch 2, step 602, loss 0.083, test 0.144
Epoch 2, step 603, loss 0.331, test 0.120
Epoch 2, step 604, loss 0.102, test 0.114
Epoch 2, step 605, loss 0.000, test 0.112
Epoch 2, step 606, loss 0.013, test 0.109
Epoch 2, step 607, loss 0.005, test 0.106
Epoch 2, step 608, loss 0.008, test 0.102
Epoch 2, step 609, loss 0.023, test 0.099
Epoch 2, step 610, loss 0.003, test 0.097
Epoch 2, step 611, loss 0.044, test 0.094
Epoch 2, step 612, loss 0.315, test 0.094
Epoch 2, step 613, loss 0.200, test 0.085
Epoch 2, step 614, loss 0.000, test 0.084
Epoch 2, step 615, loss 0.120, test 0.084
Epoch 2, step 616, loss 0.003, test 0.082
Epoch 2, step 617, loss 0.029, test 0.082
Epoch 2, step 618, loss 0.004, test 0.082
Epoch 2, step 619, loss 0.014, test 0.079
Epoch 2, step 620, loss 0.001, test 0.078
Epoch 2, step 621, loss 0.065, test 0.094
Epoch 2, step 622, loss 0.017, test 0.097
Epoch 2, step 623, loss 0.003, test 0.098
Epoch 2, step 624, loss 0.017, test 0.093
Epoch 2, step 625, loss 0.000, test 0.092
Epoch 2, step 626, loss 0.074, test 0.091
Epoch 2, step 627, loss 0.150, test 0.093
Epoch 2, step 628, loss 0.002, test 0.093
Epoch 2, step 629, loss 0.091, test 0.091
Epoch 2, step 630, loss 0.476, test 0.080
Epoch 2, step 631, loss 0.112, test 0.083
Epoch 2, step 632, loss 0.586, test 0.080
Epoch 2, step 633, loss 0.026, test 0.078
Epoch 2, step 634, loss 0.482, test 0.073
Epoch 2, step 635, loss 0.000, test 0.073
Epoch 2, step 636, loss 0.000, test 0.072
Epoch 2, step 637, loss 0.004, test 0.072
Epoch 2, step 638, loss 0.130, test 0.072
Epoch 2, step 639, loss 0.193, test 0.073
Epoch 2, step 640, loss 0.353, test 0.073
Epoch 2, step 641, loss 0.007, test 0.073
Epoch 2, step 642, loss 0.010, test 0.073
Epoch 2, step 643, loss 0.344, test 0.073
Epoch 2, step 644, loss 0.069, test 0.073
Epoch 2, step 645, loss 0.009, test 0.073
Epoch 2, step 646, loss 0.110, test 0.072
Epoch 2, step 647, loss 0.016, test 0.072
Epoch 2, step 648, loss 0.094, test 0.073
Epoch 2, step 649, loss 0.324, test 0.074
Epoch 2, step 650, loss 0.033, test 0.075
Epoch 2, step 651, loss 0.222, test 0.075
Epoch 2, step 652, loss 0.230, test 0.074
Epoch 2, step 653, loss 0.209, test 0.074
Epoch 2, step 654, loss 0.034, test 0.074
Epoch 2, step 655, loss 0.005, test 0.074
Epoch 2, step 656, loss 0.165, test 0.075
Epoch 2, step 657, loss 0.388, test 0.093
Epoch 2, step 658, loss 0.043, test 0.097
Epoch 2, step 659, loss 0.036, test 0.101
Epoch 2, step 660, loss 0.043, test 0.101
Epoch 2, step 661, loss 0.004, test 0.101
Epoch 2, step 662, loss 0.385, test 0.122
Epoch 2, step 663, loss 0.006, test 0.127
Epoch 2, step 664, loss 0.049, test 0.155
Epoch 2, step 665, loss 0.007, test 0.161
Epoch 2, step 666, loss 0.161, test 0.192
Epoch 2, step 667, loss 0.089, test 0.194
Epoch 2, step 668, loss 0.087, test 0.195
Epoch 2, step 669, loss 0.092, test 0.202
Epoch 2, step 670, loss 0.291, test 0.123
Epoch 2, step 671, loss 0.026, test 0.115
Epoch 2, step 672, loss 0.211, test 0.101
Epoch 2, step 673, loss 0.001, test 0.098
Epoch 2, step 674, loss 0.628, test 0.094
Epoch 2, step 675, loss 0.096, test 0.092
Epoch 2, step 676, loss 0.010, test 0.092
Epoch 2, step 677, loss 0.106, test 0.110
Epoch 2, step 678, loss 0.447, test 0.102
Epoch 2, step 679, loss 0.026, test 0.104
Epoch 2, step 680, loss 0.690, test 0.120
Epoch 2, step 681, loss 0.072, test 0.119
Epoch 2, step 682, loss 0.540, test 0.104
Epoch 2, step 683, loss 0.119, test 0.111
Epoch 2, step 684, loss 0.161, test 0.114
Epoch 2, step 685, loss 0.101, test 0.110
Epoch 2, step 686, loss 0.006, test 0.109
Epoch 2, step 687, loss 0.054, test 0.112
Epoch 2, step 688, loss 0.052, test 0.108
Epoch 2, step 689, loss 0.000, test 0.107
Epoch 2, step 690, loss 0.000, test 0.107
Epoch 2, step 691, loss 0.178, test 0.106
Epoch 2, step 692, loss 0.328, test 0.104
Epoch 2, step 693, loss 0.087, test 0.106
Epoch 2, step 694, loss 0.000, test 0.106
Epoch 2, step 695, loss 0.215, test 0.085
Epoch 2, step 696, loss 0.025, test 0.081
Epoch 2, step 697, loss 0.007, test 0.078
Epoch 2, step 698, loss 0.026, test 0.081
Epoch 2, step 699, loss 0.063, test 0.080
Epoch 2, step 700, loss 0.006, test 0.080
Epoch 2, step 701, loss 0.658, test 0.078
Epoch 2, step 702, loss 0.168, test 0.078
Epoch 2, step 703, loss 0.110, test 0.076
Epoch 2, step 704, loss 0.000, test 0.076
Epoch 2, step 705, loss 0.001, test 0.076
Epoch 2, step 706, loss 0.034, test 0.076
Epoch 2, step 707, loss 0.010, test 0.076
Epoch 2, step 708, loss 0.004, test 0.076
Epoch 2, step 709, loss 0.001, test 0.076
Epoch 2, step 710, loss 0.340, test 0.076
Epoch 2, step 711, loss 0.036, test 0.075
Epoch 2, step 712, loss 0.006, test 0.075
Epoch 2, step 713, loss 0.002, test 0.075
Epoch 2, step 714, loss 0.042, test 0.079
Epoch 2, step 715, loss 0.002, test 0.079
Epoch 2, step 716, loss 0.225, test 0.080
Epoch 2, step 717, loss 0.033, test 0.082
Epoch 2, step 718, loss 0.116, test 0.084
Epoch 2, step 719, loss 0.208, test 0.078
Epoch 2, step 720, loss 0.315, test 0.077
Epoch 2, step 721, loss 0.042, test 0.075
Epoch 2, step 722, loss 0.027, test 0.075
Epoch 2, step 723, loss 0.022, test 0.075
Epoch 2, step 724, loss 0.007, test 0.075
Epoch 2, step 725, loss 0.006, test 0.075
Epoch 2, step 726, loss 0.261, test 0.075
Epoch 2, step 727, loss 0.142, test 0.075
Epoch 2, step 728, loss 0.003, test 0.075
Epoch 2, step 729, loss 0.056, test 0.074
Epoch 2, step 730, loss 0.150, test 0.074
Epoch 2, step 731, loss 0.016, test 0.074
Epoch 2, step 732, loss 0.041, test 0.074
Epoch 2, step 733, loss 0.006, test 0.074
Epoch 2, step 734, loss 0.194, test 0.075
Epoch 2, step 735, loss 0.090, test 0.074
Epoch 2, step 736, loss 0.007, test 0.075
Epoch 2, step 737, loss 0.001, test 0.075
Epoch 2, step 738, loss 0.209, test 0.075
Epoch 2, step 739, loss 0.067, test 0.076
Epoch 2, step 740, loss 0.013, test 0.076
Epoch 2, step 741, loss 0.004, test 0.076
Epoch 2, step 742, loss 0.271, test 0.075
Epoch 2, step 743, loss 0.323, test 0.075
Epoch 2, step 744, loss 0.029, test 0.075
Epoch 2, step 745, loss 0.060, test 0.075
Epoch 2, step 746, loss 0.758, test 0.074
Epoch 2, step 747, loss 0.004, test 0.073
Epoch 2, step 748, loss 0.024, test 0.073
Epoch 2, step 749, loss 0.002, test 0.073
Epoch 2, step 750, loss 0.000, test 0.073
Epoch 2, step 751, loss 0.000, test 0.073
Epoch 2, step 752, loss 0.026, test 0.073
Epoch 2, step 753, loss 0.018, test 0.073
Epoch 2, step 754, loss 0.007, test 0.073
Epoch 2, step 755, loss 0.001, test 0.073
Epoch 2, step 756, loss 0.311, test 0.074
Epoch 2, step 757, loss 0.014, test 0.074
Epoch 2, step 758, loss 0.012, test 0.074
Epoch 2, step 759, loss 0.017, test 0.074
Epoch 2, step 760, loss 0.000, test 0.074
Epoch 2, step 761, loss 0.047, test 0.074
Epoch 2, step 762, loss 0.020, test 0.074
Epoch 2, step 763, loss 0.003, test 0.074
Epoch 2, step 764, loss 0.037, test 0.074
Epoch 2, step 765, loss 0.173, test 0.074
Epoch 2, step 766, loss 0.001, test 0.074
Epoch 2, step 767, loss 0.008, test 0.074
Epoch 2, step 768, loss 0.000, test 0.074
Epoch 2, step 769, loss 0.009, test 0.074
Epoch 2, step 770, loss 0.056, test 0.074
Epoch 2, step 771, loss 0.626, test 0.073
Epoch 2, step 772, loss 0.353, test 0.074
Epoch 2, step 773, loss 0.442, test 0.075
Epoch 2, step 774, loss 0.027, test 0.075
Epoch 2, step 775, loss 0.045, test 0.077
Epoch 2, step 776, loss 0.036, test 0.077
Epoch 2, step 777, loss 0.168, test 0.077
Epoch 2, step 778, loss 0.253, test 0.077
Epoch 2, step 779, loss 0.037, test 0.077
Epoch 2, step 780, loss 0.201, test 0.076
Epoch 2, step 781, loss 0.034, test 0.077
Epoch 2, step 782, loss 0.041, test 0.077
Epoch 2, step 783, loss 0.073, test 0.076
Epoch 2, step 784, loss 0.017, test 0.077
Epoch 2, step 785, loss 0.081, test 0.077
Epoch 2, step 786, loss 0.015, test 0.078
Epoch 2, step 787, loss 0.015, test 0.077
Epoch 2, step 788, loss 0.005, test 0.077
Epoch 2, step 789, loss 0.073, test 0.078
Epoch 2, step 790, loss 0.266, test 0.080
Epoch 2, step 791, loss 0.029, test 0.080
Epoch 2, step 792, loss 0.489, test 0.080
Epoch 2, step 793, loss 0.103, test 0.083
Epoch 2, step 794, loss 0.051, test 0.086
Epoch 2, step 795, loss 0.070, test 0.087
Epoch 2, step 796, loss 0.169, test 0.086
Epoch 2, step 797, loss 0.011, test 0.087
Epoch 2, step 798, loss 0.045, test 0.087
Epoch 2, step 799, loss 0.022, test 0.087
Epoch 2, step 800, loss 0.001, test 0.087
Epoch 2, step 801, loss 0.328, test 0.087
Epoch 2, step 802, loss 0.256, test 0.087
Epoch 2, step 803, loss 0.050, test 0.087
Epoch 2, step 804, loss 0.008, test 0.087
Epoch 2, step 805, loss 0.109, test 0.089
Epoch 2, step 806, loss 0.347, test 0.078
Epoch 2, step 807, loss 0.014, test 0.076
Epoch 2, step 808, loss 1.112, test 0.076
Epoch 2, step 809, loss 0.002, test 0.076
Epoch 2, step 810, loss 0.000, test 0.076
Epoch 2, step 811, loss 0.150, test 0.077
Epoch 2, step 812, loss 0.007, test 0.077
Epoch 2, step 813, loss 0.051, test 0.075
Epoch 2, step 814, loss 0.559, test 0.079
Epoch 2, step 815, loss 0.014, test 0.080
Epoch 2, step 816, loss 0.518, test 0.081
Epoch 2, step 817, loss 0.041, test 0.085
Epoch 2, step 818, loss 0.016, test 0.085
Epoch 2, step 819, loss 0.047, test 0.086
Epoch 2, step 820, loss 0.042, test 0.086
Epoch 2, step 821, loss 0.075, test 0.081
Epoch 2, step 822, loss 0.039, test 0.080
Epoch 2, step 823, loss 0.268, test 0.092
Epoch 2, step 824, loss 0.011, test 0.092
Epoch 2, step 825, loss 0.000, test 0.092
Epoch 2, step 826, loss 0.023, test 0.092
Epoch 2, step 827, loss 0.193, test 0.095
Epoch 2, step 828, loss 0.096, test 0.097
Epoch 2, step 829, loss 0.015, test 0.096
Epoch 2, step 830, loss 0.621, test 0.097
Epoch 2, step 831, loss 0.035, test 0.097
Epoch 2, step 832, loss 0.082, test 0.099
Epoch 2, step 833, loss 0.105, test 0.096
Epoch 2, step 834, loss 0.608, test 0.093
Epoch 2, step 835, loss 0.032, test 0.084
Epoch 2, step 836, loss 0.126, test 0.082
Epoch 2, step 837, loss 0.004, test 0.081
Epoch 2, step 838, loss 0.069, test 0.080
Epoch 2, step 839, loss 0.043, test 0.080
Epoch 2, step 840, loss 0.400, test 0.081
Epoch 2, step 841, loss 0.234, test 0.081
Epoch 2, step 842, loss 0.204, test 0.089
Epoch 2, step 843, loss 0.433, test 0.085
Epoch 2, step 844, loss 0.173, test 0.086
Epoch 2, step 845, loss 0.019, test 0.085
Epoch 2, step 846, loss 0.035, test 0.084
Epoch 2, step 847, loss 0.003, test 0.085

Epoch 2, step 848, loss 1.817, test 0.081
Epoch 2, step 849, loss 1.019, test 0.080
Epoch 2, step 850, loss 0.028, test 0.078
Epoch 2, step 851, loss 0.162, test 0.078
Epoch 2, step 852, loss 0.013, test 0.078
Epoch 2, step 853, loss 0.139, test 0.076
Epoch 2, step 854, loss 0.020, test 0.076
Epoch 2, step 855, loss 0.000, test 0.076
Epoch 2, step 856, loss 0.094, test 0.077
Epoch 2, step 857, loss 0.001, test 0.077
Epoch 2, step 858, loss 0.002, test 0.077
Epoch 2, step 859, loss 0.492, test 0.077
Epoch 2, step 860, loss 0.033, test 0.076
Epoch 2, step 861, loss 0.001, test 0.076
Epoch 2, step 862, loss 0.042, test 0.075
Epoch 2, step 863, loss 0.277, test 0.075
Epoch 2, step 864, loss 0.008, test 0.076
Epoch 2, step 865, loss 0.233, test 0.076
Epoch 2, step 866, loss 0.027, test 0.076
Epoch 2, step 867, loss 0.145, test 0.076
Epoch 2, step 868, loss 0.001, test 0.077
Epoch 2, step 869, loss 0.362, test 0.080
Epoch 2, step 870, loss 0.014, test 0.081
Epoch 2, step 871, loss 0.462, test 0.080
Epoch 2, step 872, loss 0.005, test 0.080
Epoch 2, step 873, loss 0.259, test 0.079
Epoch 2, step 874, loss 0.062, test 0.080
Epoch 2, step 875, loss 0.013, test 0.079
Epoch 2, step 876, loss 0.023, test 0.078
Epoch 2, step 877, loss 0.004, test 0.078
Epoch 2, step 878, loss 0.014, test 0.077
Epoch 2, step 879, loss 0.262, test 0.078
Epoch 2, step 880, loss 0.005, test 0.078
Epoch 2, step 881, loss 0.699, test 0.090
Epoch 2, step 882, loss 0.033, test 0.100
Epoch 2, step 883, loss 0.024, test 0.105
Epoch 2, step 884, loss 0.174, test 0.108
Epoch 2, step 885, loss 0.003, test 0.109
Epoch 2, step 886, loss 0.003, test 0.110
Epoch 2, step 887, loss 0.065, test 0.108
Epoch 2, step 888, loss 0.125, test 0.107
Epoch 2, step 889, loss 0.003, test 0.107
Epoch 2, step 890, loss 0.031, test 0.108
Epoch 2, step 891, loss 0.199, test 0.110
Epoch 2, step 892, loss 0.003, test 0.110
Epoch 2, step 893, loss 0.237, test 0.112
Epoch 2, step 894, loss 0.308, test 0.110
Epoch 2, step 895, loss 0.180, test 0.113
Epoch 2, step 896, loss 0.159, test 0.109
Epoch 2, step 897, loss 0.000, test 0.108
Epoch 2, step 898, loss 0.017, test 0.114
Epoch 2, step 899, loss 0.482, test 0.114
Epoch 2, step 900, loss 0.689, test 0.115
Epoch 2, step 901, loss 0.005, test 0.116
Epoch 2, step 902, loss 0.128, test 0.139
Epoch 2, step 903, loss 0.184, test 0.141
Epoch 2, step 904, loss 0.030, test 0.142
Epoch 2, step 905, loss 0.163, test 0.139
Epoch 2, step 906, loss 0.056, test 0.140
Epoch 2, step 907, loss 0.013, test 0.141
Epoch 2, step 908, loss 0.003, test 0.142
Epoch 2, step 909, loss 0.086, test 0.143
Epoch 2, step 910, loss 0.075, test 0.150
Epoch 2, step 911, loss 0.065, test 0.131
Epoch 2, step 912, loss 0.201, test 0.138
Epoch 2, step 913, loss 0.492, test 0.142
Epoch 2, step 914, loss 0.001, test 0.143
Epoch 2, step 915, loss 0.293, test 0.171
Epoch 2, step 916, loss 0.102, test 0.168
Epoch 2, step 917, loss 0.358, test 0.149
Epoch 2, step 918, loss 0.164, test 0.154
Epoch 2, step 919, loss 0.026, test 0.155
Epoch 2, step 920, loss 0.177, test 0.147
Epoch 2, step 921, loss 0.000, test 0.146
Epoch 2, step 922, loss 0.194, test 0.143
Epoch 2, step 923, loss 0.004, test 0.143
Epoch 2, step 924, loss 0.215, test 0.138
Epoch 2, step 925, loss 0.099, test 0.138
Epoch 2, step 926, loss 0.906, test 0.133
Epoch 2, step 927, loss 0.305, test 0.134
Epoch 2, step 928, loss 0.214, test 0.141
Epoch 2, step 929, loss 0.000, test 0.141
Epoch 2, step 930, loss 0.164, test 0.144
Epoch 2, step 931, loss 0.071, test 0.148
Epoch 2, step 932, loss 1.341, test 0.123
Epoch 2, step 933, loss 0.006, test 0.120
Epoch 2, step 934, loss 0.011, test 0.122
Epoch 2, step 935, loss 0.126, test 0.118
Epoch 2, step 936, loss 0.024, test 0.118
Epoch 2, step 937, loss 0.001, test 0.118
Epoch 2, step 938, loss 0.102, test 0.147
Epoch 2, step 939, loss 0.021, test 0.154
Epoch 2, step 940, loss 0.376, test 0.129
Epoch 2, step 941, loss 0.056, test 0.126
Epoch 2, step 942, loss 0.069, test 0.122
Epoch 2, step 943, loss 1.463, test 0.105
Epoch 2, step 944, loss 0.322, test 0.102
Epoch 2, step 945, loss 0.001, test 0.102
Epoch 2, step 946, loss 0.052, test 0.102
Epoch 2, step 947, loss 0.305, test 0.098
Epoch 2, step 948, loss 0.836, test 0.103
Epoch 2, step 949, loss 0.008, test 0.105
Epoch 2, step 950, loss 0.017, test 0.109
Epoch 2, step 951, loss 0.174, test 0.112
Epoch 2, step 952, loss 0.007, test 0.114
Epoch 2, step 953, loss 0.016, test 0.114
Epoch 2, step 954, loss 0.028, test 0.115
Epoch 2, step 955, loss 0.080, test 0.114
Epoch 2, step 956, loss 0.215, test 0.113
Epoch 2, step 957, loss 0.019, test 0.113
Epoch 2, step 958, loss 0.018, test 0.112
Epoch 2, step 959, loss 0.185, test 0.112
Epoch 2, step 960, loss 0.004, test 0.112
Epoch 2, step 961, loss 0.025, test 0.113
Epoch 2, step 962, loss 0.267, test 0.117
Epoch 2, step 963, loss 0.017, test 0.120
Epoch 2, step 964, loss 0.011, test 0.120
Epoch 2, step 965, loss 0.433, test 0.121
Epoch 2, step 966, loss 0.033, test 0.122
Epoch 2, step 967, loss 0.445, test 0.122
Epoch 2, step 968, loss 0.394, test 0.137
Epoch 2, step 969, loss 0.007, test 0.142
Epoch 2, step 970, loss 0.176, test 0.128
Epoch 2, step 971, loss 0.865, test 0.129
Epoch 2, step 972, loss 0.037, test 0.128
Epoch 2, step 973, loss 0.017, test 0.126
Epoch 2, step 974, loss 0.009, test 0.126
Epoch 2, step 975, loss 0.056, test 0.124
Epoch 2, step 976, loss 0.149, test 0.125
Epoch 2, step 977, loss 0.099, test 0.126
Epoch 2, step 978, loss 0.223, test 0.121
Epoch 2, step 979, loss 0.214, test 0.156
Epoch 2, step 980, loss 0.000, test 0.164
Epoch 2, step 981, loss 0.350, test 0.166
Epoch 2, step 982, loss 0.151, test 0.153
Epoch 2, step 983, loss 0.022, test 0.152
Epoch 2, step 984, loss 0.170, test 0.146
Epoch 2, step 985, loss 0.156, test 0.146
Epoch 2, step 986, loss 0.013, test 0.146
Epoch 2, step 987, loss 0.026, test 0.143
Epoch 2, step 988, loss 0.013, test 0.141
Epoch 2, step 989, loss 0.003, test 0.141
Epoch 2, step 990, loss 0.174, test 0.129
Epoch 2, step 991, loss 0.122, test 0.128
Epoch 2, step 992, loss 0.016, test 0.127
Epoch 2, step 993, loss 0.137, test 0.126
Epoch 2, step 994, loss 0.000, test 0.126
Epoch 2, step 995, loss 0.021, test 0.126
Epoch 2, step 996, loss 0.007, test 0.126
Epoch 2, step 997, loss 0.000, test 0.125
Epoch 2, step 998, loss 0.065, test 0.126
Epoch 2, step 999, loss 0.065, test 0.123
Epoch 3, step 0, loss 0.175, test 0.124
Epoch 3, step 1, loss 0.503, test 0.112
Epoch 3, step 2, loss 0.576, test 0.098
Epoch 3, step 3, loss 0.101, test 0.096
Epoch 3, step 4, loss 0.006, test 0.096
Epoch 3, step 5, loss 0.001, test 0.095
Epoch 3, step 6, loss 0.900, test 0.096
Epoch 3, step 7, loss 0.010, test 0.097
Epoch 3, step 8, loss 0.000, test 0.097
Epoch 3, step 9, loss 0.016, test 0.097
Epoch 3, step 10, loss 0.068, test 0.097
Epoch 3, step 11, loss 0.039, test 0.098
Epoch 3, step 12, loss 0.115, test 0.098
Epoch 3, step 13, loss 0.075, test 0.099
Epoch 3, step 14, loss 0.005, test 0.100
Epoch 3, step 15, loss 0.043, test 0.100
Epoch 3, step 16, loss 0.007, test 0.100
Epoch 3, step 17, loss 0.007, test 0.101
Epoch 3, step 18, loss 0.005, test 0.101
Epoch 3, step 19, loss 1.374, test 0.102
Epoch 3, step 20, loss 0.076, test 0.103
Epoch 3, step 21, loss 0.006, test 0.103
Epoch 3, step 22, loss 0.029, test 0.102
Epoch 3, step 23, loss 0.397, test 0.092
Epoch 3, step 24, loss 0.386, test 0.095
Epoch 3, step 25, loss 0.011, test 0.098
Epoch 3, step 26, loss 0.898, test 0.102
Epoch 3, step 27, loss 0.086, test 0.103
Epoch 3, step 28, loss 0.047, test 0.084
Epoch 3, step 29, loss 0.002, test 0.082
Epoch 3, step 30, loss 0.013, test 0.082
Epoch 3, step 31, loss 0.073, test 0.082
Epoch 3, step 32, loss 0.054, test 0.081
Epoch 3, step 33, loss 0.016, test 0.082
Epoch 3, step 34, loss 0.001, test 0.082
Epoch 3, step 35, loss 0.040, test 0.082
Epoch 3, step 36, loss 0.134, test 0.082
Epoch 3, step 37, loss 0.297, test 0.083
Epoch 3, step 38, loss 0.008, test 0.083
Epoch 3, step 39, loss 0.000, test 0.083
Epoch 3, step 40, loss 0.139, test 0.084
Epoch 3, step 41, loss 0.134, test 0.083
Epoch 3, step 42, loss 0.174, test 0.084
Epoch 3, step 43, loss 0.054, test 0.084
Epoch 3, step 44, loss 0.005, test 0.084
Epoch 3, step 45, loss 0.001, test 0.084
Epoch 3, step 46, loss 0.001, test 0.085
Epoch 3, step 47, loss 0.022, test 0.086
Epoch 3, step 48, loss 0.059, test 0.086
Epoch 3, step 49, loss 0.369, test 0.097
Epoch 3, step 50, loss 0.023, test 0.101
Epoch 3, step 51, loss 0.046, test 0.103
Epoch 3, step 52, loss 0.257, test 0.109
Epoch 3, step 53, loss 0.005, test 0.111
Epoch 3, step 54, loss 0.238, test 0.112
Epoch 3, step 55, loss 0.348, test 0.107
Epoch 3, step 56, loss 0.050, test 0.107
Epoch 3, step 57, loss 0.470, test 0.110
Epoch 3, step 58, loss 0.074, test 0.111
Epoch 3, step 59, loss 0.006, test 0.113
Epoch 3, step 60, loss 0.105, test 0.115
Epoch 3, step 61, loss 0.142, test 0.117
Epoch 3, step 62, loss 0.159, test 0.120
Epoch 3, step 63, loss 0.009, test 0.120
Epoch 3, step 64, loss 0.045, test 0.125
Epoch 3, step 65, loss 0.042, test 0.130
Epoch 3, step 66, loss 0.186, test 0.077
Epoch 3, step 67, loss 0.053, test 0.075
Epoch 3, step 68, loss 0.083, test 0.076
Epoch 3, step 69, loss 0.008, test 0.076
Epoch 3, step 70, loss 0.148, test 0.075
Epoch 3, step 71, loss 0.242, test 0.074
Epoch 3, step 72, loss 0.008, test 0.074
Epoch 3, step 73, loss 0.572, test 0.074
Epoch 3, step 74, loss 0.004, test 0.074
Epoch 3, step 75, loss 0.401, test 0.075
Epoch 3, step 76, loss 0.018, test 0.075
Epoch 3, step 77, loss 0.006, test 0.075
Epoch 3, step 78, loss 0.184, test 0.074
Epoch 3, step 79, loss 0.031, test 0.076
Epoch 3, step 80, loss 0.303, test 0.076
Epoch 3, step 81, loss 0.038, test 0.076
Epoch 3, step 82, loss 0.004, test 0.076
Epoch 3, step 83, loss 0.119, test 0.076
Epoch 3, step 84, loss 0.135, test 0.076
Epoch 3, step 85, loss 0.006, test 0.076
Epoch 3, step 86, loss 0.041, test 0.076
Epoch 3, step 87, loss 0.248, test 0.088
Epoch 3, step 88, loss 0.222, test 0.114
Epoch 3, step 89, loss 0.591, test 0.121
Epoch 3, step 90, loss 0.111, test 0.125
Epoch 3, step 91, loss 0.012, test 0.129
Epoch 3, step 92, loss 0.150, test 0.129
Epoch 3, step 93, loss 0.256, test 0.138
Epoch 3, step 94, loss 0.007, test 0.140
Epoch 3, step 95, loss 0.009, test 0.141
Epoch 3, step 96, loss 0.002, test 0.140
Epoch 3, step 97, loss 0.095, test 0.143
Epoch 3, step 98, loss 0.032, test 0.141
Epoch 3, step 99, loss 0.059, test 0.140
Epoch 3, step 100, loss 0.057, test 0.143
Epoch 3, step 101, loss 0.012, test 0.143
Epoch 3, step 102, loss 0.754, test 0.145
Epoch 3, step 103, loss 0.175, test 0.130
Epoch 3, step 104, loss 0.000, test 0.127
Epoch 3, step 105, loss 0.259, test 0.125
Epoch 3, step 106, loss 0.084, test 0.119
Epoch 3, step 107, loss 0.416, test 0.116
Epoch 3, step 108, loss 0.336, test 0.115
Epoch 3, step 109, loss 0.027, test 0.116
Epoch 3, step 110, loss 0.024, test 0.116
Epoch 3, step 111, loss 0.164, test 0.108
Epoch 3, step 112, loss 0.037, test 0.107
Epoch 3, step 113, loss 0.226, test 0.106
Epoch 3, step 114, loss 0.022, test 0.107
Epoch 3, step 115, loss 0.028, test 0.107
Epoch 3, step 116, loss 0.214, test 0.095
Epoch 3, step 117, loss 0.019, test 0.096
Epoch 3, step 118, loss 0.027, test 0.097
Epoch 3, step 119, loss 0.008, test 0.097
Epoch 3, step 120, loss 0.244, test 0.097
Epoch 3, step 121, loss 0.014, test 0.097
Epoch 3, step 122, loss 0.009, test 0.097
Epoch 3, step 123, loss 0.183, test 0.097
Epoch 3, step 124, loss 0.377, test 0.093
Epoch 3, step 125, loss 0.197, test 0.089
Epoch 3, step 126, loss 0.029, test 0.089
Epoch 3, step 127, loss 0.268, test 0.088
Epoch 3, step 128, loss 0.002, test 0.088
Epoch 3, step 129, loss 0.017, test 0.088
Epoch 3, step 130, loss 0.113, test 0.088
Epoch 3, step 131, loss 0.016, test 0.088
Epoch 3, step 132, loss 0.051, test 0.088
Epoch 3, step 133, loss 0.001, test 0.088
Epoch 3, step 134, loss 0.051, test 0.088
Epoch 3, step 135, loss 0.886, test 0.086
Epoch 3, step 136, loss 1.263, test 0.091
Epoch 3, step 137, loss 0.199, test 0.093
Epoch 3, step 138, loss 0.001, test 0.093
Epoch 3, step 139, loss 0.005, test 0.094
Epoch 3, step 140, loss 0.106, test 0.094
Epoch 3, step 141, loss 0.231, test 0.089
Epoch 3, step 142, loss 0.039, test 0.089
Epoch 3, step 143, loss 0.008, test 0.089
Epoch 3, step 144, loss 0.003, test 0.090
Epoch 3, step 145, loss 0.049, test 0.089
Epoch 3, step 146, loss 0.465, test 0.097
Epoch 3, step 147, loss 0.012, test 0.104
Epoch 3, step 148, loss 0.159, test 0.108
Epoch 3, step 149, loss 0.101, test 0.108
Epoch 3, step 150, loss 1.004, test 0.103
Epoch 3, step 151, loss 0.747, test 0.111
Epoch 3, step 152, loss 0.181, test 0.125
Epoch 3, step 153, loss 0.083, test 0.121
Epoch 3, step 154, loss 0.047, test 0.122
Epoch 3, step 155, loss 0.020, test 0.122
Epoch 3, step 156, loss 0.630, test 0.124
Epoch 3, step 157, loss 0.070, test 0.122
Epoch 3, step 158, loss 0.271, test 0.123
Epoch 3, step 159, loss 0.068, test 0.126
Epoch 3, step 160, loss 0.013, test 0.126
Epoch 3, step 161, loss 0.006, test 0.127
Epoch 3, step 162, loss 0.064, test 0.126
Epoch 3, step 163, loss 0.568, test 0.128
Epoch 3, step 164, loss 0.506, test 0.125
Epoch 3, step 165, loss 0.105, test 0.126
Epoch 3, step 166, loss 0.510, test 0.133
Epoch 3, step 167, loss 0.026, test 0.129
Epoch 3, step 168, loss 0.025, test 0.128
Epoch 3, step 169, loss 0.054, test 0.127
Epoch 3, step 170, loss 0.338, test 0.129
Epoch 3, step 171, loss 0.121, test 0.152
Epoch 3, step 172, loss 0.004, test 0.156
Epoch 3, step 173, loss 0.461, test 0.157
Epoch 3, step 174, loss 0.015, test 0.160
Epoch 3, step 175, loss 0.295, test 0.163
Epoch 3, step 176, loss 0.151, test 0.159
Epoch 3, step 177, loss 0.001, test 0.160
Epoch 3, step 178, loss 0.099, test 0.169
Epoch 3, step 179, loss 0.034, test 0.167
Epoch 3, step 180, loss 0.097, test 0.169
Epoch 3, step 181, loss 0.009, test 0.168
Epoch 3, step 182, loss 0.053, test 0.155
Epoch 3, step 183, loss 0.014, test 0.150
Epoch 3, step 184, loss 0.113, test 0.150
Epoch 3, step 185, loss 0.800, test 0.143
Epoch 3, step 186, loss 0.001, test 0.142
Epoch 3, step 187, loss 0.031, test 0.130
Epoch 3, step 188, loss 0.109, test 0.129
Epoch 3, step 189, loss 0.003, test 0.129
Epoch 3, step 190, loss 0.064, test 0.128
Epoch 3, step 191, loss 0.203, test 0.109
Epoch 3, step 192, loss 0.402, test 0.121
Epoch 3, step 193, loss 1.356, test 0.111
Epoch 3, step 194, loss 0.566, test 0.110
Epoch 3, step 195, loss 0.004, test 0.109
Epoch 3, step 196, loss 0.114, test 0.109
Epoch 3, step 197, loss 0.120, test 0.109
Epoch 3, step 198, loss 0.008, test 0.108
Epoch 3, step 199, loss 0.362, test 0.112
Epoch 3, step 200, loss 0.012, test 0.113
Epoch 3, step 201, loss 0.014, test 0.116
Epoch 3, step 202, loss 0.019, test 0.117
Epoch 3, step 203, loss 0.172, test 0.117
Epoch 3, step 204, loss 0.010, test 0.117
Epoch 3, step 205, loss 0.000, test 0.117
Epoch 3, step 206, loss 0.019, test 0.123
Epoch 3, step 207, loss 0.496, test 0.116
Epoch 3, step 208, loss 1.259, test 0.117
Epoch 3, step 209, loss 0.020, test 0.113
Epoch 3, step 210, loss 0.443, test 0.117
Epoch 3, step 211, loss 0.042, test 0.118
Epoch 3, step 212, loss 0.041, test 0.120
Epoch 3, step 213, loss 0.000, test 0.120
Epoch 3, step 214, loss 0.100, test 0.121
Epoch 3, step 215, loss 1.496, test 0.111
Epoch 3, step 216, loss 0.267, test 0.109
Epoch 3, step 217, loss 0.000, test 0.108
Epoch 3, step 218, loss 0.000, test 0.109
Epoch 3, step 219, loss 0.208, test 0.107
Epoch 3, step 220, loss 0.431, test 0.099
Epoch 3, step 221, loss 0.049, test 0.098
Epoch 3, step 222, loss 0.035, test 0.108
Epoch 3, step 223, loss 0.143, test 0.114
Epoch 3, step 224, loss 0.038, test 0.115
Epoch 3, step 225, loss 0.399, test 0.116
Epoch 3, step 226, loss 0.000, test 0.117
Epoch 3, step 227, loss 0.124, test 0.115
Epoch 3, step 228, loss 0.003, test 0.117
Epoch 3, step 229, loss 0.046, test 0.116
Epoch 3, step 230, loss 0.032, test 0.114
Epoch 3, step 231, loss 0.055, test 0.114
Epoch 3, step 232, loss 0.027, test 0.115
Epoch 3, step 233, loss 0.167, test 0.108
Epoch 3, step 234, loss 0.018, test 0.107
Epoch 3, step 235, loss 0.010, test 0.107
Epoch 3, step 236, loss 0.080, test 0.109
Epoch 3, step 237, loss 0.059, test 0.106
Epoch 3, step 238, loss 0.336, test 0.109
Epoch 3, step 239, loss 0.058, test 0.106
Epoch 3, step 240, loss 0.000, test 0.106
Epoch 3, step 241, loss 0.152, test 0.105
Epoch 3, step 242, loss 0.012, test 0.106
Epoch 3, step 243, loss 0.000, test 0.105
Epoch 3, step 244, loss 0.022, test 0.111
Epoch 3, step 245, loss 0.020, test 0.112
Epoch 3, step 246, loss 0.000, test 0.112
Epoch 3, step 247, loss 0.029, test 0.112
Epoch 3, step 248, loss 0.304, test 0.113
Epoch 3, step 249, loss 0.373, test 0.112
Epoch 3, step 250, loss 0.075, test 0.106
Epoch 3, step 251, loss 0.163, test 0.107
Epoch 3, step 252, loss 0.357, test 0.089
Epoch 3, step 253, loss 0.023, test 0.092
Epoch 3, step 254, loss 0.033, test 0.091
Epoch 3, step 255, loss 0.107, test 0.089
Epoch 3, step 256, loss 0.044, test 0.086
Epoch 3, step 257, loss 0.027, test 0.085
Epoch 3, step 258, loss 0.001, test 0.085
Epoch 3, step 259, loss 0.168, test 0.085
Epoch 3, step 260, loss 0.506, test 0.085
Epoch 3, step 261, loss 0.351, test 0.094
Epoch 3, step 262, loss 0.863, test 0.098
Epoch 3, step 263, loss 0.001, test 0.100
Epoch 3, step 264, loss 0.745, test 0.114
Epoch 3, step 265, loss 0.000, test 0.116
Epoch 3, step 266, loss 0.078, test 0.114
Epoch 3, step 267, loss 0.275, test 0.116
Epoch 3, step 268, loss 0.056, test 0.115
Epoch 3, step 269, loss 0.001, test 0.114
Epoch 3, step 270, loss 0.146, test 0.107
Epoch 3, step 271, loss 0.015, test 0.107
Epoch 3, step 272, loss 0.275, test 0.106
Epoch 3, step 273, loss 0.164, test 0.104
Epoch 3, step 274, loss 0.027, test 0.105
Epoch 3, step 275, loss 0.747, test 0.089
Epoch 3, step 276, loss 0.015, test 0.087
Epoch 3, step 277, loss 0.016, test 0.088
Epoch 3, step 278, loss 0.014, test 0.088
Epoch 3, step 279, loss 0.002, test 0.087
Epoch 3, step 280, loss 0.022, test 0.088
Epoch 3, step 281, loss 0.417, test 0.091
Epoch 3, step 282, loss 0.269, test 0.099
Epoch 3, step 283, loss 0.047, test 0.099
Epoch 3, step 284, loss 0.049, test 0.099
Epoch 3, step 285, loss 0.001, test 0.100
Epoch 3, step 286, loss 0.009, test 0.100
Epoch 3, step 287, loss 0.075, test 0.100
Epoch 3, step 288, loss 0.014, test 0.100
Epoch 3, step 289, loss 0.017, test 0.100
Epoch 3, step 290, loss 0.178, test 0.101
Epoch 3, step 291, loss 0.001, test 0.101
Epoch 3, step 292, loss 0.852, test 0.076
Epoch 3, step 293, loss 0.106, test 0.076
Epoch 3, step 294, loss 0.456, test 0.076
Epoch 3, step 295, loss 0.039, test 0.076
Epoch 3, step 296, loss 0.015, test 0.075
Epoch 3, step 297, loss 0.220, test 0.075
Epoch 3, step 298, loss 0.017, test 0.074
Epoch 3, step 299, loss 0.068, test 0.075
Epoch 3, step 300, loss 0.195, test 0.075
Epoch 3, step 301, loss 0.093, test 0.075
Epoch 3, step 302, loss 0.138, test 0.075
Epoch 3, step 303, loss 0.678, test 0.074
Epoch 3, step 304, loss 0.024, test 0.074
Epoch 3, step 305, loss 0.006, test 0.074
Epoch 3, step 306, loss 0.025, test 0.074
Epoch 3, step 307, loss 0.024, test 0.074
Epoch 3, step 308, loss 0.012, test 0.074
Epoch 3, step 309, loss 0.240, test 0.074
Epoch 3, step 310, loss 0.006, test 0.074
Epoch 3, step 311, loss 0.442, test 0.077
Epoch 3, step 312, loss 0.015, test 0.078
Epoch 3, step 313, loss 0.001, test 0.079
Epoch 3, step 314, loss 0.089, test 0.080
Epoch 3, step 315, loss 0.804, test 0.082
Epoch 3, step 316, loss 0.055, test 0.081
Epoch 3, step 317, loss 0.305, test 0.081
Epoch 3, step 318, loss 0.009, test 0.080
Epoch 3, step 319, loss 0.184, test 0.079
Epoch 3, step 320, loss 0.079, test 0.078
Epoch 3, step 321, loss 0.237, test 0.077
Epoch 3, step 322, loss 0.077, test 0.077
Epoch 3, step 323, loss 0.192, test 0.077
Epoch 3, step 324, loss 0.070, test 0.077
Epoch 3, step 325, loss 0.003, test 0.077
Epoch 3, step 326, loss 0.107, test 0.080
Epoch 3, step 327, loss 0.011, test 0.081
Epoch 3, step 328, loss 0.221, test 0.078
Epoch 3, step 329, loss 0.023, test 0.077
Epoch 3, step 330, loss 0.145, test 0.092
Epoch 3, step 331, loss 0.001, test 0.095
Epoch 3, step 332, loss 0.009, test 0.097
Epoch 3, step 333, loss 0.229, test 0.080
Epoch 3, step 334, loss 0.188, test 0.078
Epoch 3, step 335, loss 0.027, test 0.078
Epoch 3, step 336, loss 0.144, test 0.078
Epoch 3, step 337, loss 0.102, test 0.077
Epoch 3, step 338, loss 0.015, test 0.077
Epoch 3, step 339, loss 0.373, test 0.093
Epoch 3, step 340, loss 0.450, test 0.095
Epoch 3, step 341, loss 0.000, test 0.097
Epoch 3, step 342, loss 0.065, test 0.096
Epoch 3, step 343, loss 0.012, test 0.096
Epoch 3, step 344, loss 0.005, test 0.096
Epoch 3, step 345, loss 0.540, test 0.095
Epoch 3, step 346, loss 0.067, test 0.094
Epoch 3, step 347, loss 0.242, test 0.093
Epoch 3, step 348, loss 0.034, test 0.093
Epoch 3, step 349, loss 0.078, test 0.090
Epoch 3, step 350, loss 0.326, test 0.090
Epoch 3, step 351, loss 0.136, test 0.084
Epoch 3, step 352, loss 0.226, test 0.084
Epoch 3, step 353, loss 0.073, test 0.084
Epoch 3, step 354, loss 0.047, test 0.083
Epoch 3, step 355, loss 0.002, test 0.083
Epoch 3, step 356, loss 0.005, test 0.084
Epoch 3, step 357, loss 0.001, test 0.084
Epoch 3, step 358, loss 0.286, test 0.084
Epoch 3, step 359, loss 0.119, test 0.098
Epoch 3, step 360, loss 0.071, test 0.100
Epoch 3, step 361, loss 0.304, test 0.106
Epoch 3, step 362, loss 0.017, test 0.107
Epoch 3, step 363, loss 0.062, test 0.108
Epoch 3, step 364, loss 0.003, test 0.108
Epoch 3, step 365, loss 0.049, test 0.106
Epoch 3, step 366, loss 0.003, test 0.106
Epoch 3, step 367, loss 0.047, test 0.102
Epoch 3, step 368, loss 0.030, test 0.101
Epoch 3, step 369, loss 0.068, test 0.101
Epoch 3, step 370, loss 0.397, test 0.102
Epoch 3, step 371, loss 0.008, test 0.101
Epoch 3, step 372, loss 0.174, test 0.100
Epoch 3, step 373, loss 0.247, test 0.100
Epoch 3, step 374, loss 0.420, test 0.099
Epoch 3, step 375, loss 0.156, test 0.098
Epoch 3, step 376, loss 0.126, test 0.099
Epoch 3, step 377, loss 0.030, test 0.098
Epoch 3, step 378, loss 0.181, test 0.097
Epoch 3, step 379, loss 0.149, test 0.096
Epoch 3, step 380, loss 0.001, test 0.096
Epoch 3, step 381, loss 0.040, test 0.096
Epoch 3, step 382, loss 0.002, test 0.096
Epoch 3, step 383, loss 0.003, test 0.096
Epoch 3, step 384, loss 0.049, test 0.099
Epoch 3, step 385, loss 1.433, test 0.089
Epoch 3, step 386, loss 0.053, test 0.086
Epoch 3, step 387, loss 0.192, test 0.086
Epoch 3, step 388, loss 0.195, test 0.086
Epoch 3, step 389, loss 0.000, test 0.086
Epoch 3, step 390, loss 0.003, test 0.086
Epoch 3, step 391, loss 0.070, test 0.085
Epoch 3, step 392, loss 0.250, test 0.085
Epoch 3, step 393, loss 0.137, test 0.085
Epoch 3, step 394, loss 1.129, test 0.087
Epoch 3, step 395, loss 0.039, test 0.088
Epoch 3, step 396, loss 0.071, test 0.090
Epoch 3, step 397, loss 0.037, test 0.090
Epoch 3, step 398, loss 0.044, test 0.090
Epoch 3, step 399, loss 0.139, test 0.084
Epoch 3, step 400, loss 0.450, test 0.084
Epoch 3, step 401, loss 0.038, test 0.083
Epoch 3, step 402, loss 0.144, test 0.084
Epoch 3, step 403, loss 0.139, test 0.085
Epoch 3, step 404, loss 0.084, test 0.084
Epoch 3, step 405, loss 0.028, test 0.086
Epoch 3, step 406, loss 0.039, test 0.085
Epoch 3, step 407, loss 0.073, test 0.085
Epoch 3, step 408, loss 0.005, test 0.082
Epoch 3, step 409, loss 0.611, test 0.082
Epoch 3, step 410, loss 0.002, test 0.082
Epoch 3, step 411, loss 0.152, test 0.081
Epoch 3, step 412, loss 0.796, test 0.080
Epoch 3, step 413, loss 0.005, test 0.080
Epoch 3, step 414, loss 0.260, test 0.080
Epoch 3, step 415, loss 0.001, test 0.080
Epoch 3, step 416, loss 0.026, test 0.078
Epoch 3, step 417, loss 0.032, test 0.078
Epoch 3, step 418, loss 0.271, test 0.080
Epoch 3, step 419, loss 0.261, test 0.082
Epoch 3, step 420, loss 0.016, test 0.082
Epoch 3, step 421, loss 0.008, test 0.083
Epoch 3, step 422, loss 0.000, test 0.083
Epoch 3, step 423, loss 0.164, test 0.085
Epoch 3, step 424, loss 0.140, test 0.084
Epoch 3, step 425, loss 0.173, test 0.082
Epoch 3, step 426, loss 0.001, test 0.082
Epoch 3, step 427, loss 0.107, test 0.082
Epoch 3, step 428, loss 0.002, test 0.082
Epoch 3, step 429, loss 0.004, test 0.082
Epoch 3, step 430, loss 0.065, test 0.081
Epoch 3, step 431, loss 0.002, test 0.080

Epoch 3, step 432, loss 0.043, test 0.080
Epoch 3, step 433, loss 0.348, test 0.080
Epoch 3, step 434, loss 0.000, test 0.080
Epoch 3, step 435, loss 0.003, test 0.079
Epoch 3, step 436, loss 0.039, test 0.079
Epoch 3, step 437, loss 0.250, test 0.079
Epoch 3, step 438, loss 0.000, test 0.079
Epoch 3, step 439, loss 0.037, test 0.078
Epoch 3, step 440, loss 0.083, test 0.078
Epoch 3, step 441, loss 0.040, test 0.078
Epoch 3, step 442, loss 0.000, test 0.078
Epoch 3, step 443, loss 0.167, test 0.079
Epoch 3, step 444, loss 0.018, test 0.079
Epoch 3, step 445, loss 0.010, test 0.080
Epoch 3, step 446, loss 0.136, test 0.079
Epoch 3, step 447, loss 0.016, test 0.079
Epoch 3, step 448, loss 0.050, test 0.079
Epoch 3, step 449, loss 0.016, test 0.079
Epoch 3, step 450, loss 0.059, test 0.079
Epoch 3, step 451, loss 0.002, test 0.079
Epoch 3, step 452, loss 0.039, test 0.079
Epoch 3, step 453, loss 0.000, test 0.079
Epoch 3, step 454, loss 0.119, test 0.080
Epoch 3, step 455, loss 0.005, test 0.080
Epoch 3, step 456, loss 0.557, test 0.089
Epoch 3, step 457, loss 0.045, test 0.092
Epoch 3, step 458, loss 0.040, test 0.091
Epoch 3, step 459, loss 0.019, test 0.091
Epoch 3, step 460, loss 0.025, test 0.091
Epoch 3, step 461, loss 0.491, test 0.094
Epoch 3, step 462, loss 0.041, test 0.095
Epoch 3, step 463, loss 0.072, test 0.093
Epoch 3, step 464, loss 0.132, test 0.092
Epoch 3, step 465, loss 0.192, test 0.099
Epoch 3, step 466, loss 0.013, test 0.100
Epoch 3, step 467, loss 0.001, test 0.100
Epoch 3, step 468, loss 0.223, test 0.098
Epoch 3, step 469, loss 0.107, test 0.097
Epoch 3, step 470, loss 0.001, test 0.097
Epoch 3, step 471, loss 0.024, test 0.096
Epoch 3, step 472, loss 0.292, test 0.094
Epoch 3, step 473, loss 0.004, test 0.094
Epoch 3, step 474, loss 0.004, test 0.093
Epoch 3, step 475, loss 0.374, test 0.091
Epoch 3, step 476, loss 0.260, test 0.089
Epoch 3, step 477, loss 0.091, test 0.088
Epoch 3, step 478, loss 0.127, test 0.089
Epoch 3, step 479, loss 0.001, test 0.089
Epoch 3, step 480, loss 0.008, test 0.089
Epoch 3, step 481, loss 0.023, test 0.090
Epoch 3, step 482, loss 0.098, test 0.094
Epoch 3, step 483, loss 0.371, test 0.102
Epoch 3, step 484, loss 0.006, test 0.105
Epoch 3, step 485, loss 0.071, test 0.102
Epoch 3, step 486, loss 0.110, test 0.094
Epoch 3, step 487, loss 0.073, test 0.090
Epoch 3, step 488, loss 0.044, test 0.091
Epoch 3, step 489, loss 0.023, test 0.092
Epoch 3, step 490, loss 0.006, test 0.093
Epoch 3, step 491, loss 0.040, test 0.096
Epoch 3, step 492, loss 0.222, test 0.097
Epoch 3, step 493, loss 0.154, test 0.090
Epoch 3, step 494, loss 0.073, test 0.089
Epoch 3, step 495, loss 0.217, test 0.090
Epoch 3, step 496, loss 0.006, test 0.089
Epoch 3, step 497, loss 0.055, test 0.088
Epoch 3, step 498, loss 0.017, test 0.087
Epoch 3, step 499, loss 0.006, test 0.087
Epoch 3, step 500, loss 0.076, test 0.088
Epoch 3, step 501, loss 0.482, test 0.090
Epoch 3, step 502, loss 0.002, test 0.092
Epoch 3, step 503, loss 0.005, test 0.092
Epoch 3, step 504, loss 0.008, test 0.091
Epoch 3, step 505, loss 0.057, test 0.089
Epoch 3, step 506, loss 0.139, test 0.090
Epoch 3, step 507, loss 0.057, test 0.089
Epoch 3, step 508, loss 0.012, test 0.089
Epoch 3, step 509, loss 0.015, test 0.089
Epoch 3, step 510, loss 0.161, test 0.088
Epoch 3, step 511, loss 0.039, test 0.088
Epoch 3, step 512, loss 0.036, test 0.088
Epoch 3, step 513, loss 0.092, test 0.084
Epoch 3, step 514, loss 0.138, test 0.084
Epoch 3, step 515, loss 0.002, test 0.084
Epoch 3, step 516, loss 0.124, test 0.083
Epoch 3, step 517, loss 0.045, test 0.083
Epoch 3, step 518, loss 0.094, test 0.083
Epoch 3, step 519, loss 0.256, test 0.084
Epoch 3, step 520, loss 0.098, test 0.083
Epoch 3, step 521, loss 0.019, test 0.082
Epoch 3, step 522, loss 0.111, test 0.083
Epoch 3, step 523, loss 0.051, test 0.083
Epoch 3, step 524, loss 0.021, test 0.082
Epoch 3, step 525, loss 0.002, test 0.082
Epoch 3, step 526, loss 0.244, test 0.085
Epoch 3, step 527, loss 0.003, test 0.085
Epoch 3, step 528, loss 0.006, test 0.087
Epoch 3, step 529, loss 0.386, test 0.087
Epoch 3, step 530, loss 0.001, test 0.087
Epoch 3, step 531, loss 0.542, test 0.085
Epoch 3, step 532, loss 0.130, test 0.088
Epoch 3, step 533, loss 0.031, test 0.088
Epoch 3, step 534, loss 0.111, test 0.087
Epoch 3, step 535, loss 0.000, test 0.087
Epoch 3, step 536, loss 0.023, test 0.087
Epoch 3, step 537, loss 0.093, test 0.090
Epoch 3, step 538, loss 0.280, test 0.097
Epoch 3, step 539, loss 0.073, test 0.104
Epoch 3, step 540, loss 0.030, test 0.099
Epoch 3, step 541, loss 0.045, test 0.098
Epoch 3, step 542, loss 0.017, test 0.097
Epoch 3, step 543, loss 0.099, test 0.098
Epoch 3, step 544, loss 0.214, test 0.097
Epoch 3, step 545, loss 0.071, test 0.101
Epoch 3, step 546, loss 0.000, test 0.102
Epoch 3, step 547, loss 0.000, test 0.102
Epoch 3, step 548, loss 0.036, test 0.103
Epoch 3, step 549, loss 0.136, test 0.107
Epoch 3, step 550, loss 0.062, test 0.109
Epoch 3, step 551, loss 0.287, test 0.103
Epoch 3, step 552, loss 0.015, test 0.101
Epoch 3, step 553, loss 0.001, test 0.101
Epoch 3, step 554, loss 0.017, test 0.099
Epoch 3, step 555, loss 0.136, test 0.100
Epoch 3, step 556, loss 0.375, test 0.098
Epoch 3, step 557, loss 0.303, test 0.099
Epoch 3, step 558, loss 0.000, test 0.099
Epoch 3, step 559, loss 0.010, test 0.099
Epoch 3, step 560, loss 0.183, test 0.099
Epoch 3, step 561, loss 0.381, test 0.108
Epoch 3, step 562, loss 0.002, test 0.110
Epoch 3, step 563, loss 0.030, test 0.110
Epoch 3, step 564, loss 0.008, test 0.110
Epoch 3, step 565, loss 0.063, test 0.110
Epoch 3, step 566, loss 0.260, test 0.114
Epoch 3, step 567, loss 0.022, test 0.123
Epoch 3, step 568, loss 0.004, test 0.127
Epoch 3, step 569, loss 0.075, test 0.128
Epoch 3, step 570, loss 0.085, test 0.130
Epoch 3, step 571, loss 0.455, test 0.116
Epoch 3, step 572, loss 0.008, test 0.113
Epoch 3, step 573, loss 0.085, test 0.112
Epoch 3, step 574, loss 0.406, test 0.112
Epoch 3, step 575, loss 0.021, test 0.110
Epoch 3, step 576, loss 0.101, test 0.109
Epoch 3, step 577, loss 0.067, test 0.109
Epoch 3, step 578, loss 0.024, test 0.109
Epoch 3, step 579, loss 0.835, test 0.107
Epoch 3, step 580, loss 0.165, test 0.106
Epoch 3, step 581, loss 0.001, test 0.106
Epoch 3, step 582, loss 0.475, test 0.101
Epoch 3, step 583, loss 0.295, test 0.102
Epoch 3, step 584, loss 0.004, test 0.102
Epoch 3, step 585, loss 0.203, test 0.099
Epoch 3, step 586, loss 0.071, test 0.096
Epoch 3, step 587, loss 0.332, test 0.095
Epoch 3, step 588, loss 0.137, test 0.095
Epoch 3, step 589, loss 0.117, test 0.095
Epoch 3, step 590, loss 0.750, test 0.102
Epoch 3, step 591, loss 0.377, test 0.104
Epoch 3, step 592, loss 0.270, test 0.106
Epoch 3, step 593, loss 0.252, test 0.106
Epoch 3, step 594, loss 0.021, test 0.106
Epoch 3, step 595, loss 0.006, test 0.105
Epoch 3, step 596, loss 0.356, test 0.103
Epoch 3, step 597, loss 0.160, test 0.103
Epoch 3, step 598, loss 0.156, test 0.100
Epoch 3, step 599, loss 0.039, test 0.099
Epoch 3, step 600, loss 0.020, test 0.098
Epoch 3, step 601, loss 0.567, test 0.099
Epoch 3, step 602, loss 0.471, test 0.096
Epoch 3, step 603, loss 0.035, test 0.104
Epoch 3, step 604, loss 0.070, test 0.105
Epoch 3, step 605, loss 0.000, test 0.106
Epoch 3, step 606, loss 0.032, test 0.106
Epoch 3, step 607, loss 0.031, test 0.106
Epoch 3, step 608, loss 0.001, test 0.106
Epoch 3, step 609, loss 0.078, test 0.102
Epoch 3, step 610, loss 0.150, test 0.102
Epoch 3, step 611, loss 0.011, test 0.102
Epoch 3, step 612, loss 0.109, test 0.102
Epoch 3, step 613, loss 0.104, test 0.100
Epoch 3, step 614, loss 0.123, test 0.100
Epoch 3, step 615, loss 0.202, test 0.101
Epoch 3, step 616, loss 0.453, test 0.103
Epoch 3, step 617, loss 0.738, test 0.105
Epoch 3, step 618, loss 0.003, test 0.105
Epoch 3, step 619, loss 0.245, test 0.106
Epoch 3, step 620, loss 0.250, test 0.117
Epoch 3, step 621, loss 0.280, test 0.102
Epoch 3, step 622, loss 0.060, test 0.100
Epoch 3, step 623, loss 0.008, test 0.100
Epoch 3, step 624, loss 0.025, test 0.101
Epoch 3, step 625, loss 0.078, test 0.103
Epoch 3, step 626, loss 0.063, test 0.103
Epoch 3, step 627, loss 0.200, test 0.096
Epoch 3, step 628, loss 0.449, test 0.096
Epoch 3, step 629, loss 0.312, test 0.095
Epoch 3, step 630, loss 0.138, test 0.095
Epoch 3, step 631, loss 0.338, test 0.097
Epoch 3, step 632, loss 0.026, test 0.097
Epoch 3, step 633, loss 0.049, test 0.099
Epoch 3, step 634, loss 0.021, test 0.099
Epoch 3, step 635, loss 0.018, test 0.100
Epoch 3, step 636, loss 0.206, test 0.101
Epoch 3, step 637, loss 0.012, test 0.102
Epoch 3, step 638, loss 0.270, test 0.109
Epoch 3, step 639, loss 0.207, test 0.138
Epoch 3, step 640, loss 0.025, test 0.144
Epoch 3, step 641, loss 0.004, test 0.149
Epoch 3, step 642, loss 0.049, test 0.152
Epoch 3, step 643, loss 0.257, test 0.150
Epoch 3, step 644, loss 0.000, test 0.150
Epoch 3, step 645, loss 0.200, test 0.150
Epoch 3, step 646, loss 0.057, test 0.149
Epoch 3, step 647, loss 0.267, test 0.150
Epoch 3, step 648, loss 0.045, test 0.149
Epoch 3, step 649, loss 0.013, test 0.150
Epoch 3, step 650, loss 0.039, test 0.148
Epoch 3, step 651, loss 0.003, test 0.147
Epoch 3, step 652, loss 0.003, test 0.146
Epoch 3, step 653, loss 0.110, test 0.144
Epoch 3, step 654, loss 0.216, test 0.144
Epoch 3, step 655, loss 0.017, test 0.145
Epoch 3, step 656, loss 0.130, test 0.138
Epoch 3, step 657, loss 0.004, test 0.136
Epoch 3, step 658, loss 0.193, test 0.114
Epoch 3, step 659, loss 0.015, test 0.111
Epoch 3, step 660, loss 0.011, test 0.110
Epoch 3, step 661, loss 0.012, test 0.109
Epoch 3, step 662, loss 0.000, test 0.109
Epoch 3, step 663, loss 0.003, test 0.109
Epoch 3, step 664, loss 0.001, test 0.110
Epoch 3, step 665, loss 0.007, test 0.110
Epoch 3, step 666, loss 0.039, test 0.110
Epoch 3, step 667, loss 0.072, test 0.114
Epoch 3, step 668, loss 0.247, test 0.117
Epoch 3, step 669, loss 0.005, test 0.118
Epoch 3, step 670, loss 0.034, test 0.119
Epoch 3, step 671, loss 0.490, test 0.092
Epoch 3, step 672, loss 0.076, test 0.090
Epoch 3, step 673, loss 0.052, test 0.090
Epoch 3, step 674, loss 0.018, test 0.089
Epoch 3, step 675, loss 0.013, test 0.089
Epoch 3, step 676, loss 0.298, test 0.089
Epoch 3, step 677, loss 0.003, test 0.089
Epoch 3, step 678, loss 0.062, test 0.089
Epoch 3, step 679, loss 0.229, test 0.089
Epoch 3, step 680, loss 0.255, test 0.090
Epoch 3, step 681, loss 0.061, test 0.089
Epoch 3, step 682, loss 0.023, test 0.089
Epoch 3, step 683, loss 0.128, test 0.092
Epoch 3, step 684, loss 0.033, test 0.092
Epoch 3, step 685, loss 0.058, test 0.091
Epoch 3, step 686, loss 0.103, test 0.090
Epoch 3, step 687, loss 0.523, test 0.089
Epoch 3, step 688, loss 0.007, test 0.088
Epoch 3, step 689, loss 0.052, test 0.088
Epoch 3, step 690, loss 0.045, test 0.089
Epoch 3, step 691, loss 0.000, test 0.089
Epoch 3, step 692, loss 0.216, test 0.092
Epoch 3, step 693, loss 0.003, test 0.092
Epoch 3, step 694, loss 0.018, test 0.092
Epoch 3, step 695, loss 0.069, test 0.090
Epoch 3, step 696, loss 0.003, test 0.090
Epoch 3, step 697, loss 0.002, test 0.090
Epoch 3, step 698, loss 1.123, test 0.089
Epoch 3, step 699, loss 0.366, test 0.089
Epoch 3, step 700, loss 0.115, test 0.088
Epoch 3, step 701, loss 0.183, test 0.088
Epoch 3, step 702, loss 0.030, test 0.089
Epoch 3, step 703, loss 0.194, test 0.089
Epoch 3, step 704, loss 0.008, test 0.089
Epoch 3, step 705, loss 0.001, test 0.090
Epoch 3, step 706, loss 0.013, test 0.090
Epoch 3, step 707, loss 0.024, test 0.091
Epoch 3, step 708, loss 0.079, test 0.091
Epoch 3, step 709, loss 0.009, test 0.091
Epoch 3, step 710, loss 0.017, test 0.091
Epoch 3, step 711, loss 0.038, test 0.091
Epoch 3, step 712, loss 0.219, test 0.090
Epoch 3, step 713, loss 0.102, test 0.090
Epoch 3, step 714, loss 0.311, test 0.091
Epoch 3, step 715, loss 0.000, test 0.091
Epoch 3, step 716, loss 0.245, test 0.091
Epoch 3, step 717, loss 0.579, test 0.095
Epoch 3, step 718, loss 0.316, test 0.095
Epoch 3, step 719, loss 0.141, test 0.095
Epoch 3, step 720, loss 0.001, test 0.095
Epoch 3, step 721, loss 0.004, test 0.095
Epoch 3, step 722, loss 0.342, test 0.095
Epoch 3, step 723, loss 0.187, test 0.096
Epoch 3, step 724, loss 0.312, test 0.092
Epoch 3, step 725, loss 0.020, test 0.091
Epoch 3, step 726, loss 0.067, test 0.090
Epoch 3, step 727, loss 0.043, test 0.090
Epoch 3, step 728, loss 0.166, test 0.088
Epoch 3, step 729, loss 0.028, test 0.088
Epoch 3, step 730, loss 0.291, test 0.096
Epoch 3, step 731, loss 0.394, test 0.108
Epoch 3, step 732, loss 0.005, test 0.113
Epoch 3, step 733, loss 0.002, test 0.115
Epoch 3, step 734, loss 0.135, test 0.116
Epoch 3, step 735, loss 0.582, test 0.115
Epoch 3, step 736, loss 0.168, test 0.111
Epoch 3, step 737, loss 0.318, test 0.113
Epoch 3, step 738, loss 0.002, test 0.113
Epoch 3, step 739, loss 0.112, test 0.115
Epoch 3, step 740, loss 0.024, test 0.114
Epoch 3, step 741, loss 0.078, test 0.134
Epoch 3, step 742, loss 0.180, test 0.131
Epoch 3, step 743, loss 0.001, test 0.132
Epoch 3, step 744, loss 0.414, test 0.135
Epoch 3, step 745, loss 0.030, test 0.136
Epoch 3, step 746, loss 0.033, test 0.129
Epoch 3, step 747, loss 0.004, test 0.127
Epoch 3, step 748, loss 0.075, test 0.122
Epoch 3, step 749, loss 0.000, test 0.121
Epoch 3, step 750, loss 0.009, test 0.120
Epoch 3, step 751, loss 0.026, test 0.121
Epoch 3, step 752, loss 0.085, test 0.124
Epoch 3, step 753, loss 0.124, test 0.124
Epoch 3, step 754, loss 0.021, test 0.122
Epoch 3, step 755, loss 0.082, test 0.117
Epoch 3, step 756, loss 0.475, test 0.090
Epoch 3, step 757, loss 0.004, test 0.089
Epoch 3, step 758, loss 0.066, test 0.088
Epoch 3, step 759, loss 0.141, test 0.089
Epoch 3, step 760, loss 0.000, test 0.090
Epoch 3, step 761, loss 0.001, test 0.090
Epoch 3, step 762, loss 0.003, test 0.091
Epoch 3, step 763, loss 0.607, test 0.111
Epoch 3, step 764, loss 0.022, test 0.115
Epoch 3, step 765, loss 0.047, test 0.118
Epoch 3, step 766, loss 0.006, test 0.119
Epoch 3, step 767, loss 0.075, test 0.119
Epoch 3, step 768, loss 0.112, test 0.121
Epoch 3, step 769, loss 0.436, test 0.116
Epoch 3, step 770, loss 0.037, test 0.115
Epoch 3, step 771, loss 0.116, test 0.113
Epoch 3, step 772, loss 0.069, test 0.113
Epoch 3, step 773, loss 0.045, test 0.109
Epoch 3, step 774, loss 0.466, test 0.107
Epoch 3, step 775, loss 0.164, test 0.106
Epoch 3, step 776, loss 0.044, test 0.106
Epoch 3, step 777, loss 0.186, test 0.105
Epoch 3, step 778, loss 0.000, test 0.105
Epoch 3, step 779, loss 0.011, test 0.102
Epoch 3, step 780, loss 0.162, test 0.103
Epoch 3, step 781, loss 0.000, test 0.103
Epoch 3, step 782, loss 0.035, test 0.102
Epoch 3, step 783, loss 0.118, test 0.103
Epoch 3, step 784, loss 0.349, test 0.105
Epoch 3, step 785, loss 0.042, test 0.103
Epoch 3, step 786, loss 0.306, test 0.101
Epoch 3, step 787, loss 0.032, test 0.101
Epoch 3, step 788, loss 0.019, test 0.100
Epoch 3, step 789, loss 0.037, test 0.106
Epoch 3, step 790, loss 0.341, test 0.110
Epoch 3, step 791, loss 0.068, test 0.112
Epoch 3, step 792, loss 0.014, test 0.113
Epoch 3, step 793, loss 0.170, test 0.111
Epoch 3, step 794, loss 0.036, test 0.109
Epoch 3, step 795, loss 0.060, test 0.110
Epoch 3, step 796, loss 0.205, test 0.108
Epoch 3, step 797, loss 0.033, test 0.107
Epoch 3, step 798, loss 0.198, test 0.106
Epoch 3, step 799, loss 0.033, test 0.106
Epoch 3, step 800, loss 0.335, test 0.105
Epoch 3, step 801, loss 0.016, test 0.105
Epoch 3, step 802, loss 0.017, test 0.104
Epoch 3, step 803, loss 0.154, test 0.102
Epoch 3, step 804, loss 0.271, test 0.104
Epoch 3, step 805, loss 0.062, test 0.106
Epoch 3, step 806, loss 0.926, test 0.109
Epoch 3, step 807, loss 0.012, test 0.110
Epoch 3, step 808, loss 0.333, test 0.109
Epoch 3, step 809, loss 0.100, test 0.109
Epoch 3, step 810, loss 0.001, test 0.108
Epoch 3, step 811, loss 0.041, test 0.109
Epoch 3, step 812, loss 0.056, test 0.108
Epoch 3, step 813, loss 0.013, test 0.108
Epoch 3, step 814, loss 0.054, test 0.108
Epoch 3, step 815, loss 0.435, test 0.097
Epoch 3, step 816, loss 0.717, test 0.100
Epoch 3, step 817, loss 0.001, test 0.101
Epoch 3, step 818, loss 0.140, test 0.103
Epoch 3, step 819, loss 0.155, test 0.104
Epoch 3, step 820, loss 0.014, test 0.105
Epoch 3, step 821, loss 0.174, test 0.105
Epoch 3, step 822, loss 0.016, test 0.103
Epoch 3, step 823, loss 0.007, test 0.103
Epoch 3, step 824, loss 0.001, test 0.102
Epoch 3, step 825, loss 0.017, test 0.103
Epoch 3, step 826, loss 0.015, test 0.103
Epoch 3, step 827, loss 0.001, test 0.103
Epoch 3, step 828, loss 0.000, test 0.103
Epoch 3, step 829, loss 0.546, test 0.105
Epoch 3, step 830, loss 0.006, test 0.105
Epoch 3, step 831, loss 0.222, test 0.104
Epoch 3, step 832, loss 0.055, test 0.104
Epoch 3, step 833, loss 0.016, test 0.104
Epoch 3, step 834, loss 0.013, test 0.104
Epoch 3, step 835, loss 0.108, test 0.103
Epoch 3, step 836, loss 0.107, test 0.103
Epoch 3, step 837, loss 0.020, test 0.103
Epoch 3, step 838, loss 0.047, test 0.104
Epoch 3, step 839, loss 0.013, test 0.103
Epoch 3, step 840, loss 0.720, test 0.103
Epoch 3, step 841, loss 0.122, test 0.103
Epoch 3, step 842, loss 0.032, test 0.102
Epoch 3, step 843, loss 0.178, test 0.102
Epoch 3, step 844, loss 0.043, test 0.104
Epoch 3, step 845, loss 0.038, test 0.105
Epoch 3, step 846, loss 0.297, test 0.105
Epoch 3, step 847, loss 0.077, test 0.109
Epoch 3, step 848, loss 0.381, test 0.110
Epoch 3, step 849, loss 0.124, test 0.101
Epoch 3, step 850, loss 0.031, test 0.098
Epoch 3, step 851, loss 0.235, test 0.099
Epoch 3, step 852, loss 0.150, test 0.100
Epoch 3, step 853, loss 0.039, test 0.100
Epoch 3, step 854, loss 0.135, test 0.101
Epoch 3, step 855, loss 0.022, test 0.100
Epoch 3, step 856, loss 0.383, test 0.100
Epoch 3, step 857, loss 0.199, test 0.099
Epoch 3, step 858, loss 0.047, test 0.098
Epoch 3, step 859, loss 0.074, test 0.097
Epoch 3, step 860, loss 0.049, test 0.096
Epoch 3, step 861, loss 0.520, test 0.095
Epoch 3, step 862, loss 0.014, test 0.095
Epoch 3, step 863, loss 0.001, test 0.095
Epoch 3, step 864, loss 0.296, test 0.094
Epoch 3, step 865, loss 0.002, test 0.094
Epoch 3, step 866, loss 0.279, test 0.099
Epoch 3, step 867, loss 0.034, test 0.101
Epoch 3, step 868, loss 0.273, test 0.100
Epoch 3, step 869, loss 0.381, test 0.101
Epoch 3, step 870, loss 0.115, test 0.102
Epoch 3, step 871, loss 0.514, test 0.103
Epoch 3, step 872, loss 0.149, test 0.104
Epoch 3, step 873, loss 0.003, test 0.104
Epoch 3, step 874, loss 0.112, test 0.103
Epoch 3, step 875, loss 0.013, test 0.103
Epoch 3, step 876, loss 0.130, test 0.099
Epoch 3, step 877, loss 0.124, test 0.098
Epoch 3, step 878, loss 0.005, test 0.098
Epoch 3, step 879, loss 0.075, test 0.096
Epoch 3, step 880, loss 0.135, test 0.096
Epoch 3, step 881, loss 0.030, test 0.093
Epoch 3, step 882, loss 0.106, test 0.093
Epoch 3, step 883, loss 0.014, test 0.093
Epoch 3, step 884, loss 0.011, test 0.093
Epoch 3, step 885, loss 0.060, test 0.093
Epoch 3, step 886, loss 0.128, test 0.093
Epoch 3, step 887, loss 0.019, test 0.093
Epoch 3, step 888, loss 0.621, test 0.091
Epoch 3, step 889, loss 0.231, test 0.087
Epoch 3, step 890, loss 0.002, test 0.087
Epoch 3, step 891, loss 0.112, test 0.089
Epoch 3, step 892, loss 0.014, test 0.089
Epoch 3, step 893, loss 0.199, test 0.089
Epoch 3, step 894, loss 0.089, test 0.090
Epoch 3, step 895, loss 0.037, test 0.090
Epoch 3, step 896, loss 0.150, test 0.090
Epoch 3, step 897, loss 0.028, test 0.091
Epoch 3, step 898, loss 1.198, test 0.101
Epoch 3, step 899, loss 0.002, test 0.104
Epoch 3, step 900, loss 0.016, test 0.106
Epoch 3, step 901, loss 0.002, test 0.106
Epoch 3, step 902, loss 0.222, test 0.095
Epoch 3, step 903, loss 0.111, test 0.094
Epoch 3, step 904, loss 0.145, test 0.094
Epoch 3, step 905, loss 0.025, test 0.093
Epoch 3, step 906, loss 0.157, test 0.094
Epoch 3, step 907, loss 0.463, test 0.095
Epoch 3, step 908, loss 0.058, test 0.096
Epoch 3, step 909, loss 0.009, test 0.095
Epoch 3, step 910, loss 0.053, test 0.094
Epoch 3, step 911, loss 0.004, test 0.094
Epoch 3, step 912, loss 0.148, test 0.096
Epoch 3, step 913, loss 0.071, test 0.097
Epoch 3, step 914, loss 0.001, test 0.097
Epoch 3, step 915, loss 0.068, test 0.098
Epoch 3, step 916, loss 0.006, test 0.098
Epoch 3, step 917, loss 0.283, test 0.097
Epoch 3, step 918, loss 0.087, test 0.096
Epoch 3, step 919, loss 0.044, test 0.095
Epoch 3, step 920, loss 0.013, test 0.095
Epoch 3, step 921, loss 0.049, test 0.095
Epoch 3, step 922, loss 0.264, test 0.092
Epoch 3, step 923, loss 0.116, test 0.092
Epoch 3, step 924, loss 0.022, test 0.090
Epoch 3, step 925, loss 0.003, test 0.090
Epoch 3, step 926, loss 0.118, test 0.089
Epoch 3, step 927, loss 0.091, test 0.089
Epoch 3, step 928, loss 0.045, test 0.089
Epoch 3, step 929, loss 0.134, test 0.090
Epoch 3, step 930, loss 0.375, test 0.089
Epoch 3, step 931, loss 0.801, test 0.088
Epoch 3, step 932, loss 0.474, test 0.085
Epoch 3, step 933, loss 0.050, test 0.084
Epoch 3, step 934, loss 0.003, test 0.084
Epoch 3, step 935, loss 0.007, test 0.084
Epoch 3, step 936, loss 0.144, test 0.083
Epoch 3, step 937, loss 0.092, test 0.083
Epoch 3, step 938, loss 0.018, test 0.083
Epoch 3, step 939, loss 0.007, test 0.083
Epoch 3, step 940, loss 0.168, test 0.082
Epoch 3, step 941, loss 0.124, test 0.083
Epoch 3, step 942, loss 0.510, test 0.081
Epoch 3, step 943, loss 0.001, test 0.081
Epoch 3, step 944, loss 0.201, test 0.083
Epoch 3, step 945, loss 0.212, test 0.083
Epoch 3, step 946, loss 0.444, test 0.086
Epoch 3, step 947, loss 0.029, test 0.086
Epoch 3, step 948, loss 0.106, test 0.087
Epoch 3, step 949, loss 0.567, test 0.086
Epoch 3, step 950, loss 0.093, test 0.087
Epoch 3, step 951, loss 0.002, test 0.086
Epoch 3, step 952, loss 0.452, test 0.086
Epoch 3, step 953, loss 0.080, test 0.086
Epoch 3, step 954, loss 0.001, test 0.086
Epoch 3, step 955, loss 0.010, test 0.086
Epoch 3, step 956, loss 0.058, test 0.085
Epoch 3, step 957, loss 0.003, test 0.085
Epoch 3, step 958, loss 0.071, test 0.085
Epoch 3, step 959, loss 0.152, test 0.083
Epoch 3, step 960, loss 0.021, test 0.083
Epoch 3, step 961, loss 0.048, test 0.082
Epoch 3, step 962, loss 0.328, test 0.082
Epoch 3, step 963, loss 0.086, test 0.082
Epoch 3, step 964, loss 0.373, test 0.082
Epoch 3, step 965, loss 0.152, test 0.082
Epoch 3, step 966, loss 0.027, test 0.083
Epoch 3, step 967, loss 0.004, test 0.083
Epoch 3, step 968, loss 0.064, test 0.083
Epoch 3, step 969, loss 0.006, test 0.083
Epoch 3, step 970, loss 0.212, test 0.086
Epoch 3, step 971, loss 0.039, test 0.087
Epoch 3, step 972, loss 0.057, test 0.090
Epoch 3, step 973, loss 0.132, test 0.088
Epoch 3, step 974, loss 0.232, test 0.083
Epoch 3, step 975, loss 0.011, test 0.083
Epoch 3, step 976, loss 0.000, test 0.083
Epoch 3, step 977, loss 0.116, test 0.083
Epoch 3, step 978, loss 0.001, test 0.084
Epoch 3, step 979, loss 0.001, test 0.084
Epoch 3, step 980, loss 0.041, test 0.083
Epoch 3, step 981, loss 0.020, test 0.083
Epoch 3, step 982, loss 0.207, test 0.084
Epoch 3, step 983, loss 0.283, test 0.085
Epoch 3, step 984, loss 0.000, test 0.085
Epoch 3, step 985, loss 0.000, test 0.085
Epoch 3, step 986, loss 0.787, test 0.086
Epoch 3, step 987, loss 0.040, test 0.086
Epoch 3, step 988, loss 0.173, test 0.086
Epoch 3, step 989, loss 0.086, test 0.085
Epoch 3, step 990, loss 0.007, test 0.085
Epoch 3, step 991, loss 0.062, test 0.085
Epoch 3, step 992, loss 0.258, test 0.084
Epoch 3, step 993, loss 0.682, test 0.083
Epoch 3, step 994, loss 0.002, test 0.083
Epoch 3, step 995, loss 0.053, test 0.083
Epoch 3, step 996, loss 0.268, test 0.083
Epoch 3, step 997, loss 0.029, test 0.082
Epoch 3, step 998, loss 0.040, test 0.081
Epoch 3, step 999, loss 0.057, test 0.081
Epoch 4, step 0, loss 0.018, test 0.080
Epoch 4, step 1, loss 1.445, test 0.079
Epoch 4, step 2, loss 0.005, test 0.079
Epoch 4, step 3, loss 0.103, test 0.079
Epoch 4, step 4, loss 0.140, test 0.080
Epoch 4, step 5, loss 0.289, test 0.080
Epoch 4, step 6, loss 0.033, test 0.080

Epoch 4, step 7, loss 0.014, test 0.080
Epoch 4, step 8, loss 0.011, test 0.080
Epoch 4, step 9, loss 0.058, test 0.081
Epoch 4, step 10, loss 0.211, test 0.082
Epoch 4, step 11, loss 0.014, test 0.082
Epoch 4, step 12, loss 0.189, test 0.082
Epoch 4, step 13, loss 0.051, test 0.082
Epoch 4, step 14, loss 0.017, test 0.083
Epoch 4, step 15, loss 0.040, test 0.083
Epoch 4, step 16, loss 0.049, test 0.084
Epoch 4, step 17, loss 0.011, test 0.084
Epoch 4, step 18, loss 0.010, test 0.083
Epoch 4, step 19, loss 0.082, test 0.085
Epoch 4, step 20, loss 0.030, test 0.085
Epoch 4, step 21, loss 0.017, test 0.085
Epoch 4, step 22, loss 0.089, test 0.087
Epoch 4, step 23, loss 0.619, test 0.084
Epoch 4, step 24, loss 0.196, test 0.082
Epoch 4, step 25, loss 0.212, test 0.081
Epoch 4, step 26, loss 0.045, test 0.080
Epoch 4, step 27, loss 0.046, test 0.081
Epoch 4, step 28, loss 0.179, test 0.081
Epoch 4, step 29, loss 0.001, test 0.081
Epoch 4, step 30, loss 0.007, test 0.081
Epoch 4, step 31, loss 0.012, test 0.082
Epoch 4, step 32, loss 0.145, test 0.088
Epoch 4, step 33, loss 0.002, test 0.090
Epoch 4, step 34, loss 0.079, test 0.091
Epoch 4, step 35, loss 0.221, test 0.090
Epoch 4, step 36, loss 0.021, test 0.088
Epoch 4, step 37, loss 0.001, test 0.087
Epoch 4, step 38, loss 0.350, test 0.084
Epoch 4, step 39, loss 0.078, test 0.082
Epoch 4, step 40, loss 0.002, test 0.082
Epoch 4, step 41, loss 0.121, test 0.085
Epoch 4, step 42, loss 0.074, test 0.086
Epoch 4, step 43, loss 0.016, test 0.085
Epoch 4, step 44, loss 0.006, test 0.086
Epoch 4, step 45, loss 0.034, test 0.085
Epoch 4, step 46, loss 0.006, test 0.084
Epoch 4, step 47, loss 0.151, test 0.087
Epoch 4, step 48, loss 0.048, test 0.089
Epoch 4, step 49, loss 0.002, test 0.090
Epoch 4, step 50, loss 0.459, test 0.089
Epoch 4, step 51, loss 0.057, test 0.089
Epoch 4, step 52, loss 0.004, test 0.092
Epoch 4, step 53, loss 0.014, test 0.092
Epoch 4, step 54, loss 0.013, test 0.092
Epoch 4, step 55, loss 0.005, test 0.091
Epoch 4, step 56, loss 0.007, test 0.091
Epoch 4, step 57, loss 0.003, test 0.091
Epoch 4, step 58, loss 0.067, test 0.089
Epoch 4, step 59, loss 0.036, test 0.084
Epoch 4, step 60, loss 0.073, test 0.084
Epoch 4, step 61, loss 0.002, test 0.084
Epoch 4, step 62, loss 0.620, test 0.083
Epoch 4, step 63, loss 0.002, test 0.083
Epoch 4, step 64, loss 0.167, test 0.081
Epoch 4, step 65, loss 0.086, test 0.080
Epoch 4, step 66, loss 0.252, test 0.080
Epoch 4, step 67, loss 0.029, test 0.080
Epoch 4, step 68, loss 0.016, test 0.080
Epoch 4, step 69, loss 0.095, test 0.080
Epoch 4, step 70, loss 0.131, test 0.080
Epoch 4, step 71, loss 0.052, test 0.080
Epoch 4, step 72, loss 0.024, test 0.081
Epoch 4, step 73, loss 0.041, test 0.081
Epoch 4, step 74, loss 0.012, test 0.082
Epoch 4, step 75, loss 0.015, test 0.081
Epoch 4, step 76, loss 0.025, test 0.081
Epoch 4, step 77, loss 0.022, test 0.081
Epoch 4, step 78, loss 0.010, test 0.082
Epoch 4, step 79, loss 0.001, test 0.082
Epoch 4, step 80, loss 0.146, test 0.080
Epoch 4, step 81, loss 0.002, test 0.080
Epoch 4, step 82, loss 0.245, test 0.081
Epoch 4, step 83, loss 0.002, test 0.081
Epoch 4, step 84, loss 0.001, test 0.081
Epoch 4, step 85, loss 0.102, test 0.081
Epoch 4, step 86, loss 0.108, test 0.082
Epoch 4, step 87, loss 0.065, test 0.082
Epoch 4, step 88, loss 0.009, test 0.082
Epoch 4, step 89, loss 0.148, test 0.081
Epoch 4, step 90, loss 0.094, test 0.082
Epoch 4, step 91, loss 0.007, test 0.082
Epoch 4, step 92, loss 0.014, test 0.082
Epoch 4, step 93, loss 0.046, test 0.082
Epoch 4, step 94, loss 0.010, test 0.082
Epoch 4, step 95, loss 0.000, test 0.082
Epoch 4, step 96, loss 0.000, test 0.082
Epoch 4, step 97, loss 0.079, test 0.082
Epoch 4, step 98, loss 0.104, test 0.081
Epoch 4, step 99, loss 0.082, test 0.080
Epoch 4, step 100, loss 0.541, test 0.080
Epoch 4, step 101, loss 0.152, test 0.080
Epoch 4, step 102, loss 0.004, test 0.080
Epoch 4, step 103, loss 0.368, test 0.081
Epoch 4, step 104, loss 0.140, test 0.081
Epoch 4, step 105, loss 0.139, test 0.081
Epoch 4, step 106, loss 0.146, test 0.082
Epoch 4, step 107, loss 0.162, test 0.085
Epoch 4, step 108, loss 0.030, test 0.086
Epoch 4, step 109, loss 0.031, test 0.087
Epoch 4, step 110, loss 0.001, test 0.087
Epoch 4, step 111, loss 0.007, test 0.087
Epoch 4, step 112, loss 0.026, test 0.088
Epoch 4, step 113, loss 0.000, test 0.088
Epoch 4, step 114, loss 0.111, test 0.089
Epoch 4, step 115, loss 0.001, test 0.090
Epoch 4, step 116, loss 0.276, test 0.088
Epoch 4, step 117, loss 0.151, test 0.088
Epoch 4, step 118, loss 0.000, test 0.088
Epoch 4, step 119, loss 0.377, test 0.089
Epoch 4, step 120, loss 0.026, test 0.089
Epoch 4, step 121, loss 0.005, test 0.089
Epoch 4, step 122, loss 0.025, test 0.089
Epoch 4, step 123, loss 0.027, test 0.089
Epoch 4, step 124, loss 0.060, test 0.091
Epoch 4, step 125, loss 0.001, test 0.091
Epoch 4, step 126, loss 0.083, test 0.091
Epoch 4, step 127, loss 0.273, test 0.089
Epoch 4, step 128, loss 0.005, test 0.089
Epoch 4, step 129, loss 0.005, test 0.088
Epoch 4, step 130, loss 0.141, test 0.089
Epoch 4, step 131, loss 0.053, test 0.089
Epoch 4, step 132, loss 0.002, test 0.089
Epoch 4, step 133, loss 0.024, test 0.089
Epoch 4, step 134, loss 0.113, test 0.090
Epoch 4, step 135, loss 0.570, test 0.089
Epoch 4, step 136, loss 0.429, test 0.090
Epoch 4, step 137, loss 0.016, test 0.090
Epoch 4, step 138, loss 0.006, test 0.090
Epoch 4, step 139, loss 0.070, test 0.090
Epoch 4, step 140, loss 0.273, test 0.091
Epoch 4, step 141, loss 0.098, test 0.091
Epoch 4, step 142, loss 0.111, test 0.093
Epoch 4, step 143, loss 0.120, test 0.092
Epoch 4, step 144, loss 0.025, test 0.092
Epoch 4, step 145, loss 0.519, test 0.090
Epoch 4, step 146, loss 0.054, test 0.095
Epoch 4, step 147, loss 0.021, test 0.096
Epoch 4, step 148, loss 0.119, test 0.097
Epoch 4, step 149, loss 0.186, test 0.097
Epoch 4, step 150, loss 0.009, test 0.097
Epoch 4, step 151, loss 0.028, test 0.097
Epoch 4, step 152, loss 0.389, test 0.095
Epoch 4, step 153, loss 0.129, test 0.095
Epoch 4, step 154, loss 0.305, test 0.094
Epoch 4, step 155, loss 0.107, test 0.093
Epoch 4, step 156, loss 0.301, test 0.093
Epoch 4, step 157, loss 0.034, test 0.093
Epoch 4, step 158, loss 0.000, test 0.093
Epoch 4, step 159, loss 0.140, test 0.092
Epoch 4, step 160, loss 0.286, test 0.091
Epoch 4, step 161, loss 0.205, test 0.087
Epoch 4, step 162, loss 0.139, test 0.090
Epoch 4, step 163, loss 0.055, test 0.090
Epoch 4, step 164, loss 0.021, test 0.091
Epoch 4, step 165, loss 0.024, test 0.091
Epoch 4, step 166, loss 0.015, test 0.091
Epoch 4, step 167, loss 0.008, test 0.091
Epoch 4, step 168, loss 0.026, test 0.091
Epoch 4, step 169, loss 0.045, test 0.091
Epoch 4, step 170, loss 0.099, test 0.094
Epoch 4, step 171, loss 0.131, test 0.092
Epoch 4, step 172, loss 0.032, test 0.092
Epoch 4, step 173, loss 0.035, test 0.091
Epoch 4, step 174, loss 0.127, test 0.100
Epoch 4, step 175, loss 0.447, test 0.103
Epoch 4, step 176, loss 0.002, test 0.105
Epoch 4, step 177, loss 0.291, test 0.108
Epoch 4, step 178, loss 0.129, test 0.109
Epoch 4, step 179, loss 0.038, test 0.110
Epoch 4, step 180, loss 0.073, test 0.109
Epoch 4, step 181, loss 0.128, test 0.108
Epoch 4, step 182, loss 0.119, test 0.109
Epoch 4, step 183, loss 0.202, test 0.107
Epoch 4, step 184, loss 0.239, test 0.103
Epoch 4, step 185, loss 0.023, test 0.099
Epoch 4, step 186, loss 0.245, test 0.108
Epoch 4, step 187, loss 0.006, test 0.109
Epoch 4, step 188, loss 0.004, test 0.109
Epoch 4, step 189, loss 0.000, test 0.109
Epoch 4, step 190, loss 0.065, test 0.109
Epoch 4, step 191, loss 0.037, test 0.109
Epoch 4, step 192, loss 0.059, test 0.117
Epoch 4, step 193, loss 0.023, test 0.115
Epoch 4, step 194, loss 0.004, test 0.116
Epoch 4, step 195, loss 0.103, test 0.113
Epoch 4, step 196, loss 0.184, test 0.114
Epoch 4, step 197, loss 0.132, test 0.115
Epoch 4, step 198, loss 0.021, test 0.116
Epoch 4, step 199, loss 0.012, test 0.116
Epoch 4, step 200, loss 0.000, test 0.116
Epoch 4, step 201, loss 0.029, test 0.116
Epoch 4, step 202, loss 0.233, test 0.116
Epoch 4, step 203, loss 0.150, test 0.110
Epoch 4, step 204, loss 0.000, test 0.110
Epoch 4, step 205, loss 0.005, test 0.108
Epoch 4, step 206, loss 0.772, test 0.106
Epoch 4, step 207, loss 0.009, test 0.105
Epoch 4, step 208, loss 0.065, test 0.106
Epoch 4, step 209, loss 0.124, test 0.105
Epoch 4, step 210, loss 0.017, test 0.105
Epoch 4, step 211, loss 0.213, test 0.101
Epoch 4, step 212, loss 0.003, test 0.099
Epoch 4, step 213, loss 0.017, test 0.091
Epoch 4, step 214, loss 0.111, test 0.088
Epoch 4, step 215, loss 0.199, test 0.088
Epoch 4, step 216, loss 0.248, test 0.089
Epoch 4, step 217, loss 0.012, test 0.089
Epoch 4, step 218, loss 0.243, test 0.091
Epoch 4, step 219, loss 0.753, test 0.087
Epoch 4, step 220, loss 0.015, test 0.087
Epoch 4, step 221, loss 0.019, test 0.086
Epoch 4, step 222, loss 0.225, test 0.086
Epoch 4, step 223, loss 0.000, test 0.086
Epoch 4, step 224, loss 0.089, test 0.089
Epoch 4, step 225, loss 0.001, test 0.091
Epoch 4, step 226, loss 0.007, test 0.091
Epoch 4, step 227, loss 0.006, test 0.092
Epoch 4, step 228, loss 0.134, test 0.091
Epoch 4, step 229, loss 0.107, test 0.090
Epoch 4, step 230, loss 0.131, test 0.091
Epoch 4, step 231, loss 0.014, test 0.091
Epoch 4, step 232, loss 0.000, test 0.091
Epoch 4, step 233, loss 0.000, test 0.091
Epoch 4, step 234, loss 0.056, test 0.090
Epoch 4, step 235, loss 0.015, test 0.091
Epoch 4, step 236, loss 0.009, test 0.091
Epoch 4, step 237, loss 0.001, test 0.091
Epoch 4, step 238, loss 0.078, test 0.090
Epoch 4, step 239, loss 0.026, test 0.092
Epoch 4, step 240, loss 0.285, test 0.095
Epoch 4, step 241, loss 0.288, test 0.098
Epoch 4, step 242, loss 0.064, test 0.097
Epoch 4, step 243, loss 0.022, test 0.097
Epoch 4, step 244, loss 0.000, test 0.097
Epoch 4, step 245, loss 0.033, test 0.097
Epoch 4, step 246, loss 0.045, test 0.097
Epoch 4, step 247, loss 0.141, test 0.092
Epoch 4, step 248, loss 0.005, test 0.091
Epoch 4, step 249, loss 0.021, test 0.091
Epoch 4, step 250, loss 0.195, test 0.104
Epoch 4, step 251, loss 0.078, test 0.108
Epoch 4, step 252, loss 0.018, test 0.111
Epoch 4, step 253, loss 0.003, test 0.112
Epoch 4, step 254, loss 0.140, test 0.113
Epoch 4, step 255, loss 0.045, test 0.112
Epoch 4, step 256, loss 0.474, test 0.112
Epoch 4, step 257, loss 0.166, test 0.110
Epoch 4, step 258, loss 0.061, test 0.109
Epoch 4, step 259, loss 0.062, test 0.108
Epoch 4, step 260, loss 0.083, test 0.108
Epoch 4, step 261, loss 0.007, test 0.107
Epoch 4, step 262, loss 0.004, test 0.108
Epoch 4, step 263, loss 0.008, test 0.108
Epoch 4, step 264, loss 0.000, test 0.108
Epoch 4, step 265, loss 0.007, test 0.108
Epoch 4, step 266, loss 0.002, test 0.108
Epoch 4, step 267, loss 0.062, test 0.108
Epoch 4, step 268, loss 0.000, test 0.108
Epoch 4, step 269, loss 0.053, test 0.109
Epoch 4, step 270, loss 0.117, test 0.109
Epoch 4, step 271, loss 0.153, test 0.110
Epoch 4, step 272, loss 0.033, test 0.111
Epoch 4, step 273, loss 0.001, test 0.111
Epoch 4, step 274, loss 0.083, test 0.112
Epoch 4, step 275, loss 0.015, test 0.112
Epoch 4, step 276, loss 0.314, test 0.116
Epoch 4, step 277, loss 0.100, test 0.113
Epoch 4, step 278, loss 0.080, test 0.114
Epoch 4, step 279, loss 0.228, test 0.114
Epoch 4, step 280, loss 0.044, test 0.114
Epoch 4, step 281, loss 0.125, test 0.118
Epoch 4, step 282, loss 0.140, test 0.119
Epoch 4, step 283, loss 0.073, test 0.109
Epoch 4, step 284, loss 0.006, test 0.107
Epoch 4, step 285, loss 0.026, test 0.108
Epoch 4, step 286, loss 0.005, test 0.109
Epoch 4, step 287, loss 0.045, test 0.108
Epoch 4, step 288, loss 0.757, test 0.109
Epoch 4, step 289, loss 0.072, test 0.110
Epoch 4, step 290, loss 0.023, test 0.110
Epoch 4, step 291, loss 0.060, test 0.106
Epoch 4, step 292, loss 0.092, test 0.106
Epoch 4, step 293, loss 1.182, test 0.103
Epoch 4, step 294, loss 0.077, test 0.103
Epoch 4, step 295, loss 0.063, test 0.103
Epoch 4, step 296, loss 0.164, test 0.103
Epoch 4, step 297, loss 0.828, test 0.099
Epoch 4, step 298, loss 0.083, test 0.099
Epoch 4, step 299, loss 0.065, test 0.098
Epoch 4, step 300, loss 0.021, test 0.098
Epoch 4, step 301, loss 0.255, test 0.100
Epoch 4, step 302, loss 0.257, test 0.106
Epoch 4, step 303, loss 0.089, test 0.109
Epoch 4, step 304, loss 0.008, test 0.110
Epoch 4, step 305, loss 0.020, test 0.111
Epoch 4, step 306, loss 0.075, test 0.111
Epoch 4, step 307, loss 0.055, test 0.111
Epoch 4, step 308, loss 0.025, test 0.112
Epoch 4, step 309, loss 0.076, test 0.113
Epoch 4, step 310, loss 0.097, test 0.117
Epoch 4, step 311, loss 0.065, test 0.118
Epoch 4, step 312, loss 0.091, test 0.112
Epoch 4, step 313, loss 0.016, test 0.111
Epoch 4, step 314, loss 0.020, test 0.109
Epoch 4, step 315, loss 0.028, test 0.110
Epoch 4, step 316, loss 1.203, test 0.105
Epoch 4, step 317, loss 0.048, test 0.104
Epoch 4, step 318, loss 0.113, test 0.104
Epoch 4, step 319, loss 0.156, test 0.104
Epoch 4, step 320, loss 0.336, test 0.105
Epoch 4, step 321, loss 0.008, test 0.106
Epoch 4, step 322, loss 0.143, test 0.106
Epoch 4, step 323, loss 0.033, test 0.106
Epoch 4, step 324, loss 0.487, test 0.109
Epoch 4, step 325, loss 0.000, test 0.109
Epoch 4, step 326, loss 0.013, test 0.109
Epoch 4, step 327, loss 0.127, test 0.108
Epoch 4, step 328, loss 0.150, test 0.116
Epoch 4, step 329, loss 0.126, test 0.116
Epoch 4, step 330, loss 0.414, test 0.116
Epoch 4, step 331, loss 0.417, test 0.115
Epoch 4, step 332, loss 0.001, test 0.115
Epoch 4, step 333, loss 0.053, test 0.114
Epoch 4, step 334, loss 0.001, test 0.114
Epoch 4, step 335, loss 0.005, test 0.113
Epoch 4, step 336, loss 0.125, test 0.114
Epoch 4, step 337, loss 0.004, test 0.113
Epoch 4, step 338, loss 0.000, test 0.112
Epoch 4, step 339, loss 0.166, test 0.107
Epoch 4, step 340, loss 0.061, test 0.106
Epoch 4, step 341, loss 0.095, test 0.104
Epoch 4, step 342, loss 0.281, test 0.104
Epoch 4, step 343, loss 0.009, test 0.104
Epoch 4, step 344, loss 0.012, test 0.104
Epoch 4, step 345, loss 0.024, test 0.103
Epoch 4, step 346, loss 0.075, test 0.102
Epoch 4, step 347, loss 0.080, test 0.101
Epoch 4, step 348, loss 0.057, test 0.101
Epoch 4, step 349, loss 0.000, test 0.101
Epoch 4, step 350, loss 0.136, test 0.102
Epoch 4, step 351, loss 0.003, test 0.103
Epoch 4, step 352, loss 0.007, test 0.103
Epoch 4, step 353, loss 0.002, test 0.103
Epoch 4, step 354, loss 0.272, test 0.104
Epoch 4, step 355, loss 0.063, test 0.104
Epoch 4, step 356, loss 0.002, test 0.104
Epoch 4, step 357, loss 0.778, test 0.104
Epoch 4, step 358, loss 0.068, test 0.104
Epoch 4, step 359, loss 0.016, test 0.104
Epoch 4, step 360, loss 0.014, test 0.104
Epoch 4, step 361, loss 0.003, test 0.104
Epoch 4, step 362, loss 0.186, test 0.103
Epoch 4, step 363, loss 0.187, test 0.103
Epoch 4, step 364, loss 0.034, test 0.103
Epoch 4, step 365, loss 0.077, test 0.103
Epoch 4, step 366, loss 0.097, test 0.102
Epoch 4, step 367, loss 0.006, test 0.101
Epoch 4, step 368, loss 0.054, test 0.101
Epoch 4, step 369, loss 0.017, test 0.100
Epoch 4, step 370, loss 0.037, test 0.100
Epoch 4, step 371, loss 0.109, test 0.099
Epoch 4, step 372, loss 0.413, test 0.100
Epoch 4, step 373, loss 0.166, test 0.098
Epoch 4, step 374, loss 0.235, test 0.098
Epoch 4, step 375, loss 0.013, test 0.099
Epoch 4, step 376, loss 0.128, test 0.097
Epoch 4, step 377, loss 0.169, test 0.097
Epoch 4, step 378, loss 0.001, test 0.097
Epoch 4, step 379, loss 0.065, test 0.097
Epoch 4, step 380, loss 0.024, test 0.097
Epoch 4, step 381, loss 0.160, test 0.097
Epoch 4, step 382, loss 0.056, test 0.098
Epoch 4, step 383, loss 0.156, test 0.098
Epoch 4, step 384, loss 0.458, test 0.107
Epoch 4, step 385, loss 0.006, test 0.111
Epoch 4, step 386, loss 0.062, test 0.113
Epoch 4, step 387, loss 0.010, test 0.111
Epoch 4, step 388, loss 0.005, test 0.112
Epoch 4, step 389, loss 0.052, test 0.112
Epoch 4, step 390, loss 0.018, test 0.112
Epoch 4, step 391, loss 0.045, test 0.110
Epoch 4, step 392, loss 0.128, test 0.113
Epoch 4, step 393, loss 0.010, test 0.114
Epoch 4, step 394, loss 0.079, test 0.113
Epoch 4, step 395, loss 0.093, test 0.113
Epoch 4, step 396, loss 0.246, test 0.118
Epoch 4, step 397, loss 0.023, test 0.117
Epoch 4, step 398, loss 0.002, test 0.117
Epoch 4, step 399, loss 0.115, test 0.115
Epoch 4, step 400, loss 0.249, test 0.117
Epoch 4, step 401, loss 0.030, test 0.118
Epoch 4, step 402, loss 0.096, test 0.124
Epoch 4, step 403, loss 0.065, test 0.121
Epoch 4, step 404, loss 0.017, test 0.121
Epoch 4, step 405, loss 0.108, test 0.121
Epoch 4, step 406, loss 0.001, test 0.122
Epoch 4, step 407, loss 0.212, test 0.107
Epoch 4, step 408, loss 0.254, test 0.106
Epoch 4, step 409, loss 1.647, test 0.104
Epoch 4, step 410, loss 0.181, test 0.103
Epoch 4, step 411, loss 0.301, test 0.102
Epoch 4, step 412, loss 0.254, test 0.105
Epoch 4, step 413, loss 0.280, test 0.106
Epoch 4, step 414, loss 0.101, test 0.107
Epoch 4, step 415, loss 0.156, test 0.107
Epoch 4, step 416, loss 0.283, test 0.108
Epoch 4, step 417, loss 0.067, test 0.108
Epoch 4, step 418, loss 0.048, test 0.108
Epoch 4, step 419, loss 0.022, test 0.108
Epoch 4, step 420, loss 0.028, test 0.109
Epoch 4, step 421, loss 0.013, test 0.110
Epoch 4, step 422, loss 0.007, test 0.110
Epoch 4, step 423, loss 0.067, test 0.111
Epoch 4, step 424, loss 0.059, test 0.110
Epoch 4, step 425, loss 0.002, test 0.110
Epoch 4, step 426, loss 0.113, test 0.127
Epoch 4, step 427, loss 0.217, test 0.131
Epoch 4, step 428, loss 0.011, test 0.133
Epoch 4, step 429, loss 0.086, test 0.132
Epoch 4, step 430, loss 0.397, test 0.132
Epoch 4, step 431, loss 0.007, test 0.133
Epoch 4, step 432, loss 0.017, test 0.133
Epoch 4, step 433, loss 0.168, test 0.132
Epoch 4, step 434, loss 0.057, test 0.134
Epoch 4, step 435, loss 0.253, test 0.141
Epoch 4, step 436, loss 0.049, test 0.142
Epoch 4, step 437, loss 0.171, test 0.142
Epoch 4, step 438, loss 0.001, test 0.142
Epoch 4, step 439, loss 0.008, test 0.142
Epoch 4, step 440, loss 0.068, test 0.149
Epoch 4, step 441, loss 0.014, test 0.150
Epoch 4, step 442, loss 0.023, test 0.153
Epoch 4, step 443, loss 0.127, test 0.158
Epoch 4, step 444, loss 0.013, test 0.160
Epoch 4, step 445, loss 0.010, test 0.158
Epoch 4, step 446, loss 0.028, test 0.158
Epoch 4, step 447, loss 0.104, test 0.163
Epoch 4, step 448, loss 0.170, test 0.159
Epoch 4, step 449, loss 0.053, test 0.159
Epoch 4, step 450, loss 0.010, test 0.158
Epoch 4, step 451, loss 0.001, test 0.158
Epoch 4, step 452, loss 0.116, test 0.156
Epoch 4, step 453, loss 0.073, test 0.153
Epoch 4, step 454, loss 0.009, test 0.154
Epoch 4, step 455, loss 0.064, test 0.152
Epoch 4, step 456, loss 0.533, test 0.149
Epoch 4, step 457, loss 0.050, test 0.146
Epoch 4, step 458, loss 0.029, test 0.146
Epoch 4, step 459, loss 0.073, test 0.146
Epoch 4, step 460, loss 0.000, test 0.146
Epoch 4, step 461, loss 0.162, test 0.144
Epoch 4, step 462, loss 0.054, test 0.145
Epoch 4, step 463, loss 0.125, test 0.130
Epoch 4, step 464, loss 0.021, test 0.122
Epoch 4, step 465, loss 0.000, test 0.120
Epoch 4, step 466, loss 0.005, test 0.119
Epoch 4, step 467, loss 0.000, test 0.119
Epoch 4, step 468, loss 0.017, test 0.120
Epoch 4, step 469, loss 0.075, test 0.119
Epoch 4, step 470, loss 0.006, test 0.120
Epoch 4, step 471, loss 0.148, test 0.118
Epoch 4, step 472, loss 0.013, test 0.117
Epoch 4, step 473, loss 0.000, test 0.117
Epoch 4, step 474, loss 0.124, test 0.116
Epoch 4, step 475, loss 0.069, test 0.115
Epoch 4, step 476, loss 0.000, test 0.115
Epoch 4, step 477, loss 0.061, test 0.115
Epoch 4, step 478, loss 0.108, test 0.116
Epoch 4, step 479, loss 0.019, test 0.113
Epoch 4, step 480, loss 0.021, test 0.110
Epoch 4, step 481, loss 0.412, test 0.102
Epoch 4, step 482, loss 0.092, test 0.100
Epoch 4, step 483, loss 0.075, test 0.099
Epoch 4, step 484, loss 0.068, test 0.098
Epoch 4, step 485, loss 0.055, test 0.098
Epoch 4, step 486, loss 0.088, test 0.097
Epoch 4, step 487, loss 0.042, test 0.097
Epoch 4, step 488, loss 0.019, test 0.096
Epoch 4, step 489, loss 0.129, test 0.096
Epoch 4, step 490, loss 0.023, test 0.095
Epoch 4, step 491, loss 0.369, test 0.094
Epoch 4, step 492, loss 0.169, test 0.093
Epoch 4, step 493, loss 0.011, test 0.093
Epoch 4, step 494, loss 0.724, test 0.092
Epoch 4, step 495, loss 0.155, test 0.092
Epoch 4, step 496, loss 0.046, test 0.092
Epoch 4, step 497, loss 0.008, test 0.092
Epoch 4, step 498, loss 0.006, test 0.092
Epoch 4, step 499, loss 0.026, test 0.093
Epoch 4, step 500, loss 0.000, test 0.093
Epoch 4, step 501, loss 0.027, test 0.093
Epoch 4, step 502, loss 0.318, test 0.092
Epoch 4, step 503, loss 0.415, test 0.092
Epoch 4, step 504, loss 0.307, test 0.091
Epoch 4, step 505, loss 0.000, test 0.091
Epoch 4, step 506, loss 0.002, test 0.091
Epoch 4, step 507, loss 0.066, test 0.091
Epoch 4, step 508, loss 0.012, test 0.090
Epoch 4, step 509, loss 0.760, test 0.086
Epoch 4, step 510, loss 0.014, test 0.085
Epoch 4, step 511, loss 0.013, test 0.086
Epoch 4, step 512, loss 0.097, test 0.087
Epoch 4, step 513, loss 0.110, test 0.089
Epoch 4, step 514, loss 0.231, test 0.093
Epoch 4, step 515, loss 0.001, test 0.094
Epoch 4, step 516, loss 0.195, test 0.095
Epoch 4, step 517, loss 0.176, test 0.096
Epoch 4, step 518, loss 0.002, test 0.096
Epoch 4, step 519, loss 0.045, test 0.097
Epoch 4, step 520, loss 0.201, test 0.097
Epoch 4, step 521, loss 0.050, test 0.098
Epoch 4, step 522, loss 0.048, test 0.099
Epoch 4, step 523, loss 0.004, test 0.100
Epoch 4, step 524, loss 0.336, test 0.098
Epoch 4, step 525, loss 0.242, test 0.100
Epoch 4, step 526, loss 0.018, test 0.100
Epoch 4, step 527, loss 0.218, test 0.100
Epoch 4, step 528, loss 0.003, test 0.100
Epoch 4, step 529, loss 0.025, test 0.101
Epoch 4, step 530, loss 0.001, test 0.101
Epoch 4, step 531, loss 0.252, test 0.108
Epoch 4, step 532, loss 0.003, test 0.109
Epoch 4, step 533, loss 0.259, test 0.102
Epoch 4, step 534, loss 0.427, test 0.114
Epoch 4, step 535, loss 0.138, test 0.114
Epoch 4, step 536, loss 0.022, test 0.114
Epoch 4, step 537, loss 0.006, test 0.111
Epoch 4, step 538, loss 0.009, test 0.109
Epoch 4, step 539, loss 0.214, test 0.110
Epoch 4, step 540, loss 0.025, test 0.108
Epoch 4, step 541, loss 0.230, test 0.106
Epoch 4, step 542, loss 0.047, test 0.104
Epoch 4, step 543, loss 0.023, test 0.103
Epoch 4, step 544, loss 0.031, test 0.102
Epoch 4, step 545, loss 0.085, test 0.101
Epoch 4, step 546, loss 0.065, test 0.101
Epoch 4, step 547, loss 0.858, test 0.091
Epoch 4, step 548, loss 0.020, test 0.090
Epoch 4, step 549, loss 0.384, test 0.090
Epoch 4, step 550, loss 1.427, test 0.090
Epoch 4, step 551, loss 0.142, test 0.091
Epoch 4, step 552, loss 0.206, test 0.091
Epoch 4, step 553, loss 0.248, test 0.092
Epoch 4, step 554, loss 0.169, test 0.092
Epoch 4, step 555, loss 0.096, test 0.094
Epoch 4, step 556, loss 0.069, test 0.094
Epoch 4, step 557, loss 0.004, test 0.094
Epoch 4, step 558, loss 0.133, test 0.095
Epoch 4, step 559, loss 0.178, test 0.096
Epoch 4, step 560, loss 0.011, test 0.096
Epoch 4, step 561, loss 0.719, test 0.098
Epoch 4, step 562, loss 0.026, test 0.098
Epoch 4, step 563, loss 0.031, test 0.098
Epoch 4, step 564, loss 0.153, test 0.098
Epoch 4, step 565, loss 0.002, test 0.099
Epoch 4, step 566, loss 0.741, test 0.098
Epoch 4, step 567, loss 0.295, test 0.098
Epoch 4, step 568, loss 0.368, test 0.097
Epoch 4, step 569, loss 0.003, test 0.097
Epoch 4, step 570, loss 0.635, test 0.096
Epoch 4, step 571, loss 0.001, test 0.095
Epoch 4, step 572, loss 0.192, test 0.096
Epoch 4, step 573, loss 0.006, test 0.096
Epoch 4, step 574, loss 0.076, test 0.095
Epoch 4, step 575, loss 0.030, test 0.095
Epoch 4, step 576, loss 0.011, test 0.096
Epoch 4, step 577, loss 0.191, test 0.096
Epoch 4, step 578, loss 0.057, test 0.098
Epoch 4, step 579, loss 0.009, test 0.099
Epoch 4, step 580, loss 0.458, test 0.105
Epoch 4, step 581, loss 0.010, test 0.107

Epoch 4, step 582, loss 0.010, test 0.107
Epoch 4, step 583, loss 0.006, test 0.107
Epoch 4, step 584, loss 0.653, test 0.126
Epoch 4, step 585, loss 0.627, test 0.151
Epoch 4, step 586, loss 0.409, test 0.141
Epoch 4, step 587, loss 0.038, test 0.143
Epoch 4, step 588, loss 0.100, test 0.146
Epoch 4, step 589, loss 0.001, test 0.148
Epoch 4, step 590, loss 0.274, test 0.146
Epoch 4, step 591, loss 0.018, test 0.146
Epoch 4, step 592, loss 0.166, test 0.144
Epoch 4, step 593, loss 0.003, test 0.144
Epoch 4, step 594, loss 0.065, test 0.143
Epoch 4, step 595, loss 0.572, test 0.158
Epoch 4, step 596, loss 0.291, test 0.159
Epoch 4, step 597, loss 0.028, test 0.159
Epoch 4, step 598, loss 0.053, test 0.149
Epoch 4, step 599, loss 0.028, test 0.146
Epoch 4, step 600, loss 0.000, test 0.145
Epoch 4, step 601, loss 0.132, test 0.143
Epoch 4, step 602, loss 0.063, test 0.140
Epoch 4, step 603, loss 0.331, test 0.143
Epoch 4, step 604, loss 0.047, test 0.144
Epoch 4, step 605, loss 0.028, test 0.148
Epoch 4, step 606, loss 0.062, test 0.149
Epoch 4, step 607, loss 0.004, test 0.146
Epoch 4, step 608, loss 0.002, test 0.145
Epoch 4, step 609, loss 0.053, test 0.146
Epoch 4, step 610, loss 0.646, test 0.144
Epoch 4, step 611, loss 0.378, test 0.140
Epoch 4, step 612, loss 0.108, test 0.141
Epoch 4, step 613, loss 0.001, test 0.140
Epoch 4, step 614, loss 0.862, test 0.112
Epoch 4, step 615, loss 0.356, test 0.104
Epoch 4, step 616, loss 0.030, test 0.101
Epoch 4, step 617, loss 0.606, test 0.096
Epoch 4, step 618, loss 0.021, test 0.089
Epoch 4, step 619, loss 0.192, test 0.088
Epoch 4, step 620, loss 0.126, test 0.089
Epoch 4, step 621, loss 0.307, test 0.089
Epoch 4, step 622, loss 0.004, test 0.089
Epoch 4, step 623, loss 0.008, test 0.089
Epoch 4, step 624, loss 0.097, test 0.089
Epoch 4, step 625, loss 0.005, test 0.089
Epoch 4, step 626, loss 0.033, test 0.089
Epoch 4, step 627, loss 0.098, test 0.089
Epoch 4, step 628, loss 0.036, test 0.088
Epoch 4, step 629, loss 0.126, test 0.088
Epoch 4, step 630, loss 0.078, test 0.086
Epoch 4, step 631, loss 0.078, test 0.086
Epoch 4, step 632, loss 0.028, test 0.086
Epoch 4, step 633, loss 0.038, test 0.085
Epoch 4, step 634, loss 0.158, test 0.086
Epoch 4, step 635, loss 0.048, test 0.086
Epoch 4, step 636, loss 0.150, test 0.086
Epoch 4, step 637, loss 0.022, test 0.087
Epoch 4, step 638, loss 0.051, test 0.087
Epoch 4, step 639, loss 0.028, test 0.088
Epoch 4, step 640, loss 0.392, test 0.087
Epoch 4, step 641, loss 0.110, test 0.089
Epoch 4, step 642, loss 0.004, test 0.089
Epoch 4, step 643, loss 0.066, test 0.089
Epoch 4, step 644, loss 0.189, test 0.089
Epoch 4, step 645, loss 0.082, test 0.090
Epoch 4, step 646, loss 0.060, test 0.090
Epoch 4, step 647, loss 0.114, test 0.096
Epoch 4, step 648, loss 0.002, test 0.097
Epoch 4, step 649, loss 0.149, test 0.097
Epoch 4, step 650, loss 0.004, test 0.097
Epoch 4, step 651, loss 0.006, test 0.097
Epoch 4, step 652, loss 0.065, test 0.092
Epoch 4, step 653, loss 0.005, test 0.092
Epoch 4, step 654, loss 0.066, test 0.091
Epoch 4, step 655, loss 0.002, test 0.091
Epoch 4, step 656, loss 0.001, test 0.091
Epoch 4, step 657, loss 0.000, test 0.091
Epoch 4, step 658, loss 0.003, test 0.091
Epoch 4, step 659, loss 0.002, test 0.090
Epoch 4, step 660, loss 0.002, test 0.091
Epoch 4, step 661, loss 0.018, test 0.090
Epoch 4, step 662, loss 0.007, test 0.090
Epoch 4, step 663, loss 0.297, test 0.091
Epoch 4, step 664, loss 0.139, test 0.091
Epoch 4, step 665, loss 0.009, test 0.091
Epoch 4, step 666, loss 0.028, test 0.090
Epoch 4, step 667, loss 0.274, test 0.091
Epoch 4, step 668, loss 0.040, test 0.091
Epoch 4, step 669, loss 0.177, test 0.090
Epoch 4, step 670, loss 0.013, test 0.091
Epoch 4, step 671, loss 0.197, test 0.090
Epoch 4, step 672, loss 0.120, test 0.090
Epoch 4, step 673, loss 0.015, test 0.089
Epoch 4, step 674, loss 0.308, test 0.088
Epoch 4, step 675, loss 0.023, test 0.088
Epoch 4, step 676, loss 0.456, test 0.092
Epoch 4, step 677, loss 0.078, test 0.092
Epoch 4, step 678, loss 0.066, test 0.093
Epoch 4, step 679, loss 0.089, test 0.092
Epoch 4, step 680, loss 0.000, test 0.092
Epoch 4, step 681, loss 0.020, test 0.089
Epoch 4, step 682, loss 0.130, test 0.091
Epoch 4, step 683, loss 0.104, test 0.090
Epoch 4, step 684, loss 0.086, test 0.087
Epoch 4, step 685, loss 0.055, test 0.086
Epoch 4, step 686, loss 0.059, test 0.086
Epoch 4, step 687, loss 0.486, test 0.087
Epoch 4, step 688, loss 0.161, test 0.086
Epoch 4, step 689, loss 0.143, test 0.089
Epoch 4, step 690, loss 0.008, test 0.089
Epoch 4, step 691, loss 0.540, test 0.092
Epoch 4, step 692, loss 0.171, test 0.093
Epoch 4, step 693, loss 0.057, test 0.093
Epoch 4, step 694, loss 0.188, test 0.093
Epoch 4, step 695, loss 0.000, test 0.093
Epoch 4, step 696, loss 0.020, test 0.093
Epoch 4, step 697, loss 0.032, test 0.094
Epoch 4, step 698, loss 0.024, test 0.094
Epoch 4, step 699, loss 0.275, test 0.094
Epoch 4, step 700, loss 0.101, test 0.096
Epoch 4, step 701, loss 0.012, test 0.096
Epoch 4, step 702, loss 0.031, test 0.094
Epoch 4, step 703, loss 0.130, test 0.096
Epoch 4, step 704, loss 0.916, test 0.103
Epoch 4, step 705, loss 0.039, test 0.103
Epoch 4, step 706, loss 0.027, test 0.104
Epoch 4, step 707, loss 0.072, test 0.105
Epoch 4, step 708, loss 0.003, test 0.104
Epoch 4, step 709, loss 1.108, test 0.106
Epoch 4, step 710, loss 0.063, test 0.106
Epoch 4, step 711, loss 0.003, test 0.105
Epoch 4, step 712, loss 0.049, test 0.103
Epoch 4, step 713, loss 0.003, test 0.103
Epoch 4, step 714, loss 0.720, test 0.101
Epoch 4, step 715, loss 0.190, test 0.100
Epoch 4, step 716, loss 0.004, test 0.100
Epoch 4, step 717, loss 0.128, test 0.095
Epoch 4, step 718, loss 0.238, test 0.096
Epoch 4, step 719, loss 0.003, test 0.096
Epoch 4, step 720, loss 0.001, test 0.096
Epoch 4, step 721, loss 0.012, test 0.096
Epoch 4, step 722, loss 0.130, test 0.097
Epoch 4, step 723, loss 0.268, test 0.096
Epoch 4, step 724, loss 0.014, test 0.096
Epoch 4, step 725, loss 0.114, test 0.098
Epoch 4, step 726, loss 0.122, test 0.098
Epoch 4, step 727, loss 0.041, test 0.099
Epoch 4, step 728, loss 0.027, test 0.098
Epoch 4, step 729, loss 0.053, test 0.102
Epoch 4, step 730, loss 0.358, test 0.105
Epoch 4, step 731, loss 0.075, test 0.106
Epoch 4, step 732, loss 0.033, test 0.106
Epoch 4, step 733, loss 0.016, test 0.107
Epoch 4, step 734, loss 0.005, test 0.107
Epoch 4, step 735, loss 0.028, test 0.105
Epoch 4, step 736, loss 0.055, test 0.105
Epoch 4, step 737, loss 0.073, test 0.098
Epoch 4, step 738, loss 0.271, test 0.096
Epoch 4, step 739, loss 0.379, test 0.092
Epoch 4, step 740, loss 0.444, test 0.093
Epoch 4, step 741, loss 0.089, test 0.093
Epoch 4, step 742, loss 0.019, test 0.094
Epoch 4, step 743, loss 0.563, test 0.093
Epoch 4, step 744, loss 0.445, test 0.094
Epoch 4, step 745, loss 0.003, test 0.094
Epoch 4, step 746, loss 0.103, test 0.094
Epoch 4, step 747, loss 0.003, test 0.094
Epoch 4, step 748, loss 0.011, test 0.094
Epoch 4, step 749, loss 0.014, test 0.094
Epoch 4, step 750, loss 0.109, test 0.094
Epoch 4, step 751, loss 0.052, test 0.094
Epoch 4, step 752, loss 0.008, test 0.094
Epoch 4, step 753, loss 0.002, test 0.094
Epoch 4, step 754, loss 0.027, test 0.094
Epoch 4, step 755, loss 0.004, test 0.094
Epoch 4, step 756, loss 0.058, test 0.094
Epoch 4, step 757, loss 0.014, test 0.093
Epoch 4, step 758, loss 0.226, test 0.095
Epoch 4, step 759, loss 0.006, test 0.095
Epoch 4, step 760, loss 0.038, test 0.095
Epoch 4, step 761, loss 0.037, test 0.095
Epoch 4, step 762, loss 0.125, test 0.097
Epoch 4, step 763, loss 0.310, test 0.096
Epoch 4, step 764, loss 0.190, test 0.095
Epoch 4, step 765, loss 0.013, test 0.095
Epoch 4, step 766, loss 0.543, test 0.095
Epoch 4, step 767, loss 0.016, test 0.095
Epoch 4, step 768, loss 0.104, test 0.094
Epoch 4, step 769, loss 0.123, test 0.095
Epoch 4, step 770, loss 0.016, test 0.095
Epoch 4, step 771, loss 0.145, test 0.095
Epoch 4, step 772, loss 0.118, test 0.093
Epoch 4, step 773, loss 0.001, test 0.093
Epoch 4, step 774, loss 0.002, test 0.093
Epoch 4, step 775, loss 0.013, test 0.092
Epoch 4, step 776, loss 0.061, test 0.092
Epoch 4, step 777, loss 0.214, test 0.101
Epoch 4, step 778, loss 0.100, test 0.100
Epoch 4, step 779, loss 0.182, test 0.101
Epoch 4, step 780, loss 0.008, test 0.101
Epoch 4, step 781, loss 0.016, test 0.101
Epoch 4, step 782, loss 0.022, test 0.100
Epoch 4, step 783, loss 0.045, test 0.100
Epoch 4, step 784, loss 0.059, test 0.099
Epoch 4, step 785, loss 0.114, test 0.098
Epoch 4, step 786, loss 0.385, test 0.099
Epoch 4, step 787, loss 0.154, test 0.098
Epoch 4, step 788, loss 0.321, test 0.098
Epoch 4, step 789, loss 0.005, test 0.098
Epoch 4, step 790, loss 0.033, test 0.098
Epoch 4, step 791, loss 0.150, test 0.098
Epoch 4, step 792, loss 0.103, test 0.097
Epoch 4, step 793, loss 0.132, test 0.098
Epoch 4, step 794, loss 0.000, test 0.098
Epoch 4, step 795, loss 0.094, test 0.096
Epoch 4, step 796, loss 0.086, test 0.096
Epoch 4, step 797, loss 0.234, test 0.096
Epoch 4, step 798, loss 0.082, test 0.095
Epoch 4, step 799, loss 0.015, test 0.095
Epoch 4, step 800, loss 0.039, test 0.095
Epoch 4, step 801, loss 0.002, test 0.095
Epoch 4, step 802, loss 0.002, test 0.095
Epoch 4, step 803, loss 0.035, test 0.095
Epoch 4, step 804, loss 0.005, test 0.095
Epoch 4, step 805, loss 0.344, test 0.095
Epoch 4, step 806, loss 0.501, test 0.095
Epoch 4, step 807, loss 0.045, test 0.095
Epoch 4, step 808, loss 0.195, test 0.096
Epoch 4, step 809, loss 0.042, test 0.096
Epoch 4, step 810, loss 0.516, test 0.094
Epoch 4, step 811, loss 0.002, test 0.093
Epoch 4, step 812, loss 0.016, test 0.092
Epoch 4, step 813, loss 0.014, test 0.092
Epoch 4, step 814, loss 0.000, test 0.092
Epoch 4, step 815, loss 0.016, test 0.092
Epoch 4, step 816, loss 0.052, test 0.092
Epoch 4, step 817, loss 0.760, test 0.092
Epoch 4, step 818, loss 0.093, test 0.092
Epoch 4, step 819, loss 0.056, test 0.093
Epoch 4, step 820, loss 0.217, test 0.094
Epoch 4, step 821, loss 0.011, test 0.095
Epoch 4, step 822, loss 0.006, test 0.095
Epoch 4, step 823, loss 0.017, test 0.096
Epoch 4, step 824, loss 0.598, test 0.095
Epoch 4, step 825, loss 0.182, test 0.091
Epoch 4, step 826, loss 0.010, test 0.090
Epoch 4, step 827, loss 0.141, test 0.090
Epoch 4, step 828, loss 0.219, test 0.090
Epoch 4, step 829, loss 0.020, test 0.088
Epoch 4, step 830, loss 0.511, test 0.088
Epoch 4, step 831, loss 0.119, test 0.088
Epoch 4, step 832, loss 0.000, test 0.088
Epoch 4, step 833, loss 0.028, test 0.088
Epoch 4, step 834, loss 0.239, test 0.089
Epoch 4, step 835, loss 0.003, test 0.089
Epoch 4, step 836, loss 0.009, test 0.089
Epoch 4, step 837, loss 0.119, test 0.089
Epoch 4, step 838, loss 0.050, test 0.089
Epoch 4, step 839, loss 0.154, test 0.087
Epoch 4, step 840, loss 0.442, test 0.089
Epoch 4, step 841, loss 0.014, test 0.089
Epoch 4, step 842, loss 0.009, test 0.089
Epoch 4, step 843, loss 0.034, test 0.089
Epoch 4, step 844, loss 0.553, test 0.088
Epoch 4, step 845, loss 0.279, test 0.088
Epoch 4, step 846, loss 0.103, test 0.088
Epoch 4, step 847, loss 0.101, test 0.087
Epoch 4, step 848, loss 0.028, test 0.087
Epoch 4, step 849, loss 0.269, test 0.088
Epoch 4, step 850, loss 0.203, test 0.089
Epoch 4, step 851, loss 0.173, test 0.090
Epoch 4, step 852, loss 0.204, test 0.089
Epoch 4, step 853, loss 0.036, test 0.089
Epoch 4, step 854, loss 0.034, test 0.089
Epoch 4, step 855, loss 0.004, test 0.089
Epoch 4, step 856, loss 0.118, test 0.089
Epoch 4, step 857, loss 0.026, test 0.089
Epoch 4, step 858, loss 0.092, test 0.089
Epoch 4, step 859, loss 0.004, test 0.089
Epoch 4, step 860, loss 0.000, test 0.089
Epoch 4, step 861, loss 0.176, test 0.089
Epoch 4, step 862, loss 0.036, test 0.088
Epoch 4, step 863, loss 0.501, test 0.087
Epoch 4, step 864, loss 0.015, test 0.087
Epoch 4, step 865, loss 0.048, test 0.086
Epoch 4, step 866, loss 0.066, test 0.086
Epoch 4, step 867, loss 0.803, test 0.084
Epoch 4, step 868, loss 0.194, test 0.084
Epoch 4, step 869, loss 0.022, test 0.084
Epoch 4, step 870, loss 0.135, test 0.083
Epoch 4, step 871, loss 0.090, test 0.083
Epoch 4, step 872, loss 0.001, test 0.083
Epoch 4, step 873, loss 0.087, test 0.082
Epoch 4, step 874, loss 0.047, test 0.082
Epoch 4, step 875, loss 0.005, test 0.082
Epoch 4, step 876, loss 0.182, test 0.082
Epoch 4, step 877, loss 0.063, test 0.082
Epoch 4, step 878, loss 0.002, test 0.082
Epoch 4, step 879, loss 0.205, test 0.083
Epoch 4, step 880, loss 0.071, test 0.084
Epoch 4, step 881, loss 0.079, test 0.084
Epoch 4, step 882, loss 0.020, test 0.084
Epoch 4, step 883, loss 0.034, test 0.085
Epoch 4, step 884, loss 0.188, test 0.085
Epoch 4, step 885, loss 0.001, test 0.085
Epoch 4, step 886, loss 0.001, test 0.085
Epoch 4, step 887, loss 0.063, test 0.085
Epoch 4, step 888, loss 0.004, test 0.085
Epoch 4, step 889, loss 0.006, test 0.086
Epoch 4, step 890, loss 0.079, test 0.086
Epoch 4, step 891, loss 0.004, test 0.086
Epoch 4, step 892, loss 0.183, test 0.087
Epoch 4, step 893, loss 0.133, test 0.087
Epoch 4, step 894, loss 0.011, test 0.086
Epoch 4, step 895, loss 0.238, test 0.086
Epoch 4, step 896, loss 0.149, test 0.086
Epoch 4, step 897, loss 0.006, test 0.086
Epoch 4, step 898, loss 0.062, test 0.086
Epoch 4, step 899, loss 0.241, test 0.084
Epoch 4, step 900, loss 0.082, test 0.084
Epoch 4, step 901, loss 0.020, test 0.084
Epoch 4, step 902, loss 0.007, test 0.084
Epoch 4, step 903, loss 0.004, test 0.084
Epoch 4, step 904, loss 0.286, test 0.082
Epoch 4, step 905, loss 0.045, test 0.081
Epoch 4, step 906, loss 0.049, test 0.081
Epoch 4, step 907, loss 0.025, test 0.081
Epoch 4, step 908, loss 0.160, test 0.082
Epoch 4, step 909, loss 0.134, test 0.082
Epoch 4, step 910, loss 0.000, test 0.082
Epoch 4, step 911, loss 0.156, test 0.084
Epoch 4, step 912, loss 0.200, test 0.084
Epoch 4, step 913, loss 0.197, test 0.083
Epoch 4, step 914, loss 0.029, test 0.083
Epoch 4, step 915, loss 0.018, test 0.084
Epoch 4, step 916, loss 0.079, test 0.085
Epoch 4, step 917, loss 0.212, test 0.100
Epoch 4, step 918, loss 0.032, test 0.104
Epoch 4, step 919, loss 0.078, test 0.107
Epoch 4, step 920, loss 0.064, test 0.109
Epoch 4, step 921, loss 0.001, test 0.110
Epoch 4, step 922, loss 0.133, test 0.111
Epoch 4, step 923, loss 0.565, test 0.110
Epoch 4, step 924, loss 0.213, test 0.110
Epoch 4, step 925, loss 0.035, test 0.110
Epoch 4, step 926, loss 0.038, test 0.110
Epoch 4, step 927, loss 0.021, test 0.111
Epoch 4, step 928, loss 1.192, test 0.107
Epoch 4, step 929, loss 0.106, test 0.105
Epoch 4, step 930, loss 0.006, test 0.104
Epoch 4, step 931, loss 0.038, test 0.104
Epoch 4, step 932, loss 0.011, test 0.105
Epoch 4, step 933, loss 0.328, test 0.103
Epoch 4, step 934, loss 0.200, test 0.100
Epoch 4, step 935, loss 0.027, test 0.100
Epoch 4, step 936, loss 0.316, test 0.118
Epoch 4, step 937, loss 0.024, test 0.122
Epoch 4, step 938, loss 0.037, test 0.124
Epoch 4, step 939, loss 0.004, test 0.124
Epoch 4, step 940, loss 0.109, test 0.126
Epoch 4, step 941, loss 0.192, test 0.121
Epoch 4, step 942, loss 0.180, test 0.141
Epoch 4, step 943, loss 0.297, test 0.144
Epoch 4, step 944, loss 0.260, test 0.145
Epoch 4, step 945, loss 0.001, test 0.146
Epoch 4, step 946, loss 0.003, test 0.147
Epoch 4, step 947, loss 0.556, test 0.152
Epoch 4, step 948, loss 0.006, test 0.152
Epoch 4, step 949, loss 0.042, test 0.154
Epoch 4, step 950, loss 0.047, test 0.157
Epoch 4, step 951, loss 0.042, test 0.156
Epoch 4, step 952, loss 0.143, test 0.147
Epoch 4, step 953, loss 0.181, test 0.143
Epoch 4, step 954, loss 0.008, test 0.144
Epoch 4, step 955, loss 0.069, test 0.141
Epoch 4, step 956, loss 0.021, test 0.140
Epoch 4, step 957, loss 0.552, test 0.133
Epoch 4, step 958, loss 0.076, test 0.132
Epoch 4, step 959, loss 0.002, test 0.132
Epoch 4, step 960, loss 0.052, test 0.130
Epoch 4, step 961, loss 0.040, test 0.132
Epoch 4, step 962, loss 0.118, test 0.128
Epoch 4, step 963, loss 0.070, test 0.128
Epoch 4, step 964, loss 0.076, test 0.128
Epoch 4, step 965, loss 1.640, test 0.125
Epoch 4, step 966, loss 0.147, test 0.128
Epoch 4, step 967, loss 0.149, test 0.128
Epoch 4, step 968, loss 0.000, test 0.128
Epoch 4, step 969, loss 0.078, test 0.128
Epoch 4, step 970, loss 0.035, test 0.128
Epoch 4, step 971, loss 0.242, test 0.127
Epoch 4, step 972, loss 0.024, test 0.128
Epoch 4, step 973, loss 0.000, test 0.129
Epoch 4, step 974, loss 0.015, test 0.130
Epoch 4, step 975, loss 0.132, test 0.130
Epoch 4, step 976, loss 0.142, test 0.134
Epoch 4, step 977, loss 0.037, test 0.135
Epoch 4, step 978, loss 0.020, test 0.135
Epoch 4, step 979, loss 0.441, test 0.134
Epoch 4, step 980, loss 0.054, test 0.134
Epoch 4, step 981, loss 0.001, test 0.134
Epoch 4, step 982, loss 0.024, test 0.133
Epoch 4, step 983, loss 0.317, test 0.136
Epoch 4, step 984, loss 0.935, test 0.117
Epoch 4, step 985, loss 0.343, test 0.115
Epoch 4, step 986, loss 0.315, test 0.108
Epoch 4, step 987, loss 0.015, test 0.106
Epoch 4, step 988, loss 0.745, test 0.104
Epoch 4, step 989, loss 0.033, test 0.104
Epoch 4, step 990, loss 0.233, test 0.094
Epoch 4, step 991, loss 0.006, test 0.092
Epoch 4, step 992, loss 0.023, test 0.092
Epoch 4, step 993, loss 0.232, test 0.092
Epoch 4, step 994, loss 0.010, test 0.093
Epoch 4, step 995, loss 0.055, test 0.094
Epoch 4, step 996, loss 0.025, test 0.094
Epoch 4, step 997, loss 0.203, test 0.096
Epoch 4, step 998, loss 0.126, test 0.096
Epoch 4, step 999, loss 0.162, test 0.099
Epoch 5, step 0, loss 0.008, test 0.099
Epoch 5, step 1, loss 0.033, test 0.102
Epoch 5, step 2, loss 1.119, test 0.097
Epoch 5, step 3, loss 0.258, test 0.097
Epoch 5, step 4, loss 0.014, test 0.097
Epoch 5, step 5, loss 0.107, test 0.097
Epoch 5, step 6, loss 0.045, test 0.098
Epoch 5, step 7, loss 0.000, test 0.098
Epoch 5, step 8, loss 0.190, test 0.098
Epoch 5, step 9, loss 0.016, test 0.098
Epoch 5, step 10, loss 0.087, test 0.098
Epoch 5, step 11, loss 0.183, test 0.099
Epoch 5, step 12, loss 0.010, test 0.099
Epoch 5, step 13, loss 0.024, test 0.099
Epoch 5, step 14, loss 0.022, test 0.102
Epoch 5, step 15, loss 0.277, test 0.103
Epoch 5, step 16, loss 0.035, test 0.103
Epoch 5, step 17, loss 0.085, test 0.100
Epoch 5, step 18, loss 0.015, test 0.100
Epoch 5, step 19, loss 0.138, test 0.100
Epoch 5, step 20, loss 0.010, test 0.100
Epoch 5, step 21, loss 0.371, test 0.100
Epoch 5, step 22, loss 0.354, test 0.100
Epoch 5, step 23, loss 0.140, test 0.103
Epoch 5, step 24, loss 0.138, test 0.102
Epoch 5, step 25, loss 0.068, test 0.103
Epoch 5, step 26, loss 0.080, test 0.102
Epoch 5, step 27, loss 0.066, test 0.102
Epoch 5, step 28, loss 0.049, test 0.105
Epoch 5, step 29, loss 0.130, test 0.105
Epoch 5, step 30, loss 0.045, test 0.104
Epoch 5, step 31, loss 0.001, test 0.104
Epoch 5, step 32, loss 0.003, test 0.104
Epoch 5, step 33, loss 0.195, test 0.105
Epoch 5, step 34, loss 0.026, test 0.104
Epoch 5, step 35, loss 0.126, test 0.104
Epoch 5, step 36, loss 0.186, test 0.104
Epoch 5, step 37, loss 0.003, test 0.105
Epoch 5, step 38, loss 0.818, test 0.094
Epoch 5, step 39, loss 0.018, test 0.094
Epoch 5, step 40, loss 0.002, test 0.094
Epoch 5, step 41, loss 0.126, test 0.093
Epoch 5, step 42, loss 0.029, test 0.093
Epoch 5, step 43, loss 0.225, test 0.093
Epoch 5, step 44, loss 0.021, test 0.093
Epoch 5, step 45, loss 0.150, test 0.093
Epoch 5, step 46, loss 0.305, test 0.097
Epoch 5, step 47, loss 0.002, test 0.098
Epoch 5, step 48, loss 0.094, test 0.102
Epoch 5, step 49, loss 0.110, test 0.103
Epoch 5, step 50, loss 0.021, test 0.103
Epoch 5, step 51, loss 0.277, test 0.106
Epoch 5, step 52, loss 0.123, test 0.107
Epoch 5, step 53, loss 0.098, test 0.107
Epoch 5, step 54, loss 0.000, test 0.107
Epoch 5, step 55, loss 0.072, test 0.108
Epoch 5, step 56, loss 0.011, test 0.108
Epoch 5, step 57, loss 0.026, test 0.108
Epoch 5, step 58, loss 0.178, test 0.109
Epoch 5, step 59, loss 0.109, test 0.112
Epoch 5, step 60, loss 0.139, test 0.112
Epoch 5, step 61, loss 0.042, test 0.112
Epoch 5, step 62, loss 0.468, test 0.112
Epoch 5, step 63, loss 0.485, test 0.110
Epoch 5, step 64, loss 0.108, test 0.109
Epoch 5, step 65, loss 0.815, test 0.111
Epoch 5, step 66, loss 0.803, test 0.111
Epoch 5, step 67, loss 0.063, test 0.111
Epoch 5, step 68, loss 0.264, test 0.111
Epoch 5, step 69, loss 0.000, test 0.111
Epoch 5, step 70, loss 0.004, test 0.111
Epoch 5, step 71, loss 0.120, test 0.112
Epoch 5, step 72, loss 0.055, test 0.112
Epoch 5, step 73, loss 0.005, test 0.114
Epoch 5, step 74, loss 0.050, test 0.115
Epoch 5, step 75, loss 0.494, test 0.111
Epoch 5, step 76, loss 0.129, test 0.108
Epoch 5, step 77, loss 0.230, test 0.101
Epoch 5, step 78, loss 0.273, test 0.100
Epoch 5, step 79, loss 0.413, test 0.101
Epoch 5, step 80, loss 0.085, test 0.102
Epoch 5, step 81, loss 0.087, test 0.099
Epoch 5, step 82, loss 0.040, test 0.098
Epoch 5, step 83, loss 0.027, test 0.099
Epoch 5, step 84, loss 0.014, test 0.096
Epoch 5, step 85, loss 0.012, test 0.096
Epoch 5, step 86, loss 0.036, test 0.096
Epoch 5, step 87, loss 0.178, test 0.106
Epoch 5, step 88, loss 0.042, test 0.107
Epoch 5, step 89, loss 0.117, test 0.109
Epoch 5, step 90, loss 0.005, test 0.109
Epoch 5, step 91, loss 0.092, test 0.109
Epoch 5, step 92, loss 0.000, test 0.109
Epoch 5, step 93, loss 0.009, test 0.108
Epoch 5, step 94, loss 1.049, test 0.103
Epoch 5, step 95, loss 0.042, test 0.101
Epoch 5, step 96, loss 0.032, test 0.101
Epoch 5, step 97, loss 0.054, test 0.100
Epoch 5, step 98, loss 0.109, test 0.100
Epoch 5, step 99, loss 0.018, test 0.101
Epoch 5, step 100, loss 0.121, test 0.100
Epoch 5, step 101, loss 0.012, test 0.100
Epoch 5, step 102, loss 0.061, test 0.101
Epoch 5, step 103, loss 0.004, test 0.100
Epoch 5, step 104, loss 0.009, test 0.101
Epoch 5, step 105, loss 0.001, test 0.101
Epoch 5, step 106, loss 0.030, test 0.099
Epoch 5, step 107, loss 0.090, test 0.096
Epoch 5, step 108, loss 0.429, test 0.095
Epoch 5, step 109, loss 0.019, test 0.093
Epoch 5, step 110, loss 0.002, test 0.092
Epoch 5, step 111, loss 0.049, test 0.093
Epoch 5, step 112, loss 0.126, test 0.093
Epoch 5, step 113, loss 0.093, test 0.092
Epoch 5, step 114, loss 0.009, test 0.092
Epoch 5, step 115, loss 0.011, test 0.092
Epoch 5, step 116, loss 0.002, test 0.092
Epoch 5, step 117, loss 0.045, test 0.090
Epoch 5, step 118, loss 0.123, test 0.090
Epoch 5, step 119, loss 0.000, test 0.090
Epoch 5, step 120, loss 0.129, test 0.093
Epoch 5, step 121, loss 0.158, test 0.094
Epoch 5, step 122, loss 0.007, test 0.094
Epoch 5, step 123, loss 0.213, test 0.097
Epoch 5, step 124, loss 0.041, test 0.098
Epoch 5, step 125, loss 0.001, test 0.099
Epoch 5, step 126, loss 0.025, test 0.089
Epoch 5, step 127, loss 0.051, test 0.088
Epoch 5, step 128, loss 0.103, test 0.087
Epoch 5, step 129, loss 0.058, test 0.085
Epoch 5, step 130, loss 0.461, test 0.084
Epoch 5, step 131, loss 0.006, test 0.084
Epoch 5, step 132, loss 0.006, test 0.084
Epoch 5, step 133, loss 0.044, test 0.084
Epoch 5, step 134, loss 0.018, test 0.084
Epoch 5, step 135, loss 0.001, test 0.084
Epoch 5, step 136, loss 0.389, test 0.084
Epoch 5, step 137, loss 0.003, test 0.084
Epoch 5, step 138, loss 0.004, test 0.084
Epoch 5, step 139, loss 0.004, test 0.084
Epoch 5, step 140, loss 0.000, test 0.084
Epoch 5, step 141, loss 0.451, test 0.084
Epoch 5, step 142, loss 0.464, test 0.084
Epoch 5, step 143, loss 0.064, test 0.083
Epoch 5, step 144, loss 0.033, test 0.083
Epoch 5, step 145, loss 0.046, test 0.083
Epoch 5, step 146, loss 0.083, test 0.082
Epoch 5, step 147, loss 0.069, test 0.082
Epoch 5, step 148, loss 0.359, test 0.082
Epoch 5, step 149, loss 0.027, test 0.082
Epoch 5, step 150, loss 0.604, test 0.084
Epoch 5, step 151, loss 0.005, test 0.084
Epoch 5, step 152, loss 0.001, test 0.084
Epoch 5, step 153, loss 0.005, test 0.084
Epoch 5, step 154, loss 0.260, test 0.084
Epoch 5, step 155, loss 0.079, test 0.084
Epoch 5, step 156, loss 0.000, test 0.084
Epoch 5, step 157, loss 0.007, test 0.084
Epoch 5, step 158, loss 0.171, test 0.085
Epoch 5, step 159, loss 0.076, test 0.086
Epoch 5, step 160, loss 0.467, test 0.087
Epoch 5, step 161, loss 0.131, test 0.092

Epoch 5, step 162, loss 0.045, test 0.093
Epoch 5, step 163, loss 0.265, test 0.093
Epoch 5, step 164, loss 0.086, test 0.093
Epoch 5, step 165, loss 0.329, test 0.090
Epoch 5, step 166, loss 0.001, test 0.090
Epoch 5, step 167, loss 0.029, test 0.090
Epoch 5, step 168, loss 0.010, test 0.090
Epoch 5, step 169, loss 0.300, test 0.086
Epoch 5, step 170, loss 0.003, test 0.085
Epoch 5, step 171, loss 0.274, test 0.087
Epoch 5, step 172, loss 0.015, test 0.088
Epoch 5, step 173, loss 0.041, test 0.088
Epoch 5, step 174, loss 0.143, test 0.089
Epoch 5, step 175, loss 0.062, test 0.089
Epoch 5, step 176, loss 0.083, test 0.089
Epoch 5, step 177, loss 0.098, test 0.088
Epoch 5, step 178, loss 0.008, test 0.088
Epoch 5, step 179, loss 0.070, test 0.088
Epoch 5, step 180, loss 0.102, test 0.088
Epoch 5, step 181, loss 0.296, test 0.088
Epoch 5, step 182, loss 0.893, test 0.087
Epoch 5, step 183, loss 0.015, test 0.087
Epoch 5, step 184, loss 0.125, test 0.087
Epoch 5, step 185, loss 0.198, test 0.087
Epoch 5, step 186, loss 0.229, test 0.087
Epoch 5, step 187, loss 0.003, test 0.087
Epoch 5, step 188, loss 0.476, test 0.088
Epoch 5, step 189, loss 0.173, test 0.088
Epoch 5, step 190, loss 0.010, test 0.088
Epoch 5, step 191, loss 0.012, test 0.088
Epoch 5, step 192, loss 0.021, test 0.088
Epoch 5, step 193, loss 0.014, test 0.088
Epoch 5, step 194, loss 0.276, test 0.088
Epoch 5, step 195, loss 0.576, test 0.088
Epoch 5, step 196, loss 0.271, test 0.088
Epoch 5, step 197, loss 0.269, test 0.088
Epoch 5, step 198, loss 0.005, test 0.089
Epoch 5, step 199, loss 0.001, test 0.089
Epoch 5, step 200, loss 0.011, test 0.089
Epoch 5, step 201, loss 0.007, test 0.089
Epoch 5, step 202, loss 0.000, test 0.089
Epoch 5, step 203, loss 0.254, test 0.089
Epoch 5, step 204, loss 0.007, test 0.089
Epoch 5, step 205, loss 0.032, test 0.089
Epoch 5, step 206, loss 0.592, test 0.099
Epoch 5, step 207, loss 0.096, test 0.099
Epoch 5, step 208, loss 0.421, test 0.101
Epoch 5, step 209, loss 0.002, test 0.102
Epoch 5, step 210, loss 0.004, test 0.102
Epoch 5, step 211, loss 0.145, test 0.103
Epoch 5, step 212, loss 0.951, test 0.099
Epoch 5, step 213, loss 0.418, test 0.104
Epoch 5, step 214, loss 0.016, test 0.108
Epoch 5, step 215, loss 0.327, test 0.111
Epoch 5, step 216, loss 0.053, test 0.111
Epoch 5, step 217, loss 0.093, test 0.115
Epoch 5, step 218, loss 0.035, test 0.115
Epoch 5, step 219, loss 0.011, test 0.116
Epoch 5, step 220, loss 0.012, test 0.115
Epoch 5, step 221, loss 0.014, test 0.115
Epoch 5, step 222, loss 0.017, test 0.114
Epoch 5, step 223, loss 0.006, test 0.114
Epoch 5, step 224, loss 0.010, test 0.114
Epoch 5, step 225, loss 0.055, test 0.114
Epoch 5, step 226, loss 0.002, test 0.113
Epoch 5, step 227, loss 0.002, test 0.113
Epoch 5, step 228, loss 0.022, test 0.112
Epoch 5, step 229, loss 0.024, test 0.112
Epoch 5, step 230, loss 0.001, test 0.111
Epoch 5, step 231, loss 0.008, test 0.111
Epoch 5, step 232, loss 0.062, test 0.111
Epoch 5, step 233, loss 0.002, test 0.110
Epoch 5, step 234, loss 0.014, test 0.110
Epoch 5, step 235, loss 0.027, test 0.110
Epoch 5, step 236, loss 0.182, test 0.111
Epoch 5, step 237, loss 0.006, test 0.111
Epoch 5, step 238, loss 0.001, test 0.110
Epoch 5, step 239, loss 0.024, test 0.110
Epoch 5, step 240, loss 0.030, test 0.109
Epoch 5, step 241, loss 0.027, test 0.108
Epoch 5, step 242, loss 0.117, test 0.109
Epoch 5, step 243, loss 0.362, test 0.108
Epoch 5, step 244, loss 0.082, test 0.106
Epoch 5, step 245, loss 0.003, test 0.105
Epoch 5, step 246, loss 0.071, test 0.105
Epoch 5, step 247, loss 0.569, test 0.104
Epoch 5, step 248, loss 0.432, test 0.112
Epoch 5, step 249, loss 0.049, test 0.117
Epoch 5, step 250, loss 0.049, test 0.118
Epoch 5, step 251, loss 0.007, test 0.118
Epoch 5, step 252, loss 0.093, test 0.136
Epoch 5, step 253, loss 0.018, test 0.141
Epoch 5, step 254, loss 0.069, test 0.144
Epoch 5, step 255, loss 0.005, test 0.145
Epoch 5, step 256, loss 0.193, test 0.147
Epoch 5, step 257, loss 0.014, test 0.151
Epoch 5, step 258, loss 0.047, test 0.156
Epoch 5, step 259, loss 0.019, test 0.157
Epoch 5, step 260, loss 0.023, test 0.158
Epoch 5, step 261, loss 0.087, test 0.158
Epoch 5, step 262, loss 0.001, test 0.159
Epoch 5, step 263, loss 0.178, test 0.160
Epoch 5, step 264, loss 0.063, test 0.161
Epoch 5, step 265, loss 1.256, test 0.104
Epoch 5, step 266, loss 0.039, test 0.097
Epoch 5, step 267, loss 0.029, test 0.095
Epoch 5, step 268, loss 0.027, test 0.094
Epoch 5, step 269, loss 0.099, test 0.093
Epoch 5, step 270, loss 0.005, test 0.093
Epoch 5, step 271, loss 0.151, test 0.092
Epoch 5, step 272, loss 0.059, test 0.092
Epoch 5, step 273, loss 0.162, test 0.092
Epoch 5, step 274, loss 0.098, test 0.092
Epoch 5, step 275, loss 0.005, test 0.092
Epoch 5, step 276, loss 0.020, test 0.091
Epoch 5, step 277, loss 0.004, test 0.091
Epoch 5, step 278, loss 0.075, test 0.091
Epoch 5, step 279, loss 0.151, test 0.092
Epoch 5, step 280, loss 0.017, test 0.092
Epoch 5, step 281, loss 0.164, test 0.092
Epoch 5, step 282, loss 0.024, test 0.092
Epoch 5, step 283, loss 0.005, test 0.092
Epoch 5, step 284, loss 0.156, test 0.093
Epoch 5, step 285, loss 0.745, test 0.095
Epoch 5, step 286, loss 0.035, test 0.095
Epoch 5, step 287, loss 0.940, test 0.096
Epoch 5, step 288, loss 0.000, test 0.096
Epoch 5, step 289, loss 0.292, test 0.096
Epoch 5, step 290, loss 0.482, test 0.092
Epoch 5, step 291, loss 0.055, test 0.092
Epoch 5, step 292, loss 0.154, test 0.092
Epoch 5, step 293, loss 0.040, test 0.092
Epoch 5, step 294, loss 0.016, test 0.092
Epoch 5, step 295, loss 0.277, test 0.092
Epoch 5, step 296, loss 0.222, test 0.092
Epoch 5, step 297, loss 0.502, test 0.092
Epoch 5, step 298, loss 0.028, test 0.092
Epoch 5, step 299, loss 0.178, test 0.094
Epoch 5, step 300, loss 0.131, test 0.092
Epoch 5, step 301, loss 0.015, test 0.092
Epoch 5, step 302, loss 0.054, test 0.092
Epoch 5, step 303, loss 0.054, test 0.093
Epoch 5, step 304, loss 0.282, test 0.093
Epoch 5, step 305, loss 0.005, test 0.093
Epoch 5, step 306, loss 0.393, test 0.094
Epoch 5, step 307, loss 0.015, test 0.094
Epoch 5, step 308, loss 0.167, test 0.094
Epoch 5, step 309, loss 0.085, test 0.094
Epoch 5, step 310, loss 0.015, test 0.094
Epoch 5, step 311, loss 0.152, test 0.095
Epoch 5, step 312, loss 0.019, test 0.095
Epoch 5, step 313, loss 0.306, test 0.093
Epoch 5, step 314, loss 0.069, test 0.093
Epoch 5, step 315, loss 0.210, test 0.093
Epoch 5, step 316, loss 0.002, test 0.092
Epoch 5, step 317, loss 0.044, test 0.091
Epoch 5, step 318, loss 0.194, test 0.091
Epoch 5, step 319, loss 0.145, test 0.091
Epoch 5, step 320, loss 0.053, test 0.091
Epoch 5, step 321, loss 0.003, test 0.091
Epoch 5, step 322, loss 0.149, test 0.092
Epoch 5, step 323, loss 0.411, test 0.093
Epoch 5, step 324, loss 0.098, test 0.093
Epoch 5, step 325, loss 0.239, test 0.094
Epoch 5, step 326, loss 0.048, test 0.094
Epoch 5, step 327, loss 0.071, test 0.094
Epoch 5, step 328, loss 0.078, test 0.094
Epoch 5, step 329, loss 0.007, test 0.094
Epoch 5, step 330, loss 0.344, test 0.093
Epoch 5, step 331, loss 0.019, test 0.092
Epoch 5, step 332, loss 0.030, test 0.092
Epoch 5, step 333, loss 0.121, test 0.092
Epoch 5, step 334, loss 0.011, test 0.093
Epoch 5, step 335, loss 0.007, test 0.093
Epoch 5, step 336, loss 0.297, test 0.095
Epoch 5, step 337, loss 0.596, test 0.096
Epoch 5, step 338, loss 0.014, test 0.096
Epoch 5, step 339, loss 0.151, test 0.096
Epoch 5, step 340, loss 0.055, test 0.096
Epoch 5, step 341, loss 0.056, test 0.096
Epoch 5, step 342, loss 0.015, test 0.096
Epoch 5, step 343, loss 0.008, test 0.096
Epoch 5, step 344, loss 0.000, test 0.096
Epoch 5, step 345, loss 0.190, test 0.099
Epoch 5, step 346, loss 0.128, test 0.098
Epoch 5, step 347, loss 0.001, test 0.098
Epoch 5, step 348, loss 0.049, test 0.101
Epoch 5, step 349, loss 0.117, test 0.101
Epoch 5, step 350, loss 0.069, test 0.102
Epoch 5, step 351, loss 0.054, test 0.101
Epoch 5, step 352, loss 0.070, test 0.101
Epoch 5, step 353, loss 0.009, test 0.100
Epoch 5, step 354, loss 0.048, test 0.100
Epoch 5, step 355, loss 0.147, test 0.100
Epoch 5, step 356, loss 0.000, test 0.100
Epoch 5, step 357, loss 0.067, test 0.100
Epoch 5, step 358, loss 0.188, test 0.100
Epoch 5, step 359, loss 0.401, test 0.100
Epoch 5, step 360, loss 0.008, test 0.100
Epoch 5, step 361, loss 0.195, test 0.101
Epoch 5, step 362, loss 0.219, test 0.101
Epoch 5, step 363, loss 0.256, test 0.106
Epoch 5, step 364, loss 0.156, test 0.106
Epoch 5, step 365, loss 0.236, test 0.104
Epoch 5, step 366, loss 0.002, test 0.104
Epoch 5, step 367, loss 0.103, test 0.107
Epoch 5, step 368, loss 0.011, test 0.109
Epoch 5, step 369, loss 0.000, test 0.110
Epoch 5, step 370, loss 0.251, test 0.112
Epoch 5, step 371, loss 0.014, test 0.113
Epoch 5, step 372, loss 0.390, test 0.108
Epoch 5, step 373, loss 0.700, test 0.111
Epoch 5, step 374, loss 0.086, test 0.110
Epoch 5, step 375, loss 0.004, test 0.110
Epoch 5, step 376, loss 0.395, test 0.104
Epoch 5, step 377, loss 0.119, test 0.104
Epoch 5, step 378, loss 0.000, test 0.104
Epoch 5, step 379, loss 0.036, test 0.103
Epoch 5, step 380, loss 0.371, test 0.102
Epoch 5, step 381, loss 0.025, test 0.102
Epoch 5, step 382, loss 0.023, test 0.102
Epoch 5, step 383, loss 0.256, test 0.104
Epoch 5, step 384, loss 0.063, test 0.105
Epoch 5, step 385, loss 0.200, test 0.103
Epoch 5, step 386, loss 0.469, test 0.104
Epoch 5, step 387, loss 0.135, test 0.105
Epoch 5, step 388, loss 0.099, test 0.105
Epoch 5, step 389, loss 0.121, test 0.106
Epoch 5, step 390, loss 0.044, test 0.105
Epoch 5, step 391, loss 0.409, test 0.105
Epoch 5, step 392, loss 0.294, test 0.104
Epoch 5, step 393, loss 1.239, test 0.101
Epoch 5, step 394, loss 0.088, test 0.100
Epoch 5, step 395, loss 0.067, test 0.100
Epoch 5, step 396, loss 0.432, test 0.095
Epoch 5, step 397, loss 0.016, test 0.094
Epoch 5, step 398, loss 0.261, test 0.092
Epoch 5, step 399, loss 0.073, test 0.092
Epoch 5, step 400, loss 0.118, test 0.091
Epoch 5, step 401, loss 0.071, test 0.091
Epoch 5, step 402, loss 0.000, test 0.091
Epoch 5, step 403, loss 0.110, test 0.089
Epoch 5, step 404, loss 0.152, test 0.090
Epoch 5, step 405, loss 0.187, test 0.089
Epoch 5, step 406, loss 0.093, test 0.088
Epoch 5, step 407, loss 0.038, test 0.087
Epoch 5, step 408, loss 0.163, test 0.088
Epoch 5, step 409, loss 0.112, test 0.087
Epoch 5, step 410, loss 0.017, test 0.087
Epoch 5, step 411, loss 0.111, test 0.088
Epoch 5, step 412, loss 0.000, test 0.088
Epoch 5, step 413, loss 0.048, test 0.088
Epoch 5, step 414, loss 0.002, test 0.088
Epoch 5, step 415, loss 0.027, test 0.088
Epoch 5, step 416, loss 0.040, test 0.088
Epoch 5, step 417, loss 0.724, test 0.087
Epoch 5, step 418, loss 0.001, test 0.087
Epoch 5, step 419, loss 0.007, test 0.088
Epoch 5, step 420, loss 0.079, test 0.088
Epoch 5, step 421, loss 0.035, test 0.088
Epoch 5, step 422, loss 0.009, test 0.088
Epoch 5, step 423, loss 0.050, test 0.088
Epoch 5, step 424, loss 0.189, test 0.087
Epoch 5, step 425, loss 0.055, test 0.086
Epoch 5, step 426, loss 0.384, test 0.086
Epoch 5, step 427, loss 0.066, test 0.086
Epoch 5, step 428, loss 0.073, test 0.086
Epoch 5, step 429, loss 0.006, test 0.086
Epoch 5, step 430, loss 0.078, test 0.086
Epoch 5, step 431, loss 0.062, test 0.086
Epoch 5, step 432, loss 0.148, test 0.084
Epoch 5, step 433, loss 0.112, test 0.084
Epoch 5, step 434, loss 0.095, test 0.083
Epoch 5, step 435, loss 0.009, test 0.083
Epoch 5, step 436, loss 0.012, test 0.083
Epoch 5, step 437, loss 0.108, test 0.082
Epoch 5, step 438, loss 0.571, test 0.081
Epoch 5, step 439, loss 0.006, test 0.081
Epoch 5, step 440, loss 0.276, test 0.081
Epoch 5, step 441, loss 0.072, test 0.081
Epoch 5, step 442, loss 0.059, test 0.080
Epoch 5, step 443, loss 0.192, test 0.080
Epoch 5, step 444, loss 0.264, test 0.079
Epoch 5, step 445, loss 0.001, test 0.079
Epoch 5, step 446, loss 0.006, test 0.079
Epoch 5, step 447, loss 0.398, test 0.080
Epoch 5, step 448, loss 0.223, test 0.085
Epoch 5, step 449, loss 0.355, test 0.085
Epoch 5, step 450, loss 0.199, test 0.087
Epoch 5, step 451, loss 0.165, test 0.086
Epoch 5, step 452, loss 0.063, test 0.085
Epoch 5, step 453, loss 0.005, test 0.086
Epoch 5, step 454, loss 0.002, test 0.085
Epoch 5, step 455, loss 0.195, test 0.083
Epoch 5, step 456, loss 0.044, test 0.082
Epoch 5, step 457, loss 0.316, test 0.079
Epoch 5, step 458, loss 0.155, test 0.079
Epoch 5, step 459, loss 0.119, test 0.079
Epoch 5, step 460, loss 0.013, test 0.079
Epoch 5, step 461, loss 0.512, test 0.079
Epoch 5, step 462, loss 0.288, test 0.079
Epoch 5, step 463, loss 0.023, test 0.079
Epoch 5, step 464, loss 0.291, test 0.087
Epoch 5, step 465, loss 0.007, test 0.090
Epoch 5, step 466, loss 0.001, test 0.091
Epoch 5, step 467, loss 0.069, test 0.092
Epoch 5, step 468, loss 0.087, test 0.091
Epoch 5, step 469, loss 0.710, test 0.090
Epoch 5, step 470, loss 0.053, test 0.090
Epoch 5, step 471, loss 0.143, test 0.089
Epoch 5, step 472, loss 0.014, test 0.088
Epoch 5, step 473, loss 0.043, test 0.088
Epoch 5, step 474, loss 0.209, test 0.083
Epoch 5, step 475, loss 0.005, test 0.082
Epoch 5, step 476, loss 0.011, test 0.082
Epoch 5, step 477, loss 0.026, test 0.082
Epoch 5, step 478, loss 0.375, test 0.082
Epoch 5, step 479, loss 0.094, test 0.082
Epoch 5, step 480, loss 0.008, test 0.082
Epoch 5, step 481, loss 0.283, test 0.082
Epoch 5, step 482, loss 0.061, test 0.082
Epoch 5, step 483, loss 0.105, test 0.081
Epoch 5, step 484, loss 0.001, test 0.081
Epoch 5, step 485, loss 0.135, test 0.082
Epoch 5, step 486, loss 0.078, test 0.084
Epoch 5, step 487, loss 0.333, test 0.085
Epoch 5, step 488, loss 0.201, test 0.088
Epoch 5, step 489, loss 0.099, test 0.088
Epoch 5, step 490, loss 0.114, test 0.088
Epoch 5, step 491, loss 0.053, test 0.088
Epoch 5, step 492, loss 0.763, test 0.090
Epoch 5, step 493, loss 0.004, test 0.090
Epoch 5, step 494, loss 0.000, test 0.090
Epoch 5, step 495, loss 0.000, test 0.090
Epoch 5, step 496, loss 0.009, test 0.088
Epoch 5, step 497, loss 0.092, test 0.091
Epoch 5, step 498, loss 0.005, test 0.091
Epoch 5, step 499, loss 0.017, test 0.092
Epoch 5, step 500, loss 0.096, test 0.091
Epoch 5, step 501, loss 0.075, test 0.092
Epoch 5, step 502, loss 0.075, test 0.092
Epoch 5, step 503, loss 0.210, test 0.101
Epoch 5, step 504, loss 0.080, test 0.097
Epoch 5, step 505, loss 0.090, test 0.098
Epoch 5, step 506, loss 0.074, test 0.099
Epoch 5, step 507, loss 0.004, test 0.099
Epoch 5, step 508, loss 0.002, test 0.097
Epoch 5, step 509, loss 0.001, test 0.097
Epoch 5, step 510, loss 0.016, test 0.096
Epoch 5, step 511, loss 0.582, test 0.093
Epoch 5, step 512, loss 0.113, test 0.093
Epoch 5, step 513, loss 0.004, test 0.093
Epoch 5, step 514, loss 0.029, test 0.093
Epoch 5, step 515, loss 0.005, test 0.093
Epoch 5, step 516, loss 0.426, test 0.094
Epoch 5, step 517, loss 0.276, test 0.094
Epoch 5, step 518, loss 0.311, test 0.093
Epoch 5, step 519, loss 0.155, test 0.093
Epoch 5, step 520, loss 0.248, test 0.095
Epoch 5, step 521, loss 0.004, test 0.095
Epoch 5, step 522, loss 0.063, test 0.093
Epoch 5, step 523, loss 0.115, test 0.090
Epoch 5, step 524, loss 0.000, test 0.090
Epoch 5, step 525, loss 0.236, test 0.089
Epoch 5, step 526, loss 0.000, test 0.089
Epoch 5, step 527, loss 0.030, test 0.090
Epoch 5, step 528, loss 0.008, test 0.090
Epoch 5, step 529, loss 0.016, test 0.090
Epoch 5, step 530, loss 0.236, test 0.092
Epoch 5, step 531, loss 0.015, test 0.093
Epoch 5, step 532, loss 0.038, test 0.092
Epoch 5, step 533, loss 0.051, test 0.092
Epoch 5, step 534, loss 0.008, test 0.092
Epoch 5, step 535, loss 0.269, test 0.078
Epoch 5, step 536, loss 0.090, test 0.076
Epoch 5, step 537, loss 0.021, test 0.075
Epoch 5, step 538, loss 0.005, test 0.074
Epoch 5, step 539, loss 0.102, test 0.074
Epoch 5, step 540, loss 0.009, test 0.074
Epoch 5, step 541, loss 0.136, test 0.074
Epoch 5, step 542, loss 0.017, test 0.074
Epoch 5, step 543, loss 0.016, test 0.074
Epoch 5, step 544, loss 0.030, test 0.074
Epoch 5, step 545, loss 0.600, test 0.072
Epoch 5, step 546, loss 0.171, test 0.073
Epoch 5, step 547, loss 0.279, test 0.073
Epoch 5, step 548, loss 0.009, test 0.073
Epoch 5, step 549, loss 0.000, test 0.073
Epoch 5, step 550, loss 0.320, test 0.075
Epoch 5, step 551, loss 0.003, test 0.076
Epoch 5, step 552, loss 0.024, test 0.078
Epoch 5, step 553, loss 0.000, test 0.078
Epoch 5, step 554, loss 0.249, test 0.076
Epoch 5, step 555, loss 0.024, test 0.076
Epoch 5, step 556, loss 0.075, test 0.077
Epoch 5, step 557, loss 0.836, test 0.074
Epoch 5, step 558, loss 0.033, test 0.074
Epoch 5, step 559, loss 0.021, test 0.074
Epoch 5, step 560, loss 0.002, test 0.074
Epoch 5, step 561, loss 0.055, test 0.074
Epoch 5, step 562, loss 0.000, test 0.074
Epoch 5, step 563, loss 0.008, test 0.074
Epoch 5, step 564, loss 0.072, test 0.075
Epoch 5, step 565, loss 0.007, test 0.075
Epoch 5, step 566, loss 0.014, test 0.075
Epoch 5, step 567, loss 0.043, test 0.075
Epoch 5, step 568, loss 0.324, test 0.076
Epoch 5, step 569, loss 0.021, test 0.077
Epoch 5, step 570, loss 0.285, test 0.077
Epoch 5, step 571, loss 0.057, test 0.079
Epoch 5, step 572, loss 0.043, test 0.079
Epoch 5, step 573, loss 0.584, test 0.080
Epoch 5, step 574, loss 0.058, test 0.080
Epoch 5, step 575, loss 0.092, test 0.080
Epoch 5, step 576, loss 0.001, test 0.080
Epoch 5, step 577, loss 0.218, test 0.080
Epoch 5, step 578, loss 0.010, test 0.080
Epoch 5, step 579, loss 0.015, test 0.081
Epoch 5, step 580, loss 0.051, test 0.081
Epoch 5, step 581, loss 0.046, test 0.082
Epoch 5, step 582, loss 0.004, test 0.082
Epoch 5, step 583, loss 0.029, test 0.082
Epoch 5, step 584, loss 0.075, test 0.080
Epoch 5, step 585, loss 0.121, test 0.079
Epoch 5, step 586, loss 0.023, test 0.079
Epoch 5, step 587, loss 0.309, test 0.080
Epoch 5, step 588, loss 0.841, test 0.077
Epoch 5, step 589, loss 0.035, test 0.077
Epoch 5, step 590, loss 0.009, test 0.076
Epoch 5, step 591, loss 0.015, test 0.076
Epoch 5, step 592, loss 0.085, test 0.076
Epoch 5, step 593, loss 0.033, test 0.076
Epoch 5, step 594, loss 0.228, test 0.074
Epoch 5, step 595, loss 0.080, test 0.075
Epoch 5, step 596, loss 0.097, test 0.077
Epoch 5, step 597, loss 0.174, test 0.077
Epoch 5, step 598, loss 0.016, test 0.077
Epoch 5, step 599, loss 0.054, test 0.079
Epoch 5, step 600, loss 0.169, test 0.080
Epoch 5, step 601, loss 0.194, test 0.081
Epoch 5, step 602, loss 0.119, test 0.081
Epoch 5, step 603, loss 0.064, test 0.081
Epoch 5, step 604, loss 0.180, test 0.082
Epoch 5, step 605, loss 0.007, test 0.082
Epoch 5, step 606, loss 0.006, test 0.082
Epoch 5, step 607, loss 0.018, test 0.082
Epoch 5, step 608, loss 0.019, test 0.083
Epoch 5, step 609, loss 0.005, test 0.083
Epoch 5, step 610, loss 0.024, test 0.084
Epoch 5, step 611, loss 0.046, test 0.084
Epoch 5, step 612, loss 0.039, test 0.082
Epoch 5, step 613, loss 0.013, test 0.082
Epoch 5, step 614, loss 0.091, test 0.083
Epoch 5, step 615, loss 0.205, test 0.084
Epoch 5, step 616, loss 0.055, test 0.084
Epoch 5, step 617, loss 0.100, test 0.088
Epoch 5, step 618, loss 0.171, test 0.088
Epoch 5, step 619, loss 0.063, test 0.087
Epoch 5, step 620, loss 0.247, test 0.084
Epoch 5, step 621, loss 0.031, test 0.083
Epoch 5, step 622, loss 0.436, test 0.082
Epoch 5, step 623, loss 0.137, test 0.082
Epoch 5, step 624, loss 0.170, test 0.083
Epoch 5, step 625, loss 0.210, test 0.092
Epoch 5, step 626, loss 0.260, test 0.092
Epoch 5, step 627, loss 0.206, test 0.093
Epoch 5, step 628, loss 0.049, test 0.092
Epoch 5, step 629, loss 0.016, test 0.091
Epoch 5, step 630, loss 0.111, test 0.087
Epoch 5, step 631, loss 0.036, test 0.087
Epoch 5, step 632, loss 0.130, test 0.088
Epoch 5, step 633, loss 0.012, test 0.087
Epoch 5, step 634, loss 0.032, test 0.087
Epoch 5, step 635, loss 0.067, test 0.088
Epoch 5, step 636, loss 0.002, test 0.088
Epoch 5, step 637, loss 0.297, test 0.089
Epoch 5, step 638, loss 0.037, test 0.088
Epoch 5, step 639, loss 0.196, test 0.089
Epoch 5, step 640, loss 0.053, test 0.090
Epoch 5, step 641, loss 0.131, test 0.096
Epoch 5, step 642, loss 0.017, test 0.097
Epoch 5, step 643, loss 0.004, test 0.098
Epoch 5, step 644, loss 0.452, test 0.099
Epoch 5, step 645, loss 0.005, test 0.099
Epoch 5, step 646, loss 0.056, test 0.099
Epoch 5, step 647, loss 0.024, test 0.099
Epoch 5, step 648, loss 0.238, test 0.100
Epoch 5, step 649, loss 0.059, test 0.098
Epoch 5, step 650, loss 0.006, test 0.098
Epoch 5, step 651, loss 0.006, test 0.098
Epoch 5, step 652, loss 0.016, test 0.098
Epoch 5, step 653, loss 0.021, test 0.096
Epoch 5, step 654, loss 0.076, test 0.095
Epoch 5, step 655, loss 0.484, test 0.096
Epoch 5, step 656, loss 0.005, test 0.095
Epoch 5, step 657, loss 0.284, test 0.094
Epoch 5, step 658, loss 0.298, test 0.093
Epoch 5, step 659, loss 0.005, test 0.093
Epoch 5, step 660, loss 0.146, test 0.086
Epoch 5, step 661, loss 0.006, test 0.086
Epoch 5, step 662, loss 0.011, test 0.085
Epoch 5, step 663, loss 0.045, test 0.084
Epoch 5, step 664, loss 0.673, test 0.083
Epoch 5, step 665, loss 0.029, test 0.083
Epoch 5, step 666, loss 0.033, test 0.083
Epoch 5, step 667, loss 0.157, test 0.080
Epoch 5, step 668, loss 1.170, test 0.078
Epoch 5, step 669, loss 0.025, test 0.078
Epoch 5, step 670, loss 0.279, test 0.077
Epoch 5, step 671, loss 0.114, test 0.077
Epoch 5, step 672, loss 0.015, test 0.076
Epoch 5, step 673, loss 0.039, test 0.076
Epoch 5, step 674, loss 0.070, test 0.076
Epoch 5, step 675, loss 0.483, test 0.077
Epoch 5, step 676, loss 0.161, test 0.076
Epoch 5, step 677, loss 0.032, test 0.076
Epoch 5, step 678, loss 0.021, test 0.076
Epoch 5, step 679, loss 0.140, test 0.076
Epoch 5, step 680, loss 0.022, test 0.076
Epoch 5, step 681, loss 0.012, test 0.075
Epoch 5, step 682, loss 0.115, test 0.077
Epoch 5, step 683, loss 0.004, test 0.077
Epoch 5, step 684, loss 0.096, test 0.076
Epoch 5, step 685, loss 0.031, test 0.076
Epoch 5, step 686, loss 0.006, test 0.077
Epoch 5, step 687, loss 0.033, test 0.077
Epoch 5, step 688, loss 0.179, test 0.077
Epoch 5, step 689, loss 0.002, test 0.077
Epoch 5, step 690, loss 0.335, test 0.078
Epoch 5, step 691, loss 0.017, test 0.078
Epoch 5, step 692, loss 0.006, test 0.078
Epoch 5, step 693, loss 0.474, test 0.077
Epoch 5, step 694, loss 0.100, test 0.076
Epoch 5, step 695, loss 0.033, test 0.074
Epoch 5, step 696, loss 0.137, test 0.074
Epoch 5, step 697, loss 0.474, test 0.081
Epoch 5, step 698, loss 0.131, test 0.082
Epoch 5, step 699, loss 0.266, test 0.084
Epoch 5, step 700, loss 0.064, test 0.085
Epoch 5, step 701, loss 0.155, test 0.086
Epoch 5, step 702, loss 0.028, test 0.087
Epoch 5, step 703, loss 0.344, test 0.092
Epoch 5, step 704, loss 0.006, test 0.096
Epoch 5, step 705, loss 0.338, test 0.098
Epoch 5, step 706, loss 0.123, test 0.098
Epoch 5, step 707, loss 0.002, test 0.098
Epoch 5, step 708, loss 0.003, test 0.098
Epoch 5, step 709, loss 0.119, test 0.099
Epoch 5, step 710, loss 0.025, test 0.099
Epoch 5, step 711, loss 0.000, test 0.099
Epoch 5, step 712, loss 0.830, test 0.096
Epoch 5, step 713, loss 0.074, test 0.095
Epoch 5, step 714, loss 0.364, test 0.093
Epoch 5, step 715, loss 0.015, test 0.091
Epoch 5, step 716, loss 0.018, test 0.090
Epoch 5, step 717, loss 0.023, test 0.090
Epoch 5, step 718, loss 0.402, test 0.091
Epoch 5, step 719, loss 0.000, test 0.091
Epoch 5, step 720, loss 0.028, test 0.090
Epoch 5, step 721, loss 0.034, test 0.089
Epoch 5, step 722, loss 0.006, test 0.089
Epoch 5, step 723, loss 0.310, test 0.093
Epoch 5, step 724, loss 0.046, test 0.095
Epoch 5, step 725, loss 0.059, test 0.098
Epoch 5, step 726, loss 0.138, test 0.098
Epoch 5, step 727, loss 0.166, test 0.098
Epoch 5, step 728, loss 0.020, test 0.089
Epoch 5, step 729, loss 0.006, test 0.088
Epoch 5, step 730, loss 0.090, test 0.087
Epoch 5, step 731, loss 0.051, test 0.081
Epoch 5, step 732, loss 0.004, test 0.080
Epoch 5, step 733, loss 0.043, test 0.077
Epoch 5, step 734, loss 0.003, test 0.077
Epoch 5, step 735, loss 0.006, test 0.077
Epoch 5, step 736, loss 0.003, test 0.077
Epoch 5, step 737, loss 0.008, test 0.076
Epoch 5, step 738, loss 0.007, test 0.076
Epoch 5, step 739, loss 1.054, test 0.079
Epoch 5, step 740, loss 0.111, test 0.078
Epoch 5, step 741, loss 0.071, test 0.080
Epoch 5, step 742, loss 0.178, test 0.079
Epoch 5, step 743, loss 0.031, test 0.080
Epoch 5, step 744, loss 0.086, test 0.079
Epoch 5, step 745, loss 0.176, test 0.078
Epoch 5, step 746, loss 0.108, test 0.077

Epoch 5, step 747, loss 0.395, test 0.073
Epoch 5, step 748, loss 0.003, test 0.074
Epoch 5, step 749, loss 0.051, test 0.074
Epoch 5, step 750, loss 0.026, test 0.074
Epoch 5, step 751, loss 0.055, test 0.074
Epoch 5, step 752, loss 0.192, test 0.074
Epoch 5, step 753, loss 0.980, test 0.074
Epoch 5, step 754, loss 0.000, test 0.074
Epoch 5, step 755, loss 0.007, test 0.074
Epoch 5, step 756, loss 0.156, test 0.074
Epoch 5, step 757, loss 0.264, test 0.074
Epoch 5, step 758, loss 0.416, test 0.074
Epoch 5, step 759, loss 0.471, test 0.074
Epoch 5, step 760, loss 0.203, test 0.074
Epoch 5, step 761, loss 0.003, test 0.074
Epoch 5, step 762, loss 0.065, test 0.074
Epoch 5, step 763, loss 0.146, test 0.074
Epoch 5, step 764, loss 0.011, test 0.075
Epoch 5, step 765, loss 0.137, test 0.076
Epoch 5, step 766, loss 0.017, test 0.078
Epoch 5, step 767, loss 0.055, test 0.079
Epoch 5, step 768, loss 0.043, test 0.079
Epoch 5, step 769, loss 0.103, test 0.077
Epoch 5, step 770, loss 0.813, test 0.077
Epoch 5, step 771, loss 0.907, test 0.082
Epoch 5, step 772, loss 0.110, test 0.083
Epoch 5, step 773, loss 0.390, test 0.083
Epoch 5, step 774, loss 0.209, test 0.082
Epoch 5, step 775, loss 0.098, test 0.083
Epoch 5, step 776, loss 0.003, test 0.083
Epoch 5, step 777, loss 0.033, test 0.083
Epoch 5, step 778, loss 0.003, test 0.083
Epoch 5, step 779, loss 0.050, test 0.083
Epoch 5, step 780, loss 0.590, test 0.083
Epoch 5, step 781, loss 0.121, test 0.083
Epoch 5, step 782, loss 0.291, test 0.082
Epoch 5, step 783, loss 0.057, test 0.083
Epoch 5, step 784, loss 0.113, test 0.084
Epoch 5, step 785, loss 0.013, test 0.084
Epoch 5, step 786, loss 1.095, test 0.082
Epoch 5, step 787, loss 0.073, test 0.081
Epoch 5, step 788, loss 0.080, test 0.080
Epoch 5, step 789, loss 0.070, test 0.083
Epoch 5, step 790, loss 0.015, test 0.084
Epoch 5, step 791, loss 0.010, test 0.084
Epoch 5, step 792, loss 0.041, test 0.083
Epoch 5, step 793, loss 0.179, test 0.084
Epoch 5, step 794, loss 0.075, test 0.085
Epoch 5, step 795, loss 0.842, test 0.094
Epoch 5, step 796, loss 0.033, test 0.094
Epoch 5, step 797, loss 0.010, test 0.094
Epoch 5, step 798, loss 0.005, test 0.094
Epoch 5, step 799, loss 0.066, test 0.093
Epoch 5, step 800, loss 0.086, test 0.094
Epoch 5, step 801, loss 0.009, test 0.092
Epoch 5, step 802, loss 0.015, test 0.092
Epoch 5, step 803, loss 0.003, test 0.092
Epoch 5, step 804, loss 0.089, test 0.092
Epoch 5, step 805, loss 0.000, test 0.092
Epoch 5, step 806, loss 0.099, test 0.084
Epoch 5, step 807, loss 0.003, test 0.083
Epoch 5, step 808, loss 0.000, test 0.082
Epoch 5, step 809, loss 0.128, test 0.083
Epoch 5, step 810, loss 0.158, test 0.082
Epoch 5, step 811, loss 0.017, test 0.082
Epoch 5, step 812, loss 0.229, test 0.085
Epoch 5, step 813, loss 0.021, test 0.085
Epoch 5, step 814, loss 0.527, test 0.086
Epoch 5, step 815, loss 0.004, test 0.086
Epoch 5, step 816, loss 0.047, test 0.094
Epoch 5, step 817, loss 0.188, test 0.095
Epoch 5, step 818, loss 0.092, test 0.092
Epoch 5, step 819, loss 0.016, test 0.092
Epoch 5, step 820, loss 0.005, test 0.092
Epoch 5, step 821, loss 0.000, test 0.092
Epoch 5, step 822, loss 0.052, test 0.091
Epoch 5, step 823, loss 0.035, test 0.092
Epoch 5, step 824, loss 0.222, test 0.097
Epoch 5, step 825, loss 0.044, test 0.095
Epoch 5, step 826, loss 0.023, test 0.096
Epoch 5, step 827, loss 0.012, test 0.096
Epoch 5, step 828, loss 0.005, test 0.096
Epoch 5, step 829, loss 0.025, test 0.095
Epoch 5, step 830, loss 0.093, test 0.098
Epoch 5, step 831, loss 0.017, test 0.099
Epoch 5, step 832, loss 0.076, test 0.101
Epoch 5, step 833, loss 0.006, test 0.101
Epoch 5, step 834, loss 0.079, test 0.102
Epoch 5, step 835, loss 0.276, test 0.103
Epoch 5, step 836, loss 0.003, test 0.104
Epoch 5, step 837, loss 0.136, test 0.104
Epoch 5, step 838, loss 0.006, test 0.104
Epoch 5, step 839, loss 0.057, test 0.104
Epoch 5, step 840, loss 0.150, test 0.098
Epoch 5, step 841, loss 0.079, test 0.096
Epoch 5, step 842, loss 0.026, test 0.096
Epoch 5, step 843, loss 0.626, test 0.095
Epoch 5, step 844, loss 0.087, test 0.094
Epoch 5, step 845, loss 0.174, test 0.094
Epoch 5, step 846, loss 0.039, test 0.095
Epoch 5, step 847, loss 0.000, test 0.096
Epoch 5, step 848, loss 0.000, test 0.096
Epoch 5, step 849, loss 0.107, test 0.095
Epoch 5, step 850, loss 0.131, test 0.096
Epoch 5, step 851, loss 0.049, test 0.096
Epoch 5, step 852, loss 0.025, test 0.096
Epoch 5, step 853, loss 0.023, test 0.098
Epoch 5, step 854, loss 0.165, test 0.099
Epoch 5, step 855, loss 0.218, test 0.099
Epoch 5, step 856, loss 0.028, test 0.098
Epoch 5, step 857, loss 0.101, test 0.097
Epoch 5, step 858, loss 0.227, test 0.094
Epoch 5, step 859, loss 0.791, test 0.094
Epoch 5, step 860, loss 0.039, test 0.095
Epoch 5, step 861, loss 0.360, test 0.092
Epoch 5, step 862, loss 0.084, test 0.092
Epoch 5, step 863, loss 0.036, test 0.090
Epoch 5, step 864, loss 0.062, test 0.090
Epoch 5, step 865, loss 0.126, test 0.091
Epoch 5, step 866, loss 0.007, test 0.091
Epoch 5, step 867, loss 0.010, test 0.091
Epoch 5, step 868, loss 0.204, test 0.091
Epoch 5, step 869, loss 0.001, test 0.091
Epoch 5, step 870, loss 0.102, test 0.088
Epoch 5, step 871, loss 0.145, test 0.090
Epoch 5, step 872, loss 0.118, test 0.095
Epoch 5, step 873, loss 0.011, test 0.097
Epoch 5, step 874, loss 0.119, test 0.097
Epoch 5, step 875, loss 0.830, test 0.093
Epoch 5, step 876, loss 0.222, test 0.092
Epoch 5, step 877, loss 0.004, test 0.091
Epoch 5, step 878, loss 0.000, test 0.091
Epoch 5, step 879, loss 0.001, test 0.091
Epoch 5, step 880, loss 0.153, test 0.091
Epoch 5, step 881, loss 0.002, test 0.091
Epoch 5, step 882, loss 0.074, test 0.092
Epoch 5, step 883, loss 0.351, test 0.094
Epoch 5, step 884, loss 0.443, test 0.096
Epoch 5, step 885, loss 0.290, test 0.095
Epoch 5, step 886, loss 0.067, test 0.095
Epoch 5, step 887, loss 0.025, test 0.093
Epoch 5, step 888, loss 0.066, test 0.092
Epoch 5, step 889, loss 0.009, test 0.092
Epoch 5, step 890, loss 0.096, test 0.091
Epoch 5, step 891, loss 0.514, test 0.092
Epoch 5, step 892, loss 0.007, test 0.092
Epoch 5, step 893, loss 0.042, test 0.090
Epoch 5, step 894, loss 0.037, test 0.091
Epoch 5, step 895, loss 0.004, test 0.091
Epoch 5, step 896, loss 0.026, test 0.091
Epoch 5, step 897, loss 0.785, test 0.090
Epoch 5, step 898, loss 0.022, test 0.090
Epoch 5, step 899, loss 0.060, test 0.091
Epoch 5, step 900, loss 0.005, test 0.091
Epoch 5, step 901, loss 0.002, test 0.091
Epoch 5, step 902, loss 0.114, test 0.091
Epoch 5, step 903, loss 0.673, test 0.093
Epoch 5, step 904, loss 0.056, test 0.093
Epoch 5, step 905, loss 0.439, test 0.101
Epoch 5, step 906, loss 0.072, test 0.100
Epoch 5, step 907, loss 0.320, test 0.118
Epoch 5, step 908, loss 0.061, test 0.118
Epoch 5, step 909, loss 0.158, test 0.109
Epoch 5, step 910, loss 0.446, test 0.119
Epoch 5, step 911, loss 0.438, test 0.105
Epoch 5, step 912, loss 0.002, test 0.103
Epoch 5, step 913, loss 0.012, test 0.102
Epoch 5, step 914, loss 0.520, test 0.091
Epoch 5, step 915, loss 0.044, test 0.089
Epoch 5, step 916, loss 0.014, test 0.089
Epoch 5, step 917, loss 0.054, test 0.087
Epoch 5, step 918, loss 0.065, test 0.086
Epoch 5, step 919, loss 0.100, test 0.085
Epoch 5, step 920, loss 0.043, test 0.085
Epoch 5, step 921, loss 0.010, test 0.084
Epoch 5, step 922, loss 0.017, test 0.086
Epoch 5, step 923, loss 0.150, test 0.087
Epoch 5, step 924, loss 0.012, test 0.087
Epoch 5, step 925, loss 0.074, test 0.090
Epoch 5, step 926, loss 0.024, test 0.090
Epoch 5, step 927, loss 0.255, test 0.089
Epoch 5, step 928, loss 0.376, test 0.087
Epoch 5, step 929, loss 0.028, test 0.088
Epoch 5, step 930, loss 0.186, test 0.087
Epoch 5, step 931, loss 0.165, test 0.087
Epoch 5, step 932, loss 0.065, test 0.087
Epoch 5, step 933, loss 0.152, test 0.087
Epoch 5, step 934, loss 0.014, test 0.087
Epoch 5, step 935, loss 0.059, test 0.087
Epoch 5, step 936, loss 0.057, test 0.086
Epoch 5, step 937, loss 0.113, test 0.086
Epoch 5, step 938, loss 0.196, test 0.086
Epoch 5, step 939, loss 0.002, test 0.086
Epoch 5, step 940, loss 0.000, test 0.086
Epoch 5, step 941, loss 0.014, test 0.086
Epoch 5, step 942, loss 0.302, test 0.086
Epoch 5, step 943, loss 0.085, test 0.086
Epoch 5, step 944, loss 0.152, test 0.086
Epoch 5, step 945, loss 0.381, test 0.086
Epoch 5, step 946, loss 0.119, test 0.087
Epoch 5, step 947, loss 0.131, test 0.087
Epoch 5, step 948, loss 0.003, test 0.087
Epoch 5, step 949, loss 0.035, test 0.087
Epoch 5, step 950, loss 0.007, test 0.087
Epoch 5, step 951, loss 0.082, test 0.089
Epoch 5, step 952, loss 0.005, test 0.090
Epoch 5, step 953, loss 0.215, test 0.091
Epoch 5, step 954, loss 0.031, test 0.092
Epoch 5, step 955, loss 0.055, test 0.092
Epoch 5, step 956, loss 0.338, test 0.090
Epoch 5, step 957, loss 0.000, test 0.090
Epoch 5, step 958, loss 0.017, test 0.090
Epoch 5, step 959, loss 0.484, test 0.096
Epoch 5, step 960, loss 0.076, test 0.096
Epoch 5, step 961, loss 0.001, test 0.096
Epoch 5, step 962, loss 0.006, test 0.097
Epoch 5, step 963, loss 0.161, test 0.098
Epoch 5, step 964, loss 0.035, test 0.099
Epoch 5, step 965, loss 0.040, test 0.100
Epoch 5, step 966, loss 0.195, test 0.100
Epoch 5, step 967, loss 0.002, test 0.100
Epoch 5, step 968, loss 0.313, test 0.098
Epoch 5, step 969, loss 0.775, test 0.092
Epoch 5, step 970, loss 0.151, test 0.092
Epoch 5, step 971, loss 0.029, test 0.092
Epoch 5, step 972, loss 0.364, test 0.093
Epoch 5, step 973, loss 0.383, test 0.092
Epoch 5, step 974, loss 0.028, test 0.093
Epoch 5, step 975, loss 0.000, test 0.093
Epoch 5, step 976, loss 0.017, test 0.093
Epoch 5, step 977, loss 0.019, test 0.093
Epoch 5, step 978, loss 0.050, test 0.091
Epoch 5, step 979, loss 0.001, test 0.091
Epoch 5, step 980, loss 0.106, test 0.089
Epoch 5, step 981, loss 0.072, test 0.089
Epoch 5, step 982, loss 0.010, test 0.089
Epoch 5, step 983, loss 0.059, test 0.089
Epoch 5, step 984, loss 0.132, test 0.089
Epoch 5, step 985, loss 0.345, test 0.088
Epoch 5, step 986, loss 0.014, test 0.088
Epoch 5, step 987, loss 0.000, test 0.088
Epoch 5, step 988, loss 0.145, test 0.089
Epoch 5, step 989, loss 0.379, test 0.087
Epoch 5, step 990, loss 0.012, test 0.086
Epoch 5, step 991, loss 0.180, test 0.086
Epoch 5, step 992, loss 0.014, test 0.085
Epoch 5, step 993, loss 0.088, test 0.085
Epoch 5, step 994, loss 0.263, test 0.086
Epoch 5, step 995, loss 0.131, test 0.086
Epoch 5, step 996, loss 0.321, test 0.086
Epoch 5, step 997, loss 0.161, test 0.086
Epoch 5, step 998, loss 0.014, test 0.086
Epoch 5, step 999, loss 0.068, test 0.086
Epoch 6, step 0, loss 0.001, test 0.086
Epoch 6, step 1, loss 0.127, test 0.086
Epoch 6, step 2, loss 0.100, test 0.086
Epoch 6, step 3, loss 0.502, test 0.085
Epoch 6, step 4, loss 0.005, test 0.085
Epoch 6, step 5, loss 0.019, test 0.086
Epoch 6, step 6, loss 0.003, test 0.087
Epoch 6, step 7, loss 0.008, test 0.087
Epoch 6, step 8, loss 0.068, test 0.087
Epoch 6, step 9, loss 0.037, test 0.086
Epoch 6, step 10, loss 0.018, test 0.086
Epoch 6, step 11, loss 0.230, test 0.085
Epoch 6, step 12, loss 0.171, test 0.085
Epoch 6, step 13, loss 0.020, test 0.085
Epoch 6, step 14, loss 0.306, test 0.086
Epoch 6, step 15, loss 0.090, test 0.086
Epoch 6, step 16, loss 0.018, test 0.086
Epoch 6, step 17, loss 0.002, test 0.086
Epoch 6, step 18, loss 0.283, test 0.086
Epoch 6, step 19, loss 0.175, test 0.086
Epoch 6, step 20, loss 0.225, test 0.086
Epoch 6, step 21, loss 0.030, test 0.086
Epoch 6, step 22, loss 0.252, test 0.086
Epoch 6, step 23, loss 0.000, test 0.086
Epoch 6, step 24, loss 0.004, test 0.086
Epoch 6, step 25, loss 0.219, test 0.085
Epoch 6, step 26, loss 0.118, test 0.085
Epoch 6, step 27, loss 0.125, test 0.085
Epoch 6, step 28, loss 0.059, test 0.085
Epoch 6, step 29, loss 0.219, test 0.085
Epoch 6, step 30, loss 0.061, test 0.085
Epoch 6, step 31, loss 0.150, test 0.086
Epoch 6, step 32, loss 0.059, test 0.087
Epoch 6, step 33, loss 0.150, test 0.087
Epoch 6, step 34, loss 0.020, test 0.087
Epoch 6, step 35, loss 0.091, test 0.088
Epoch 6, step 36, loss 0.028, test 0.088
Epoch 6, step 37, loss 0.070, test 0.087
Epoch 6, step 38, loss 0.353, test 0.087
Epoch 6, step 39, loss 0.113, test 0.087
Epoch 6, step 40, loss 0.402, test 0.087
Epoch 6, step 41, loss 0.043, test 0.087
Epoch 6, step 42, loss 0.323, test 0.087
Epoch 6, step 43, loss 0.232, test 0.088
Epoch 6, step 44, loss 1.197, test 0.086
Epoch 6, step 45, loss 0.259, test 0.087
Epoch 6, step 46, loss 0.103, test 0.086
Epoch 6, step 47, loss 0.316, test 0.085
Epoch 6, step 48, loss 0.018, test 0.085
Epoch 6, step 49, loss 0.256, test 0.085
Epoch 6, step 50, loss 0.041, test 0.084
Epoch 6, step 51, loss 1.037, test 0.083
Epoch 6, step 52, loss 0.318, test 0.084
Epoch 6, step 53, loss 0.316, test 0.086
Epoch 6, step 54, loss 0.004, test 0.086
Epoch 6, step 55, loss 0.001, test 0.086
Epoch 6, step 56, loss 0.000, test 0.086
Epoch 6, step 57, loss 0.017, test 0.086
Epoch 6, step 58, loss 0.028, test 0.088
Epoch 6, step 59, loss 0.137, test 0.086
Epoch 6, step 60, loss 0.595, test 0.085
Epoch 6, step 61, loss 0.161, test 0.085
Epoch 6, step 62, loss 0.005, test 0.084
Epoch 6, step 63, loss 0.049, test 0.085
Epoch 6, step 64, loss 0.000, test 0.085
Epoch 6, step 65, loss 0.097, test 0.085
Epoch 6, step 66, loss 0.020, test 0.085
Epoch 6, step 67, loss 0.008, test 0.085
Epoch 6, step 68, loss 0.170, test 0.085
Epoch 6, step 69, loss 0.047, test 0.085
Epoch 6, step 70, loss 0.772, test 0.082
Epoch 6, step 71, loss 0.116, test 0.083
Epoch 6, step 72, loss 0.271, test 0.084
Epoch 6, step 73, loss 0.014, test 0.085
Epoch 6, step 74, loss 0.006, test 0.085
Epoch 6, step 75, loss 0.001, test 0.085
Epoch 6, step 76, loss 0.062, test 0.085
Epoch 6, step 77, loss 0.253, test 0.084
Epoch 6, step 78, loss 0.178, test 0.084
Epoch 6, step 79, loss 0.123, test 0.085
Epoch 6, step 80, loss 0.025, test 0.085
Epoch 6, step 81, loss 0.065, test 0.084
Epoch 6, step 82, loss 0.001, test 0.084
Epoch 6, step 83, loss 0.316, test 0.084
Epoch 6, step 84, loss 0.378, test 0.084
Epoch 6, step 85, loss 0.016, test 0.084
Epoch 6, step 86, loss 0.020, test 0.084
Epoch 6, step 87, loss 0.551, test 0.084
Epoch 6, step 88, loss 0.172, test 0.083
Epoch 6, step 89, loss 0.018, test 0.084
Epoch 6, step 90, loss 0.011, test 0.084
Epoch 6, step 91, loss 0.071, test 0.084
Epoch 6, step 92, loss 0.007, test 0.084
Epoch 6, step 93, loss 0.301, test 0.084
Epoch 6, step 94, loss 0.088, test 0.085
Epoch 6, step 95, loss 0.000, test 0.085
Epoch 6, step 96, loss 0.251, test 0.086
Epoch 6, step 97, loss 0.182, test 0.087
Epoch 6, step 98, loss 0.039, test 0.087
Epoch 6, step 99, loss 0.090, test 0.087
Epoch 6, step 100, loss 0.015, test 0.088
Epoch 6, step 101, loss 1.141, test 0.089
Epoch 6, step 102, loss 0.831, test 0.086
Epoch 6, step 103, loss 0.034, test 0.085
Epoch 6, step 104, loss 0.003, test 0.085
Epoch 6, step 105, loss 0.139, test 0.084
Epoch 6, step 106, loss 0.572, test 0.082
Epoch 6, step 107, loss 0.303, test 0.082
Epoch 6, step 108, loss 0.138, test 0.082
Epoch 6, step 109, loss 0.086, test 0.082
Epoch 6, step 110, loss 0.002, test 0.082
Epoch 6, step 111, loss 0.299, test 0.086
Epoch 6, step 112, loss 0.000, test 0.089
Epoch 6, step 113, loss 0.858, test 0.080
Epoch 6, step 114, loss 0.085, test 0.079
Epoch 6, step 115, loss 0.370, test 0.079
Epoch 6, step 116, loss 0.167, test 0.079
Epoch 6, step 117, loss 0.001, test 0.079
Epoch 6, step 118, loss 0.171, test 0.081
Epoch 6, step 119, loss 0.046, test 0.081
Epoch 6, step 120, loss 0.003, test 0.081
Epoch 6, step 121, loss 0.161, test 0.081
Epoch 6, step 122, loss 0.017, test 0.081
Epoch 6, step 123, loss 0.001, test 0.081
Epoch 6, step 124, loss 0.106, test 0.081
Epoch 6, step 125, loss 0.116, test 0.081
Epoch 6, step 126, loss 0.176, test 0.081
Epoch 6, step 127, loss 0.080, test 0.081
Epoch 6, step 128, loss 0.006, test 0.081
Epoch 6, step 129, loss 0.258, test 0.085
Epoch 6, step 130, loss 0.097, test 0.085
Epoch 6, step 131, loss 0.013, test 0.085
Epoch 6, step 132, loss 0.005, test 0.085
Epoch 6, step 133, loss 0.157, test 0.085
Epoch 6, step 134, loss 0.003, test 0.085
Epoch 6, step 135, loss 0.000, test 0.085
Epoch 6, step 136, loss 0.049, test 0.084
Epoch 6, step 137, loss 0.038, test 0.084
Epoch 6, step 138, loss 0.213, test 0.084
Epoch 6, step 139, loss 0.072, test 0.085
Epoch 6, step 140, loss 0.128, test 0.086
Epoch 6, step 141, loss 0.085, test 0.087
Epoch 6, step 142, loss 0.033, test 0.088
Epoch 6, step 143, loss 0.053, test 0.087
Epoch 6, step 144, loss 0.342, test 0.087
Epoch 6, step 145, loss 0.078, test 0.088
Epoch 6, step 146, loss 0.086, test 0.088
Epoch 6, step 147, loss 0.026, test 0.086
Epoch 6, step 148, loss 0.028, test 0.086
Epoch 6, step 149, loss 0.066, test 0.086
Epoch 6, step 150, loss 0.006, test 0.086
Epoch 6, step 151, loss 0.214, test 0.086
Epoch 6, step 152, loss 0.001, test 0.086
Epoch 6, step 153, loss 0.038, test 0.088
Epoch 6, step 154, loss 0.005, test 0.088
Epoch 6, step 155, loss 0.050, test 0.091
Epoch 6, step 156, loss 0.742, test 0.090
Epoch 6, step 157, loss 0.080, test 0.087
Epoch 6, step 158, loss 0.007, test 0.087
Epoch 6, step 159, loss 0.284, test 0.087
Epoch 6, step 160, loss 0.316, test 0.085
Epoch 6, step 161, loss 0.189, test 0.085
Epoch 6, step 162, loss 0.085, test 0.086
Epoch 6, step 163, loss 0.002, test 0.087
Epoch 6, step 164, loss 0.044, test 0.087
Epoch 6, step 165, loss 0.063, test 0.088
Epoch 6, step 166, loss 0.012, test 0.088
Epoch 6, step 167, loss 0.141, test 0.090
Epoch 6, step 168, loss 0.033, test 0.090
Epoch 6, step 169, loss 0.005, test 0.090
Epoch 6, step 170, loss 0.052, test 0.090
Epoch 6, step 171, loss 0.000, test 0.090
Epoch 6, step 172, loss 0.048, test 0.089
Epoch 6, step 173, loss 0.000, test 0.089
Epoch 6, step 174, loss 0.013, test 0.089
Epoch 6, step 175, loss 0.011, test 0.089
Epoch 6, step 176, loss 0.315, test 0.087
Epoch 6, step 177, loss 0.050, test 0.086
Epoch 6, step 178, loss 0.361, test 0.086
Epoch 6, step 179, loss 0.038, test 0.086
Epoch 6, step 180, loss 0.004, test 0.086
Epoch 6, step 181, loss 0.182, test 0.085
Epoch 6, step 182, loss 0.099, test 0.085
Epoch 6, step 183, loss 0.076, test 0.085
Epoch 6, step 184, loss 0.070, test 0.084
Epoch 6, step 185, loss 0.078, test 0.083
Epoch 6, step 186, loss 0.162, test 0.083
Epoch 6, step 187, loss 0.078, test 0.083
Epoch 6, step 188, loss 0.002, test 0.083
Epoch 6, step 189, loss 0.219, test 0.083
Epoch 6, step 190, loss 0.144, test 0.083
Epoch 6, step 191, loss 0.066, test 0.083
Epoch 6, step 192, loss 0.051, test 0.083
Epoch 6, step 193, loss 0.002, test 0.083
Epoch 6, step 194, loss 0.955, test 0.086
Epoch 6, step 195, loss 0.002, test 0.087
Epoch 6, step 196, loss 0.002, test 0.087
Epoch 6, step 197, loss 0.023, test 0.087
Epoch 6, step 198, loss 0.130, test 0.088
Epoch 6, step 199, loss 0.292, test 0.088
Epoch 6, step 200, loss 0.725, test 0.087
Epoch 6, step 201, loss 0.159, test 0.089
Epoch 6, step 202, loss 0.021, test 0.089
Epoch 6, step 203, loss 0.185, test 0.090
Epoch 6, step 204, loss 0.037, test 0.090
Epoch 6, step 205, loss 0.001, test 0.090
Epoch 6, step 206, loss 0.022, test 0.090
Epoch 6, step 207, loss 0.013, test 0.090
Epoch 6, step 208, loss 0.002, test 0.090
Epoch 6, step 209, loss 0.177, test 0.091
Epoch 6, step 210, loss 0.002, test 0.091
Epoch 6, step 211, loss 0.004, test 0.091
Epoch 6, step 212, loss 0.166, test 0.091
Epoch 6, step 213, loss 0.314, test 0.092
Epoch 6, step 214, loss 0.023, test 0.092
Epoch 6, step 215, loss 0.364, test 0.092
Epoch 6, step 216, loss 0.009, test 0.092
Epoch 6, step 217, loss 0.614, test 0.082
Epoch 6, step 218, loss 0.015, test 0.082
Epoch 6, step 219, loss 0.014, test 0.082
Epoch 6, step 220, loss 0.024, test 0.082
Epoch 6, step 221, loss 0.006, test 0.082
Epoch 6, step 222, loss 1.388, test 0.086
Epoch 6, step 223, loss 0.093, test 0.087
Epoch 6, step 224, loss 0.065, test 0.088
Epoch 6, step 225, loss 0.166, test 0.088
Epoch 6, step 226, loss 0.004, test 0.088
Epoch 6, step 227, loss 0.147, test 0.089
Epoch 6, step 228, loss 0.158, test 0.087
Epoch 6, step 229, loss 0.049, test 0.087
Epoch 6, step 230, loss 0.326, test 0.087
Epoch 6, step 231, loss 0.139, test 0.087
Epoch 6, step 232, loss 0.011, test 0.086
Epoch 6, step 233, loss 0.003, test 0.086
Epoch 6, step 234, loss 0.211, test 0.084
Epoch 6, step 235, loss 0.204, test 0.082
Epoch 6, step 236, loss 0.128, test 0.082
Epoch 6, step 237, loss 0.220, test 0.082
Epoch 6, step 238, loss 0.029, test 0.081
Epoch 6, step 239, loss 0.251, test 0.082
Epoch 6, step 240, loss 0.000, test 0.082
Epoch 6, step 241, loss 0.017, test 0.082
Epoch 6, step 242, loss 0.607, test 0.082
Epoch 6, step 243, loss 0.235, test 0.083
Epoch 6, step 244, loss 0.008, test 0.083
Epoch 6, step 245, loss 0.204, test 0.084
Epoch 6, step 246, loss 0.303, test 0.084
Epoch 6, step 247, loss 0.007, test 0.084
Epoch 6, step 248, loss 0.000, test 0.084
Epoch 6, step 249, loss 0.152, test 0.084
Epoch 6, step 250, loss 0.008, test 0.084
Epoch 6, step 251, loss 0.000, test 0.084
Epoch 6, step 252, loss 0.303, test 0.084
Epoch 6, step 253, loss 0.142, test 0.085
Epoch 6, step 254, loss 0.008, test 0.086
Epoch 6, step 255, loss 0.062, test 0.086
Epoch 6, step 256, loss 0.374, test 0.087
Epoch 6, step 257, loss 0.005, test 0.087
Epoch 6, step 258, loss 0.139, test 0.085
Epoch 6, step 259, loss 0.181, test 0.084
Epoch 6, step 260, loss 0.051, test 0.085
Epoch 6, step 261, loss 0.101, test 0.084
Epoch 6, step 262, loss 0.023, test 0.084
Epoch 6, step 263, loss 0.116, test 0.083
Epoch 6, step 264, loss 0.001, test 0.083
Epoch 6, step 265, loss 0.000, test 0.083
Epoch 6, step 266, loss 0.012, test 0.083
Epoch 6, step 267, loss 0.554, test 0.084
Epoch 6, step 268, loss 0.021, test 0.084
Epoch 6, step 269, loss 0.176, test 0.084
Epoch 6, step 270, loss 0.054, test 0.084
Epoch 6, step 271, loss 0.459, test 0.086
Epoch 6, step 272, loss 0.002, test 0.086
Epoch 6, step 273, loss 0.183, test 0.093
Epoch 6, step 274, loss 0.049, test 0.096
Epoch 6, step 275, loss 0.003, test 0.097
Epoch 6, step 276, loss 0.123, test 0.098
Epoch 6, step 277, loss 0.002, test 0.099
Epoch 6, step 278, loss 0.063, test 0.097
Epoch 6, step 279, loss 0.041, test 0.096
Epoch 6, step 280, loss 0.126, test 0.092
Epoch 6, step 281, loss 0.942, test 0.096
Epoch 6, step 282, loss 0.013, test 0.096
Epoch 6, step 283, loss 0.299, test 0.094
Epoch 6, step 284, loss 0.019, test 0.093
Epoch 6, step 285, loss 0.167, test 0.096
Epoch 6, step 286, loss 0.000, test 0.096
Epoch 6, step 287, loss 0.011, test 0.096
Epoch 6, step 288, loss 0.191, test 0.096
Epoch 6, step 289, loss 0.284, test 0.095
Epoch 6, step 290, loss 0.957, test 0.097
Epoch 6, step 291, loss 0.323, test 0.096
Epoch 6, step 292, loss 0.085, test 0.099
Epoch 6, step 293, loss 0.001, test 0.099
Epoch 6, step 294, loss 0.002, test 0.099
Epoch 6, step 295, loss 0.000, test 0.099
Epoch 6, step 296, loss 0.025, test 0.099
Epoch 6, step 297, loss 0.020, test 0.099
Epoch 6, step 298, loss 0.000, test 0.099
Epoch 6, step 299, loss 0.039, test 0.102
Epoch 6, step 300, loss 0.161, test 0.100
Epoch 6, step 301, loss 0.117, test 0.101
Epoch 6, step 302, loss 0.003, test 0.101
Epoch 6, step 303, loss 0.068, test 0.101
Epoch 6, step 304, loss 0.034, test 0.101
Epoch 6, step 305, loss 0.039, test 0.100
Epoch 6, step 306, loss 0.001, test 0.100
Epoch 6, step 307, loss 0.030, test 0.098
Epoch 6, step 308, loss 0.001, test 0.098
Epoch 6, step 309, loss 0.030, test 0.098
Epoch 6, step 310, loss 0.152, test 0.096
Epoch 6, step 311, loss 0.059, test 0.096
Epoch 6, step 312, loss 0.006, test 0.096
Epoch 6, step 313, loss 0.019, test 0.096
Epoch 6, step 314, loss 0.002, test 0.096
Epoch 6, step 315, loss 0.068, test 0.096
Epoch 6, step 316, loss 0.013, test 0.096
Epoch 6, step 317, loss 0.060, test 0.097
Epoch 6, step 318, loss 0.147, test 0.097
Epoch 6, step 319, loss 0.005, test 0.097
Epoch 6, step 320, loss 0.021, test 0.098
Epoch 6, step 321, loss 0.022, test 0.098
Epoch 6, step 322, loss 0.085, test 0.099
Epoch 6, step 323, loss 0.422, test 0.099
Epoch 6, step 324, loss 0.030, test 0.099

Epoch 6, step 325, loss 0.004, test 0.099
Epoch 6, step 326, loss 0.018, test 0.099
Epoch 6, step 327, loss 0.014, test 0.099
Epoch 6, step 328, loss 0.286, test 0.098
Epoch 6, step 329, loss 0.102, test 0.099
Epoch 6, step 330, loss 0.047, test 0.099
Epoch 6, step 331, loss 0.183, test 0.100
Epoch 6, step 332, loss 0.401, test 0.106
Epoch 6, step 333, loss 0.013, test 0.108
Epoch 6, step 334, loss 0.259, test 0.108
Epoch 6, step 335, loss 0.153, test 0.105
Epoch 6, step 336, loss 0.021, test 0.104
Epoch 6, step 337, loss 0.136, test 0.105
Epoch 6, step 338, loss 0.134, test 0.103
Epoch 6, step 339, loss 0.093, test 0.102
Epoch 6, step 340, loss 0.007, test 0.102
Epoch 6, step 341, loss 0.099, test 0.102
Epoch 6, step 342, loss 0.016, test 0.102
Epoch 6, step 343, loss 0.013, test 0.101
Epoch 6, step 344, loss 0.007, test 0.101
Epoch 6, step 345, loss 0.105, test 0.101
Epoch 6, step 346, loss 0.047, test 0.104
Epoch 6, step 347, loss 0.223, test 0.104
Epoch 6, step 348, loss 0.191, test 0.105
Epoch 6, step 349, loss 0.156, test 0.105
Epoch 6, step 350, loss 0.000, test 0.105
Epoch 6, step 351, loss 0.585, test 0.093
Epoch 6, step 352, loss 0.466, test 0.092
Epoch 6, step 353, loss 0.061, test 0.092
Epoch 6, step 354, loss 0.120, test 0.091
Epoch 6, step 355, loss 0.138, test 0.091
Epoch 6, step 356, loss 0.470, test 0.091
Epoch 6, step 357, loss 0.001, test 0.091
Epoch 6, step 358, loss 0.339, test 0.091
Epoch 6, step 359, loss 0.003, test 0.091
Epoch 6, step 360, loss 0.257, test 0.088
Epoch 6, step 361, loss 0.112, test 0.087
Epoch 6, step 362, loss 0.004, test 0.087
Epoch 6, step 363, loss 0.025, test 0.087
Epoch 6, step 364, loss 0.454, test 0.090
Epoch 6, step 365, loss 0.037, test 0.091
Epoch 6, step 366, loss 0.002, test 0.092
Epoch 6, step 367, loss 0.105, test 0.090
Epoch 6, step 368, loss 0.001, test 0.089
Epoch 6, step 369, loss 0.474, test 0.090
Epoch 6, step 370, loss 0.000, test 0.090
Epoch 6, step 371, loss 0.065, test 0.089
Epoch 6, step 372, loss 0.270, test 0.089
Epoch 6, step 373, loss 0.182, test 0.089
Epoch 6, step 374, loss 0.351, test 0.090
Epoch 6, step 375, loss 1.449, test 0.091
Epoch 6, step 376, loss 0.085, test 0.094
Epoch 6, step 377, loss 0.060, test 0.097
Epoch 6, step 378, loss 0.024, test 0.099
Epoch 6, step 379, loss 0.001, test 0.099
Epoch 6, step 380, loss 0.000, test 0.099
Epoch 6, step 381, loss 0.023, test 0.099
Epoch 6, step 382, loss 0.286, test 0.094
Epoch 6, step 383, loss 0.074, test 0.093
Epoch 6, step 384, loss 0.008, test 0.093
Epoch 6, step 385, loss 0.009, test 0.092
Epoch 6, step 386, loss 0.154, test 0.092
Epoch 6, step 387, loss 0.260, test 0.092
Epoch 6, step 388, loss 0.001, test 0.091
Epoch 6, step 389, loss 0.068, test 0.091
Epoch 6, step 390, loss 0.014, test 0.091
Epoch 6, step 391, loss 0.003, test 0.091
Epoch 6, step 392, loss 0.124, test 0.091
Epoch 6, step 393, loss 0.104, test 0.093
Epoch 6, step 394, loss 0.055, test 0.094
Epoch 6, step 395, loss 0.020, test 0.096
Epoch 6, step 396, loss 0.033, test 0.096
Epoch 6, step 397, loss 0.071, test 0.096
Epoch 6, step 398, loss 0.086, test 0.097
Epoch 6, step 399, loss 0.157, test 0.098
Epoch 6, step 400, loss 0.034, test 0.098
Epoch 6, step 401, loss 0.001, test 0.099
Epoch 6, step 402, loss 0.036, test 0.098
Epoch 6, step 403, loss 0.112, test 0.098
Epoch 6, step 404, loss 0.460, test 0.098
Epoch 6, step 405, loss 0.008, test 0.098
Epoch 6, step 406, loss 0.046, test 0.098
Epoch 6, step 407, loss 0.190, test 0.099
Epoch 6, step 408, loss 0.399, test 0.099
Epoch 6, step 409, loss 0.129, test 0.098
Epoch 6, step 410, loss 0.009, test 0.098
Epoch 6, step 411, loss 0.077, test 0.098
Epoch 6, step 412, loss 0.179, test 0.098
Epoch 6, step 413, loss 0.021, test 0.098
Epoch 6, step 414, loss 0.071, test 0.100
Epoch 6, step 415, loss 0.001, test 0.101
Epoch 6, step 416, loss 0.281, test 0.102
Epoch 6, step 417, loss 0.292, test 0.100
Epoch 6, step 418, loss 0.105, test 0.100
Epoch 6, step 419, loss 0.302, test 0.097
Epoch 6, step 420, loss 0.092, test 0.099
Epoch 6, step 421, loss 0.000, test 0.099
Epoch 6, step 422, loss 0.003, test 0.099
Epoch 6, step 423, loss 0.049, test 0.099
Epoch 6, step 424, loss 0.000, test 0.099
Epoch 6, step 425, loss 0.151, test 0.097
Epoch 6, step 426, loss 0.563, test 0.096
Epoch 6, step 427, loss 0.070, test 0.096
Epoch 6, step 428, loss 0.072, test 0.097
Epoch 6, step 429, loss 0.067, test 0.098
Epoch 6, step 430, loss 0.216, test 0.097
Epoch 6, step 431, loss 0.065, test 0.095
Epoch 6, step 432, loss 0.004, test 0.095
Epoch 6, step 433, loss 0.056, test 0.091
Epoch 6, step 434, loss 0.202, test 0.091
Epoch 6, step 435, loss 0.005, test 0.090
Epoch 6, step 436, loss 0.146, test 0.090
Epoch 6, step 437, loss 0.200, test 0.092
Epoch 6, step 438, loss 0.114, test 0.092
Epoch 6, step 439, loss 0.184, test 0.091
Epoch 6, step 440, loss 0.039, test 0.091
Epoch 6, step 441, loss 0.028, test 0.091
Epoch 6, step 442, loss 0.380, test 0.091
Epoch 6, step 443, loss 0.026, test 0.091
Epoch 6, step 444, loss 0.014, test 0.090
Epoch 6, step 445, loss 0.037, test 0.091
Epoch 6, step 446, loss 0.370, test 0.091
Epoch 6, step 447, loss 0.333, test 0.089
Epoch 6, step 448, loss 0.104, test 0.088
Epoch 6, step 449, loss 0.121, test 0.088
Epoch 6, step 450, loss 0.048, test 0.088
Epoch 6, step 451, loss 0.068, test 0.088
Epoch 6, step 452, loss 0.063, test 0.087
Epoch 6, step 453, loss 0.077, test 0.087
Epoch 6, step 454, loss 0.001, test 0.087
Epoch 6, step 455, loss 0.008, test 0.087
Epoch 6, step 456, loss 0.041, test 0.089
Epoch 6, step 457, loss 0.202, test 0.090
Epoch 6, step 458, loss 1.508, test 0.088
Epoch 6, step 459, loss 0.015, test 0.088
Epoch 6, step 460, loss 0.140, test 0.088
Epoch 6, step 461, loss 0.232, test 0.088
Epoch 6, step 462, loss 0.026, test 0.088
Epoch 6, step 463, loss 0.024, test 0.088
Epoch 6, step 464, loss 0.088, test 0.088
Epoch 6, step 465, loss 0.006, test 0.088
Epoch 6, step 466, loss 0.019, test 0.088
Epoch 6, step 467, loss 0.056, test 0.088
Epoch 6, step 468, loss 0.113, test 0.089
Epoch 6, step 469, loss 0.013, test 0.089
Epoch 6, step 470, loss 0.176, test 0.089
Epoch 6, step 471, loss 0.119, test 0.089
Epoch 6, step 472, loss 0.083, test 0.089
Epoch 6, step 473, loss 0.145, test 0.089
Epoch 6, step 474, loss 0.003, test 0.089
Epoch 6, step 475, loss 0.313, test 0.090
Epoch 6, step 476, loss 0.042, test 0.090
Epoch 6, step 477, loss 0.016, test 0.090
Epoch 6, step 478, loss 0.016, test 0.090
Epoch 6, step 479, loss 0.003, test 0.089
Epoch 6, step 480, loss 0.386, test 0.090
Epoch 6, step 481, loss 0.037, test 0.090
Epoch 6, step 482, loss 0.074, test 0.090
Epoch 6, step 483, loss 0.073, test 0.089
Epoch 6, step 484, loss 0.043, test 0.089
Epoch 6, step 485, loss 0.058, test 0.090
Epoch 6, step 486, loss 0.016, test 0.090
Epoch 6, step 487, loss 0.092, test 0.089
Epoch 6, step 488, loss 0.025, test 0.089
Epoch 6, step 489, loss 0.477, test 0.091
Epoch 6, step 490, loss 0.003, test 0.092
Epoch 6, step 491, loss 0.148, test 0.093
Epoch 6, step 492, loss 0.077, test 0.093
Epoch 6, step 493, loss 0.045, test 0.093
Epoch 6, step 494, loss 0.019, test 0.093
Epoch 6, step 495, loss 0.201, test 0.093
Epoch 6, step 496, loss 0.001, test 0.093
Epoch 6, step 497, loss 0.150, test 0.092
Epoch 6, step 498, loss 0.032, test 0.092
Epoch 6, step 499, loss 0.081, test 0.091
Epoch 6, step 500, loss 0.062, test 0.091
Epoch 6, step 501, loss 0.137, test 0.091
Epoch 6, step 502, loss 0.003, test 0.090
Epoch 6, step 503, loss 0.207, test 0.091
Epoch 6, step 504, loss 0.111, test 0.091
Epoch 6, step 505, loss 0.080, test 0.090
Epoch 6, step 506, loss 0.005, test 0.090
Epoch 6, step 507, loss 0.010, test 0.090
Epoch 6, step 508, loss 0.058, test 0.090
Epoch 6, step 509, loss 0.606, test 0.093
Epoch 6, step 510, loss 0.389, test 0.094
Epoch 6, step 511, loss 0.001, test 0.094
Epoch 6, step 512, loss 0.112, test 0.095
Epoch 6, step 513, loss 0.129, test 0.095
Epoch 6, step 514, loss 0.216, test 0.096
Epoch 6, step 515, loss 0.010, test 0.096
Epoch 6, step 516, loss 0.190, test 0.096
Epoch 6, step 517, loss 0.215, test 0.097
Epoch 6, step 518, loss 0.145, test 0.094
Epoch 6, step 519, loss 0.033, test 0.095
Epoch 6, step 520, loss 0.126, test 0.096
Epoch 6, step 521, loss 0.045, test 0.097
Epoch 6, step 522, loss 0.008, test 0.097
Epoch 6, step 523, loss 0.127, test 0.098
Epoch 6, step 524, loss 0.030, test 0.098
Epoch 6, step 525, loss 0.000, test 0.098
Epoch 6, step 526, loss 0.017, test 0.098
Epoch 6, step 527, loss 0.110, test 0.099
Epoch 6, step 528, loss 0.100, test 0.098
Epoch 6, step 529, loss 0.068, test 0.102
Epoch 6, step 530, loss 0.007, test 0.102
Epoch 6, step 531, loss 0.002, test 0.102
Epoch 6, step 532, loss 0.028, test 0.102
Epoch 6, step 533, loss 0.000, test 0.102
Epoch 6, step 534, loss 0.027, test 0.102
Epoch 6, step 535, loss 0.261, test 0.102
Epoch 6, step 536, loss 0.087, test 0.102
Epoch 6, step 537, loss 0.175, test 0.102
Epoch 6, step 538, loss 0.082, test 0.102
Epoch 6, step 539, loss 0.078, test 0.101
Epoch 6, step 540, loss 0.294, test 0.101
Epoch 6, step 541, loss 0.010, test 0.101
Epoch 6, step 542, loss 0.126, test 0.102
Epoch 6, step 543, loss 0.232, test 0.102
Epoch 6, step 544, loss 0.113, test 0.099
Epoch 6, step 545, loss 0.104, test 0.098
Epoch 6, step 546, loss 0.042, test 0.098
Epoch 6, step 547, loss 0.004, test 0.098
Epoch 6, step 548, loss 0.036, test 0.097
Epoch 6, step 549, loss 0.127, test 0.099
Epoch 6, step 550, loss 0.001, test 0.099
Epoch 6, step 551, loss 0.122, test 0.099
Epoch 6, step 552, loss 0.706, test 0.100
Epoch 6, step 553, loss 0.014, test 0.100
Epoch 6, step 554, loss 0.003, test 0.100
Epoch 6, step 555, loss 0.062, test 0.100
Epoch 6, step 556, loss 0.029, test 0.100
Epoch 6, step 557, loss 0.007, test 0.100
Epoch 6, step 558, loss 0.657, test 0.100
Epoch 6, step 559, loss 0.206, test 0.097
Epoch 6, step 560, loss 0.119, test 0.096
Epoch 6, step 561, loss 0.271, test 0.096
Epoch 6, step 562, loss 0.004, test 0.096
Epoch 6, step 563, loss 0.005, test 0.096
Epoch 6, step 564, loss 0.007, test 0.096
Epoch 6, step 565, loss 0.193, test 0.093
Epoch 6, step 566, loss 0.013, test 0.093
Epoch 6, step 567, loss 0.000, test 0.093
Epoch 6, step 568, loss 0.002, test 0.092
Epoch 6, step 569, loss 0.080, test 0.092
Epoch 6, step 570, loss 0.075, test 0.092
Epoch 6, step 571, loss 0.054, test 0.092
Epoch 6, step 572, loss 0.009, test 0.092
Epoch 6, step 573, loss 0.011, test 0.092
Epoch 6, step 574, loss 0.008, test 0.092
Epoch 6, step 575, loss 0.008, test 0.092
Epoch 6, step 576, loss 0.083, test 0.091
Epoch 6, step 577, loss 0.042, test 0.091
Epoch 6, step 578, loss 0.003, test 0.091
Epoch 6, step 579, loss 0.055, test 0.090
Epoch 6, step 580, loss 0.184, test 0.090
Epoch 6, step 581, loss 0.164, test 0.090
Epoch 6, step 582, loss 0.004, test 0.090
Epoch 6, step 583, loss 0.093, test 0.093
Epoch 6, step 584, loss 0.081, test 0.094
Epoch 6, step 585, loss 0.006, test 0.094
Epoch 6, step 586, loss 0.284, test 0.092
Epoch 6, step 587, loss 0.207, test 0.091
Epoch 6, step 588, loss 0.070, test 0.091
Epoch 6, step 589, loss 0.163, test 0.091
Epoch 6, step 590, loss 0.078, test 0.091
Epoch 6, step 591, loss 0.386, test 0.091
Epoch 6, step 592, loss 0.010, test 0.091
Epoch 6, step 593, loss 0.154, test 0.091
Epoch 6, step 594, loss 0.022, test 0.091
Epoch 6, step 595, loss 0.085, test 0.091
Epoch 6, step 596, loss 0.221, test 0.090
Epoch 6, step 597, loss 0.005, test 0.090
Epoch 6, step 598, loss 0.001, test 0.090
Epoch 6, step 599, loss 0.000, test 0.090
Epoch 6, step 600, loss 0.018, test 0.090
Epoch 6, step 601, loss 0.029, test 0.089
Epoch 6, step 602, loss 0.060, test 0.089
Epoch 6, step 603, loss 0.355, test 0.090
Epoch 6, step 604, loss 0.010, test 0.090
Epoch 6, step 605, loss 1.298, test 0.091
Epoch 6, step 606, loss 0.184, test 0.092
Epoch 6, step 607, loss 0.002, test 0.092
Epoch 6, step 608, loss 0.165, test 0.092
Epoch 6, step 609, loss 0.000, test 0.093
Epoch 6, step 610, loss 0.191, test 0.093
Epoch 6, step 611, loss 0.080, test 0.093
Epoch 6, step 612, loss 0.270, test 0.092
Epoch 6, step 613, loss 0.001, test 0.092
Epoch 6, step 614, loss 0.159, test 0.093
Epoch 6, step 615, loss 0.062, test 0.093
Epoch 6, step 616, loss 0.505, test 0.093
Epoch 6, step 617, loss 0.168, test 0.093
Epoch 6, step 618, loss 0.022, test 0.093
Epoch 6, step 619, loss 0.095, test 0.092
Epoch 6, step 620, loss 0.163, test 0.092
Epoch 6, step 621, loss 0.001, test 0.092
Epoch 6, step 622, loss 0.070, test 0.092
Epoch 6, step 623, loss 0.177, test 0.092
Epoch 6, step 624, loss 0.099, test 0.092
Epoch 6, step 625, loss 0.001, test 0.092
Epoch 6, step 626, loss 0.077, test 0.092
Epoch 6, step 627, loss 0.038, test 0.093
Epoch 6, step 628, loss 0.220, test 0.098
Epoch 6, step 629, loss 0.013, test 0.100
Epoch 6, step 630, loss 0.427, test 0.101
Epoch 6, step 631, loss 0.191, test 0.103
Epoch 6, step 632, loss 0.092, test 0.103
Epoch 6, step 633, loss 0.127, test 0.104
Epoch 6, step 634, loss 0.000, test 0.104
Epoch 6, step 635, loss 0.001, test 0.104
Epoch 6, step 636, loss 0.024, test 0.104
Epoch 6, step 637, loss 0.222, test 0.104
Epoch 6, step 638, loss 0.025, test 0.104
Epoch 6, step 639, loss 0.270, test 0.104
Epoch 6, step 640, loss 0.019, test 0.104
Epoch 6, step 641, loss 0.445, test 0.102
Epoch 6, step 642, loss 0.289, test 0.098
Epoch 6, step 643, loss 0.177, test 0.096
Epoch 6, step 644, loss 0.011, test 0.095
Epoch 6, step 645, loss 0.009, test 0.095
Epoch 6, step 646, loss 0.038, test 0.095
Epoch 6, step 647, loss 0.234, test 0.100
Epoch 6, step 648, loss 0.421, test 0.102
Epoch 6, step 649, loss 0.422, test 0.104
Epoch 6, step 650, loss 0.212, test 0.101
Epoch 6, step 651, loss 0.071, test 0.101
Epoch 6, step 652, loss 0.023, test 0.101
Epoch 6, step 653, loss 0.001, test 0.101
Epoch 6, step 654, loss 0.025, test 0.101
Epoch 6, step 655, loss 0.083, test 0.101
Epoch 6, step 656, loss 0.011, test 0.101
Epoch 6, step 657, loss 0.005, test 0.100
Epoch 6, step 658, loss 0.131, test 0.100
Epoch 6, step 659, loss 0.034, test 0.100
Epoch 6, step 660, loss 0.070, test 0.102
Epoch 6, step 661, loss 0.234, test 0.103
Epoch 6, step 662, loss 0.013, test 0.104
Epoch 6, step 663, loss 0.003, test 0.104
Epoch 6, step 664, loss 0.370, test 0.105
Epoch 6, step 665, loss 0.067, test 0.104
Epoch 6, step 666, loss 0.034, test 0.105
Epoch 6, step 667, loss 0.002, test 0.105
Epoch 6, step 668, loss 0.002, test 0.104
Epoch 6, step 669, loss 0.010, test 0.104
Epoch 6, step 670, loss 0.001, test 0.104
Epoch 6, step 671, loss 0.023, test 0.104
Epoch 6, step 672, loss 0.004, test 0.104
Epoch 6, step 673, loss 0.006, test 0.105
Epoch 6, step 674, loss 0.025, test 0.105
Epoch 6, step 675, loss 0.228, test 0.106
Epoch 6, step 676, loss 0.007, test 0.106
Epoch 6, step 677, loss 0.021, test 0.106
Epoch 6, step 678, loss 0.328, test 0.106
Epoch 6, step 679, loss 0.003, test 0.106
Epoch 6, step 680, loss 0.005, test 0.106
Epoch 6, step 681, loss 0.001, test 0.106
Epoch 6, step 682, loss 0.004, test 0.106
Epoch 6, step 683, loss 0.008, test 0.106
Epoch 6, step 684, loss 0.004, test 0.107
Epoch 6, step 685, loss 0.009, test 0.107
Epoch 6, step 686, loss 0.058, test 0.109
Epoch 6, step 687, loss 0.094, test 0.109
Epoch 6, step 688, loss 0.000, test 0.109
Epoch 6, step 689, loss 0.128, test 0.109
Epoch 6, step 690, loss 0.119, test 0.109
Epoch 6, step 691, loss 0.295, test 0.112
Epoch 6, step 692, loss 0.162, test 0.112
Epoch 6, step 693, loss 0.004, test 0.112
Epoch 6, step 694, loss 0.004, test 0.112
Epoch 6, step 695, loss 0.175, test 0.114
Epoch 6, step 696, loss 0.035, test 0.115
Epoch 6, step 697, loss 0.009, test 0.116
Epoch 6, step 698, loss 0.149, test 0.116
Epoch 6, step 699, loss 0.000, test 0.116
Epoch 6, step 700, loss 0.007, test 0.116
Epoch 6, step 701, loss 0.162, test 0.117
Epoch 6, step 702, loss 0.000, test 0.117
Epoch 6, step 703, loss 0.015, test 0.118
Epoch 6, step 704, loss 0.098, test 0.116
Epoch 6, step 705, loss 0.226, test 0.116
Epoch 6, step 706, loss 0.003, test 0.116
Epoch 6, step 707, loss 0.065, test 0.115
Epoch 6, step 708, loss 0.010, test 0.116
Epoch 6, step 709, loss 0.005, test 0.116
Epoch 6, step 710, loss 0.696, test 0.112
Epoch 6, step 711, loss 0.037, test 0.111
Epoch 6, step 712, loss 0.007, test 0.111
Epoch 6, step 713, loss 0.001, test 0.111
Epoch 6, step 714, loss 0.156, test 0.107
Epoch 6, step 715, loss 0.003, test 0.107
Epoch 6, step 716, loss 0.322, test 0.106
Epoch 6, step 717, loss 0.006, test 0.107
Epoch 6, step 718, loss 0.320, test 0.106
Epoch 6, step 719, loss 0.029, test 0.106
Epoch 6, step 720, loss 0.939, test 0.105
Epoch 6, step 721, loss 0.009, test 0.105
Epoch 6, step 722, loss 0.340, test 0.102
Epoch 6, step 723, loss 0.002, test 0.102
Epoch 6, step 724, loss 0.157, test 0.102
Epoch 6, step 725, loss 0.021, test 0.102
Epoch 6, step 726, loss 0.316, test 0.097
Epoch 6, step 727, loss 0.053, test 0.096
Epoch 6, step 728, loss 0.087, test 0.095
Epoch 6, step 729, loss 0.050, test 0.095
Epoch 6, step 730, loss 0.038, test 0.095
Epoch 6, step 731, loss 0.180, test 0.098
Epoch 6, step 732, loss 0.105, test 0.099
Epoch 6, step 733, loss 0.985, test 0.099
Epoch 6, step 734, loss 0.069, test 0.099
Epoch 6, step 735, loss 0.133, test 0.099
Epoch 6, step 736, loss 0.000, test 0.099
Epoch 6, step 737, loss 0.122, test 0.099
Epoch 6, step 738, loss 0.000, test 0.099
Epoch 6, step 739, loss 0.315, test 0.095
Epoch 6, step 740, loss 0.381, test 0.095
Epoch 6, step 741, loss 0.223, test 0.095
Epoch 6, step 742, loss 0.224, test 0.095
Epoch 6, step 743, loss 0.480, test 0.093
Epoch 6, step 744, loss 0.077, test 0.093
Epoch 6, step 745, loss 0.156, test 0.092
Epoch 6, step 746, loss 0.008, test 0.092
Epoch 6, step 747, loss 0.468, test 0.093
Epoch 6, step 748, loss 0.016, test 0.093
Epoch 6, step 749, loss 0.001, test 0.094
Epoch 6, step 750, loss 0.369, test 0.094
Epoch 6, step 751, loss 0.009, test 0.094
Epoch 6, step 752, loss 0.252, test 0.094
Epoch 6, step 753, loss 0.131, test 0.094
Epoch 6, step 754, loss 0.013, test 0.095
Epoch 6, step 755, loss 0.125, test 0.095
Epoch 6, step 756, loss 0.151, test 0.095
Epoch 6, step 757, loss 0.382, test 0.095
Epoch 6, step 758, loss 0.097, test 0.094
Epoch 6, step 759, loss 0.159, test 0.095
Epoch 6, step 760, loss 0.263, test 0.096
Epoch 6, step 761, loss 0.327, test 0.096
Epoch 6, step 762, loss 0.023, test 0.096
Epoch 6, step 763, loss 0.161, test 0.096
Epoch 6, step 764, loss 0.201, test 0.095
Epoch 6, step 765, loss 0.330, test 0.095
Epoch 6, step 766, loss 0.019, test 0.096
Epoch 6, step 767, loss 0.070, test 0.096
Epoch 6, step 768, loss 0.101, test 0.095
Epoch 6, step 769, loss 0.107, test 0.095
Epoch 6, step 770, loss 0.002, test 0.095
Epoch 6, step 771, loss 0.262, test 0.095
Epoch 6, step 772, loss 0.002, test 0.095
Epoch 6, step 773, loss 0.008, test 0.094
Epoch 6, step 774, loss 0.113, test 0.096
Epoch 6, step 775, loss 0.018, test 0.096
Epoch 6, step 776, loss 0.021, test 0.096
Epoch 6, step 777, loss 0.013, test 0.096
Epoch 6, step 778, loss 0.510, test 0.095
Epoch 6, step 779, loss 0.059, test 0.095
Epoch 6, step 780, loss 0.017, test 0.095
Epoch 6, step 781, loss 0.190, test 0.094
Epoch 6, step 782, loss 0.481, test 0.095
Epoch 6, step 783, loss 0.024, test 0.095
Epoch 6, step 784, loss 0.249, test 0.095
Epoch 6, step 785, loss 0.016, test 0.095
Epoch 6, step 786, loss 0.134, test 0.096
Epoch 6, step 787, loss 0.199, test 0.095
Epoch 6, step 788, loss 0.001, test 0.095
Epoch 6, step 789, loss 0.005, test 0.095
Epoch 6, step 790, loss 0.035, test 0.095
Epoch 6, step 791, loss 0.111, test 0.094
Epoch 6, step 792, loss 0.059, test 0.095
Epoch 6, step 793, loss 0.015, test 0.095
Epoch 6, step 794, loss 0.078, test 0.094
Epoch 6, step 795, loss 0.044, test 0.093
Epoch 6, step 796, loss 0.000, test 0.093
Epoch 6, step 797, loss 0.155, test 0.092
Epoch 6, step 798, loss 0.014, test 0.092
Epoch 6, step 799, loss 0.085, test 0.092
Epoch 6, step 800, loss 0.545, test 0.092
Epoch 6, step 801, loss 0.117, test 0.092
Epoch 6, step 802, loss 0.034, test 0.092
Epoch 6, step 803, loss 0.056, test 0.092
Epoch 6, step 804, loss 0.618, test 0.091
Epoch 6, step 805, loss 0.053, test 0.090
Epoch 6, step 806, loss 0.001, test 0.090
Epoch 6, step 807, loss 0.123, test 0.089
Epoch 6, step 808, loss 0.025, test 0.089
Epoch 6, step 809, loss 0.152, test 0.089
Epoch 6, step 810, loss 0.103, test 0.089
Epoch 6, step 811, loss 0.203, test 0.089
Epoch 6, step 812, loss 0.080, test 0.090
Epoch 6, step 813, loss 0.008, test 0.090
Epoch 6, step 814, loss 0.080, test 0.089
Epoch 6, step 815, loss 0.003, test 0.089
Epoch 6, step 816, loss 0.033, test 0.089
Epoch 6, step 817, loss 0.326, test 0.087
Epoch 6, step 818, loss 0.086, test 0.087
Epoch 6, step 819, loss 0.012, test 0.087
Epoch 6, step 820, loss 0.039, test 0.087
Epoch 6, step 821, loss 0.015, test 0.086
Epoch 6, step 822, loss 0.190, test 0.087
Epoch 6, step 823, loss 0.546, test 0.087
Epoch 6, step 824, loss 0.030, test 0.087
Epoch 6, step 825, loss 0.062, test 0.087
Epoch 6, step 826, loss 0.261, test 0.087
Epoch 6, step 827, loss 0.072, test 0.087
Epoch 6, step 828, loss 0.088, test 0.087
Epoch 6, step 829, loss 0.101, test 0.087
Epoch 6, step 830, loss 0.000, test 0.087
Epoch 6, step 831, loss 0.133, test 0.087
Epoch 6, step 832, loss 0.247, test 0.087
Epoch 6, step 833, loss 0.012, test 0.087
Epoch 6, step 834, loss 0.005, test 0.087
Epoch 6, step 835, loss 0.400, test 0.087
Epoch 6, step 836, loss 0.126, test 0.087
Epoch 6, step 837, loss 0.023, test 0.087
Epoch 6, step 838, loss 0.036, test 0.087
Epoch 6, step 839, loss 0.467, test 0.092
Epoch 6, step 840, loss 0.046, test 0.094
Epoch 6, step 841, loss 0.082, test 0.095
Epoch 6, step 842, loss 0.087, test 0.096
Epoch 6, step 843, loss 0.004, test 0.096
Epoch 6, step 844, loss 0.027, test 0.097
Epoch 6, step 845, loss 0.021, test 0.097
Epoch 6, step 846, loss 0.015, test 0.097
Epoch 6, step 847, loss 0.317, test 0.097
Epoch 6, step 848, loss 0.411, test 0.096
Epoch 6, step 849, loss 0.168, test 0.096
Epoch 6, step 850, loss 0.040, test 0.096
Epoch 6, step 851, loss 0.516, test 0.096
Epoch 6, step 852, loss 0.193, test 0.093
Epoch 6, step 853, loss 0.007, test 0.093
Epoch 6, step 854, loss 0.158, test 0.093
Epoch 6, step 855, loss 0.207, test 0.094
Epoch 6, step 856, loss 0.154, test 0.095
Epoch 6, step 857, loss 0.068, test 0.096
Epoch 6, step 858, loss 0.015, test 0.096
Epoch 6, step 859, loss 0.003, test 0.096
Epoch 6, step 860, loss 0.151, test 0.097
Epoch 6, step 861, loss 0.000, test 0.097
Epoch 6, step 862, loss 0.097, test 0.098
Epoch 6, step 863, loss 0.002, test 0.097
Epoch 6, step 864, loss 0.294, test 0.099
Epoch 6, step 865, loss 0.009, test 0.099
Epoch 6, step 866, loss 0.028, test 0.100
Epoch 6, step 867, loss 0.010, test 0.099
Epoch 6, step 868, loss 0.008, test 0.099
Epoch 6, step 869, loss 0.006, test 0.099
Epoch 6, step 870, loss 0.749, test 0.098
Epoch 6, step 871, loss 0.126, test 0.098
Epoch 6, step 872, loss 0.025, test 0.098
Epoch 6, step 873, loss 0.134, test 0.097
Epoch 6, step 874, loss 0.042, test 0.097
Epoch 6, step 875, loss 0.064, test 0.097
Epoch 6, step 876, loss 0.007, test 0.097
Epoch 6, step 877, loss 0.022, test 0.097
Epoch 6, step 878, loss 0.244, test 0.097
Epoch 6, step 879, loss 0.012, test 0.097
Epoch 6, step 880, loss 0.101, test 0.098
Epoch 6, step 881, loss 0.106, test 0.098
Epoch 6, step 882, loss 0.130, test 0.097
Epoch 6, step 883, loss 0.001, test 0.097
Epoch 6, step 884, loss 0.063, test 0.097
Epoch 6, step 885, loss 0.024, test 0.097
Epoch 6, step 886, loss 0.141, test 0.097
Epoch 6, step 887, loss 0.055, test 0.095
Epoch 6, step 888, loss 0.026, test 0.095
Epoch 6, step 889, loss 0.001, test 0.095
Epoch 6, step 890, loss 0.024, test 0.094
Epoch 6, step 891, loss 0.002, test 0.094
Epoch 6, step 892, loss 0.068, test 0.094
Epoch 6, step 893, loss 0.141, test 0.094
Epoch 6, step 894, loss 0.431, test 0.094
Epoch 6, step 895, loss 0.167, test 0.094
Epoch 6, step 896, loss 0.087, test 0.094
Epoch 6, step 897, loss 0.003, test 0.094

Epoch 6, step 898, loss 0.006, test 0.094
Epoch 6, step 899, loss 0.104, test 0.094
Epoch 6, step 900, loss 0.081, test 0.094
Epoch 6, step 901, loss 0.004, test 0.094
Epoch 6, step 902, loss 0.244, test 0.093
Epoch 6, step 903, loss 0.075, test 0.094
Epoch 6, step 904, loss 0.224, test 0.093
Epoch 6, step 905, loss 0.396, test 0.093
Epoch 6, step 906, loss 0.730, test 0.092
Epoch 6, step 907, loss 0.093, test 0.092
Epoch 6, step 908, loss 0.001, test 0.092
Epoch 6, step 909, loss 0.306, test 0.092
Epoch 6, step 910, loss 0.189, test 0.092
Epoch 6, step 911, loss 0.065, test 0.093
Epoch 6, step 912, loss 0.834, test 0.092
Epoch 6, step 913, loss 0.088, test 0.091
Epoch 6, step 914, loss 0.094, test 0.092
Epoch 6, step 915, loss 0.038, test 0.092
Epoch 6, step 916, loss 0.035, test 0.091
Epoch 6, step 917, loss 0.018, test 0.091
Epoch 6, step 918, loss 0.148, test 0.092
Epoch 6, step 919, loss 0.177, test 0.093
Epoch 6, step 920, loss 0.001, test 0.093
Epoch 6, step 921, loss 0.336, test 0.092
Epoch 6, step 922, loss 0.238, test 0.092
Epoch 6, step 923, loss 0.004, test 0.092
Epoch 6, step 924, loss 0.068, test 0.091
Epoch 6, step 925, loss 0.009, test 0.091
Epoch 6, step 926, loss 0.001, test 0.091
Epoch 6, step 927, loss 0.015, test 0.091
Epoch 6, step 928, loss 0.050, test 0.092
Epoch 6, step 929, loss 0.207, test 0.090
Epoch 6, step 930, loss 0.187, test 0.093
Epoch 6, step 931, loss 0.037, test 0.094
Epoch 6, step 932, loss 0.065, test 0.094
Epoch 6, step 933, loss 0.074, test 0.094
Epoch 6, step 934, loss 0.133, test 0.094
Epoch 6, step 935, loss 0.012, test 0.093
Epoch 6, step 936, loss 0.004, test 0.093
Epoch 6, step 937, loss 0.167, test 0.093
Epoch 6, step 938, loss 0.139, test 0.093
Epoch 6, step 939, loss 0.264, test 0.091
Epoch 6, step 940, loss 0.114, test 0.091
Epoch 6, step 941, loss 0.133, test 0.091
Epoch 6, step 942, loss 0.009, test 0.091
Epoch 6, step 943, loss 0.000, test 0.091
Epoch 6, step 944, loss 0.092, test 0.091
Epoch 6, step 945, loss 0.276, test 0.091
Epoch 6, step 946, loss 0.027, test 0.091
Epoch 6, step 947, loss 0.033, test 0.091
Epoch 6, step 948, loss 0.175, test 0.091
Epoch 6, step 949, loss 0.157, test 0.090
Epoch 6, step 950, loss 0.025, test 0.090
Epoch 6, step 951, loss 0.155, test 0.090
Epoch 6, step 952, loss 0.037, test 0.090
Epoch 6, step 953, loss 0.011, test 0.090
Epoch 6, step 954, loss 0.110, test 0.089
Epoch 6, step 955, loss 0.005, test 0.089
Epoch 6, step 956, loss 0.005, test 0.089
Epoch 6, step 957, loss 0.042, test 0.089
Epoch 6, step 958, loss 0.001, test 0.089
Epoch 6, step 959, loss 0.307, test 0.090
Epoch 6, step 960, loss 0.119, test 0.090
Epoch 6, step 961, loss 1.059, test 0.089
Epoch 6, step 962, loss 0.000, test 0.089
Epoch 6, step 963, loss 0.021, test 0.089
Epoch 6, step 964, loss 0.038, test 0.089
Epoch 6, step 965, loss 0.142, test 0.089
Epoch 6, step 966, loss 0.096, test 0.089
Epoch 6, step 967, loss 0.008, test 0.087
Epoch 6, step 968, loss 0.002, test 0.087
Epoch 6, step 969, loss 0.090, test 0.086
Epoch 6, step 970, loss 0.051, test 0.087
Epoch 6, step 971, loss 0.004, test 0.087
Epoch 6, step 972, loss 0.276, test 0.088
Epoch 6, step 973, loss 0.032, test 0.087
Epoch 6, step 974, loss 0.060, test 0.087
Epoch 6, step 975, loss 0.074, test 0.087
Epoch 6, step 976, loss 0.021, test 0.087
Epoch 6, step 977, loss 0.123, test 0.086
Epoch 6, step 978, loss 0.193, test 0.094
Epoch 6, step 979, loss 0.128, test 0.095
Epoch 6, step 980, loss 0.119, test 0.094
Epoch 6, step 981, loss 0.270, test 0.094
Epoch 6, step 982, loss 0.053, test 0.094
Epoch 6, step 983, loss 0.035, test 0.093
Epoch 6, step 984, loss 0.142, test 0.093
Epoch 6, step 985, loss 0.353, test 0.093
Epoch 6, step 986, loss 0.004, test 0.094
Epoch 6, step 987, loss 0.157, test 0.093
Epoch 6, step 988, loss 0.295, test 0.095
Epoch 6, step 989, loss 0.118, test 0.095
Epoch 6, step 990, loss 0.077, test 0.095
Epoch 6, step 991, loss 0.017, test 0.095
Epoch 6, step 992, loss 0.000, test 0.095
Epoch 6, step 993, loss 0.494, test 0.095
Epoch 6, step 994, loss 0.005, test 0.095
Epoch 6, step 995, loss 0.037, test 0.095
Epoch 6, step 996, loss 0.009, test 0.096
Epoch 6, step 997, loss 0.015, test 0.096
Epoch 6, step 998, loss 0.227, test 0.096
Epoch 6, step 999, loss 1.111, test 0.097
Epoch 7, step 0, loss 0.069, test 0.096
Epoch 7, step 1, loss 0.005, test 0.096
Epoch 7, step 2, loss 0.000, test 0.096
Epoch 7, step 3, loss 0.176, test 0.096
Epoch 7, step 4, loss 0.024, test 0.096
Epoch 7, step 5, loss 0.305, test 0.095
Epoch 7, step 6, loss 0.202, test 0.095
Epoch 7, step 7, loss 0.361, test 0.095
Epoch 7, step 8, loss 0.002, test 0.095
Epoch 7, step 9, loss 0.123, test 0.095
Epoch 7, step 10, loss 0.234, test 0.095
Epoch 7, step 11, loss 0.003, test 0.096
Epoch 7, step 12, loss 0.120, test 0.095
Epoch 7, step 13, loss 0.097, test 0.094
Epoch 7, step 14, loss 0.639, test 0.094
Epoch 7, step 15, loss 0.305, test 0.094
Epoch 7, step 16, loss 0.010, test 0.095
Epoch 7, step 17, loss 0.057, test 0.094
Epoch 7, step 18, loss 0.008, test 0.094
Epoch 7, step 19, loss 0.007, test 0.093
Epoch 7, step 20, loss 0.017, test 0.093
Epoch 7, step 21, loss 0.863, test 0.089
Epoch 7, step 22, loss 0.191, test 0.090
Epoch 7, step 23, loss 0.259, test 0.090
Epoch 7, step 24, loss 0.000, test 0.090
Epoch 7, step 25, loss 0.003, test 0.090
Epoch 7, step 26, loss 0.000, test 0.090
Epoch 7, step 27, loss 0.015, test 0.090
Epoch 7, step 28, loss 0.148, test 0.089
Epoch 7, step 29, loss 0.086, test 0.088
Epoch 7, step 30, loss 0.176, test 0.088
Epoch 7, step 31, loss 0.082, test 0.087
Epoch 7, step 32, loss 0.016, test 0.087
Epoch 7, step 33, loss 0.086, test 0.087
Epoch 7, step 34, loss 0.029, test 0.087
Epoch 7, step 35, loss 0.022, test 0.087
Epoch 7, step 36, loss 0.264, test 0.088
Epoch 7, step 37, loss 0.162, test 0.088
Epoch 7, step 38, loss 0.014, test 0.088
Epoch 7, step 39, loss 0.050, test 0.092
Epoch 7, step 40, loss 0.019, test 0.093
Epoch 7, step 41, loss 0.526, test 0.093
Epoch 7, step 42, loss 0.163, test 0.091
Epoch 7, step 43, loss 0.055, test 0.091
Epoch 7, step 44, loss 0.032, test 0.091
Epoch 7, step 45, loss 0.061, test 0.091
Epoch 7, step 46, loss 0.019, test 0.090
Epoch 7, step 47, loss 0.016, test 0.090
Epoch 7, step 48, loss 0.079, test 0.090
Epoch 7, step 49, loss 0.274, test 0.091
Epoch 7, step 50, loss 0.104, test 0.093
Epoch 7, step 51, loss 0.030, test 0.093
Epoch 7, step 52, loss 0.062, test 0.093
Epoch 7, step 53, loss 0.084, test 0.093
Epoch 7, step 54, loss 0.019, test 0.093
Epoch 7, step 55, loss 0.080, test 0.093
Epoch 7, step 56, loss 0.137, test 0.093
Epoch 7, step 57, loss 0.510, test 0.093
Epoch 7, step 58, loss 0.012, test 0.093
Epoch 7, step 59, loss 0.559, test 0.093
Epoch 7, step 60, loss 0.113, test 0.094
Epoch 7, step 61, loss 0.123, test 0.094
Epoch 7, step 62, loss 0.636, test 0.094
Epoch 7, step 63, loss 0.121, test 0.093
Epoch 7, step 64, loss 0.016, test 0.094
Epoch 7, step 65, loss 0.210, test 0.094
Epoch 7, step 66, loss 0.000, test 0.094
Epoch 7, step 67, loss 0.196, test 0.094
Epoch 7, step 68, loss 0.011, test 0.094
Epoch 7, step 69, loss 0.000, test 0.094
Epoch 7, step 70, loss 0.029, test 0.094
Epoch 7, step 71, loss 0.111, test 0.094
Epoch 7, step 72, loss 0.157, test 0.095
Epoch 7, step 73, loss 0.363, test 0.097
Epoch 7, step 74, loss 0.492, test 0.099
Epoch 7, step 75, loss 1.216, test 0.097
Epoch 7, step 76, loss 0.001, test 0.097
Epoch 7, step 77, loss 0.025, test 0.097
Epoch 7, step 78, loss 0.016, test 0.097
Epoch 7, step 79, loss 0.121, test 0.097
Epoch 7, step 80, loss 0.084, test 0.094
Epoch 7, step 81, loss 0.005, test 0.094
Epoch 7, step 82, loss 0.096, test 0.093
Epoch 7, step 83, loss 0.111, test 0.101
Epoch 7, step 84, loss 0.005, test 0.102
Epoch 7, step 85, loss 0.026, test 0.104
Epoch 7, step 86, loss 0.046, test 0.105
Epoch 7, step 87, loss 0.237, test 0.107
Epoch 7, step 88, loss 0.375, test 0.108
Epoch 7, step 89, loss 0.192, test 0.108
Epoch 7, step 90, loss 0.085, test 0.108
Epoch 7, step 91, loss 0.029, test 0.107
Epoch 7, step 92, loss 0.008, test 0.108
Epoch 7, step 93, loss 0.075, test 0.106
Epoch 7, step 94, loss 0.048, test 0.106
Epoch 7, step 95, loss 0.152, test 0.106
Epoch 7, step 96, loss 0.378, test 0.111
Epoch 7, step 97, loss 0.082, test 0.112
Epoch 7, step 98, loss 0.044, test 0.114
Epoch 7, step 99, loss 0.008, test 0.114
Epoch 7, step 100, loss 0.031, test 0.114
Epoch 7, step 101, loss 0.003, test 0.114
Epoch 7, step 102, loss 0.004, test 0.115
Epoch 7, step 103, loss 0.043, test 0.115
Epoch 7, step 104, loss 0.027, test 0.112
Epoch 7, step 105, loss 0.037, test 0.112
Epoch 7, step 106, loss 0.026, test 0.111
Epoch 7, step 107, loss 0.265, test 0.110
Epoch 7, step 108, loss 0.053, test 0.109
Epoch 7, step 109, loss 0.006, test 0.109
Epoch 7, step 110, loss 0.090, test 0.109
Epoch 7, step 111, loss 0.059, test 0.110
Epoch 7, step 112, loss 0.049, test 0.109
Epoch 7, step 113, loss 0.009, test 0.109
Epoch 7, step 114, loss 0.008, test 0.111
Epoch 7, step 115, loss 0.000, test 0.112
Epoch 7, step 116, loss 0.013, test 0.110
Epoch 7, step 117, loss 0.311, test 0.108
Epoch 7, step 118, loss 0.011, test 0.107
Epoch 7, step 119, loss 0.158, test 0.108
Epoch 7, step 120, loss 0.047, test 0.108
Epoch 7, step 121, loss 0.168, test 0.110
Epoch 7, step 122, loss 0.009, test 0.111
Epoch 7, step 123, loss 0.142, test 0.111
Epoch 7, step 124, loss 0.003, test 0.111
Epoch 7, step 125, loss 0.197, test 0.109
Epoch 7, step 126, loss 0.036, test 0.109
Epoch 7, step 127, loss 0.008, test 0.109
Epoch 7, step 128, loss 0.012, test 0.109
Epoch 7, step 129, loss 0.019, test 0.109
Epoch 7, step 130, loss 0.159, test 0.106
Epoch 7, step 131, loss 0.013, test 0.105
Epoch 7, step 132, loss 0.020, test 0.103
Epoch 7, step 133, loss 0.000, test 0.103
Epoch 7, step 134, loss 0.144, test 0.103
Epoch 7, step 135, loss 0.372, test 0.104
Epoch 7, step 136, loss 0.174, test 0.104
Epoch 7, step 137, loss 0.005, test 0.103
Epoch 7, step 138, loss 0.022, test 0.102
Epoch 7, step 139, loss 0.141, test 0.102
Epoch 7, step 140, loss 0.271, test 0.103
Epoch 7, step 141, loss 0.007, test 0.103
Epoch 7, step 142, loss 0.038, test 0.103
Epoch 7, step 143, loss 0.500, test 0.103
Epoch 7, step 144, loss 0.035, test 0.103
Epoch 7, step 145, loss 0.097, test 0.104
Epoch 7, step 146, loss 0.013, test 0.105
Epoch 7, step 147, loss 0.065, test 0.107
Epoch 7, step 148, loss 0.017, test 0.108
Epoch 7, step 149, loss 0.286, test 0.104
Epoch 7, step 150, loss 0.000, test 0.103
Epoch 7, step 151, loss 0.082, test 0.104
Epoch 7, step 152, loss 0.160, test 0.104
Epoch 7, step 153, loss 0.098, test 0.104
Epoch 7, step 154, loss 0.463, test 0.103
Epoch 7, step 155, loss 0.093, test 0.103
Epoch 7, step 156, loss 0.003, test 0.103
Epoch 7, step 157, loss 0.001, test 0.104
Epoch 7, step 158, loss 0.029, test 0.104
Epoch 7, step 159, loss 0.557, test 0.101
Epoch 7, step 160, loss 0.049, test 0.101
Epoch 7, step 161, loss 0.011, test 0.101
Epoch 7, step 162, loss 0.039, test 0.100
Epoch 7, step 163, loss 0.034, test 0.100
Epoch 7, step 164, loss 0.004, test 0.100
Epoch 7, step 165, loss 0.001, test 0.100
Epoch 7, step 166, loss 0.003, test 0.100
Epoch 7, step 167, loss 0.156, test 0.100
Epoch 7, step 168, loss 0.000, test 0.100
Epoch 7, step 169, loss 0.012, test 0.100
Epoch 7, step 170, loss 0.011, test 0.100
Epoch 7, step 171, loss 0.106, test 0.100
Epoch 7, step 172, loss 0.007, test 0.100
Epoch 7, step 173, loss 0.070, test 0.100
Epoch 7, step 174, loss 0.008, test 0.100
Epoch 7, step 175, loss 0.087, test 0.100
Epoch 7, step 176, loss 0.012, test 0.100
Epoch 7, step 177, loss 0.010, test 0.100
Epoch 7, step 178, loss 0.146, test 0.100
Epoch 7, step 179, loss 0.070, test 0.099
Epoch 7, step 180, loss 0.017, test 0.099
Epoch 7, step 181, loss 0.069, test 0.098
Epoch 7, step 182, loss 0.228, test 0.100
Epoch 7, step 183, loss 0.081, test 0.100
Epoch 7, step 184, loss 0.997, test 0.100
Epoch 7, step 185, loss 0.001, test 0.099
Epoch 7, step 186, loss 0.149, test 0.100
Epoch 7, step 187, loss 0.342, test 0.097
Epoch 7, step 188, loss 0.003, test 0.097
Epoch 7, step 189, loss 0.246, test 0.093
Epoch 7, step 190, loss 0.009, test 0.092
Epoch 7, step 191, loss 0.037, test 0.092
Epoch 7, step 192, loss 0.038, test 0.092
Epoch 7, step 193, loss 0.253, test 0.093
Epoch 7, step 194, loss 0.033, test 0.093
Epoch 7, step 195, loss 0.143, test 0.093
Epoch 7, step 196, loss 0.039, test 0.093
Epoch 7, step 197, loss 0.013, test 0.094
Epoch 7, step 198, loss 0.177, test 0.094
Epoch 7, step 199, loss 0.005, test 0.093
Epoch 7, step 200, loss 0.027, test 0.094
Epoch 7, step 201, loss 0.071, test 0.094
Epoch 7, step 202, loss 0.111, test 0.092
Epoch 7, step 203, loss 0.001, test 0.091
Epoch 7, step 204, loss 0.007, test 0.091
Epoch 7, step 205, loss 0.227, test 0.092
Epoch 7, step 206, loss 0.000, test 0.092
Epoch 7, step 207, loss 0.003, test 0.092
Epoch 7, step 208, loss 0.274, test 0.092
Epoch 7, step 209, loss 0.024, test 0.092
Epoch 7, step 210, loss 0.058, test 0.091
Epoch 7, step 211, loss 0.028, test 0.091
Epoch 7, step 212, loss 0.051, test 0.091
Epoch 7, step 213, loss 0.172, test 0.091
Epoch 7, step 214, loss 0.012, test 0.090
Epoch 7, step 215, loss 0.003, test 0.090
Epoch 7, step 216, loss 0.076, test 0.092
Epoch 7, step 217, loss 0.008, test 0.092
Epoch 7, step 218, loss 0.001, test 0.092
Epoch 7, step 219, loss 0.000, test 0.092
Epoch 7, step 220, loss 0.068, test 0.092
Epoch 7, step 221, loss 0.005, test 0.092
Epoch 7, step 222, loss 0.007, test 0.092
Epoch 7, step 223, loss 0.071, test 0.093
Epoch 7, step 224, loss 0.056, test 0.093
Epoch 7, step 225, loss 0.243, test 0.093
Epoch 7, step 226, loss 0.057, test 0.093
Epoch 7, step 227, loss 0.015, test 0.093
Epoch 7, step 228, loss 0.391, test 0.093
Epoch 7, step 229, loss 0.331, test 0.093
Epoch 7, step 230, loss 0.147, test 0.093
Epoch 7, step 231, loss 0.041, test 0.094
Epoch 7, step 232, loss 0.224, test 0.091
Epoch 7, step 233, loss 0.002, test 0.091
Epoch 7, step 234, loss 0.003, test 0.091
Epoch 7, step 235, loss 0.003, test 0.091
Epoch 7, step 236, loss 0.029, test 0.091
Epoch 7, step 237, loss 0.034, test 0.091
Epoch 7, step 238, loss 0.020, test 0.091
Epoch 7, step 239, loss 0.120, test 0.090
Epoch 7, step 240, loss 0.095, test 0.090
Epoch 7, step 241, loss 0.002, test 0.090
Epoch 7, step 242, loss 0.010, test 0.089
Epoch 7, step 243, loss 0.098, test 0.089
Epoch 7, step 244, loss 0.021, test 0.089
Epoch 7, step 245, loss 0.135, test 0.089
Epoch 7, step 246, loss 0.000, test 0.089
Epoch 7, step 247, loss 0.009, test 0.089
Epoch 7, step 248, loss 0.309, test 0.089
Epoch 7, step 249, loss 0.116, test 0.089
Epoch 7, step 250, loss 0.012, test 0.089
Epoch 7, step 251, loss 0.256, test 0.089
Epoch 7, step 252, loss 0.130, test 0.089
Epoch 7, step 253, loss 0.022, test 0.089
Epoch 7, step 254, loss 0.413, test 0.089
Epoch 7, step 255, loss 0.054, test 0.089
Epoch 7, step 256, loss 0.002, test 0.089
Epoch 7, step 257, loss 0.000, test 0.089
Epoch 7, step 258, loss 0.000, test 0.089
Epoch 7, step 259, loss 0.028, test 0.089
Epoch 7, step 260, loss 0.026, test 0.089
Epoch 7, step 261, loss 0.048, test 0.089
Epoch 7, step 262, loss 0.044, test 0.089
Epoch 7, step 263, loss 0.066, test 0.089
Epoch 7, step 264, loss 0.037, test 0.089
Epoch 7, step 265, loss 0.003, test 0.089
Epoch 7, step 266, loss 0.072, test 0.089
Epoch 7, step 267, loss 0.064, test 0.089
Epoch 7, step 268, loss 0.312, test 0.089
Epoch 7, step 269, loss 0.005, test 0.089
Epoch 7, step 270, loss 0.094, test 0.089
Epoch 7, step 271, loss 0.000, test 0.089
Epoch 7, step 272, loss 0.045, test 0.090
Epoch 7, step 273, loss 0.011, test 0.090
Epoch 7, step 274, loss 0.071, test 0.089
Epoch 7, step 275, loss 0.003, test 0.089
Epoch 7, step 276, loss 0.014, test 0.089
Epoch 7, step 277, loss 0.066, test 0.089
Epoch 7, step 278, loss 0.243, test 0.091
Epoch 7, step 279, loss 0.030, test 0.091
Epoch 7, step 280, loss 0.168, test 0.091
Epoch 7, step 281, loss 0.179, test 0.091
Epoch 7, step 282, loss 0.016, test 0.091
Epoch 7, step 283, loss 0.061, test 0.091
Epoch 7, step 284, loss 0.378, test 0.091
Epoch 7, step 285, loss 0.015, test 0.091
Epoch 7, step 286, loss 0.069, test 0.092
Epoch 7, step 287, loss 0.026, test 0.092
Epoch 7, step 288, loss 0.008, test 0.092
Epoch 7, step 289, loss 0.165, test 0.092
Epoch 7, step 290, loss 0.014, test 0.092
Epoch 7, step 291, loss 0.031, test 0.092
Epoch 7, step 292, loss 0.413, test 0.091
Epoch 7, step 293, loss 0.081, test 0.091
Epoch 7, step 294, loss 0.139, test 0.092
Epoch 7, step 295, loss 0.198, test 0.092
Epoch 7, step 296, loss 0.086, test 0.092
Epoch 7, step 297, loss 0.032, test 0.093
Epoch 7, step 298, loss 0.000, test 0.093
Epoch 7, step 299, loss 0.117, test 0.092
Epoch 7, step 300, loss 0.027, test 0.092
Epoch 7, step 301, loss 0.007, test 0.092
Epoch 7, step 302, loss 0.148, test 0.092
Epoch 7, step 303, loss 0.141, test 0.092
Epoch 7, step 304, loss 0.214, test 0.093
Epoch 7, step 305, loss 0.003, test 0.093
Epoch 7, step 306, loss 0.000, test 0.093
Epoch 7, step 307, loss 0.070, test 0.093
Epoch 7, step 308, loss 0.053, test 0.093
Epoch 7, step 309, loss 0.031, test 0.092
Epoch 7, step 310, loss 0.014, test 0.093
Epoch 7, step 311, loss 0.035, test 0.093
Epoch 7, step 312, loss 0.018, test 0.092
Epoch 7, step 313, loss 0.351, test 0.093
Epoch 7, step 314, loss 0.035, test 0.093
Epoch 7, step 315, loss 0.046, test 0.093
Epoch 7, step 316, loss 0.000, test 0.093
Epoch 7, step 317, loss 0.000, test 0.093
Epoch 7, step 318, loss 0.099, test 0.092
Epoch 7, step 319, loss 0.057, test 0.092
Epoch 7, step 320, loss 0.384, test 0.091
Epoch 7, step 321, loss 0.226, test 0.089
Epoch 7, step 322, loss 0.004, test 0.089
Epoch 7, step 323, loss 0.004, test 0.089
Epoch 7, step 324, loss 0.085, test 0.089
Epoch 7, step 325, loss 0.270, test 0.088
Epoch 7, step 326, loss 0.006, test 0.087
Epoch 7, step 327, loss 0.094, test 0.088
Epoch 7, step 328, loss 0.099, test 0.088
Epoch 7, step 329, loss 0.034, test 0.088
Epoch 7, step 330, loss 0.504, test 0.087
Epoch 7, step 331, loss 0.025, test 0.087
Epoch 7, step 332, loss 0.020, test 0.087
Epoch 7, step 333, loss 0.001, test 0.087
Epoch 7, step 334, loss 0.499, test 0.088
Epoch 7, step 335, loss 0.029, test 0.088
Epoch 7, step 336, loss 0.244, test 0.088
Epoch 7, step 337, loss 0.001, test 0.088
Epoch 7, step 338, loss 0.441, test 0.099
Epoch 7, step 339, loss 0.013, test 0.101
Epoch 7, step 340, loss 0.181, test 0.102
Epoch 7, step 341, loss 0.414, test 0.104
Epoch 7, step 342, loss 0.239, test 0.104
Epoch 7, step 343, loss 0.044, test 0.104
Epoch 7, step 344, loss 0.006, test 0.104
Epoch 7, step 345, loss 0.024, test 0.104
Epoch 7, step 346, loss 0.075, test 0.103
Epoch 7, step 347, loss 0.195, test 0.102
Epoch 7, step 348, loss 0.273, test 0.101
Epoch 7, step 349, loss 0.123, test 0.100
Epoch 7, step 350, loss 0.156, test 0.100
Epoch 7, step 351, loss 0.065, test 0.100
Epoch 7, step 352, loss 0.022, test 0.100
Epoch 7, step 353, loss 0.001, test 0.100
Epoch 7, step 354, loss 0.217, test 0.101
Epoch 7, step 355, loss 0.031, test 0.102
Epoch 7, step 356, loss 0.041, test 0.103
Epoch 7, step 357, loss 0.081, test 0.104
Epoch 7, step 358, loss 0.302, test 0.103
Epoch 7, step 359, loss 0.572, test 0.100
Epoch 7, step 360, loss 0.004, test 0.099
Epoch 7, step 361, loss 0.069, test 0.099
Epoch 7, step 362, loss 0.169, test 0.101
Epoch 7, step 363, loss 0.271, test 0.100
Epoch 7, step 364, loss 0.094, test 0.100
Epoch 7, step 365, loss 0.000, test 0.100
Epoch 7, step 366, loss 0.026, test 0.101
Epoch 7, step 367, loss 0.561, test 0.098
Epoch 7, step 368, loss 0.188, test 0.097
Epoch 7, step 369, loss 0.057, test 0.096
Epoch 7, step 370, loss 0.170, test 0.096
Epoch 7, step 371, loss 0.488, test 0.097
Epoch 7, step 372, loss 0.021, test 0.096
Epoch 7, step 373, loss 0.218, test 0.097
Epoch 7, step 374, loss 0.030, test 0.097
Epoch 7, step 375, loss 0.007, test 0.097
Epoch 7, step 376, loss 0.333, test 0.097
Epoch 7, step 377, loss 0.245, test 0.098
Epoch 7, step 378, loss 0.012, test 0.099
Epoch 7, step 379, loss 0.147, test 0.096
Epoch 7, step 380, loss 0.001, test 0.095
Epoch 7, step 381, loss 0.001, test 0.095
Epoch 7, step 382, loss 0.009, test 0.095
Epoch 7, step 383, loss 0.019, test 0.095
Epoch 7, step 384, loss 1.632, test 0.098
Epoch 7, step 385, loss 0.000, test 0.099
Epoch 7, step 386, loss 0.053, test 0.097
Epoch 7, step 387, loss 0.115, test 0.096
Epoch 7, step 388, loss 0.001, test 0.095
Epoch 7, step 389, loss 0.186, test 0.095
Epoch 7, step 390, loss 0.665, test 0.094
Epoch 7, step 391, loss 0.260, test 0.094
Epoch 7, step 392, loss 0.030, test 0.094
Epoch 7, step 393, loss 0.000, test 0.094
Epoch 7, step 394, loss 0.033, test 0.094
Epoch 7, step 395, loss 0.001, test 0.094
Epoch 7, step 396, loss 0.050, test 0.092
Epoch 7, step 397, loss 0.025, test 0.092
Epoch 7, step 398, loss 0.071, test 0.092
Epoch 7, step 399, loss 0.275, test 0.092
Epoch 7, step 400, loss 0.284, test 0.105
Epoch 7, step 401, loss 0.017, test 0.108
Epoch 7, step 402, loss 0.138, test 0.110
Epoch 7, step 403, loss 0.001, test 0.111
Epoch 7, step 404, loss 0.081, test 0.112
Epoch 7, step 405, loss 0.156, test 0.112
Epoch 7, step 406, loss 0.234, test 0.112
Epoch 7, step 407, loss 0.010, test 0.112
Epoch 7, step 408, loss 0.099, test 0.112
Epoch 7, step 409, loss 0.086, test 0.113
Epoch 7, step 410, loss 0.045, test 0.114
Epoch 7, step 411, loss 0.015, test 0.114
Epoch 7, step 412, loss 0.236, test 0.114
Epoch 7, step 413, loss 0.233, test 0.102
Epoch 7, step 414, loss 0.161, test 0.102
Epoch 7, step 415, loss 0.000, test 0.101
Epoch 7, step 416, loss 0.118, test 0.102
Epoch 7, step 417, loss 0.096, test 0.099
Epoch 7, step 418, loss 0.000, test 0.099
Epoch 7, step 419, loss 0.088, test 0.098
Epoch 7, step 420, loss 0.165, test 0.099
Epoch 7, step 421, loss 0.064, test 0.099
Epoch 7, step 422, loss 0.034, test 0.099
Epoch 7, step 423, loss 0.182, test 0.103
Epoch 7, step 424, loss 0.003, test 0.104
Epoch 7, step 425, loss 0.071, test 0.103
Epoch 7, step 426, loss 0.002, test 0.103
Epoch 7, step 427, loss 0.115, test 0.104
Epoch 7, step 428, loss 0.048, test 0.104
Epoch 7, step 429, loss 0.001, test 0.104
Epoch 7, step 430, loss 0.000, test 0.104
Epoch 7, step 431, loss 0.000, test 0.104
Epoch 7, step 432, loss 0.157, test 0.106
Epoch 7, step 433, loss 0.000, test 0.107
Epoch 7, step 434, loss 0.017, test 0.107
Epoch 7, step 435, loss 0.095, test 0.107
Epoch 7, step 436, loss 0.034, test 0.106
Epoch 7, step 437, loss 0.215, test 0.107
Epoch 7, step 438, loss 0.132, test 0.104
Epoch 7, step 439, loss 0.000, test 0.103
Epoch 7, step 440, loss 0.102, test 0.104
Epoch 7, step 441, loss 0.127, test 0.105
Epoch 7, step 442, loss 0.104, test 0.105
Epoch 7, step 443, loss 0.012, test 0.105
Epoch 7, step 444, loss 0.010, test 0.105
Epoch 7, step 445, loss 0.176, test 0.106
Epoch 7, step 446, loss 0.033, test 0.107
Epoch 7, step 447, loss 0.167, test 0.108
Epoch 7, step 448, loss 0.038, test 0.109
Epoch 7, step 449, loss 0.177, test 0.107
Epoch 7, step 450, loss 0.002, test 0.105
Epoch 7, step 451, loss 0.354, test 0.101
Epoch 7, step 452, loss 0.039, test 0.100
Epoch 7, step 453, loss 0.133, test 0.099
Epoch 7, step 454, loss 0.125, test 0.102
Epoch 7, step 455, loss 0.375, test 0.102
Epoch 7, step 456, loss 0.019, test 0.103
Epoch 7, step 457, loss 0.166, test 0.104
Epoch 7, step 458, loss 0.024, test 0.104
Epoch 7, step 459, loss 0.139, test 0.106
Epoch 7, step 460, loss 0.150, test 0.107
Epoch 7, step 461, loss 0.248, test 0.106
Epoch 7, step 462, loss 0.012, test 0.106
Epoch 7, step 463, loss 0.006, test 0.106
Epoch 7, step 464, loss 0.002, test 0.105
Epoch 7, step 465, loss 0.006, test 0.105
Epoch 7, step 466, loss 0.091, test 0.105
Epoch 7, step 467, loss 0.348, test 0.102
Epoch 7, step 468, loss 0.111, test 0.101

Epoch 7, step 469, loss 0.007, test 0.101
Epoch 7, step 470, loss 0.548, test 0.102
Epoch 7, step 471, loss 0.003, test 0.102
Epoch 7, step 472, loss 0.012, test 0.102
Epoch 7, step 473, loss 0.514, test 0.101
Epoch 7, step 474, loss 0.132, test 0.104
Epoch 7, step 475, loss 0.200, test 0.105
Epoch 7, step 476, loss 0.042, test 0.109
Epoch 7, step 477, loss 0.050, test 0.110
Epoch 7, step 478, loss 0.079, test 0.107
Epoch 7, step 479, loss 0.041, test 0.107
Epoch 7, step 480, loss 0.019, test 0.109
Epoch 7, step 481, loss 0.012, test 0.109
Epoch 7, step 482, loss 0.075, test 0.109
Epoch 7, step 483, loss 0.015, test 0.110
Epoch 7, step 484, loss 0.002, test 0.110
Epoch 7, step 485, loss 0.076, test 0.109
Epoch 7, step 486, loss 0.005, test 0.108
Epoch 7, step 487, loss 0.245, test 0.103
Epoch 7, step 488, loss 0.168, test 0.103
Epoch 7, step 489, loss 0.007, test 0.103
Epoch 7, step 490, loss 0.583, test 0.104
Epoch 7, step 491, loss 0.126, test 0.107
Epoch 7, step 492, loss 0.221, test 0.108
Epoch 7, step 493, loss 0.001, test 0.108
Epoch 7, step 494, loss 0.013, test 0.108
Epoch 7, step 495, loss 0.020, test 0.108
Epoch 7, step 496, loss 0.160, test 0.113
Epoch 7, step 497, loss 0.300, test 0.114
Epoch 7, step 498, loss 0.083, test 0.115
Epoch 7, step 499, loss 0.322, test 0.116
Epoch 7, step 500, loss 0.255, test 0.115
Epoch 7, step 501, loss 0.200, test 0.112
Epoch 7, step 502, loss 0.305, test 0.106
Epoch 7, step 503, loss 0.170, test 0.106
Epoch 7, step 504, loss 0.015, test 0.106
Epoch 7, step 505, loss 0.250, test 0.107
Epoch 7, step 506, loss 0.080, test 0.107
Epoch 7, step 507, loss 0.002, test 0.108
Epoch 7, step 508, loss 0.044, test 0.110
Epoch 7, step 509, loss 0.027, test 0.110
Epoch 7, step 510, loss 0.167, test 0.111
Epoch 7, step 511, loss 0.068, test 0.111
Epoch 7, step 512, loss 0.002, test 0.111
Epoch 7, step 513, loss 0.001, test 0.111
Epoch 7, step 514, loss 0.254, test 0.110
Epoch 7, step 515, loss 0.067, test 0.111
Epoch 7, step 516, loss 0.098, test 0.111
Epoch 7, step 517, loss 0.167, test 0.111
Epoch 7, step 518, loss 0.106, test 0.111
Epoch 7, step 519, loss 1.555, test 0.104
Epoch 7, step 520, loss 0.000, test 0.103
Epoch 7, step 521, loss 0.199, test 0.103
Epoch 7, step 522, loss 0.088, test 0.104
Epoch 7, step 523, loss 0.030, test 0.104
Epoch 7, step 524, loss 0.707, test 0.104
Epoch 7, step 525, loss 0.085, test 0.104
Epoch 7, step 526, loss 0.068, test 0.109
Epoch 7, step 527, loss 0.402, test 0.111
Epoch 7, step 528, loss 0.430, test 0.107
Epoch 7, step 529, loss 0.681, test 0.106
Epoch 7, step 530, loss 0.000, test 0.106
Epoch 7, step 531, loss 0.186, test 0.103
Epoch 7, step 532, loss 0.006, test 0.102
Epoch 7, step 533, loss 0.007, test 0.104
Epoch 7, step 534, loss 0.155, test 0.104
Epoch 7, step 535, loss 0.158, test 0.107
Epoch 7, step 536, loss 0.010, test 0.107
Epoch 7, step 537, loss 0.053, test 0.107
Epoch 7, step 538, loss 0.088, test 0.106
Epoch 7, step 539, loss 0.017, test 0.106
Epoch 7, step 540, loss 0.051, test 0.107
Epoch 7, step 541, loss 0.003, test 0.107
Epoch 7, step 542, loss 0.002, test 0.107
Epoch 7, step 543, loss 0.260, test 0.110
Epoch 7, step 544, loss 0.006, test 0.111
Epoch 7, step 545, loss 0.006, test 0.111
Epoch 7, step 546, loss 0.297, test 0.112
Epoch 7, step 547, loss 0.446, test 0.102
Epoch 7, step 548, loss 0.066, test 0.100
Epoch 7, step 549, loss 0.440, test 0.098
Epoch 7, step 550, loss 0.484, test 0.099
Epoch 7, step 551, loss 0.243, test 0.098
Epoch 7, step 552, loss 0.096, test 0.098
Epoch 7, step 553, loss 0.002, test 0.098
Epoch 7, step 554, loss 0.275, test 0.099
Epoch 7, step 555, loss 0.003, test 0.098
Epoch 7, step 556, loss 0.000, test 0.098
Epoch 7, step 557, loss 0.004, test 0.098
Epoch 7, step 558, loss 0.001, test 0.098
Epoch 7, step 559, loss 0.066, test 0.095
Epoch 7, step 560, loss 0.137, test 0.095
Epoch 7, step 561, loss 0.111, test 0.094
Epoch 7, step 562, loss 0.012, test 0.094
Epoch 7, step 563, loss 0.024, test 0.094
Epoch 7, step 564, loss 0.003, test 0.093
Epoch 7, step 565, loss 0.506, test 0.086
Epoch 7, step 566, loss 0.309, test 0.085
Epoch 7, step 567, loss 0.102, test 0.085
Epoch 7, step 568, loss 0.490, test 0.083
Epoch 7, step 569, loss 0.002, test 0.083
Epoch 7, step 570, loss 0.056, test 0.083
Epoch 7, step 571, loss 0.042, test 0.083
Epoch 7, step 572, loss 0.032, test 0.083
Epoch 7, step 573, loss 0.027, test 0.085
Epoch 7, step 574, loss 0.133, test 0.085
Epoch 7, step 575, loss 0.208, test 0.085
Epoch 7, step 576, loss 0.073, test 0.085
Epoch 7, step 577, loss 0.042, test 0.085
Epoch 7, step 578, loss 0.169, test 0.086
Epoch 7, step 579, loss 0.160, test 0.088
Epoch 7, step 580, loss 0.053, test 0.087
Epoch 7, step 581, loss 0.000, test 0.088
Epoch 7, step 582, loss 0.011, test 0.088
Epoch 7, step 583, loss 0.058, test 0.087
Epoch 7, step 584, loss 0.000, test 0.087
Epoch 7, step 585, loss 0.405, test 0.087
Epoch 7, step 586, loss 0.262, test 0.087
Epoch 7, step 587, loss 0.098, test 0.086
Epoch 7, step 588, loss 0.053, test 0.086
Epoch 7, step 589, loss 0.000, test 0.086
Epoch 7, step 590, loss 0.285, test 0.086
Epoch 7, step 591, loss 0.132, test 0.085
Epoch 7, step 592, loss 0.115, test 0.085
Epoch 7, step 593, loss 0.117, test 0.084
Epoch 7, step 594, loss 0.310, test 0.083
Epoch 7, step 595, loss 0.057, test 0.083
Epoch 7, step 596, loss 0.049, test 0.084
Epoch 7, step 597, loss 0.041, test 0.083
Epoch 7, step 598, loss 0.020, test 0.083
Epoch 7, step 599, loss 0.394, test 0.083
Epoch 7, step 600, loss 0.004, test 0.083
Epoch 7, step 601, loss 0.101, test 0.083
Epoch 7, step 602, loss 0.005, test 0.083
Epoch 7, step 603, loss 0.486, test 0.079
Epoch 7, step 604, loss 0.133, test 0.079
Epoch 7, step 605, loss 0.080, test 0.079
Epoch 7, step 606, loss 0.101, test 0.078
Epoch 7, step 607, loss 0.010, test 0.078
Epoch 7, step 608, loss 0.774, test 0.078
Epoch 7, step 609, loss 0.060, test 0.077
Epoch 7, step 610, loss 0.094, test 0.078
Epoch 7, step 611, loss 0.054, test 0.078
Epoch 7, step 612, loss 0.027, test 0.078
Epoch 7, step 613, loss 0.151, test 0.078
Epoch 7, step 614, loss 0.041, test 0.078
Epoch 7, step 615, loss 0.039, test 0.078
Epoch 7, step 616, loss 0.215, test 0.078
Epoch 7, step 617, loss 0.036, test 0.078
Epoch 7, step 618, loss 0.002, test 0.078
Epoch 7, step 619, loss 0.018, test 0.078
Epoch 7, step 620, loss 0.190, test 0.078
Epoch 7, step 621, loss 0.135, test 0.077
Epoch 7, step 622, loss 0.266, test 0.077
Epoch 7, step 623, loss 0.035, test 0.077
Epoch 7, step 624, loss 0.004, test 0.077
Epoch 7, step 625, loss 0.000, test 0.077
Epoch 7, step 626, loss 0.011, test 0.077
Epoch 7, step 627, loss 0.058, test 0.077
Epoch 7, step 628, loss 0.391, test 0.077
Epoch 7, step 629, loss 0.008, test 0.077
Epoch 7, step 630, loss 0.003, test 0.077
Epoch 7, step 631, loss 0.006, test 0.077
Epoch 7, step 632, loss 0.084, test 0.077
Epoch 7, step 633, loss 0.066, test 0.078
Epoch 7, step 634, loss 0.181, test 0.078
Epoch 7, step 635, loss 1.678, test 0.079
Epoch 7, step 636, loss 0.741, test 0.080
Epoch 7, step 637, loss 0.005, test 0.080
Epoch 7, step 638, loss 0.002, test 0.080
Epoch 7, step 639, loss 0.006, test 0.080
Epoch 7, step 640, loss 0.066, test 0.080
Epoch 7, step 641, loss 0.072, test 0.079
Epoch 7, step 642, loss 0.214, test 0.079
Epoch 7, step 643, loss 0.238, test 0.080
Epoch 7, step 644, loss 0.003, test 0.080
Epoch 7, step 645, loss 0.027, test 0.080
Epoch 7, step 646, loss 0.165, test 0.079
Epoch 7, step 647, loss 0.163, test 0.079
Epoch 7, step 648, loss 0.051, test 0.079
Epoch 7, step 649, loss 0.215, test 0.079
Epoch 7, step 650, loss 0.102, test 0.079
Epoch 7, step 651, loss 0.277, test 0.079
Epoch 7, step 652, loss 0.018, test 0.080
Epoch 7, step 653, loss 0.015, test 0.080
Epoch 7, step 654, loss 0.527, test 0.080
Epoch 7, step 655, loss 0.212, test 0.082
Epoch 7, step 656, loss 0.053, test 0.082
Epoch 7, step 657, loss 0.015, test 0.082
Epoch 7, step 658, loss 0.142, test 0.085
Epoch 7, step 659, loss 0.005, test 0.085
Epoch 7, step 660, loss 0.158, test 0.084
Epoch 7, step 661, loss 0.084, test 0.084
Epoch 7, step 662, loss 0.164, test 0.084
Epoch 7, step 663, loss 0.114, test 0.084
Epoch 7, step 664, loss 0.073, test 0.084
Epoch 7, step 665, loss 0.008, test 0.084
Epoch 7, step 666, loss 0.046, test 0.084
Epoch 7, step 667, loss 0.078, test 0.083
Epoch 7, step 668, loss 0.000, test 0.083
Epoch 7, step 669, loss 0.057, test 0.083
Epoch 7, step 670, loss 0.176, test 0.089
Epoch 7, step 671, loss 0.046, test 0.090
Epoch 7, step 672, loss 0.016, test 0.090
Epoch 7, step 673, loss 0.708, test 0.089
Epoch 7, step 674, loss 0.194, test 0.088
Epoch 7, step 675, loss 0.020, test 0.088
Epoch 7, step 676, loss 0.047, test 0.089
Epoch 7, step 677, loss 0.015, test 0.089
Epoch 7, step 678, loss 0.000, test 0.089
Epoch 7, step 679, loss 0.008, test 0.089
Epoch 7, step 680, loss 0.029, test 0.089
Epoch 7, step 681, loss 0.246, test 0.089
Epoch 7, step 682, loss 0.019, test 0.090
Epoch 7, step 683, loss 0.220, test 0.091
Epoch 7, step 684, loss 0.289, test 0.092
Epoch 7, step 685, loss 0.000, test 0.092
Epoch 7, step 686, loss 0.572, test 0.092
Epoch 7, step 687, loss 0.002, test 0.092
Epoch 7, step 688, loss 0.001, test 0.092
Epoch 7, step 689, loss 0.246, test 0.092
Epoch 7, step 690, loss 0.035, test 0.089
Epoch 7, step 691, loss 0.006, test 0.088
Epoch 7, step 692, loss 0.102, test 0.088
Epoch 7, step 693, loss 0.029, test 0.088
Epoch 7, step 694, loss 0.112, test 0.088
Epoch 7, step 695, loss 0.000, test 0.088
Epoch 7, step 696, loss 0.362, test 0.088
Epoch 7, step 697, loss 0.077, test 0.087
Epoch 7, step 698, loss 0.021, test 0.087
Epoch 7, step 699, loss 0.101, test 0.087
Epoch 7, step 700, loss 0.052, test 0.088
Epoch 7, step 701, loss 0.044, test 0.087
Epoch 7, step 702, loss 0.043, test 0.088
Epoch 7, step 703, loss 0.059, test 0.088
Epoch 7, step 704, loss 0.167, test 0.087
Epoch 7, step 705, loss 0.312, test 0.087
Epoch 7, step 706, loss 1.386, test 0.086
Epoch 7, step 707, loss 0.187, test 0.085
Epoch 7, step 708, loss 0.007, test 0.086
Epoch 7, step 709, loss 0.003, test 0.085
Epoch 7, step 710, loss 0.007, test 0.086
Epoch 7, step 711, loss 0.071, test 0.086
Epoch 7, step 712, loss 0.525, test 0.085
Epoch 7, step 713, loss 0.000, test 0.085
Epoch 7, step 714, loss 0.104, test 0.086
Epoch 7, step 715, loss 0.106, test 0.086
Epoch 7, step 716, loss 0.000, test 0.086
Epoch 7, step 717, loss 0.048, test 0.085
Epoch 7, step 718, loss 0.011, test 0.085
Epoch 7, step 719, loss 0.016, test 0.085
Epoch 7, step 720, loss 0.180, test 0.085
Epoch 7, step 721, loss 0.085, test 0.085
Epoch 7, step 722, loss 0.070, test 0.085
Epoch 7, step 723, loss 0.003, test 0.085
Epoch 7, step 724, loss 0.178, test 0.085
Epoch 7, step 725, loss 0.239, test 0.085
Epoch 7, step 726, loss 0.254, test 0.086
Epoch 7, step 727, loss 0.996, test 0.086
Epoch 7, step 728, loss 0.107, test 0.087
Epoch 7, step 729, loss 0.014, test 0.087
Epoch 7, step 730, loss 0.102, test 0.087
Epoch 7, step 731, loss 0.260, test 0.087
Epoch 7, step 732, loss 0.929, test 0.088
Epoch 7, step 733, loss 0.182, test 0.088
Epoch 7, step 734, loss 0.150, test 0.088
Epoch 7, step 735, loss 0.146, test 0.089
Epoch 7, step 736, loss 0.000, test 0.089
Epoch 7, step 737, loss 0.326, test 0.088
Epoch 7, step 738, loss 0.029, test 0.088
Epoch 7, step 739, loss 0.050, test 0.088
Epoch 7, step 740, loss 0.125, test 0.088
Epoch 7, step 741, loss 0.009, test 0.088
Epoch 7, step 742, loss 0.517, test 0.088
Epoch 7, step 743, loss 0.016, test 0.088
Epoch 7, step 744, loss 0.013, test 0.088
Epoch 7, step 745, loss 0.173, test 0.088
Epoch 7, step 746, loss 0.000, test 0.088
Epoch 7, step 747, loss 0.086, test 0.088
Epoch 7, step 748, loss 0.194, test 0.088
Epoch 7, step 749, loss 0.155, test 0.088
Epoch 7, step 750, loss 0.454, test 0.086
Epoch 7, step 751, loss 0.085, test 0.086
Epoch 7, step 752, loss 0.001, test 0.086
Epoch 7, step 753, loss 0.109, test 0.086
Epoch 7, step 754, loss 0.005, test 0.086
Epoch 7, step 755, loss 0.008, test 0.086
Epoch 7, step 756, loss 0.088, test 0.086
Epoch 7, step 757, loss 0.137, test 0.086
Epoch 7, step 758, loss 0.002, test 0.086
Epoch 7, step 759, loss 0.183, test 0.086
Epoch 7, step 760, loss 0.083, test 0.086
Epoch 7, step 761, loss 0.281, test 0.087
Epoch 7, step 762, loss 0.002, test 0.088
Epoch 7, step 763, loss 0.000, test 0.088
Epoch 7, step 764, loss 0.001, test 0.088
Epoch 7, step 765, loss 0.000, test 0.088
Epoch 7, step 766, loss 0.001, test 0.088
Epoch 7, step 767, loss 0.560, test 0.088
Epoch 7, step 768, loss 0.010, test 0.088
Epoch 7, step 769, loss 0.005, test 0.088
Epoch 7, step 770, loss 0.030, test 0.088
Epoch 7, step 771, loss 0.063, test 0.088
Epoch 7, step 772, loss 0.388, test 0.089
Epoch 7, step 773, loss 0.158, test 0.089
Epoch 7, step 774, loss 0.126, test 0.089
Epoch 7, step 775, loss 0.203, test 0.091
Epoch 7, step 776, loss 0.341, test 0.092
Epoch 7, step 777, loss 0.031, test 0.092
Epoch 7, step 778, loss 0.052, test 0.092
Epoch 7, step 779, loss 0.029, test 0.091
Epoch 7, step 780, loss 0.003, test 0.091
Epoch 7, step 781, loss 0.146, test 0.091
Epoch 7, step 782, loss 0.147, test 0.091
Epoch 7, step 783, loss 0.228, test 0.092
Epoch 7, step 784, loss 0.038, test 0.092
Epoch 7, step 785, loss 0.145, test 0.092
Epoch 7, step 786, loss 0.331, test 0.093
Epoch 7, step 787, loss 0.007, test 0.093
Epoch 7, step 788, loss 0.267, test 0.093
Epoch 7, step 789, loss 0.024, test 0.093
Epoch 7, step 790, loss 0.285, test 0.093
Epoch 7, step 791, loss 0.137, test 0.094
Epoch 7, step 792, loss 0.038, test 0.093
Epoch 7, step 793, loss 0.001, test 0.093
Epoch 7, step 794, loss 0.133, test 0.091
Epoch 7, step 795, loss 0.018, test 0.090
Epoch 7, step 796, loss 0.007, test 0.090
Epoch 7, step 797, loss 0.228, test 0.090
Epoch 7, step 798, loss 0.520, test 0.091
Epoch 7, step 799, loss 0.003, test 0.091
Epoch 7, step 800, loss 0.037, test 0.091
Epoch 7, step 801, loss 0.169, test 0.091
Epoch 7, step 802, loss 0.144, test 0.092
Epoch 7, step 803, loss 0.109, test 0.093
Epoch 7, step 804, loss 0.023, test 0.093
Epoch 7, step 805, loss 0.045, test 0.093
Epoch 7, step 806, loss 0.208, test 0.094
Epoch 7, step 807, loss 0.092, test 0.094
Epoch 7, step 808, loss 0.306, test 0.095
Epoch 7, step 809, loss 0.000, test 0.095
Epoch 7, step 810, loss 0.010, test 0.095
Epoch 7, step 811, loss 0.101, test 0.095
Epoch 7, step 812, loss 0.290, test 0.095
Epoch 7, step 813, loss 0.128, test 0.097
Epoch 7, step 814, loss 0.010, test 0.097
Epoch 7, step 815, loss 0.092, test 0.097
Epoch 7, step 816, loss 0.002, test 0.097
Epoch 7, step 817, loss 0.002, test 0.097
Epoch 7, step 818, loss 0.099, test 0.096
Epoch 7, step 819, loss 0.087, test 0.096
Epoch 7, step 820, loss 0.001, test 0.096
Epoch 7, step 821, loss 0.006, test 0.096
Epoch 7, step 822, loss 0.027, test 0.096
Epoch 7, step 823, loss 0.108, test 0.097
Epoch 7, step 824, loss 0.658, test 0.095
Epoch 7, step 825, loss 0.000, test 0.095
Epoch 7, step 826, loss 0.206, test 0.097
Epoch 7, step 827, loss 0.058, test 0.098
Epoch 7, step 828, loss 0.081, test 0.099
Epoch 7, step 829, loss 0.016, test 0.099
Epoch 7, step 830, loss 0.000, test 0.099
Epoch 7, step 831, loss 0.174, test 0.099
Epoch 7, step 832, loss 0.013, test 0.099
Epoch 7, step 833, loss 0.645, test 0.102
Epoch 7, step 834, loss 0.001, test 0.102
Epoch 7, step 835, loss 0.002, test 0.103
Epoch 7, step 836, loss 0.025, test 0.103
Epoch 7, step 837, loss 0.003, test 0.103
Epoch 7, step 838, loss 0.170, test 0.103
Epoch 7, step 839, loss 0.532, test 0.103
Epoch 7, step 840, loss 0.153, test 0.103
Epoch 7, step 841, loss 0.006, test 0.103
Epoch 7, step 842, loss 0.184, test 0.104
Epoch 7, step 843, loss 0.002, test 0.105
Epoch 7, step 844, loss 0.043, test 0.105
Epoch 7, step 845, loss 0.574, test 0.104
Epoch 7, step 846, loss 0.246, test 0.104
Epoch 7, step 847, loss 0.307, test 0.104
Epoch 7, step 848, loss 0.642, test 0.104
Epoch 7, step 849, loss 0.041, test 0.104
Epoch 7, step 850, loss 0.001, test 0.104
Epoch 7, step 851, loss 0.209, test 0.103
Epoch 7, step 852, loss 0.004, test 0.103
Epoch 7, step 853, loss 0.020, test 0.103
Epoch 7, step 854, loss 0.046, test 0.104
Epoch 7, step 855, loss 0.063, test 0.104
Epoch 7, step 856, loss 0.001, test 0.104
Epoch 7, step 857, loss 0.182, test 0.105
Epoch 7, step 858, loss 0.065, test 0.104
Epoch 7, step 859, loss 0.301, test 0.100
Epoch 7, step 860, loss 0.014, test 0.099
Epoch 7, step 861, loss 0.041, test 0.098
Epoch 7, step 862, loss 0.000, test 0.097
Epoch 7, step 863, loss 0.009, test 0.097
Epoch 7, step 864, loss 0.014, test 0.097
Epoch 7, step 865, loss 0.001, test 0.097
Epoch 7, step 866, loss 0.002, test 0.097
Epoch 7, step 867, loss 0.044, test 0.097
Epoch 7, step 868, loss 0.079, test 0.097
Epoch 7, step 869, loss 0.279, test 0.098
Epoch 7, step 870, loss 0.074, test 0.097
Epoch 7, step 871, loss 0.349, test 0.089
Epoch 7, step 872, loss 0.092, test 0.087
Epoch 7, step 873, loss 0.002, test 0.087
Epoch 7, step 874, loss 0.058, test 0.087
Epoch 7, step 875, loss 0.561, test 0.087
Epoch 7, step 876, loss 0.292, test 0.085
Epoch 7, step 877, loss 0.029, test 0.085
Epoch 7, step 878, loss 0.001, test 0.085
Epoch 7, step 879, loss 0.031, test 0.085
Epoch 7, step 880, loss 0.150, test 0.085
Epoch 7, step 881, loss 0.118, test 0.085
Epoch 7, step 882, loss 0.024, test 0.085
Epoch 7, step 883, loss 0.304, test 0.086
Epoch 7, step 884, loss 0.217, test 0.085
Epoch 7, step 885, loss 0.006, test 0.084
Epoch 7, step 886, loss 0.130, test 0.085
Epoch 7, step 887, loss 0.017, test 0.085
Epoch 7, step 888, loss 0.281, test 0.085
Epoch 7, step 889, loss 0.307, test 0.085
Epoch 7, step 890, loss 0.158, test 0.085
Epoch 7, step 891, loss 0.012, test 0.085
Epoch 7, step 892, loss 0.024, test 0.085
Epoch 7, step 893, loss 0.218, test 0.086
Epoch 7, step 894, loss 0.090, test 0.086
Epoch 7, step 895, loss 0.092, test 0.086
Epoch 7, step 896, loss 0.100, test 0.086
Epoch 7, step 897, loss 0.005, test 0.086
Epoch 7, step 898, loss 0.295, test 0.085
Epoch 7, step 899, loss 0.030, test 0.086
Epoch 7, step 900, loss 0.012, test 0.086
Epoch 7, step 901, loss 0.000, test 0.086
Epoch 7, step 902, loss 0.021, test 0.087
Epoch 7, step 903, loss 0.364, test 0.086
Epoch 7, step 904, loss 0.001, test 0.086
Epoch 7, step 905, loss 1.167, test 0.087
Epoch 7, step 906, loss 0.089, test 0.087
Epoch 7, step 907, loss 0.083, test 0.087
Epoch 7, step 908, loss 0.093, test 0.086
Epoch 7, step 909, loss 0.096, test 0.087
Epoch 7, step 910, loss 0.201, test 0.087
Epoch 7, step 911, loss 1.150, test 0.085
Epoch 7, step 912, loss 0.002, test 0.085
Epoch 7, step 913, loss 0.002, test 0.085
Epoch 7, step 914, loss 0.016, test 0.085
Epoch 7, step 915, loss 0.082, test 0.085
Epoch 7, step 916, loss 0.002, test 0.085
Epoch 7, step 917, loss 0.124, test 0.084
Epoch 7, step 918, loss 0.087, test 0.083
Epoch 7, step 919, loss 0.098, test 0.082
Epoch 7, step 920, loss 0.205, test 0.082
Epoch 7, step 921, loss 0.378, test 0.083
Epoch 7, step 922, loss 0.027, test 0.083
Epoch 7, step 923, loss 0.015, test 0.082
Epoch 7, step 924, loss 0.014, test 0.083
Epoch 7, step 925, loss 0.018, test 0.083
Epoch 7, step 926, loss 0.026, test 0.084
Epoch 7, step 927, loss 0.009, test 0.084
Epoch 7, step 928, loss 0.021, test 0.083
Epoch 7, step 929, loss 0.123, test 0.084
Epoch 7, step 930, loss 0.224, test 0.082
Epoch 7, step 931, loss 0.362, test 0.082
Epoch 7, step 932, loss 0.392, test 0.082
Epoch 7, step 933, loss 0.193, test 0.082
Epoch 7, step 934, loss 0.048, test 0.082
Epoch 7, step 935, loss 0.206, test 0.082
Epoch 7, step 936, loss 0.013, test 0.082
Epoch 7, step 937, loss 0.006, test 0.082
Epoch 7, step 938, loss 0.249, test 0.081
Epoch 7, step 939, loss 0.004, test 0.081
Epoch 7, step 940, loss 0.052, test 0.082
Epoch 7, step 941, loss 0.008, test 0.081
Epoch 7, step 942, loss 0.113, test 0.081
Epoch 7, step 943, loss 0.002, test 0.081
Epoch 7, step 944, loss 0.469, test 0.078
Epoch 7, step 945, loss 0.002, test 0.078
Epoch 7, step 946, loss 0.058, test 0.078
Epoch 7, step 947, loss 0.240, test 0.078
Epoch 7, step 948, loss 0.495, test 0.078
Epoch 7, step 949, loss 0.084, test 0.078
Epoch 7, step 950, loss 0.019, test 0.078
Epoch 7, step 951, loss 0.102, test 0.078
Epoch 7, step 952, loss 0.003, test 0.078
Epoch 7, step 953, loss 0.051, test 0.078
Epoch 7, step 954, loss 0.194, test 0.079
Epoch 7, step 955, loss 0.140, test 0.079
Epoch 7, step 956, loss 0.032, test 0.079
Epoch 7, step 957, loss 0.155, test 0.079
Epoch 7, step 958, loss 0.002, test 0.079
Epoch 7, step 959, loss 0.000, test 0.079
Epoch 7, step 960, loss 0.059, test 0.078
Epoch 7, step 961, loss 0.049, test 0.078
Epoch 7, step 962, loss 0.017, test 0.078
Epoch 7, step 963, loss 0.608, test 0.078
Epoch 7, step 964, loss 0.068, test 0.078
Epoch 7, step 965, loss 0.142, test 0.077
Epoch 7, step 966, loss 0.348, test 0.077
Epoch 7, step 967, loss 0.215, test 0.076
Epoch 7, step 968, loss 0.001, test 0.076
Epoch 7, step 969, loss 0.057, test 0.076
Epoch 7, step 970, loss 0.013, test 0.076
Epoch 7, step 971, loss 0.024, test 0.076
Epoch 7, step 972, loss 0.298, test 0.076
Epoch 7, step 973, loss 0.108, test 0.077
Epoch 7, step 974, loss 0.010, test 0.077
Epoch 7, step 975, loss 0.051, test 0.077
Epoch 7, step 976, loss 0.301, test 0.077
Epoch 7, step 977, loss 0.000, test 0.077
Epoch 7, step 978, loss 0.178, test 0.077
Epoch 7, step 979, loss 0.123, test 0.078
Epoch 7, step 980, loss 1.160, test 0.078
Epoch 7, step 981, loss 0.016, test 0.078
Epoch 7, step 982, loss 0.057, test 0.079
Epoch 7, step 983, loss 0.296, test 0.078
Epoch 7, step 984, loss 0.010, test 0.078
Epoch 7, step 985, loss 0.004, test 0.078
Epoch 7, step 986, loss 0.044, test 0.078
Epoch 7, step 987, loss 0.362, test 0.078
Epoch 7, step 988, loss 0.002, test 0.078
Epoch 7, step 989, loss 0.064, test 0.078
Epoch 7, step 990, loss 0.277, test 0.078
Epoch 7, step 991, loss 0.598, test 0.078
Epoch 7, step 992, loss 0.005, test 0.078
Epoch 7, step 993, loss 0.029, test 0.078
Epoch 7, step 994, loss 0.003, test 0.077
Epoch 7, step 995, loss 0.029, test 0.077
Epoch 7, step 996, loss 0.032, test 0.077
Epoch 7, step 997, loss 0.000, test 0.077
Epoch 7, step 998, loss 0.105, test 0.078
Epoch 7, step 999, loss 0.443, test 0.077
Epoch 8, step 0, loss 0.551, test 0.078
Epoch 8, step 1, loss 0.093, test 0.078
Epoch 8, step 2, loss 0.026, test 0.078
Epoch 8, step 3, loss 0.531, test 0.077
Epoch 8, step 4, loss 0.007, test 0.077
Epoch 8, step 5, loss 0.001, test 0.077
Epoch 8, step 6, loss 0.055, test 0.077
Epoch 8, step 7, loss 0.029, test 0.077
Epoch 8, step 8, loss 0.059, test 0.077
Epoch 8, step 9, loss 0.114, test 0.077
Epoch 8, step 10, loss 0.023, test 0.078
Epoch 8, step 11, loss 0.059, test 0.078
Epoch 8, step 12, loss 0.075, test 0.078
Epoch 8, step 13, loss 0.529, test 0.078
Epoch 8, step 14, loss 0.080, test 0.078
Epoch 8, step 15, loss 0.025, test 0.078
Epoch 8, step 16, loss 0.182, test 0.078
Epoch 8, step 17, loss 0.095, test 0.078
Epoch 8, step 18, loss 0.398, test 0.078
Epoch 8, step 19, loss 0.004, test 0.078
Epoch 8, step 20, loss 0.013, test 0.078
Epoch 8, step 21, loss 1.359, test 0.080
Epoch 8, step 22, loss 0.000, test 0.080
Epoch 8, step 23, loss 0.240, test 0.081
Epoch 8, step 24, loss 0.165, test 0.082
Epoch 8, step 25, loss 0.019, test 0.082
Epoch 8, step 26, loss 0.063, test 0.082
Epoch 8, step 27, loss 0.081, test 0.082
Epoch 8, step 28, loss 0.053, test 0.082
Epoch 8, step 29, loss 0.073, test 0.082
Epoch 8, step 30, loss 0.000, test 0.082
Epoch 8, step 31, loss 0.001, test 0.082
Epoch 8, step 32, loss 0.010, test 0.082
Epoch 8, step 33, loss 0.470, test 0.082
Epoch 8, step 34, loss 0.009, test 0.082
Epoch 8, step 35, loss 0.002, test 0.081
Epoch 8, step 36, loss 0.265, test 0.082
Epoch 8, step 37, loss 0.003, test 0.082
Epoch 8, step 38, loss 0.000, test 0.082
Epoch 8, step 39, loss 0.000, test 0.082
Epoch 8, step 40, loss 0.056, test 0.083
Epoch 8, step 41, loss 0.000, test 0.083
Epoch 8, step 42, loss 0.170, test 0.084
Epoch 8, step 43, loss 0.125, test 0.086
Epoch 8, step 44, loss 0.908, test 0.086
Epoch 8, step 45, loss 0.615, test 0.082

Epoch 8, step 46, loss 0.057, test 0.082
Epoch 8, step 47, loss 0.008, test 0.082
Epoch 8, step 48, loss 0.027, test 0.081
Epoch 8, step 49, loss 0.126, test 0.082
Epoch 8, step 50, loss 0.016, test 0.081
Epoch 8, step 51, loss 0.085, test 0.082
Epoch 8, step 52, loss 0.030, test 0.083
Epoch 8, step 53, loss 0.259, test 0.083
Epoch 8, step 54, loss 0.131, test 0.083
Epoch 8, step 55, loss 0.481, test 0.085
Epoch 8, step 56, loss 0.001, test 0.085
Epoch 8, step 57, loss 0.002, test 0.085
Epoch 8, step 58, loss 0.006, test 0.085
Epoch 8, step 59, loss 0.011, test 0.085
Epoch 8, step 60, loss 0.102, test 0.085
Epoch 8, step 61, loss 0.191, test 0.083
Epoch 8, step 62, loss 0.022, test 0.083
Epoch 8, step 63, loss 0.000, test 0.082
Epoch 8, step 64, loss 0.028, test 0.082
Epoch 8, step 65, loss 0.192, test 0.086
Epoch 8, step 66, loss 0.019, test 0.086
Epoch 8, step 67, loss 0.011, test 0.086
Epoch 8, step 68, loss 0.145, test 0.085
Epoch 8, step 69, loss 0.105, test 0.085
Epoch 8, step 70, loss 0.083, test 0.083
Epoch 8, step 71, loss 0.077, test 0.083
Epoch 8, step 72, loss 0.391, test 0.083
Epoch 8, step 73, loss 0.084, test 0.080
Epoch 8, step 74, loss 0.001, test 0.080
Epoch 8, step 75, loss 0.148, test 0.080
Epoch 8, step 76, loss 0.046, test 0.080
Epoch 8, step 77, loss 0.018, test 0.079
Epoch 8, step 78, loss 0.027, test 0.079
Epoch 8, step 79, loss 0.124, test 0.078
Epoch 8, step 80, loss 0.168, test 0.079
Epoch 8, step 81, loss 0.000, test 0.079
Epoch 8, step 82, loss 0.058, test 0.079
Epoch 8, step 83, loss 0.008, test 0.079
Epoch 8, step 84, loss 0.733, test 0.078
Epoch 8, step 85, loss 0.151, test 0.079
Epoch 8, step 86, loss 0.007, test 0.079
Epoch 8, step 87, loss 0.724, test 0.079
Epoch 8, step 88, loss 0.153, test 0.078
Epoch 8, step 89, loss 0.014, test 0.079
Epoch 8, step 90, loss 0.281, test 0.079
Epoch 8, step 91, loss 0.118, test 0.078
Epoch 8, step 92, loss 0.332, test 0.079
Epoch 8, step 93, loss 0.145, test 0.079
Epoch 8, step 94, loss 0.117, test 0.079
Epoch 8, step 95, loss 0.305, test 0.080
Epoch 8, step 96, loss 0.000, test 0.080
Epoch 8, step 97, loss 0.038, test 0.080
Epoch 8, step 98, loss 0.279, test 0.080
Epoch 8, step 99, loss 0.078, test 0.081
Epoch 8, step 100, loss 0.111, test 0.080
Epoch 8, step 101, loss 0.649, test 0.082
Epoch 8, step 102, loss 0.946, test 0.082
Epoch 8, step 103, loss 0.011, test 0.082
Epoch 8, step 104, loss 0.519, test 0.083
Epoch 8, step 105, loss 0.004, test 0.083
Epoch 8, step 106, loss 0.275, test 0.083
Epoch 8, step 107, loss 0.004, test 0.083
Epoch 8, step 108, loss 0.021, test 0.083
Epoch 8, step 109, loss 0.069, test 0.083
Epoch 8, step 110, loss 0.055, test 0.083
Epoch 8, step 111, loss 0.064, test 0.083
Epoch 8, step 112, loss 0.012, test 0.083
Epoch 8, step 113, loss 0.005, test 0.083
Epoch 8, step 114, loss 0.011, test 0.083
Epoch 8, step 115, loss 0.000, test 0.083
Epoch 8, step 116, loss 0.576, test 0.084
Epoch 8, step 117, loss 1.035, test 0.083
Epoch 8, step 118, loss 0.087, test 0.083
Epoch 8, step 119, loss 0.116, test 0.083
Epoch 8, step 120, loss 0.018, test 0.083
Epoch 8, step 121, loss 0.069, test 0.083
Epoch 8, step 122, loss 0.058, test 0.083
Epoch 8, step 123, loss 0.177, test 0.082
Epoch 8, step 124, loss 0.001, test 0.082
Epoch 8, step 125, loss 0.005, test 0.082
Epoch 8, step 126, loss 0.000, test 0.082
Epoch 8, step 127, loss 0.002, test 0.082
Epoch 8, step 128, loss 0.020, test 0.082
Epoch 8, step 129, loss 0.783, test 0.082
Epoch 8, step 130, loss 0.303, test 0.082
Epoch 8, step 131, loss 0.047, test 0.082
Epoch 8, step 132, loss 0.130, test 0.085
Epoch 8, step 133, loss 0.032, test 0.087
Epoch 8, step 134, loss 0.066, test 0.088
Epoch 8, step 135, loss 0.228, test 0.087
Epoch 8, step 136, loss 0.163, test 0.087
Epoch 8, step 137, loss 0.011, test 0.087
Epoch 8, step 138, loss 0.078, test 0.087
Epoch 8, step 139, loss 0.397, test 0.093
Epoch 8, step 140, loss 0.164, test 0.094
Epoch 8, step 141, loss 0.083, test 0.095
Epoch 8, step 142, loss 0.000, test 0.096
Epoch 8, step 143, loss 0.009, test 0.096
Epoch 8, step 144, loss 0.301, test 0.096
Epoch 8, step 145, loss 0.092, test 0.096
Epoch 8, step 146, loss 0.000, test 0.096
Epoch 8, step 147, loss 0.125, test 0.094
Epoch 8, step 148, loss 0.005, test 0.094
Epoch 8, step 149, loss 0.155, test 0.094
Epoch 8, step 150, loss 0.060, test 0.094
Epoch 8, step 151, loss 0.081, test 0.093
Epoch 8, step 152, loss 0.121, test 0.093
Epoch 8, step 153, loss 0.236, test 0.093
Epoch 8, step 154, loss 0.071, test 0.093
Epoch 8, step 155, loss 0.286, test 0.093
Epoch 8, step 156, loss 0.105, test 0.092
Epoch 8, step 157, loss 0.144, test 0.091
Epoch 8, step 158, loss 0.009, test 0.090
Epoch 8, step 159, loss 0.034, test 0.090
Epoch 8, step 160, loss 0.000, test 0.090
Epoch 8, step 161, loss 0.312, test 0.091
Epoch 8, step 162, loss 0.231, test 0.088
Epoch 8, step 163, loss 0.013, test 0.088
Epoch 8, step 164, loss 0.158, test 0.087
Epoch 8, step 165, loss 0.149, test 0.088
Epoch 8, step 166, loss 0.098, test 0.088
Epoch 8, step 167, loss 0.277, test 0.088
Epoch 8, step 168, loss 0.105, test 0.088
Epoch 8, step 169, loss 0.115, test 0.087
Epoch 8, step 170, loss 0.112, test 0.087
Epoch 8, step 171, loss 0.398, test 0.087
Epoch 8, step 172, loss 0.032, test 0.087
Epoch 8, step 173, loss 0.061, test 0.087
Epoch 8, step 174, loss 0.031, test 0.087
Epoch 8, step 175, loss 0.093, test 0.087
Epoch 8, step 176, loss 0.076, test 0.086
Epoch 8, step 177, loss 0.078, test 0.086
Epoch 8, step 178, loss 0.220, test 0.086
Epoch 8, step 179, loss 0.012, test 0.086
Epoch 8, step 180, loss 0.030, test 0.086
Epoch 8, step 181, loss 0.053, test 0.086
Epoch 8, step 182, loss 0.010, test 0.086
Epoch 8, step 183, loss 0.185, test 0.086
Epoch 8, step 184, loss 0.002, test 0.086
Epoch 8, step 185, loss 0.151, test 0.086
Epoch 8, step 186, loss 0.001, test 0.086
Epoch 8, step 187, loss 0.009, test 0.086
Epoch 8, step 188, loss 0.454, test 0.086
Epoch 8, step 189, loss 0.075, test 0.086
Epoch 8, step 190, loss 0.020, test 0.086
Epoch 8, step 191, loss 0.098, test 0.086
Epoch 8, step 192, loss 0.065, test 0.086
Epoch 8, step 193, loss 0.881, test 0.086
Epoch 8, step 194, loss 0.022, test 0.085
Epoch 8, step 195, loss 0.190, test 0.085
Epoch 8, step 196, loss 0.205, test 0.085
Epoch 8, step 197, loss 0.000, test 0.085
Epoch 8, step 198, loss 0.031, test 0.085
Epoch 8, step 199, loss 0.158, test 0.085
Epoch 8, step 200, loss 0.294, test 0.085
Epoch 8, step 201, loss 0.019, test 0.084
Epoch 8, step 202, loss 0.280, test 0.084
Epoch 8, step 203, loss 0.026, test 0.084
Epoch 8, step 204, loss 0.083, test 0.084
Epoch 8, step 205, loss 0.132, test 0.084
Epoch 8, step 206, loss 0.604, test 0.083
Epoch 8, step 207, loss 0.083, test 0.083
Epoch 8, step 208, loss 0.002, test 0.083
Epoch 8, step 209, loss 0.030, test 0.083
Epoch 8, step 210, loss 0.082, test 0.083
Epoch 8, step 211, loss 0.020, test 0.083
Epoch 8, step 212, loss 0.001, test 0.083
Epoch 8, step 213, loss 0.047, test 0.083
Epoch 8, step 214, loss 0.644, test 0.083
Epoch 8, step 215, loss 0.103, test 0.083
Epoch 8, step 216, loss 0.154, test 0.083
Epoch 8, step 217, loss 0.283, test 0.083
Epoch 8, step 218, loss 0.071, test 0.083
Epoch 8, step 219, loss 0.061, test 0.083
Epoch 8, step 220, loss 0.088, test 0.083
Epoch 8, step 221, loss 0.275, test 0.083
Epoch 8, step 222, loss 0.212, test 0.083
Epoch 8, step 223, loss 0.032, test 0.083
Epoch 8, step 224, loss 0.012, test 0.083
Epoch 8, step 225, loss 0.149, test 0.083
Epoch 8, step 226, loss 0.000, test 0.083
Epoch 8, step 227, loss 0.000, test 0.083
Epoch 8, step 228, loss 0.016, test 0.083
Epoch 8, step 229, loss 0.131, test 0.081
Epoch 8, step 230, loss 0.065, test 0.081
Epoch 8, step 231, loss 0.001, test 0.081
Epoch 8, step 232, loss 0.078, test 0.081
Epoch 8, step 233, loss 0.007, test 0.081
Epoch 8, step 234, loss 0.598, test 0.081
Epoch 8, step 235, loss 0.483, test 0.080
Epoch 8, step 236, loss 0.005, test 0.080
Epoch 8, step 237, loss 0.742, test 0.080
Epoch 8, step 238, loss 0.763, test 0.080
Epoch 8, step 239, loss 0.011, test 0.079
Epoch 8, step 240, loss 0.021, test 0.079
Epoch 8, step 241, loss 0.071, test 0.079
Epoch 8, step 242, loss 0.885, test 0.079
Epoch 8, step 243, loss 0.034, test 0.080
Epoch 8, step 244, loss 1.026, test 0.080
Epoch 8, step 245, loss 0.046, test 0.080
Epoch 8, step 246, loss 0.062, test 0.080
Epoch 8, step 247, loss 0.008, test 0.080
Epoch 8, step 248, loss 0.051, test 0.080
Epoch 8, step 249, loss 0.016, test 0.080
Epoch 8, step 250, loss 0.005, test 0.080
Epoch 8, step 251, loss 0.054, test 0.080
Epoch 8, step 252, loss 0.714, test 0.081
Epoch 8, step 253, loss 0.205, test 0.081
Epoch 8, step 254, loss 0.007, test 0.081
Epoch 8, step 255, loss 0.356, test 0.081
Epoch 8, step 256, loss 0.006, test 0.081
Epoch 8, step 257, loss 0.000, test 0.081
Epoch 8, step 258, loss 0.056, test 0.081
Epoch 8, step 259, loss 0.207, test 0.081
Epoch 8, step 260, loss 0.067, test 0.081
Epoch 8, step 261, loss 0.379, test 0.082
Epoch 8, step 262, loss 0.004, test 0.082
Epoch 8, step 263, loss 0.157, test 0.082
Epoch 8, step 264, loss 0.043, test 0.082
Epoch 8, step 265, loss 0.310, test 0.083
Epoch 8, step 266, loss 0.015, test 0.083
Epoch 8, step 267, loss 0.051, test 0.083
Epoch 8, step 268, loss 0.020, test 0.083
Epoch 8, step 269, loss 0.269, test 0.084
Epoch 8, step 270, loss 0.164, test 0.083
Epoch 8, step 271, loss 0.092, test 0.083
Epoch 8, step 272, loss 0.003, test 0.083
Epoch 8, step 273, loss 0.130, test 0.083
Epoch 8, step 274, loss 0.006, test 0.083
Epoch 8, step 275, loss 0.297, test 0.084
Epoch 8, step 276, loss 0.026, test 0.083
Epoch 8, step 277, loss 0.040, test 0.083
Epoch 8, step 278, loss 0.146, test 0.083
Epoch 8, step 279, loss 0.120, test 0.082
Epoch 8, step 280, loss 0.128, test 0.082
Epoch 8, step 281, loss 0.195, test 0.082
Epoch 8, step 282, loss 0.056, test 0.082
Epoch 8, step 283, loss 0.289, test 0.083
Epoch 8, step 284, loss 0.155, test 0.082
Epoch 8, step 285, loss 0.015, test 0.083
Epoch 8, step 286, loss 0.024, test 0.083
Epoch 8, step 287, loss 0.167, test 0.082
Epoch 8, step 288, loss 0.005, test 0.082
Epoch 8, step 289, loss 0.404, test 0.082
Epoch 8, step 290, loss 0.034, test 0.082
Epoch 8, step 291, loss 0.156, test 0.082
Epoch 8, step 292, loss 0.412, test 0.082
Epoch 8, step 293, loss 0.004, test 0.082
Epoch 8, step 294, loss 0.205, test 0.082
Epoch 8, step 295, loss 0.135, test 0.082
Epoch 8, step 296, loss 0.192, test 0.082
Epoch 8, step 297, loss 0.682, test 0.083
Epoch 8, step 298, loss 0.006, test 0.083
Epoch 8, step 299, loss 0.049, test 0.083
Epoch 8, step 300, loss 0.197, test 0.083
Epoch 8, step 301, loss 0.143, test 0.083
Epoch 8, step 302, loss 0.005, test 0.083
Epoch 8, step 303, loss 0.063, test 0.083
Epoch 8, step 304, loss 0.023, test 0.083
Epoch 8, step 305, loss 0.139, test 0.083
Epoch 8, step 306, loss 0.029, test 0.083
Epoch 8, step 307, loss 0.002, test 0.083
Epoch 8, step 308, loss 1.355, test 0.086
Epoch 8, step 309, loss 0.065, test 0.087
Epoch 8, step 310, loss 0.307, test 0.088
Epoch 8, step 311, loss 0.056, test 0.089
Epoch 8, step 312, loss 0.000, test 0.089
Epoch 8, step 313, loss 0.028, test 0.089
Epoch 8, step 314, loss 0.000, test 0.089
Epoch 8, step 315, loss 0.083, test 0.090
Epoch 8, step 316, loss 0.001, test 0.089
Epoch 8, step 317, loss 0.014, test 0.089
Epoch 8, step 318, loss 0.286, test 0.089
Epoch 8, step 319, loss 0.418, test 0.089
Epoch 8, step 320, loss 0.020, test 0.090
Epoch 8, step 321, loss 0.136, test 0.088
Epoch 8, step 322, loss 0.015, test 0.088
Epoch 8, step 323, loss 0.074, test 0.088
Epoch 8, step 324, loss 0.165, test 0.087
Epoch 8, step 325, loss 0.029, test 0.088
Epoch 8, step 326, loss 0.475, test 0.089
Epoch 8, step 327, loss 0.387, test 0.090
Epoch 8, step 328, loss 0.000, test 0.090
Epoch 8, step 329, loss 0.054, test 0.090
Epoch 8, step 330, loss 0.040, test 0.090
Epoch 8, step 331, loss 0.103, test 0.092
Epoch 8, step 332, loss 0.080, test 0.093
Epoch 8, step 333, loss 0.000, test 0.093
Epoch 8, step 334, loss 0.068, test 0.093
Epoch 8, step 335, loss 0.459, test 0.095
Epoch 8, step 336, loss 0.036, test 0.095
Epoch 8, step 337, loss 0.881, test 0.095
Epoch 8, step 338, loss 0.052, test 0.095
Epoch 8, step 339, loss 0.023, test 0.095
Epoch 8, step 340, loss 0.088, test 0.093
Epoch 8, step 341, loss 0.252, test 0.092
Epoch 8, step 342, loss 0.087, test 0.092
Epoch 8, step 343, loss 0.302, test 0.092
Epoch 8, step 344, loss 0.143, test 0.092
Epoch 8, step 345, loss 0.017, test 0.092
Epoch 8, step 346, loss 0.006, test 0.092
Epoch 8, step 347, loss 0.159, test 0.091
Epoch 8, step 348, loss 1.057, test 0.090
Epoch 8, step 349, loss 0.167, test 0.091
Epoch 8, step 350, loss 0.134, test 0.090
Epoch 8, step 351, loss 0.500, test 0.090
Epoch 8, step 352, loss 0.066, test 0.090
Epoch 8, step 353, loss 0.180, test 0.090
Epoch 8, step 354, loss 0.019, test 0.089
Epoch 8, step 355, loss 0.018, test 0.089
Epoch 8, step 356, loss 0.350, test 0.086
Epoch 8, step 357, loss 0.013, test 0.086
Epoch 8, step 358, loss 0.192, test 0.086
Epoch 8, step 359, loss 0.055, test 0.086
Epoch 8, step 360, loss 0.029, test 0.086
Epoch 8, step 361, loss 0.125, test 0.085
Epoch 8, step 362, loss 0.651, test 0.085
Epoch 8, step 363, loss 0.085, test 0.086
Epoch 8, step 364, loss 0.075, test 0.085
Epoch 8, step 365, loss 0.141, test 0.086
Epoch 8, step 366, loss 0.209, test 0.085
Epoch 8, step 367, loss 0.014, test 0.086
Epoch 8, step 368, loss 0.022, test 0.085
Epoch 8, step 369, loss 1.547, test 0.084
Epoch 8, step 370, loss 0.083, test 0.085
Epoch 8, step 371, loss 1.007, test 0.085
Epoch 8, step 372, loss 0.081, test 0.086
Epoch 8, step 373, loss 0.006, test 0.086
Epoch 8, step 374, loss 0.130, test 0.086
Epoch 8, step 375, loss 0.277, test 0.087
Epoch 8, step 376, loss 0.256, test 0.087
Epoch 8, step 377, loss 0.025, test 0.087
Epoch 8, step 378, loss 0.029, test 0.087
Epoch 8, step 379, loss 0.041, test 0.087
Epoch 8, step 380, loss 0.005, test 0.086
Epoch 8, step 381, loss 0.154, test 0.087
Epoch 8, step 382, loss 0.019, test 0.087
Epoch 8, step 383, loss 0.072, test 0.086
Epoch 8, step 384, loss 0.023, test 0.086
Epoch 8, step 385, loss 0.015, test 0.086
Epoch 8, step 386, loss 0.052, test 0.086
Epoch 8, step 387, loss 0.260, test 0.086
Epoch 8, step 388, loss 0.001, test 0.086
Epoch 8, step 389, loss 0.010, test 0.086
Epoch 8, step 390, loss 0.001, test 0.086
Epoch 8, step 391, loss 0.084, test 0.086
Epoch 8, step 392, loss 0.019, test 0.086
Epoch 8, step 393, loss 0.019, test 0.086
Epoch 8, step 394, loss 0.010, test 0.086
Epoch 8, step 395, loss 0.186, test 0.086
Epoch 8, step 396, loss 0.190, test 0.086
Epoch 8, step 397, loss 0.120, test 0.086
Epoch 8, step 398, loss 0.098, test 0.086
Epoch 8, step 399, loss 0.031, test 0.085
Epoch 8, step 400, loss 0.106, test 0.085
Epoch 8, step 401, loss 0.281, test 0.085
Epoch 8, step 402, loss 0.085, test 0.085
Epoch 8, step 403, loss 0.014, test 0.085
Epoch 8, step 404, loss 0.002, test 0.085
Epoch 8, step 405, loss 0.103, test 0.085
Epoch 8, step 406, loss 0.315, test 0.085
Epoch 8, step 407, loss 0.061, test 0.085
Epoch 8, step 408, loss 0.103, test 0.085
Epoch 8, step 409, loss 0.091, test 0.085
Epoch 8, step 410, loss 0.198, test 0.085
Epoch 8, step 411, loss 0.072, test 0.086
Epoch 8, step 412, loss 0.011, test 0.085
Epoch 8, step 413, loss 0.086, test 0.086
Epoch 8, step 414, loss 0.130, test 0.086
Epoch 8, step 415, loss 0.003, test 0.086
Epoch 8, step 416, loss 0.008, test 0.086
Epoch 8, step 417, loss 0.019, test 0.086
Epoch 8, step 418, loss 0.033, test 0.086
Epoch 8, step 419, loss 0.095, test 0.085
Epoch 8, step 420, loss 0.015, test 0.085
Epoch 8, step 421, loss 0.015, test 0.085
Epoch 8, step 422, loss 0.007, test 0.085
Epoch 8, step 423, loss 0.060, test 0.085
Epoch 8, step 424, loss 0.175, test 0.085
Epoch 8, step 425, loss 0.003, test 0.085
Epoch 8, step 426, loss 0.119, test 0.086
Epoch 8, step 427, loss 0.076, test 0.085
Epoch 8, step 428, loss 0.016, test 0.085
Epoch 8, step 429, loss 0.038, test 0.085
Epoch 8, step 430, loss 0.001, test 0.085
Epoch 8, step 431, loss 0.194, test 0.085
Epoch 8, step 432, loss 0.513, test 0.085
Epoch 8, step 433, loss 0.079, test 0.085
Epoch 8, step 434, loss 0.044, test 0.086
Epoch 8, step 435, loss 0.005, test 0.086
Epoch 8, step 436, loss 0.008, test 0.086
Epoch 8, step 437, loss 0.010, test 0.086
Epoch 8, step 438, loss 0.638, test 0.087
Epoch 8, step 439, loss 0.057, test 0.086
Epoch 8, step 440, loss 0.016, test 0.086
Epoch 8, step 441, loss 0.074, test 0.086
Epoch 8, step 442, loss 0.074, test 0.087
Epoch 8, step 443, loss 0.053, test 0.086
Epoch 8, step 444, loss 0.032, test 0.086
Epoch 8, step 445, loss 0.725, test 0.086
Epoch 8, step 446, loss 0.185, test 0.086
Epoch 8, step 447, loss 0.001, test 0.086
Epoch 8, step 448, loss 0.100, test 0.085
Epoch 8, step 449, loss 0.165, test 0.086
Epoch 8, step 450, loss 0.043, test 0.086
Epoch 8, step 451, loss 0.005, test 0.086
Epoch 8, step 452, loss 0.106, test 0.086
Epoch 8, step 453, loss 0.047, test 0.086
Epoch 8, step 454, loss 0.038, test 0.086
Epoch 8, step 455, loss 0.011, test 0.086
Epoch 8, step 456, loss 0.041, test 0.085
Epoch 8, step 457, loss 0.004, test 0.085
Epoch 8, step 458, loss 0.002, test 0.085
Epoch 8, step 459, loss 0.027, test 0.085
Epoch 8, step 460, loss 0.244, test 0.085
Epoch 8, step 461, loss 0.002, test 0.085
Epoch 8, step 462, loss 0.202, test 0.085
Epoch 8, step 463, loss 0.055, test 0.085
Epoch 8, step 464, loss 0.067, test 0.086
Epoch 8, step 465, loss 0.331, test 0.086
Epoch 8, step 466, loss 0.018, test 0.086
Epoch 8, step 467, loss 0.183, test 0.086
Epoch 8, step 468, loss 0.041, test 0.087
Epoch 8, step 469, loss 0.003, test 0.087
Epoch 8, step 470, loss 0.005, test 0.087
Epoch 8, step 471, loss 0.601, test 0.086
Epoch 8, step 472, loss 0.004, test 0.086
Epoch 8, step 473, loss 0.096, test 0.086
Epoch 8, step 474, loss 0.037, test 0.087
Epoch 8, step 475, loss 0.205, test 0.087
Epoch 8, step 476, loss 0.093, test 0.087
Epoch 8, step 477, loss 0.350, test 0.087
Epoch 8, step 478, loss 0.003, test 0.087
Epoch 8, step 479, loss 0.095, test 0.087
Epoch 8, step 480, loss 0.052, test 0.087
Epoch 8, step 481, loss 0.032, test 0.087
Epoch 8, step 482, loss 0.329, test 0.086
Epoch 8, step 483, loss 0.511, test 0.086
Epoch 8, step 484, loss 0.996, test 0.086
Epoch 8, step 485, loss 0.106, test 0.086
Epoch 8, step 486, loss 0.034, test 0.086
Epoch 8, step 487, loss 0.042, test 0.085
Epoch 8, step 488, loss 0.000, test 0.085
Epoch 8, step 489, loss 0.021, test 0.085
Epoch 8, step 490, loss 0.065, test 0.085
Epoch 8, step 491, loss 0.004, test 0.085
Epoch 8, step 492, loss 0.137, test 0.086
Epoch 8, step 493, loss 0.159, test 0.086
Epoch 8, step 494, loss 0.215, test 0.091
Epoch 8, step 495, loss 0.347, test 0.092
Epoch 8, step 496, loss 0.003, test 0.092
Epoch 8, step 497, loss 0.091, test 0.092
Epoch 8, step 498, loss 0.001, test 0.092
Epoch 8, step 499, loss 0.093, test 0.092
Epoch 8, step 500, loss 0.076, test 0.092
Epoch 8, step 501, loss 0.026, test 0.092
Epoch 8, step 502, loss 0.027, test 0.092
Epoch 8, step 503, loss 0.006, test 0.092
Epoch 8, step 504, loss 0.011, test 0.092
Epoch 8, step 505, loss 0.006, test 0.092
Epoch 8, step 506, loss 0.004, test 0.092
Epoch 8, step 507, loss 0.055, test 0.092
Epoch 8, step 508, loss 0.128, test 0.092
Epoch 8, step 509, loss 0.073, test 0.092
Epoch 8, step 510, loss 0.002, test 0.092
Epoch 8, step 511, loss 0.086, test 0.091
Epoch 8, step 512, loss 0.161, test 0.091
Epoch 8, step 513, loss 0.147, test 0.092
Epoch 8, step 514, loss 0.033, test 0.090
Epoch 8, step 515, loss 0.049, test 0.091
Epoch 8, step 516, loss 0.053, test 0.092
Epoch 8, step 517, loss 0.260, test 0.092
Epoch 8, step 518, loss 0.027, test 0.092
Epoch 8, step 519, loss 0.046, test 0.093
Epoch 8, step 520, loss 0.311, test 0.092
Epoch 8, step 521, loss 0.682, test 0.091
Epoch 8, step 522, loss 0.062, test 0.092
Epoch 8, step 523, loss 0.024, test 0.093
Epoch 8, step 524, loss 0.097, test 0.093
Epoch 8, step 525, loss 0.002, test 0.093
Epoch 8, step 526, loss 0.041, test 0.092
Epoch 8, step 527, loss 0.980, test 0.092
Epoch 8, step 528, loss 0.003, test 0.092
Epoch 8, step 529, loss 0.158, test 0.092
Epoch 8, step 530, loss 0.016, test 0.092
Epoch 8, step 531, loss 0.660, test 0.093
Epoch 8, step 532, loss 0.071, test 0.092
Epoch 8, step 533, loss 0.034, test 0.092
Epoch 8, step 534, loss 0.078, test 0.093
Epoch 8, step 535, loss 0.095, test 0.094
Epoch 8, step 536, loss 0.599, test 0.095
Epoch 8, step 537, loss 0.159, test 0.095
Epoch 8, step 538, loss 0.112, test 0.095
Epoch 8, step 539, loss 0.002, test 0.095
Epoch 8, step 540, loss 0.000, test 0.095
Epoch 8, step 541, loss 0.220, test 0.095
Epoch 8, step 542, loss 0.315, test 0.094
Epoch 8, step 543, loss 0.037, test 0.094
Epoch 8, step 544, loss 0.017, test 0.094
Epoch 8, step 545, loss 0.144, test 0.094
Epoch 8, step 546, loss 0.243, test 0.094
Epoch 8, step 547, loss 0.308, test 0.094
Epoch 8, step 548, loss 0.173, test 0.093
Epoch 8, step 549, loss 0.001, test 0.093
Epoch 8, step 550, loss 0.121, test 0.093
Epoch 8, step 551, loss 0.556, test 0.093
Epoch 8, step 552, loss 0.013, test 0.093
Epoch 8, step 553, loss 0.082, test 0.093
Epoch 8, step 554, loss 0.295, test 0.094
Epoch 8, step 555, loss 0.231, test 0.094
Epoch 8, step 556, loss 0.048, test 0.095
Epoch 8, step 557, loss 0.018, test 0.095
Epoch 8, step 558, loss 0.016, test 0.095
Epoch 8, step 559, loss 0.262, test 0.094
Epoch 8, step 560, loss 0.543, test 0.094
Epoch 8, step 561, loss 0.128, test 0.095
Epoch 8, step 562, loss 0.104, test 0.095
Epoch 8, step 563, loss 0.027, test 0.095
Epoch 8, step 564, loss 0.003, test 0.095
Epoch 8, step 565, loss 0.108, test 0.095
Epoch 8, step 566, loss 0.019, test 0.095
Epoch 8, step 567, loss 0.000, test 0.095
Epoch 8, step 568, loss 0.205, test 0.094
Epoch 8, step 569, loss 0.005, test 0.094
Epoch 8, step 570, loss 0.146, test 0.094
Epoch 8, step 571, loss 0.140, test 0.094
Epoch 8, step 572, loss 0.575, test 0.094
Epoch 8, step 573, loss 0.012, test 0.094
Epoch 8, step 574, loss 0.002, test 0.094
Epoch 8, step 575, loss 0.022, test 0.094
Epoch 8, step 576, loss 0.077, test 0.094
Epoch 8, step 577, loss 0.230, test 0.094
Epoch 8, step 578, loss 0.190, test 0.094
Epoch 8, step 579, loss 0.468, test 0.093
Epoch 8, step 580, loss 0.199, test 0.092
Epoch 8, step 581, loss 0.201, test 0.092
Epoch 8, step 582, loss 0.195, test 0.091
Epoch 8, step 583, loss 0.110, test 0.090
Epoch 8, step 584, loss 0.026, test 0.090
Epoch 8, step 585, loss 0.020, test 0.090
Epoch 8, step 586, loss 0.171, test 0.090
Epoch 8, step 587, loss 0.365, test 0.089
Epoch 8, step 588, loss 0.000, test 0.089
Epoch 8, step 589, loss 0.014, test 0.089
Epoch 8, step 590, loss 0.017, test 0.089
Epoch 8, step 591, loss 0.814, test 0.088
Epoch 8, step 592, loss 0.069, test 0.088
Epoch 8, step 593, loss 0.993, test 0.089
Epoch 8, step 594, loss 0.360, test 0.089
Epoch 8, step 595, loss 0.183, test 0.089
Epoch 8, step 596, loss 0.104, test 0.089
Epoch 8, step 597, loss 0.025, test 0.089
Epoch 8, step 598, loss 0.006, test 0.089
Epoch 8, step 599, loss 0.002, test 0.089
Epoch 8, step 600, loss 0.095, test 0.089
Epoch 8, step 601, loss 0.039, test 0.089
Epoch 8, step 602, loss 0.731, test 0.089
Epoch 8, step 603, loss 0.304, test 0.088
Epoch 8, step 604, loss 0.027, test 0.088
Epoch 8, step 605, loss 0.000, test 0.088
Epoch 8, step 606, loss 0.004, test 0.088
Epoch 8, step 607, loss 0.085, test 0.088
Epoch 8, step 608, loss 0.032, test 0.088
Epoch 8, step 609, loss 0.255, test 0.088
Epoch 8, step 610, loss 0.154, test 0.089
Epoch 8, step 611, loss 0.042, test 0.089
Epoch 8, step 612, loss 0.069, test 0.090
Epoch 8, step 613, loss 0.000, test 0.090
Epoch 8, step 614, loss 0.083, test 0.090
Epoch 8, step 615, loss 0.361, test 0.092
Epoch 8, step 616, loss 0.322, test 0.092
Epoch 8, step 617, loss 0.001, test 0.092
Epoch 8, step 618, loss 0.088, test 0.092
Epoch 8, step 619, loss 0.117, test 0.092
Epoch 8, step 620, loss 0.466, test 0.093
Epoch 8, step 621, loss 0.230, test 0.093
Epoch 8, step 622, loss 0.132, test 0.093
Epoch 8, step 623, loss 0.003, test 0.093
Epoch 8, step 624, loss 0.039, test 0.093

Epoch 8, step 625, loss 0.048, test 0.093
Epoch 8, step 626, loss 0.085, test 0.092
Epoch 8, step 627, loss 0.028, test 0.092
Epoch 8, step 628, loss 0.006, test 0.092
Epoch 8, step 629, loss 0.224, test 0.092
Epoch 8, step 630, loss 0.163, test 0.092
Epoch 8, step 631, loss 0.505, test 0.092
Epoch 8, step 632, loss 0.163, test 0.091
Epoch 8, step 633, loss 0.023, test 0.091
Epoch 8, step 634, loss 0.024, test 0.091
Epoch 8, step 635, loss 0.091, test 0.092
Epoch 8, step 636, loss 0.016, test 0.091
Epoch 8, step 637, loss 0.021, test 0.091
Epoch 8, step 638, loss 0.072, test 0.091
Epoch 8, step 639, loss 0.035, test 0.091
Epoch 8, step 640, loss 0.003, test 0.091
Epoch 8, step 641, loss 0.021, test 0.091
Epoch 8, step 642, loss 0.098, test 0.091
Epoch 8, step 643, loss 0.145, test 0.091
Epoch 8, step 644, loss 0.088, test 0.091
Epoch 8, step 645, loss 0.508, test 0.091
Epoch 8, step 646, loss 0.099, test 0.090
Epoch 8, step 647, loss 0.145, test 0.090
Epoch 8, step 648, loss 0.029, test 0.090
Epoch 8, step 649, loss 0.005, test 0.090
Epoch 8, step 650, loss 0.099, test 0.090
Epoch 8, step 651, loss 0.652, test 0.092
Epoch 8, step 652, loss 0.037, test 0.092
Epoch 8, step 653, loss 0.388, test 0.092
Epoch 8, step 654, loss 0.000, test 0.092
Epoch 8, step 655, loss 0.146, test 0.091
Epoch 8, step 656, loss 0.010, test 0.091
Epoch 8, step 657, loss 0.001, test 0.091
Epoch 8, step 658, loss 0.158, test 0.091
Epoch 8, step 659, loss 0.011, test 0.091
Epoch 8, step 660, loss 0.035, test 0.090
Epoch 8, step 661, loss 0.096, test 0.090
Epoch 8, step 662, loss 0.029, test 0.090
Epoch 8, step 663, loss 0.170, test 0.090
Epoch 8, step 664, loss 0.043, test 0.090
Epoch 8, step 665, loss 0.001, test 0.090
Epoch 8, step 666, loss 0.246, test 0.090
Epoch 8, step 667, loss 0.378, test 0.091
Epoch 8, step 668, loss 0.342, test 0.091
Epoch 8, step 669, loss 0.006, test 0.091
Epoch 8, step 670, loss 0.070, test 0.091
Epoch 8, step 671, loss 0.363, test 0.091
Epoch 8, step 672, loss 0.000, test 0.091
Epoch 8, step 673, loss 0.472, test 0.091
Epoch 8, step 674, loss 0.004, test 0.091
Epoch 8, step 675, loss 0.064, test 0.091
Epoch 8, step 676, loss 0.095, test 0.091
Epoch 8, step 677, loss 0.041, test 0.090
Epoch 8, step 678, loss 0.005, test 0.090
Epoch 8, step 679, loss 0.001, test 0.090
Epoch 8, step 680, loss 0.053, test 0.090
Epoch 8, step 681, loss 0.000, test 0.090
Epoch 8, step 682, loss 0.013, test 0.091
Epoch 8, step 683, loss 0.000, test 0.091
Epoch 8, step 684, loss 0.395, test 0.090
Epoch 8, step 685, loss 0.089, test 0.090
Epoch 8, step 686, loss 0.001, test 0.090
Epoch 8, step 687, loss 0.195, test 0.090
Epoch 8, step 688, loss 0.082, test 0.090
Epoch 8, step 689, loss 0.052, test 0.090
Epoch 8, step 690, loss 0.097, test 0.090
Epoch 8, step 691, loss 0.049, test 0.090
Epoch 8, step 692, loss 0.045, test 0.090
Epoch 8, step 693, loss 0.027, test 0.090
Epoch 8, step 694, loss 0.031, test 0.090
Epoch 8, step 695, loss 0.623, test 0.092
Epoch 8, step 696, loss 0.082, test 0.092
Epoch 8, step 697, loss 0.076, test 0.092
Epoch 8, step 698, loss 0.023, test 0.092
Epoch 8, step 699, loss 0.252, test 0.092
Epoch 8, step 700, loss 0.000, test 0.092
Epoch 8, step 701, loss 0.013, test 0.092
Epoch 8, step 702, loss 0.034, test 0.092
Epoch 8, step 703, loss 0.003, test 0.092
Epoch 8, step 704, loss 0.081, test 0.092
Epoch 8, step 705, loss 0.168, test 0.092
Epoch 8, step 706, loss 0.035, test 0.092
Epoch 8, step 707, loss 0.003, test 0.092
Epoch 8, step 708, loss 0.062, test 0.092
Epoch 8, step 709, loss 0.021, test 0.092
Epoch 8, step 710, loss 0.022, test 0.092
Epoch 8, step 711, loss 0.107, test 0.093
Epoch 8, step 712, loss 0.029, test 0.093
Epoch 8, step 713, loss 0.465, test 0.094
Epoch 8, step 714, loss 0.180, test 0.094
Epoch 8, step 715, loss 0.030, test 0.094
Epoch 8, step 716, loss 0.092, test 0.095
Epoch 8, step 717, loss 0.020, test 0.095
Epoch 8, step 718, loss 0.269, test 0.095
Epoch 8, step 719, loss 0.021, test 0.095
Epoch 8, step 720, loss 0.005, test 0.095
Epoch 8, step 721, loss 0.114, test 0.094
Epoch 8, step 722, loss 0.020, test 0.094
Epoch 8, step 723, loss 0.004, test 0.094
Epoch 8, step 724, loss 0.176, test 0.094
Epoch 8, step 725, loss 0.002, test 0.094
Epoch 8, step 726, loss 0.005, test 0.094
Epoch 8, step 727, loss 0.091, test 0.094
Epoch 8, step 728, loss 0.205, test 0.095
Epoch 8, step 729, loss 0.036, test 0.095
Epoch 8, step 730, loss 0.018, test 0.094
Epoch 8, step 731, loss 0.006, test 0.094
Epoch 8, step 732, loss 0.093, test 0.094
Epoch 8, step 733, loss 0.133, test 0.094
Epoch 8, step 734, loss 0.160, test 0.096
Epoch 8, step 735, loss 0.087, test 0.097
Epoch 8, step 736, loss 0.020, test 0.097
Epoch 8, step 737, loss 0.090, test 0.097
Epoch 8, step 738, loss 0.006, test 0.097
Epoch 8, step 739, loss 0.161, test 0.097
Epoch 8, step 740, loss 0.001, test 0.097
Epoch 8, step 741, loss 0.002, test 0.097
Epoch 8, step 742, loss 0.374, test 0.097
Epoch 8, step 743, loss 0.129, test 0.097
Epoch 8, step 744, loss 0.038, test 0.097
Epoch 8, step 745, loss 0.008, test 0.097
Epoch 8, step 746, loss 0.074, test 0.098
Epoch 8, step 747, loss 0.141, test 0.099
Epoch 8, step 748, loss 0.154, test 0.099
Epoch 8, step 749, loss 0.217, test 0.100
Epoch 8, step 750, loss 0.000, test 0.100
Epoch 8, step 751, loss 0.159, test 0.100
Epoch 8, step 752, loss 0.263, test 0.100
Epoch 8, step 753, loss 0.003, test 0.100
Epoch 8, step 754, loss 0.133, test 0.100
Epoch 8, step 755, loss 0.004, test 0.100
Epoch 8, step 756, loss 0.116, test 0.099
Epoch 8, step 757, loss 0.006, test 0.099
Epoch 8, step 758, loss 0.203, test 0.099
Epoch 8, step 759, loss 0.013, test 0.099
Epoch 8, step 760, loss 0.002, test 0.099
Epoch 8, step 761, loss 0.004, test 0.099
Epoch 8, step 762, loss 0.097, test 0.100
Epoch 8, step 763, loss 0.178, test 0.100
Epoch 8, step 764, loss 0.037, test 0.100
Epoch 8, step 765, loss 0.040, test 0.100
Epoch 8, step 766, loss 0.005, test 0.100
Epoch 8, step 767, loss 0.000, test 0.100
Epoch 8, step 768, loss 0.332, test 0.095
Epoch 8, step 769, loss 0.003, test 0.094
Epoch 8, step 770, loss 0.036, test 0.094
Epoch 8, step 771, loss 0.155, test 0.098
Epoch 8, step 772, loss 0.375, test 0.098
Epoch 8, step 773, loss 0.255, test 0.098
Epoch 8, step 774, loss 0.105, test 0.097
Epoch 8, step 775, loss 0.113, test 0.096
Epoch 8, step 776, loss 0.010, test 0.096
Epoch 8, step 777, loss 0.156, test 0.096
Epoch 8, step 778, loss 0.007, test 0.096
Epoch 8, step 779, loss 0.004, test 0.096
Epoch 8, step 780, loss 0.028, test 0.095
Epoch 8, step 781, loss 0.011, test 0.095
Epoch 8, step 782, loss 0.178, test 0.095
Epoch 8, step 783, loss 0.014, test 0.095
Epoch 8, step 784, loss 0.007, test 0.095
Epoch 8, step 785, loss 0.027, test 0.094
Epoch 8, step 786, loss 0.228, test 0.095
Epoch 8, step 787, loss 0.005, test 0.095
Epoch 8, step 788, loss 0.026, test 0.095
Epoch 8, step 789, loss 0.059, test 0.095
Epoch 8, step 790, loss 1.078, test 0.094
Epoch 8, step 791, loss 0.098, test 0.095
Epoch 8, step 792, loss 0.015, test 0.095
Epoch 8, step 793, loss 0.001, test 0.095
Epoch 8, step 794, loss 0.044, test 0.095
Epoch 8, step 795, loss 0.024, test 0.095
Epoch 8, step 796, loss 0.012, test 0.095
Epoch 8, step 797, loss 0.001, test 0.095
Epoch 8, step 798, loss 0.125, test 0.095
Epoch 8, step 799, loss 0.150, test 0.095
Epoch 8, step 800, loss 0.032, test 0.095
Epoch 8, step 801, loss 0.510, test 0.095
Epoch 8, step 802, loss 0.013, test 0.095
Epoch 8, step 803, loss 0.043, test 0.095
Epoch 8, step 804, loss 0.101, test 0.096
Epoch 8, step 805, loss 0.006, test 0.096
Epoch 8, step 806, loss 0.014, test 0.096
Epoch 8, step 807, loss 0.223, test 0.096
Epoch 8, step 808, loss 0.176, test 0.096
Epoch 8, step 809, loss 0.114, test 0.100
Epoch 8, step 810, loss 0.304, test 0.100
Epoch 8, step 811, loss 0.009, test 0.101
Epoch 8, step 812, loss 0.051, test 0.100
Epoch 8, step 813, loss 0.057, test 0.100
Epoch 8, step 814, loss 0.049, test 0.099
Epoch 8, step 815, loss 0.558, test 0.099
Epoch 8, step 816, loss 0.062, test 0.099
Epoch 8, step 817, loss 0.097, test 0.099
Epoch 8, step 818, loss 0.013, test 0.099
Epoch 8, step 819, loss 0.259, test 0.099
Epoch 8, step 820, loss 0.014, test 0.099
Epoch 8, step 821, loss 0.076, test 0.099
Epoch 8, step 822, loss 0.111, test 0.099
Epoch 8, step 823, loss 0.493, test 0.099
Epoch 8, step 824, loss 0.519, test 0.099
Epoch 8, step 825, loss 0.280, test 0.099
Epoch 8, step 826, loss 0.006, test 0.099
Epoch 8, step 827, loss 0.175, test 0.099
Epoch 8, step 828, loss 0.014, test 0.099
Epoch 8, step 829, loss 0.004, test 0.099
Epoch 8, step 830, loss 0.087, test 0.099
Epoch 8, step 831, loss 0.001, test 0.099
Epoch 8, step 832, loss 0.066, test 0.099
Epoch 8, step 833, loss 0.081, test 0.099
Epoch 8, step 834, loss 0.213, test 0.099
Epoch 8, step 835, loss 0.004, test 0.099
Epoch 8, step 836, loss 0.143, test 0.098
Epoch 8, step 837, loss 0.022, test 0.098
Epoch 8, step 838, loss 0.197, test 0.098
Epoch 8, step 839, loss 0.092, test 0.098
Epoch 8, step 840, loss 0.008, test 0.098
Epoch 8, step 841, loss 0.002, test 0.098
Epoch 8, step 842, loss 0.035, test 0.098
Epoch 8, step 843, loss 0.001, test 0.098
Epoch 8, step 844, loss 0.320, test 0.098
Epoch 8, step 845, loss 0.004, test 0.098
Epoch 8, step 846, loss 0.324, test 0.097
Epoch 8, step 847, loss 0.187, test 0.097
Epoch 8, step 848, loss 0.082, test 0.097
Epoch 8, step 849, loss 0.021, test 0.098
Epoch 8, step 850, loss 0.124, test 0.098
Epoch 8, step 851, loss 0.012, test 0.098
Epoch 8, step 852, loss 0.002, test 0.098
Epoch 8, step 853, loss 0.329, test 0.097
Epoch 8, step 854, loss 0.031, test 0.096
Epoch 8, step 855, loss 0.001, test 0.095
Epoch 8, step 856, loss 0.061, test 0.095
Epoch 8, step 857, loss 0.011, test 0.095
Epoch 8, step 858, loss 0.130, test 0.095
Epoch 8, step 859, loss 0.000, test 0.095
Epoch 8, step 860, loss 0.173, test 0.096
Epoch 8, step 861, loss 0.056, test 0.096
Epoch 8, step 862, loss 0.101, test 0.096
Epoch 8, step 863, loss 0.013, test 0.096
Epoch 8, step 864, loss 0.032, test 0.096
Epoch 8, step 865, loss 0.022, test 0.096
Epoch 8, step 866, loss 0.001, test 0.096
Epoch 8, step 867, loss 0.246, test 0.095
Epoch 8, step 868, loss 0.032, test 0.095
Epoch 8, step 869, loss 0.340, test 0.094
Epoch 8, step 870, loss 0.006, test 0.095
Epoch 8, step 871, loss 0.004, test 0.095
Epoch 8, step 872, loss 0.042, test 0.095
Epoch 8, step 873, loss 0.021, test 0.095
Epoch 8, step 874, loss 0.373, test 0.095
Epoch 8, step 875, loss 0.348, test 0.093
Epoch 8, step 876, loss 0.006, test 0.093
Epoch 8, step 877, loss 0.015, test 0.092
Epoch 8, step 878, loss 0.161, test 0.093
Epoch 8, step 879, loss 0.131, test 0.092
Epoch 8, step 880, loss 1.091, test 0.091
Epoch 8, step 881, loss 0.026, test 0.091
Epoch 8, step 882, loss 0.273, test 0.091
Epoch 8, step 883, loss 0.267, test 0.091
Epoch 8, step 884, loss 0.079, test 0.091
Epoch 8, step 885, loss 0.033, test 0.091
Epoch 8, step 886, loss 0.195, test 0.090
Epoch 8, step 887, loss 0.040, test 0.090
Epoch 8, step 888, loss 0.011, test 0.090
Epoch 8, step 889, loss 0.000, test 0.090
Epoch 8, step 890, loss 0.004, test 0.090
Epoch 8, step 891, loss 0.013, test 0.090
Epoch 8, step 892, loss 0.078, test 0.090
Epoch 8, step 893, loss 1.526, test 0.089
Epoch 8, step 894, loss 0.077, test 0.089
Epoch 8, step 895, loss 0.012, test 0.089
Epoch 8, step 896, loss 0.055, test 0.089
Epoch 8, step 897, loss 0.181, test 0.088
Epoch 8, step 898, loss 0.284, test 0.088
Epoch 8, step 899, loss 0.298, test 0.089
Epoch 8, step 900, loss 0.021, test 0.088
Epoch 8, step 901, loss 0.029, test 0.088
Epoch 8, step 902, loss 0.236, test 0.089
Epoch 8, step 903, loss 0.002, test 0.089
Epoch 8, step 904, loss 0.003, test 0.089
Epoch 8, step 905, loss 0.071, test 0.088
Epoch 8, step 906, loss 0.223, test 0.089
Epoch 8, step 907, loss 0.029, test 0.089
Epoch 8, step 908, loss 0.000, test 0.089
Epoch 8, step 909, loss 0.686, test 0.090
Epoch 8, step 910, loss 0.133, test 0.090
Epoch 8, step 911, loss 0.002, test 0.091
Epoch 8, step 912, loss 0.110, test 0.089
Epoch 8, step 913, loss 0.154, test 0.089
Epoch 8, step 914, loss 0.049, test 0.089
Epoch 8, step 915, loss 0.028, test 0.088
Epoch 8, step 916, loss 0.280, test 0.088
Epoch 8, step 917, loss 0.000, test 0.088
Epoch 8, step 918, loss 0.043, test 0.088
Epoch 8, step 919, loss 0.001, test 0.088
Epoch 8, step 920, loss 0.054, test 0.088
Epoch 8, step 921, loss 0.054, test 0.088
Epoch 8, step 922, loss 0.106, test 0.088
Epoch 8, step 923, loss 0.008, test 0.088
Epoch 8, step 924, loss 0.561, test 0.088
Epoch 8, step 925, loss 0.027, test 0.088
Epoch 8, step 926, loss 0.241, test 0.088
Epoch 8, step 927, loss 0.157, test 0.089
Epoch 8, step 928, loss 0.083, test 0.089
Epoch 8, step 929, loss 0.077, test 0.089
Epoch 8, step 930, loss 0.108, test 0.089
Epoch 8, step 931, loss 0.143, test 0.089
Epoch 8, step 932, loss 0.159, test 0.089
Epoch 8, step 933, loss 0.004, test 0.089
Epoch 8, step 934, loss 0.072, test 0.088
Epoch 8, step 935, loss 0.077, test 0.089
Epoch 8, step 936, loss 0.049, test 0.088
Epoch 8, step 937, loss 0.253, test 0.089
Epoch 8, step 938, loss 0.273, test 0.088
Epoch 8, step 939, loss 0.023, test 0.088
Epoch 8, step 940, loss 0.021, test 0.088
Epoch 8, step 941, loss 0.061, test 0.088
Epoch 8, step 942, loss 0.061, test 0.088
Epoch 8, step 943, loss 0.137, test 0.088
Epoch 8, step 944, loss 0.010, test 0.088
Epoch 8, step 945, loss 0.300, test 0.089
Epoch 8, step 946, loss 0.055, test 0.089
Epoch 8, step 947, loss 0.005, test 0.089
Epoch 8, step 948, loss 0.002, test 0.089
Epoch 8, step 949, loss 0.059, test 0.089
Epoch 8, step 950, loss 0.072, test 0.088
Epoch 8, step 951, loss 0.001, test 0.088
Epoch 8, step 952, loss 0.264, test 0.090
Epoch 8, step 953, loss 0.041, test 0.091
Epoch 8, step 954, loss 0.042, test 0.091
Epoch 8, step 955, loss 0.050, test 0.091
Epoch 8, step 956, loss 0.333, test 0.091
Epoch 8, step 957, loss 0.120, test 0.091
Epoch 8, step 958, loss 0.169, test 0.090
Epoch 8, step 959, loss 0.007, test 0.090
Epoch 8, step 960, loss 0.029, test 0.090
Epoch 8, step 961, loss 0.034, test 0.090
Epoch 8, step 962, loss 0.094, test 0.090
Epoch 8, step 963, loss 0.005, test 0.090
Epoch 8, step 964, loss 0.058, test 0.090
Epoch 8, step 965, loss 0.077, test 0.090
Epoch 8, step 966, loss 0.006, test 0.090
Epoch 8, step 967, loss 0.155, test 0.090
Epoch 8, step 968, loss 0.166, test 0.091
Epoch 8, step 969, loss 0.053, test 0.091
Epoch 8, step 970, loss 0.090, test 0.091
Epoch 8, step 971, loss 0.482, test 0.092
Epoch 8, step 972, loss 0.004, test 0.092
Epoch 8, step 973, loss 0.822, test 0.092
Epoch 8, step 974, loss 0.217, test 0.092
Epoch 8, step 975, loss 0.072, test 0.092
Epoch 8, step 976, loss 0.138, test 0.092
Epoch 8, step 977, loss 1.084, test 0.091
Epoch 8, step 978, loss 0.066, test 0.091
Epoch 8, step 979, loss 0.292, test 0.091
Epoch 8, step 980, loss 0.019, test 0.091
Epoch 8, step 981, loss 0.089, test 0.091
Epoch 8, step 982, loss 0.073, test 0.091
Epoch 8, step 983, loss 0.105, test 0.091
Epoch 8, step 984, loss 0.017, test 0.091
Epoch 8, step 985, loss 0.715, test 0.090
Epoch 8, step 986, loss 0.080, test 0.091
Epoch 8, step 987, loss 0.041, test 0.091
Epoch 8, step 988, loss 0.157, test 0.091
Epoch 8, step 989, loss 0.037, test 0.091
Epoch 8, step 990, loss 0.162, test 0.091
Epoch 8, step 991, loss 0.091, test 0.092
Epoch 8, step 992, loss 0.049, test 0.092
Epoch 8, step 993, loss 0.081, test 0.091
Epoch 8, step 994, loss 0.005, test 0.091
Epoch 8, step 995, loss 0.192, test 0.091
Epoch 8, step 996, loss 0.003, test 0.091
Epoch 8, step 997, loss 0.002, test 0.091
Epoch 8, step 998, loss 0.006, test 0.091
Epoch 8, step 999, loss 0.000, test 0.091
Epoch 9, step 0, loss 0.128, test 0.091
Epoch 9, step 1, loss 0.000, test 0.091
Epoch 9, step 2, loss 0.002, test 0.091
Epoch 9, step 3, loss 0.024, test 0.091
Epoch 9, step 4, loss 0.169, test 0.091
Epoch 9, step 5, loss 0.307, test 0.091
Epoch 9, step 6, loss 0.064, test 0.091
Epoch 9, step 7, loss 0.219, test 0.089
Epoch 9, step 8, loss 0.141, test 0.089
Epoch 9, step 9, loss 0.003, test 0.089
Epoch 9, step 10, loss 0.499, test 0.089
Epoch 9, step 11, loss 0.042, test 0.089
Epoch 9, step 12, loss 0.001, test 0.089
Epoch 9, step 13, loss 0.267, test 0.088
Epoch 9, step 14, loss 0.002, test 0.088
Epoch 9, step 15, loss 0.031, test 0.087
Epoch 9, step 16, loss 0.073, test 0.087
Epoch 9, step 17, loss 0.005, test 0.087
Epoch 9, step 18, loss 0.009, test 0.087
Epoch 9, step 19, loss 0.042, test 0.088
Epoch 9, step 20, loss 0.031, test 0.088
Epoch 9, step 21, loss 0.002, test 0.088
Epoch 9, step 22, loss 0.219, test 0.088
Epoch 9, step 23, loss 0.022, test 0.088
Epoch 9, step 24, loss 0.036, test 0.087
Epoch 9, step 25, loss 0.006, test 0.087
Epoch 9, step 26, loss 0.011, test 0.087
Epoch 9, step 27, loss 0.315, test 0.087
Epoch 9, step 28, loss 0.403, test 0.087
Epoch 9, step 29, loss 0.139, test 0.087
Epoch 9, step 30, loss 0.016, test 0.087
Epoch 9, step 31, loss 1.373, test 0.089
Epoch 9, step 32, loss 0.002, test 0.089
Epoch 9, step 33, loss 0.310, test 0.090
Epoch 9, step 34, loss 0.119, test 0.090
Epoch 9, step 35, loss 0.599, test 0.090
Epoch 9, step 36, loss 0.326, test 0.090
Epoch 9, step 37, loss 0.000, test 0.090
Epoch 9, step 38, loss 0.158, test 0.090
Epoch 9, step 39, loss 0.016, test 0.090
Epoch 9, step 40, loss 0.442, test 0.091
Epoch 9, step 41, loss 0.059, test 0.090
Epoch 9, step 42, loss 0.005, test 0.091
Epoch 9, step 43, loss 0.004, test 0.091
Epoch 9, step 44, loss 0.301, test 0.092
Epoch 9, step 45, loss 0.066, test 0.093
Epoch 9, step 46, loss 0.089, test 0.093
Epoch 9, step 47, loss 0.096, test 0.093
Epoch 9, step 48, loss 0.577, test 0.093
Epoch 9, step 49, loss 0.095, test 0.094
Epoch 9, step 50, loss 0.200, test 0.094
Epoch 9, step 51, loss 0.113, test 0.094
Epoch 9, step 52, loss 0.013, test 0.093
Epoch 9, step 53, loss 0.124, test 0.093
Epoch 9, step 54, loss 0.362, test 0.094
Epoch 9, step 55, loss 0.547, test 0.083
Epoch 9, step 56, loss 0.040, test 0.082
Epoch 9, step 57, loss 0.103, test 0.082
Epoch 9, step 58, loss 0.103, test 0.082
Epoch 9, step 59, loss 0.165, test 0.082
Epoch 9, step 60, loss 0.357, test 0.082
Epoch 9, step 61, loss 0.000, test 0.083
Epoch 9, step 62, loss 0.009, test 0.083
Epoch 9, step 63, loss 0.456, test 0.087
Epoch 9, step 64, loss 0.065, test 0.087
Epoch 9, step 65, loss 0.162, test 0.088
Epoch 9, step 66, loss 0.107, test 0.088
Epoch 9, step 67, loss 0.145, test 0.087
Epoch 9, step 68, loss 0.228, test 0.087
Epoch 9, step 69, loss 0.005, test 0.088
Epoch 9, step 70, loss 0.487, test 0.088
Epoch 9, step 71, loss 0.074, test 0.088
Epoch 9, step 72, loss 0.066, test 0.088
Epoch 9, step 73, loss 0.269, test 0.084
Epoch 9, step 74, loss 0.595, test 0.083
Epoch 9, step 75, loss 0.080, test 0.082
Epoch 9, step 76, loss 0.015, test 0.082
Epoch 9, step 77, loss 0.225, test 0.082
Epoch 9, step 78, loss 0.029, test 0.082
Epoch 9, step 79, loss 0.061, test 0.082
Epoch 9, step 80, loss 0.011, test 0.082
Epoch 9, step 81, loss 0.120, test 0.082
Epoch 9, step 82, loss 0.020, test 0.082
Epoch 9, step 83, loss 0.209, test 0.082
Epoch 9, step 84, loss 0.065, test 0.081
Epoch 9, step 85, loss 0.160, test 0.081
Epoch 9, step 86, loss 0.148, test 0.081
Epoch 9, step 87, loss 0.006, test 0.082
Epoch 9, step 88, loss 0.440, test 0.080
Epoch 9, step 89, loss 0.002, test 0.080
Epoch 9, step 90, loss 0.001, test 0.080
Epoch 9, step 91, loss 0.711, test 0.080
Epoch 9, step 92, loss 0.012, test 0.080
Epoch 9, step 93, loss 0.016, test 0.080
Epoch 9, step 94, loss 0.002, test 0.080
Epoch 9, step 95, loss 0.119, test 0.080
Epoch 9, step 96, loss 0.108, test 0.080
Epoch 9, step 97, loss 0.012, test 0.080
Epoch 9, step 98, loss 0.004, test 0.080
Epoch 9, step 99, loss 0.007, test 0.080
Epoch 9, step 100, loss 0.018, test 0.080
Epoch 9, step 101, loss 0.022, test 0.080
Epoch 9, step 102, loss 0.046, test 0.081
Epoch 9, step 103, loss 0.095, test 0.081
Epoch 9, step 104, loss 0.039, test 0.081
Epoch 9, step 105, loss 0.001, test 0.081
Epoch 9, step 106, loss 0.012, test 0.081
Epoch 9, step 107, loss 0.000, test 0.081
Epoch 9, step 108, loss 0.207, test 0.080
Epoch 9, step 109, loss 0.047, test 0.080
Epoch 9, step 110, loss 0.094, test 0.080
Epoch 9, step 111, loss 0.036, test 0.080
Epoch 9, step 112, loss 0.007, test 0.080
Epoch 9, step 113, loss 0.281, test 0.080
Epoch 9, step 114, loss 0.544, test 0.080
Epoch 9, step 115, loss 0.000, test 0.080
Epoch 9, step 116, loss 0.003, test 0.080
Epoch 9, step 117, loss 0.216, test 0.080
Epoch 9, step 118, loss 0.056, test 0.080
Epoch 9, step 119, loss 0.004, test 0.080
Epoch 9, step 120, loss 0.111, test 0.080
Epoch 9, step 121, loss 0.003, test 0.080
Epoch 9, step 122, loss 0.001, test 0.080
Epoch 9, step 123, loss 0.007, test 0.080
Epoch 9, step 124, loss 0.006, test 0.080
Epoch 9, step 125, loss 0.009, test 0.080
Epoch 9, step 126, loss 0.002, test 0.080
Epoch 9, step 127, loss 0.013, test 0.080
Epoch 9, step 128, loss 0.062, test 0.080
Epoch 9, step 129, loss 0.173, test 0.080
Epoch 9, step 130, loss 0.012, test 0.081
Epoch 9, step 131, loss 0.028, test 0.080
Epoch 9, step 132, loss 0.002, test 0.080
Epoch 9, step 133, loss 0.065, test 0.080
Epoch 9, step 134, loss 0.968, test 0.080
Epoch 9, step 135, loss 0.033, test 0.080
Epoch 9, step 136, loss 0.459, test 0.080
Epoch 9, step 137, loss 0.009, test 0.080
Epoch 9, step 138, loss 0.000, test 0.080
Epoch 9, step 139, loss 0.549, test 0.080
Epoch 9, step 140, loss 0.133, test 0.080
Epoch 9, step 141, loss 0.189, test 0.081
Epoch 9, step 142, loss 0.097, test 0.081
Epoch 9, step 143, loss 0.019, test 0.081
Epoch 9, step 144, loss 0.032, test 0.081
Epoch 9, step 145, loss 0.070, test 0.081
Epoch 9, step 146, loss 0.007, test 0.081
Epoch 9, step 147, loss 0.373, test 0.081
Epoch 9, step 148, loss 0.138, test 0.081
Epoch 9, step 149, loss 0.039, test 0.081
Epoch 9, step 150, loss 0.142, test 0.081
Epoch 9, step 151, loss 0.090, test 0.081
Epoch 9, step 152, loss 0.000, test 0.081
Epoch 9, step 153, loss 0.003, test 0.081
Epoch 9, step 154, loss 0.003, test 0.081
Epoch 9, step 155, loss 0.156, test 0.081
Epoch 9, step 156, loss 0.468, test 0.081
Epoch 9, step 157, loss 0.562, test 0.081
Epoch 9, step 158, loss 0.248, test 0.080
Epoch 9, step 159, loss 0.158, test 0.080
Epoch 9, step 160, loss 0.288, test 0.081
Epoch 9, step 161, loss 0.022, test 0.080
Epoch 9, step 162, loss 0.002, test 0.081
Epoch 9, step 163, loss 0.983, test 0.081
Epoch 9, step 164, loss 0.023, test 0.081
Epoch 9, step 165, loss 0.419, test 0.081
Epoch 9, step 166, loss 0.000, test 0.081
Epoch 9, step 167, loss 0.065, test 0.081
Epoch 9, step 168, loss 0.380, test 0.081
Epoch 9, step 169, loss 0.001, test 0.081
Epoch 9, step 170, loss 0.054, test 0.081
Epoch 9, step 171, loss 0.136, test 0.080
Epoch 9, step 172, loss 0.322, test 0.080
Epoch 9, step 173, loss 0.125, test 0.081
Epoch 9, step 174, loss 0.097, test 0.081
Epoch 9, step 175, loss 0.008, test 0.081
Epoch 9, step 176, loss 0.000, test 0.081
Epoch 9, step 177, loss 0.003, test 0.081
Epoch 9, step 178, loss 0.150, test 0.081
Epoch 9, step 179, loss 0.155, test 0.081
Epoch 9, step 180, loss 0.010, test 0.081
Epoch 9, step 181, loss 0.009, test 0.081
Epoch 9, step 182, loss 0.065, test 0.082
Epoch 9, step 183, loss 0.231, test 0.082
Epoch 9, step 184, loss 0.001, test 0.082
Epoch 9, step 185, loss 0.568, test 0.082
Epoch 9, step 186, loss 0.299, test 0.083
Epoch 9, step 187, loss 0.381, test 0.083
Epoch 9, step 188, loss 0.015, test 0.083
Epoch 9, step 189, loss 0.011, test 0.083
Epoch 9, step 190, loss 0.016, test 0.083
Epoch 9, step 191, loss 0.002, test 0.083
Epoch 9, step 192, loss 0.001, test 0.083
Epoch 9, step 193, loss 0.171, test 0.083
Epoch 9, step 194, loss 0.285, test 0.082
Epoch 9, step 195, loss 0.181, test 0.082
Epoch 9, step 196, loss 0.088, test 0.082
Epoch 9, step 197, loss 0.030, test 0.083
Epoch 9, step 198, loss 0.027, test 0.083
Epoch 9, step 199, loss 0.060, test 0.082
Epoch 9, step 200, loss 0.107, test 0.082
Epoch 9, step 201, loss 0.021, test 0.082
Epoch 9, step 202, loss 0.326, test 0.082
Epoch 9, step 203, loss 0.103, test 0.082
Epoch 9, step 204, loss 0.153, test 0.083
Epoch 9, step 205, loss 0.140, test 0.082
Epoch 9, step 206, loss 0.134, test 0.082
Epoch 9, step 207, loss 0.050, test 0.082

Epoch 9, step 208, loss 0.069, test 0.082
Epoch 9, step 209, loss 0.024, test 0.082
Epoch 9, step 210, loss 0.108, test 0.082
Epoch 9, step 211, loss 0.195, test 0.082
Epoch 9, step 212, loss 0.103, test 0.081
Epoch 9, step 213, loss 0.239, test 0.081
Epoch 9, step 214, loss 0.056, test 0.081
Epoch 9, step 215, loss 0.056, test 0.081
Epoch 9, step 216, loss 0.001, test 0.081
Epoch 9, step 217, loss 0.050, test 0.081
Epoch 9, step 218, loss 0.109, test 0.081
Epoch 9, step 219, loss 0.001, test 0.081
Epoch 9, step 220, loss 0.229, test 0.081
Epoch 9, step 221, loss 0.295, test 0.082
Epoch 9, step 222, loss 0.190, test 0.082
Epoch 9, step 223, loss 0.026, test 0.082
Epoch 9, step 224, loss 0.068, test 0.083
Epoch 9, step 225, loss 0.052, test 0.083
Epoch 9, step 226, loss 0.019, test 0.083
Epoch 9, step 227, loss 0.007, test 0.083
Epoch 9, step 228, loss 0.020, test 0.083
Epoch 9, step 229, loss 0.090, test 0.083
Epoch 9, step 230, loss 0.012, test 0.083
Epoch 9, step 231, loss 0.251, test 0.083
Epoch 9, step 232, loss 0.072, test 0.083
Epoch 9, step 233, loss 0.136, test 0.083
Epoch 9, step 234, loss 0.011, test 0.084
Epoch 9, step 235, loss 0.002, test 0.084
Epoch 9, step 236, loss 0.078, test 0.083
Epoch 9, step 237, loss 0.344, test 0.082
Epoch 9, step 238, loss 0.069, test 0.082
Epoch 9, step 239, loss 0.120, test 0.082
Epoch 9, step 240, loss 0.043, test 0.082
Epoch 9, step 241, loss 0.090, test 0.084
Epoch 9, step 242, loss 0.050, test 0.085
Epoch 9, step 243, loss 0.024, test 0.085
Epoch 9, step 244, loss 0.177, test 0.086
Epoch 9, step 245, loss 0.007, test 0.086
Epoch 9, step 246, loss 0.003, test 0.086
Epoch 9, step 247, loss 0.001, test 0.086
Epoch 9, step 248, loss 0.002, test 0.086
Epoch 9, step 249, loss 0.037, test 0.086
Epoch 9, step 250, loss 0.084, test 0.086
Epoch 9, step 251, loss 0.102, test 0.086
Epoch 9, step 252, loss 0.071, test 0.085
Epoch 9, step 253, loss 0.288, test 0.086
Epoch 9, step 254, loss 0.033, test 0.086
Epoch 9, step 255, loss 0.509, test 0.086
Epoch 9, step 256, loss 0.062, test 0.086
Epoch 9, step 257, loss 0.428, test 0.086
Epoch 9, step 258, loss 0.062, test 0.086
Epoch 9, step 259, loss 0.306, test 0.086
Epoch 9, step 260, loss 0.145, test 0.085
Epoch 9, step 261, loss 0.000, test 0.085
Epoch 9, step 262, loss 0.129, test 0.086
Epoch 9, step 263, loss 0.198, test 0.087
Epoch 9, step 264, loss 0.085, test 0.087
Epoch 9, step 265, loss 0.016, test 0.088
Epoch 9, step 266, loss 0.024, test 0.088
Epoch 9, step 267, loss 0.002, test 0.088
Epoch 9, step 268, loss 0.101, test 0.088
Epoch 9, step 269, loss 0.018, test 0.088
Epoch 9, step 270, loss 0.055, test 0.087
Epoch 9, step 271, loss 0.012, test 0.088
Epoch 9, step 272, loss 0.167, test 0.088
Epoch 9, step 273, loss 0.055, test 0.088
Epoch 9, step 274, loss 0.037, test 0.088
Epoch 9, step 275, loss 0.273, test 0.088
Epoch 9, step 276, loss 0.043, test 0.088
Epoch 9, step 277, loss 0.125, test 0.088
Epoch 9, step 278, loss 0.161, test 0.088
Epoch 9, step 279, loss 0.078, test 0.088
Epoch 9, step 280, loss 0.176, test 0.088
Epoch 9, step 281, loss 0.061, test 0.088
Epoch 9, step 282, loss 0.228, test 0.089
Epoch 9, step 283, loss 0.182, test 0.093
Epoch 9, step 284, loss 0.011, test 0.094
Epoch 9, step 285, loss 0.583, test 0.094
Epoch 9, step 286, loss 0.005, test 0.094
Epoch 9, step 287, loss 0.236, test 0.094
Epoch 9, step 288, loss 0.032, test 0.094
Epoch 9, step 289, loss 0.038, test 0.094
Epoch 9, step 290, loss 0.003, test 0.094
Epoch 9, step 291, loss 0.023, test 0.093
Epoch 9, step 292, loss 0.005, test 0.093
Epoch 9, step 293, loss 0.009, test 0.093
Epoch 9, step 294, loss 0.130, test 0.091
Epoch 9, step 295, loss 0.016, test 0.091
Epoch 9, step 296, loss 0.081, test 0.090
Epoch 9, step 297, loss 0.044, test 0.089
Epoch 9, step 298, loss 0.010, test 0.089
Epoch 9, step 299, loss 0.001, test 0.089
Epoch 9, step 300, loss 0.087, test 0.089
Epoch 9, step 301, loss 0.531, test 0.089
Epoch 9, step 302, loss 0.001, test 0.089
Epoch 9, step 303, loss 0.008, test 0.089
Epoch 9, step 304, loss 0.060, test 0.089
Epoch 9, step 305, loss 0.000, test 0.089
Epoch 9, step 306, loss 0.050, test 0.089
Epoch 9, step 307, loss 0.013, test 0.089
Epoch 9, step 308, loss 0.014, test 0.088
Epoch 9, step 309, loss 0.314, test 0.088
Epoch 9, step 310, loss 0.000, test 0.088
Epoch 9, step 311, loss 0.518, test 0.088
Epoch 9, step 312, loss 0.046, test 0.088
Epoch 9, step 313, loss 0.310, test 0.088
Epoch 9, step 314, loss 0.123, test 0.087
Epoch 9, step 315, loss 0.000, test 0.087
Epoch 9, step 316, loss 0.021, test 0.087
Epoch 9, step 317, loss 0.213, test 0.088
Epoch 9, step 318, loss 0.001, test 0.089
Epoch 9, step 319, loss 0.085, test 0.088
Epoch 9, step 320, loss 0.389, test 0.087
Epoch 9, step 321, loss 0.288, test 0.090
Epoch 9, step 322, loss 0.827, test 0.091
Epoch 9, step 323, loss 0.001, test 0.091
Epoch 9, step 324, loss 0.107, test 0.091
Epoch 9, step 325, loss 0.039, test 0.091
Epoch 9, step 326, loss 0.000, test 0.091
Epoch 9, step 327, loss 0.553, test 0.090
Epoch 9, step 328, loss 0.002, test 0.090
Epoch 9, step 329, loss 1.166, test 0.090
Epoch 9, step 330, loss 0.558, test 0.090
Epoch 9, step 331, loss 0.001, test 0.090
Epoch 9, step 332, loss 0.006, test 0.090
Epoch 9, step 333, loss 0.040, test 0.090
Epoch 9, step 334, loss 0.017, test 0.090
Epoch 9, step 335, loss 0.242, test 0.091
Epoch 9, step 336, loss 0.483, test 0.091
Epoch 9, step 337, loss 0.046, test 0.090
Epoch 9, step 338, loss 0.001, test 0.090
Epoch 9, step 339, loss 0.211, test 0.090
Epoch 9, step 340, loss 0.006, test 0.091
Epoch 9, step 341, loss 0.286, test 0.086
Epoch 9, step 342, loss 0.241, test 0.086
Epoch 9, step 343, loss 0.000, test 0.085
Epoch 9, step 344, loss 0.256, test 0.084
Epoch 9, step 345, loss 0.112, test 0.083
Epoch 9, step 346, loss 0.099, test 0.083
Epoch 9, step 347, loss 0.000, test 0.083
Epoch 9, step 348, loss 0.029, test 0.083
Epoch 9, step 349, loss 0.090, test 0.082
Epoch 9, step 350, loss 0.117, test 0.082
Epoch 9, step 351, loss 0.126, test 0.082
Epoch 9, step 352, loss 0.383, test 0.082
Epoch 9, step 353, loss 0.100, test 0.082
Epoch 9, step 354, loss 0.687, test 0.082
Epoch 9, step 355, loss 0.251, test 0.082
Epoch 9, step 356, loss 0.025, test 0.082
Epoch 9, step 357, loss 0.025, test 0.082
Epoch 9, step 358, loss 0.001, test 0.082
Epoch 9, step 359, loss 0.088, test 0.082
Epoch 9, step 360, loss 0.239, test 0.083
Epoch 9, step 361, loss 0.002, test 0.083
Epoch 9, step 362, loss 0.974, test 0.084
Epoch 9, step 363, loss 0.166, test 0.084
Epoch 9, step 364, loss 0.572, test 0.084
Epoch 9, step 365, loss 0.061, test 0.084
Epoch 9, step 366, loss 0.066, test 0.086
Epoch 9, step 367, loss 0.503, test 0.087
Epoch 9, step 368, loss 0.041, test 0.087
Epoch 9, step 369, loss 0.004, test 0.087
Epoch 9, step 370, loss 0.080, test 0.087
Epoch 9, step 371, loss 0.018, test 0.087
Epoch 9, step 372, loss 0.087, test 0.087
Epoch 9, step 373, loss 0.068, test 0.087
Epoch 9, step 374, loss 0.004, test 0.087
Epoch 9, step 375, loss 0.010, test 0.087
Epoch 9, step 376, loss 0.291, test 0.087
Epoch 9, step 377, loss 0.005, test 0.087
Epoch 9, step 378, loss 0.559, test 0.090
Epoch 9, step 379, loss 0.077, test 0.091
Epoch 9, step 380, loss 0.162, test 0.094
Epoch 9, step 381, loss 0.000, test 0.095
Epoch 9, step 382, loss 0.138, test 0.094
Epoch 9, step 383, loss 0.018, test 0.094
Epoch 9, step 384, loss 0.006, test 0.094
Epoch 9, step 385, loss 0.032, test 0.094
Epoch 9, step 386, loss 0.135, test 0.093
Epoch 9, step 387, loss 0.057, test 0.093
Epoch 9, step 388, loss 0.000, test 0.093
Epoch 9, step 389, loss 0.074, test 0.094
Epoch 9, step 390, loss 0.008, test 0.094
Epoch 9, step 391, loss 0.108, test 0.094
Epoch 9, step 392, loss 0.129, test 0.094
Epoch 9, step 393, loss 0.025, test 0.095
Epoch 9, step 394, loss 0.046, test 0.095
Epoch 9, step 395, loss 0.039, test 0.094
Epoch 9, step 396, loss 0.041, test 0.094
Epoch 9, step 397, loss 0.037, test 0.094
Epoch 9, step 398, loss 0.037, test 0.094
Epoch 9, step 399, loss 0.607, test 0.093
Epoch 9, step 400, loss 0.028, test 0.093
Epoch 9, step 401, loss 0.181, test 0.093
Epoch 9, step 402, loss 0.015, test 0.093
Epoch 9, step 403, loss 0.002, test 0.093
Epoch 9, step 404, loss 0.004, test 0.093
Epoch 9, step 405, loss 0.043, test 0.093
Epoch 9, step 406, loss 0.001, test 0.093
Epoch 9, step 407, loss 0.559, test 0.093
Epoch 9, step 408, loss 0.197, test 0.094
Epoch 9, step 409, loss 0.028, test 0.093
Epoch 9, step 410, loss 0.229, test 0.092
Epoch 9, step 411, loss 0.001, test 0.091
Epoch 9, step 412, loss 0.050, test 0.091
Epoch 9, step 413, loss 0.008, test 0.091
Epoch 9, step 414, loss 0.698, test 0.090
Epoch 9, step 415, loss 0.136, test 0.090
Epoch 9, step 416, loss 0.377, test 0.089
Epoch 9, step 417, loss 0.276, test 0.089
Epoch 9, step 418, loss 0.039, test 0.088
Epoch 9, step 419, loss 0.002, test 0.088
Epoch 9, step 420, loss 0.141, test 0.088
Epoch 9, step 421, loss 0.051, test 0.088
Epoch 9, step 422, loss 0.176, test 0.088
Epoch 9, step 423, loss 0.006, test 0.088
Epoch 9, step 424, loss 0.049, test 0.088
Epoch 9, step 425, loss 0.051, test 0.088
Epoch 9, step 426, loss 0.019, test 0.088
Epoch 9, step 427, loss 0.035, test 0.088
Epoch 9, step 428, loss 0.108, test 0.088
Epoch 9, step 429, loss 0.002, test 0.088
Epoch 9, step 430, loss 0.308, test 0.089
Epoch 9, step 431, loss 0.057, test 0.088
Epoch 9, step 432, loss 0.036, test 0.088
Epoch 9, step 433, loss 0.034, test 0.088
Epoch 9, step 434, loss 0.062, test 0.088
Epoch 9, step 435, loss 0.179, test 0.087
Epoch 9, step 436, loss 0.959, test 0.088
Epoch 9, step 437, loss 0.008, test 0.088
Epoch 9, step 438, loss 0.005, test 0.088
Epoch 9, step 439, loss 0.007, test 0.088
Epoch 9, step 440, loss 0.006, test 0.088
Epoch 9, step 441, loss 0.011, test 0.089
Epoch 9, step 442, loss 0.023, test 0.089
Epoch 9, step 443, loss 0.000, test 0.089
Epoch 9, step 444, loss 0.042, test 0.089
Epoch 9, step 445, loss 0.017, test 0.088
Epoch 9, step 446, loss 0.379, test 0.088
Epoch 9, step 447, loss 0.693, test 0.089
Epoch 9, step 448, loss 0.021, test 0.089
Epoch 9, step 449, loss 0.166, test 0.089
Epoch 9, step 450, loss 0.003, test 0.089
Epoch 9, step 451, loss 0.105, test 0.089
Epoch 9, step 452, loss 0.169, test 0.089
Epoch 9, step 453, loss 0.766, test 0.089
Epoch 9, step 454, loss 0.003, test 0.089
Epoch 9, step 455, loss 0.366, test 0.088
Epoch 9, step 456, loss 0.032, test 0.088
Epoch 9, step 457, loss 0.035, test 0.088
Epoch 9, step 458, loss 0.175, test 0.087
Epoch 9, step 459, loss 0.630, test 0.089
Epoch 9, step 460, loss 0.136, test 0.089
Epoch 9, step 461, loss 0.015, test 0.089
Epoch 9, step 462, loss 0.382, test 0.089
Epoch 9, step 463, loss 0.024, test 0.089
Epoch 9, step 464, loss 0.015, test 0.089
Epoch 9, step 465, loss 0.000, test 0.089
Epoch 9, step 466, loss 0.010, test 0.089
Epoch 9, step 467, loss 0.014, test 0.089
Epoch 9, step 468, loss 0.002, test 0.089
Epoch 9, step 469, loss 0.026, test 0.089
Epoch 9, step 470, loss 0.699, test 0.090
Epoch 9, step 471, loss 0.130, test 0.089
Epoch 9, step 472, loss 0.010, test 0.089
Epoch 9, step 473, loss 0.076, test 0.089
Epoch 9, step 474, loss 0.025, test 0.089
Epoch 9, step 475, loss 0.028, test 0.089
Epoch 9, step 476, loss 0.053, test 0.089
Epoch 9, step 477, loss 0.003, test 0.089
Epoch 9, step 478, loss 0.077, test 0.090
Epoch 9, step 479, loss 0.053, test 0.090
Epoch 9, step 480, loss 0.092, test 0.091
Epoch 9, step 481, loss 0.004, test 0.091
Epoch 9, step 482, loss 0.236, test 0.091
Epoch 9, step 483, loss 0.216, test 0.090
Epoch 9, step 484, loss 0.006, test 0.090
Epoch 9, step 485, loss 0.011, test 0.090
Epoch 9, step 486, loss 0.194, test 0.090
Epoch 9, step 487, loss 0.081, test 0.090
Epoch 9, step 488, loss 0.035, test 0.090
Epoch 9, step 489, loss 0.276, test 0.090
Epoch 9, step 490, loss 0.140, test 0.090
Epoch 9, step 491, loss 0.007, test 0.090
Epoch 9, step 492, loss 0.006, test 0.090
Epoch 9, step 493, loss 0.039, test 0.090
Epoch 9, step 494, loss 0.105, test 0.090
Epoch 9, step 495, loss 0.063, test 0.090
Epoch 9, step 496, loss 0.137, test 0.090
Epoch 9, step 497, loss 0.016, test 0.091
Epoch 9, step 498, loss 0.192, test 0.090
Epoch 9, step 499, loss 0.058, test 0.090
Epoch 9, step 500, loss 0.128, test 0.090
Epoch 9, step 501, loss 0.024, test 0.090
Epoch 9, step 502, loss 0.135, test 0.090
Epoch 9, step 503, loss 0.015, test 0.090
Epoch 9, step 504, loss 0.510, test 0.090
Epoch 9, step 505, loss 0.220, test 0.090
Epoch 9, step 506, loss 0.090, test 0.090
Epoch 9, step 507, loss 0.064, test 0.090
Epoch 9, step 508, loss 0.034, test 0.092
Epoch 9, step 509, loss 0.152, test 0.092
Epoch 9, step 510, loss 0.019, test 0.092
Epoch 9, step 511, loss 0.003, test 0.092
Epoch 9, step 512, loss 0.257, test 0.092
Epoch 9, step 513, loss 0.291, test 0.091
Epoch 9, step 514, loss 0.268, test 0.092
Epoch 9, step 515, loss 0.036, test 0.092
Epoch 9, step 516, loss 0.005, test 0.092
Epoch 9, step 517, loss 0.022, test 0.092
Epoch 9, step 518, loss 0.027, test 0.093
Epoch 9, step 519, loss 0.149, test 0.092
Epoch 9, step 520, loss 0.084, test 0.091
Epoch 9, step 521, loss 0.031, test 0.091
Epoch 9, step 522, loss 0.349, test 0.091
Epoch 9, step 523, loss 0.079, test 0.091
Epoch 9, step 524, loss 0.086, test 0.090
Epoch 9, step 525, loss 0.000, test 0.090
Epoch 9, step 526, loss 0.017, test 0.090
Epoch 9, step 527, loss 0.063, test 0.091
Epoch 9, step 528, loss 0.010, test 0.091
Epoch 9, step 529, loss 0.272, test 0.091
Epoch 9, step 530, loss 0.123, test 0.091
Epoch 9, step 531, loss 0.097, test 0.091
Epoch 9, step 532, loss 0.062, test 0.092
Epoch 9, step 533, loss 0.155, test 0.092
Epoch 9, step 534, loss 0.118, test 0.091
Epoch 9, step 535, loss 0.003, test 0.091
Epoch 9, step 536, loss 0.286, test 0.091
Epoch 9, step 537, loss 0.145, test 0.092
Epoch 9, step 538, loss 0.057, test 0.092
Epoch 9, step 539, loss 0.057, test 0.092
Epoch 9, step 540, loss 0.296, test 0.091
Epoch 9, step 541, loss 0.058, test 0.091
Epoch 9, step 542, loss 0.038, test 0.091
Epoch 9, step 543, loss 0.151, test 0.090
Epoch 9, step 544, loss 0.180, test 0.090
Epoch 9, step 545, loss 0.006, test 0.090
Epoch 9, step 546, loss 0.112, test 0.090
Epoch 9, step 547, loss 0.017, test 0.090
Epoch 9, step 548, loss 0.102, test 0.090
Epoch 9, step 549, loss 0.009, test 0.090
Epoch 9, step 550, loss 0.187, test 0.089
Epoch 9, step 551, loss 0.011, test 0.089
Epoch 9, step 552, loss 0.055, test 0.089
Epoch 9, step 553, loss 0.080, test 0.089
Epoch 9, step 554, loss 0.136, test 0.089
Epoch 9, step 555, loss 0.052, test 0.090
Epoch 9, step 556, loss 0.577, test 0.089
Epoch 9, step 557, loss 0.430, test 0.089
Epoch 9, step 558, loss 0.369, test 0.089
Epoch 9, step 559, loss 0.000, test 0.089
Epoch 9, step 560, loss 0.295, test 0.089
Epoch 9, step 561, loss 0.197, test 0.089
Epoch 9, step 562, loss 0.023, test 0.088
Epoch 9, step 563, loss 0.063, test 0.088
Epoch 9, step 564, loss 0.035, test 0.088
Epoch 9, step 565, loss 0.003, test 0.088
Epoch 9, step 566, loss 0.113, test 0.088
Epoch 9, step 567, loss 0.002, test 0.088
Epoch 9, step 568, loss 0.001, test 0.088
Epoch 9, step 569, loss 0.027, test 0.088
Epoch 9, step 570, loss 0.052, test 0.088
Epoch 9, step 571, loss 0.053, test 0.088
Epoch 9, step 572, loss 0.531, test 0.088
Epoch 9, step 573, loss 0.052, test 0.088
Epoch 9, step 574, loss 0.109, test 0.089
Epoch 9, step 575, loss 0.006, test 0.089
Epoch 9, step 576, loss 0.002, test 0.089
Epoch 9, step 577, loss 0.088, test 0.090
Epoch 9, step 578, loss 0.002, test 0.090
Epoch 9, step 579, loss 0.023, test 0.090
Epoch 9, step 580, loss 0.022, test 0.090
Epoch 9, step 581, loss 0.013, test 0.090
Epoch 9, step 582, loss 0.015, test 0.090
Epoch 9, step 583, loss 0.198, test 0.090
Epoch 9, step 584, loss 0.292, test 0.090
Epoch 9, step 585, loss 0.520, test 0.090
Epoch 9, step 586, loss 0.111, test 0.091
Epoch 9, step 587, loss 0.056, test 0.091
Epoch 9, step 588, loss 0.011, test 0.091
Epoch 9, step 589, loss 0.021, test 0.091
Epoch 9, step 590, loss 0.009, test 0.091
Epoch 9, step 591, loss 0.156, test 0.094
Epoch 9, step 592, loss 0.001, test 0.094
Epoch 9, step 593, loss 0.547, test 0.093
Epoch 9, step 594, loss 0.212, test 0.091
Epoch 9, step 595, loss 0.493, test 0.091
Epoch 9, step 596, loss 0.230, test 0.091
Epoch 9, step 597, loss 0.046, test 0.091
Epoch 9, step 598, loss 0.064, test 0.092
Epoch 9, step 599, loss 0.113, test 0.092
Epoch 9, step 600, loss 0.135, test 0.092
Epoch 9, step 601, loss 0.002, test 0.092
Epoch 9, step 602, loss 0.103, test 0.092
Epoch 9, step 603, loss 0.075, test 0.092
Epoch 9, step 604, loss 0.167, test 0.092
Epoch 9, step 605, loss 0.166, test 0.092
Epoch 9, step 606, loss 0.021, test 0.092
Epoch 9, step 607, loss 0.503, test 0.093
Epoch 9, step 608, loss 0.891, test 0.093
Epoch 9, step 609, loss 0.089, test 0.093
Epoch 9, step 610, loss 0.052, test 0.093
Epoch 9, step 611, loss 0.106, test 0.093
Epoch 9, step 612, loss 0.003, test 0.093
Epoch 9, step 613, loss 0.095, test 0.093
Epoch 9, step 614, loss 0.125, test 0.093
Epoch 9, step 615, loss 0.257, test 0.093
Epoch 9, step 616, loss 0.124, test 0.093
Epoch 9, step 617, loss 0.523, test 0.095
Epoch 9, step 618, loss 0.009, test 0.096
Epoch 9, step 619, loss 0.058, test 0.097
Epoch 9, step 620, loss 0.159, test 0.097
Epoch 9, step 621, loss 0.015, test 0.097
Epoch 9, step 622, loss 0.437, test 0.097
Epoch 9, step 623, loss 0.064, test 0.098
Epoch 9, step 624, loss 0.135, test 0.098
Epoch 9, step 625, loss 0.030, test 0.097
Epoch 9, step 626, loss 0.032, test 0.097
Epoch 9, step 627, loss 0.029, test 0.097
Epoch 9, step 628, loss 0.215, test 0.096
Epoch 9, step 629, loss 0.007, test 0.096
Epoch 9, step 630, loss 0.019, test 0.096
Epoch 9, step 631, loss 0.066, test 0.096
Epoch 9, step 632, loss 0.146, test 0.096
Epoch 9, step 633, loss 0.000, test 0.096
Epoch 9, step 634, loss 0.044, test 0.096
Epoch 9, step 635, loss 0.178, test 0.096
Epoch 9, step 636, loss 0.037, test 0.096
Epoch 9, step 637, loss 0.000, test 0.096
Epoch 9, step 638, loss 0.575, test 0.096
Epoch 9, step 639, loss 0.018, test 0.096
Epoch 9, step 640, loss 0.293, test 0.096
Epoch 9, step 641, loss 0.037, test 0.096
Epoch 9, step 642, loss 0.027, test 0.096
Epoch 9, step 643, loss 0.001, test 0.096
Epoch 9, step 644, loss 0.003, test 0.096
Epoch 9, step 645, loss 0.000, test 0.096
Epoch 9, step 646, loss 0.807, test 0.095
Epoch 9, step 647, loss 0.054, test 0.095
Epoch 9, step 648, loss 0.004, test 0.095
Epoch 9, step 649, loss 0.023, test 0.095
Epoch 9, step 650, loss 0.002, test 0.095
Epoch 9, step 651, loss 0.263, test 0.095
Epoch 9, step 652, loss 0.043, test 0.095
Epoch 9, step 653, loss 0.020, test 0.095
Epoch 9, step 654, loss 0.391, test 0.095
Epoch 9, step 655, loss 0.101, test 0.096
Epoch 9, step 656, loss 0.096, test 0.095
Epoch 9, step 657, loss 1.351, test 0.097
Epoch 9, step 658, loss 0.103, test 0.097
Epoch 9, step 659, loss 0.162, test 0.097
Epoch 9, step 660, loss 0.177, test 0.097
Epoch 9, step 661, loss 0.154, test 0.096
Epoch 9, step 662, loss 0.026, test 0.096
Epoch 9, step 663, loss 0.010, test 0.096
Epoch 9, step 664, loss 0.170, test 0.096
Epoch 9, step 665, loss 0.022, test 0.096
Epoch 9, step 666, loss 0.049, test 0.096
Epoch 9, step 667, loss 0.164, test 0.096
Epoch 9, step 668, loss 0.336, test 0.097
Epoch 9, step 669, loss 0.003, test 0.097
Epoch 9, step 670, loss 0.206, test 0.097
Epoch 9, step 671, loss 0.375, test 0.094
Epoch 9, step 672, loss 0.067, test 0.094
Epoch 9, step 673, loss 0.040, test 0.094
Epoch 9, step 674, loss 0.005, test 0.094
Epoch 9, step 675, loss 0.139, test 0.095
Epoch 9, step 676, loss 0.186, test 0.095
Epoch 9, step 677, loss 0.000, test 0.095
Epoch 9, step 678, loss 0.030, test 0.095
Epoch 9, step 679, loss 0.065, test 0.095
Epoch 9, step 680, loss 0.015, test 0.095
Epoch 9, step 681, loss 0.026, test 0.094
Epoch 9, step 682, loss 0.093, test 0.094
Epoch 9, step 683, loss 0.001, test 0.094
Epoch 9, step 684, loss 0.265, test 0.095
Epoch 9, step 685, loss 0.139, test 0.096
Epoch 9, step 686, loss 0.169, test 0.096
Epoch 9, step 687, loss 0.001, test 0.096
Epoch 9, step 688, loss 0.126, test 0.096
Epoch 9, step 689, loss 0.151, test 0.096
Epoch 9, step 690, loss 0.055, test 0.096
Epoch 9, step 691, loss 0.042, test 0.096
Epoch 9, step 692, loss 0.000, test 0.096
Epoch 9, step 693, loss 0.030, test 0.096
Epoch 9, step 694, loss 0.065, test 0.096
Epoch 9, step 695, loss 0.104, test 0.096
Epoch 9, step 696, loss 0.026, test 0.096
Epoch 9, step 697, loss 0.817, test 0.095
Epoch 9, step 698, loss 0.040, test 0.095
Epoch 9, step 699, loss 0.001, test 0.095
Epoch 9, step 700, loss 0.768, test 0.095
Epoch 9, step 701, loss 0.079, test 0.095
Epoch 9, step 702, loss 0.003, test 0.094
Epoch 9, step 703, loss 0.037, test 0.094
Epoch 9, step 704, loss 0.291, test 0.094
Epoch 9, step 705, loss 0.152, test 0.094
Epoch 9, step 706, loss 0.021, test 0.094
Epoch 9, step 707, loss 0.031, test 0.094
Epoch 9, step 708, loss 0.276, test 0.094
Epoch 9, step 709, loss 0.079, test 0.094
Epoch 9, step 710, loss 0.134, test 0.094
Epoch 9, step 711, loss 0.948, test 0.094
Epoch 9, step 712, loss 0.884, test 0.094
Epoch 9, step 713, loss 0.206, test 0.095
Epoch 9, step 714, loss 0.054, test 0.095
Epoch 9, step 715, loss 0.019, test 0.095
Epoch 9, step 716, loss 0.098, test 0.096
Epoch 9, step 717, loss 0.544, test 0.096
Epoch 9, step 718, loss 0.240, test 0.096
Epoch 9, step 719, loss 0.112, test 0.096
Epoch 9, step 720, loss 0.131, test 0.096
Epoch 9, step 721, loss 0.001, test 0.096
Epoch 9, step 722, loss 0.052, test 0.096
Epoch 9, step 723, loss 0.213, test 0.096
Epoch 9, step 724, loss 0.001, test 0.096
Epoch 9, step 725, loss 0.161, test 0.096
Epoch 9, step 726, loss 0.305, test 0.096
Epoch 9, step 727, loss 0.045, test 0.096
Epoch 9, step 728, loss 0.005, test 0.097
Epoch 9, step 729, loss 0.380, test 0.096
Epoch 9, step 730, loss 0.364, test 0.096
Epoch 9, step 731, loss 0.057, test 0.096
Epoch 9, step 732, loss 0.000, test 0.096
Epoch 9, step 733, loss 0.009, test 0.096
Epoch 9, step 734, loss 0.006, test 0.096
Epoch 9, step 735, loss 0.307, test 0.096
Epoch 9, step 736, loss 0.007, test 0.095
Epoch 9, step 737, loss 0.070, test 0.095
Epoch 9, step 738, loss 0.029, test 0.095
Epoch 9, step 739, loss 0.036, test 0.095
Epoch 9, step 740, loss 0.355, test 0.096
Epoch 9, step 741, loss 0.054, test 0.096
Epoch 9, step 742, loss 0.149, test 0.095
Epoch 9, step 743, loss 0.244, test 0.095
Epoch 9, step 744, loss 0.016, test 0.096
Epoch 9, step 745, loss 0.659, test 0.096
Epoch 9, step 746, loss 0.113, test 0.097
Epoch 9, step 747, loss 0.015, test 0.097
Epoch 9, step 748, loss 0.017, test 0.097
Epoch 9, step 749, loss 0.069, test 0.097
Epoch 9, step 750, loss 0.002, test 0.097
Epoch 9, step 751, loss 0.128, test 0.096
Epoch 9, step 752, loss 0.050, test 0.096
Epoch 9, step 753, loss 0.609, test 0.096
Epoch 9, step 754, loss 0.002, test 0.096
Epoch 9, step 755, loss 0.114, test 0.096
Epoch 9, step 756, loss 0.066, test 0.096
Epoch 9, step 757, loss 0.027, test 0.096
Epoch 9, step 758, loss 0.006, test 0.096
Epoch 9, step 759, loss 0.201, test 0.098
Epoch 9, step 760, loss 1.239, test 0.099
Epoch 9, step 761, loss 0.541, test 0.101
Epoch 9, step 762, loss 0.051, test 0.102
Epoch 9, step 763, loss 0.189, test 0.102
Epoch 9, step 764, loss 0.031, test 0.102
Epoch 9, step 765, loss 0.110, test 0.104
Epoch 9, step 766, loss 0.161, test 0.105
Epoch 9, step 767, loss 0.324, test 0.104
Epoch 9, step 768, loss 0.045, test 0.103
Epoch 9, step 769, loss 0.338, test 0.105
Epoch 9, step 770, loss 0.038, test 0.105
Epoch 9, step 771, loss 0.033, test 0.105
Epoch 9, step 772, loss 0.006, test 0.106
Epoch 9, step 773, loss 0.069, test 0.107
Epoch 9, step 774, loss 0.007, test 0.107
Epoch 9, step 775, loss 0.003, test 0.107
Epoch 9, step 776, loss 0.006, test 0.107
Epoch 9, step 777, loss 0.240, test 0.108
Epoch 9, step 778, loss 0.014, test 0.108
Epoch 9, step 779, loss 0.465, test 0.112
Epoch 9, step 780, loss 0.073, test 0.113
Epoch 9, step 781, loss 0.094, test 0.113
Epoch 9, step 782, loss 0.039, test 0.113
Epoch 9, step 783, loss 0.074, test 0.113
Epoch 9, step 784, loss 0.075, test 0.113
Epoch 9, step 785, loss 0.033, test 0.113
Epoch 9, step 786, loss 0.084, test 0.112
Epoch 9, step 787, loss 0.147, test 0.114
Epoch 9, step 788, loss 0.005, test 0.115
Epoch 9, step 789, loss 0.135, test 0.115
Epoch 9, step 790, loss 0.101, test 0.115
Epoch 9, step 791, loss 0.516, test 0.115
Epoch 9, step 792, loss 0.002, test 0.115
Epoch 9, step 793, loss 0.161, test 0.113
Epoch 9, step 794, loss 0.048, test 0.113
Epoch 9, step 795, loss 0.241, test 0.112

Epoch 9, step 796, loss 0.007, test 0.111
Epoch 9, step 797, loss 0.017, test 0.111
Epoch 9, step 798, loss 0.100, test 0.111
Epoch 9, step 799, loss 0.081, test 0.111
Epoch 9, step 800, loss 0.045, test 0.111
Epoch 9, step 801, loss 0.131, test 0.111
Epoch 9, step 802, loss 0.079, test 0.110
Epoch 9, step 803, loss 0.140, test 0.110
Epoch 9, step 804, loss 0.010, test 0.109
Epoch 9, step 805, loss 0.587, test 0.106
Epoch 9, step 806, loss 0.308, test 0.106
Epoch 9, step 807, loss 0.032, test 0.106
Epoch 9, step 808, loss 0.124, test 0.105
Epoch 9, step 809, loss 0.246, test 0.105
Epoch 9, step 810, loss 0.000, test 0.105
Epoch 9, step 811, loss 0.002, test 0.105
Epoch 9, step 812, loss 0.011, test 0.105
Epoch 9, step 813, loss 0.314, test 0.106
Epoch 9, step 814, loss 0.767, test 0.107
Epoch 9, step 815, loss 0.067, test 0.107
Epoch 9, step 816, loss 0.047, test 0.107
Epoch 9, step 817, loss 0.132, test 0.107
Epoch 9, step 818, loss 0.224, test 0.107
Epoch 9, step 819, loss 0.064, test 0.108
Epoch 9, step 820, loss 0.397, test 0.108
Epoch 9, step 821, loss 0.047, test 0.108
Epoch 9, step 822, loss 0.046, test 0.108
Epoch 9, step 823, loss 0.529, test 0.107
Epoch 9, step 824, loss 0.006, test 0.107
Epoch 9, step 825, loss 0.258, test 0.105
Epoch 9, step 826, loss 0.118, test 0.105
Epoch 9, step 827, loss 0.058, test 0.104
Epoch 9, step 828, loss 0.011, test 0.104
Epoch 9, step 829, loss 0.143, test 0.104
Epoch 9, step 830, loss 0.155, test 0.104
Epoch 9, step 831, loss 0.082, test 0.106
Epoch 9, step 832, loss 0.013, test 0.106
Epoch 9, step 833, loss 0.125, test 0.106
Epoch 9, step 834, loss 0.014, test 0.106
Epoch 9, step 835, loss 0.200, test 0.106
Epoch 9, step 836, loss 0.136, test 0.106
Epoch 9, step 837, loss 0.015, test 0.106
Epoch 9, step 838, loss 0.109, test 0.106
Epoch 9, step 839, loss 0.000, test 0.106
Epoch 9, step 840, loss 0.223, test 0.105
Epoch 9, step 841, loss 0.039, test 0.105
Epoch 9, step 842, loss 0.082, test 0.107
Epoch 9, step 843, loss 0.182, test 0.107
Epoch 9, step 844, loss 0.291, test 0.108
Epoch 9, step 845, loss 0.058, test 0.108
Epoch 9, step 846, loss 0.001, test 0.108
Epoch 9, step 847, loss 0.006, test 0.108
Epoch 9, step 848, loss 0.100, test 0.108
Epoch 9, step 849, loss 0.099, test 0.108
Epoch 9, step 850, loss 0.000, test 0.108
Epoch 9, step 851, loss 0.005, test 0.108
Epoch 9, step 852, loss 0.022, test 0.108
Epoch 9, step 853, loss 0.181, test 0.108
Epoch 9, step 854, loss 0.006, test 0.108
Epoch 9, step 855, loss 0.050, test 0.108
Epoch 9, step 856, loss 0.090, test 0.107
Epoch 9, step 857, loss 0.173, test 0.106
Epoch 9, step 858, loss 0.475, test 0.106
Epoch 9, step 859, loss 0.000, test 0.106
Epoch 9, step 860, loss 0.772, test 0.106
Epoch 9, step 861, loss 0.092, test 0.106
Epoch 9, step 862, loss 0.045, test 0.106
Epoch 9, step 863, loss 0.004, test 0.106
Epoch 9, step 864, loss 0.034, test 0.106
Epoch 9, step 865, loss 0.021, test 0.106
Epoch 9, step 866, loss 0.057, test 0.106
Epoch 9, step 867, loss 0.059, test 0.106
Epoch 9, step 868, loss 0.009, test 0.106
Epoch 9, step 869, loss 0.037, test 0.106
Epoch 9, step 870, loss 0.172, test 0.107
Epoch 9, step 871, loss 0.282, test 0.107
Epoch 9, step 872, loss 0.143, test 0.106
Epoch 9, step 873, loss 0.015, test 0.106
Epoch 9, step 874, loss 0.493, test 0.106
Epoch 9, step 875, loss 0.005, test 0.106
Epoch 9, step 876, loss 0.085, test 0.106
Epoch 9, step 877, loss 0.079, test 0.106
Epoch 9, step 878, loss 0.022, test 0.107
Epoch 9, step 879, loss 0.180, test 0.105
Epoch 9, step 880, loss 0.016, test 0.105
Epoch 9, step 881, loss 0.405, test 0.105
Epoch 9, step 882, loss 0.019, test 0.105
Epoch 9, step 883, loss 0.025, test 0.104
Epoch 9, step 884, loss 0.008, test 0.104
Epoch 9, step 885, loss 0.058, test 0.104
Epoch 9, step 886, loss 0.035, test 0.104
Epoch 9, step 887, loss 0.013, test 0.104
Epoch 9, step 888, loss 0.000, test 0.104
Epoch 9, step 889, loss 0.107, test 0.104
Epoch 9, step 890, loss 0.205, test 0.104
Epoch 9, step 891, loss 0.044, test 0.104
Epoch 9, step 892, loss 0.233, test 0.103
Epoch 9, step 893, loss 0.023, test 0.103
Epoch 9, step 894, loss 0.107, test 0.102
Epoch 9, step 895, loss 0.464, test 0.100
Epoch 9, step 896, loss 0.102, test 0.101
Epoch 9, step 897, loss 0.140, test 0.101
Epoch 9, step 898, loss 0.002, test 0.101
Epoch 9, step 899, loss 0.038, test 0.101
Epoch 9, step 900, loss 0.116, test 0.101
Epoch 9, step 901, loss 0.028, test 0.101
Epoch 9, step 902, loss 0.082, test 0.100
Epoch 9, step 903, loss 0.213, test 0.100
Epoch 9, step 904, loss 0.133, test 0.100
Epoch 9, step 905, loss 0.045, test 0.100
Epoch 9, step 906, loss 0.032, test 0.100
Epoch 9, step 907, loss 0.001, test 0.100
Epoch 9, step 908, loss 0.050, test 0.100
Epoch 9, step 909, loss 0.338, test 0.100
Epoch 9, step 910, loss 0.001, test 0.100
Epoch 9, step 911, loss 0.001, test 0.100
Epoch 9, step 912, loss 0.008, test 0.100
Epoch 9, step 913, loss 0.160, test 0.100
Epoch 9, step 914, loss 0.014, test 0.100
Epoch 9, step 915, loss 0.000, test 0.100
Epoch 9, step 916, loss 0.285, test 0.100
Epoch 9, step 917, loss 0.175, test 0.100
Epoch 9, step 918, loss 0.077, test 0.100
Epoch 9, step 919, loss 0.122, test 0.099
Epoch 9, step 920, loss 0.239, test 0.099
Epoch 9, step 921, loss 0.160, test 0.098
Epoch 9, step 922, loss 0.579, test 0.098
Epoch 9, step 923, loss 0.027, test 0.098
Epoch 9, step 924, loss 0.149, test 0.097
Epoch 9, step 925, loss 0.058, test 0.097
Epoch 9, step 926, loss 0.087, test 0.097
Epoch 9, step 927, loss 0.010, test 0.097
Epoch 9, step 928, loss 0.161, test 0.097
Epoch 9, step 929, loss 0.600, test 0.097
Epoch 9, step 930, loss 0.027, test 0.097
Epoch 9, step 931, loss 0.065, test 0.097
Epoch 9, step 932, loss 1.540, test 0.098
Epoch 9, step 933, loss 0.042, test 0.098
Epoch 9, step 934, loss 0.119, test 0.098
Epoch 9, step 935, loss 0.010, test 0.098
Epoch 9, step 936, loss 0.133, test 0.098
Epoch 9, step 937, loss 0.025, test 0.098
Epoch 9, step 938, loss 0.080, test 0.098
Epoch 9, step 939, loss 0.252, test 0.098
Epoch 9, step 940, loss 0.498, test 0.099
Epoch 9, step 941, loss 0.058, test 0.099
Epoch 9, step 942, loss 0.187, test 0.099
Epoch 9, step 943, loss 0.024, test 0.099
Epoch 9, step 944, loss 0.263, test 0.100
Epoch 9, step 945, loss 0.003, test 0.100
Epoch 9, step 946, loss 0.218, test 0.099
Epoch 9, step 947, loss 0.004, test 0.100
Epoch 9, step 948, loss 0.029, test 0.099
Epoch 9, step 949, loss 0.140, test 0.099
Epoch 9, step 950, loss 0.012, test 0.099
Epoch 9, step 951, loss 0.116, test 0.100
Epoch 9, step 952, loss 0.009, test 0.100
Epoch 9, step 953, loss 0.048, test 0.100
Epoch 9, step 954, loss 0.165, test 0.099
Epoch 9, step 955, loss 0.312, test 0.099
Epoch 9, step 956, loss 0.087, test 0.098
Epoch 9, step 957, loss 0.308, test 0.098
Epoch 9, step 958, loss 0.200, test 0.097
Epoch 9, step 959, loss 0.378, test 0.097
Epoch 9, step 960, loss 0.086, test 0.097
Epoch 9, step 961, loss 0.066, test 0.097
Epoch 9, step 962, loss 0.076, test 0.097
Epoch 9, step 963, loss 0.013, test 0.097
Epoch 9, step 964, loss 0.407, test 0.097
Epoch 9, step 965, loss 0.014, test 0.097
Epoch 9, step 966, loss 0.000, test 0.097
Epoch 9, step 967, loss 0.123, test 0.096
Epoch 9, step 968, loss 0.031, test 0.095
Epoch 9, step 969, loss 0.020, test 0.095
Epoch 9, step 970, loss 0.002, test 0.095
Epoch 9, step 971, loss 0.000, test 0.095
Epoch 9, step 972, loss 0.126, test 0.096
Epoch 9, step 973, loss 0.316, test 0.096
Epoch 9, step 974, loss 0.001, test 0.096
Epoch 9, step 975, loss 0.146, test 0.096
Epoch 9, step 976, loss 0.029, test 0.096
Epoch 9, step 977, loss 0.954, test 0.098
Epoch 9, step 978, loss 0.073, test 0.099
Epoch 9, step 979, loss 0.003, test 0.099
Epoch 9, step 980, loss 0.465, test 0.100
Epoch 9, step 981, loss 0.000, test 0.100
Epoch 9, step 982, loss 0.066, test 0.100
Epoch 9, step 983, loss 0.191, test 0.100
Epoch 9, step 984, loss 0.116, test 0.101
Epoch 9, step 985, loss 0.063, test 0.101
Epoch 9, step 986, loss 0.019, test 0.101
Epoch 9, step 987, loss 0.057, test 0.101
Epoch 9, step 988, loss 0.118, test 0.101
Epoch 9, step 989, loss 0.000, test 0.101
Epoch 9, step 990, loss 0.045, test 0.101
Epoch 9, step 991, loss 0.170, test 0.103
Epoch 9, step 992, loss 0.002, test 0.103
Epoch 9, step 993, loss 0.041, test 0.103
Epoch 9, step 994, loss 0.022, test 0.103
Epoch 9, step 995, loss 0.384, test 0.104
Epoch 9, step 996, loss 0.002, test 0.103
Epoch 9, step 997, loss 0.024, test 0.103
Epoch 9, step 998, loss 0.426, test 0.104
Epoch 9, step 999, loss 0.115, test 0.104
Epoch 10, step 0, loss 0.029, test 0.103
Epoch 10, step 1, loss 0.002, test 0.103
Epoch 10, step 2, loss 0.071, test 0.103
Epoch 10, step 3, loss 0.051, test 0.103
Epoch 10, step 4, loss 0.000, test 0.103
Epoch 10, step 5, loss 0.033, test 0.103
Epoch 10, step 6, loss 0.214, test 0.103
Epoch 10, step 7, loss 0.367, test 0.101
Epoch 10, step 8, loss 0.011, test 0.100
Epoch 10, step 9, loss 0.131, test 0.102
Epoch 10, step 10, loss 0.001, test 0.102
Epoch 10, step 11, loss 0.467, test 0.097
Epoch 10, step 12, loss 0.044, test 0.097
Epoch 10, step 13, loss 0.218, test 0.096
Epoch 10, step 14, loss 0.081, test 0.095
Epoch 10, step 15, loss 0.026, test 0.095
Epoch 10, step 16, loss 0.012, test 0.095
Epoch 10, step 17, loss 0.020, test 0.095
Epoch 10, step 18, loss 0.167, test 0.096
Epoch 10, step 19, loss 0.492, test 0.096
Epoch 10, step 20, loss 0.161, test 0.095
Epoch 10, step 21, loss 0.002, test 0.095
Epoch 10, step 22, loss 0.020, test 0.095
Epoch 10, step 23, loss 0.112, test 0.096
Epoch 10, step 24, loss 0.005, test 0.096
Epoch 10, step 25, loss 0.320, test 0.095
Epoch 10, step 26, loss 0.347, test 0.095
Epoch 10, step 27, loss 0.002, test 0.095
Epoch 10, step 28, loss 0.001, test 0.095
Epoch 10, step 29, loss 0.000, test 0.095
Epoch 10, step 30, loss 0.064, test 0.095
Epoch 10, step 31, loss 0.062, test 0.095
Epoch 10, step 32, loss 0.000, test 0.095
Epoch 10, step 33, loss 0.206, test 0.095
Epoch 10, step 34, loss 0.170, test 0.095
Epoch 10, step 35, loss 0.018, test 0.095
Epoch 10, step 36, loss 0.037, test 0.095
Epoch 10, step 37, loss 0.105, test 0.094
Epoch 10, step 38, loss 0.118, test 0.095
Epoch 10, step 39, loss 0.079, test 0.094
Epoch 10, step 40, loss 0.009, test 0.094
Epoch 10, step 41, loss 0.050, test 0.094
Epoch 10, step 42, loss 0.087, test 0.094
Epoch 10, step 43, loss 0.034, test 0.094
Epoch 10, step 44, loss 0.008, test 0.094
Epoch 10, step 45, loss 0.069, test 0.094
Epoch 10, step 46, loss 0.214, test 0.094
Epoch 10, step 47, loss 0.145, test 0.093
Epoch 10, step 48, loss 0.197, test 0.093
Epoch 10, step 49, loss 0.107, test 0.092
Epoch 10, step 50, loss 0.094, test 0.092
Epoch 10, step 51, loss 0.005, test 0.092
Epoch 10, step 52, loss 0.014, test 0.092
Epoch 10, step 53, loss 0.019, test 0.092
Epoch 10, step 54, loss 0.008, test 0.092
Epoch 10, step 55, loss 0.044, test 0.092
Epoch 10, step 56, loss 0.009, test 0.092
Epoch 10, step 57, loss 1.114, test 0.092
Epoch 10, step 58, loss 0.000, test 0.092
Epoch 10, step 59, loss 0.096, test 0.092
Epoch 10, step 60, loss 0.108, test 0.092
Epoch 10, step 61, loss 0.417, test 0.092
Epoch 10, step 62, loss 0.020, test 0.092
Epoch 10, step 63, loss 0.004, test 0.092
Epoch 10, step 64, loss 0.014, test 0.092
Epoch 10, step 65, loss 0.348, test 0.092
Epoch 10, step 66, loss 0.178, test 0.091
Epoch 10, step 67, loss 0.043, test 0.091
Epoch 10, step 68, loss 0.001, test 0.091
Epoch 10, step 69, loss 0.269, test 0.091
Epoch 10, step 70, loss 0.816, test 0.092
Epoch 10, step 71, loss 0.234, test 0.092
Epoch 10, step 72, loss 0.012, test 0.092
Epoch 10, step 73, loss 0.036, test 0.092
Epoch 10, step 74, loss 0.015, test 0.092
Epoch 10, step 75, loss 0.356, test 0.092
Epoch 10, step 76, loss 0.149, test 0.092
Epoch 10, step 77, loss 0.766, test 0.092
Epoch 10, step 78, loss 0.004, test 0.092
Epoch 10, step 79, loss 0.802, test 0.092
Epoch 10, step 80, loss 0.053, test 0.092
Epoch 10, step 81, loss 0.013, test 0.092
Epoch 10, step 82, loss 0.173, test 0.092
Epoch 10, step 83, loss 0.051, test 0.092
Epoch 10, step 84, loss 0.169, test 0.093
Epoch 10, step 85, loss 0.212, test 0.092
Epoch 10, step 86, loss 0.032, test 0.092
Epoch 10, step 87, loss 0.442, test 0.092
Epoch 10, step 88, loss 0.058, test 0.092
Epoch 10, step 89, loss 0.121, test 0.091
Epoch 10, step 90, loss 0.036, test 0.091
Epoch 10, step 91, loss 0.264, test 0.091
Epoch 10, step 92, loss 0.264, test 0.091
Epoch 10, step 93, loss 0.004, test 0.091
Epoch 10, step 94, loss 0.000, test 0.091
Epoch 10, step 95, loss 0.197, test 0.091
Epoch 10, step 96, loss 0.618, test 0.091
Epoch 10, step 97, loss 0.004, test 0.091
Epoch 10, step 98, loss 0.030, test 0.091
Epoch 10, step 99, loss 0.042, test 0.091
Epoch 10, step 100, loss 0.021, test 0.091
Epoch 10, step 101, loss 0.190, test 0.091
Epoch 10, step 102, loss 0.044, test 0.091
Epoch 10, step 103, loss 0.983, test 0.093
Epoch 10, step 104, loss 0.058, test 0.093
Epoch 10, step 105, loss 0.015, test 0.093
Epoch 10, step 106, loss 0.011, test 0.093
Epoch 10, step 107, loss 0.117, test 0.093
Epoch 10, step 108, loss 0.103, test 0.093
Epoch 10, step 109, loss 1.103, test 0.093
Epoch 10, step 110, loss 0.307, test 0.093
Epoch 10, step 111, loss 0.071, test 0.093
Epoch 10, step 112, loss 0.075, test 0.093
Epoch 10, step 113, loss 0.022, test 0.093
Epoch 10, step 114, loss 0.193, test 0.093
Epoch 10, step 115, loss 0.054, test 0.093
Epoch 10, step 116, loss 0.062, test 0.093
Epoch 10, step 117, loss 0.160, test 0.093
Epoch 10, step 118, loss 0.164, test 0.093
Epoch 10, step 119, loss 0.040, test 0.094
Epoch 10, step 120, loss 0.019, test 0.094
Epoch 10, step 121, loss 0.002, test 0.094
Epoch 10, step 122, loss 0.113, test 0.093
Epoch 10, step 123, loss 1.092, test 0.093
Epoch 10, step 124, loss 0.015, test 0.093
Epoch 10, step 125, loss 0.102, test 0.093
Epoch 10, step 126, loss 0.192, test 0.093
Epoch 10, step 127, loss 0.058, test 0.093
Epoch 10, step 128, loss 0.123, test 0.093
Epoch 10, step 129, loss 0.034, test 0.093
Epoch 10, step 130, loss 0.107, test 0.093
Epoch 10, step 131, loss 0.096, test 0.093
Epoch 10, step 132, loss 0.009, test 0.093
Epoch 10, step 133, loss 0.404, test 0.098
Epoch 10, step 134, loss 0.005, test 0.099
Epoch 10, step 135, loss 0.772, test 0.100
Epoch 10, step 136, loss 0.014, test 0.100
Epoch 10, step 137, loss 0.016, test 0.100
Epoch 10, step 138, loss 0.220, test 0.099
Epoch 10, step 139, loss 0.000, test 0.099
Epoch 10, step 140, loss 0.101, test 0.099
Epoch 10, step 141, loss 0.085, test 0.100
Epoch 10, step 142, loss 0.004, test 0.100
Epoch 10, step 143, loss 0.207, test 0.100
Epoch 10, step 144, loss 0.004, test 0.100
Epoch 10, step 145, loss 0.040, test 0.100
Epoch 10, step 146, loss 0.018, test 0.100
Epoch 10, step 147, loss 0.007, test 0.100
Epoch 10, step 148, loss 0.351, test 0.100
Epoch 10, step 149, loss 0.009, test 0.100
Epoch 10, step 150, loss 0.013, test 0.100
Epoch 10, step 151, loss 0.009, test 0.100
Epoch 10, step 152, loss 0.005, test 0.100
Epoch 10, step 153, loss 0.296, test 0.098
Epoch 10, step 154, loss 0.035, test 0.098
Epoch 10, step 155, loss 0.243, test 0.098
Epoch 10, step 156, loss 0.062, test 0.098
Epoch 10, step 157, loss 0.001, test 0.098
Epoch 10, step 158, loss 0.007, test 0.098
Epoch 10, step 159, loss 0.208, test 0.098
Epoch 10, step 160, loss 0.006, test 0.098
Epoch 10, step 161, loss 0.259, test 0.099
Epoch 10, step 162, loss 0.047, test 0.099
Epoch 10, step 163, loss 0.070, test 0.098
Epoch 10, step 164, loss 0.000, test 0.097
Epoch 10, step 165, loss 0.063, test 0.097
Epoch 10, step 166, loss 0.543, test 0.098
Epoch 10, step 167, loss 0.012, test 0.098
Epoch 10, step 168, loss 0.364, test 0.097
Epoch 10, step 169, loss 0.020, test 0.097
Epoch 10, step 170, loss 0.023, test 0.097
Epoch 10, step 171, loss 0.061, test 0.097
Epoch 10, step 172, loss 0.000, test 0.097
Epoch 10, step 173, loss 0.210, test 0.097
Epoch 10, step 174, loss 0.023, test 0.098
Epoch 10, step 175, loss 0.020, test 0.098
Epoch 10, step 176, loss 0.014, test 0.098
Epoch 10, step 177, loss 0.184, test 0.096
Epoch 10, step 178, loss 0.047, test 0.095
Epoch 10, step 179, loss 0.011, test 0.095

Epoch 10, step 180, loss 0.053, test 0.095
Epoch 10, step 181, loss 0.060, test 0.094
Epoch 10, step 182, loss 0.071, test 0.094
Epoch 10, step 183, loss 0.310, test 0.093
Epoch 10, step 184, loss 0.000, test 0.093
Epoch 10, step 185, loss 0.117, test 0.094
Epoch 10, step 186, loss 0.020, test 0.094
Epoch 10, step 187, loss 0.169, test 0.093
Epoch 10, step 188, loss 0.004, test 0.093
Epoch 10, step 189, loss 0.008, test 0.093
Epoch 10, step 190, loss 0.009, test 0.093
Epoch 10, step 191, loss 0.414, test 0.092
Epoch 10, step 192, loss 0.073, test 0.092
Epoch 10, step 193, loss 0.000, test 0.092
Epoch 10, step 194, loss 0.025, test 0.092
Epoch 10, step 195, loss 0.308, test 0.092
Epoch 10, step 196, loss 0.151, test 0.092
Epoch 10, step 197, loss 1.197, test 0.093
Epoch 10, step 198, loss 0.024, test 0.093
Epoch 10, step 199, loss 0.001, test 0.094
Epoch 10, step 200, loss 0.003, test 0.094
Epoch 10, step 201, loss 0.003, test 0.094
Epoch 10, step 202, loss 0.010, test 0.094
Epoch 10, step 203, loss 0.038, test 0.094
Epoch 10, step 204, loss 0.097, test 0.094
Epoch 10, step 205, loss 0.009, test 0.093
Epoch 10, step 206, loss 0.145, test 0.093
Epoch 10, step 207, loss 0.120, test 0.093
Epoch 10, step 208, loss 0.156, test 0.093
Epoch 10, step 209, loss 0.072, test 0.093
Epoch 10, step 210, loss 0.014, test 0.093
Epoch 10, step 211, loss 0.037, test 0.093
Epoch 10, step 212, loss 0.108, test 0.093
Epoch 10, step 213, loss 0.019, test 0.093
Epoch 10, step 214, loss 0.001, test 0.093
Epoch 10, step 215, loss 0.076, test 0.093
Epoch 10, step 216, loss 0.024, test 0.093
Epoch 10, step 217, loss 0.026, test 0.093
Epoch 10, step 218, loss 0.037, test 0.093
Epoch 10, step 219, loss 0.055, test 0.094
Epoch 10, step 220, loss 0.039, test 0.094
Epoch 10, step 221, loss 0.010, test 0.094
Epoch 10, step 222, loss 0.574, test 0.094
Epoch 10, step 223, loss 0.027, test 0.094
Epoch 10, step 224, loss 0.353, test 0.094
Epoch 10, step 225, loss 0.116, test 0.094
Epoch 10, step 226, loss 0.204, test 0.095
Epoch 10, step 227, loss 0.010, test 0.094
Epoch 10, step 228, loss 0.104, test 0.095
Epoch 10, step 229, loss 0.761, test 0.097
Epoch 10, step 230, loss 0.003, test 0.097
Epoch 10, step 231, loss 0.000, test 0.097
Epoch 10, step 232, loss 0.184, test 0.097
Epoch 10, step 233, loss 0.024, test 0.097
Epoch 10, step 234, loss 0.024, test 0.097
Epoch 10, step 235, loss 0.000, test 0.097
Epoch 10, step 236, loss 0.058, test 0.098
Epoch 10, step 237, loss 0.192, test 0.097
Epoch 10, step 238, loss 0.232, test 0.098
Epoch 10, step 239, loss 0.000, test 0.098
Epoch 10, step 240, loss 0.367, test 0.096
Epoch 10, step 241, loss 0.026, test 0.096
Epoch 10, step 242, loss 0.008, test 0.096
Epoch 10, step 243, loss 0.097, test 0.096
Epoch 10, step 244, loss 0.105, test 0.096
Epoch 10, step 245, loss 0.135, test 0.096
Epoch 10, step 246, loss 0.464, test 0.097
Epoch 10, step 247, loss 0.072, test 0.097
Epoch 10, step 248, loss 0.075, test 0.097
Epoch 10, step 249, loss 0.272, test 0.097
Epoch 10, step 250, loss 0.133, test 0.097
Epoch 10, step 251, loss 0.006, test 0.097
Epoch 10, step 252, loss 0.307, test 0.097
Epoch 10, step 253, loss 0.050, test 0.096
Epoch 10, step 254, loss 0.128, test 0.096
Epoch 10, step 255, loss 0.003, test 0.096
Epoch 10, step 256, loss 0.011, test 0.096
Epoch 10, step 257, loss 0.030, test 0.095
Epoch 10, step 258, loss 0.705, test 0.096
Epoch 10, step 259, loss 0.385, test 0.097
Epoch 10, step 260, loss 0.026, test 0.097
Epoch 10, step 261, loss 0.000, test 0.097
Epoch 10, step 262, loss 0.013, test 0.097
Epoch 10, step 263, loss 0.080, test 0.096
Epoch 10, step 264, loss 0.397, test 0.098
Epoch 10, step 265, loss 0.017, test 0.098
Epoch 10, step 266, loss 0.010, test 0.099
Epoch 10, step 267, loss 0.052, test 0.099
Epoch 10, step 268, loss 0.357, test 0.098
Epoch 10, step 269, loss 0.032, test 0.098
Epoch 10, step 270, loss 0.006, test 0.098
Epoch 10, step 271, loss 0.150, test 0.098
Epoch 10, step 272, loss 0.065, test 0.097
Epoch 10, step 273, loss 0.124, test 0.097
Epoch 10, step 274, loss 0.006, test 0.097
Epoch 10, step 275, loss 0.041, test 0.097
Epoch 10, step 276, loss 0.450, test 0.098
Epoch 10, step 277, loss 0.119, test 0.098
Epoch 10, step 278, loss 0.092, test 0.099
Epoch 10, step 279, loss 0.023, test 0.099
Epoch 10, step 280, loss 0.088, test 0.099
Epoch 10, step 281, loss 0.058, test 0.099
Epoch 10, step 282, loss 0.040, test 0.099
Epoch 10, step 283, loss 0.014, test 0.099
Epoch 10, step 284, loss 0.168, test 0.098
Epoch 10, step 285, loss 0.002, test 0.098
Epoch 10, step 286, loss 0.099, test 0.098
Epoch 10, step 287, loss 0.157, test 0.098
Epoch 10, step 288, loss 0.235, test 0.096
Epoch 10, step 289, loss 0.078, test 0.096
Epoch 10, step 290, loss 0.123, test 0.096
Epoch 10, step 291, loss 0.073, test 0.096
Epoch 10, step 292, loss 0.193, test 0.096
Epoch 10, step 293, loss 0.022, test 0.096
Epoch 10, step 294, loss 0.001, test 0.096
Epoch 10, step 295, loss 0.047, test 0.096
Epoch 10, step 296, loss 0.157, test 0.095
Epoch 10, step 297, loss 0.049, test 0.095
Epoch 10, step 298, loss 0.000, test 0.095
Epoch 10, step 299, loss 0.071, test 0.095
Epoch 10, step 300, loss 0.006, test 0.095
Epoch 10, step 301, loss 0.133, test 0.095
Epoch 10, step 302, loss 0.014, test 0.095
Epoch 10, step 303, loss 1.103, test 0.095
Epoch 10, step 304, loss 0.147, test 0.095
Epoch 10, step 305, loss 0.021, test 0.094
Epoch 10, step 306, loss 0.106, test 0.095
Epoch 10, step 307, loss 1.098, test 0.095
Epoch 10, step 308, loss 0.165, test 0.095
Epoch 10, step 309, loss 0.062, test 0.095
Epoch 10, step 310, loss 0.122, test 0.094
Epoch 10, step 311, loss 0.055, test 0.094
Epoch 10, step 312, loss 0.002, test 0.094
Epoch 10, step 313, loss 0.080, test 0.094
Epoch 10, step 314, loss 0.004, test 0.094
Epoch 10, step 315, loss 0.001, test 0.094
Epoch 10, step 316, loss 0.302, test 0.094
Epoch 10, step 317, loss 0.251, test 0.094
Epoch 10, step 318, loss 0.028, test 0.094
Epoch 10, step 319, loss 1.153, test 0.093
Epoch 10, step 320, loss 0.069, test 0.092
Epoch 10, step 321, loss 0.078, test 0.092
Epoch 10, step 322, loss 0.005, test 0.092
Epoch 10, step 323, loss 0.169, test 0.092
Epoch 10, step 324, loss 0.261, test 0.092
Epoch 10, step 325, loss 0.115, test 0.092
Epoch 10, step 326, loss 0.001, test 0.092
Epoch 10, step 327, loss 0.143, test 0.092
Epoch 10, step 328, loss 0.022, test 0.091
Epoch 10, step 329, loss 0.174, test 0.092
Epoch 10, step 330, loss 0.022, test 0.091
Epoch 10, step 331, loss 0.025, test 0.091
Epoch 10, step 332, loss 1.445, test 0.091
Epoch 10, step 333, loss 0.023, test 0.091
Epoch 10, step 334, loss 0.034, test 0.092
Epoch 10, step 335, loss 0.034, test 0.092
Epoch 10, step 336, loss 0.022, test 0.092
Epoch 10, step 337, loss 0.754, test 0.092
Epoch 10, step 338, loss 0.160, test 0.091
Epoch 10, step 339, loss 0.579, test 0.091
Epoch 10, step 340, loss 0.097, test 0.091
Epoch 10, step 341, loss 0.005, test 0.091
Epoch 10, step 342, loss 0.151, test 0.091
Epoch 10, step 343, loss 0.005, test 0.091
Epoch 10, step 344, loss 0.346, test 0.090
Epoch 10, step 345, loss 0.398, test 0.090
Epoch 10, step 346, loss 0.253, test 0.091
Epoch 10, step 347, loss 0.138, test 0.091
Epoch 10, step 348, loss 0.126, test 0.091
Epoch 10, step 349, loss 0.030, test 0.091
Epoch 10, step 350, loss 0.157, test 0.091
Epoch 10, step 351, loss 0.002, test 0.091
Epoch 10, step 352, loss 0.022, test 0.091
Epoch 10, step 353, loss 0.020, test 0.091
Epoch 10, step 354, loss 0.005, test 0.091
Epoch 10, step 355, loss 0.046, test 0.091
Epoch 10, step 356, loss 0.404, test 0.091
Epoch 10, step 357, loss 0.075, test 0.091
Epoch 10, step 358, loss 0.575, test 0.091
Epoch 10, step 359, loss 0.000, test 0.091
Epoch 10, step 360, loss 0.003, test 0.091
Epoch 10, step 361, loss 0.109, test 0.091
Epoch 10, step 362, loss 0.288, test 0.090
Epoch 10, step 363, loss 0.066, test 0.090
Epoch 10, step 364, loss 0.070, test 0.090
Epoch 10, step 365, loss 0.220, test 0.090
Epoch 10, step 366, loss 0.076, test 0.090
Epoch 10, step 367, loss 0.792, test 0.090
Epoch 10, step 368, loss 0.448, test 0.091
Epoch 10, step 369, loss 0.230, test 0.091
Epoch 10, step 370, loss 0.000, test 0.091
Epoch 10, step 371, loss 0.618, test 0.090
Epoch 10, step 372, loss 0.026, test 0.090
Epoch 10, step 373, loss 0.140, test 0.089
Epoch 10, step 374, loss 0.028, test 0.089
Epoch 10, step 375, loss 0.058, test 0.089
Epoch 10, step 376, loss 0.398, test 0.089
Epoch 10, step 377, loss 0.100, test 0.089
Epoch 10, step 378, loss 0.143, test 0.089
Epoch 10, step 379, loss 0.149, test 0.089
Epoch 10, step 380, loss 0.001, test 0.089
Epoch 10, step 381, loss 0.780, test 0.088
Epoch 10, step 382, loss 0.141, test 0.088
Epoch 10, step 383, loss 0.475, test 0.088
Epoch 10, step 384, loss 0.016, test 0.088
Epoch 10, step 385, loss 0.159, test 0.088
Epoch 10, step 386, loss 0.035, test 0.088
Epoch 10, step 387, loss 0.115, test 0.089
Epoch 10, step 388, loss 0.337, test 0.088
Epoch 10, step 389, loss 0.024, test 0.088
Epoch 10, step 390, loss 0.099, test 0.088
Epoch 10, step 391, loss 0.270, test 0.088
Epoch 10, step 392, loss 0.046, test 0.088
Epoch 10, step 393, loss 0.102, test 0.088
Epoch 10, step 394, loss 0.065, test 0.088
Epoch 10, step 395, loss 0.169, test 0.088
Epoch 10, step 396, loss 0.557, test 0.088
Epoch 10, step 397, loss 0.002, test 0.088
Epoch 10, step 398, loss 0.008, test 0.088
Epoch 10, step 399, loss 0.146, test 0.088
Epoch 10, step 400, loss 0.017, test 0.088
Epoch 10, step 401, loss 0.188, test 0.088
Epoch 10, step 402, loss 0.004, test 0.088
Epoch 10, step 403, loss 0.002, test 0.088
Epoch 10, step 404, loss 0.248, test 0.088
Epoch 10, step 405, loss 0.000, test 0.088
Epoch 10, step 406, loss 0.079, test 0.088
Epoch 10, step 407, loss 0.719, test 0.088
Epoch 10, step 408, loss 0.023, test 0.088
Epoch 10, step 409, loss 0.148, test 0.087
Epoch 10, step 410, loss 0.006, test 0.087
Epoch 10, step 411, loss 0.003, test 0.087
Epoch 10, step 412, loss 0.001, test 0.087
Epoch 10, step 413, loss 0.122, test 0.087
Epoch 10, step 414, loss 0.002, test 0.087
Epoch 10, step 415, loss 0.523, test 0.088
Epoch 10, step 416, loss 0.004, test 0.088
Epoch 10, step 417, loss 0.033, test 0.088
Epoch 10, step 418, loss 0.023, test 0.088
Epoch 10, step 419, loss 0.225, test 0.088
Epoch 10, step 420, loss 0.748, test 0.088
Epoch 10, step 421, loss 0.098, test 0.088
Epoch 10, step 422, loss 0.332, test 0.088
Epoch 10, step 423, loss 0.019, test 0.088
Epoch 10, step 424, loss 0.003, test 0.088
Epoch 10, step 425, loss 0.216, test 0.088
Epoch 10, step 426, loss 0.037, test 0.088
Epoch 10, step 427, loss 0.017, test 0.088
Epoch 10, step 428, loss 0.157, test 0.088
Epoch 10, step 429, loss 0.041, test 0.088
Epoch 10, step 430, loss 0.214, test 0.088
Epoch 10, step 431, loss 0.051, test 0.088
Epoch 10, step 432, loss 0.072, test 0.088
Epoch 10, step 433, loss 0.097, test 0.088
Epoch 10, step 434, loss 0.178, test 0.087
Epoch 10, step 435, loss 0.051, test 0.087
Epoch 10, step 436, loss 0.116, test 0.087
Epoch 10, step 437, loss 0.095, test 0.087
Epoch 10, step 438, loss 0.044, test 0.087
Epoch 10, step 439, loss 0.037, test 0.087
Epoch 10, step 440, loss 0.042, test 0.087
Epoch 10, step 441, loss 0.043, test 0.087
Epoch 10, step 442, loss 0.053, test 0.087
Epoch 10, step 443, loss 0.187, test 0.087
Epoch 10, step 444, loss 0.000, test 0.087
Epoch 10, step 445, loss 0.008, test 0.087
Epoch 10, step 446, loss 0.055, test 0.087
Epoch 10, step 447, loss 0.017, test 0.087
Epoch 10, step 448, loss 0.006, test 0.087
Epoch 10, step 449, loss 0.045, test 0.087
Epoch 10, step 450, loss 0.523, test 0.088
Epoch 10, step 451, loss 0.003, test 0.088
Epoch 10, step 452, loss 0.040, test 0.088
Epoch 10, step 453, loss 0.064, test 0.088
Epoch 10, step 454, loss 0.016, test 0.088
Epoch 10, step 455, loss 0.110, test 0.088
Epoch 10, step 456, loss 0.117, test 0.088
Epoch 10, step 457, loss 0.144, test 0.089
Epoch 10, step 458, loss 0.016, test 0.089
Epoch 10, step 459, loss 0.149, test 0.089
Epoch 10, step 460, loss 0.013, test 0.089
Epoch 10, step 461, loss 0.046, test 0.089
Epoch 10, step 462, loss 0.026, test 0.089
Epoch 10, step 463, loss 0.116, test 0.090
Epoch 10, step 464, loss 0.003, test 0.090
Epoch 10, step 465, loss 0.017, test 0.090
Epoch 10, step 466, loss 0.000, test 0.090
Epoch 10, step 467, loss 0.085, test 0.090
Epoch 10, step 468, loss 0.115, test 0.090
Epoch 10, step 469, loss 0.738, test 0.090
Epoch 10, step 470, loss 0.061, test 0.090
Epoch 10, step 471, loss 0.032, test 0.090
Epoch 10, step 472, loss 0.074, test 0.090
Epoch 10, step 473, loss 0.602, test 0.090
Epoch 10, step 474, loss 0.001, test 0.090
Epoch 10, step 475, loss 0.107, test 0.090
Epoch 10, step 476, loss 0.059, test 0.090
Epoch 10, step 477, loss 0.079, test 0.090
Epoch 10, step 478, loss 0.000, test 0.090
Epoch 10, step 479, loss 0.003, test 0.090
Epoch 10, step 480, loss 0.073, test 0.090
Epoch 10, step 481, loss 0.178, test 0.090
Epoch 10, step 482, loss 0.048, test 0.090
Epoch 10, step 483, loss 0.074, test 0.090
Epoch 10, step 484, loss 0.082, test 0.090
Epoch 10, step 485, loss 0.055, test 0.090
Epoch 10, step 486, loss 0.005, test 0.090
Epoch 10, step 487, loss 0.067, test 0.090
Epoch 10, step 488, loss 0.015, test 0.090
Epoch 10, step 489, loss 0.052, test 0.090
Epoch 10, step 490, loss 0.263, test 0.090
Epoch 10, step 491, loss 0.004, test 0.090
Epoch 10, step 492, loss 0.080, test 0.090
Epoch 10, step 493, loss 0.031, test 0.090
Epoch 10, step 494, loss 0.592, test 0.090
Epoch 10, step 495, loss 0.011, test 0.090
Epoch 10, step 496, loss 0.017, test 0.090
Epoch 10, step 497, loss 0.009, test 0.090
Epoch 10, step 498, loss 0.004, test 0.090
Epoch 10, step 499, loss 0.448, test 0.090
Epoch 10, step 500, loss 0.130, test 0.090
Epoch 10, step 501, loss 0.045, test 0.090
Epoch 10, step 502, loss 0.277, test 0.090
Epoch 10, step 503, loss 0.002, test 0.090
Epoch 10, step 504, loss 0.214, test 0.090
Epoch 10, step 505, loss 0.022, test 0.090
Epoch 10, step 506, loss 0.200, test 0.090
Epoch 10, step 507, loss 0.031, test 0.090
Epoch 10, step 508, loss 0.390, test 0.089
Epoch 10, step 509, loss 0.122, test 0.089
Epoch 10, step 510, loss 0.252, test 0.089
Epoch 10, step 511, loss 0.031, test 0.089
Epoch 10, step 512, loss 0.065, test 0.089
Epoch 10, step 513, loss 0.001, test 0.088
Epoch 10, step 514, loss 0.045, test 0.088
Epoch 10, step 515, loss 0.092, test 0.089
Epoch 10, step 516, loss 0.053, test 0.089
Epoch 10, step 517, loss 0.050, test 0.089
Epoch 10, step 518, loss 0.011, test 0.089
Epoch 10, step 519, loss 0.033, test 0.089
Epoch 10, step 520, loss 0.059, test 0.089
Epoch 10, step 521, loss 0.005, test 0.089
Epoch 10, step 522, loss 0.357, test 0.089
Epoch 10, step 523, loss 0.028, test 0.089
Epoch 10, step 524, loss 0.010, test 0.089
Epoch 10, step 525, loss 0.107, test 0.090
Epoch 10, step 526, loss 0.135, test 0.090
Epoch 10, step 527, loss 0.039, test 0.090
Epoch 10, step 528, loss 0.266, test 0.090
Epoch 10, step 529, loss 0.120, test 0.091
Epoch 10, step 530, loss 0.001, test 0.091
Epoch 10, step 531, loss 0.133, test 0.091
Epoch 10, step 532, loss 0.197, test 0.091
Epoch 10, step 533, loss 0.285, test 0.091
Epoch 10, step 534, loss 0.003, test 0.091
Epoch 10, step 535, loss 0.426, test 0.091
Epoch 10, step 536, loss 0.338, test 0.091
Epoch 10, step 537, loss 0.069, test 0.091
Epoch 10, step 538, loss 0.335, test 0.091
Epoch 10, step 539, loss 0.000, test 0.091
Epoch 10, step 540, loss 0.052, test 0.092
Epoch 10, step 541, loss 0.033, test 0.092
Epoch 10, step 542, loss 0.010, test 0.092
Epoch 10, step 543, loss 0.199, test 0.092
Epoch 10, step 544, loss 0.006, test 0.092
Epoch 10, step 545, loss 0.103, test 0.092
Epoch 10, step 546, loss 0.010, test 0.092
Epoch 10, step 547, loss 0.009, test 0.092
Epoch 10, step 548, loss 0.090, test 0.092
Epoch 10, step 549, loss 0.044, test 0.092
Epoch 10, step 550, loss 0.030, test 0.093
Epoch 10, step 551, loss 0.000, test 0.093
Epoch 10, step 552, loss 0.007, test 0.093
Epoch 10, step 553, loss 0.023, test 0.093
Epoch 10, step 554, loss 0.053, test 0.093
Epoch 10, step 555, loss 0.072, test 0.093
Epoch 10, step 556, loss 0.200, test 0.092
Epoch 10, step 557, loss 0.307, test 0.091
Epoch 10, step 558, loss 0.000, test 0.091
Epoch 10, step 559, loss 0.003, test 0.091
Epoch 10, step 560, loss 0.004, test 0.091
Epoch 10, step 561, loss 0.140, test 0.091
Epoch 10, step 562, loss 0.000, test 0.091
Epoch 10, step 563, loss 0.184, test 0.092
Epoch 10, step 564, loss 0.001, test 0.092
Epoch 10, step 565, loss 0.039, test 0.092
Epoch 10, step 566, loss 0.000, test 0.092
Epoch 10, step 567, loss 0.005, test 0.092
Epoch 10, step 568, loss 0.217, test 0.094
Epoch 10, step 569, loss 0.413, test 0.094
Epoch 10, step 570, loss 0.002, test 0.094
Epoch 10, step 571, loss 0.001, test 0.094
Epoch 10, step 572, loss 0.008, test 0.094
Epoch 10, step 573, loss 0.082, test 0.094
Epoch 10, step 574, loss 0.268, test 0.094
Epoch 10, step 575, loss 0.110, test 0.094
Epoch 10, step 576, loss 0.180, test 0.094
Epoch 10, step 577, loss 0.003, test 0.094
Epoch 10, step 578, loss 0.014, test 0.094
Epoch 10, step 579, loss 0.033, test 0.094
Epoch 10, step 580, loss 0.057, test 0.094
Epoch 10, step 581, loss 0.066, test 0.094
Epoch 10, step 582, loss 0.268, test 0.095
Epoch 10, step 583, loss 0.657, test 0.096
Epoch 10, step 584, loss 0.083, test 0.096
Epoch 10, step 585, loss 0.085, test 0.096
Epoch 10, step 586, loss 0.003, test 0.095
Epoch 10, step 587, loss 0.116, test 0.096
Epoch 10, step 588, loss 0.071, test 0.096
Epoch 10, step 589, loss 0.440, test 0.096
Epoch 10, step 590, loss 0.003, test 0.096
Epoch 10, step 591, loss 0.090, test 0.096
Epoch 10, step 592, loss 0.010, test 0.096
Epoch 10, step 593, loss 0.920, test 0.096
Epoch 10, step 594, loss 0.023, test 0.096
Epoch 10, step 595, loss 0.862, test 0.096
Epoch 10, step 596, loss 0.036, test 0.096
Epoch 10, step 597, loss 0.002, test 0.096
Epoch 10, step 598, loss 0.374, test 0.096
Epoch 10, step 599, loss 0.099, test 0.096
Epoch 10, step 600, loss 0.062, test 0.097
Epoch 10, step 601, loss 0.058, test 0.096
Epoch 10, step 602, loss 0.043, test 0.097
Epoch 10, step 603, loss 0.001, test 0.097
Epoch 10, step 604, loss 0.008, test 0.097
Epoch 10, step 605, loss 0.105, test 0.097
Epoch 10, step 606, loss 0.006, test 0.097
Epoch 10, step 607, loss 0.031, test 0.097
Epoch 10, step 608, loss 0.223, test 0.097
Epoch 10, step 609, loss 0.001, test 0.097
Epoch 10, step 610, loss 0.000, test 0.097
Epoch 10, step 611, loss 0.006, test 0.097
Epoch 10, step 612, loss 0.097, test 0.099
Epoch 10, step 613, loss 0.186, test 0.099
Epoch 10, step 614, loss 0.021, test 0.099
Epoch 10, step 615, loss 0.021, test 0.099
Epoch 10, step 616, loss 0.103, test 0.099
Epoch 10, step 617, loss 0.062, test 0.099
Epoch 10, step 618, loss 0.176, test 0.100
Epoch 10, step 619, loss 0.186, test 0.100
Epoch 10, step 620, loss 0.049, test 0.100
Epoch 10, step 621, loss 0.156, test 0.100
Epoch 10, step 622, loss 0.384, test 0.099
Epoch 10, step 623, loss 0.001, test 0.099
Epoch 10, step 624, loss 0.009, test 0.099
Epoch 10, step 625, loss 0.000, test 0.099
Epoch 10, step 626, loss 0.084, test 0.099
Epoch 10, step 627, loss 0.048, test 0.099
Epoch 10, step 628, loss 0.048, test 0.098
Epoch 10, step 629, loss 0.026, test 0.098
Epoch 10, step 630, loss 0.237, test 0.098
Epoch 10, step 631, loss 0.219, test 0.098
Epoch 10, step 632, loss 0.189, test 0.098
Epoch 10, step 633, loss 0.001, test 0.098
Epoch 10, step 634, loss 0.018, test 0.098
Epoch 10, step 635, loss 0.016, test 0.098
Epoch 10, step 636, loss 0.000, test 0.098
Epoch 10, step 637, loss 0.240, test 0.099
Epoch 10, step 638, loss 0.039, test 0.098
Epoch 10, step 639, loss 0.332, test 0.100
Epoch 10, step 640, loss 0.113, test 0.101
Epoch 10, step 641, loss 0.015, test 0.101
Epoch 10, step 642, loss 0.449, test 0.101
Epoch 10, step 643, loss 0.053, test 0.101
Epoch 10, step 644, loss 0.001, test 0.101
Epoch 10, step 645, loss 0.025, test 0.102
Epoch 10, step 646, loss 0.002, test 0.102
Epoch 10, step 647, loss 0.113, test 0.102
Epoch 10, step 648, loss 0.103, test 0.103
Epoch 10, step 649, loss 0.062, test 0.104
Epoch 10, step 650, loss 0.142, test 0.104
Epoch 10, step 651, loss 0.157, test 0.103
Epoch 10, step 652, loss 0.170, test 0.103
Epoch 10, step 653, loss 0.071, test 0.103
Epoch 10, step 654, loss 0.254, test 0.103
Epoch 10, step 655, loss 0.126, test 0.103
Epoch 10, step 656, loss 0.112, test 0.103
Epoch 10, step 657, loss 0.276, test 0.103
Epoch 10, step 658, loss 0.005, test 0.103
Epoch 10, step 659, loss 0.044, test 0.103
Epoch 10, step 660, loss 0.033, test 0.103
Epoch 10, step 661, loss 0.303, test 0.104
Epoch 10, step 662, loss 0.141, test 0.107
Epoch 10, step 663, loss 0.000, test 0.107
Epoch 10, step 664, loss 0.169, test 0.108
Epoch 10, step 665, loss 0.148, test 0.107
Epoch 10, step 666, loss 0.093, test 0.107
Epoch 10, step 667, loss 0.007, test 0.107
Epoch 10, step 668, loss 0.001, test 0.107
Epoch 10, step 669, loss 0.146, test 0.107
Epoch 10, step 670, loss 0.513, test 0.108
Epoch 10, step 671, loss 0.005, test 0.109
Epoch 10, step 672, loss 0.059, test 0.109
Epoch 10, step 673, loss 0.301, test 0.109
Epoch 10, step 674, loss 0.069, test 0.110
Epoch 10, step 675, loss 0.466, test 0.114
Epoch 10, step 676, loss 0.000, test 0.115
Epoch 10, step 677, loss 0.012, test 0.115
Epoch 10, step 678, loss 0.000, test 0.115
Epoch 10, step 679, loss 0.117, test 0.115
Epoch 10, step 680, loss 0.156, test 0.114
Epoch 10, step 681, loss 0.041, test 0.115
Epoch 10, step 682, loss 0.000, test 0.115
Epoch 10, step 683, loss 0.483, test 0.114
Epoch 10, step 684, loss 0.046, test 0.114
Epoch 10, step 685, loss 0.079, test 0.114
Epoch 10, step 686, loss 0.013, test 0.114
Epoch 10, step 687, loss 0.056, test 0.114
Epoch 10, step 688, loss 0.009, test 0.114
Epoch 10, step 689, loss 0.072, test 0.114
Epoch 10, step 690, loss 0.008, test 0.114
Epoch 10, step 691, loss 0.003, test 0.114
Epoch 10, step 692, loss 0.000, test 0.114
Epoch 10, step 693, loss 0.147, test 0.112
Epoch 10, step 694, loss 0.517, test 0.112
Epoch 10, step 695, loss 0.046, test 0.112
Epoch 10, step 696, loss 0.000, test 0.112
Epoch 10, step 697, loss 0.162, test 0.112
Epoch 10, step 698, loss 0.012, test 0.112
Epoch 10, step 699, loss 0.025, test 0.112
Epoch 10, step 700, loss 0.164, test 0.112
Epoch 10, step 701, loss 0.319, test 0.112
Epoch 10, step 702, loss 0.262, test 0.113
Epoch 10, step 703, loss 0.202, test 0.112
Epoch 10, step 704, loss 0.000, test 0.112
Epoch 10, step 705, loss 0.020, test 0.111
Epoch 10, step 706, loss 0.126, test 0.111
Epoch 10, step 707, loss 0.013, test 0.110
Epoch 10, step 708, loss 0.003, test 0.110
Epoch 10, step 709, loss 0.010, test 0.110
Epoch 10, step 710, loss 0.000, test 0.110
Epoch 10, step 711, loss 0.403, test 0.112
Epoch 10, step 712, loss 0.001, test 0.112
Epoch 10, step 713, loss 0.005, test 0.113
Epoch 10, step 714, loss 0.105, test 0.113
Epoch 10, step 715, loss 0.078, test 0.113
Epoch 10, step 716, loss 0.000, test 0.113
Epoch 10, step 717, loss 0.510, test 0.113
Epoch 10, step 718, loss 0.064, test 0.113
Epoch 10, step 719, loss 0.004, test 0.113
Epoch 10, step 720, loss 0.003, test 0.113
Epoch 10, step 721, loss 0.007, test 0.113
Epoch 10, step 722, loss 0.019, test 0.113
Epoch 10, step 723, loss 0.190, test 0.112
Epoch 10, step 724, loss 0.108, test 0.112
Epoch 10, step 725, loss 0.089, test 0.112
Epoch 10, step 726, loss 0.007, test 0.112
Epoch 10, step 727, loss 0.104, test 0.112
Epoch 10, step 728, loss 0.937, test 0.111
Epoch 10, step 729, loss 0.001, test 0.111
Epoch 10, step 730, loss 0.059, test 0.113
Epoch 10, step 731, loss 0.015, test 0.114
Epoch 10, step 732, loss 0.016, test 0.115
Epoch 10, step 733, loss 0.001, test 0.115
Epoch 10, step 734, loss 0.095, test 0.113
Epoch 10, step 735, loss 0.149, test 0.113
Epoch 10, step 736, loss 0.000, test 0.112
Epoch 10, step 737, loss 0.001, test 0.112
Epoch 10, step 738, loss 0.113, test 0.112
Epoch 10, step 739, loss 0.110, test 0.113
Epoch 10, step 740, loss 0.034, test 0.112
Epoch 10, step 741, loss 0.119, test 0.111
Epoch 10, step 742, loss 0.018, test 0.111
Epoch 10, step 743, loss 0.333, test 0.112
Epoch 10, step 744, loss 0.054, test 0.112
Epoch 10, step 745, loss 0.031, test 0.112
Epoch 10, step 746, loss 0.067, test 0.112

Epoch 10, step 747, loss 0.047, test 0.112
Epoch 10, step 748, loss 0.006, test 0.111
Epoch 10, step 749, loss 0.069, test 0.112
Epoch 10, step 750, loss 0.099, test 0.112
Epoch 10, step 751, loss 0.083, test 0.111
Epoch 10, step 752, loss 0.176, test 0.111
Epoch 10, step 753, loss 0.190, test 0.103
Epoch 10, step 754, loss 0.537, test 0.104
Epoch 10, step 755, loss 0.022, test 0.104
Epoch 10, step 756, loss 1.502, test 0.102
Epoch 10, step 757, loss 0.244, test 0.101
Epoch 10, step 758, loss 0.404, test 0.101
Epoch 10, step 759, loss 0.128, test 0.101
Epoch 10, step 760, loss 0.027, test 0.101
Epoch 10, step 761, loss 0.158, test 0.103
Epoch 10, step 762, loss 0.093, test 0.104
Epoch 10, step 763, loss 0.156, test 0.104
Epoch 10, step 764, loss 0.023, test 0.104
Epoch 10, step 765, loss 0.227, test 0.104
Epoch 10, step 766, loss 0.166, test 0.104
Epoch 10, step 767, loss 0.020, test 0.104
Epoch 10, step 768, loss 0.026, test 0.103
Epoch 10, step 769, loss 0.632, test 0.103
Epoch 10, step 770, loss 0.126, test 0.103
Epoch 10, step 771, loss 0.103, test 0.102
Epoch 10, step 772, loss 0.010, test 0.102
Epoch 10, step 773, loss 0.078, test 0.102
Epoch 10, step 774, loss 0.349, test 0.102
Epoch 10, step 775, loss 0.010, test 0.102
Epoch 10, step 776, loss 0.257, test 0.102
Epoch 10, step 777, loss 0.131, test 0.101
Epoch 10, step 778, loss 0.046, test 0.100
Epoch 10, step 779, loss 0.233, test 0.100
Epoch 10, step 780, loss 0.002, test 0.100
Epoch 10, step 781, loss 0.042, test 0.100
Epoch 10, step 782, loss 0.109, test 0.100
Epoch 10, step 783, loss 0.078, test 0.101
Epoch 10, step 784, loss 0.003, test 0.101
Epoch 10, step 785, loss 0.180, test 0.101
Epoch 10, step 786, loss 0.032, test 0.101
Epoch 10, step 787, loss 0.028, test 0.101
Epoch 10, step 788, loss 0.000, test 0.101
Epoch 10, step 789, loss 0.017, test 0.101
Epoch 10, step 790, loss 0.044, test 0.101
Epoch 10, step 791, loss 0.158, test 0.102
Epoch 10, step 792, loss 0.062, test 0.103
Epoch 10, step 793, loss 0.012, test 0.103
Epoch 10, step 794, loss 0.049, test 0.103
Epoch 10, step 795, loss 0.232, test 0.104
Epoch 10, step 796, loss 0.289, test 0.103
Epoch 10, step 797, loss 0.014, test 0.103
Epoch 10, step 798, loss 0.013, test 0.103
Epoch 10, step 799, loss 0.461, test 0.103
Epoch 10, step 800, loss 0.194, test 0.103
Epoch 10, step 801, loss 0.054, test 0.103
Epoch 10, step 802, loss 0.006, test 0.103
Epoch 10, step 803, loss 0.014, test 0.103
Epoch 10, step 804, loss 0.110, test 0.103
Epoch 10, step 805, loss 0.021, test 0.103
Epoch 10, step 806, loss 0.243, test 0.103
Epoch 10, step 807, loss 0.026, test 0.103
Epoch 10, step 808, loss 0.022, test 0.103
Epoch 10, step 809, loss 0.002, test 0.103
Epoch 10, step 810, loss 0.114, test 0.103
Epoch 10, step 811, loss 0.007, test 0.103
Epoch 10, step 812, loss 0.001, test 0.103
Epoch 10, step 813, loss 0.357, test 0.099
Epoch 10, step 814, loss 0.098, test 0.098
Epoch 10, step 815, loss 0.249, test 0.098
Epoch 10, step 816, loss 0.117, test 0.098
Epoch 10, step 817, loss 0.085, test 0.098
Epoch 10, step 818, loss 0.000, test 0.098
Epoch 10, step 819, loss 0.001, test 0.098
Epoch 10, step 820, loss 0.174, test 0.097
Epoch 10, step 821, loss 0.018, test 0.096
Epoch 10, step 822, loss 0.208, test 0.096
Epoch 10, step 823, loss 0.039, test 0.096
Epoch 10, step 824, loss 0.011, test 0.096
Epoch 10, step 825, loss 0.119, test 0.096
Epoch 10, step 826, loss 0.118, test 0.096
Epoch 10, step 827, loss 0.341, test 0.096
Epoch 10, step 828, loss 0.004, test 0.096
Epoch 10, step 829, loss 0.015, test 0.096
Epoch 10, step 830, loss 0.154, test 0.096
Epoch 10, step 831, loss 0.455, test 0.097
Epoch 10, step 832, loss 0.125, test 0.097
Epoch 10, step 833, loss 0.527, test 0.095
Epoch 10, step 834, loss 0.154, test 0.095
Epoch 10, step 835, loss 0.084, test 0.095
Epoch 10, step 836, loss 0.572, test 0.095
Epoch 10, step 837, loss 0.140, test 0.094
Epoch 10, step 838, loss 0.021, test 0.094
Epoch 10, step 839, loss 0.240, test 0.093
Epoch 10, step 840, loss 0.001, test 0.093
Epoch 10, step 841, loss 0.011, test 0.093
Epoch 10, step 842, loss 0.259, test 0.091
Epoch 10, step 843, loss 0.143, test 0.091
Epoch 10, step 844, loss 0.002, test 0.091
Epoch 10, step 845, loss 0.000, test 0.091
Epoch 10, step 846, loss 0.113, test 0.091
Epoch 10, step 847, loss 0.002, test 0.091
Epoch 10, step 848, loss 0.005, test 0.090
Epoch 10, step 849, loss 0.012, test 0.090
Epoch 10, step 850, loss 0.027, test 0.090
Epoch 10, step 851, loss 0.043, test 0.090
Epoch 10, step 852, loss 0.018, test 0.090
Epoch 10, step 853, loss 0.008, test 0.090
Epoch 10, step 854, loss 0.001, test 0.090
Epoch 10, step 855, loss 0.012, test 0.090
Epoch 10, step 856, loss 0.013, test 0.090
Epoch 10, step 857, loss 0.041, test 0.090
Epoch 10, step 858, loss 0.018, test 0.090
Epoch 10, step 859, loss 0.020, test 0.089
Epoch 10, step 860, loss 0.068, test 0.089
Epoch 10, step 861, loss 0.000, test 0.089
Epoch 10, step 862, loss 0.193, test 0.089
Epoch 10, step 863, loss 0.052, test 0.089
Epoch 10, step 864, loss 0.045, test 0.089
Epoch 10, step 865, loss 0.096, test 0.089
Epoch 10, step 866, loss 0.246, test 0.089
Epoch 10, step 867, loss 0.133, test 0.089
Epoch 10, step 868, loss 0.231, test 0.089
Epoch 10, step 869, loss 0.065, test 0.089
Epoch 10, step 870, loss 0.014, test 0.089
Epoch 10, step 871, loss 0.064, test 0.089
Epoch 10, step 872, loss 0.182, test 0.089
Epoch 10, step 873, loss 0.004, test 0.089
Epoch 10, step 874, loss 0.151, test 0.089
Epoch 10, step 875, loss 0.002, test 0.089
Epoch 10, step 876, loss 0.056, test 0.089
Epoch 10, step 877, loss 0.129, test 0.089
Epoch 10, step 878, loss 0.515, test 0.089
Epoch 10, step 879, loss 0.319, test 0.088
Epoch 10, step 880, loss 0.240, test 0.088
Epoch 10, step 881, loss 0.066, test 0.088
Epoch 10, step 882, loss 0.017, test 0.088
Epoch 10, step 883, loss 0.010, test 0.088
Epoch 10, step 884, loss 0.006, test 0.088
Epoch 10, step 885, loss 0.033, test 0.088
Epoch 10, step 886, loss 0.020, test 0.088
Epoch 10, step 887, loss 0.064, test 0.088
Epoch 10, step 888, loss 0.004, test 0.089
Epoch 10, step 889, loss 0.027, test 0.089
Epoch 10, step 890, loss 0.013, test 0.089
Epoch 10, step 891, loss 0.139, test 0.089
Epoch 10, step 892, loss 0.007, test 0.089
Epoch 10, step 893, loss 0.448, test 0.089
Epoch 10, step 894, loss 0.028, test 0.089
Epoch 10, step 895, loss 0.130, test 0.089
Epoch 10, step 896, loss 0.042, test 0.089
Epoch 10, step 897, loss 0.095, test 0.089
Epoch 10, step 898, loss 0.001, test 0.089
Epoch 10, step 899, loss 0.156, test 0.089
Epoch 10, step 900, loss 0.061, test 0.089
Epoch 10, step 901, loss 0.011, test 0.089
Epoch 10, step 902, loss 0.023, test 0.089
Epoch 10, step 903, loss 0.509, test 0.089
Epoch 10, step 904, loss 0.218, test 0.089
Epoch 10, step 905, loss 0.287, test 0.089
Epoch 10, step 906, loss 0.698, test 0.090
Epoch 10, step 907, loss 0.038, test 0.090
Epoch 10, step 908, loss 1.228, test 0.090
Epoch 10, step 909, loss 0.729, test 0.090
Epoch 10, step 910, loss 0.022, test 0.090
Epoch 10, step 911, loss 0.003, test 0.090
Epoch 10, step 912, loss 0.405, test 0.090
Epoch 10, step 913, loss 0.167, test 0.091
Epoch 10, step 914, loss 0.006, test 0.092
Epoch 10, step 915, loss 0.000, test 0.092
Epoch 10, step 916, loss 0.158, test 0.092
Epoch 10, step 917, loss 0.339, test 0.092
Epoch 10, step 918, loss 0.008, test 0.093
Epoch 10, step 919, loss 0.112, test 0.094
Epoch 10, step 920, loss 0.067, test 0.095
Epoch 10, step 921, loss 0.266, test 0.095
Epoch 10, step 922, loss 0.045, test 0.095
Epoch 10, step 923, loss 0.052, test 0.095
Epoch 10, step 924, loss 0.012, test 0.095
Epoch 10, step 925, loss 0.038, test 0.095
Epoch 10, step 926, loss 0.006, test 0.095
Epoch 10, step 927, loss 0.080, test 0.095
Epoch 10, step 928, loss 0.135, test 0.095
Epoch 10, step 929, loss 0.144, test 0.095
Epoch 10, step 930, loss 0.042, test 0.096
Epoch 10, step 931, loss 0.157, test 0.096
Epoch 10, step 932, loss 0.125, test 0.095
Epoch 10, step 933, loss 0.002, test 0.095
Epoch 10, step 934, loss 0.902, test 0.094
Epoch 10, step 935, loss 0.012, test 0.094
Epoch 10, step 936, loss 0.053, test 0.094
Epoch 10, step 937, loss 0.326, test 0.094
Epoch 10, step 938, loss 0.001, test 0.094
Epoch 10, step 939, loss 0.066, test 0.094
Epoch 10, step 940, loss 0.000, test 0.094
Epoch 10, step 941, loss 0.059, test 0.094
Epoch 10, step 942, loss 0.023, test 0.094
Epoch 10, step 943, loss 0.113, test 0.093
Epoch 10, step 944, loss 0.007, test 0.093
Epoch 10, step 945, loss 0.048, test 0.093
Epoch 10, step 946, loss 0.387, test 0.093
Epoch 10, step 947, loss 0.002, test 0.093
Epoch 10, step 948, loss 0.014, test 0.093
Epoch 10, step 949, loss 0.035, test 0.093
Epoch 10, step 950, loss 0.004, test 0.093
Epoch 10, step 951, loss 0.011, test 0.093
Epoch 10, step 952, loss 0.096, test 0.093
Epoch 10, step 953, loss 0.621, test 0.094
Epoch 10, step 954, loss 0.114, test 0.094
Epoch 10, step 955, loss 0.448, test 0.094
Epoch 10, step 956, loss 0.000, test 0.094
Epoch 10, step 957, loss 0.000, test 0.094
Epoch 10, step 958, loss 0.068, test 0.094
Epoch 10, step 959, loss 0.091, test 0.094
Epoch 10, step 960, loss 0.006, test 0.094
Epoch 10, step 961, loss 0.022, test 0.093
Epoch 10, step 962, loss 0.184, test 0.094
Epoch 10, step 963, loss 0.007, test 0.094
Epoch 10, step 964, loss 0.003, test 0.094
Epoch 10, step 965, loss 0.042, test 0.094
Epoch 10, step 966, loss 0.196, test 0.094
Epoch 10, step 967, loss 0.309, test 0.094
Epoch 10, step 968, loss 0.103, test 0.096
Epoch 10, step 969, loss 0.050, test 0.096
Epoch 10, step 970, loss 0.005, test 0.096
Epoch 10, step 971, loss 0.022, test 0.096
Epoch 10, step 972, loss 0.002, test 0.096
Epoch 10, step 973, loss 0.017, test 0.096
Epoch 10, step 974, loss 0.031, test 0.096
Epoch 10, step 975, loss 0.062, test 0.095
Epoch 10, step 976, loss 0.007, test 0.095
Epoch 10, step 977, loss 0.038, test 0.095
Epoch 10, step 978, loss 0.243, test 0.095
Epoch 10, step 979, loss 0.047, test 0.095
Epoch 10, step 980, loss 0.786, test 0.094
Epoch 10, step 981, loss 0.204, test 0.095
Epoch 10, step 982, loss 0.030, test 0.095
Epoch 10, step 983, loss 0.034, test 0.095
Epoch 10, step 984, loss 0.016, test 0.095
Epoch 10, step 985, loss 0.001, test 0.095
Epoch 10, step 986, loss 0.278, test 0.094
Epoch 10, step 987, loss 0.400, test 0.093
Epoch 10, step 988, loss 0.024, test 0.093
Epoch 10, step 989, loss 0.025, test 0.094
Epoch 10, step 990, loss 0.110, test 0.094
Epoch 10, step 991, loss 0.006, test 0.093
Epoch 10, step 992, loss 0.785, test 0.094
Epoch 10, step 993, loss 0.349, test 0.094
Epoch 10, step 994, loss 0.055, test 0.094
Epoch 10, step 995, loss 1.211, test 0.094
Epoch 10, step 996, loss 0.047, test 0.093
Epoch 10, step 997, loss 0.117, test 0.094
Epoch 10, step 998, loss 0.171, test 0.094
Epoch 10, step 999, loss 0.024, test 0.094
Epoch 11, step 0, loss 0.000, test 0.094
Epoch 11, step 1, loss 0.056, test 0.094
Epoch 11, step 2, loss 0.070, test 0.095
Epoch 11, step 3, loss 0.027, test 0.095
Epoch 11, step 4, loss 0.224, test 0.094
Epoch 11, step 5, loss 0.042, test 0.094
Epoch 11, step 6, loss 0.008, test 0.094
Epoch 11, step 7, loss 0.004, test 0.094
Epoch 11, step 8, loss 0.297, test 0.095
Epoch 11, step 9, loss 0.008, test 0.095
Epoch 11, step 10, loss 0.059, test 0.095
Epoch 11, step 11, loss 0.016, test 0.095
Epoch 11, step 12, loss 0.006, test 0.095
Epoch 11, step 13, loss 0.123, test 0.095
Epoch 11, step 14, loss 0.067, test 0.095
Epoch 11, step 15, loss 0.592, test 0.095
Epoch 11, step 16, loss 0.006, test 0.095
Epoch 11, step 17, loss 0.098, test 0.097
Epoch 11, step 18, loss 0.115, test 0.097
Epoch 11, step 19, loss 0.505, test 0.098
Epoch 11, step 20, loss 0.008, test 0.098
Epoch 11, step 21, loss 0.015, test 0.098
Epoch 11, step 22, loss 0.096, test 0.098
Epoch 11, step 23, loss 0.003, test 0.098
Epoch 11, step 24, loss 0.021, test 0.098
Epoch 11, step 25, loss 0.003, test 0.098
Epoch 11, step 26, loss 0.001, test 0.098
Epoch 11, step 27, loss 0.057, test 0.098
Epoch 11, step 28, loss 0.112, test 0.098
Epoch 11, step 29, loss 0.040, test 0.098
Epoch 11, step 30, loss 0.519, test 0.097
Epoch 11, step 31, loss 0.362, test 0.097
Epoch 11, step 32, loss 0.001, test 0.097
Epoch 11, step 33, loss 0.002, test 0.097
Epoch 11, step 34, loss 0.017, test 0.097
Epoch 11, step 35, loss 0.012, test 0.097
Epoch 11, step 36, loss 0.284, test 0.097
Epoch 11, step 37, loss 0.009, test 0.097
Epoch 11, step 38, loss 0.012, test 0.097
Epoch 11, step 39, loss 0.003, test 0.097
Epoch 11, step 40, loss 0.055, test 0.097
Epoch 11, step 41, loss 0.539, test 0.097
Epoch 11, step 42, loss 0.025, test 0.098
Epoch 11, step 43, loss 0.004, test 0.098
Epoch 11, step 44, loss 0.073, test 0.098
Epoch 11, step 45, loss 0.307, test 0.097
Epoch 11, step 46, loss 0.002, test 0.097
Epoch 11, step 47, loss 0.208, test 0.097
Epoch 11, step 48, loss 0.047, test 0.097
Epoch 11, step 49, loss 0.103, test 0.097
Epoch 11, step 50, loss 0.920, test 0.092
Epoch 11, step 51, loss 0.020, test 0.091
Epoch 11, step 52, loss 0.044, test 0.091
Epoch 11, step 53, loss 0.509, test 0.089
Epoch 11, step 54, loss 0.027, test 0.089
Epoch 11, step 55, loss 0.192, test 0.089
Epoch 11, step 56, loss 0.059, test 0.089
Epoch 11, step 57, loss 0.354, test 0.089
Epoch 11, step 58, loss 0.094, test 0.089
Epoch 11, step 59, loss 0.000, test 0.090
Epoch 11, step 60, loss 0.192, test 0.090
Epoch 11, step 61, loss 0.055, test 0.090
Epoch 11, step 62, loss 0.126, test 0.090
Epoch 11, step 63, loss 0.300, test 0.090
Epoch 11, step 64, loss 0.080, test 0.090
Epoch 11, step 65, loss 0.281, test 0.090
Epoch 11, step 66, loss 0.047, test 0.090
Epoch 11, step 67, loss 0.005, test 0.090
Epoch 11, step 68, loss 0.005, test 0.090
Epoch 11, step 69, loss 0.042, test 0.090
Epoch 11, step 70, loss 0.124, test 0.090
Epoch 11, step 71, loss 0.139, test 0.090
Epoch 11, step 72, loss 0.140, test 0.089
Epoch 11, step 73, loss 0.033, test 0.089
Epoch 11, step 74, loss 0.112, test 0.089
Epoch 11, step 75, loss 0.102, test 0.089
Epoch 11, step 76, loss 0.033, test 0.089
Epoch 11, step 77, loss 0.004, test 0.089
Epoch 11, step 78, loss 0.033, test 0.089
Epoch 11, step 79, loss 0.001, test 0.089
Epoch 11, step 80, loss 0.027, test 0.089
Epoch 11, step 81, loss 0.518, test 0.089
Epoch 11, step 82, loss 0.010, test 0.089
Epoch 11, step 83, loss 0.258, test 0.088
Epoch 11, step 84, loss 0.400, test 0.088
Epoch 11, step 85, loss 0.098, test 0.088
Epoch 11, step 86, loss 0.009, test 0.088
Epoch 11, step 87, loss 0.043, test 0.088
Epoch 11, step 88, loss 0.929, test 0.089
Epoch 11, step 89, loss 0.284, test 0.088
Epoch 11, step 90, loss 0.014, test 0.088
Epoch 11, step 91, loss 0.133, test 0.089
Epoch 11, step 92, loss 0.001, test 0.089
Epoch 11, step 93, loss 0.016, test 0.089
Epoch 11, step 94, loss 0.347, test 0.089
Epoch 11, step 95, loss 0.187, test 0.089
Epoch 11, step 96, loss 0.023, test 0.090
Epoch 11, step 97, loss 0.194, test 0.090
Epoch 11, step 98, loss 0.003, test 0.090
Epoch 11, step 99, loss 0.068, test 0.090
Epoch 11, step 100, loss 0.131, test 0.091
Epoch 11, step 101, loss 0.862, test 0.090
Epoch 11, step 102, loss 0.278, test 0.091
Epoch 11, step 103, loss 0.122, test 0.093
Epoch 11, step 104, loss 0.226, test 0.094
Epoch 11, step 105, loss 0.000, test 0.094
Epoch 11, step 106, loss 0.420, test 0.094
Epoch 11, step 107, loss 0.043, test 0.094
Epoch 11, step 108, loss 0.129, test 0.094
Epoch 11, step 109, loss 0.001, test 0.094
Epoch 11, step 110, loss 0.087, test 0.094
Epoch 11, step 111, loss 0.052, test 0.094
Epoch 11, step 112, loss 0.231, test 0.094
Epoch 11, step 113, loss 0.446, test 0.094
Epoch 11, step 114, loss 0.510, test 0.090
Epoch 11, step 115, loss 0.002, test 0.089
Epoch 11, step 116, loss 0.106, test 0.089
Epoch 11, step 117, loss 0.336, test 0.089
Epoch 11, step 118, loss 0.022, test 0.089
Epoch 11, step 119, loss 0.124, test 0.089
Epoch 11, step 120, loss 0.056, test 0.089
Epoch 11, step 121, loss 0.039, test 0.089
Epoch 11, step 122, loss 0.045, test 0.089
Epoch 11, step 123, loss 0.447, test 0.089
Epoch 11, step 124, loss 0.049, test 0.089
Epoch 11, step 125, loss 0.012, test 0.089
Epoch 11, step 126, loss 0.099, test 0.089
Epoch 11, step 127, loss 0.216, test 0.089
Epoch 11, step 128, loss 0.062, test 0.090
Epoch 11, step 129, loss 0.354, test 0.090
Epoch 11, step 130, loss 0.001, test 0.090
Epoch 11, step 131, loss 0.000, test 0.090
Epoch 11, step 132, loss 0.014, test 0.090
Epoch 11, step 133, loss 0.010, test 0.090
Epoch 11, step 134, loss 0.028, test 0.090
Epoch 11, step 135, loss 0.003, test 0.090
Epoch 11, step 136, loss 0.002, test 0.090
Epoch 11, step 137, loss 0.117, test 0.090
Epoch 11, step 138, loss 0.031, test 0.090
Epoch 11, step 139, loss 0.028, test 0.090
Epoch 11, step 140, loss 0.000, test 0.090
Epoch 11, step 141, loss 0.017, test 0.090
Epoch 11, step 142, loss 0.017, test 0.090
Epoch 11, step 143, loss 0.020, test 0.090
Epoch 11, step 144, loss 0.000, test 0.090
Epoch 11, step 145, loss 0.174, test 0.090
Epoch 11, step 146, loss 0.112, test 0.090
Epoch 11, step 147, loss 0.098, test 0.091
Epoch 11, step 148, loss 0.021, test 0.091
Epoch 11, step 149, loss 0.006, test 0.091
Epoch 11, step 150, loss 0.353, test 0.091
Epoch 11, step 151, loss 0.193, test 0.091
Epoch 11, step 152, loss 0.031, test 0.091
Epoch 11, step 153, loss 0.001, test 0.091
Epoch 11, step 154, loss 0.000, test 0.091
Epoch 11, step 155, loss 0.007, test 0.091
Epoch 11, step 156, loss 0.198, test 0.091
Epoch 11, step 157, loss 0.027, test 0.091
Epoch 11, step 158, loss 0.136, test 0.091
Epoch 11, step 159, loss 0.102, test 0.091
Epoch 11, step 160, loss 0.008, test 0.091
Epoch 11, step 161, loss 0.345, test 0.091
Epoch 11, step 162, loss 0.060, test 0.090
Epoch 11, step 163, loss 0.039, test 0.090
Epoch 11, step 164, loss 0.050, test 0.090
Epoch 11, step 165, loss 0.201, test 0.090
Epoch 11, step 166, loss 0.011, test 0.090
Epoch 11, step 167, loss 0.012, test 0.089
Epoch 11, step 168, loss 0.002, test 0.089
Epoch 11, step 169, loss 0.011, test 0.089
Epoch 11, step 170, loss 0.112, test 0.090
Epoch 11, step 171, loss 0.091, test 0.090
Epoch 11, step 172, loss 0.050, test 0.090
Epoch 11, step 173, loss 0.084, test 0.090
Epoch 11, step 174, loss 0.041, test 0.090
Epoch 11, step 175, loss 0.242, test 0.089
Epoch 11, step 176, loss 0.148, test 0.090
Epoch 11, step 177, loss 0.028, test 0.090
Epoch 11, step 178, loss 0.556, test 0.090
Epoch 11, step 179, loss 0.023, test 0.090
Epoch 11, step 180, loss 0.022, test 0.090
Epoch 11, step 181, loss 0.025, test 0.090
Epoch 11, step 182, loss 0.682, test 0.091
Epoch 11, step 183, loss 0.002, test 0.091
Epoch 11, step 184, loss 0.323, test 0.091
Epoch 11, step 185, loss 0.087, test 0.091
Epoch 11, step 186, loss 0.255, test 0.091
Epoch 11, step 187, loss 0.043, test 0.091
Epoch 11, step 188, loss 0.117, test 0.091
Epoch 11, step 189, loss 0.066, test 0.091
Epoch 11, step 190, loss 0.080, test 0.091
Epoch 11, step 191, loss 0.031, test 0.091
Epoch 11, step 192, loss 0.000, test 0.091
Epoch 11, step 193, loss 0.000, test 0.091
Epoch 11, step 194, loss 0.160, test 0.091
Epoch 11, step 195, loss 0.002, test 0.091
Epoch 11, step 196, loss 0.004, test 0.091
Epoch 11, step 197, loss 1.479, test 0.091
Epoch 11, step 198, loss 0.168, test 0.091
Epoch 11, step 199, loss 0.002, test 0.091
Epoch 11, step 200, loss 0.000, test 0.091
Epoch 11, step 201, loss 0.125, test 0.091
Epoch 11, step 202, loss 0.375, test 0.091
Epoch 11, step 203, loss 0.181, test 0.091
Epoch 11, step 204, loss 0.017, test 0.091
Epoch 11, step 205, loss 0.027, test 0.091
Epoch 11, step 206, loss 0.422, test 0.093
Epoch 11, step 207, loss 1.136, test 0.093
Epoch 11, step 208, loss 0.030, test 0.093
Epoch 11, step 209, loss 0.070, test 0.093
Epoch 11, step 210, loss 0.062, test 0.093
Epoch 11, step 211, loss 0.003, test 0.093
Epoch 11, step 212, loss 0.015, test 0.093
Epoch 11, step 213, loss 0.031, test 0.093
Epoch 11, step 214, loss 0.133, test 0.093
Epoch 11, step 215, loss 0.032, test 0.093
Epoch 11, step 216, loss 0.005, test 0.093
Epoch 11, step 217, loss 0.390, test 0.093
Epoch 11, step 218, loss 0.010, test 0.093
Epoch 11, step 219, loss 0.123, test 0.093
Epoch 11, step 220, loss 0.009, test 0.093
Epoch 11, step 221, loss 0.125, test 0.093
Epoch 11, step 222, loss 0.242, test 0.093
Epoch 11, step 223, loss 0.041, test 0.093
Epoch 11, step 224, loss 0.076, test 0.093
Epoch 11, step 225, loss 0.145, test 0.093
Epoch 11, step 226, loss 0.606, test 0.093
Epoch 11, step 227, loss 0.000, test 0.093
Epoch 11, step 228, loss 0.004, test 0.093
Epoch 11, step 229, loss 0.002, test 0.093
Epoch 11, step 230, loss 0.476, test 0.093
Epoch 11, step 231, loss 0.155, test 0.093
Epoch 11, step 232, loss 0.001, test 0.093
Epoch 11, step 233, loss 0.009, test 0.093
Epoch 11, step 234, loss 0.261, test 0.093
Epoch 11, step 235, loss 0.002, test 0.093
Epoch 11, step 236, loss 0.005, test 0.093
Epoch 11, step 237, loss 0.055, test 0.093
Epoch 11, step 238, loss 0.088, test 0.093
Epoch 11, step 239, loss 0.221, test 0.093
Epoch 11, step 240, loss 0.007, test 0.093
Epoch 11, step 241, loss 0.033, test 0.093
Epoch 11, step 242, loss 0.001, test 0.093
Epoch 11, step 243, loss 0.030, test 0.093
Epoch 11, step 244, loss 0.009, test 0.093
Epoch 11, step 245, loss 0.042, test 0.094
Epoch 11, step 246, loss 0.042, test 0.094
Epoch 11, step 247, loss 0.007, test 0.094
Epoch 11, step 248, loss 0.019, test 0.093
Epoch 11, step 249, loss 0.181, test 0.094
Epoch 11, step 250, loss 0.008, test 0.094
Epoch 11, step 251, loss 0.034, test 0.094
Epoch 11, step 252, loss 0.107, test 0.093
Epoch 11, step 253, loss 0.001, test 0.093
Epoch 11, step 254, loss 0.106, test 0.094
Epoch 11, step 255, loss 0.014, test 0.094
Epoch 11, step 256, loss 0.339, test 0.092
Epoch 11, step 257, loss 0.033, test 0.092
Epoch 11, step 258, loss 0.061, test 0.092
Epoch 11, step 259, loss 0.000, test 0.092
Epoch 11, step 260, loss 0.109, test 0.092
Epoch 11, step 261, loss 0.262, test 0.092
Epoch 11, step 262, loss 0.024, test 0.092
Epoch 11, step 263, loss 0.075, test 0.092
Epoch 11, step 264, loss 0.003, test 0.092
Epoch 11, step 265, loss 0.002, test 0.092
Epoch 11, step 266, loss 0.067, test 0.092
Epoch 11, step 267, loss 0.002, test 0.092
Epoch 11, step 268, loss 0.082, test 0.092
Epoch 11, step 269, loss 0.075, test 0.092
Epoch 11, step 270, loss 0.544, test 0.092
Epoch 11, step 271, loss 0.124, test 0.092
Epoch 11, step 272, loss 0.277, test 0.092
Epoch 11, step 273, loss 0.016, test 0.092
Epoch 11, step 274, loss 0.120, test 0.092
Epoch 11, step 275, loss 0.013, test 0.092
Epoch 11, step 276, loss 0.006, test 0.092
Epoch 11, step 277, loss 0.124, test 0.092
Epoch 11, step 278, loss 0.185, test 0.092
Epoch 11, step 279, loss 0.096, test 0.093
Epoch 11, step 280, loss 0.038, test 0.093
Epoch 11, step 281, loss 0.086, test 0.093
Epoch 11, step 282, loss 0.186, test 0.093
Epoch 11, step 283, loss 0.042, test 0.093
Epoch 11, step 284, loss 0.475, test 0.093
Epoch 11, step 285, loss 0.105, test 0.093
Epoch 11, step 286, loss 0.058, test 0.092
Epoch 11, step 287, loss 0.045, test 0.092
Epoch 11, step 288, loss 0.075, test 0.092
Epoch 11, step 289, loss 0.007, test 0.092
Epoch 11, step 290, loss 0.034, test 0.092
Epoch 11, step 291, loss 0.000, test 0.092
Epoch 11, step 292, loss 0.258, test 0.091
Epoch 11, step 293, loss 0.019, test 0.091
Epoch 11, step 294, loss 0.031, test 0.091
Epoch 11, step 295, loss 0.025, test 0.091
Epoch 11, step 296, loss 0.094, test 0.091
Epoch 11, step 297, loss 0.000, test 0.091
Epoch 11, step 298, loss 0.000, test 0.091
Epoch 11, step 299, loss 0.039, test 0.091
Epoch 11, step 300, loss 0.080, test 0.091
Epoch 11, step 301, loss 0.102, test 0.091
Epoch 11, step 302, loss 0.000, test 0.091
Epoch 11, step 303, loss 0.043, test 0.091
Epoch 11, step 304, loss 0.127, test 0.091
Epoch 11, step 305, loss 0.052, test 0.091
Epoch 11, step 306, loss 0.334, test 0.091
Epoch 11, step 307, loss 0.015, test 0.091
Epoch 11, step 308, loss 0.026, test 0.091
Epoch 11, step 309, loss 0.012, test 0.091
Epoch 11, step 310, loss 0.182, test 0.091
Epoch 11, step 311, loss 0.038, test 0.091
Epoch 11, step 312, loss 0.366, test 0.092
Epoch 11, step 313, loss 0.041, test 0.092
Epoch 11, step 314, loss 0.301, test 0.092
Epoch 11, step 315, loss 0.054, test 0.092
Epoch 11, step 316, loss 0.007, test 0.092
Epoch 11, step 317, loss 0.295, test 0.092
Epoch 11, step 318, loss 0.011, test 0.092
Epoch 11, step 319, loss 0.002, test 0.092
Epoch 11, step 320, loss 0.424, test 0.092
Epoch 11, step 321, loss 1.131, test 0.092
Epoch 11, step 322, loss 0.010, test 0.092
Epoch 11, step 323, loss 0.118, test 0.091
Epoch 11, step 324, loss 0.198, test 0.091
Epoch 11, step 325, loss 0.114, test 0.091

Epoch 11, step 326, loss 0.484, test 0.091
Epoch 11, step 327, loss 0.125, test 0.091
Epoch 11, step 328, loss 0.402, test 0.091
Epoch 11, step 329, loss 0.055, test 0.091
Epoch 11, step 330, loss 0.002, test 0.091
Epoch 11, step 331, loss 0.335, test 0.092
Epoch 11, step 332, loss 0.245, test 0.092
Epoch 11, step 333, loss 0.052, test 0.092
Epoch 11, step 334, loss 0.010, test 0.093
Epoch 11, step 335, loss 0.011, test 0.093
Epoch 11, step 336, loss 0.164, test 0.093
Epoch 11, step 337, loss 0.049, test 0.093
Epoch 11, step 338, loss 0.211, test 0.093
Epoch 11, step 339, loss 0.777, test 0.093
Epoch 11, step 340, loss 0.000, test 0.093
Epoch 11, step 341, loss 0.051, test 0.093
Epoch 11, step 342, loss 0.084, test 0.093
Epoch 11, step 343, loss 0.001, test 0.093
Epoch 11, step 344, loss 0.034, test 0.093
Epoch 11, step 345, loss 0.068, test 0.093
Epoch 11, step 346, loss 0.045, test 0.093
Epoch 11, step 347, loss 0.079, test 0.092
Epoch 11, step 348, loss 0.149, test 0.092
Epoch 11, step 349, loss 0.030, test 0.092
Epoch 11, step 350, loss 0.027, test 0.091
Epoch 11, step 351, loss 0.161, test 0.092
Epoch 11, step 352, loss 0.023, test 0.092
Epoch 11, step 353, loss 0.129, test 0.092
Epoch 11, step 354, loss 0.085, test 0.092
Epoch 11, step 355, loss 0.000, test 0.093
Epoch 11, step 356, loss 0.126, test 0.093
Epoch 11, step 357, loss 0.208, test 0.093
Epoch 11, step 358, loss 0.121, test 0.093
Epoch 11, step 359, loss 0.028, test 0.093
Epoch 11, step 360, loss 0.004, test 0.093
Epoch 11, step 361, loss 0.014, test 0.093
Epoch 11, step 362, loss 0.829, test 0.090
Epoch 11, step 363, loss 0.165, test 0.089
Epoch 11, step 364, loss 0.052, test 0.089
Epoch 11, step 365, loss 0.193, test 0.089
Epoch 11, step 366, loss 0.031, test 0.089
Epoch 11, step 367, loss 0.063, test 0.089
Epoch 11, step 368, loss 0.314, test 0.089
Epoch 11, step 369, loss 1.130, test 0.088
Epoch 11, step 370, loss 0.015, test 0.088
Epoch 11, step 371, loss 0.070, test 0.088
Epoch 11, step 372, loss 0.167, test 0.088
Epoch 11, step 373, loss 0.016, test 0.088
Epoch 11, step 374, loss 0.039, test 0.088
Epoch 11, step 375, loss 0.389, test 0.088
Epoch 11, step 376, loss 0.032, test 0.088
Epoch 11, step 377, loss 0.397, test 0.088
Epoch 11, step 378, loss 0.010, test 0.088
Epoch 11, step 379, loss 0.014, test 0.088
Epoch 11, step 380, loss 0.019, test 0.088
Epoch 11, step 381, loss 0.000, test 0.088
Epoch 11, step 382, loss 0.549, test 0.088
Epoch 11, step 383, loss 0.150, test 0.087
Epoch 11, step 384, loss 0.017, test 0.087
Epoch 11, step 385, loss 0.095, test 0.087
Epoch 11, step 386, loss 0.299, test 0.087
Epoch 11, step 387, loss 0.098, test 0.087
Epoch 11, step 388, loss 0.090, test 0.087
Epoch 11, step 389, loss 0.065, test 0.087
Epoch 11, step 390, loss 0.038, test 0.087
Epoch 11, step 391, loss 0.471, test 0.088
Epoch 11, step 392, loss 0.023, test 0.089
Epoch 11, step 393, loss 0.001, test 0.089
Epoch 11, step 394, loss 0.016, test 0.089
Epoch 11, step 395, loss 0.009, test 0.089
Epoch 11, step 396, loss 0.009, test 0.089
Epoch 11, step 397, loss 0.247, test 0.089
Epoch 11, step 398, loss 0.036, test 0.089
Epoch 11, step 399, loss 0.058, test 0.089
Epoch 11, step 400, loss 0.455, test 0.089
Epoch 11, step 401, loss 0.233, test 0.089
Epoch 11, step 402, loss 0.168, test 0.089
Epoch 11, step 403, loss 0.189, test 0.089
Epoch 11, step 404, loss 0.485, test 0.088
Epoch 11, step 405, loss 0.355, test 0.088
Epoch 11, step 406, loss 0.014, test 0.088
Epoch 11, step 407, loss 0.062, test 0.088
Epoch 11, step 408, loss 0.000, test 0.088
Epoch 11, step 409, loss 0.085, test 0.088
Epoch 11, step 410, loss 0.107, test 0.088
Epoch 11, step 411, loss 0.346, test 0.088
Epoch 11, step 412, loss 0.978, test 0.088
Epoch 11, step 413, loss 0.020, test 0.088
Epoch 11, step 414, loss 0.094, test 0.088
Epoch 11, step 415, loss 0.013, test 0.088
Epoch 11, step 416, loss 0.171, test 0.088
Epoch 11, step 417, loss 0.205, test 0.088
Epoch 11, step 418, loss 0.168, test 0.088
Epoch 11, step 419, loss 0.121, test 0.088
Epoch 11, step 420, loss 0.103, test 0.088
Epoch 11, step 421, loss 0.044, test 0.088
Epoch 11, step 422, loss 0.111, test 0.088
Epoch 11, step 423, loss 0.057, test 0.088
Epoch 11, step 424, loss 0.056, test 0.088
Epoch 11, step 425, loss 0.198, test 0.088
Epoch 11, step 426, loss 0.020, test 0.088
Epoch 11, step 427, loss 0.117, test 0.088
Epoch 11, step 428, loss 0.006, test 0.088
Epoch 11, step 429, loss 0.114, test 0.088
Epoch 11, step 430, loss 0.028, test 0.088
Epoch 11, step 431, loss 0.007, test 0.088
Epoch 11, step 432, loss 0.000, test 0.088
Epoch 11, step 433, loss 0.001, test 0.088
Epoch 11, step 434, loss 0.434, test 0.087
Epoch 11, step 435, loss 0.115, test 0.087
Epoch 11, step 436, loss 0.046, test 0.087
Epoch 11, step 437, loss 0.001, test 0.087
Epoch 11, step 438, loss 0.184, test 0.087
Epoch 11, step 439, loss 0.079, test 0.087
Epoch 11, step 440, loss 0.062, test 0.087
Epoch 11, step 441, loss 0.282, test 0.086
Epoch 11, step 442, loss 0.001, test 0.086
Epoch 11, step 443, loss 0.009, test 0.086
Epoch 11, step 444, loss 0.018, test 0.086
Epoch 11, step 445, loss 0.062, test 0.086
Epoch 11, step 446, loss 0.027, test 0.086
Epoch 11, step 447, loss 0.241, test 0.086
Epoch 11, step 448, loss 0.031, test 0.086
Epoch 11, step 449, loss 0.269, test 0.086
Epoch 11, step 450, loss 0.115, test 0.086
Epoch 11, step 451, loss 0.002, test 0.086
Epoch 11, step 452, loss 0.162, test 0.086
Epoch 11, step 453, loss 0.036, test 0.086
Epoch 11, step 454, loss 0.000, test 0.086
Epoch 11, step 455, loss 0.197, test 0.086
Epoch 11, step 456, loss 0.091, test 0.086
Epoch 11, step 457, loss 0.194, test 0.086
Epoch 11, step 458, loss 0.444, test 0.086
Epoch 11, step 459, loss 0.265, test 0.086
Epoch 11, step 460, loss 0.078, test 0.087
Epoch 11, step 461, loss 0.042, test 0.087
Epoch 11, step 462, loss 0.020, test 0.087
Epoch 11, step 463, loss 0.203, test 0.087
Epoch 11, step 464, loss 0.095, test 0.087
Epoch 11, step 465, loss 0.051, test 0.087
Epoch 11, step 466, loss 0.013, test 0.087
Epoch 11, step 467, loss 0.003, test 0.087
Epoch 11, step 468, loss 0.104, test 0.087
Epoch 11, step 469, loss 0.143, test 0.087
Epoch 11, step 470, loss 0.002, test 0.087
Epoch 11, step 471, loss 0.011, test 0.087
Epoch 11, step 472, loss 0.230, test 0.087
Epoch 11, step 473, loss 0.191, test 0.087
Epoch 11, step 474, loss 0.590, test 0.089
Epoch 11, step 475, loss 0.083, test 0.089
Epoch 11, step 476, loss 0.000, test 0.090
Epoch 11, step 477, loss 0.013, test 0.090
Epoch 11, step 478, loss 0.001, test 0.090
Epoch 11, step 479, loss 0.015, test 0.090
Epoch 11, step 480, loss 0.095, test 0.090
Epoch 11, step 481, loss 0.013, test 0.089
Epoch 11, step 482, loss 0.006, test 0.090
Epoch 11, step 483, loss 0.286, test 0.089
Epoch 11, step 484, loss 0.000, test 0.089
Epoch 11, step 485, loss 0.122, test 0.089
Epoch 11, step 486, loss 0.212, test 0.090
Epoch 11, step 487, loss 0.253, test 0.091
Epoch 11, step 488, loss 0.004, test 0.091
Epoch 11, step 489, loss 0.007, test 0.091
Epoch 11, step 490, loss 0.006, test 0.091
Epoch 11, step 491, loss 0.207, test 0.090
Epoch 11, step 492, loss 0.017, test 0.090
Epoch 11, step 493, loss 0.116, test 0.090
Epoch 11, step 494, loss 0.003, test 0.090
Epoch 11, step 495, loss 0.090, test 0.090
Epoch 11, step 496, loss 0.432, test 0.090
Epoch 11, step 497, loss 0.536, test 0.090
Epoch 11, step 498, loss 0.004, test 0.090
Epoch 11, step 499, loss 0.164, test 0.090
Epoch 11, step 500, loss 0.024, test 0.090
Epoch 11, step 501, loss 0.053, test 0.090
Epoch 11, step 502, loss 0.570, test 0.092
Epoch 11, step 503, loss 0.409, test 0.093
Epoch 11, step 504, loss 0.117, test 0.093
Epoch 11, step 505, loss 0.005, test 0.093
Epoch 11, step 506, loss 0.060, test 0.094
Epoch 11, step 507, loss 0.118, test 0.093
Epoch 11, step 508, loss 0.072, test 0.093
Epoch 11, step 509, loss 0.107, test 0.093
Epoch 11, step 510, loss 0.008, test 0.093
Epoch 11, step 511, loss 0.044, test 0.090
Epoch 11, step 512, loss 0.184, test 0.090
Epoch 11, step 513, loss 0.147, test 0.089
Epoch 11, step 514, loss 0.000, test 0.089
Epoch 11, step 515, loss 0.465, test 0.089
Epoch 11, step 516, loss 0.130, test 0.089
Epoch 11, step 517, loss 1.187, test 0.089
Epoch 11, step 518, loss 0.006, test 0.089
Epoch 11, step 519, loss 0.191, test 0.089
Epoch 11, step 520, loss 0.248, test 0.089
Epoch 11, step 521, loss 0.285, test 0.088
Epoch 11, step 522, loss 0.030, test 0.088
Epoch 11, step 523, loss 0.035, test 0.089
Epoch 11, step 524, loss 0.079, test 0.089
Epoch 11, step 525, loss 0.028, test 0.089
Epoch 11, step 526, loss 0.005, test 0.089
Epoch 11, step 527, loss 0.046, test 0.088
Epoch 11, step 528, loss 0.078, test 0.088
Epoch 11, step 529, loss 0.014, test 0.088
Epoch 11, step 530, loss 0.264, test 0.088
Epoch 11, step 531, loss 0.053, test 0.088
Epoch 11, step 532, loss 0.034, test 0.088
Epoch 11, step 533, loss 0.059, test 0.088
Epoch 11, step 534, loss 0.029, test 0.088
Epoch 11, step 535, loss 0.035, test 0.088
Epoch 11, step 536, loss 0.014, test 0.088
Epoch 11, step 537, loss 0.019, test 0.088
Epoch 11, step 538, loss 0.013, test 0.088
Epoch 11, step 539, loss 0.002, test 0.088
Epoch 11, step 540, loss 0.004, test 0.087
Epoch 11, step 541, loss 0.071, test 0.087
Epoch 11, step 542, loss 0.016, test 0.087
Epoch 11, step 543, loss 0.007, test 0.087
Epoch 11, step 544, loss 0.285, test 0.087
Epoch 11, step 545, loss 0.009, test 0.087
Epoch 11, step 546, loss 0.006, test 0.087
Epoch 11, step 547, loss 0.111, test 0.087
Epoch 11, step 548, loss 0.011, test 0.087
Epoch 11, step 549, loss 0.007, test 0.087
Epoch 11, step 550, loss 0.141, test 0.087
Epoch 11, step 551, loss 0.352, test 0.087
Epoch 11, step 552, loss 0.019, test 0.087
Epoch 11, step 553, loss 0.290, test 0.087
Epoch 11, step 554, loss 0.546, test 0.087
Epoch 11, step 555, loss 0.013, test 0.087
Epoch 11, step 556, loss 0.041, test 0.087
Epoch 11, step 557, loss 0.001, test 0.087
Epoch 11, step 558, loss 0.002, test 0.087
Epoch 11, step 559, loss 0.164, test 0.087
Epoch 11, step 560, loss 0.334, test 0.087
Epoch 11, step 561, loss 0.040, test 0.087
Epoch 11, step 562, loss 0.020, test 0.087
Epoch 11, step 563, loss 0.003, test 0.088
Epoch 11, step 564, loss 0.261, test 0.088
Epoch 11, step 565, loss 0.008, test 0.088
Epoch 11, step 566, loss 0.000, test 0.088
Epoch 11, step 567, loss 0.013, test 0.088
Epoch 11, step 568, loss 0.015, test 0.088
Epoch 11, step 569, loss 0.268, test 0.088
Epoch 11, step 570, loss 0.315, test 0.088
Epoch 11, step 571, loss 0.462, test 0.088
Epoch 11, step 572, loss 0.294, test 0.088
Epoch 11, step 573, loss 0.371, test 0.088
Epoch 11, step 574, loss 0.002, test 0.088
Epoch 11, step 575, loss 0.128, test 0.088
Epoch 11, step 576, loss 0.018, test 0.088
Epoch 11, step 577, loss 0.110, test 0.088
Epoch 11, step 578, loss 0.545, test 0.089
Epoch 11, step 579, loss 0.014, test 0.088
Epoch 11, step 580, loss 0.056, test 0.088
Epoch 11, step 581, loss 0.001, test 0.088
Epoch 11, step 582, loss 0.029, test 0.088
Epoch 11, step 583, loss 0.128, test 0.088
Epoch 11, step 584, loss 0.003, test 0.088
Epoch 11, step 585, loss 0.075, test 0.088
Epoch 11, step 586, loss 0.006, test 0.088
Epoch 11, step 587, loss 0.009, test 0.088
Epoch 11, step 588, loss 0.093, test 0.088
Epoch 11, step 589, loss 0.140, test 0.088
Epoch 11, step 590, loss 0.059, test 0.089
Epoch 11, step 591, loss 0.069, test 0.089
Epoch 11, step 592, loss 0.132, test 0.089
Epoch 11, step 593, loss 0.014, test 0.089
Epoch 11, step 594, loss 0.033, test 0.089
Epoch 11, step 595, loss 0.009, test 0.089
Epoch 11, step 596, loss 0.005, test 0.089
Epoch 11, step 597, loss 0.036, test 0.089
Epoch 11, step 598, loss 0.174, test 0.089
Epoch 11, step 599, loss 0.505, test 0.090
Epoch 11, step 600, loss 0.009, test 0.090
Epoch 11, step 601, loss 0.136, test 0.089
Epoch 11, step 602, loss 0.606, test 0.089
Epoch 11, step 603, loss 0.003, test 0.089
Epoch 11, step 604, loss 0.306, test 0.090
Epoch 11, step 605, loss 0.046, test 0.090
Epoch 11, step 606, loss 0.234, test 0.090
Epoch 11, step 607, loss 0.028, test 0.090
Epoch 11, step 608, loss 0.041, test 0.090
Epoch 11, step 609, loss 0.045, test 0.090
Epoch 11, step 610, loss 0.703, test 0.091
Epoch 11, step 611, loss 0.029, test 0.091
Epoch 11, step 612, loss 0.008, test 0.091
Epoch 11, step 613, loss 0.009, test 0.091
Epoch 11, step 614, loss 0.025, test 0.091
Epoch 11, step 615, loss 0.090, test 0.091
Epoch 11, step 616, loss 0.168, test 0.091
Epoch 11, step 617, loss 0.090, test 0.091
Epoch 11, step 618, loss 0.539, test 0.091
Epoch 11, step 619, loss 0.141, test 0.091
Epoch 11, step 620, loss 0.266, test 0.092
Epoch 11, step 621, loss 0.000, test 0.092
Epoch 11, step 622, loss 0.092, test 0.092
Epoch 11, step 623, loss 0.092, test 0.092
Epoch 11, step 624, loss 0.000, test 0.092
Epoch 11, step 625, loss 0.077, test 0.092
Epoch 11, step 626, loss 0.281, test 0.091
Epoch 11, step 627, loss 0.001, test 0.091
Epoch 11, step 628, loss 0.436, test 0.092
Epoch 11, step 629, loss 0.173, test 0.092
Epoch 11, step 630, loss 0.080, test 0.092
Epoch 11, step 631, loss 0.186, test 0.093
Epoch 11, step 632, loss 0.001, test 0.093
Epoch 11, step 633, loss 0.006, test 0.093
Epoch 11, step 634, loss 0.006, test 0.093
Epoch 11, step 635, loss 0.001, test 0.093
Epoch 11, step 636, loss 0.016, test 0.093
Epoch 11, step 637, loss 0.406, test 0.093
Epoch 11, step 638, loss 0.050, test 0.093
Epoch 11, step 639, loss 0.001, test 0.093
Epoch 11, step 640, loss 0.002, test 0.093
Epoch 11, step 641, loss 0.005, test 0.093
Epoch 11, step 642, loss 0.002, test 0.093
Epoch 11, step 643, loss 0.014, test 0.093
Epoch 11, step 644, loss 0.015, test 0.093
Epoch 11, step 645, loss 0.038, test 0.093
Epoch 11, step 646, loss 0.062, test 0.093
Epoch 11, step 647, loss 0.000, test 0.093
Epoch 11, step 648, loss 0.594, test 0.093
Epoch 11, step 649, loss 0.007, test 0.093
Epoch 11, step 650, loss 0.053, test 0.093
Epoch 11, step 651, loss 0.080, test 0.093
Epoch 11, step 652, loss 0.102, test 0.093
Epoch 11, step 653, loss 0.007, test 0.093
Epoch 11, step 654, loss 0.202, test 0.093
Epoch 11, step 655, loss 0.305, test 0.092
Epoch 11, step 656, loss 0.082, test 0.092
Epoch 11, step 657, loss 0.083, test 0.092
Epoch 11, step 658, loss 0.002, test 0.092
Epoch 11, step 659, loss 0.104, test 0.092
Epoch 11, step 660, loss 0.021, test 0.092
Epoch 11, step 661, loss 0.005, test 0.092
Epoch 11, step 662, loss 0.024, test 0.092
Epoch 11, step 663, loss 0.002, test 0.091
Epoch 11, step 664, loss 0.074, test 0.091
Epoch 11, step 665, loss 0.064, test 0.091
Epoch 11, step 666, loss 0.030, test 0.091
Epoch 11, step 667, loss 0.039, test 0.091
Epoch 11, step 668, loss 0.121, test 0.091
Epoch 11, step 669, loss 0.013, test 0.091
Epoch 11, step 670, loss 0.013, test 0.091
Epoch 11, step 671, loss 0.050, test 0.091
Epoch 11, step 672, loss 0.005, test 0.091
Epoch 11, step 673, loss 0.171, test 0.091
Epoch 11, step 674, loss 0.332, test 0.091
Epoch 11, step 675, loss 0.140, test 0.091
Epoch 11, step 676, loss 0.003, test 0.091
Epoch 11, step 677, loss 0.027, test 0.091
Epoch 11, step 678, loss 0.014, test 0.091
Epoch 11, step 679, loss 0.050, test 0.091
Epoch 11, step 680, loss 0.000, test 0.091
Epoch 11, step 681, loss 0.001, test 0.091
Epoch 11, step 682, loss 0.081, test 0.091
Epoch 11, step 683, loss 0.119, test 0.090
Epoch 11, step 684, loss 0.042, test 0.090
Epoch 11, step 685, loss 0.041, test 0.090
Epoch 11, step 686, loss 0.292, test 0.090
Epoch 11, step 687, loss 0.021, test 0.090
Epoch 11, step 688, loss 0.089, test 0.090
Epoch 11, step 689, loss 0.206, test 0.090
Epoch 11, step 690, loss 0.080, test 0.090
Epoch 11, step 691, loss 0.661, test 0.090
Epoch 11, step 692, loss 0.004, test 0.090
Epoch 11, step 693, loss 0.203, test 0.090
Epoch 11, step 694, loss 0.019, test 0.089
Epoch 11, step 695, loss 0.976, test 0.089
Epoch 11, step 696, loss 0.057, test 0.089
Epoch 11, step 697, loss 0.163, test 0.091
Epoch 11, step 698, loss 0.016, test 0.091
Epoch 11, step 699, loss 0.014, test 0.092
Epoch 11, step 700, loss 0.294, test 0.093
Epoch 11, step 701, loss 0.012, test 0.093
Epoch 11, step 702, loss 0.008, test 0.093
Epoch 11, step 703, loss 0.280, test 0.093
Epoch 11, step 704, loss 0.381, test 0.093
Epoch 11, step 705, loss 0.290, test 0.093
Epoch 11, step 706, loss 0.320, test 0.094
Epoch 11, step 707, loss 0.464, test 0.093
Epoch 11, step 708, loss 0.668, test 0.093
Epoch 11, step 709, loss 0.597, test 0.093
Epoch 11, step 710, loss 0.118, test 0.095
Epoch 11, step 711, loss 0.276, test 0.097
Epoch 11, step 712, loss 0.336, test 0.093
Epoch 11, step 713, loss 0.014, test 0.093
Epoch 11, step 714, loss 0.033, test 0.093
Epoch 11, step 715, loss 0.165, test 0.093
Epoch 11, step 716, loss 0.002, test 0.093
Epoch 11, step 717, loss 0.041, test 0.093
Epoch 11, step 718, loss 0.098, test 0.093
Epoch 11, step 719, loss 0.099, test 0.093
Epoch 11, step 720, loss 0.001, test 0.093
Epoch 11, step 721, loss 0.072, test 0.093
Epoch 11, step 722, loss 0.004, test 0.093
Epoch 11, step 723, loss 0.054, test 0.093
Epoch 11, step 724, loss 0.308, test 0.093
Epoch 11, step 725, loss 0.034, test 0.093
Epoch 11, step 726, loss 0.038, test 0.093
Epoch 11, step 727, loss 0.299, test 0.093
Epoch 11, step 728, loss 0.007, test 0.093
Epoch 11, step 729, loss 0.056, test 0.093
Epoch 11, step 730, loss 0.173, test 0.093
Epoch 11, step 731, loss 0.078, test 0.093
Epoch 11, step 732, loss 0.000, test 0.093
Epoch 11, step 733, loss 0.142, test 0.093
Epoch 11, step 734, loss 0.110, test 0.093
Epoch 11, step 735, loss 0.032, test 0.093
Epoch 11, step 736, loss 0.032, test 0.093
Epoch 11, step 737, loss 0.035, test 0.093
Epoch 11, step 738, loss 0.040, test 0.093
Epoch 11, step 739, loss 0.085, test 0.093
Epoch 11, step 740, loss 0.000, test 0.094
Epoch 11, step 741, loss 0.253, test 0.094
Epoch 11, step 742, loss 0.005, test 0.094
Epoch 11, step 743, loss 0.006, test 0.094
Epoch 11, step 744, loss 0.016, test 0.093
Epoch 11, step 745, loss 0.042, test 0.093
Epoch 11, step 746, loss 0.327, test 0.093
Epoch 11, step 747, loss 0.042, test 0.093
Epoch 11, step 748, loss 0.088, test 0.093
Epoch 11, step 749, loss 0.097, test 0.094
Epoch 11, step 750, loss 0.058, test 0.095
Epoch 11, step 751, loss 0.033, test 0.095
Epoch 11, step 752, loss 0.169, test 0.095
Epoch 11, step 753, loss 0.010, test 0.095
Epoch 11, step 754, loss 0.261, test 0.095
Epoch 11, step 755, loss 0.007, test 0.095
Epoch 11, step 756, loss 0.381, test 0.095
Epoch 11, step 757, loss 0.323, test 0.096
Epoch 11, step 758, loss 0.003, test 0.096
Epoch 11, step 759, loss 0.047, test 0.095
Epoch 11, step 760, loss 0.090, test 0.095
Epoch 11, step 761, loss 0.439, test 0.095
Epoch 11, step 762, loss 0.000, test 0.095
Epoch 11, step 763, loss 0.000, test 0.095
Epoch 11, step 764, loss 0.144, test 0.094
Epoch 11, step 765, loss 0.024, test 0.094
Epoch 11, step 766, loss 0.157, test 0.094
Epoch 11, step 767, loss 0.057, test 0.094
Epoch 11, step 768, loss 0.237, test 0.094
Epoch 11, step 769, loss 0.023, test 0.095
Epoch 11, step 770, loss 0.204, test 0.095
Epoch 11, step 771, loss 0.041, test 0.095
Epoch 11, step 772, loss 0.221, test 0.095
Epoch 11, step 773, loss 0.167, test 0.095
Epoch 11, step 774, loss 0.176, test 0.096
Epoch 11, step 775, loss 0.029, test 0.096
Epoch 11, step 776, loss 0.576, test 0.095
Epoch 11, step 777, loss 0.005, test 0.095
Epoch 11, step 778, loss 0.244, test 0.095
Epoch 11, step 779, loss 0.168, test 0.094
Epoch 11, step 780, loss 0.080, test 0.094
Epoch 11, step 781, loss 0.140, test 0.094
Epoch 11, step 782, loss 0.813, test 0.093
Epoch 11, step 783, loss 0.279, test 0.093
Epoch 11, step 784, loss 0.038, test 0.093
Epoch 11, step 785, loss 0.295, test 0.092
Epoch 11, step 786, loss 0.059, test 0.093
Epoch 11, step 787, loss 0.034, test 0.093
Epoch 11, step 788, loss 0.304, test 0.093
Epoch 11, step 789, loss 0.016, test 0.093
Epoch 11, step 790, loss 0.022, test 0.093
Epoch 11, step 791, loss 0.000, test 0.093
Epoch 11, step 792, loss 0.113, test 0.093
Epoch 11, step 793, loss 0.002, test 0.092
Epoch 11, step 794, loss 0.033, test 0.092
Epoch 11, step 795, loss 0.089, test 0.092
Epoch 11, step 796, loss 0.179, test 0.092
Epoch 11, step 797, loss 0.078, test 0.092
Epoch 11, step 798, loss 0.262, test 0.092
Epoch 11, step 799, loss 0.120, test 0.093
Epoch 11, step 800, loss 0.166, test 0.092
Epoch 11, step 801, loss 0.179, test 0.092
Epoch 11, step 802, loss 0.017, test 0.092
Epoch 11, step 803, loss 0.041, test 0.092
Epoch 11, step 804, loss 0.004, test 0.092
Epoch 11, step 805, loss 0.106, test 0.092
Epoch 11, step 806, loss 0.046, test 0.092
Epoch 11, step 807, loss 0.000, test 0.093
Epoch 11, step 808, loss 0.176, test 0.093
Epoch 11, step 809, loss 0.286, test 0.093
Epoch 11, step 810, loss 0.062, test 0.093
Epoch 11, step 811, loss 0.023, test 0.093
Epoch 11, step 812, loss 0.051, test 0.092
Epoch 11, step 813, loss 0.008, test 0.092
Epoch 11, step 814, loss 0.019, test 0.092
Epoch 11, step 815, loss 0.003, test 0.092
Epoch 11, step 816, loss 0.036, test 0.093
Epoch 11, step 817, loss 0.157, test 0.093
Epoch 11, step 818, loss 0.034, test 0.093
Epoch 11, step 819, loss 0.088, test 0.093
Epoch 11, step 820, loss 0.815, test 0.093
Epoch 11, step 821, loss 0.081, test 0.092
Epoch 11, step 822, loss 0.058, test 0.092
Epoch 11, step 823, loss 0.106, test 0.092
Epoch 11, step 824, loss 0.017, test 0.092
Epoch 11, step 825, loss 0.007, test 0.093
Epoch 11, step 826, loss 0.570, test 0.092
Epoch 11, step 827, loss 0.042, test 0.092
Epoch 11, step 828, loss 0.008, test 0.092
Epoch 11, step 829, loss 0.003, test 0.092
Epoch 11, step 830, loss 0.029, test 0.091
Epoch 11, step 831, loss 0.004, test 0.091
Epoch 11, step 832, loss 0.016, test 0.091
Epoch 11, step 833, loss 0.255, test 0.094
Epoch 11, step 834, loss 0.027, test 0.094
Epoch 11, step 835, loss 0.020, test 0.094
Epoch 11, step 836, loss 0.040, test 0.094
Epoch 11, step 837, loss 0.003, test 0.094
Epoch 11, step 838, loss 0.004, test 0.094
Epoch 11, step 839, loss 0.145, test 0.097
Epoch 11, step 840, loss 0.123, test 0.097
Epoch 11, step 841, loss 0.656, test 0.098
Epoch 11, step 842, loss 0.257, test 0.098
Epoch 11, step 843, loss 0.601, test 0.098
Epoch 11, step 844, loss 0.262, test 0.098
Epoch 11, step 845, loss 0.208, test 0.098
Epoch 11, step 846, loss 0.026, test 0.097
Epoch 11, step 847, loss 0.224, test 0.096
Epoch 11, step 848, loss 0.372, test 0.093
Epoch 11, step 849, loss 0.054, test 0.093
Epoch 11, step 850, loss 0.041, test 0.093
Epoch 11, step 851, loss 0.007, test 0.093
Epoch 11, step 852, loss 0.004, test 0.093
Epoch 11, step 853, loss 0.002, test 0.093
Epoch 11, step 854, loss 0.016, test 0.093
Epoch 11, step 855, loss 0.061, test 0.093
Epoch 11, step 856, loss 0.033, test 0.093
Epoch 11, step 857, loss 0.177, test 0.093
Epoch 11, step 858, loss 0.002, test 0.093
Epoch 11, step 859, loss 0.014, test 0.093
Epoch 11, step 860, loss 0.095, test 0.093
Epoch 11, step 861, loss 0.087, test 0.093
Epoch 11, step 862, loss 0.252, test 0.093
Epoch 11, step 863, loss 0.131, test 0.093
Epoch 11, step 864, loss 0.010, test 0.093
Epoch 11, step 865, loss 0.017, test 0.094
Epoch 11, step 866, loss 0.067, test 0.093
Epoch 11, step 867, loss 0.019, test 0.093
Epoch 11, step 868, loss 0.008, test 0.094
Epoch 11, step 869, loss 0.006, test 0.094
Epoch 11, step 870, loss 0.001, test 0.094
Epoch 11, step 871, loss 0.085, test 0.093
Epoch 11, step 872, loss 0.152, test 0.093
Epoch 11, step 873, loss 0.110, test 0.093
Epoch 11, step 874, loss 0.137, test 0.092
Epoch 11, step 875, loss 0.002, test 0.092
Epoch 11, step 876, loss 0.148, test 0.092
Epoch 11, step 877, loss 0.174, test 0.091
Epoch 11, step 878, loss 0.009, test 0.091
Epoch 11, step 879, loss 0.021, test 0.091
Epoch 11, step 880, loss 0.007, test 0.091
Epoch 11, step 881, loss 0.027, test 0.091
Epoch 11, step 882, loss 0.033, test 0.091
Epoch 11, step 883, loss 0.022, test 0.091
Epoch 11, step 884, loss 0.044, test 0.091
Epoch 11, step 885, loss 0.150, test 0.091
Epoch 11, step 886, loss 0.150, test 0.091
Epoch 11, step 887, loss 0.033, test 0.092
Epoch 11, step 888, loss 0.324, test 0.091
Epoch 11, step 889, loss 0.001, test 0.091
Epoch 11, step 890, loss 0.294, test 0.091
Epoch 11, step 891, loss 0.015, test 0.091
Epoch 11, step 892, loss 0.087, test 0.091
Epoch 11, step 893, loss 0.001, test 0.091
Epoch 11, step 894, loss 0.143, test 0.091
Epoch 11, step 895, loss 0.008, test 0.091
Epoch 11, step 896, loss 0.309, test 0.091
Epoch 11, step 897, loss 0.214, test 0.091
Epoch 11, step 898, loss 0.000, test 0.092
Epoch 11, step 899, loss 0.017, test 0.091
Epoch 11, step 900, loss 0.172, test 0.091
Epoch 11, step 901, loss 0.357, test 0.091
Epoch 11, step 902, loss 0.001, test 0.091
Epoch 11, step 903, loss 0.000, test 0.091
Epoch 11, step 904, loss 0.165, test 0.094
Epoch 11, step 905, loss 0.989, test 0.094
Epoch 11, step 906, loss 0.036, test 0.094
Epoch 11, step 907, loss 0.022, test 0.094
Epoch 11, step 908, loss 0.041, test 0.094
Epoch 11, step 909, loss 0.124, test 0.094
Epoch 11, step 910, loss 0.164, test 0.094
Epoch 11, step 911, loss 0.005, test 0.094
Epoch 11, step 912, loss 0.291, test 0.094

Epoch 11, step 913, loss 0.642, test 0.095
Epoch 11, step 914, loss 0.206, test 0.095
Epoch 11, step 915, loss 0.083, test 0.095
Epoch 11, step 916, loss 0.166, test 0.095
Epoch 11, step 917, loss 0.015, test 0.095
Epoch 11, step 918, loss 0.038, test 0.095
Epoch 11, step 919, loss 0.085, test 0.095
Epoch 11, step 920, loss 0.343, test 0.095
Epoch 11, step 921, loss 0.236, test 0.095
Epoch 11, step 922, loss 0.166, test 0.095
Epoch 11, step 923, loss 0.511, test 0.095
Epoch 11, step 924, loss 0.274, test 0.095
Epoch 11, step 925, loss 0.256, test 0.093
Epoch 11, step 926, loss 0.203, test 0.093
Epoch 11, step 927, loss 0.067, test 0.093
Epoch 11, step 928, loss 0.053, test 0.093
Epoch 11, step 929, loss 0.025, test 0.093
Epoch 11, step 930, loss 0.007, test 0.093
Epoch 11, step 931, loss 0.000, test 0.093
Epoch 11, step 932, loss 0.213, test 0.093
Epoch 11, step 933, loss 0.007, test 0.093
Epoch 11, step 934, loss 0.170, test 0.093
Epoch 11, step 935, loss 0.008, test 0.093
Epoch 11, step 936, loss 0.001, test 0.093
Epoch 11, step 937, loss 0.013, test 0.093
Epoch 11, step 938, loss 0.174, test 0.093
Epoch 11, step 939, loss 0.082, test 0.093
Epoch 11, step 940, loss 0.162, test 0.093
Epoch 11, step 941, loss 0.014, test 0.093
Epoch 11, step 942, loss 0.011, test 0.094
Epoch 11, step 943, loss 0.001, test 0.094
Epoch 11, step 944, loss 0.002, test 0.094
Epoch 11, step 945, loss 0.027, test 0.094
Epoch 11, step 946, loss 0.816, test 0.094
Epoch 11, step 947, loss 0.429, test 0.094
Epoch 11, step 948, loss 0.151, test 0.094
Epoch 11, step 949, loss 0.004, test 0.094
Epoch 11, step 950, loss 0.075, test 0.094
Epoch 11, step 951, loss 0.274, test 0.094
Epoch 11, step 952, loss 0.003, test 0.094
Epoch 11, step 953, loss 0.055, test 0.094
Epoch 11, step 954, loss 0.055, test 0.094
Epoch 11, step 955, loss 0.002, test 0.094
Epoch 11, step 956, loss 0.014, test 0.094
Epoch 11, step 957, loss 0.038, test 0.094
Epoch 11, step 958, loss 0.352, test 0.097
Epoch 11, step 959, loss 0.019, test 0.098
Epoch 11, step 960, loss 0.056, test 0.098
Epoch 11, step 961, loss 0.011, test 0.098
Epoch 11, step 962, loss 0.055, test 0.099
Epoch 11, step 963, loss 0.505, test 0.101
Epoch 11, step 964, loss 0.233, test 0.102
Epoch 11, step 965, loss 0.029, test 0.103
Epoch 11, step 966, loss 0.482, test 0.104
Epoch 11, step 967, loss 0.076, test 0.104
Epoch 11, step 968, loss 0.137, test 0.105
Epoch 11, step 969, loss 0.006, test 0.105
Epoch 11, step 970, loss 0.014, test 0.105
Epoch 11, step 971, loss 0.098, test 0.106
Epoch 11, step 972, loss 0.002, test 0.106
Epoch 11, step 973, loss 0.504, test 0.105
Epoch 11, step 974, loss 0.033, test 0.105
Epoch 11, step 975, loss 0.199, test 0.107
Epoch 11, step 976, loss 0.007, test 0.107
Epoch 11, step 977, loss 1.038, test 0.106
Epoch 11, step 978, loss 0.048, test 0.106
Epoch 11, step 979, loss 0.121, test 0.105
Epoch 11, step 980, loss 0.081, test 0.105
Epoch 11, step 981, loss 0.154, test 0.105
Epoch 11, step 982, loss 0.151, test 0.105
Epoch 11, step 983, loss 0.253, test 0.104
Epoch 11, step 984, loss 0.001, test 0.104
Epoch 11, step 985, loss 0.810, test 0.104
Epoch 11, step 986, loss 0.017, test 0.104
Epoch 11, step 987, loss 0.000, test 0.104
Epoch 11, step 988, loss 0.047, test 0.104
Epoch 11, step 989, loss 0.032, test 0.104
Epoch 11, step 990, loss 0.000, test 0.104
Epoch 11, step 991, loss 0.189, test 0.103
Epoch 11, step 992, loss 0.527, test 0.103
Epoch 11, step 993, loss 0.004, test 0.103
Epoch 11, step 994, loss 0.012, test 0.103
Epoch 11, step 995, loss 0.001, test 0.103
Epoch 11, step 996, loss 0.479, test 0.103
Epoch 11, step 997, loss 0.212, test 0.103
Epoch 11, step 998, loss 0.000, test 0.103
Epoch 11, step 999, loss 0.005, test 0.103
Epoch 12, step 0, loss 0.020, test 0.103
Epoch 12, step 1, loss 0.001, test 0.103
Epoch 12, step 2, loss 0.162, test 0.104
Epoch 12, step 3, loss 0.019, test 0.104
Epoch 12, step 4, loss 0.063, test 0.106
Epoch 12, step 5, loss 0.174, test 0.106
Epoch 12, step 6, loss 0.008, test 0.106
Epoch 12, step 7, loss 0.158, test 0.106
Epoch 12, step 8, loss 0.009, test 0.106
Epoch 12, step 9, loss 0.002, test 0.106
Epoch 12, step 10, loss 0.201, test 0.104
Epoch 12, step 11, loss 0.005, test 0.104
Epoch 12, step 12, loss 0.179, test 0.104
Epoch 12, step 13, loss 0.004, test 0.104
Epoch 12, step 14, loss 0.001, test 0.104
Epoch 12, step 15, loss 0.089, test 0.104
Epoch 12, step 16, loss 0.570, test 0.104
Epoch 12, step 17, loss 0.154, test 0.104
Epoch 12, step 18, loss 0.003, test 0.104
Epoch 12, step 19, loss 0.045, test 0.104
Epoch 12, step 20, loss 0.031, test 0.104
Epoch 12, step 21, loss 0.154, test 0.104
Epoch 12, step 22, loss 0.059, test 0.104
Epoch 12, step 23, loss 0.259, test 0.103
Epoch 12, step 24, loss 0.265, test 0.103
Epoch 12, step 25, loss 0.296, test 0.103
Epoch 12, step 26, loss 0.001, test 0.103
Epoch 12, step 27, loss 0.133, test 0.103
Epoch 12, step 28, loss 0.001, test 0.103
Epoch 12, step 29, loss 0.091, test 0.103
Epoch 12, step 30, loss 0.075, test 0.103
Epoch 12, step 31, loss 0.077, test 0.103
Epoch 12, step 32, loss 0.006, test 0.103
Epoch 12, step 33, loss 0.070, test 0.103
Epoch 12, step 34, loss 0.004, test 0.103
Epoch 12, step 35, loss 0.140, test 0.103
Epoch 12, step 36, loss 0.159, test 0.103
Epoch 12, step 37, loss 0.178, test 0.103
Epoch 12, step 38, loss 0.000, test 0.103
Epoch 12, step 39, loss 0.111, test 0.103
Epoch 12, step 40, loss 0.056, test 0.103
Epoch 12, step 41, loss 0.170, test 0.103
Epoch 12, step 42, loss 0.218, test 0.100
Epoch 12, step 43, loss 0.236, test 0.099
Epoch 12, step 44, loss 0.092, test 0.099
Epoch 12, step 45, loss 0.117, test 0.099
Epoch 12, step 46, loss 0.000, test 0.099
Epoch 12, step 47, loss 0.000, test 0.099
Epoch 12, step 48, loss 0.001, test 0.099
Epoch 12, step 49, loss 0.002, test 0.099
Epoch 12, step 50, loss 0.045, test 0.099
Epoch 12, step 51, loss 0.057, test 0.099
Epoch 12, step 52, loss 0.002, test 0.099
Epoch 12, step 53, loss 0.011, test 0.099
Epoch 12, step 54, loss 0.014, test 0.099
Epoch 12, step 55, loss 0.014, test 0.099
Epoch 12, step 56, loss 0.023, test 0.099
Epoch 12, step 57, loss 0.064, test 0.099
Epoch 12, step 58, loss 0.036, test 0.099
Epoch 12, step 59, loss 0.020, test 0.099
Epoch 12, step 60, loss 0.001, test 0.099
Epoch 12, step 61, loss 0.002, test 0.099
Epoch 12, step 62, loss 0.052, test 0.098
Epoch 12, step 63, loss 0.003, test 0.098
Epoch 12, step 64, loss 0.035, test 0.098
Epoch 12, step 65, loss 0.055, test 0.097
Epoch 12, step 66, loss 0.027, test 0.097
Epoch 12, step 67, loss 0.055, test 0.097
Epoch 12, step 68, loss 0.005, test 0.097
Epoch 12, step 69, loss 0.013, test 0.097
Epoch 12, step 70, loss 0.006, test 0.097
Epoch 12, step 71, loss 0.025, test 0.097
Epoch 12, step 72, loss 0.059, test 0.097
Epoch 12, step 73, loss 0.945, test 0.092
Epoch 12, step 74, loss 0.001, test 0.091
Epoch 12, step 75, loss 0.001, test 0.091
Epoch 12, step 76, loss 0.019, test 0.091
Epoch 12, step 77, loss 0.252, test 0.091
Epoch 12, step 78, loss 0.014, test 0.091
Epoch 12, step 79, loss 0.014, test 0.091
Epoch 12, step 80, loss 0.056, test 0.091
Epoch 12, step 81, loss 0.008, test 0.091
Epoch 12, step 82, loss 0.140, test 0.091
Epoch 12, step 83, loss 0.120, test 0.091
Epoch 12, step 84, loss 0.074, test 0.091
Epoch 12, step 85, loss 0.001, test 0.091
Epoch 12, step 86, loss 0.088, test 0.092
Epoch 12, step 87, loss 0.060, test 0.092
Epoch 12, step 88, loss 0.008, test 0.092
Epoch 12, step 89, loss 0.072, test 0.092
Epoch 12, step 90, loss 0.328, test 0.092
Epoch 12, step 91, loss 0.293, test 0.092
Epoch 12, step 92, loss 0.188, test 0.092
Epoch 12, step 93, loss 0.000, test 0.092
Epoch 12, step 94, loss 0.000, test 0.092
Epoch 12, step 95, loss 0.318, test 0.092
Epoch 12, step 96, loss 0.054, test 0.092
Epoch 12, step 97, loss 0.005, test 0.092
Epoch 12, step 98, loss 0.000, test 0.092
Epoch 12, step 99, loss 0.043, test 0.092
Epoch 12, step 100, loss 0.053, test 0.092
Epoch 12, step 101, loss 0.112, test 0.093
Epoch 12, step 102, loss 0.022, test 0.093
Epoch 12, step 103, loss 0.043, test 0.093
Epoch 12, step 104, loss 0.081, test 0.093
Epoch 12, step 105, loss 0.438, test 0.093
Epoch 12, step 106, loss 0.106, test 0.093
Epoch 12, step 107, loss 0.012, test 0.093
Epoch 12, step 108, loss 0.000, test 0.093
Epoch 12, step 109, loss 0.182, test 0.093
Epoch 12, step 110, loss 0.004, test 0.093
Epoch 12, step 111, loss 0.592, test 0.093
Epoch 12, step 112, loss 0.000, test 0.093
Epoch 12, step 113, loss 0.054, test 0.093
Epoch 12, step 114, loss 1.161, test 0.092
Epoch 12, step 115, loss 0.611, test 0.092
Epoch 12, step 116, loss 0.030, test 0.092
Epoch 12, step 117, loss 0.007, test 0.092
Epoch 12, step 118, loss 0.122, test 0.094
Epoch 12, step 119, loss 0.045, test 0.094
Epoch 12, step 120, loss 0.099, test 0.094
Epoch 12, step 121, loss 0.000, test 0.094
Epoch 12, step 122, loss 0.127, test 0.093
Epoch 12, step 123, loss 0.005, test 0.093
Epoch 12, step 124, loss 0.032, test 0.093
Epoch 12, step 125, loss 0.025, test 0.093
Epoch 12, step 126, loss 0.426, test 0.093
Epoch 12, step 127, loss 0.058, test 0.092
Epoch 12, step 128, loss 0.143, test 0.092
Epoch 12, step 129, loss 0.345, test 0.092
Epoch 12, step 130, loss 0.028, test 0.092
Epoch 12, step 131, loss 0.004, test 0.091
Epoch 12, step 132, loss 0.050, test 0.092
Epoch 12, step 133, loss 0.008, test 0.092
Epoch 12, step 134, loss 0.178, test 0.092
Epoch 12, step 135, loss 0.178, test 0.092
Epoch 12, step 136, loss 0.694, test 0.091
Epoch 12, step 137, loss 0.001, test 0.091
Epoch 12, step 138, loss 0.071, test 0.091
Epoch 12, step 139, loss 0.124, test 0.091
Epoch 12, step 140, loss 0.247, test 0.091
Epoch 12, step 141, loss 0.278, test 0.091
Epoch 12, step 142, loss 0.025, test 0.091
Epoch 12, step 143, loss 0.248, test 0.093
Epoch 12, step 144, loss 0.001, test 0.094
Epoch 12, step 145, loss 0.200, test 0.094
Epoch 12, step 146, loss 0.005, test 0.094
Epoch 12, step 147, loss 0.108, test 0.094
Epoch 12, step 148, loss 0.008, test 0.094
Epoch 12, step 149, loss 0.301, test 0.094
Epoch 12, step 150, loss 0.006, test 0.094
Epoch 12, step 151, loss 0.021, test 0.094
Epoch 12, step 152, loss 0.143, test 0.094
Epoch 12, step 153, loss 0.187, test 0.095
Epoch 12, step 154, loss 0.001, test 0.095
Epoch 12, step 155, loss 0.042, test 0.095
Epoch 12, step 156, loss 0.005, test 0.095
Epoch 12, step 157, loss 0.088, test 0.095
Epoch 12, step 158, loss 0.240, test 0.095
Epoch 12, step 159, loss 0.007, test 0.095
Epoch 12, step 160, loss 0.140, test 0.095
Epoch 12, step 161, loss 0.003, test 0.095
Epoch 12, step 162, loss 0.068, test 0.095
Epoch 12, step 163, loss 0.209, test 0.097
Epoch 12, step 164, loss 0.044, test 0.097
Epoch 12, step 165, loss 0.002, test 0.097
Epoch 12, step 166, loss 0.085, test 0.097
Epoch 12, step 167, loss 0.328, test 0.097
Epoch 12, step 168, loss 0.470, test 0.097
Epoch 12, step 169, loss 0.119, test 0.098
Epoch 12, step 170, loss 0.111, test 0.097
Epoch 12, step 171, loss 0.302, test 0.098
Epoch 12, step 172, loss 0.135, test 0.098
Epoch 12, step 173, loss 0.015, test 0.098
Epoch 12, step 174, loss 0.052, test 0.098
Epoch 12, step 175, loss 0.008, test 0.099
Epoch 12, step 176, loss 0.265, test 0.099
Epoch 12, step 177, loss 0.010, test 0.099
Epoch 12, step 178, loss 0.005, test 0.099
Epoch 12, step 179, loss 0.012, test 0.099
Epoch 12, step 180, loss 0.022, test 0.099
Epoch 12, step 181, loss 0.010, test 0.099
Epoch 12, step 182, loss 1.282, test 0.102
Epoch 12, step 183, loss 0.230, test 0.102
Epoch 12, step 184, loss 0.553, test 0.102
Epoch 12, step 185, loss 0.054, test 0.102
Epoch 12, step 186, loss 0.151, test 0.102
Epoch 12, step 187, loss 0.105, test 0.101
Epoch 12, step 188, loss 0.004, test 0.101
Epoch 12, step 189, loss 0.005, test 0.101
Epoch 12, step 190, loss 0.375, test 0.101
Epoch 12, step 191, loss 0.289, test 0.102
Epoch 12, step 192, loss 0.013, test 0.102
Epoch 12, step 193, loss 0.022, test 0.102
Epoch 12, step 194, loss 1.003, test 0.100
Epoch 12, step 195, loss 0.090, test 0.100
Epoch 12, step 196, loss 0.005, test 0.100
Epoch 12, step 197, loss 0.034, test 0.100
Epoch 12, step 198, loss 0.010, test 0.100
Epoch 12, step 199, loss 0.056, test 0.100
Epoch 12, step 200, loss 0.277, test 0.100
Epoch 12, step 201, loss 0.071, test 0.100
Epoch 12, step 202, loss 0.033, test 0.100
Epoch 12, step 203, loss 0.078, test 0.100
Epoch 12, step 204, loss 0.004, test 0.100
Epoch 12, step 205, loss 0.079, test 0.100
Epoch 12, step 206, loss 0.034, test 0.100
Epoch 12, step 207, loss 0.081, test 0.100
Epoch 12, step 208, loss 0.203, test 0.101
Epoch 12, step 209, loss 0.025, test 0.101
Epoch 12, step 210, loss 0.309, test 0.100
Epoch 12, step 211, loss 0.001, test 0.100
Epoch 12, step 212, loss 0.013, test 0.100
Epoch 12, step 213, loss 0.176, test 0.100
Epoch 12, step 214, loss 0.060, test 0.100
Epoch 12, step 215, loss 1.521, test 0.099
Epoch 12, step 216, loss 0.427, test 0.098
Epoch 12, step 217, loss 0.049, test 0.098
Epoch 12, step 218, loss 0.104, test 0.098
Epoch 12, step 219, loss 0.023, test 0.098
Epoch 12, step 220, loss 0.009, test 0.098
Epoch 12, step 221, loss 0.119, test 0.098
Epoch 12, step 222, loss 0.080, test 0.097
Epoch 12, step 223, loss 0.121, test 0.097
Epoch 12, step 224, loss 0.008, test 0.097
Epoch 12, step 225, loss 0.164, test 0.097
Epoch 12, step 226, loss 0.014, test 0.097
Epoch 12, step 227, loss 0.033, test 0.097
Epoch 12, step 228, loss 0.000, test 0.097
Epoch 12, step 229, loss 0.230, test 0.096
Epoch 12, step 230, loss 0.013, test 0.096
Epoch 12, step 231, loss 0.017, test 0.096
Epoch 12, step 232, loss 0.062, test 0.096
Epoch 12, step 233, loss 0.026, test 0.096
Epoch 12, step 234, loss 0.000, test 0.096
Epoch 12, step 235, loss 0.023, test 0.096
Epoch 12, step 236, loss 0.009, test 0.096
Epoch 12, step 237, loss 0.192, test 0.096
Epoch 12, step 238, loss 0.156, test 0.096
Epoch 12, step 239, loss 0.384, test 0.094
Epoch 12, step 240, loss 0.025, test 0.094
Epoch 12, step 241, loss 0.063, test 0.094
Epoch 12, step 242, loss 0.016, test 0.094
Epoch 12, step 243, loss 0.001, test 0.094
Epoch 12, step 244, loss 0.005, test 0.094
Epoch 12, step 245, loss 0.096, test 0.093
Epoch 12, step 246, loss 0.244, test 0.093
Epoch 12, step 247, loss 0.044, test 0.093
Epoch 12, step 248, loss 0.007, test 0.093
Epoch 12, step 249, loss 0.137, test 0.093
Epoch 12, step 250, loss 0.440, test 0.093
Epoch 12, step 251, loss 0.059, test 0.093
Epoch 12, step 252, loss 0.109, test 0.093
Epoch 12, step 253, loss 0.332, test 0.094
Epoch 12, step 254, loss 0.000, test 0.094
Epoch 12, step 255, loss 0.097, test 0.093
Epoch 12, step 256, loss 0.165, test 0.093
Epoch 12, step 257, loss 0.942, test 0.088
Epoch 12, step 258, loss 0.073, test 0.087
Epoch 12, step 259, loss 0.001, test 0.087
Epoch 12, step 260, loss 0.102, test 0.087
Epoch 12, step 261, loss 0.003, test 0.087
Epoch 12, step 262, loss 0.167, test 0.087
Epoch 12, step 263, loss 0.166, test 0.087
Epoch 12, step 264, loss 0.019, test 0.087
Epoch 12, step 265, loss 0.103, test 0.087
Epoch 12, step 266, loss 0.040, test 0.087
Epoch 12, step 267, loss 0.084, test 0.087
Epoch 12, step 268, loss 0.018, test 0.087
Epoch 12, step 269, loss 0.009, test 0.087
Epoch 12, step 270, loss 0.003, test 0.087
Epoch 12, step 271, loss 0.132, test 0.087
Epoch 12, step 272, loss 0.481, test 0.087
Epoch 12, step 273, loss 0.016, test 0.087
Epoch 12, step 274, loss 0.031, test 0.087
Epoch 12, step 275, loss 0.050, test 0.087
Epoch 12, step 276, loss 0.007, test 0.087
Epoch 12, step 277, loss 0.307, test 0.087
Epoch 12, step 278, loss 0.010, test 0.087
Epoch 12, step 279, loss 0.123, test 0.087
Epoch 12, step 280, loss 0.006, test 0.087
Epoch 12, step 281, loss 0.019, test 0.087
Epoch 12, step 282, loss 0.075, test 0.087
Epoch 12, step 283, loss 0.083, test 0.087
Epoch 12, step 284, loss 0.040, test 0.087
Epoch 12, step 285, loss 0.227, test 0.087
Epoch 12, step 286, loss 0.030, test 0.087
Epoch 12, step 287, loss 0.688, test 0.087
Epoch 12, step 288, loss 0.163, test 0.087
Epoch 12, step 289, loss 0.056, test 0.087
Epoch 12, step 290, loss 0.347, test 0.087
Epoch 12, step 291, loss 0.006, test 0.087
Epoch 12, step 292, loss 0.217, test 0.087
Epoch 12, step 293, loss 0.012, test 0.087
Epoch 12, step 294, loss 0.083, test 0.087
Epoch 12, step 295, loss 0.153, test 0.087
Epoch 12, step 296, loss 0.301, test 0.087
Epoch 12, step 297, loss 0.008, test 0.087
Epoch 12, step 298, loss 0.262, test 0.087
Epoch 12, step 299, loss 0.020, test 0.087
Epoch 12, step 300, loss 0.014, test 0.087
Epoch 12, step 301, loss 0.064, test 0.087
Epoch 12, step 302, loss 0.058, test 0.087
Epoch 12, step 303, loss 0.768, test 0.087
Epoch 12, step 304, loss 0.122, test 0.087
Epoch 12, step 305, loss 0.177, test 0.087
Epoch 12, step 306, loss 0.059, test 0.087
Epoch 12, step 307, loss 0.005, test 0.087
Epoch 12, step 308, loss 0.007, test 0.087
Epoch 12, step 309, loss 0.010, test 0.087
Epoch 12, step 310, loss 0.398, test 0.087
Epoch 12, step 311, loss 0.135, test 0.087
Epoch 12, step 312, loss 0.227, test 0.088
Epoch 12, step 313, loss 0.292, test 0.088
Epoch 12, step 314, loss 0.145, test 0.088
Epoch 12, step 315, loss 0.164, test 0.088
Epoch 12, step 316, loss 0.073, test 0.088
Epoch 12, step 317, loss 0.564, test 0.088
Epoch 12, step 318, loss 0.000, test 0.088
Epoch 12, step 319, loss 0.172, test 0.088
Epoch 12, step 320, loss 0.020, test 0.088
Epoch 12, step 321, loss 0.828, test 0.088
Epoch 12, step 322, loss 0.043, test 0.088
Epoch 12, step 323, loss 0.133, test 0.088
Epoch 12, step 324, loss 0.063, test 0.088
Epoch 12, step 325, loss 0.037, test 0.088
Epoch 12, step 326, loss 0.009, test 0.088
Epoch 12, step 327, loss 0.041, test 0.088
Epoch 12, step 328, loss 0.090, test 0.088
Epoch 12, step 329, loss 0.025, test 0.088
Epoch 12, step 330, loss 0.025, test 0.088
Epoch 12, step 331, loss 0.013, test 0.088
Epoch 12, step 332, loss 0.270, test 0.088
Epoch 12, step 333, loss 0.200, test 0.090
Epoch 12, step 334, loss 0.168, test 0.090
Epoch 12, step 335, loss 0.058, test 0.090
Epoch 12, step 336, loss 0.007, test 0.090
Epoch 12, step 337, loss 0.004, test 0.090
Epoch 12, step 338, loss 0.004, test 0.090
Epoch 12, step 339, loss 0.060, test 0.090
Epoch 12, step 340, loss 0.483, test 0.090
Epoch 12, step 341, loss 0.510, test 0.090
Epoch 12, step 342, loss 0.018, test 0.090
Epoch 12, step 343, loss 0.007, test 0.090
Epoch 12, step 344, loss 0.140, test 0.090
Epoch 12, step 345, loss 0.410, test 0.091
Epoch 12, step 346, loss 0.166, test 0.091
Epoch 12, step 347, loss 0.003, test 0.091
Epoch 12, step 348, loss 0.036, test 0.090
Epoch 12, step 349, loss 0.416, test 0.091
Epoch 12, step 350, loss 0.019, test 0.091
Epoch 12, step 351, loss 0.072, test 0.091
Epoch 12, step 352, loss 0.040, test 0.091
Epoch 12, step 353, loss 0.016, test 0.091
Epoch 12, step 354, loss 0.299, test 0.091
Epoch 12, step 355, loss 0.008, test 0.091
Epoch 12, step 356, loss 0.029, test 0.091
Epoch 12, step 357, loss 0.000, test 0.091
Epoch 12, step 358, loss 0.327, test 0.091
Epoch 12, step 359, loss 0.154, test 0.091
Epoch 12, step 360, loss 0.023, test 0.091
Epoch 12, step 361, loss 0.114, test 0.091
Epoch 12, step 362, loss 0.061, test 0.091
Epoch 12, step 363, loss 0.006, test 0.091
Epoch 12, step 364, loss 0.555, test 0.093
Epoch 12, step 365, loss 0.322, test 0.093
Epoch 12, step 366, loss 0.002, test 0.093
Epoch 12, step 367, loss 0.001, test 0.093
Epoch 12, step 368, loss 0.013, test 0.094
Epoch 12, step 369, loss 0.105, test 0.094
Epoch 12, step 370, loss 0.059, test 0.094
Epoch 12, step 371, loss 0.133, test 0.094
Epoch 12, step 372, loss 0.037, test 0.094
Epoch 12, step 373, loss 0.000, test 0.094
Epoch 12, step 374, loss 1.073, test 0.094
Epoch 12, step 375, loss 0.063, test 0.094
Epoch 12, step 376, loss 0.498, test 0.095
Epoch 12, step 377, loss 0.074, test 0.096
Epoch 12, step 378, loss 0.157, test 0.097
Epoch 12, step 379, loss 0.008, test 0.097
Epoch 12, step 380, loss 0.079, test 0.098
Epoch 12, step 381, loss 0.001, test 0.098
Epoch 12, step 382, loss 0.051, test 0.098
Epoch 12, step 383, loss 0.008, test 0.098
Epoch 12, step 384, loss 0.082, test 0.098
Epoch 12, step 385, loss 0.169, test 0.098
Epoch 12, step 386, loss 0.029, test 0.098
Epoch 12, step 387, loss 0.010, test 0.098
Epoch 12, step 388, loss 0.000, test 0.098
Epoch 12, step 389, loss 0.127, test 0.100
Epoch 12, step 390, loss 0.158, test 0.101
Epoch 12, step 391, loss 0.003, test 0.101
Epoch 12, step 392, loss 0.000, test 0.101
Epoch 12, step 393, loss 0.070, test 0.101
Epoch 12, step 394, loss 0.015, test 0.101
Epoch 12, step 395, loss 0.022, test 0.101
Epoch 12, step 396, loss 0.230, test 0.101
Epoch 12, step 397, loss 0.143, test 0.101
Epoch 12, step 398, loss 0.085, test 0.101
Epoch 12, step 399, loss 0.238, test 0.101
Epoch 12, step 400, loss 0.021, test 0.101
Epoch 12, step 401, loss 0.003, test 0.101
Epoch 12, step 402, loss 0.234, test 0.102
Epoch 12, step 403, loss 0.005, test 0.102
Epoch 12, step 404, loss 0.817, test 0.102
Epoch 12, step 405, loss 0.085, test 0.102
Epoch 12, step 406, loss 0.001, test 0.102
Epoch 12, step 407, loss 0.091, test 0.102
Epoch 12, step 408, loss 0.818, test 0.101
Epoch 12, step 409, loss 0.130, test 0.101
Epoch 12, step 410, loss 0.027, test 0.101
Epoch 12, step 411, loss 0.007, test 0.101
Epoch 12, step 412, loss 0.369, test 0.101
Epoch 12, step 413, loss 0.028, test 0.101
Epoch 12, step 414, loss 0.001, test 0.101
Epoch 12, step 415, loss 0.149, test 0.101
Epoch 12, step 416, loss 0.001, test 0.101
Epoch 12, step 417, loss 0.099, test 0.101
Epoch 12, step 418, loss 0.259, test 0.103
Epoch 12, step 419, loss 0.116, test 0.103
Epoch 12, step 420, loss 0.051, test 0.103
Epoch 12, step 421, loss 0.326, test 0.103
Epoch 12, step 422, loss 0.188, test 0.102
Epoch 12, step 423, loss 0.019, test 0.102
Epoch 12, step 424, loss 0.023, test 0.102
Epoch 12, step 425, loss 0.000, test 0.102
Epoch 12, step 426, loss 0.077, test 0.103
Epoch 12, step 427, loss 0.030, test 0.103
Epoch 12, step 428, loss 0.051, test 0.103
Epoch 12, step 429, loss 0.061, test 0.103
Epoch 12, step 430, loss 0.024, test 0.103
Epoch 12, step 431, loss 0.115, test 0.103
Epoch 12, step 432, loss 0.015, test 0.103
Epoch 12, step 433, loss 0.367, test 0.103
Epoch 12, step 434, loss 0.154, test 0.103
Epoch 12, step 435, loss 0.000, test 0.103
Epoch 12, step 436, loss 0.112, test 0.103
Epoch 12, step 437, loss 0.054, test 0.103
Epoch 12, step 438, loss 0.172, test 0.103
Epoch 12, step 439, loss 0.003, test 0.103
Epoch 12, step 440, loss 0.001, test 0.103
Epoch 12, step 441, loss 0.029, test 0.103
Epoch 12, step 442, loss 0.119, test 0.102
Epoch 12, step 443, loss 0.241, test 0.101
Epoch 12, step 444, loss 0.006, test 0.101
Epoch 12, step 445, loss 0.019, test 0.101
Epoch 12, step 446, loss 0.014, test 0.101
Epoch 12, step 447, loss 0.054, test 0.100
Epoch 12, step 448, loss 0.001, test 0.100
Epoch 12, step 449, loss 0.150, test 0.100
Epoch 12, step 450, loss 0.015, test 0.100
Epoch 12, step 451, loss 0.021, test 0.100
Epoch 12, step 452, loss 0.394, test 0.098
Epoch 12, step 453, loss 0.007, test 0.098
Epoch 12, step 454, loss 0.059, test 0.098
Epoch 12, step 455, loss 0.020, test 0.098
Epoch 12, step 456, loss 0.009, test 0.098
Epoch 12, step 457, loss 0.287, test 0.098
Epoch 12, step 458, loss 0.012, test 0.098
Epoch 12, step 459, loss 0.241, test 0.098
Epoch 12, step 460, loss 0.202, test 0.098
Epoch 12, step 461, loss 0.064, test 0.098
Epoch 12, step 462, loss 0.808, test 0.098
Epoch 12, step 463, loss 0.065, test 0.098
Epoch 12, step 464, loss 0.253, test 0.098
Epoch 12, step 465, loss 0.162, test 0.098
Epoch 12, step 466, loss 0.063, test 0.098
Epoch 12, step 467, loss 0.091, test 0.099
Epoch 12, step 468, loss 0.181, test 0.099
Epoch 12, step 469, loss 0.110, test 0.098
Epoch 12, step 470, loss 0.012, test 0.098
Epoch 12, step 471, loss 0.007, test 0.098
Epoch 12, step 472, loss 0.007, test 0.098
Epoch 12, step 473, loss 0.192, test 0.098
Epoch 12, step 474, loss 0.009, test 0.098
Epoch 12, step 475, loss 0.036, test 0.098
Epoch 12, step 476, loss 0.099, test 0.098
Epoch 12, step 477, loss 0.075, test 0.098
Epoch 12, step 478, loss 0.000, test 0.098
Epoch 12, step 479, loss 0.064, test 0.098
Epoch 12, step 480, loss 0.265, test 0.099
Epoch 12, step 481, loss 0.511, test 0.099
Epoch 12, step 482, loss 0.492, test 0.099
Epoch 12, step 483, loss 0.016, test 0.099
Epoch 12, step 484, loss 0.003, test 0.099
Epoch 12, step 485, loss 0.005, test 0.099
Epoch 12, step 486, loss 0.002, test 0.099
Epoch 12, step 487, loss 0.024, test 0.100
Epoch 12, step 488, loss 0.036, test 0.100
Epoch 12, step 489, loss 0.303, test 0.100
Epoch 12, step 490, loss 0.022, test 0.099
Epoch 12, step 491, loss 0.028, test 0.099
Epoch 12, step 492, loss 0.025, test 0.099
Epoch 12, step 493, loss 0.002, test 0.099
Epoch 12, step 494, loss 0.678, test 0.091
Epoch 12, step 495, loss 0.054, test 0.090
Epoch 12, step 496, loss 0.149, test 0.089
Epoch 12, step 497, loss 0.177, test 0.089
Epoch 12, step 498, loss 0.320, test 0.089

Epoch 12, step 499, loss 0.019, test 0.089
Epoch 12, step 500, loss 0.540, test 0.088
Epoch 12, step 501, loss 0.106, test 0.088
Epoch 12, step 502, loss 0.454, test 0.088
Epoch 12, step 503, loss 0.120, test 0.088
Epoch 12, step 504, loss 0.090, test 0.089
Epoch 12, step 505, loss 0.096, test 0.089
Epoch 12, step 506, loss 0.009, test 0.089
Epoch 12, step 507, loss 0.001, test 0.089
Epoch 12, step 508, loss 0.520, test 0.088
Epoch 12, step 509, loss 0.124, test 0.089
Epoch 12, step 510, loss 0.093, test 0.089
Epoch 12, step 511, loss 0.010, test 0.089
Epoch 12, step 512, loss 0.003, test 0.089
Epoch 12, step 513, loss 0.083, test 0.089
Epoch 12, step 514, loss 0.003, test 0.089
Epoch 12, step 515, loss 0.129, test 0.090
Epoch 12, step 516, loss 0.773, test 0.090
Epoch 12, step 517, loss 0.581, test 0.090
Epoch 12, step 518, loss 0.029, test 0.090
Epoch 12, step 519, loss 0.057, test 0.090
Epoch 12, step 520, loss 0.008, test 0.090
Epoch 12, step 521, loss 0.044, test 0.090
Epoch 12, step 522, loss 0.572, test 0.092
Epoch 12, step 523, loss 0.002, test 0.092
Epoch 12, step 524, loss 0.142, test 0.092
Epoch 12, step 525, loss 0.022, test 0.092
Epoch 12, step 526, loss 0.283, test 0.092
Epoch 12, step 527, loss 0.008, test 0.092
Epoch 12, step 528, loss 0.079, test 0.091
Epoch 12, step 529, loss 0.000, test 0.091
Epoch 12, step 530, loss 0.024, test 0.092
Epoch 12, step 531, loss 0.103, test 0.091
Epoch 12, step 532, loss 0.487, test 0.091
Epoch 12, step 533, loss 0.240, test 0.092
Epoch 12, step 534, loss 0.001, test 0.092
Epoch 12, step 535, loss 0.060, test 0.092
Epoch 12, step 536, loss 0.265, test 0.092
Epoch 12, step 537, loss 0.004, test 0.092
Epoch 12, step 538, loss 0.311, test 0.092
Epoch 12, step 539, loss 0.103, test 0.091
Epoch 12, step 540, loss 0.002, test 0.091
Epoch 12, step 541, loss 0.088, test 0.091
Epoch 12, step 542, loss 0.001, test 0.091
Epoch 12, step 543, loss 0.011, test 0.091
Epoch 12, step 544, loss 0.062, test 0.091
Epoch 12, step 545, loss 0.117, test 0.091
Epoch 12, step 546, loss 0.000, test 0.091
Epoch 12, step 547, loss 0.164, test 0.091
Epoch 12, step 548, loss 0.004, test 0.091
Epoch 12, step 549, loss 0.227, test 0.091
Epoch 12, step 550, loss 0.017, test 0.091
Epoch 12, step 551, loss 0.029, test 0.091
Epoch 12, step 552, loss 0.024, test 0.091
Epoch 12, step 553, loss 0.098, test 0.091
Epoch 12, step 554, loss 0.187, test 0.091
Epoch 12, step 555, loss 0.007, test 0.091
Epoch 12, step 556, loss 0.195, test 0.091
Epoch 12, step 557, loss 0.037, test 0.090
Epoch 12, step 558, loss 0.470, test 0.090
Epoch 12, step 559, loss 0.030, test 0.090
Epoch 12, step 560, loss 0.086, test 0.090
Epoch 12, step 561, loss 0.124, test 0.090
Epoch 12, step 562, loss 0.001, test 0.090
Epoch 12, step 563, loss 0.066, test 0.090
Epoch 12, step 564, loss 0.023, test 0.090
Epoch 12, step 565, loss 0.002, test 0.090
Epoch 12, step 566, loss 0.091, test 0.090
Epoch 12, step 567, loss 0.030, test 0.090
Epoch 12, step 568, loss 0.001, test 0.090
Epoch 12, step 569, loss 0.100, test 0.090
Epoch 12, step 570, loss 0.223, test 0.091
Epoch 12, step 571, loss 0.013, test 0.091
Epoch 12, step 572, loss 0.010, test 0.091
Epoch 12, step 573, loss 0.001, test 0.091
Epoch 12, step 574, loss 0.106, test 0.091
Epoch 12, step 575, loss 0.143, test 0.091
Epoch 12, step 576, loss 0.079, test 0.091
Epoch 12, step 577, loss 0.005, test 0.091
Epoch 12, step 578, loss 0.097, test 0.091
Epoch 12, step 579, loss 0.000, test 0.091
Epoch 12, step 580, loss 0.115, test 0.090
Epoch 12, step 581, loss 0.102, test 0.091
Epoch 12, step 582, loss 0.020, test 0.090
Epoch 12, step 583, loss 0.154, test 0.090
Epoch 12, step 584, loss 0.136, test 0.090
Epoch 12, step 585, loss 0.001, test 0.090
Epoch 12, step 586, loss 0.143, test 0.090
Epoch 12, step 587, loss 0.222, test 0.090
Epoch 12, step 588, loss 0.114, test 0.091
Epoch 12, step 589, loss 0.191, test 0.091
Epoch 12, step 590, loss 0.314, test 0.091
Epoch 12, step 591, loss 0.003, test 0.091
Epoch 12, step 592, loss 0.130, test 0.091
Epoch 12, step 593, loss 0.000, test 0.091
Epoch 12, step 594, loss 0.006, test 0.091
Epoch 12, step 595, loss 0.004, test 0.091
Epoch 12, step 596, loss 0.354, test 0.091
Epoch 12, step 597, loss 0.099, test 0.091
Epoch 12, step 598, loss 0.009, test 0.091
Epoch 12, step 599, loss 0.004, test 0.091
Epoch 12, step 600, loss 0.211, test 0.091
Epoch 12, step 601, loss 0.302, test 0.091
Epoch 12, step 602, loss 0.169, test 0.091
Epoch 12, step 603, loss 0.030, test 0.091
Epoch 12, step 604, loss 0.018, test 0.091
Epoch 12, step 605, loss 0.011, test 0.091
Epoch 12, step 606, loss 0.180, test 0.091
Epoch 12, step 607, loss 0.019, test 0.091
Epoch 12, step 608, loss 0.282, test 0.090
Epoch 12, step 609, loss 0.008, test 0.090
Epoch 12, step 610, loss 0.191, test 0.090
Epoch 12, step 611, loss 0.159, test 0.090
Epoch 12, step 612, loss 0.000, test 0.090
Epoch 12, step 613, loss 0.260, test 0.090
Epoch 12, step 614, loss 0.017, test 0.090
Epoch 12, step 615, loss 0.148, test 0.090
Epoch 12, step 616, loss 0.069, test 0.090
Epoch 12, step 617, loss 0.267, test 0.090
Epoch 12, step 618, loss 0.147, test 0.090
Epoch 12, step 619, loss 0.000, test 0.090
Epoch 12, step 620, loss 0.071, test 0.090
Epoch 12, step 621, loss 0.006, test 0.090
Epoch 12, step 622, loss 0.200, test 0.091
Epoch 12, step 623, loss 0.171, test 0.091
Epoch 12, step 624, loss 0.043, test 0.090
Epoch 12, step 625, loss 0.464, test 0.087
Epoch 12, step 626, loss 0.261, test 0.086
Epoch 12, step 627, loss 0.291, test 0.086
Epoch 12, step 628, loss 0.045, test 0.086
Epoch 12, step 629, loss 0.005, test 0.086
Epoch 12, step 630, loss 0.198, test 0.086
Epoch 12, step 631, loss 0.147, test 0.086
Epoch 12, step 632, loss 0.114, test 0.086
Epoch 12, step 633, loss 0.129, test 0.086
Epoch 12, step 634, loss 0.007, test 0.086
Epoch 12, step 635, loss 0.093, test 0.086
Epoch 12, step 636, loss 0.299, test 0.087
Epoch 12, step 637, loss 0.149, test 0.086
Epoch 12, step 638, loss 0.000, test 0.086
Epoch 12, step 639, loss 0.042, test 0.086
Epoch 12, step 640, loss 0.209, test 0.087
Epoch 12, step 641, loss 0.051, test 0.087
Epoch 12, step 642, loss 0.063, test 0.087
Epoch 12, step 643, loss 0.022, test 0.087
Epoch 12, step 644, loss 0.035, test 0.087
Epoch 12, step 645, loss 0.022, test 0.087
Epoch 12, step 646, loss 0.183, test 0.087
Epoch 12, step 647, loss 0.008, test 0.087
Epoch 12, step 648, loss 0.049, test 0.087
Epoch 12, step 649, loss 0.001, test 0.087
Epoch 12, step 650, loss 0.282, test 0.087
Epoch 12, step 651, loss 0.290, test 0.087
Epoch 12, step 652, loss 0.081, test 0.087
Epoch 12, step 653, loss 0.090, test 0.087
Epoch 12, step 654, loss 0.127, test 0.087
Epoch 12, step 655, loss 0.025, test 0.087
Epoch 12, step 656, loss 0.035, test 0.087
Epoch 12, step 657, loss 0.227, test 0.087
Epoch 12, step 658, loss 0.003, test 0.087
Epoch 12, step 659, loss 0.022, test 0.087
Epoch 12, step 660, loss 0.481, test 0.087
Epoch 12, step 661, loss 0.003, test 0.087
Epoch 12, step 662, loss 0.335, test 0.087
Epoch 12, step 663, loss 0.001, test 0.087
Epoch 12, step 664, loss 0.052, test 0.087
Epoch 12, step 665, loss 0.421, test 0.087
Epoch 12, step 666, loss 0.009, test 0.087
Epoch 12, step 667, loss 0.045, test 0.087
Epoch 12, step 668, loss 0.310, test 0.087
Epoch 12, step 669, loss 0.002, test 0.087
Epoch 12, step 670, loss 0.304, test 0.087
Epoch 12, step 671, loss 0.142, test 0.087
Epoch 12, step 672, loss 0.015, test 0.087
Epoch 12, step 673, loss 0.106, test 0.087
Epoch 12, step 674, loss 0.017, test 0.087
Epoch 12, step 675, loss 0.068, test 0.087
Epoch 12, step 676, loss 0.143, test 0.087
Epoch 12, step 677, loss 0.319, test 0.087
Epoch 12, step 678, loss 0.029, test 0.087
Epoch 12, step 679, loss 0.021, test 0.087
Epoch 12, step 680, loss 0.028, test 0.087
Epoch 12, step 681, loss 0.324, test 0.087
Epoch 12, step 682, loss 0.347, test 0.087
Epoch 12, step 683, loss 0.000, test 0.087
Epoch 12, step 684, loss 0.926, test 0.087
Epoch 12, step 685, loss 0.347, test 0.087
Epoch 12, step 686, loss 0.456, test 0.089
Epoch 12, step 687, loss 0.109, test 0.089
Epoch 12, step 688, loss 0.090, test 0.089
Epoch 12, step 689, loss 0.848, test 0.089
Epoch 12, step 690, loss 0.026, test 0.090
Epoch 12, step 691, loss 0.089, test 0.090
Epoch 12, step 692, loss 0.012, test 0.090
Epoch 12, step 693, loss 0.099, test 0.090
Epoch 12, step 694, loss 0.389, test 0.090
Epoch 12, step 695, loss 0.069, test 0.090
Epoch 12, step 696, loss 0.062, test 0.090
Epoch 12, step 697, loss 0.004, test 0.090
Epoch 12, step 698, loss 0.251, test 0.089
Epoch 12, step 699, loss 0.052, test 0.088
Epoch 12, step 700, loss 0.205, test 0.088
Epoch 12, step 701, loss 0.032, test 0.088
Epoch 12, step 702, loss 0.151, test 0.088
Epoch 12, step 703, loss 0.082, test 0.088
Epoch 12, step 704, loss 0.001, test 0.088
Epoch 12, step 705, loss 0.002, test 0.088
Epoch 12, step 706, loss 0.373, test 0.088
Epoch 12, step 707, loss 0.124, test 0.088
Epoch 12, step 708, loss 0.106, test 0.088
Epoch 12, step 709, loss 0.000, test 0.088
Epoch 12, step 710, loss 0.212, test 0.088
Epoch 12, step 711, loss 0.000, test 0.088
Epoch 12, step 712, loss 0.072, test 0.088
Epoch 12, step 713, loss 0.284, test 0.088
Epoch 12, step 714, loss 0.008, test 0.088
Epoch 12, step 715, loss 0.940, test 0.088
Epoch 12, step 716, loss 0.249, test 0.088
Epoch 12, step 717, loss 0.025, test 0.088
Epoch 12, step 718, loss 0.008, test 0.088
Epoch 12, step 719, loss 0.001, test 0.088
Epoch 12, step 720, loss 0.005, test 0.088
Epoch 12, step 721, loss 0.266, test 0.088
Epoch 12, step 722, loss 0.150, test 0.088
Epoch 12, step 723, loss 0.133, test 0.089
Epoch 12, step 724, loss 0.147, test 0.089
Epoch 12, step 725, loss 0.014, test 0.089
Epoch 12, step 726, loss 0.007, test 0.089
Epoch 12, step 727, loss 0.005, test 0.089
Epoch 12, step 728, loss 0.002, test 0.089
Epoch 12, step 729, loss 0.035, test 0.089
Epoch 12, step 730, loss 0.044, test 0.089
Epoch 12, step 731, loss 1.097, test 0.088
Epoch 12, step 732, loss 0.003, test 0.088
Epoch 12, step 733, loss 0.263, test 0.088
Epoch 12, step 734, loss 0.032, test 0.088
Epoch 12, step 735, loss 0.106, test 0.089
Epoch 12, step 736, loss 0.112, test 0.089
Epoch 12, step 737, loss 0.081, test 0.089
Epoch 12, step 738, loss 0.003, test 0.089
Epoch 12, step 739, loss 0.155, test 0.089
Epoch 12, step 740, loss 0.061, test 0.088
Epoch 12, step 741, loss 0.104, test 0.088
Epoch 12, step 742, loss 0.106, test 0.089
Epoch 12, step 743, loss 0.030, test 0.088
Epoch 12, step 744, loss 0.001, test 0.088
Epoch 12, step 745, loss 0.191, test 0.088
Epoch 12, step 746, loss 0.000, test 0.088
Epoch 12, step 747, loss 0.054, test 0.088
Epoch 12, step 748, loss 0.002, test 0.088
Epoch 12, step 749, loss 0.064, test 0.088
Epoch 12, step 750, loss 0.056, test 0.088
Epoch 12, step 751, loss 0.055, test 0.088
Epoch 12, step 752, loss 0.201, test 0.088
Epoch 12, step 753, loss 0.165, test 0.088
Epoch 12, step 754, loss 0.013, test 0.088
Epoch 12, step 755, loss 0.002, test 0.088
Epoch 12, step 756, loss 0.026, test 0.088
Epoch 12, step 757, loss 0.057, test 0.088
Epoch 12, step 758, loss 0.004, test 0.088
Epoch 12, step 759, loss 0.681, test 0.088
Epoch 12, step 760, loss 0.031, test 0.088
Epoch 12, step 761, loss 0.135, test 0.089
Epoch 12, step 762, loss 0.393, test 0.089
Epoch 12, step 763, loss 0.152, test 0.089
Epoch 12, step 764, loss 0.000, test 0.089
Epoch 12, step 765, loss 0.028, test 0.089
Epoch 12, step 766, loss 0.032, test 0.089
Epoch 12, step 767, loss 0.008, test 0.089
Epoch 12, step 768, loss 0.169, test 0.089
Epoch 12, step 769, loss 0.112, test 0.089
Epoch 12, step 770, loss 0.239, test 0.089
Epoch 12, step 771, loss 0.120, test 0.089
Epoch 12, step 772, loss 0.188, test 0.089
Epoch 12, step 773, loss 0.012, test 0.089
Epoch 12, step 774, loss 0.124, test 0.090
Epoch 12, step 775, loss 0.005, test 0.090
Epoch 12, step 776, loss 0.132, test 0.090
Epoch 12, step 777, loss 0.232, test 0.090
Epoch 12, step 778, loss 0.021, test 0.090
Epoch 12, step 779, loss 0.035, test 0.090
Epoch 12, step 780, loss 0.075, test 0.090
Epoch 12, step 781, loss 0.120, test 0.091
Epoch 12, step 782, loss 0.020, test 0.091
Epoch 12, step 783, loss 0.023, test 0.091
Epoch 12, step 784, loss 0.231, test 0.091
Epoch 12, step 785, loss 0.101, test 0.091
Epoch 12, step 786, loss 0.008, test 0.091
Epoch 12, step 787, loss 0.000, test 0.091
Epoch 12, step 788, loss 0.001, test 0.091
Epoch 12, step 789, loss 0.001, test 0.091
Epoch 12, step 790, loss 0.316, test 0.092
Epoch 12, step 791, loss 0.001, test 0.092
Epoch 12, step 792, loss 0.058, test 0.092
Epoch 12, step 793, loss 0.003, test 0.092
Epoch 12, step 794, loss 0.283, test 0.092
Epoch 12, step 795, loss 0.036, test 0.092
Epoch 12, step 796, loss 0.072, test 0.092
Epoch 12, step 797, loss 0.004, test 0.093
Epoch 12, step 798, loss 0.543, test 0.093
Epoch 12, step 799, loss 0.000, test 0.093
Epoch 12, step 800, loss 0.063, test 0.093
Epoch 12, step 801, loss 0.000, test 0.093
Epoch 12, step 802, loss 0.259, test 0.094
Epoch 12, step 803, loss 0.142, test 0.094
Epoch 12, step 804, loss 0.001, test 0.094
Epoch 12, step 805, loss 0.249, test 0.093
Epoch 12, step 806, loss 0.005, test 0.093
Epoch 12, step 807, loss 0.198, test 0.093
Epoch 12, step 808, loss 0.435, test 0.093
Epoch 12, step 809, loss 0.253, test 0.094
Epoch 12, step 810, loss 0.002, test 0.094
Epoch 12, step 811, loss 0.008, test 0.094
Epoch 12, step 812, loss 0.096, test 0.094
Epoch 12, step 813, loss 0.002, test 0.094
Epoch 12, step 814, loss 0.465, test 0.094
Epoch 12, step 815, loss 0.102, test 0.094
Epoch 12, step 816, loss 0.331, test 0.094
Epoch 12, step 817, loss 0.075, test 0.094
Epoch 12, step 818, loss 1.150, test 0.094
Epoch 12, step 819, loss 0.008, test 0.093
Epoch 12, step 820, loss 0.148, test 0.093
Epoch 12, step 821, loss 0.122, test 0.093
Epoch 12, step 822, loss 0.000, test 0.093
Epoch 12, step 823, loss 0.039, test 0.093
Epoch 12, step 824, loss 0.001, test 0.093
Epoch 12, step 825, loss 0.026, test 0.093
Epoch 12, step 826, loss 0.058, test 0.093
Epoch 12, step 827, loss 0.533, test 0.092
Epoch 12, step 828, loss 0.154, test 0.092
Epoch 12, step 829, loss 0.004, test 0.092
Epoch 12, step 830, loss 0.059, test 0.092
Epoch 12, step 831, loss 0.015, test 0.092
Epoch 12, step 832, loss 0.011, test 0.093
Epoch 12, step 833, loss 0.017, test 0.093
Epoch 12, step 834, loss 0.003, test 0.093
Epoch 12, step 835, loss 0.003, test 0.093
Epoch 12, step 836, loss 0.147, test 0.093
Epoch 12, step 837, loss 0.256, test 0.093
Epoch 12, step 838, loss 0.168, test 0.093
Epoch 12, step 839, loss 0.074, test 0.093
Epoch 12, step 840, loss 0.315, test 0.093
Epoch 12, step 841, loss 0.001, test 0.093
Epoch 12, step 842, loss 0.286, test 0.093
Epoch 12, step 843, loss 0.099, test 0.093
Epoch 12, step 844, loss 0.127, test 0.093
Epoch 12, step 845, loss 0.139, test 0.093
Epoch 12, step 846, loss 0.142, test 0.093
Epoch 12, step 847, loss 0.002, test 0.093
Epoch 12, step 848, loss 0.503, test 0.093
Epoch 12, step 849, loss 0.002, test 0.093
Epoch 12, step 850, loss 0.176, test 0.093
Epoch 12, step 851, loss 0.399, test 0.093
Epoch 12, step 852, loss 0.058, test 0.093
Epoch 12, step 853, loss 0.316, test 0.093
Epoch 12, step 854, loss 0.053, test 0.093
Epoch 12, step 855, loss 0.041, test 0.093
Epoch 12, step 856, loss 0.056, test 0.093
Epoch 12, step 857, loss 0.148, test 0.093
Epoch 12, step 858, loss 0.601, test 0.093
Epoch 12, step 859, loss 0.003, test 0.093
Epoch 12, step 860, loss 0.006, test 0.093
Epoch 12, step 861, loss 0.037, test 0.093
Epoch 12, step 862, loss 0.142, test 0.093
Epoch 12, step 863, loss 0.009, test 0.093
Epoch 12, step 864, loss 0.578, test 0.093
Epoch 12, step 865, loss 0.006, test 0.093
Epoch 12, step 866, loss 0.080, test 0.093
Epoch 12, step 867, loss 0.148, test 0.093
Epoch 12, step 868, loss 0.132, test 0.092
Epoch 12, step 869, loss 0.202, test 0.092
Epoch 12, step 870, loss 0.318, test 0.092
Epoch 12, step 871, loss 0.023, test 0.092
Epoch 12, step 872, loss 0.004, test 0.093
Epoch 12, step 873, loss 0.004, test 0.093
Epoch 12, step 874, loss 0.425, test 0.093
Epoch 12, step 875, loss 0.000, test 0.093
Epoch 12, step 876, loss 0.000, test 0.093
Epoch 12, step 877, loss 0.008, test 0.093
Epoch 12, step 878, loss 0.294, test 0.092
Epoch 12, step 879, loss 0.369, test 0.092
Epoch 12, step 880, loss 0.605, test 0.092
Epoch 12, step 881, loss 0.293, test 0.092
Epoch 12, step 882, loss 0.284, test 0.092
Epoch 12, step 883, loss 0.007, test 0.092
Epoch 12, step 884, loss 0.158, test 0.092
Epoch 12, step 885, loss 0.087, test 0.091
Epoch 12, step 886, loss 0.176, test 0.091
Epoch 12, step 887, loss 0.847, test 0.088
Epoch 12, step 888, loss 0.012, test 0.088
Epoch 12, step 889, loss 0.051, test 0.088
Epoch 12, step 890, loss 0.041, test 0.088
Epoch 12, step 891, loss 0.018, test 0.088
Epoch 12, step 892, loss 0.002, test 0.088
Epoch 12, step 893, loss 0.001, test 0.088
Epoch 12, step 894, loss 0.007, test 0.088
Epoch 12, step 895, loss 0.764, test 0.087
Epoch 12, step 896, loss 0.038, test 0.087
Epoch 12, step 897, loss 0.055, test 0.087
Epoch 12, step 898, loss 0.674, test 0.087
Epoch 12, step 899, loss 0.019, test 0.087
Epoch 12, step 900, loss 0.000, test 0.087
Epoch 12, step 901, loss 0.001, test 0.087
Epoch 12, step 902, loss 0.000, test 0.087
Epoch 12, step 903, loss 0.052, test 0.087
Epoch 12, step 904, loss 0.064, test 0.087
Epoch 12, step 905, loss 0.014, test 0.087
Epoch 12, step 906, loss 0.264, test 0.087
Epoch 12, step 907, loss 0.019, test 0.087
Epoch 12, step 908, loss 0.121, test 0.087
Epoch 12, step 909, loss 0.070, test 0.087
Epoch 12, step 910, loss 0.152, test 0.087
Epoch 12, step 911, loss 0.008, test 0.087
Epoch 12, step 912, loss 0.109, test 0.087
Epoch 12, step 913, loss 0.247, test 0.087
Epoch 12, step 914, loss 0.049, test 0.087
Epoch 12, step 915, loss 0.017, test 0.087
Epoch 12, step 916, loss 0.144, test 0.087
Epoch 12, step 917, loss 0.050, test 0.087
Epoch 12, step 918, loss 0.040, test 0.087
Epoch 12, step 919, loss 0.029, test 0.087
Epoch 12, step 920, loss 0.032, test 0.087
Epoch 12, step 921, loss 0.057, test 0.087
Epoch 12, step 922, loss 0.008, test 0.087
Epoch 12, step 923, loss 0.069, test 0.087
Epoch 12, step 924, loss 0.105, test 0.087
Epoch 12, step 925, loss 0.012, test 0.087
Epoch 12, step 926, loss 0.303, test 0.087
Epoch 12, step 927, loss 0.159, test 0.087
Epoch 12, step 928, loss 0.186, test 0.087
Epoch 12, step 929, loss 0.002, test 0.087
Epoch 12, step 930, loss 0.040, test 0.087
Epoch 12, step 931, loss 0.019, test 0.087
Epoch 12, step 932, loss 0.344, test 0.087
Epoch 12, step 933, loss 0.014, test 0.087
Epoch 12, step 934, loss 0.498, test 0.087
Epoch 12, step 935, loss 0.106, test 0.087
Epoch 12, step 936, loss 0.019, test 0.087
Epoch 12, step 937, loss 0.036, test 0.087
Epoch 12, step 938, loss 0.157, test 0.086
Epoch 12, step 939, loss 0.136, test 0.086
Epoch 12, step 940, loss 0.353, test 0.087
Epoch 12, step 941, loss 0.070, test 0.087
Epoch 12, step 942, loss 0.021, test 0.087
Epoch 12, step 943, loss 0.712, test 0.087
Epoch 12, step 944, loss 0.011, test 0.087
Epoch 12, step 945, loss 0.182, test 0.087
Epoch 12, step 946, loss 0.377, test 0.087
Epoch 12, step 947, loss 0.090, test 0.087
Epoch 12, step 948, loss 0.012, test 0.087
Epoch 12, step 949, loss 0.173, test 0.087
Epoch 12, step 950, loss 0.161, test 0.087
Epoch 12, step 951, loss 0.228, test 0.086
Epoch 12, step 952, loss 0.169, test 0.086
Epoch 12, step 953, loss 0.017, test 0.086
Epoch 12, step 954, loss 0.068, test 0.086
Epoch 12, step 955, loss 0.948, test 0.086
Epoch 12, step 956, loss 0.037, test 0.086
Epoch 12, step 957, loss 0.093, test 0.086
Epoch 12, step 958, loss 0.357, test 0.086
Epoch 12, step 959, loss 0.269, test 0.086
Epoch 12, step 960, loss 0.223, test 0.086
Epoch 12, step 961, loss 0.019, test 0.086
Epoch 12, step 962, loss 0.289, test 0.086
Epoch 12, step 963, loss 0.045, test 0.086
Epoch 12, step 964, loss 0.197, test 0.086
Epoch 12, step 965, loss 0.835, test 0.086
Epoch 12, step 966, loss 0.011, test 0.086
Epoch 12, step 967, loss 0.013, test 0.086
Epoch 12, step 968, loss 0.004, test 0.086
Epoch 12, step 969, loss 0.090, test 0.086
Epoch 12, step 970, loss 0.002, test 0.086
Epoch 12, step 971, loss 0.021, test 0.087
Epoch 12, step 972, loss 0.080, test 0.087
Epoch 12, step 973, loss 0.026, test 0.087
Epoch 12, step 974, loss 0.260, test 0.087
Epoch 12, step 975, loss 0.094, test 0.087
Epoch 12, step 976, loss 0.001, test 0.087
Epoch 12, step 977, loss 0.141, test 0.087
Epoch 12, step 978, loss 0.029, test 0.087
Epoch 12, step 979, loss 0.006, test 0.087
Epoch 12, step 980, loss 0.140, test 0.087
Epoch 12, step 981, loss 0.004, test 0.087
Epoch 12, step 982, loss 0.006, test 0.087
Epoch 12, step 983, loss 0.056, test 0.087
Epoch 12, step 984, loss 0.015, test 0.087
Epoch 12, step 985, loss 0.126, test 0.088
Epoch 12, step 986, loss 0.219, test 0.087
Epoch 12, step 987, loss 0.074, test 0.087
Epoch 12, step 988, loss 0.001, test 0.087
Epoch 12, step 989, loss 0.074, test 0.087
Epoch 12, step 990, loss 0.006, test 0.087
Epoch 12, step 991, loss 0.027, test 0.087
Epoch 12, step 992, loss 0.049, test 0.087
Epoch 12, step 993, loss 0.012, test 0.087
Epoch 12, step 994, loss 0.150, test 0.087
Epoch 12, step 995, loss 0.024, test 0.087
Epoch 12, step 996, loss 0.009, test 0.087
Epoch 12, step 997, loss 0.066, test 0.087
Epoch 12, step 998, loss 1.135, test 0.087
Epoch 12, step 999, loss 0.059, test 0.087
Epoch 13, step 0, loss 0.007, test 0.087
Epoch 13, step 1, loss 0.348, test 0.087
Epoch 13, step 2, loss 0.007, test 0.087
Epoch 13, step 3, loss 0.001, test 0.087
Epoch 13, step 4, loss 0.002, test 0.087
Epoch 13, step 5, loss 0.062, test 0.087
Epoch 13, step 6, loss 0.036, test 0.087
Epoch 13, step 7, loss 0.026, test 0.087
Epoch 13, step 8, loss 0.016, test 0.087
Epoch 13, step 9, loss 0.114, test 0.087
Epoch 13, step 10, loss 0.349, test 0.087
Epoch 13, step 11, loss 0.187, test 0.087
Epoch 13, step 12, loss 0.007, test 0.087
Epoch 13, step 13, loss 0.523, test 0.087
Epoch 13, step 14, loss 0.001, test 0.086
Epoch 13, step 15, loss 0.129, test 0.087
Epoch 13, step 16, loss 0.008, test 0.087
Epoch 13, step 17, loss 0.075, test 0.087
Epoch 13, step 18, loss 0.006, test 0.087
Epoch 13, step 19, loss 0.217, test 0.087
Epoch 13, step 20, loss 0.000, test 0.087
Epoch 13, step 21, loss 0.289, test 0.087
Epoch 13, step 22, loss 0.006, test 0.087
Epoch 13, step 23, loss 0.037, test 0.087
Epoch 13, step 24, loss 0.169, test 0.087
Epoch 13, step 25, loss 0.016, test 0.087
Epoch 13, step 26, loss 0.194, test 0.087
Epoch 13, step 27, loss 0.159, test 0.087
Epoch 13, step 28, loss 0.081, test 0.087
Epoch 13, step 29, loss 0.002, test 0.087
Epoch 13, step 30, loss 0.158, test 0.087
Epoch 13, step 31, loss 0.133, test 0.087
Epoch 13, step 32, loss 0.042, test 0.087
Epoch 13, step 33, loss 0.087, test 0.087
Epoch 13, step 34, loss 0.014, test 0.087
Epoch 13, step 35, loss 0.041, test 0.087
Epoch 13, step 36, loss 0.440, test 0.087
Epoch 13, step 37, loss 0.182, test 0.087
Epoch 13, step 38, loss 0.007, test 0.086
Epoch 13, step 39, loss 0.053, test 0.086
Epoch 13, step 40, loss 0.019, test 0.086
Epoch 13, step 41, loss 0.004, test 0.086
Epoch 13, step 42, loss 0.020, test 0.087
Epoch 13, step 43, loss 0.009, test 0.087
Epoch 13, step 44, loss 0.448, test 0.087
Epoch 13, step 45, loss 0.102, test 0.087
Epoch 13, step 46, loss 0.165, test 0.087
Epoch 13, step 47, loss 0.013, test 0.087
Epoch 13, step 48, loss 0.472, test 0.087
Epoch 13, step 49, loss 0.591, test 0.087
Epoch 13, step 50, loss 0.006, test 0.087
Epoch 13, step 51, loss 0.180, test 0.087
Epoch 13, step 52, loss 0.336, test 0.087
Epoch 13, step 53, loss 0.003, test 0.087
Epoch 13, step 54, loss 0.028, test 0.087
Epoch 13, step 55, loss 0.019, test 0.087
Epoch 13, step 56, loss 0.109, test 0.087
Epoch 13, step 57, loss 0.033, test 0.087
Epoch 13, step 58, loss 0.243, test 0.087
Epoch 13, step 59, loss 0.046, test 0.087
Epoch 13, step 60, loss 0.287, test 0.087
Epoch 13, step 61, loss 0.221, test 0.087
Epoch 13, step 62, loss 0.016, test 0.087
Epoch 13, step 63, loss 0.125, test 0.087
Epoch 13, step 64, loss 0.001, test 0.087
Epoch 13, step 65, loss 0.287, test 0.087
Epoch 13, step 66, loss 0.129, test 0.087
Epoch 13, step 67, loss 0.040, test 0.086
Epoch 13, step 68, loss 0.071, test 0.087
Epoch 13, step 69, loss 0.137, test 0.087
Epoch 13, step 70, loss 0.084, test 0.087
Epoch 13, step 71, loss 0.018, test 0.087
Epoch 13, step 72, loss 0.158, test 0.087
Epoch 13, step 73, loss 0.043, test 0.087

Epoch 13, step 74, loss 0.009, test 0.087
Epoch 13, step 75, loss 0.468, test 0.087
Epoch 13, step 76, loss 0.060, test 0.087
Epoch 13, step 77, loss 0.070, test 0.087
Epoch 13, step 78, loss 0.073, test 0.087
Epoch 13, step 79, loss 0.506, test 0.087
Epoch 13, step 80, loss 0.096, test 0.086
Epoch 13, step 81, loss 0.036, test 0.086
Epoch 13, step 82, loss 0.066, test 0.086
Epoch 13, step 83, loss 0.073, test 0.086
Epoch 13, step 84, loss 0.009, test 0.086
Epoch 13, step 85, loss 0.100, test 0.086
Epoch 13, step 86, loss 0.192, test 0.086
Epoch 13, step 87, loss 0.222, test 0.088
Epoch 13, step 88, loss 0.059, test 0.088
Epoch 13, step 89, loss 0.221, test 0.088
Epoch 13, step 90, loss 0.066, test 0.088
Epoch 13, step 91, loss 0.141, test 0.088
Epoch 13, step 92, loss 0.162, test 0.089
Epoch 13, step 93, loss 0.804, test 0.089
Epoch 13, step 94, loss 0.054, test 0.089
Epoch 13, step 95, loss 0.337, test 0.089
Epoch 13, step 96, loss 0.184, test 0.089
Epoch 13, step 97, loss 0.058, test 0.089
Epoch 13, step 98, loss 0.006, test 0.089
Epoch 13, step 99, loss 0.004, test 0.089
Epoch 13, step 100, loss 0.042, test 0.089
Epoch 13, step 101, loss 0.016, test 0.089
Epoch 13, step 102, loss 0.000, test 0.089
Epoch 13, step 103, loss 0.006, test 0.089
Epoch 13, step 104, loss 0.124, test 0.089
Epoch 13, step 105, loss 0.035, test 0.089
Epoch 13, step 106, loss 0.045, test 0.089
Epoch 13, step 107, loss 0.069, test 0.089
Epoch 13, step 108, loss 0.027, test 0.089
Epoch 13, step 109, loss 0.106, test 0.089
Epoch 13, step 110, loss 0.009, test 0.089
Epoch 13, step 111, loss 0.319, test 0.089
Epoch 13, step 112, loss 0.025, test 0.089
Epoch 13, step 113, loss 0.015, test 0.089
Epoch 13, step 114, loss 0.002, test 0.089
Epoch 13, step 115, loss 0.283, test 0.089
Epoch 13, step 116, loss 0.049, test 0.089
Epoch 13, step 117, loss 0.238, test 0.089
Epoch 13, step 118, loss 0.169, test 0.089
Epoch 13, step 119, loss 0.415, test 0.089
Epoch 13, step 120, loss 0.020, test 0.089
Epoch 13, step 121, loss 0.211, test 0.089
Epoch 13, step 122, loss 0.045, test 0.089
Epoch 13, step 123, loss 0.014, test 0.089
Epoch 13, step 124, loss 0.042, test 0.089
Epoch 13, step 125, loss 0.036, test 0.089
Epoch 13, step 126, loss 0.006, test 0.088
Epoch 13, step 127, loss 0.023, test 0.088
Epoch 13, step 128, loss 0.005, test 0.088
Epoch 13, step 129, loss 0.001, test 0.088
Epoch 13, step 130, loss 0.534, test 0.089
Epoch 13, step 131, loss 0.009, test 0.089
Epoch 13, step 132, loss 0.054, test 0.088
Epoch 13, step 133, loss 0.046, test 0.088
Epoch 13, step 134, loss 0.074, test 0.088
Epoch 13, step 135, loss 0.002, test 0.088
Epoch 13, step 136, loss 0.093, test 0.088
Epoch 13, step 137, loss 0.699, test 0.088
Epoch 13, step 138, loss 0.015, test 0.088
Epoch 13, step 139, loss 0.040, test 0.088
Epoch 13, step 140, loss 0.007, test 0.088
Epoch 13, step 141, loss 0.015, test 0.088
Epoch 13, step 142, loss 0.005, test 0.088
Epoch 13, step 143, loss 0.101, test 0.088
Epoch 13, step 144, loss 0.767, test 0.089
Epoch 13, step 145, loss 0.002, test 0.089
Epoch 13, step 146, loss 0.000, test 0.089
Epoch 13, step 147, loss 0.014, test 0.089
Epoch 13, step 148, loss 0.053, test 0.089
Epoch 13, step 149, loss 0.049, test 0.088
Epoch 13, step 150, loss 0.172, test 0.088
Epoch 13, step 151, loss 0.001, test 0.088
Epoch 13, step 152, loss 0.030, test 0.088
Epoch 13, step 153, loss 0.004, test 0.088
Epoch 13, step 154, loss 0.051, test 0.088
Epoch 13, step 155, loss 0.106, test 0.088
Epoch 13, step 156, loss 0.481, test 0.088
Epoch 13, step 157, loss 0.000, test 0.088
Epoch 13, step 158, loss 0.002, test 0.088
Epoch 13, step 159, loss 0.016, test 0.088
Epoch 13, step 160, loss 0.503, test 0.089
Epoch 13, step 161, loss 0.324, test 0.089
Epoch 13, step 162, loss 0.007, test 0.089
Epoch 13, step 163, loss 0.001, test 0.089
Epoch 13, step 164, loss 0.027, test 0.089
Epoch 13, step 165, loss 0.008, test 0.089
Epoch 13, step 166, loss 0.052, test 0.090
Epoch 13, step 167, loss 0.221, test 0.089
Epoch 13, step 168, loss 0.003, test 0.089
Epoch 13, step 169, loss 0.037, test 0.089
Epoch 13, step 170, loss 0.002, test 0.089
Epoch 13, step 171, loss 0.041, test 0.089
Epoch 13, step 172, loss 0.068, test 0.089
Epoch 13, step 173, loss 0.141, test 0.089
Epoch 13, step 174, loss 0.013, test 0.089
Epoch 13, step 175, loss 0.135, test 0.089
Epoch 13, step 176, loss 0.010, test 0.088
Epoch 13, step 177, loss 0.167, test 0.088
Epoch 13, step 178, loss 0.138, test 0.088
Epoch 13, step 179, loss 0.138, test 0.088
Epoch 13, step 180, loss 0.131, test 0.088
Epoch 13, step 181, loss 0.032, test 0.088
Epoch 13, step 182, loss 0.006, test 0.088
Epoch 13, step 183, loss 0.016, test 0.088
Epoch 13, step 184, loss 0.007, test 0.088
Epoch 13, step 185, loss 0.066, test 0.088
Epoch 13, step 186, loss 0.048, test 0.087
Epoch 13, step 187, loss 0.001, test 0.087
Epoch 13, step 188, loss 0.011, test 0.087
Epoch 13, step 189, loss 0.016, test 0.087
Epoch 13, step 190, loss 0.004, test 0.087
Epoch 13, step 191, loss 0.171, test 0.087
Epoch 13, step 192, loss 0.101, test 0.087
Epoch 13, step 193, loss 0.599, test 0.087
Epoch 13, step 194, loss 0.105, test 0.087
Epoch 13, step 195, loss 0.005, test 0.087
Epoch 13, step 196, loss 0.030, test 0.087
Epoch 13, step 197, loss 0.026, test 0.087
Epoch 13, step 198, loss 0.142, test 0.087
Epoch 13, step 199, loss 0.488, test 0.087
Epoch 13, step 200, loss 0.004, test 0.087
Epoch 13, step 201, loss 0.180, test 0.087
Epoch 13, step 202, loss 0.058, test 0.087
Epoch 13, step 203, loss 0.006, test 0.087
Epoch 13, step 204, loss 0.062, test 0.087
Epoch 13, step 205, loss 0.002, test 0.087
Epoch 13, step 206, loss 0.001, test 0.087
Epoch 13, step 207, loss 0.149, test 0.087
Epoch 13, step 208, loss 0.242, test 0.087
Epoch 13, step 209, loss 0.019, test 0.087
Epoch 13, step 210, loss 0.000, test 0.087
Epoch 13, step 211, loss 0.110, test 0.087
Epoch 13, step 212, loss 0.004, test 0.087
Epoch 13, step 213, loss 0.013, test 0.087
Epoch 13, step 214, loss 0.060, test 0.087
Epoch 13, step 215, loss 0.167, test 0.087
Epoch 13, step 216, loss 0.103, test 0.087
Epoch 13, step 217, loss 0.579, test 0.087
Epoch 13, step 218, loss 0.205, test 0.087
Epoch 13, step 219, loss 0.034, test 0.088
Epoch 13, step 220, loss 0.168, test 0.088
Epoch 13, step 221, loss 0.246, test 0.088
Epoch 13, step 222, loss 0.376, test 0.088
Epoch 13, step 223, loss 0.122, test 0.088
Epoch 13, step 224, loss 0.308, test 0.088
Epoch 13, step 225, loss 0.311, test 0.088
Epoch 13, step 226, loss 0.062, test 0.088
Epoch 13, step 227, loss 0.004, test 0.088
Epoch 13, step 228, loss 0.056, test 0.088
Epoch 13, step 229, loss 0.015, test 0.088
Epoch 13, step 230, loss 0.089, test 0.089
Epoch 13, step 231, loss 0.121, test 0.089
Epoch 13, step 232, loss 0.502, test 0.089
Epoch 13, step 233, loss 0.013, test 0.090
Epoch 13, step 234, loss 0.026, test 0.090
Epoch 13, step 235, loss 0.001, test 0.090
Epoch 13, step 236, loss 0.042, test 0.090
Epoch 13, step 237, loss 0.042, test 0.090
Epoch 13, step 238, loss 0.002, test 0.090
Epoch 13, step 239, loss 0.013, test 0.090
Epoch 13, step 240, loss 0.810, test 0.090
Epoch 13, step 241, loss 0.284, test 0.090
Epoch 13, step 242, loss 0.000, test 0.090
Epoch 13, step 243, loss 0.003, test 0.090
Epoch 13, step 244, loss 0.151, test 0.090
Epoch 13, step 245, loss 0.002, test 0.090
Epoch 13, step 246, loss 0.054, test 0.090
Epoch 13, step 247, loss 0.002, test 0.090
Epoch 13, step 248, loss 0.090, test 0.090
Epoch 13, step 249, loss 0.000, test 0.090
Epoch 13, step 250, loss 0.288, test 0.089
Epoch 13, step 251, loss 0.109, test 0.089
Epoch 13, step 252, loss 0.045, test 0.089
Epoch 13, step 253, loss 0.133, test 0.089
Epoch 13, step 254, loss 0.352, test 0.089
Epoch 13, step 255, loss 0.046, test 0.089
Epoch 13, step 256, loss 0.001, test 0.089
Epoch 13, step 257, loss 0.176, test 0.089
Epoch 13, step 258, loss 0.231, test 0.089
Epoch 13, step 259, loss 0.180, test 0.088
Epoch 13, step 260, loss 0.062, test 0.088
Epoch 13, step 261, loss 1.145, test 0.088
Epoch 13, step 262, loss 0.006, test 0.088
Epoch 13, step 263, loss 0.224, test 0.088
Epoch 13, step 264, loss 0.146, test 0.088
Epoch 13, step 265, loss 0.412, test 0.088
Epoch 13, step 266, loss 0.297, test 0.088
Epoch 13, step 267, loss 0.018, test 0.088
Epoch 13, step 268, loss 0.152, test 0.088
Epoch 13, step 269, loss 0.230, test 0.088
Epoch 13, step 270, loss 0.003, test 0.088
Epoch 13, step 271, loss 0.146, test 0.088
Epoch 13, step 272, loss 0.034, test 0.088
Epoch 13, step 273, loss 0.008, test 0.088
Epoch 13, step 274, loss 0.000, test 0.088
Epoch 13, step 275, loss 0.042, test 0.088
Epoch 13, step 276, loss 0.160, test 0.089
Epoch 13, step 277, loss 0.306, test 0.088
Epoch 13, step 278, loss 0.017, test 0.088
Epoch 13, step 279, loss 0.003, test 0.088
Epoch 13, step 280, loss 0.040, test 0.088
Epoch 13, step 281, loss 0.262, test 0.088
Epoch 13, step 282, loss 0.145, test 0.088
Epoch 13, step 283, loss 0.412, test 0.088
Epoch 13, step 284, loss 0.038, test 0.088
Epoch 13, step 285, loss 0.000, test 0.088
Epoch 13, step 286, loss 0.027, test 0.088
Epoch 13, step 287, loss 0.068, test 0.088
Epoch 13, step 288, loss 0.195, test 0.088
Epoch 13, step 289, loss 0.050, test 0.087
Epoch 13, step 290, loss 0.171, test 0.087
Epoch 13, step 291, loss 0.002, test 0.087
Epoch 13, step 292, loss 0.029, test 0.087
Epoch 13, step 293, loss 0.002, test 0.087
Epoch 13, step 294, loss 0.153, test 0.087
Epoch 13, step 295, loss 0.082, test 0.087
Epoch 13, step 296, loss 0.117, test 0.087
Epoch 13, step 297, loss 0.005, test 0.087
Epoch 13, step 298, loss 0.034, test 0.087
Epoch 13, step 299, loss 0.067, test 0.087
Epoch 13, step 300, loss 0.093, test 0.087
Epoch 13, step 301, loss 0.062, test 0.088
Epoch 13, step 302, loss 0.107, test 0.087
Epoch 13, step 303, loss 0.069, test 0.087
Epoch 13, step 304, loss 0.209, test 0.087
Epoch 13, step 305, loss 0.436, test 0.087
Epoch 13, step 306, loss 0.161, test 0.087
Epoch 13, step 307, loss 0.061, test 0.087
Epoch 13, step 308, loss 0.010, test 0.087
Epoch 13, step 309, loss 0.063, test 0.087
Epoch 13, step 310, loss 0.045, test 0.087
Epoch 13, step 311, loss 0.104, test 0.087
Epoch 13, step 312, loss 0.126, test 0.087
Epoch 13, step 313, loss 0.044, test 0.087
Epoch 13, step 314, loss 0.038, test 0.087
Epoch 13, step 315, loss 0.000, test 0.087
Epoch 13, step 316, loss 0.000, test 0.087
Epoch 13, step 317, loss 0.012, test 0.087
Epoch 13, step 318, loss 0.161, test 0.087
Epoch 13, step 319, loss 0.041, test 0.087
Epoch 13, step 320, loss 0.007, test 0.087
Epoch 13, step 321, loss 0.006, test 0.087
Epoch 13, step 322, loss 0.007, test 0.088
Epoch 13, step 323, loss 0.055, test 0.087
Epoch 13, step 324, loss 0.025, test 0.088
Epoch 13, step 325, loss 0.433, test 0.088
Epoch 13, step 326, loss 0.379, test 0.087
Epoch 13, step 327, loss 0.162, test 0.088
Epoch 13, step 328, loss 0.265, test 0.088
Epoch 13, step 329, loss 0.002, test 0.088
Epoch 13, step 330, loss 0.001, test 0.088
Epoch 13, step 331, loss 1.489, test 0.087
Epoch 13, step 332, loss 0.107, test 0.087
Epoch 13, step 333, loss 0.076, test 0.087
Epoch 13, step 334, loss 0.003, test 0.087
Epoch 13, step 335, loss 0.029, test 0.087
Epoch 13, step 336, loss 0.287, test 0.087
Epoch 13, step 337, loss 0.222, test 0.087
Epoch 13, step 338, loss 0.000, test 0.087
Epoch 13, step 339, loss 0.130, test 0.087
Epoch 13, step 340, loss 0.035, test 0.086
Epoch 13, step 341, loss 0.002, test 0.086
Epoch 13, step 342, loss 0.021, test 0.086
Epoch 13, step 343, loss 0.056, test 0.086
Epoch 13, step 344, loss 0.000, test 0.086
Epoch 13, step 345, loss 0.289, test 0.086
Epoch 13, step 346, loss 0.224, test 0.087
Epoch 13, step 347, loss 0.013, test 0.087
Epoch 13, step 348, loss 0.047, test 0.087
Epoch 13, step 349, loss 0.349, test 0.087
Epoch 13, step 350, loss 0.035, test 0.087
Epoch 13, step 351, loss 0.277, test 0.088
Epoch 13, step 352, loss 0.027, test 0.088
Epoch 13, step 353, loss 0.007, test 0.088
Epoch 13, step 354, loss 0.142, test 0.088
Epoch 13, step 355, loss 0.000, test 0.088
Epoch 13, step 356, loss 0.005, test 0.088
Epoch 13, step 357, loss 0.072, test 0.088
Epoch 13, step 358, loss 0.011, test 0.088
Epoch 13, step 359, loss 0.316, test 0.088
Epoch 13, step 360, loss 0.001, test 0.088
Epoch 13, step 361, loss 0.005, test 0.088
Epoch 13, step 362, loss 0.000, test 0.088
Epoch 13, step 363, loss 0.059, test 0.088
Epoch 13, step 364, loss 0.016, test 0.088
Epoch 13, step 365, loss 0.047, test 0.088
Epoch 13, step 366, loss 0.042, test 0.088
Epoch 13, step 367, loss 0.002, test 0.088
Epoch 13, step 368, loss 0.006, test 0.088
Epoch 13, step 369, loss 0.322, test 0.088
Epoch 13, step 370, loss 0.179, test 0.088
Epoch 13, step 371, loss 0.091, test 0.088
Epoch 13, step 372, loss 0.001, test 0.088
Epoch 13, step 373, loss 0.171, test 0.088
Epoch 13, step 374, loss 0.130, test 0.088
Epoch 13, step 375, loss 0.117, test 0.088
Epoch 13, step 376, loss 0.000, test 0.088
Epoch 13, step 377, loss 0.114, test 0.088
Epoch 13, step 378, loss 0.000, test 0.088
Epoch 13, step 379, loss 0.125, test 0.088
Epoch 13, step 380, loss 0.059, test 0.088
Epoch 13, step 381, loss 0.235, test 0.088
Epoch 13, step 382, loss 0.003, test 0.088
Epoch 13, step 383, loss 0.051, test 0.088
Epoch 13, step 384, loss 0.373, test 0.088
Epoch 13, step 385, loss 0.009, test 0.088
Epoch 13, step 386, loss 0.141, test 0.088
Epoch 13, step 387, loss 0.438, test 0.087
Epoch 13, step 388, loss 0.003, test 0.087
Epoch 13, step 389, loss 0.000, test 0.087
Epoch 13, step 390, loss 0.071, test 0.087
Epoch 13, step 391, loss 0.030, test 0.087
Epoch 13, step 392, loss 0.064, test 0.087
Epoch 13, step 393, loss 0.062, test 0.087
Epoch 13, step 394, loss 0.050, test 0.087
Epoch 13, step 395, loss 0.092, test 0.087
Epoch 13, step 396, loss 0.028, test 0.087
Epoch 13, step 397, loss 0.042, test 0.087
Epoch 13, step 398, loss 0.001, test 0.087
Epoch 13, step 399, loss 0.001, test 0.087
Epoch 13, step 400, loss 0.079, test 0.087
Epoch 13, step 401, loss 0.107, test 0.087
Epoch 13, step 402, loss 0.046, test 0.087
Epoch 13, step 403, loss 0.000, test 0.087
Epoch 13, step 404, loss 0.131, test 0.087
Epoch 13, step 405, loss 0.082, test 0.087
Epoch 13, step 406, loss 0.289, test 0.088
Epoch 13, step 407, loss 0.007, test 0.088
Epoch 13, step 408, loss 0.009, test 0.088
Epoch 13, step 409, loss 0.023, test 0.088
Epoch 13, step 410, loss 0.003, test 0.088
Epoch 13, step 411, loss 0.030, test 0.088
Epoch 13, step 412, loss 0.115, test 0.088
Epoch 13, step 413, loss 0.003, test 0.088
Epoch 13, step 414, loss 0.443, test 0.088
Epoch 13, step 415, loss 0.021, test 0.088
Epoch 13, step 416, loss 0.225, test 0.088
Epoch 13, step 417, loss 0.000, test 0.088
Epoch 13, step 418, loss 0.101, test 0.088
Epoch 13, step 419, loss 0.414, test 0.088
Epoch 13, step 420, loss 0.028, test 0.088
Epoch 13, step 421, loss 0.041, test 0.088
Epoch 13, step 422, loss 0.196, test 0.089
Epoch 13, step 423, loss 0.002, test 0.089
Epoch 13, step 424, loss 0.124, test 0.089
Epoch 13, step 425, loss 0.229, test 0.088
Epoch 13, step 426, loss 0.019, test 0.088
Epoch 13, step 427, loss 0.225, test 0.088
Epoch 13, step 428, loss 0.002, test 0.088
Epoch 13, step 429, loss 0.012, test 0.088
Epoch 13, step 430, loss 0.528, test 0.088
Epoch 13, step 431, loss 0.411, test 0.088
Epoch 13, step 432, loss 0.005, test 0.088
Epoch 13, step 433, loss 0.009, test 0.088
Epoch 13, step 434, loss 0.001, test 0.088
Epoch 13, step 435, loss 0.254, test 0.088
Epoch 13, step 436, loss 0.046, test 0.088
Epoch 13, step 437, loss 0.003, test 0.088
Epoch 13, step 438, loss 0.007, test 0.088
Epoch 13, step 439, loss 0.012, test 0.088
Epoch 13, step 440, loss 0.056, test 0.088
Epoch 13, step 441, loss 0.139, test 0.088
Epoch 13, step 442, loss 0.022, test 0.088
Epoch 13, step 443, loss 0.291, test 0.088
Epoch 13, step 444, loss 0.665, test 0.089
Epoch 13, step 445, loss 0.080, test 0.088
Epoch 13, step 446, loss 0.051, test 0.088
Epoch 13, step 447, loss 0.274, test 0.088
Epoch 13, step 448, loss 0.213, test 0.088
Epoch 13, step 449, loss 0.166, test 0.088
Epoch 13, step 450, loss 0.031, test 0.089
Epoch 13, step 451, loss 0.014, test 0.089
Epoch 13, step 452, loss 0.018, test 0.089
Epoch 13, step 453, loss 0.011, test 0.089
Epoch 13, step 454, loss 0.037, test 0.089
Epoch 13, step 455, loss 0.004, test 0.089
Epoch 13, step 456, loss 0.156, test 0.089
Epoch 13, step 457, loss 0.021, test 0.089
Epoch 13, step 458, loss 0.024, test 0.089
Epoch 13, step 459, loss 0.140, test 0.088
Epoch 13, step 460, loss 0.001, test 0.088
Epoch 13, step 461, loss 0.972, test 0.087
Epoch 13, step 462, loss 0.058, test 0.087
Epoch 13, step 463, loss 0.002, test 0.087
Epoch 13, step 464, loss 0.000, test 0.087
Epoch 13, step 465, loss 0.029, test 0.087
Epoch 13, step 466, loss 0.002, test 0.087
Epoch 13, step 467, loss 0.013, test 0.087
Epoch 13, step 468, loss 0.013, test 0.087
Epoch 13, step 469, loss 0.194, test 0.087
Epoch 13, step 470, loss 0.013, test 0.087
Epoch 13, step 471, loss 0.034, test 0.087
Epoch 13, step 472, loss 0.064, test 0.087
Epoch 13, step 473, loss 0.084, test 0.087
Epoch 13, step 474, loss 0.442, test 0.087
Epoch 13, step 475, loss 0.000, test 0.087
Epoch 13, step 476, loss 0.003, test 0.087
Epoch 13, step 477, loss 0.091, test 0.086
Epoch 13, step 478, loss 0.425, test 0.087
Epoch 13, step 479, loss 0.287, test 0.086
Epoch 13, step 480, loss 0.095, test 0.086
Epoch 13, step 481, loss 0.305, test 0.086
Epoch 13, step 482, loss 0.004, test 0.087
Epoch 13, step 483, loss 0.000, test 0.087
Epoch 13, step 484, loss 0.038, test 0.087
Epoch 13, step 485, loss 0.000, test 0.087
Epoch 13, step 486, loss 0.038, test 0.087
Epoch 13, step 487, loss 0.063, test 0.087
Epoch 13, step 488, loss 0.325, test 0.087
Epoch 13, step 489, loss 0.089, test 0.087
Epoch 13, step 490, loss 0.002, test 0.087
Epoch 13, step 491, loss 0.116, test 0.087
Epoch 13, step 492, loss 0.016, test 0.087
Epoch 13, step 493, loss 0.010, test 0.087
Epoch 13, step 494, loss 0.010, test 0.087
Epoch 13, step 495, loss 0.036, test 0.087
Epoch 13, step 496, loss 0.470, test 0.087
Epoch 13, step 497, loss 0.000, test 0.087
Epoch 13, step 498, loss 0.031, test 0.087
Epoch 13, step 499, loss 0.018, test 0.087
Epoch 13, step 500, loss 0.001, test 0.087
Epoch 13, step 501, loss 0.022, test 0.087
Epoch 13, step 502, loss 0.006, test 0.087
Epoch 13, step 503, loss 0.084, test 0.087
Epoch 13, step 504, loss 0.124, test 0.087
Epoch 13, step 505, loss 0.302, test 0.086
Epoch 13, step 506, loss 0.001, test 0.086
Epoch 13, step 507, loss 0.025, test 0.086
Epoch 13, step 508, loss 0.014, test 0.086
Epoch 13, step 509, loss 0.263, test 0.086
Epoch 13, step 510, loss 0.115, test 0.086
Epoch 13, step 511, loss 0.063, test 0.086
Epoch 13, step 512, loss 0.000, test 0.086
Epoch 13, step 513, loss 0.140, test 0.086
Epoch 13, step 514, loss 0.026, test 0.086
Epoch 13, step 515, loss 0.050, test 0.086
Epoch 13, step 516, loss 0.025, test 0.086
Epoch 13, step 517, loss 0.034, test 0.086
Epoch 13, step 518, loss 0.007, test 0.086
Epoch 13, step 519, loss 0.031, test 0.086
Epoch 13, step 520, loss 0.005, test 0.086
Epoch 13, step 521, loss 0.156, test 0.086
Epoch 13, step 522, loss 0.144, test 0.086
Epoch 13, step 523, loss 0.000, test 0.086
Epoch 13, step 524, loss 0.007, test 0.086
Epoch 13, step 525, loss 0.070, test 0.086
Epoch 13, step 526, loss 0.021, test 0.086
Epoch 13, step 527, loss 0.060, test 0.086
Epoch 13, step 528, loss 0.204, test 0.086
Epoch 13, step 529, loss 0.167, test 0.086
Epoch 13, step 530, loss 0.037, test 0.086
Epoch 13, step 531, loss 0.145, test 0.086
Epoch 13, step 532, loss 0.035, test 0.086
Epoch 13, step 533, loss 0.000, test 0.086
Epoch 13, step 534, loss 0.006, test 0.086
Epoch 13, step 535, loss 0.155, test 0.086
Epoch 13, step 536, loss 0.002, test 0.086
Epoch 13, step 537, loss 0.021, test 0.086
Epoch 13, step 538, loss 0.009, test 0.086
Epoch 13, step 539, loss 0.141, test 0.086
Epoch 13, step 540, loss 0.017, test 0.086
Epoch 13, step 541, loss 0.025, test 0.086
Epoch 13, step 542, loss 0.007, test 0.086
Epoch 13, step 543, loss 0.092, test 0.086
Epoch 13, step 544, loss 0.191, test 0.086
Epoch 13, step 545, loss 0.033, test 0.086
Epoch 13, step 546, loss 0.141, test 0.086
Epoch 13, step 547, loss 0.072, test 0.086
Epoch 13, step 548, loss 0.232, test 0.087
Epoch 13, step 549, loss 0.117, test 0.087
Epoch 13, step 550, loss 0.005, test 0.087
Epoch 13, step 551, loss 0.129, test 0.088
Epoch 13, step 552, loss 0.069, test 0.087
Epoch 13, step 553, loss 0.015, test 0.087
Epoch 13, step 554, loss 0.059, test 0.087
Epoch 13, step 555, loss 0.535, test 0.088
Epoch 13, step 556, loss 0.063, test 0.088
Epoch 13, step 557, loss 0.058, test 0.088
Epoch 13, step 558, loss 0.230, test 0.087
Epoch 13, step 559, loss 0.030, test 0.087
Epoch 13, step 560, loss 0.010, test 0.087
Epoch 13, step 561, loss 0.542, test 0.087
Epoch 13, step 562, loss 0.697, test 0.087
Epoch 13, step 563, loss 0.006, test 0.087
Epoch 13, step 564, loss 0.286, test 0.087
Epoch 13, step 565, loss 0.008, test 0.087
Epoch 13, step 566, loss 0.152, test 0.087
Epoch 13, step 567, loss 0.071, test 0.087
Epoch 13, step 568, loss 0.342, test 0.087
Epoch 13, step 569, loss 0.005, test 0.087
Epoch 13, step 570, loss 0.014, test 0.087
Epoch 13, step 571, loss 0.312, test 0.087
Epoch 13, step 572, loss 0.177, test 0.087
Epoch 13, step 573, loss 0.025, test 0.087
Epoch 13, step 574, loss 0.004, test 0.087
Epoch 13, step 575, loss 0.249, test 0.087
Epoch 13, step 576, loss 0.000, test 0.087
Epoch 13, step 577, loss 0.529, test 0.087
Epoch 13, step 578, loss 0.202, test 0.087
Epoch 13, step 579, loss 0.079, test 0.087
Epoch 13, step 580, loss 0.012, test 0.087
Epoch 13, step 581, loss 0.006, test 0.087
Epoch 13, step 582, loss 0.148, test 0.086
Epoch 13, step 583, loss 0.020, test 0.086
Epoch 13, step 584, loss 0.015, test 0.086
Epoch 13, step 585, loss 0.371, test 0.086
Epoch 13, step 586, loss 0.002, test 0.086
Epoch 13, step 587, loss 0.008, test 0.086
Epoch 13, step 588, loss 0.018, test 0.086
Epoch 13, step 589, loss 0.018, test 0.086
Epoch 13, step 590, loss 0.000, test 0.086
Epoch 13, step 591, loss 0.032, test 0.086
Epoch 13, step 592, loss 0.202, test 0.086
Epoch 13, step 593, loss 0.132, test 0.087
Epoch 13, step 594, loss 0.260, test 0.087
Epoch 13, step 595, loss 0.097, test 0.087
Epoch 13, step 596, loss 0.040, test 0.087
Epoch 13, step 597, loss 0.070, test 0.086
Epoch 13, step 598, loss 0.204, test 0.087
Epoch 13, step 599, loss 0.004, test 0.087
Epoch 13, step 600, loss 0.042, test 0.087
Epoch 13, step 601, loss 0.139, test 0.087
Epoch 13, step 602, loss 0.006, test 0.087
Epoch 13, step 603, loss 0.074, test 0.087
Epoch 13, step 604, loss 0.075, test 0.087
Epoch 13, step 605, loss 0.000, test 0.087
Epoch 13, step 606, loss 0.056, test 0.087
Epoch 13, step 607, loss 0.063, test 0.087
Epoch 13, step 608, loss 0.060, test 0.087
Epoch 13, step 609, loss 0.042, test 0.087
Epoch 13, step 610, loss 0.179, test 0.087
Epoch 13, step 611, loss 0.189, test 0.087
Epoch 13, step 612, loss 0.010, test 0.086
Epoch 13, step 613, loss 0.007, test 0.086
Epoch 13, step 614, loss 0.056, test 0.086
Epoch 13, step 615, loss 0.015, test 0.086
Epoch 13, step 616, loss 0.048, test 0.086
Epoch 13, step 617, loss 0.078, test 0.086
Epoch 13, step 618, loss 0.018, test 0.086
Epoch 13, step 619, loss 0.602, test 0.086
Epoch 13, step 620, loss 0.432, test 0.086
Epoch 13, step 621, loss 0.088, test 0.086
Epoch 13, step 622, loss 0.003, test 0.086
Epoch 13, step 623, loss 0.550, test 0.086
Epoch 13, step 624, loss 0.001, test 0.086
Epoch 13, step 625, loss 0.170, test 0.086
Epoch 13, step 626, loss 0.119, test 0.086
Epoch 13, step 627, loss 0.008, test 0.087
Epoch 13, step 628, loss 0.088, test 0.087
Epoch 13, step 629, loss 0.020, test 0.087
Epoch 13, step 630, loss 0.333, test 0.087
Epoch 13, step 631, loss 0.013, test 0.086
Epoch 13, step 632, loss 0.059, test 0.086
Epoch 13, step 633, loss 0.001, test 0.086
Epoch 13, step 634, loss 0.008, test 0.086
Epoch 13, step 635, loss 0.036, test 0.086
Epoch 13, step 636, loss 0.092, test 0.086
Epoch 13, step 637, loss 0.008, test 0.086
Epoch 13, step 638, loss 0.026, test 0.086
Epoch 13, step 639, loss 0.003, test 0.087
Epoch 13, step 640, loss 0.139, test 0.086
Epoch 13, step 641, loss 0.114, test 0.086
Epoch 13, step 642, loss 0.041, test 0.086
Epoch 13, step 643, loss 0.043, test 0.086
Epoch 13, step 644, loss 0.434, test 0.086
Epoch 13, step 645, loss 0.586, test 0.087
Epoch 13, step 646, loss 0.068, test 0.087
Epoch 13, step 647, loss 0.007, test 0.087
Epoch 13, step 648, loss 0.015, test 0.087
Epoch 13, step 649, loss 0.093, test 0.087
Epoch 13, step 650, loss 0.083, test 0.087
Epoch 13, step 651, loss 0.079, test 0.086
Epoch 13, step 652, loss 0.027, test 0.086
Epoch 13, step 653, loss 0.109, test 0.086
Epoch 13, step 654, loss 0.020, test 0.086
Epoch 13, step 655, loss 0.000, test 0.086
Epoch 13, step 656, loss 0.002, test 0.086
Epoch 13, step 657, loss 0.006, test 0.086
Epoch 13, step 658, loss 0.059, test 0.087
Epoch 13, step 659, loss 0.141, test 0.087
Epoch 13, step 660, loss 0.167, test 0.087
Epoch 13, step 661, loss 0.512, test 0.088
Epoch 13, step 662, loss 0.009, test 0.088
Epoch 13, step 663, loss 0.072, test 0.088
Epoch 13, step 664, loss 0.191, test 0.088
Epoch 13, step 665, loss 0.007, test 0.088
Epoch 13, step 666, loss 0.006, test 0.088
Epoch 13, step 667, loss 0.001, test 0.088
Epoch 13, step 668, loss 1.141, test 0.087
Epoch 13, step 669, loss 0.014, test 0.087
Epoch 13, step 670, loss 0.017, test 0.087
Epoch 13, step 671, loss 0.271, test 0.088

Epoch 13, step 672, loss 0.148, test 0.088
Epoch 13, step 673, loss 0.433, test 0.088
Epoch 13, step 674, loss 0.026, test 0.088
Epoch 13, step 675, loss 0.080, test 0.088
Epoch 13, step 676, loss 0.172, test 0.087
Epoch 13, step 677, loss 0.026, test 0.088
Epoch 13, step 678, loss 0.012, test 0.088
Epoch 13, step 679, loss 0.000, test 0.088
Epoch 13, step 680, loss 0.015, test 0.088
Epoch 13, step 681, loss 0.060, test 0.088
Epoch 13, step 682, loss 0.248, test 0.088
Epoch 13, step 683, loss 0.007, test 0.088
Epoch 13, step 684, loss 0.143, test 0.088
Epoch 13, step 685, loss 0.100, test 0.088
Epoch 13, step 686, loss 0.316, test 0.088
Epoch 13, step 687, loss 0.052, test 0.088
Epoch 13, step 688, loss 0.016, test 0.088
Epoch 13, step 689, loss 0.179, test 0.088
Epoch 13, step 690, loss 0.062, test 0.088
Epoch 13, step 691, loss 0.056, test 0.088
Epoch 13, step 692, loss 0.146, test 0.089
Epoch 13, step 693, loss 0.011, test 0.089
Epoch 13, step 694, loss 0.182, test 0.089
Epoch 13, step 695, loss 0.307, test 0.089
Epoch 13, step 696, loss 0.003, test 0.089
Epoch 13, step 697, loss 0.227, test 0.088
Epoch 13, step 698, loss 0.175, test 0.088
Epoch 13, step 699, loss 0.396, test 0.088
Epoch 13, step 700, loss 0.135, test 0.088
Epoch 13, step 701, loss 0.000, test 0.088
Epoch 13, step 702, loss 0.002, test 0.088
Epoch 13, step 703, loss 0.139, test 0.088
Epoch 13, step 704, loss 0.015, test 0.088
Epoch 13, step 705, loss 0.294, test 0.088
Epoch 13, step 706, loss 0.050, test 0.088
Epoch 13, step 707, loss 0.000, test 0.088
Epoch 13, step 708, loss 0.036, test 0.088
Epoch 13, step 709, loss 0.030, test 0.088
Epoch 13, step 710, loss 0.278, test 0.088
Epoch 13, step 711, loss 0.169, test 0.088
Epoch 13, step 712, loss 0.319, test 0.088
Epoch 13, step 713, loss 0.150, test 0.088
Epoch 13, step 714, loss 0.077, test 0.088
Epoch 13, step 715, loss 0.004, test 0.088
Epoch 13, step 716, loss 0.064, test 0.088
Epoch 13, step 717, loss 0.141, test 0.088
Epoch 13, step 718, loss 0.321, test 0.088
Epoch 13, step 719, loss 0.102, test 0.087
Epoch 13, step 720, loss 0.168, test 0.087
Epoch 13, step 721, loss 0.076, test 0.087
Epoch 13, step 722, loss 0.001, test 0.087
Epoch 13, step 723, loss 0.038, test 0.087
Epoch 13, step 724, loss 0.000, test 0.087
Epoch 13, step 725, loss 0.011, test 0.087
Epoch 13, step 726, loss 0.001, test 0.087
Epoch 13, step 727, loss 0.167, test 0.087
Epoch 13, step 728, loss 0.252, test 0.087
Epoch 13, step 729, loss 0.083, test 0.087
Epoch 13, step 730, loss 0.012, test 0.087
Epoch 13, step 731, loss 0.339, test 0.087
Epoch 13, step 732, loss 0.008, test 0.087
Epoch 13, step 733, loss 0.092, test 0.088
Epoch 13, step 734, loss 0.023, test 0.088
Epoch 13, step 735, loss 0.161, test 0.088
Epoch 13, step 736, loss 0.003, test 0.088
Epoch 13, step 737, loss 0.134, test 0.088
Epoch 13, step 738, loss 0.002, test 0.088
Epoch 13, step 739, loss 0.003, test 0.088
Epoch 13, step 740, loss 0.326, test 0.088
Epoch 13, step 741, loss 0.236, test 0.089
Epoch 13, step 742, loss 0.002, test 0.089
Epoch 13, step 743, loss 0.009, test 0.089
Epoch 13, step 744, loss 0.176, test 0.089
Epoch 13, step 745, loss 0.109, test 0.089
Epoch 13, step 746, loss 0.011, test 0.089
Epoch 13, step 747, loss 0.015, test 0.089
Epoch 13, step 748, loss 0.057, test 0.089
Epoch 13, step 749, loss 0.000, test 0.089
Epoch 13, step 750, loss 0.129, test 0.089
Epoch 13, step 751, loss 0.001, test 0.089
Epoch 13, step 752, loss 0.013, test 0.089
Epoch 13, step 753, loss 0.495, test 0.090
Epoch 13, step 754, loss 0.223, test 0.090
Epoch 13, step 755, loss 0.040, test 0.090
Epoch 13, step 756, loss 0.000, test 0.090
Epoch 13, step 757, loss 0.051, test 0.090
Epoch 13, step 758, loss 0.226, test 0.090
Epoch 13, step 759, loss 0.005, test 0.090
Epoch 13, step 760, loss 0.034, test 0.090
Epoch 13, step 761, loss 0.031, test 0.090
Epoch 13, step 762, loss 0.024, test 0.090
Epoch 13, step 763, loss 0.114, test 0.089
Epoch 13, step 764, loss 0.078, test 0.089
Epoch 13, step 765, loss 0.005, test 0.089
Epoch 13, step 766, loss 0.036, test 0.089
Epoch 13, step 767, loss 0.034, test 0.089
Epoch 13, step 768, loss 0.010, test 0.089
Epoch 13, step 769, loss 0.029, test 0.089
Epoch 13, step 770, loss 0.257, test 0.089
Epoch 13, step 771, loss 0.194, test 0.089
Epoch 13, step 772, loss 0.022, test 0.088
Epoch 13, step 773, loss 0.041, test 0.088
Epoch 13, step 774, loss 0.153, test 0.088
Epoch 13, step 775, loss 0.059, test 0.088
Epoch 13, step 776, loss 0.002, test 0.088
Epoch 13, step 777, loss 0.508, test 0.087
Epoch 13, step 778, loss 0.017, test 0.087
Epoch 13, step 779, loss 0.018, test 0.087
Epoch 13, step 780, loss 0.087, test 0.087
Epoch 13, step 781, loss 0.043, test 0.087
Epoch 13, step 782, loss 0.004, test 0.087
Epoch 13, step 783, loss 0.012, test 0.087
Epoch 13, step 784, loss 0.032, test 0.087
Epoch 13, step 785, loss 0.123, test 0.087
Epoch 13, step 786, loss 0.003, test 0.087
Epoch 13, step 787, loss 0.018, test 0.087
Epoch 13, step 788, loss 0.000, test 0.087
Epoch 13, step 789, loss 0.044, test 0.087
Epoch 13, step 790, loss 0.016, test 0.087
Epoch 13, step 791, loss 0.049, test 0.087
Epoch 13, step 792, loss 0.025, test 0.087
Epoch 13, step 793, loss 0.088, test 0.087
Epoch 13, step 794, loss 0.009, test 0.087
Epoch 13, step 795, loss 0.000, test 0.087
Epoch 13, step 796, loss 0.255, test 0.086
Epoch 13, step 797, loss 0.004, test 0.086
Epoch 13, step 798, loss 0.003, test 0.086
Epoch 13, step 799, loss 0.045, test 0.086
Epoch 13, step 800, loss 0.094, test 0.086
Epoch 13, step 801, loss 0.000, test 0.086
Epoch 13, step 802, loss 0.053, test 0.086
Epoch 13, step 803, loss 0.016, test 0.086
Epoch 13, step 804, loss 0.192, test 0.086
Epoch 13, step 805, loss 0.204, test 0.086
Epoch 13, step 806, loss 0.318, test 0.086
Epoch 13, step 807, loss 0.004, test 0.086
Epoch 13, step 808, loss 0.061, test 0.086
Epoch 13, step 809, loss 0.182, test 0.086
Epoch 13, step 810, loss 0.140, test 0.086
Epoch 13, step 811, loss 0.042, test 0.086
Epoch 13, step 812, loss 0.014, test 0.086
Epoch 13, step 813, loss 0.007, test 0.086
Epoch 13, step 814, loss 0.229, test 0.086
Epoch 13, step 815, loss 0.088, test 0.086
Epoch 13, step 816, loss 0.158, test 0.086
Epoch 13, step 817, loss 0.017, test 0.086
Epoch 13, step 818, loss 0.104, test 0.086
Epoch 13, step 819, loss 0.000, test 0.086
Epoch 13, step 820, loss 0.061, test 0.086
Epoch 13, step 821, loss 0.075, test 0.086
Epoch 13, step 822, loss 0.424, test 0.086
Epoch 13, step 823, loss 0.138, test 0.086
Epoch 13, step 824, loss 0.046, test 0.086
Epoch 13, step 825, loss 0.107, test 0.086
Epoch 13, step 826, loss 0.714, test 0.087
Epoch 13, step 827, loss 0.040, test 0.087
Epoch 13, step 828, loss 0.027, test 0.087
Epoch 13, step 829, loss 0.272, test 0.087
Epoch 13, step 830, loss 0.012, test 0.087
Epoch 13, step 831, loss 0.079, test 0.087
Epoch 13, step 832, loss 0.044, test 0.087
Epoch 13, step 833, loss 0.001, test 0.087
Epoch 13, step 834, loss 0.306, test 0.087
Epoch 13, step 835, loss 0.008, test 0.087
Epoch 13, step 836, loss 0.264, test 0.087
Epoch 13, step 837, loss 0.013, test 0.087
Epoch 13, step 838, loss 0.041, test 0.087
Epoch 13, step 839, loss 0.009, test 0.087
Epoch 13, step 840, loss 0.004, test 0.087
Epoch 13, step 841, loss 0.001, test 0.087
Epoch 13, step 842, loss 0.020, test 0.087
Epoch 13, step 843, loss 0.075, test 0.087
Epoch 13, step 844, loss 0.028, test 0.087
Epoch 13, step 845, loss 0.250, test 0.086
Epoch 13, step 846, loss 0.001, test 0.086
Epoch 13, step 847, loss 0.684, test 0.086
Epoch 13, step 848, loss 0.291, test 0.085
Epoch 13, step 849, loss 0.156, test 0.085
Epoch 13, step 850, loss 0.094, test 0.085
Epoch 13, step 851, loss 0.293, test 0.085
Epoch 13, step 852, loss 0.080, test 0.085
Epoch 13, step 853, loss 0.007, test 0.085
Epoch 13, step 854, loss 0.167, test 0.085
Epoch 13, step 855, loss 0.087, test 0.085
Epoch 13, step 856, loss 0.294, test 0.085
Epoch 13, step 857, loss 0.389, test 0.085
Epoch 13, step 858, loss 0.535, test 0.085
Epoch 13, step 859, loss 0.001, test 0.085
Epoch 13, step 860, loss 0.010, test 0.085
Epoch 13, step 861, loss 0.153, test 0.085
Epoch 13, step 862, loss 0.001, test 0.085
Epoch 13, step 863, loss 0.145, test 0.085
Epoch 13, step 864, loss 0.141, test 0.085
Epoch 13, step 865, loss 0.058, test 0.085
Epoch 13, step 866, loss 0.100, test 0.085
Epoch 13, step 867, loss 0.025, test 0.085
Epoch 13, step 868, loss 0.561, test 0.085
Epoch 13, step 869, loss 0.013, test 0.085
Epoch 13, step 870, loss 0.123, test 0.085
Epoch 13, step 871, loss 0.008, test 0.085
Epoch 13, step 872, loss 0.008, test 0.085
Epoch 13, step 873, loss 0.043, test 0.085
Epoch 13, step 874, loss 0.024, test 0.085
Epoch 13, step 875, loss 0.021, test 0.085
Epoch 13, step 876, loss 0.254, test 0.085
Epoch 13, step 877, loss 0.109, test 0.085
Epoch 13, step 878, loss 0.329, test 0.085
Epoch 13, step 879, loss 0.188, test 0.086
Epoch 13, step 880, loss 0.178, test 0.086
Epoch 13, step 881, loss 0.004, test 0.086
Epoch 13, step 882, loss 0.014, test 0.086
Epoch 13, step 883, loss 0.108, test 0.087
Epoch 13, step 884, loss 0.159, test 0.087
Epoch 13, step 885, loss 0.287, test 0.086
Epoch 13, step 886, loss 0.048, test 0.086
Epoch 13, step 887, loss 0.164, test 0.087
Epoch 13, step 888, loss 0.061, test 0.087
Epoch 13, step 889, loss 0.124, test 0.087
Epoch 13, step 890, loss 0.002, test 0.087
Epoch 13, step 891, loss 0.178, test 0.087
Epoch 13, step 892, loss 0.009, test 0.087
Epoch 13, step 893, loss 0.034, test 0.087
Epoch 13, step 894, loss 0.062, test 0.087
Epoch 13, step 895, loss 0.076, test 0.086
Epoch 13, step 896, loss 0.000, test 0.086
Epoch 13, step 897, loss 0.169, test 0.086
Epoch 13, step 898, loss 0.101, test 0.086
Epoch 13, step 899, loss 0.153, test 0.086
Epoch 13, step 900, loss 0.189, test 0.086
Epoch 13, step 901, loss 0.443, test 0.087
Epoch 13, step 902, loss 0.094, test 0.087
Epoch 13, step 903, loss 0.035, test 0.087
Epoch 13, step 904, loss 0.006, test 0.086
Epoch 13, step 905, loss 0.030, test 0.086
Epoch 13, step 906, loss 0.011, test 0.086
Epoch 13, step 907, loss 0.011, test 0.086
Epoch 13, step 908, loss 0.358, test 0.086
Epoch 13, step 909, loss 0.018, test 0.086
Epoch 13, step 910, loss 0.008, test 0.086
Epoch 13, step 911, loss 0.257, test 0.086
Epoch 13, step 912, loss 0.011, test 0.086
Epoch 13, step 913, loss 0.000, test 0.086
Epoch 13, step 914, loss 0.241, test 0.086
Epoch 13, step 915, loss 0.094, test 0.086
Epoch 13, step 916, loss 0.051, test 0.086
Epoch 13, step 917, loss 0.170, test 0.086
Epoch 13, step 918, loss 0.003, test 0.086
Epoch 13, step 919, loss 0.065, test 0.086
Epoch 13, step 920, loss 0.001, test 0.086
Epoch 13, step 921, loss 0.155, test 0.086
Epoch 13, step 922, loss 0.006, test 0.086
Epoch 13, step 923, loss 0.004, test 0.086
Epoch 13, step 924, loss 0.002, test 0.086
Epoch 13, step 925, loss 0.020, test 0.086
Epoch 13, step 926, loss 0.149, test 0.086
Epoch 13, step 927, loss 0.047, test 0.086
Epoch 13, step 928, loss 0.320, test 0.086
Epoch 13, step 929, loss 0.043, test 0.086
Epoch 13, step 930, loss 0.115, test 0.086
Epoch 13, step 931, loss 0.121, test 0.086
Epoch 13, step 932, loss 0.007, test 0.086
Epoch 13, step 933, loss 0.057, test 0.086
Epoch 13, step 934, loss 0.018, test 0.086
Epoch 13, step 935, loss 0.001, test 0.086
Epoch 13, step 936, loss 0.017, test 0.086
Epoch 13, step 937, loss 0.057, test 0.086
Epoch 13, step 938, loss 0.128, test 0.086
Epoch 13, step 939, loss 0.000, test 0.086
Epoch 13, step 940, loss 0.011, test 0.086
Epoch 13, step 941, loss 0.061, test 0.086
Epoch 13, step 942, loss 0.006, test 0.086
Epoch 13, step 943, loss 0.676, test 0.087
Epoch 13, step 944, loss 0.072, test 0.087
Epoch 13, step 945, loss 0.005, test 0.087
Epoch 13, step 946, loss 0.015, test 0.087
Epoch 13, step 947, loss 0.032, test 0.087
Epoch 13, step 948, loss 0.173, test 0.087
Epoch 13, step 949, loss 0.077, test 0.087
Epoch 13, step 950, loss 0.006, test 0.087
Epoch 13, step 951, loss 0.346, test 0.087
Epoch 13, step 952, loss 0.105, test 0.087
Epoch 13, step 953, loss 0.010, test 0.087
Epoch 13, step 954, loss 0.028, test 0.087
Epoch 13, step 955, loss 0.871, test 0.087
Epoch 13, step 956, loss 0.003, test 0.087
Epoch 13, step 957, loss 0.093, test 0.087
Epoch 13, step 958, loss 0.190, test 0.087
Epoch 13, step 959, loss 0.000, test 0.087
Epoch 13, step 960, loss 0.002, test 0.087
Epoch 13, step 961, loss 0.000, test 0.087
Epoch 13, step 962, loss 0.004, test 0.087
Epoch 13, step 963, loss 0.060, test 0.087
Epoch 13, step 964, loss 0.019, test 0.087
Epoch 13, step 965, loss 0.060, test 0.087
Epoch 13, step 966, loss 0.017, test 0.087
Epoch 13, step 967, loss 0.178, test 0.087
Epoch 13, step 968, loss 0.015, test 0.087
Epoch 13, step 969, loss 0.057, test 0.086
Epoch 13, step 970, loss 0.003, test 0.086
Epoch 13, step 971, loss 0.136, test 0.086
Epoch 13, step 972, loss 0.043, test 0.086
Epoch 13, step 973, loss 0.202, test 0.087
Epoch 13, step 974, loss 0.069, test 0.087
Epoch 13, step 975, loss 0.318, test 0.087
Epoch 13, step 976, loss 0.002, test 0.087
Epoch 13, step 977, loss 0.023, test 0.087
Epoch 13, step 978, loss 0.003, test 0.087
Epoch 13, step 979, loss 0.387, test 0.087
Epoch 13, step 980, loss 0.109, test 0.087
Epoch 13, step 981, loss 0.090, test 0.087
Epoch 13, step 982, loss 0.088, test 0.087
Epoch 13, step 983, loss 0.015, test 0.087
Epoch 13, step 984, loss 0.088, test 0.087
Epoch 13, step 985, loss 0.507, test 0.087
Epoch 13, step 986, loss 0.001, test 0.087
Epoch 13, step 987, loss 0.107, test 0.087
Epoch 13, step 988, loss 0.005, test 0.087
Epoch 13, step 989, loss 0.001, test 0.087
Epoch 13, step 990, loss 0.871, test 0.087
Epoch 13, step 991, loss 0.001, test 0.087
Epoch 13, step 992, loss 0.026, test 0.087
Epoch 13, step 993, loss 0.158, test 0.087
Epoch 13, step 994, loss 0.600, test 0.087
Epoch 13, step 995, loss 0.017, test 0.087
Epoch 13, step 996, loss 0.162, test 0.087
Epoch 13, step 997, loss 0.041, test 0.087
Epoch 13, step 998, loss 0.278, test 0.087
Epoch 13, step 999, loss 0.016, test 0.087
Epoch 14, step 0, loss 0.151, test 0.086
Epoch 14, step 1, loss 0.143, test 0.086
Epoch 14, step 2, loss 0.041, test 0.086
Epoch 14, step 3, loss 0.001, test 0.086
Epoch 14, step 4, loss 0.714, test 0.086
Epoch 14, step 5, loss 0.002, test 0.087
Epoch 14, step 6, loss 0.103, test 0.087
Epoch 14, step 7, loss 0.164, test 0.088
Epoch 14, step 8, loss 0.011, test 0.088
Epoch 14, step 9, loss 0.022, test 0.088
Epoch 14, step 10, loss 0.118, test 0.088
Epoch 14, step 11, loss 0.074, test 0.088
Epoch 14, step 12, loss 0.106, test 0.088
Epoch 14, step 13, loss 0.013, test 0.088
Epoch 14, step 14, loss 0.048, test 0.088
Epoch 14, step 15, loss 0.042, test 0.088
Epoch 14, step 16, loss 0.007, test 0.088
Epoch 14, step 17, loss 0.065, test 0.088
Epoch 14, step 18, loss 0.011, test 0.088
Epoch 14, step 19, loss 0.060, test 0.088
Epoch 14, step 20, loss 0.489, test 0.087
Epoch 14, step 21, loss 0.326, test 0.087
Epoch 14, step 22, loss 0.323, test 0.088
Epoch 14, step 23, loss 0.011, test 0.088
Epoch 14, step 24, loss 0.003, test 0.088
Epoch 14, step 25, loss 0.168, test 0.088
Epoch 14, step 26, loss 0.003, test 0.088
Epoch 14, step 27, loss 0.129, test 0.087
Epoch 14, step 28, loss 0.011, test 0.087
Epoch 14, step 29, loss 0.595, test 0.087
Epoch 14, step 30, loss 0.062, test 0.087
Epoch 14, step 31, loss 0.319, test 0.087
Epoch 14, step 32, loss 0.114, test 0.087
Epoch 14, step 33, loss 0.066, test 0.087
Epoch 14, step 34, loss 0.004, test 0.087
Epoch 14, step 35, loss 0.002, test 0.087
Epoch 14, step 36, loss 0.152, test 0.087
Epoch 14, step 37, loss 0.310, test 0.087
Epoch 14, step 38, loss 0.029, test 0.087
Epoch 14, step 39, loss 0.228, test 0.087
Epoch 14, step 40, loss 0.001, test 0.087
Epoch 14, step 41, loss 0.024, test 0.087
Epoch 14, step 42, loss 0.096, test 0.086
Epoch 14, step 43, loss 0.010, test 0.086
Epoch 14, step 44, loss 0.129, test 0.086
Epoch 14, step 45, loss 0.012, test 0.086
Epoch 14, step 46, loss 0.033, test 0.086
Epoch 14, step 47, loss 0.017, test 0.086
Epoch 14, step 48, loss 0.269, test 0.086
Epoch 14, step 49, loss 0.190, test 0.087
Epoch 14, step 50, loss 0.004, test 0.087
Epoch 14, step 51, loss 0.007, test 0.087
Epoch 14, step 52, loss 0.225, test 0.087
Epoch 14, step 53, loss 0.000, test 0.087
Epoch 14, step 54, loss 0.019, test 0.087
Epoch 14, step 55, loss 0.237, test 0.087
Epoch 14, step 56, loss 0.249, test 0.087
Epoch 14, step 57, loss 0.191, test 0.087
Epoch 14, step 58, loss 0.129, test 0.088
Epoch 14, step 59, loss 0.006, test 0.088
Epoch 14, step 60, loss 0.040, test 0.088
Epoch 14, step 61, loss 0.011, test 0.088
Epoch 14, step 62, loss 0.318, test 0.087
Epoch 14, step 63, loss 0.286, test 0.087
Epoch 14, step 64, loss 0.002, test 0.087
Epoch 14, step 65, loss 0.003, test 0.087
Epoch 14, step 66, loss 0.000, test 0.087
Epoch 14, step 67, loss 0.128, test 0.087
Epoch 14, step 68, loss 0.230, test 0.086
Epoch 14, step 69, loss 0.181, test 0.085
Epoch 14, step 70, loss 0.213, test 0.085
Epoch 14, step 71, loss 0.004, test 0.085
Epoch 14, step 72, loss 0.401, test 0.085
Epoch 14, step 73, loss 0.136, test 0.085
Epoch 14, step 74, loss 0.140, test 0.085
Epoch 14, step 75, loss 0.000, test 0.085
Epoch 14, step 76, loss 0.173, test 0.085
Epoch 14, step 77, loss 0.149, test 0.085
Epoch 14, step 78, loss 0.002, test 0.085
Epoch 14, step 79, loss 0.048, test 0.085
Epoch 14, step 80, loss 0.080, test 0.085
Epoch 14, step 81, loss 0.070, test 0.085
Epoch 14, step 82, loss 0.005, test 0.085
Epoch 14, step 83, loss 0.079, test 0.085
Epoch 14, step 84, loss 0.010, test 0.085
Epoch 14, step 85, loss 0.014, test 0.085
Epoch 14, step 86, loss 0.606, test 0.085
Epoch 14, step 87, loss 0.107, test 0.085
Epoch 14, step 88, loss 0.219, test 0.085
Epoch 14, step 89, loss 0.042, test 0.085
Epoch 14, step 90, loss 0.011, test 0.085
Epoch 14, step 91, loss 0.344, test 0.085
Epoch 14, step 92, loss 0.041, test 0.085
Epoch 14, step 93, loss 0.139, test 0.086
Epoch 14, step 94, loss 0.249, test 0.086
Epoch 14, step 95, loss 0.167, test 0.086
Epoch 14, step 96, loss 0.169, test 0.086
Epoch 14, step 97, loss 0.000, test 0.086
Epoch 14, step 98, loss 0.021, test 0.086
Epoch 14, step 99, loss 0.289, test 0.086
Epoch 14, step 100, loss 0.061, test 0.086
Epoch 14, step 101, loss 0.068, test 0.086
Epoch 14, step 102, loss 0.045, test 0.086
Epoch 14, step 103, loss 0.023, test 0.086
Epoch 14, step 104, loss 0.011, test 0.086
Epoch 14, step 105, loss 0.044, test 0.086
Epoch 14, step 106, loss 0.174, test 0.086
Epoch 14, step 107, loss 0.070, test 0.086
Epoch 14, step 108, loss 0.001, test 0.086
Epoch 14, step 109, loss 0.038, test 0.086
Epoch 14, step 110, loss 0.868, test 0.086
Epoch 14, step 111, loss 0.049, test 0.086
Epoch 14, step 112, loss 0.021, test 0.086
Epoch 14, step 113, loss 0.001, test 0.086
Epoch 14, step 114, loss 0.230, test 0.086
Epoch 14, step 115, loss 0.039, test 0.086
Epoch 14, step 116, loss 0.005, test 0.086
Epoch 14, step 117, loss 0.014, test 0.086
Epoch 14, step 118, loss 0.717, test 0.086
Epoch 14, step 119, loss 0.532, test 0.087
Epoch 14, step 120, loss 0.108, test 0.087
Epoch 14, step 121, loss 0.014, test 0.087
Epoch 14, step 122, loss 0.007, test 0.087
Epoch 14, step 123, loss 0.265, test 0.087
Epoch 14, step 124, loss 0.074, test 0.087
Epoch 14, step 125, loss 0.034, test 0.087
Epoch 14, step 126, loss 0.003, test 0.087
Epoch 14, step 127, loss 0.070, test 0.087
Epoch 14, step 128, loss 0.108, test 0.087
Epoch 14, step 129, loss 0.000, test 0.087
Epoch 14, step 130, loss 0.036, test 0.087
Epoch 14, step 131, loss 0.259, test 0.087
Epoch 14, step 132, loss 0.029, test 0.087
Epoch 14, step 133, loss 0.062, test 0.087
Epoch 14, step 134, loss 0.035, test 0.087
Epoch 14, step 135, loss 0.029, test 0.087
Epoch 14, step 136, loss 0.003, test 0.087
Epoch 14, step 137, loss 0.004, test 0.087
Epoch 14, step 138, loss 0.145, test 0.087
Epoch 14, step 139, loss 0.030, test 0.087
Epoch 14, step 140, loss 0.575, test 0.087
Epoch 14, step 141, loss 0.001, test 0.087
Epoch 14, step 142, loss 0.015, test 0.087
Epoch 14, step 143, loss 0.018, test 0.087
Epoch 14, step 144, loss 0.013, test 0.087
Epoch 14, step 145, loss 0.049, test 0.087
Epoch 14, step 146, loss 0.250, test 0.087
Epoch 14, step 147, loss 0.018, test 0.087
Epoch 14, step 148, loss 0.085, test 0.087
Epoch 14, step 149, loss 0.002, test 0.087
Epoch 14, step 150, loss 0.071, test 0.087
Epoch 14, step 151, loss 0.063, test 0.087
Epoch 14, step 152, loss 0.291, test 0.086
Epoch 14, step 153, loss 0.378, test 0.086
Epoch 14, step 154, loss 0.012, test 0.086
Epoch 14, step 155, loss 0.004, test 0.086
Epoch 14, step 156, loss 0.029, test 0.086
Epoch 14, step 157, loss 0.224, test 0.086
Epoch 14, step 158, loss 0.041, test 0.086
Epoch 14, step 159, loss 0.004, test 0.086
Epoch 14, step 160, loss 0.250, test 0.086
Epoch 14, step 161, loss 0.107, test 0.086
Epoch 14, step 162, loss 0.077, test 0.086
Epoch 14, step 163, loss 0.003, test 0.086
Epoch 14, step 164, loss 0.015, test 0.086
Epoch 14, step 165, loss 0.134, test 0.086
Epoch 14, step 166, loss 0.358, test 0.085
Epoch 14, step 167, loss 0.008, test 0.084
Epoch 14, step 168, loss 0.014, test 0.084
Epoch 14, step 169, loss 0.157, test 0.084
Epoch 14, step 170, loss 0.010, test 0.084
Epoch 14, step 171, loss 0.019, test 0.084
Epoch 14, step 172, loss 0.009, test 0.084
Epoch 14, step 173, loss 0.084, test 0.084
Epoch 14, step 174, loss 0.000, test 0.084
Epoch 14, step 175, loss 0.010, test 0.084
Epoch 14, step 176, loss 0.062, test 0.084
Epoch 14, step 177, loss 0.055, test 0.084
Epoch 14, step 178, loss 0.045, test 0.084
Epoch 14, step 179, loss 0.040, test 0.084
Epoch 14, step 180, loss 0.006, test 0.084
Epoch 14, step 181, loss 0.106, test 0.085
Epoch 14, step 182, loss 0.006, test 0.085
Epoch 14, step 183, loss 0.038, test 0.085
Epoch 14, step 184, loss 0.118, test 0.084
Epoch 14, step 185, loss 0.064, test 0.085
Epoch 14, step 186, loss 0.002, test 0.085
Epoch 14, step 187, loss 0.007, test 0.085
Epoch 14, step 188, loss 0.062, test 0.085
Epoch 14, step 189, loss 0.226, test 0.085
Epoch 14, step 190, loss 1.180, test 0.085
Epoch 14, step 191, loss 0.017, test 0.085
Epoch 14, step 192, loss 0.273, test 0.085
Epoch 14, step 193, loss 0.024, test 0.085
Epoch 14, step 194, loss 0.012, test 0.085
Epoch 14, step 195, loss 0.011, test 0.085
Epoch 14, step 196, loss 0.281, test 0.085
Epoch 14, step 197, loss 0.027, test 0.085
Epoch 14, step 198, loss 0.008, test 0.085
Epoch 14, step 199, loss 0.051, test 0.085
Epoch 14, step 200, loss 0.045, test 0.085
Epoch 14, step 201, loss 0.006, test 0.085
Epoch 14, step 202, loss 0.164, test 0.085
Epoch 14, step 203, loss 0.011, test 0.085
Epoch 14, step 204, loss 0.099, test 0.085
Epoch 14, step 205, loss 0.012, test 0.085
Epoch 14, step 206, loss 0.091, test 0.085
Epoch 14, step 207, loss 0.000, test 0.085
Epoch 14, step 208, loss 0.022, test 0.085
Epoch 14, step 209, loss 0.006, test 0.085
Epoch 14, step 210, loss 0.001, test 0.085
Epoch 14, step 211, loss 0.250, test 0.085
Epoch 14, step 212, loss 0.068, test 0.085
Epoch 14, step 213, loss 0.086, test 0.085
Epoch 14, step 214, loss 0.086, test 0.085
Epoch 14, step 215, loss 0.255, test 0.085
Epoch 14, step 216, loss 0.140, test 0.085
Epoch 14, step 217, loss 0.151, test 0.085
Epoch 14, step 218, loss 0.010, test 0.085
Epoch 14, step 219, loss 0.194, test 0.085
Epoch 14, step 220, loss 0.120, test 0.085
Epoch 14, step 221, loss 0.001, test 0.085
Epoch 14, step 222, loss 0.246, test 0.085
Epoch 14, step 223, loss 0.001, test 0.085
Epoch 14, step 224, loss 0.146, test 0.085
Epoch 14, step 225, loss 0.000, test 0.085
Epoch 14, step 226, loss 0.046, test 0.085
Epoch 14, step 227, loss 0.342, test 0.085
Epoch 14, step 228, loss 0.058, test 0.085
Epoch 14, step 229, loss 0.044, test 0.085
Epoch 14, step 230, loss 0.007, test 0.085
Epoch 14, step 231, loss 0.003, test 0.085
Epoch 14, step 232, loss 0.016, test 0.085
Epoch 14, step 233, loss 0.001, test 0.085
Epoch 14, step 234, loss 0.056, test 0.085
Epoch 14, step 235, loss 0.001, test 0.085
Epoch 14, step 236, loss 0.164, test 0.085
Epoch 14, step 237, loss 0.500, test 0.085
Epoch 14, step 238, loss 0.290, test 0.085
Epoch 14, step 239, loss 0.001, test 0.085
Epoch 14, step 240, loss 0.133, test 0.085
Epoch 14, step 241, loss 0.226, test 0.085
Epoch 14, step 242, loss 0.062, test 0.085
Epoch 14, step 243, loss 0.062, test 0.085
Epoch 14, step 244, loss 0.667, test 0.085
Epoch 14, step 245, loss 0.012, test 0.085
Epoch 14, step 246, loss 0.000, test 0.085
Epoch 14, step 247, loss 0.129, test 0.085
Epoch 14, step 248, loss 0.251, test 0.085
Epoch 14, step 249, loss 0.204, test 0.085
Epoch 14, step 250, loss 0.060, test 0.085
Epoch 14, step 251, loss 0.113, test 0.085
Epoch 14, step 252, loss 0.001, test 0.085
Epoch 14, step 253, loss 0.038, test 0.085
Epoch 14, step 254, loss 0.470, test 0.085
Epoch 14, step 255, loss 0.001, test 0.085
Epoch 14, step 256, loss 0.046, test 0.085
Epoch 14, step 257, loss 0.599, test 0.085
Epoch 14, step 258, loss 0.314, test 0.085
Epoch 14, step 259, loss 0.014, test 0.085
Epoch 14, step 260, loss 0.174, test 0.085
Epoch 14, step 261, loss 0.087, test 0.085
Epoch 14, step 262, loss 0.878, test 0.085

Epoch 14, step 263, loss 0.026, test 0.085
Epoch 14, step 264, loss 0.004, test 0.085
Epoch 14, step 265, loss 0.257, test 0.085
Epoch 14, step 266, loss 0.014, test 0.085
Epoch 14, step 267, loss 0.037, test 0.085
Epoch 14, step 268, loss 0.103, test 0.085
Epoch 14, step 269, loss 0.002, test 0.085
Epoch 14, step 270, loss 0.014, test 0.085
Epoch 14, step 271, loss 0.151, test 0.085
Epoch 14, step 272, loss 0.143, test 0.085
Epoch 14, step 273, loss 0.003, test 0.086
Epoch 14, step 274, loss 0.289, test 0.086
Epoch 14, step 275, loss 0.012, test 0.086
Epoch 14, step 276, loss 0.095, test 0.086
Epoch 14, step 277, loss 0.148, test 0.086
Epoch 14, step 278, loss 0.057, test 0.086
Epoch 14, step 279, loss 0.067, test 0.086
Epoch 14, step 280, loss 0.014, test 0.086
Epoch 14, step 281, loss 0.017, test 0.086
Epoch 14, step 282, loss 0.213, test 0.086
Epoch 14, step 283, loss 0.351, test 0.086
Epoch 14, step 284, loss 0.003, test 0.086
Epoch 14, step 285, loss 0.017, test 0.086
Epoch 14, step 286, loss 0.158, test 0.086
Epoch 14, step 287, loss 0.067, test 0.086
Epoch 14, step 288, loss 0.106, test 0.086
Epoch 14, step 289, loss 0.215, test 0.087
Epoch 14, step 290, loss 0.000, test 0.087
Epoch 14, step 291, loss 0.807, test 0.087
Epoch 14, step 292, loss 0.181, test 0.087
Epoch 14, step 293, loss 0.172, test 0.087
Epoch 14, step 294, loss 0.208, test 0.087
Epoch 14, step 295, loss 0.015, test 0.087
Epoch 14, step 296, loss 0.042, test 0.087
Epoch 14, step 297, loss 0.003, test 0.087
Epoch 14, step 298, loss 0.024, test 0.087
Epoch 14, step 299, loss 0.040, test 0.087
Epoch 14, step 300, loss 0.087, test 0.087
Epoch 14, step 301, loss 0.007, test 0.087
Epoch 14, step 302, loss 0.174, test 0.087
Epoch 14, step 303, loss 0.163, test 0.087
Epoch 14, step 304, loss 0.247, test 0.087
Epoch 14, step 305, loss 0.031, test 0.087
Epoch 14, step 306, loss 0.199, test 0.087
Epoch 14, step 307, loss 0.008, test 0.087
Epoch 14, step 308, loss 0.064, test 0.087
Epoch 14, step 309, loss 0.025, test 0.087
Epoch 14, step 310, loss 0.021, test 0.087
Epoch 14, step 311, loss 0.000, test 0.087
Epoch 14, step 312, loss 0.030, test 0.087
Epoch 14, step 313, loss 0.031, test 0.087
Epoch 14, step 314, loss 0.053, test 0.087
Epoch 14, step 315, loss 0.141, test 0.087
Epoch 14, step 316, loss 0.036, test 0.087
Epoch 14, step 317, loss 0.002, test 0.087
Epoch 14, step 318, loss 0.078, test 0.087
Epoch 14, step 319, loss 0.006, test 0.087
Epoch 14, step 320, loss 0.001, test 0.087
Epoch 14, step 321, loss 0.043, test 0.087
Epoch 14, step 322, loss 0.006, test 0.087
Epoch 14, step 323, loss 0.048, test 0.087
Epoch 14, step 324, loss 0.201, test 0.087
Epoch 14, step 325, loss 0.058, test 0.087
Epoch 14, step 326, loss 0.003, test 0.087
Epoch 14, step 327, loss 0.032, test 0.087
Epoch 14, step 328, loss 0.007, test 0.087
Epoch 14, step 329, loss 0.036, test 0.087
Epoch 14, step 330, loss 0.017, test 0.087
Epoch 14, step 331, loss 0.087, test 0.087
Epoch 14, step 332, loss 0.530, test 0.087
Epoch 14, step 333, loss 0.055, test 0.087
Epoch 14, step 334, loss 0.011, test 0.087
Epoch 14, step 335, loss 0.350, test 0.087
Epoch 14, step 336, loss 0.104, test 0.087
Epoch 14, step 337, loss 0.051, test 0.087
Epoch 14, step 338, loss 0.007, test 0.087
Epoch 14, step 339, loss 0.026, test 0.087
Epoch 14, step 340, loss 0.260, test 0.087
Epoch 14, step 341, loss 0.119, test 0.087
Epoch 14, step 342, loss 0.018, test 0.087
Epoch 14, step 343, loss 0.155, test 0.087
Epoch 14, step 344, loss 0.018, test 0.087
Epoch 14, step 345, loss 0.034, test 0.087
Epoch 14, step 346, loss 0.143, test 0.087
Epoch 14, step 347, loss 0.545, test 0.087
Epoch 14, step 348, loss 0.264, test 0.087
Epoch 14, step 349, loss 0.006, test 0.087
Epoch 14, step 350, loss 0.031, test 0.087
Epoch 14, step 351, loss 0.024, test 0.087
Epoch 14, step 352, loss 0.030, test 0.086
Epoch 14, step 353, loss 0.134, test 0.086
Epoch 14, step 354, loss 0.011, test 0.086
Epoch 14, step 355, loss 0.043, test 0.086
Epoch 14, step 356, loss 1.488, test 0.086
Epoch 14, step 357, loss 0.059, test 0.086
Epoch 14, step 358, loss 0.178, test 0.086
Epoch 14, step 359, loss 0.000, test 0.086
Epoch 14, step 360, loss 0.000, test 0.086
Epoch 14, step 361, loss 0.268, test 0.086
Epoch 14, step 362, loss 0.000, test 0.086
Epoch 14, step 363, loss 0.007, test 0.086
Epoch 14, step 364, loss 0.286, test 0.086
Epoch 14, step 365, loss 0.006, test 0.086
Epoch 14, step 366, loss 0.546, test 0.086
Epoch 14, step 367, loss 0.268, test 0.086
Epoch 14, step 368, loss 0.020, test 0.086
Epoch 14, step 369, loss 0.007, test 0.086
Epoch 14, step 370, loss 0.006, test 0.086
Epoch 14, step 371, loss 0.027, test 0.086
Epoch 14, step 372, loss 0.087, test 0.086
Epoch 14, step 373, loss 0.002, test 0.086
Epoch 14, step 374, loss 0.018, test 0.086
Epoch 14, step 375, loss 0.188, test 0.086
Epoch 14, step 376, loss 0.108, test 0.086
Epoch 14, step 377, loss 0.259, test 0.086
Epoch 14, step 378, loss 0.000, test 0.086
Epoch 14, step 379, loss 0.031, test 0.086
Epoch 14, step 380, loss 0.001, test 0.086
Epoch 14, step 381, loss 0.239, test 0.086
Epoch 14, step 382, loss 0.009, test 0.086
Epoch 14, step 383, loss 0.016, test 0.086
Epoch 14, step 384, loss 0.068, test 0.086
Epoch 14, step 385, loss 0.005, test 0.086
Epoch 14, step 386, loss 0.028, test 0.086
Epoch 14, step 387, loss 0.277, test 0.086
Epoch 14, step 388, loss 0.028, test 0.086
Epoch 14, step 389, loss 0.103, test 0.086
Epoch 14, step 390, loss 0.009, test 0.086
Epoch 14, step 391, loss 0.000, test 0.086
Epoch 14, step 392, loss 0.301, test 0.087
Epoch 14, step 393, loss 0.000, test 0.087
Epoch 14, step 394, loss 0.154, test 0.087
Epoch 14, step 395, loss 0.227, test 0.087
Epoch 14, step 396, loss 0.026, test 0.087
Epoch 14, step 397, loss 0.026, test 0.087
Epoch 14, step 398, loss 0.044, test 0.087
Epoch 14, step 399, loss 0.107, test 0.087
Epoch 14, step 400, loss 0.042, test 0.087
Epoch 14, step 401, loss 0.011, test 0.087
Epoch 14, step 402, loss 0.080, test 0.087
Epoch 14, step 403, loss 0.117, test 0.087
Epoch 14, step 404, loss 0.020, test 0.087
Epoch 14, step 405, loss 0.056, test 0.087
Epoch 14, step 406, loss 0.134, test 0.087
Epoch 14, step 407, loss 0.001, test 0.087
Epoch 14, step 408, loss 0.692, test 0.087
Epoch 14, step 409, loss 0.082, test 0.087
Epoch 14, step 410, loss 0.232, test 0.087
Epoch 14, step 411, loss 0.074, test 0.087
Epoch 14, step 412, loss 0.018, test 0.087
Epoch 14, step 413, loss 0.009, test 0.087
Epoch 14, step 414, loss 0.005, test 0.087
Epoch 14, step 415, loss 0.129, test 0.086
Epoch 14, step 416, loss 0.052, test 0.087
Epoch 14, step 417, loss 0.448, test 0.087
Epoch 14, step 418, loss 0.038, test 0.087
Epoch 14, step 419, loss 0.110, test 0.087
Epoch 14, step 420, loss 0.393, test 0.087
Epoch 14, step 421, loss 0.013, test 0.087
Epoch 14, step 422, loss 0.878, test 0.087
Epoch 14, step 423, loss 0.238, test 0.087
Epoch 14, step 424, loss 0.101, test 0.087
Epoch 14, step 425, loss 0.134, test 0.087
Epoch 14, step 426, loss 0.143, test 0.086
Epoch 14, step 427, loss 0.100, test 0.086
Epoch 14, step 428, loss 0.023, test 0.086
Epoch 14, step 429, loss 0.068, test 0.086
Epoch 14, step 430, loss 0.061, test 0.086
Epoch 14, step 431, loss 0.493, test 0.086
Epoch 14, step 432, loss 0.057, test 0.086
Epoch 14, step 433, loss 0.102, test 0.087
Epoch 14, step 434, loss 0.074, test 0.086
Epoch 14, step 435, loss 0.007, test 0.086
Epoch 14, step 436, loss 0.089, test 0.086
Epoch 14, step 437, loss 0.055, test 0.086
Epoch 14, step 438, loss 0.020, test 0.086
Epoch 14, step 439, loss 0.197, test 0.087
Epoch 14, step 440, loss 0.013, test 0.086
Epoch 14, step 441, loss 0.037, test 0.087
Epoch 14, step 442, loss 0.060, test 0.087
Epoch 14, step 443, loss 0.003, test 0.087
Epoch 14, step 444, loss 0.038, test 0.087
Epoch 14, step 445, loss 0.008, test 0.087
Epoch 14, step 446, loss 0.013, test 0.087
Epoch 14, step 447, loss 0.002, test 0.087
Epoch 14, step 448, loss 0.015, test 0.087
Epoch 14, step 449, loss 0.423, test 0.087
Epoch 14, step 450, loss 0.055, test 0.087
Epoch 14, step 451, loss 0.015, test 0.087
Epoch 14, step 452, loss 0.017, test 0.087
Epoch 14, step 453, loss 0.091, test 0.087
Epoch 14, step 454, loss 0.154, test 0.086
Epoch 14, step 455, loss 0.483, test 0.086
Epoch 14, step 456, loss 0.188, test 0.086
Epoch 14, step 457, loss 0.247, test 0.086
Epoch 14, step 458, loss 0.073, test 0.086
Epoch 14, step 459, loss 0.115, test 0.086
Epoch 14, step 460, loss 0.025, test 0.086
Epoch 14, step 461, loss 0.110, test 0.086
Epoch 14, step 462, loss 0.034, test 0.086
Epoch 14, step 463, loss 0.073, test 0.086
Epoch 14, step 464, loss 0.015, test 0.086
Epoch 14, step 465, loss 0.019, test 0.086
Epoch 14, step 466, loss 0.183, test 0.086
Epoch 14, step 467, loss 0.272, test 0.086
Epoch 14, step 468, loss 0.027, test 0.086
Epoch 14, step 469, loss 0.170, test 0.086
Epoch 14, step 470, loss 0.526, test 0.086
Epoch 14, step 471, loss 0.145, test 0.086
Epoch 14, step 472, loss 0.012, test 0.086
Epoch 14, step 473, loss 0.424, test 0.086
Epoch 14, step 474, loss 0.010, test 0.086
Epoch 14, step 475, loss 0.002, test 0.086
Epoch 14, step 476, loss 0.063, test 0.086
Epoch 14, step 477, loss 0.013, test 0.086
Epoch 14, step 478, loss 0.379, test 0.086
Epoch 14, step 479, loss 0.020, test 0.086
Epoch 14, step 480, loss 0.263, test 0.086
Epoch 14, step 481, loss 0.346, test 0.086
Epoch 14, step 482, loss 0.000, test 0.086
Epoch 14, step 483, loss 0.001, test 0.086
Epoch 14, step 484, loss 0.110, test 0.086
Epoch 14, step 485, loss 0.001, test 0.086
Epoch 14, step 486, loss 0.325, test 0.086
Epoch 14, step 487, loss 0.005, test 0.086
Epoch 14, step 488, loss 0.281, test 0.086
Epoch 14, step 489, loss 0.004, test 0.086
Epoch 14, step 490, loss 0.099, test 0.086
Epoch 14, step 491, loss 0.201, test 0.085
Epoch 14, step 492, loss 0.001, test 0.085
Epoch 14, step 493, loss 0.344, test 0.085
Epoch 14, step 494, loss 0.001, test 0.085
Epoch 14, step 495, loss 0.140, test 0.085
Epoch 14, step 496, loss 0.140, test 0.085
Epoch 14, step 497, loss 0.000, test 0.085
Epoch 14, step 498, loss 0.043, test 0.085
Epoch 14, step 499, loss 0.070, test 0.085
Epoch 14, step 500, loss 0.046, test 0.085
Epoch 14, step 501, loss 0.020, test 0.085
Epoch 14, step 502, loss 0.041, test 0.085
Epoch 14, step 503, loss 0.031, test 0.085
Epoch 14, step 504, loss 0.003, test 0.085
Epoch 14, step 505, loss 0.005, test 0.085
Epoch 14, step 506, loss 0.531, test 0.085
Epoch 14, step 507, loss 0.691, test 0.085
Epoch 14, step 508, loss 0.090, test 0.085
Epoch 14, step 509, loss 0.055, test 0.085
Epoch 14, step 510, loss 0.028, test 0.085
Epoch 14, step 511, loss 0.061, test 0.085
Epoch 14, step 512, loss 0.000, test 0.085
Epoch 14, step 513, loss 0.077, test 0.085
Epoch 14, step 514, loss 0.000, test 0.085
Epoch 14, step 515, loss 0.020, test 0.085
Epoch 14, step 516, loss 0.205, test 0.085
Epoch 14, step 517, loss 0.019, test 0.085
Epoch 14, step 518, loss 0.001, test 0.085
Epoch 14, step 519, loss 0.201, test 0.085
Epoch 14, step 520, loss 0.052, test 0.085
Epoch 14, step 521, loss 0.013, test 0.085
Epoch 14, step 522, loss 0.328, test 0.085
Epoch 14, step 523, loss 0.068, test 0.085
Epoch 14, step 524, loss 0.162, test 0.085
Epoch 14, step 525, loss 0.060, test 0.085
Epoch 14, step 526, loss 0.008, test 0.085
Epoch 14, step 527, loss 0.002, test 0.085
Epoch 14, step 528, loss 0.016, test 0.085
Epoch 14, step 529, loss 0.000, test 0.085
Epoch 14, step 530, loss 0.277, test 0.085
Epoch 14, step 531, loss 0.038, test 0.085
Epoch 14, step 532, loss 0.104, test 0.085
Epoch 14, step 533, loss 0.305, test 0.085
Epoch 14, step 534, loss 0.026, test 0.085
Epoch 14, step 535, loss 0.011, test 0.085
Epoch 14, step 536, loss 0.131, test 0.086
Epoch 14, step 537, loss 0.017, test 0.086
Epoch 14, step 538, loss 1.096, test 0.086
Epoch 14, step 539, loss 0.281, test 0.086
Epoch 14, step 540, loss 0.226, test 0.086
Epoch 14, step 541, loss 0.079, test 0.086
Epoch 14, step 542, loss 0.145, test 0.086
Epoch 14, step 543, loss 0.038, test 0.086
Epoch 14, step 544, loss 0.011, test 0.086
Epoch 14, step 545, loss 0.024, test 0.086
Epoch 14, step 546, loss 0.045, test 0.086
Epoch 14, step 547, loss 0.409, test 0.086
Epoch 14, step 548, loss 0.007, test 0.086
Epoch 14, step 549, loss 0.313, test 0.086
Epoch 14, step 550, loss 0.028, test 0.086
Epoch 14, step 551, loss 0.292, test 0.086
Epoch 14, step 552, loss 0.011, test 0.086
Epoch 14, step 553, loss 0.119, test 0.086
Epoch 14, step 554, loss 0.002, test 0.086
Epoch 14, step 555, loss 0.005, test 0.086
Epoch 14, step 556, loss 0.003, test 0.086
Epoch 14, step 557, loss 0.025, test 0.086
Epoch 14, step 558, loss 0.251, test 0.086
Epoch 14, step 559, loss 0.255, test 0.086
Epoch 14, step 560, loss 0.021, test 0.086
Epoch 14, step 561, loss 0.001, test 0.086
Epoch 14, step 562, loss 0.070, test 0.086
Epoch 14, step 563, loss 0.113, test 0.086
Epoch 14, step 564, loss 0.009, test 0.086
Epoch 14, step 565, loss 0.344, test 0.086
Epoch 14, step 566, loss 0.007, test 0.086
Epoch 14, step 567, loss 0.026, test 0.086
Epoch 14, step 568, loss 0.047, test 0.086
Epoch 14, step 569, loss 0.002, test 0.086
Epoch 14, step 570, loss 0.110, test 0.086
Epoch 14, step 571, loss 0.126, test 0.086
Epoch 14, step 572, loss 0.333, test 0.087
Epoch 14, step 573, loss 0.517, test 0.087
Epoch 14, step 574, loss 0.060, test 0.087
Epoch 14, step 575, loss 0.071, test 0.087
Epoch 14, step 576, loss 0.002, test 0.087
Epoch 14, step 577, loss 0.086, test 0.087
Epoch 14, step 578, loss 0.003, test 0.087
Epoch 14, step 579, loss 0.185, test 0.087
Epoch 14, step 580, loss 0.115, test 0.086
Epoch 14, step 581, loss 0.000, test 0.086
Epoch 14, step 582, loss 0.091, test 0.086
Epoch 14, step 583, loss 0.193, test 0.086
Epoch 14, step 584, loss 0.010, test 0.086
Epoch 14, step 585, loss 0.112, test 0.086
Epoch 14, step 586, loss 0.004, test 0.086
Epoch 14, step 587, loss 0.211, test 0.086
Epoch 14, step 588, loss 0.083, test 0.086
Epoch 14, step 589, loss 0.292, test 0.086
Epoch 14, step 590, loss 0.207, test 0.086
Epoch 14, step 591, loss 0.020, test 0.086
Epoch 14, step 592, loss 0.069, test 0.086
Epoch 14, step 593, loss 0.200, test 0.087
Epoch 14, step 594, loss 0.146, test 0.086
Epoch 14, step 595, loss 0.001, test 0.086
Epoch 14, step 596, loss 0.486, test 0.086
Epoch 14, step 597, loss 0.105, test 0.086
Epoch 14, step 598, loss 0.013, test 0.086
Epoch 14, step 599, loss 0.144, test 0.086
Epoch 14, step 600, loss 0.006, test 0.086
Epoch 14, step 601, loss 0.003, test 0.086
Epoch 14, step 602, loss 0.003, test 0.086
Epoch 14, step 603, loss 0.049, test 0.086
Epoch 14, step 604, loss 0.355, test 0.086
Epoch 14, step 605, loss 0.140, test 0.086
Epoch 14, step 606, loss 0.167, test 0.087
Epoch 14, step 607, loss 0.478, test 0.088
Epoch 14, step 608, loss 0.123, test 0.088
Epoch 14, step 609, loss 0.028, test 0.088
Epoch 14, step 610, loss 0.005, test 0.088
Epoch 14, step 611, loss 0.001, test 0.088
Epoch 14, step 612, loss 0.103, test 0.088
Epoch 14, step 613, loss 0.007, test 0.088
Epoch 14, step 614, loss 0.297, test 0.088
Epoch 14, step 615, loss 0.006, test 0.088
Epoch 14, step 616, loss 0.016, test 0.088
Epoch 14, step 617, loss 0.425, test 0.088
Epoch 14, step 618, loss 0.009, test 0.088
Epoch 14, step 619, loss 0.062, test 0.088
Epoch 14, step 620, loss 0.013, test 0.088
Epoch 14, step 621, loss 0.033, test 0.088
Epoch 14, step 622, loss 0.035, test 0.088
Epoch 14, step 623, loss 0.486, test 0.088
Epoch 14, step 624, loss 0.020, test 0.088
Epoch 14, step 625, loss 0.148, test 0.088
Epoch 14, step 626, loss 0.004, test 0.088
Epoch 14, step 627, loss 0.144, test 0.088
Epoch 14, step 628, loss 0.077, test 0.088
Epoch 14, step 629, loss 0.121, test 0.088
Epoch 14, step 630, loss 0.032, test 0.088
Epoch 14, step 631, loss 0.026, test 0.088
Epoch 14, step 632, loss 0.002, test 0.088
Epoch 14, step 633, loss 0.013, test 0.088
Epoch 14, step 634, loss 0.366, test 0.088
Epoch 14, step 635, loss 0.074, test 0.087
Epoch 14, step 636, loss 0.103, test 0.087
Epoch 14, step 637, loss 0.023, test 0.087
Epoch 14, step 638, loss 0.049, test 0.087
Epoch 14, step 639, loss 0.692, test 0.087
Epoch 14, step 640, loss 0.305, test 0.087
Epoch 14, step 641, loss 0.001, test 0.087
Epoch 14, step 642, loss 0.003, test 0.087
Epoch 14, step 643, loss 0.068, test 0.087
Epoch 14, step 644, loss 0.001, test 0.087
Epoch 14, step 645, loss 0.004, test 0.087
Epoch 14, step 646, loss 0.132, test 0.087
Epoch 14, step 647, loss 0.024, test 0.087
Epoch 14, step 648, loss 0.017, test 0.087
Epoch 14, step 649, loss 0.093, test 0.087
Epoch 14, step 650, loss 0.004, test 0.087
Epoch 14, step 651, loss 0.159, test 0.087
Epoch 14, step 652, loss 0.005, test 0.088
Epoch 14, step 653, loss 0.104, test 0.088
Epoch 14, step 654, loss 0.470, test 0.088
Epoch 14, step 655, loss 0.022, test 0.088
Epoch 14, step 656, loss 0.293, test 0.088
Epoch 14, step 657, loss 0.519, test 0.088
Epoch 14, step 658, loss 0.016, test 0.087
Epoch 14, step 659, loss 0.130, test 0.087
Epoch 14, step 660, loss 0.474, test 0.087
Epoch 14, step 661, loss 0.002, test 0.087
Epoch 14, step 662, loss 0.162, test 0.087
Epoch 14, step 663, loss 0.090, test 0.087
Epoch 14, step 664, loss 0.020, test 0.087
Epoch 14, step 665, loss 0.013, test 0.087
Epoch 14, step 666, loss 0.031, test 0.087
Epoch 14, step 667, loss 0.232, test 0.087
Epoch 14, step 668, loss 0.147, test 0.087
Epoch 14, step 669, loss 0.006, test 0.087
Epoch 14, step 670, loss 0.081, test 0.087
Epoch 14, step 671, loss 0.046, test 0.087
Epoch 14, step 672, loss 0.184, test 0.087
Epoch 14, step 673, loss 0.035, test 0.087
Epoch 14, step 674, loss 0.146, test 0.087
Epoch 14, step 675, loss 0.028, test 0.087
Epoch 14, step 676, loss 0.104, test 0.087
Epoch 14, step 677, loss 0.000, test 0.087
Epoch 14, step 678, loss 0.433, test 0.087
Epoch 14, step 679, loss 0.000, test 0.087
Epoch 14, step 680, loss 0.022, test 0.087
Epoch 14, step 681, loss 0.285, test 0.087
Epoch 14, step 682, loss 0.162, test 0.087
Epoch 14, step 683, loss 0.000, test 0.087
Epoch 14, step 684, loss 0.017, test 0.087
Epoch 14, step 685, loss 0.266, test 0.087
Epoch 14, step 686, loss 0.068, test 0.087
Epoch 14, step 687, loss 0.226, test 0.087
Epoch 14, step 688, loss 0.011, test 0.087
Epoch 14, step 689, loss 0.603, test 0.087
Epoch 14, step 690, loss 0.061, test 0.087
Epoch 14, step 691, loss 0.000, test 0.087
Epoch 14, step 692, loss 0.015, test 0.087
Epoch 14, step 693, loss 0.231, test 0.087
Epoch 14, step 694, loss 0.024, test 0.087
Epoch 14, step 695, loss 0.000, test 0.087
Epoch 14, step 696, loss 0.139, test 0.087
Epoch 14, step 697, loss 0.001, test 0.087
Epoch 14, step 698, loss 0.195, test 0.087
Epoch 14, step 699, loss 0.104, test 0.087
Epoch 14, step 700, loss 0.010, test 0.087
Epoch 14, step 701, loss 0.018, test 0.087
Epoch 14, step 702, loss 0.018, test 0.087
Epoch 14, step 703, loss 0.146, test 0.087
Epoch 14, step 704, loss 0.045, test 0.087
Epoch 14, step 705, loss 0.046, test 0.087
Epoch 14, step 706, loss 0.027, test 0.087
Epoch 14, step 707, loss 0.006, test 0.087
Epoch 14, step 708, loss 0.160, test 0.087
Epoch 14, step 709, loss 0.145, test 0.087
Epoch 14, step 710, loss 0.002, test 0.087
Epoch 14, step 711, loss 0.198, test 0.087
Epoch 14, step 712, loss 0.128, test 0.087
Epoch 14, step 713, loss 0.244, test 0.087
Epoch 14, step 714, loss 0.089, test 0.087
Epoch 14, step 715, loss 0.080, test 0.087
Epoch 14, step 716, loss 0.063, test 0.087
Epoch 14, step 717, loss 0.014, test 0.087
Epoch 14, step 718, loss 0.000, test 0.087
Epoch 14, step 719, loss 0.007, test 0.087
Epoch 14, step 720, loss 0.137, test 0.088
Epoch 14, step 721, loss 0.027, test 0.088
Epoch 14, step 722, loss 0.008, test 0.088
Epoch 14, step 723, loss 0.049, test 0.088
Epoch 14, step 724, loss 0.035, test 0.088
Epoch 14, step 725, loss 0.006, test 0.088
Epoch 14, step 726, loss 0.061, test 0.088
Epoch 14, step 727, loss 0.084, test 0.088
Epoch 14, step 728, loss 0.227, test 0.088
Epoch 14, step 729, loss 0.057, test 0.088
Epoch 14, step 730, loss 0.010, test 0.088
Epoch 14, step 731, loss 0.000, test 0.088
Epoch 14, step 732, loss 0.115, test 0.088
Epoch 14, step 733, loss 0.575, test 0.089
Epoch 14, step 734, loss 0.103, test 0.089
Epoch 14, step 735, loss 0.280, test 0.090
Epoch 14, step 736, loss 0.042, test 0.090
Epoch 14, step 737, loss 0.385, test 0.090
Epoch 14, step 738, loss 0.272, test 0.089
Epoch 14, step 739, loss 0.001, test 0.089
Epoch 14, step 740, loss 0.179, test 0.089
Epoch 14, step 741, loss 0.007, test 0.089
Epoch 14, step 742, loss 0.002, test 0.089
Epoch 14, step 743, loss 0.269, test 0.089
Epoch 14, step 744, loss 0.042, test 0.089
Epoch 14, step 745, loss 0.518, test 0.089
Epoch 14, step 746, loss 0.071, test 0.089
Epoch 14, step 747, loss 0.003, test 0.089
Epoch 14, step 748, loss 0.006, test 0.089
Epoch 14, step 749, loss 0.177, test 0.089
Epoch 14, step 750, loss 0.472, test 0.089
Epoch 14, step 751, loss 0.208, test 0.089
Epoch 14, step 752, loss 0.166, test 0.089
Epoch 14, step 753, loss 0.004, test 0.089
Epoch 14, step 754, loss 0.000, test 0.089
Epoch 14, step 755, loss 0.061, test 0.089
Epoch 14, step 756, loss 0.005, test 0.089
Epoch 14, step 757, loss 0.237, test 0.089
Epoch 14, step 758, loss 0.002, test 0.089
Epoch 14, step 759, loss 0.329, test 0.089
Epoch 14, step 760, loss 0.001, test 0.089
Epoch 14, step 761, loss 0.242, test 0.089
Epoch 14, step 762, loss 0.761, test 0.089
Epoch 14, step 763, loss 0.003, test 0.089
Epoch 14, step 764, loss 0.880, test 0.089
Epoch 14, step 765, loss 0.090, test 0.089
Epoch 14, step 766, loss 0.054, test 0.089
Epoch 14, step 767, loss 0.062, test 0.089
Epoch 14, step 768, loss 0.040, test 0.089
Epoch 14, step 769, loss 0.000, test 0.089
Epoch 14, step 770, loss 0.068, test 0.089
Epoch 14, step 771, loss 0.156, test 0.089
Epoch 14, step 772, loss 0.010, test 0.089
Epoch 14, step 773, loss 0.100, test 0.089
Epoch 14, step 774, loss 0.060, test 0.089
Epoch 14, step 775, loss 0.569, test 0.089
Epoch 14, step 776, loss 0.000, test 0.089
Epoch 14, step 777, loss 0.033, test 0.089
Epoch 14, step 778, loss 0.015, test 0.089
Epoch 14, step 779, loss 0.014, test 0.089
Epoch 14, step 780, loss 0.267, test 0.089
Epoch 14, step 781, loss 0.139, test 0.089
Epoch 14, step 782, loss 0.006, test 0.089
Epoch 14, step 783, loss 0.293, test 0.089
Epoch 14, step 784, loss 0.005, test 0.089
Epoch 14, step 785, loss 0.009, test 0.088
Epoch 14, step 786, loss 0.057, test 0.088
Epoch 14, step 787, loss 0.051, test 0.088
Epoch 14, step 788, loss 0.124, test 0.088
Epoch 14, step 789, loss 0.045, test 0.088
Epoch 14, step 790, loss 0.013, test 0.088
Epoch 14, step 791, loss 0.405, test 0.090
Epoch 14, step 792, loss 0.205, test 0.090
Epoch 14, step 793, loss 0.054, test 0.091
Epoch 14, step 794, loss 0.007, test 0.091
Epoch 14, step 795, loss 0.001, test 0.091
Epoch 14, step 796, loss 0.002, test 0.091
Epoch 14, step 797, loss 0.002, test 0.091
Epoch 14, step 798, loss 0.406, test 0.091
Epoch 14, step 799, loss 0.065, test 0.091
Epoch 14, step 800, loss 0.277, test 0.091
Epoch 14, step 801, loss 0.124, test 0.091
Epoch 14, step 802, loss 0.072, test 0.091
Epoch 14, step 803, loss 0.061, test 0.091
Epoch 14, step 804, loss 0.002, test 0.091
Epoch 14, step 805, loss 0.006, test 0.091
Epoch 14, step 806, loss 0.077, test 0.091
Epoch 14, step 807, loss 0.591, test 0.091
Epoch 14, step 808, loss 0.213, test 0.091
Epoch 14, step 809, loss 0.006, test 0.091
Epoch 14, step 810, loss 0.127, test 0.091
Epoch 14, step 811, loss 0.261, test 0.091
Epoch 14, step 812, loss 0.003, test 0.091
Epoch 14, step 813, loss 0.001, test 0.091
Epoch 14, step 814, loss 0.004, test 0.091
Epoch 14, step 815, loss 0.805, test 0.091
Epoch 14, step 816, loss 0.025, test 0.091
Epoch 14, step 817, loss 0.034, test 0.090
Epoch 14, step 818, loss 0.041, test 0.090
Epoch 14, step 819, loss 0.000, test 0.090
Epoch 14, step 820, loss 0.007, test 0.091
Epoch 14, step 821, loss 0.052, test 0.090
Epoch 14, step 822, loss 0.000, test 0.090
Epoch 14, step 823, loss 0.154, test 0.091
Epoch 14, step 824, loss 0.134, test 0.091
Epoch 14, step 825, loss 0.000, test 0.091
Epoch 14, step 826, loss 0.069, test 0.090
Epoch 14, step 827, loss 0.008, test 0.090
Epoch 14, step 828, loss 0.011, test 0.090
Epoch 14, step 829, loss 0.008, test 0.091
Epoch 14, step 830, loss 0.040, test 0.090
Epoch 14, step 831, loss 0.259, test 0.090
Epoch 14, step 832, loss 0.010, test 0.090
Epoch 14, step 833, loss 0.003, test 0.090
Epoch 14, step 834, loss 0.083, test 0.091
Epoch 14, step 835, loss 0.460, test 0.090
Epoch 14, step 836, loss 0.140, test 0.090
Epoch 14, step 837, loss 0.063, test 0.090
Epoch 14, step 838, loss 0.012, test 0.090

Epoch 14, step 839, loss 0.032, test 0.090
Epoch 14, step 840, loss 0.100, test 0.090
Epoch 14, step 841, loss 0.118, test 0.090
Epoch 14, step 842, loss 0.136, test 0.090
Epoch 14, step 843, loss 0.483, test 0.090
Epoch 14, step 844, loss 0.001, test 0.090
Epoch 14, step 845, loss 0.075, test 0.090
Epoch 14, step 846, loss 0.004, test 0.090
Epoch 14, step 847, loss 0.004, test 0.090
Epoch 14, step 848, loss 0.104, test 0.090
Epoch 14, step 849, loss 0.011, test 0.090
Epoch 14, step 850, loss 0.026, test 0.090
Epoch 14, step 851, loss 0.002, test 0.090
Epoch 14, step 852, loss 0.001, test 0.090
Epoch 14, step 853, loss 0.145, test 0.090
Epoch 14, step 854, loss 0.022, test 0.090
Epoch 14, step 855, loss 0.379, test 0.090
Epoch 14, step 856, loss 0.003, test 0.090
Epoch 14, step 857, loss 0.340, test 0.090
Epoch 14, step 858, loss 0.252, test 0.090
Epoch 14, step 859, loss 0.026, test 0.090
Epoch 14, step 860, loss 0.031, test 0.090
Epoch 14, step 861, loss 0.158, test 0.090
Epoch 14, step 862, loss 0.196, test 0.090
Epoch 14, step 863, loss 0.356, test 0.090
Epoch 14, step 864, loss 0.073, test 0.090
Epoch 14, step 865, loss 0.100, test 0.090
Epoch 14, step 866, loss 0.030, test 0.090
Epoch 14, step 867, loss 0.563, test 0.090
Epoch 14, step 868, loss 0.000, test 0.090
Epoch 14, step 869, loss 0.000, test 0.090
Epoch 14, step 870, loss 0.040, test 0.090
Epoch 14, step 871, loss 0.457, test 0.090
Epoch 14, step 872, loss 0.158, test 0.089
Epoch 14, step 873, loss 0.011, test 0.089
Epoch 14, step 874, loss 0.203, test 0.090
Epoch 14, step 875, loss 0.068, test 0.090
Epoch 14, step 876, loss 0.005, test 0.090
Epoch 14, step 877, loss 0.228, test 0.090
Epoch 14, step 878, loss 0.281, test 0.090
Epoch 14, step 879, loss 0.004, test 0.090
Epoch 14, step 880, loss 0.506, test 0.090
Epoch 14, step 881, loss 0.003, test 0.090
Epoch 14, step 882, loss 0.004, test 0.090
Epoch 14, step 883, loss 0.255, test 0.091
Epoch 14, step 884, loss 0.047, test 0.091
Epoch 14, step 885, loss 0.326, test 0.091
Epoch 14, step 886, loss 0.133, test 0.091
Epoch 14, step 887, loss 0.013, test 0.091
Epoch 14, step 888, loss 0.021, test 0.092
Epoch 14, step 889, loss 0.576, test 0.092
Epoch 14, step 890, loss 0.025, test 0.092
Epoch 14, step 891, loss 0.307, test 0.092
Epoch 14, step 892, loss 0.040, test 0.091
Epoch 14, step 893, loss 0.001, test 0.091
Epoch 14, step 894, loss 0.004, test 0.091
Epoch 14, step 895, loss 0.012, test 0.092
Epoch 14, step 896, loss 0.031, test 0.092
Epoch 14, step 897, loss 0.001, test 0.092
Epoch 14, step 898, loss 0.052, test 0.092
Epoch 14, step 899, loss 0.402, test 0.092
Epoch 14, step 900, loss 0.621, test 0.092
Epoch 14, step 901, loss 0.044, test 0.092
Epoch 14, step 902, loss 0.006, test 0.092
Epoch 14, step 903, loss 0.015, test 0.091
Epoch 14, step 904, loss 0.027, test 0.091
Epoch 14, step 905, loss 0.348, test 0.091
Epoch 14, step 906, loss 0.231, test 0.090
Epoch 14, step 907, loss 0.133, test 0.090
Epoch 14, step 908, loss 0.248, test 0.090
Epoch 14, step 909, loss 0.390, test 0.090
Epoch 14, step 910, loss 0.009, test 0.090
Epoch 14, step 911, loss 0.357, test 0.090
Epoch 14, step 912, loss 0.254, test 0.090
Epoch 14, step 913, loss 0.079, test 0.090
Epoch 14, step 914, loss 0.000, test 0.090
Epoch 14, step 915, loss 0.182, test 0.090
Epoch 14, step 916, loss 0.021, test 0.090
Epoch 14, step 917, loss 0.017, test 0.090
Epoch 14, step 918, loss 0.005, test 0.090
Epoch 14, step 919, loss 0.000, test 0.090
Epoch 14, step 920, loss 0.160, test 0.090
Epoch 14, step 921, loss 0.051, test 0.090
Epoch 14, step 922, loss 0.077, test 0.090
Epoch 14, step 923, loss 0.103, test 0.090
Epoch 14, step 924, loss 0.101, test 0.090
Epoch 14, step 925, loss 0.182, test 0.090
Epoch 14, step 926, loss 0.070, test 0.090
Epoch 14, step 927, loss 0.081, test 0.090
Epoch 14, step 928, loss 0.054, test 0.090
Epoch 14, step 929, loss 0.179, test 0.090
Epoch 14, step 930, loss 0.165, test 0.090
Epoch 14, step 931, loss 0.037, test 0.090
Epoch 14, step 932, loss 0.098, test 0.090
Epoch 14, step 933, loss 0.003, test 0.090
Epoch 14, step 934, loss 0.300, test 0.089
Epoch 14, step 935, loss 0.309, test 0.089
Epoch 14, step 936, loss 0.099, test 0.090
Epoch 14, step 937, loss 0.018, test 0.090
Epoch 14, step 938, loss 0.067, test 0.090
Epoch 14, step 939, loss 0.201, test 0.090
Epoch 14, step 940, loss 0.000, test 0.089
Epoch 14, step 941, loss 0.001, test 0.089
Epoch 14, step 942, loss 0.076, test 0.089
Epoch 14, step 943, loss 0.319, test 0.089
Epoch 14, step 944, loss 0.094, test 0.089
Epoch 14, step 945, loss 0.000, test 0.089
Epoch 14, step 946, loss 0.004, test 0.089
Epoch 14, step 947, loss 1.506, test 0.089
Epoch 14, step 948, loss 0.002, test 0.089
Epoch 14, step 949, loss 0.241, test 0.089
Epoch 14, step 950, loss 0.099, test 0.089
Epoch 14, step 951, loss 0.197, test 0.089
Epoch 14, step 952, loss 0.595, test 0.089
Epoch 14, step 953, loss 0.034, test 0.089
Epoch 14, step 954, loss 0.038, test 0.089
Epoch 14, step 955, loss 0.779, test 0.089
Epoch 14, step 956, loss 0.100, test 0.089
Epoch 14, step 957, loss 0.047, test 0.089
Epoch 14, step 958, loss 0.013, test 0.089
Epoch 14, step 959, loss 0.007, test 0.089
Epoch 14, step 960, loss 0.045, test 0.089
Epoch 14, step 961, loss 0.006, test 0.089
Epoch 14, step 962, loss 0.105, test 0.089
Epoch 14, step 963, loss 0.012, test 0.089
Epoch 14, step 964, loss 0.005, test 0.089
Epoch 14, step 965, loss 0.038, test 0.089
Epoch 14, step 966, loss 0.119, test 0.089
Epoch 14, step 967, loss 0.005, test 0.089
Epoch 14, step 968, loss 0.071, test 0.089
Epoch 14, step 969, loss 0.023, test 0.089
Epoch 14, step 970, loss 0.051, test 0.089
Epoch 14, step 971, loss 0.958, test 0.089
Epoch 14, step 972, loss 0.520, test 0.088
Epoch 14, step 973, loss 0.000, test 0.088
Epoch 14, step 974, loss 0.007, test 0.088
Epoch 14, step 975, loss 0.520, test 0.088
Epoch 14, step 976, loss 0.009, test 0.088
Epoch 14, step 977, loss 0.000, test 0.088
Epoch 14, step 978, loss 0.001, test 0.088
Epoch 14, step 979, loss 0.291, test 0.088
Epoch 14, step 980, loss 0.177, test 0.088
Epoch 14, step 981, loss 0.075, test 0.088
Epoch 14, step 982, loss 0.003, test 0.088
Epoch 14, step 983, loss 0.162, test 0.088
Epoch 14, step 984, loss 0.058, test 0.088
Epoch 14, step 985, loss 0.168, test 0.088
Epoch 14, step 986, loss 0.114, test 0.088
Epoch 14, step 987, loss 0.156, test 0.088
Epoch 14, step 988, loss 0.000, test 0.088
Epoch 14, step 989, loss 0.263, test 0.089
Epoch 14, step 990, loss 0.009, test 0.089
Epoch 14, step 991, loss 0.014, test 0.089
Epoch 14, step 992, loss 0.095, test 0.089
Epoch 14, step 993, loss 0.032, test 0.089
Epoch 14, step 994, loss 0.059, test 0.089
Epoch 14, step 995, loss 0.004, test 0.089
Epoch 14, step 996, loss 0.366, test 0.089
Epoch 14, step 997, loss 0.140, test 0.088
Epoch 14, step 998, loss 0.297, test 0.088
Epoch 14, step 999, loss 0.169, test 0.088
Epoch 15, step 0, loss 0.061, test 0.088
Epoch 15, step 1, loss 0.128, test 0.088
Epoch 15, step 2, loss 0.003, test 0.088
Epoch 15, step 3, loss 0.007, test 0.088
Epoch 15, step 4, loss 0.021, test 0.088
Epoch 15, step 5, loss 0.018, test 0.088
Epoch 15, step 6, loss 0.046, test 0.088
Epoch 15, step 7, loss 0.102, test 0.088
Epoch 15, step 8, loss 0.018, test 0.088
Epoch 15, step 9, loss 0.143, test 0.088
Epoch 15, step 10, loss 0.086, test 0.088
Epoch 15, step 11, loss 0.052, test 0.088
Epoch 15, step 12, loss 0.035, test 0.088
Epoch 15, step 13, loss 0.001, test 0.088
Epoch 15, step 14, loss 0.099, test 0.088
Epoch 15, step 15, loss 0.003, test 0.088
Epoch 15, step 16, loss 0.150, test 0.088
Epoch 15, step 17, loss 0.003, test 0.088
Epoch 15, step 18, loss 0.018, test 0.088
Epoch 15, step 19, loss 0.541, test 0.088
Epoch 15, step 20, loss 0.015, test 0.088
Epoch 15, step 21, loss 0.166, test 0.087
Epoch 15, step 22, loss 0.007, test 0.087
Epoch 15, step 23, loss 0.066, test 0.087
Epoch 15, step 24, loss 0.076, test 0.087
Epoch 15, step 25, loss 0.004, test 0.087
Epoch 15, step 26, loss 0.013, test 0.087
Epoch 15, step 27, loss 0.176, test 0.088
Epoch 15, step 28, loss 0.005, test 0.088
Epoch 15, step 29, loss 0.104, test 0.088
Epoch 15, step 30, loss 0.033, test 0.088
Epoch 15, step 31, loss 0.134, test 0.088
Epoch 15, step 32, loss 0.010, test 0.088
Epoch 15, step 33, loss 0.344, test 0.088
Epoch 15, step 34, loss 0.051, test 0.088
Epoch 15, step 35, loss 0.012, test 0.088
Epoch 15, step 36, loss 0.000, test 0.088
Epoch 15, step 37, loss 0.591, test 0.088
Epoch 15, step 38, loss 0.393, test 0.087
Epoch 15, step 39, loss 0.386, test 0.087
Epoch 15, step 40, loss 0.070, test 0.087
Epoch 15, step 41, loss 0.038, test 0.087
Epoch 15, step 42, loss 0.006, test 0.087
Epoch 15, step 43, loss 0.294, test 0.087
Epoch 15, step 44, loss 0.104, test 0.087
Epoch 15, step 45, loss 0.123, test 0.087
Epoch 15, step 46, loss 0.129, test 0.087
Epoch 15, step 47, loss 0.050, test 0.087
Epoch 15, step 48, loss 0.140, test 0.087
Epoch 15, step 49, loss 0.040, test 0.087
Epoch 15, step 50, loss 0.000, test 0.087
Epoch 15, step 51, loss 0.020, test 0.087
Epoch 15, step 52, loss 0.007, test 0.087
Epoch 15, step 53, loss 0.007, test 0.087
Epoch 15, step 54, loss 0.274, test 0.087
Epoch 15, step 55, loss 0.302, test 0.087
Epoch 15, step 56, loss 0.177, test 0.087
Epoch 15, step 57, loss 0.049, test 0.087
Epoch 15, step 58, loss 0.021, test 0.087
Epoch 15, step 59, loss 0.046, test 0.087
Epoch 15, step 60, loss 0.001, test 0.087
Epoch 15, step 61, loss 0.364, test 0.087
Epoch 15, step 62, loss 0.035, test 0.087
Epoch 15, step 63, loss 0.009, test 0.087
Epoch 15, step 64, loss 0.068, test 0.087
Epoch 15, step 65, loss 0.007, test 0.087
Epoch 15, step 66, loss 0.752, test 0.087
Epoch 15, step 67, loss 0.001, test 0.087
Epoch 15, step 68, loss 0.007, test 0.087
Epoch 15, step 69, loss 0.037, test 0.087
Epoch 15, step 70, loss 0.310, test 0.088
Epoch 15, step 71, loss 0.003, test 0.088
Epoch 15, step 72, loss 0.575, test 0.089
Epoch 15, step 73, loss 0.485, test 0.090
Epoch 15, step 74, loss 0.055, test 0.090
Epoch 15, step 75, loss 0.088, test 0.090
Epoch 15, step 76, loss 0.200, test 0.090
Epoch 15, step 77, loss 0.180, test 0.090
Epoch 15, step 78, loss 0.325, test 0.090
Epoch 15, step 79, loss 0.012, test 0.090
Epoch 15, step 80, loss 0.038, test 0.090
Epoch 15, step 81, loss 0.042, test 0.090
Epoch 15, step 82, loss 0.002, test 0.090
Epoch 15, step 83, loss 0.351, test 0.090
Epoch 15, step 84, loss 0.037, test 0.089
Epoch 15, step 85, loss 0.183, test 0.089
Epoch 15, step 86, loss 0.003, test 0.089
Epoch 15, step 87, loss 0.001, test 0.089
Epoch 15, step 88, loss 0.241, test 0.089
Epoch 15, step 89, loss 0.046, test 0.089
Epoch 15, step 90, loss 0.146, test 0.089
Epoch 15, step 91, loss 0.056, test 0.089
Epoch 15, step 92, loss 0.004, test 0.089
Epoch 15, step 93, loss 0.093, test 0.089
Epoch 15, step 94, loss 0.007, test 0.089
Epoch 15, step 95, loss 0.690, test 0.089
Epoch 15, step 96, loss 0.106, test 0.088
Epoch 15, step 97, loss 0.098, test 0.088
Epoch 15, step 98, loss 0.226, test 0.088
Epoch 15, step 99, loss 0.009, test 0.088
Epoch 15, step 100, loss 0.038, test 0.088
Epoch 15, step 101, loss 0.068, test 0.088
Epoch 15, step 102, loss 0.107, test 0.088
Epoch 15, step 103, loss 0.165, test 0.088
Epoch 15, step 104, loss 0.058, test 0.088
Epoch 15, step 105, loss 0.042, test 0.088
Epoch 15, step 106, loss 0.001, test 0.088
Epoch 15, step 107, loss 0.003, test 0.088
Epoch 15, step 108, loss 0.820, test 0.086
Epoch 15, step 109, loss 0.315, test 0.086
Epoch 15, step 110, loss 0.282, test 0.086
Epoch 15, step 111, loss 0.314, test 0.086
Epoch 15, step 112, loss 0.482, test 0.086
Epoch 15, step 113, loss 0.022, test 0.086
Epoch 15, step 114, loss 0.036, test 0.086
Epoch 15, step 115, loss 0.470, test 0.086
Epoch 15, step 116, loss 0.051, test 0.086
Epoch 15, step 117, loss 0.059, test 0.086
Epoch 15, step 118, loss 0.003, test 0.086
Epoch 15, step 119, loss 0.010, test 0.086
Epoch 15, step 120, loss 0.539, test 0.086
Epoch 15, step 121, loss 0.019, test 0.086
Epoch 15, step 122, loss 0.092, test 0.086
Epoch 15, step 123, loss 0.353, test 0.086
Epoch 15, step 124, loss 0.087, test 0.086
Epoch 15, step 125, loss 0.274, test 0.086
Epoch 15, step 126, loss 0.092, test 0.086
Epoch 15, step 127, loss 0.001, test 0.086
Epoch 15, step 128, loss 0.007, test 0.086
Epoch 15, step 129, loss 0.077, test 0.086
Epoch 15, step 130, loss 0.077, test 0.086
Epoch 15, step 131, loss 0.003, test 0.086
Epoch 15, step 132, loss 0.019, test 0.086
Epoch 15, step 133, loss 0.001, test 0.086
Epoch 15, step 134, loss 0.119, test 0.086
Epoch 15, step 135, loss 0.011, test 0.086
Epoch 15, step 136, loss 0.606, test 0.086
Epoch 15, step 137, loss 0.084, test 0.086
Epoch 15, step 138, loss 0.045, test 0.086
Epoch 15, step 139, loss 0.122, test 0.086
Epoch 15, step 140, loss 0.135, test 0.087
Epoch 15, step 141, loss 0.188, test 0.087
Epoch 15, step 142, loss 0.000, test 0.087
Epoch 15, step 143, loss 0.063, test 0.087
Epoch 15, step 144, loss 0.063, test 0.087
Epoch 15, step 145, loss 0.017, test 0.087
Epoch 15, step 146, loss 0.057, test 0.087
Epoch 15, step 147, loss 0.042, test 0.087
Epoch 15, step 148, loss 0.237, test 0.087
Epoch 15, step 149, loss 0.006, test 0.087
Epoch 15, step 150, loss 0.116, test 0.087
Epoch 15, step 151, loss 0.062, test 0.087
Epoch 15, step 152, loss 0.002, test 0.087
Epoch 15, step 153, loss 0.085, test 0.087
Epoch 15, step 154, loss 0.165, test 0.087
Epoch 15, step 155, loss 0.070, test 0.087
Epoch 15, step 156, loss 0.545, test 0.087
Epoch 15, step 157, loss 0.029, test 0.087
Epoch 15, step 158, loss 0.008, test 0.088
Epoch 15, step 159, loss 0.252, test 0.088
Epoch 15, step 160, loss 0.000, test 0.088
Epoch 15, step 161, loss 0.022, test 0.088
Epoch 15, step 162, loss 0.051, test 0.087
Epoch 15, step 163, loss 0.005, test 0.088
Epoch 15, step 164, loss 0.018, test 0.088
Epoch 15, step 165, loss 0.343, test 0.088
Epoch 15, step 166, loss 0.059, test 0.087
Epoch 15, step 167, loss 0.254, test 0.087
Epoch 15, step 168, loss 0.204, test 0.087
Epoch 15, step 169, loss 0.235, test 0.087
Epoch 15, step 170, loss 0.199, test 0.087
Epoch 15, step 171, loss 0.034, test 0.087
Epoch 15, step 172, loss 0.248, test 0.087
Epoch 15, step 173, loss 0.086, test 0.088
Epoch 15, step 174, loss 0.003, test 0.088
Epoch 15, step 175, loss 0.006, test 0.088
Epoch 15, step 176, loss 0.258, test 0.088
Epoch 15, step 177, loss 0.016, test 0.088
Epoch 15, step 178, loss 0.265, test 0.087
Epoch 15, step 179, loss 0.071, test 0.087
Epoch 15, step 180, loss 0.011, test 0.087
Epoch 15, step 181, loss 0.091, test 0.087
Epoch 15, step 182, loss 0.054, test 0.087
Epoch 15, step 183, loss 0.441, test 0.087
Epoch 15, step 184, loss 0.012, test 0.087
Epoch 15, step 185, loss 0.054, test 0.087
Epoch 15, step 186, loss 0.312, test 0.087
Epoch 15, step 187, loss 0.001, test 0.087
Epoch 15, step 188, loss 0.006, test 0.087
Epoch 15, step 189, loss 0.133, test 0.087
Epoch 15, step 190, loss 0.039, test 0.087
Epoch 15, step 191, loss 0.023, test 0.087
Epoch 15, step 192, loss 0.038, test 0.087
Epoch 15, step 193, loss 0.053, test 0.087
Epoch 15, step 194, loss 0.059, test 0.087
Epoch 15, step 195, loss 0.002, test 0.087
Epoch 15, step 196, loss 0.528, test 0.087
Epoch 15, step 197, loss 0.013, test 0.087
Epoch 15, step 198, loss 0.011, test 0.087
Epoch 15, step 199, loss 0.013, test 0.087
Epoch 15, step 200, loss 0.310, test 0.087
Epoch 15, step 201, loss 0.809, test 0.087
Epoch 15, step 202, loss 0.009, test 0.087
Epoch 15, step 203, loss 0.012, test 0.087
Epoch 15, step 204, loss 0.110, test 0.087
Epoch 15, step 205, loss 0.101, test 0.087
Epoch 15, step 206, loss 0.163, test 0.087
Epoch 15, step 207, loss 0.011, test 0.087
Epoch 15, step 208, loss 0.142, test 0.087
Epoch 15, step 209, loss 0.024, test 0.087
Epoch 15, step 210, loss 0.102, test 0.087
Epoch 15, step 211, loss 0.041, test 0.087
Epoch 15, step 212, loss 0.087, test 0.087
Epoch 15, step 213, loss 0.006, test 0.087
Epoch 15, step 214, loss 0.001, test 0.088
Epoch 15, step 215, loss 0.040, test 0.088
Epoch 15, step 216, loss 0.002, test 0.088
Epoch 15, step 217, loss 0.058, test 0.088
Epoch 15, step 218, loss 0.069, test 0.088
Epoch 15, step 219, loss 0.045, test 0.088
Epoch 15, step 220, loss 0.000, test 0.088
Epoch 15, step 221, loss 0.073, test 0.088
Epoch 15, step 222, loss 0.278, test 0.088
Epoch 15, step 223, loss 0.170, test 0.088
Epoch 15, step 224, loss 0.011, test 0.088
Epoch 15, step 225, loss 0.331, test 0.088
Epoch 15, step 226, loss 0.005, test 0.088
Epoch 15, step 227, loss 0.167, test 0.088
Epoch 15, step 228, loss 0.002, test 0.088
Epoch 15, step 229, loss 0.029, test 0.088
Epoch 15, step 230, loss 0.060, test 0.088
Epoch 15, step 231, loss 0.180, test 0.088
Epoch 15, step 232, loss 0.149, test 0.088
Epoch 15, step 233, loss 0.219, test 0.088
Epoch 15, step 234, loss 0.240, test 0.088
Epoch 15, step 235, loss 0.011, test 0.088
Epoch 15, step 236, loss 0.009, test 0.088
Epoch 15, step 237, loss 0.264, test 0.088
Epoch 15, step 238, loss 0.019, test 0.088
Epoch 15, step 239, loss 0.022, test 0.089
Epoch 15, step 240, loss 0.173, test 0.089
Epoch 15, step 241, loss 0.046, test 0.089
Epoch 15, step 242, loss 0.003, test 0.089
Epoch 15, step 243, loss 0.038, test 0.089
Epoch 15, step 244, loss 0.470, test 0.089
Epoch 15, step 245, loss 0.453, test 0.089
Epoch 15, step 246, loss 0.172, test 0.089
Epoch 15, step 247, loss 0.031, test 0.089
Epoch 15, step 248, loss 0.019, test 0.089
Epoch 15, step 249, loss 0.035, test 0.089
Epoch 15, step 250, loss 0.010, test 0.089
Epoch 15, step 251, loss 0.208, test 0.089
Epoch 15, step 252, loss 0.072, test 0.089
Epoch 15, step 253, loss 0.021, test 0.089
Epoch 15, step 254, loss 0.020, test 0.089
Epoch 15, step 255, loss 0.032, test 0.089
Epoch 15, step 256, loss 0.011, test 0.089
Epoch 15, step 257, loss 0.158, test 0.089
Epoch 15, step 258, loss 0.009, test 0.089
Epoch 15, step 259, loss 0.122, test 0.088
Epoch 15, step 260, loss 0.020, test 0.088
Epoch 15, step 261, loss 0.101, test 0.088
Epoch 15, step 262, loss 0.000, test 0.088
Epoch 15, step 263, loss 0.571, test 0.088
Epoch 15, step 264, loss 0.017, test 0.088
Epoch 15, step 265, loss 0.081, test 0.088
Epoch 15, step 266, loss 0.045, test 0.088
Epoch 15, step 267, loss 0.000, test 0.088
Epoch 15, step 268, loss 0.037, test 0.088
Epoch 15, step 269, loss 0.125, test 0.088
Epoch 15, step 270, loss 0.063, test 0.088
Epoch 15, step 271, loss 0.010, test 0.088
Epoch 15, step 272, loss 0.006, test 0.088
Epoch 15, step 273, loss 0.002, test 0.088
Epoch 15, step 274, loss 0.011, test 0.088
Epoch 15, step 275, loss 0.011, test 0.088
Epoch 15, step 276, loss 0.083, test 0.088
Epoch 15, step 277, loss 0.184, test 0.088
Epoch 15, step 278, loss 0.115, test 0.088
Epoch 15, step 279, loss 0.100, test 0.088
Epoch 15, step 280, loss 0.041, test 0.088
Epoch 15, step 281, loss 0.012, test 0.088
Epoch 15, step 282, loss 0.096, test 0.088
Epoch 15, step 283, loss 0.012, test 0.088
Epoch 15, step 284, loss 0.060, test 0.088
Epoch 15, step 285, loss 0.327, test 0.088
Epoch 15, step 286, loss 0.059, test 0.087
Epoch 15, step 287, loss 0.034, test 0.087
Epoch 15, step 288, loss 0.008, test 0.087
Epoch 15, step 289, loss 0.035, test 0.087
Epoch 15, step 290, loss 0.071, test 0.087
Epoch 15, step 291, loss 0.036, test 0.087
Epoch 15, step 292, loss 0.164, test 0.087
Epoch 15, step 293, loss 0.155, test 0.087
Epoch 15, step 294, loss 0.006, test 0.087
Epoch 15, step 295, loss 0.009, test 0.087
Epoch 15, step 296, loss 0.820, test 0.086
Epoch 15, step 297, loss 0.007, test 0.086
Epoch 15, step 298, loss 0.261, test 0.085
Epoch 15, step 299, loss 0.028, test 0.085
Epoch 15, step 300, loss 0.014, test 0.085
Epoch 15, step 301, loss 0.086, test 0.085
Epoch 15, step 302, loss 0.069, test 0.085
Epoch 15, step 303, loss 0.237, test 0.085
Epoch 15, step 304, loss 0.227, test 0.086
Epoch 15, step 305, loss 0.081, test 0.086
Epoch 15, step 306, loss 0.556, test 0.086
Epoch 15, step 307, loss 0.003, test 0.086
Epoch 15, step 308, loss 0.335, test 0.086
Epoch 15, step 309, loss 0.010, test 0.086
Epoch 15, step 310, loss 0.656, test 0.086
Epoch 15, step 311, loss 0.000, test 0.086
Epoch 15, step 312, loss 0.018, test 0.086
Epoch 15, step 313, loss 0.054, test 0.086
Epoch 15, step 314, loss 0.025, test 0.086
Epoch 15, step 315, loss 0.131, test 0.086
Epoch 15, step 316, loss 0.003, test 0.086
Epoch 15, step 317, loss 0.532, test 0.086
Epoch 15, step 318, loss 0.347, test 0.086
Epoch 15, step 319, loss 0.136, test 0.086
Epoch 15, step 320, loss 0.014, test 0.086
Epoch 15, step 321, loss 0.558, test 0.086
Epoch 15, step 322, loss 0.056, test 0.086
Epoch 15, step 323, loss 0.017, test 0.086
Epoch 15, step 324, loss 0.308, test 0.086
Epoch 15, step 325, loss 0.143, test 0.086
Epoch 15, step 326, loss 0.002, test 0.086
Epoch 15, step 327, loss 0.042, test 0.086
Epoch 15, step 328, loss 0.089, test 0.087
Epoch 15, step 329, loss 0.017, test 0.087
Epoch 15, step 330, loss 0.172, test 0.087
Epoch 15, step 331, loss 0.030, test 0.087
Epoch 15, step 332, loss 0.266, test 0.087
Epoch 15, step 333, loss 0.003, test 0.087
Epoch 15, step 334, loss 0.155, test 0.087
Epoch 15, step 335, loss 0.005, test 0.087
Epoch 15, step 336, loss 0.000, test 0.087
Epoch 15, step 337, loss 0.011, test 0.087
Epoch 15, step 338, loss 0.008, test 0.087
Epoch 15, step 339, loss 0.002, test 0.087
Epoch 15, step 340, loss 0.014, test 0.087
Epoch 15, step 341, loss 0.042, test 0.087
Epoch 15, step 342, loss 0.002, test 0.088
Epoch 15, step 343, loss 0.060, test 0.088
Epoch 15, step 344, loss 0.097, test 0.087
Epoch 15, step 345, loss 0.010, test 0.087
Epoch 15, step 346, loss 0.093, test 0.087
Epoch 15, step 347, loss 0.012, test 0.087
Epoch 15, step 348, loss 0.000, test 0.087
Epoch 15, step 349, loss 0.005, test 0.087
Epoch 15, step 350, loss 0.002, test 0.087
Epoch 15, step 351, loss 0.209, test 0.087
Epoch 15, step 352, loss 0.240, test 0.087
Epoch 15, step 353, loss 0.090, test 0.087
Epoch 15, step 354, loss 0.032, test 0.087
Epoch 15, step 355, loss 0.482, test 0.087
Epoch 15, step 356, loss 0.099, test 0.087
Epoch 15, step 357, loss 0.334, test 0.087
Epoch 15, step 358, loss 0.016, test 0.087
Epoch 15, step 359, loss 0.145, test 0.087
Epoch 15, step 360, loss 0.176, test 0.087
Epoch 15, step 361, loss 0.001, test 0.087
Epoch 15, step 362, loss 0.034, test 0.087
Epoch 15, step 363, loss 0.151, test 0.087
Epoch 15, step 364, loss 0.190, test 0.087
Epoch 15, step 365, loss 0.040, test 0.087
Epoch 15, step 366, loss 0.082, test 0.087
Epoch 15, step 367, loss 0.065, test 0.087
Epoch 15, step 368, loss 0.000, test 0.087
Epoch 15, step 369, loss 0.059, test 0.087
Epoch 15, step 370, loss 0.037, test 0.087
Epoch 15, step 371, loss 0.008, test 0.087
Epoch 15, step 372, loss 0.082, test 0.087
Epoch 15, step 373, loss 0.065, test 0.087
Epoch 15, step 374, loss 0.002, test 0.087
Epoch 15, step 375, loss 0.000, test 0.087
Epoch 15, step 376, loss 0.086, test 0.087
Epoch 15, step 377, loss 0.002, test 0.087
Epoch 15, step 378, loss 0.001, test 0.087
Epoch 15, step 379, loss 0.081, test 0.087
Epoch 15, step 380, loss 0.000, test 0.087
Epoch 15, step 381, loss 0.033, test 0.087
Epoch 15, step 382, loss 0.218, test 0.087
Epoch 15, step 383, loss 0.141, test 0.087
Epoch 15, step 384, loss 0.195, test 0.087
Epoch 15, step 385, loss 0.006, test 0.087
Epoch 15, step 386, loss 0.000, test 0.087
Epoch 15, step 387, loss 0.006, test 0.087
Epoch 15, step 388, loss 0.000, test 0.087
Epoch 15, step 389, loss 0.009, test 0.087
Epoch 15, step 390, loss 0.006, test 0.087
Epoch 15, step 391, loss 0.005, test 0.087
Epoch 15, step 392, loss 0.000, test 0.087
Epoch 15, step 393, loss 0.138, test 0.087
Epoch 15, step 394, loss 0.058, test 0.087
Epoch 15, step 395, loss 0.610, test 0.087
Epoch 15, step 396, loss 0.047, test 0.087
Epoch 15, step 397, loss 0.000, test 0.087
Epoch 15, step 398, loss 0.040, test 0.087
Epoch 15, step 399, loss 0.017, test 0.087
Epoch 15, step 400, loss 0.097, test 0.087
Epoch 15, step 401, loss 0.385, test 0.087
Epoch 15, step 402, loss 0.158, test 0.087
Epoch 15, step 403, loss 0.087, test 0.087
Epoch 15, step 404, loss 0.408, test 0.085
Epoch 15, step 405, loss 0.146, test 0.085
Epoch 15, step 406, loss 0.002, test 0.085
Epoch 15, step 407, loss 0.001, test 0.084
Epoch 15, step 408, loss 0.024, test 0.084
Epoch 15, step 409, loss 0.068, test 0.084
Epoch 15, step 410, loss 0.034, test 0.084
Epoch 15, step 411, loss 0.014, test 0.084
Epoch 15, step 412, loss 0.057, test 0.084
Epoch 15, step 413, loss 0.009, test 0.085
Epoch 15, step 414, loss 0.012, test 0.085
Epoch 15, step 415, loss 0.122, test 0.084
Epoch 15, step 416, loss 0.131, test 0.084
Epoch 15, step 417, loss 0.001, test 0.084
Epoch 15, step 418, loss 0.144, test 0.084
Epoch 15, step 419, loss 0.054, test 0.084
Epoch 15, step 420, loss 0.012, test 0.084
Epoch 15, step 421, loss 0.000, test 0.084
Epoch 15, step 422, loss 0.462, test 0.084
Epoch 15, step 423, loss 0.166, test 0.084

Epoch 15, step 424, loss 0.006, test 0.084
Epoch 15, step 425, loss 0.002, test 0.084
Epoch 15, step 426, loss 0.140, test 0.084
Epoch 15, step 427, loss 0.034, test 0.084
Epoch 15, step 428, loss 0.068, test 0.084
Epoch 15, step 429, loss 0.000, test 0.084
Epoch 15, step 430, loss 0.051, test 0.084
Epoch 15, step 431, loss 0.815, test 0.084
Epoch 15, step 432, loss 0.017, test 0.084
Epoch 15, step 433, loss 0.328, test 0.084
Epoch 15, step 434, loss 0.008, test 0.084
Epoch 15, step 435, loss 0.074, test 0.084
Epoch 15, step 436, loss 0.013, test 0.084
Epoch 15, step 437, loss 0.004, test 0.084
Epoch 15, step 438, loss 0.001, test 0.084
Epoch 15, step 439, loss 0.027, test 0.084
Epoch 15, step 440, loss 0.091, test 0.084
Epoch 15, step 441, loss 0.020, test 0.084
Epoch 15, step 442, loss 0.374, test 0.084
Epoch 15, step 443, loss 0.161, test 0.084
Epoch 15, step 444, loss 0.090, test 0.084
Epoch 15, step 445, loss 0.062, test 0.084
Epoch 15, step 446, loss 0.230, test 0.084
Epoch 15, step 447, loss 0.070, test 0.084
Epoch 15, step 448, loss 0.437, test 0.084
Epoch 15, step 449, loss 0.097, test 0.084
Epoch 15, step 450, loss 0.102, test 0.084
Epoch 15, step 451, loss 0.008, test 0.084
Epoch 15, step 452, loss 0.144, test 0.084
Epoch 15, step 453, loss 0.155, test 0.084
Epoch 15, step 454, loss 0.004, test 0.084
Epoch 15, step 455, loss 0.015, test 0.084
Epoch 15, step 456, loss 0.241, test 0.084
Epoch 15, step 457, loss 0.017, test 0.084
Epoch 15, step 458, loss 0.004, test 0.084
Epoch 15, step 459, loss 0.152, test 0.084
Epoch 15, step 460, loss 0.337, test 0.084
Epoch 15, step 461, loss 0.003, test 0.085
Epoch 15, step 462, loss 0.018, test 0.085
Epoch 15, step 463, loss 0.011, test 0.085
Epoch 15, step 464, loss 0.151, test 0.085
Epoch 15, step 465, loss 0.038, test 0.085
Epoch 15, step 466, loss 0.106, test 0.084
Epoch 15, step 467, loss 0.012, test 0.084
Epoch 15, step 468, loss 0.092, test 0.084
Epoch 15, step 469, loss 0.178, test 0.084
Epoch 15, step 470, loss 0.112, test 0.084
Epoch 15, step 471, loss 0.289, test 0.084
Epoch 15, step 472, loss 0.658, test 0.084
Epoch 15, step 473, loss 0.244, test 0.084
Epoch 15, step 474, loss 0.243, test 0.084
Epoch 15, step 475, loss 0.062, test 0.084
Epoch 15, step 476, loss 0.011, test 0.084
Epoch 15, step 477, loss 0.050, test 0.084
Epoch 15, step 478, loss 0.009, test 0.084
Epoch 15, step 479, loss 0.022, test 0.084
Epoch 15, step 480, loss 0.135, test 0.084
Epoch 15, step 481, loss 1.330, test 0.084
Epoch 15, step 482, loss 0.033, test 0.084
Epoch 15, step 483, loss 0.011, test 0.084
Epoch 15, step 484, loss 0.065, test 0.084
Epoch 15, step 485, loss 0.097, test 0.084
Epoch 15, step 486, loss 0.290, test 0.084
Epoch 15, step 487, loss 0.026, test 0.084
Epoch 15, step 488, loss 0.515, test 0.084
Epoch 15, step 489, loss 0.006, test 0.084
Epoch 15, step 490, loss 0.148, test 0.084
Epoch 15, step 491, loss 0.127, test 0.084
Epoch 15, step 492, loss 0.274, test 0.084
Epoch 15, step 493, loss 0.132, test 0.084
Epoch 15, step 494, loss 0.171, test 0.084
Epoch 15, step 495, loss 0.144, test 0.084
Epoch 15, step 496, loss 0.001, test 0.084
Epoch 15, step 497, loss 0.100, test 0.084
Epoch 15, step 498, loss 0.318, test 0.084
Epoch 15, step 499, loss 1.148, test 0.084
Epoch 15, step 500, loss 0.002, test 0.084
Epoch 15, step 501, loss 0.000, test 0.084
Epoch 15, step 502, loss 0.342, test 0.084
Epoch 15, step 503, loss 0.338, test 0.084
Epoch 15, step 504, loss 0.349, test 0.084
Epoch 15, step 505, loss 0.000, test 0.084
Epoch 15, step 506, loss 0.009, test 0.084
Epoch 15, step 507, loss 0.066, test 0.084
Epoch 15, step 508, loss 0.031, test 0.084
Epoch 15, step 509, loss 0.001, test 0.084
Epoch 15, step 510, loss 0.326, test 0.084
Epoch 15, step 511, loss 0.003, test 0.084
Epoch 15, step 512, loss 0.060, test 0.084
Epoch 15, step 513, loss 0.693, test 0.084
Epoch 15, step 514, loss 1.098, test 0.084
Epoch 15, step 515, loss 0.005, test 0.084
Epoch 15, step 516, loss 0.069, test 0.084
Epoch 15, step 517, loss 0.006, test 0.084
Epoch 15, step 518, loss 0.305, test 0.084
Epoch 15, step 519, loss 0.000, test 0.084
Epoch 15, step 520, loss 0.085, test 0.084
Epoch 15, step 521, loss 0.000, test 0.084
Epoch 15, step 522, loss 0.000, test 0.084
Epoch 15, step 523, loss 0.005, test 0.085
Epoch 15, step 524, loss 0.016, test 0.085
Epoch 15, step 525, loss 0.081, test 0.084
Epoch 15, step 526, loss 0.157, test 0.084
Epoch 15, step 527, loss 0.016, test 0.084
Epoch 15, step 528, loss 0.011, test 0.084
Epoch 15, step 529, loss 0.002, test 0.084
Epoch 15, step 530, loss 0.084, test 0.084
Epoch 15, step 531, loss 0.275, test 0.084
Epoch 15, step 532, loss 0.142, test 0.084
Epoch 15, step 533, loss 0.268, test 0.084
Epoch 15, step 534, loss 1.640, test 0.084
Epoch 15, step 535, loss 0.164, test 0.084
Epoch 15, step 536, loss 0.060, test 0.084
Epoch 15, step 537, loss 0.019, test 0.084
Epoch 15, step 538, loss 0.029, test 0.084
Epoch 15, step 539, loss 0.026, test 0.084
Epoch 15, step 540, loss 0.017, test 0.085
Epoch 15, step 541, loss 0.008, test 0.084
Epoch 15, step 542, loss 0.085, test 0.084
Epoch 15, step 543, loss 0.285, test 0.084
Epoch 15, step 544, loss 0.229, test 0.084
Epoch 15, step 545, loss 0.100, test 0.084
Epoch 15, step 546, loss 0.122, test 0.084
Epoch 15, step 547, loss 0.254, test 0.085
Epoch 15, step 548, loss 0.252, test 0.085
Epoch 15, step 549, loss 0.002, test 0.085
Epoch 15, step 550, loss 0.000, test 0.085
Epoch 15, step 551, loss 0.244, test 0.085
Epoch 15, step 552, loss 0.288, test 0.085
Epoch 15, step 553, loss 0.086, test 0.085
Epoch 15, step 554, loss 0.010, test 0.085
Epoch 15, step 555, loss 0.013, test 0.085
Epoch 15, step 556, loss 0.007, test 0.085
Epoch 15, step 557, loss 0.163, test 0.085
Epoch 15, step 558, loss 0.000, test 0.085
Epoch 15, step 559, loss 0.000, test 0.085
Epoch 15, step 560, loss 0.534, test 0.085
Epoch 15, step 561, loss 0.007, test 0.085
Epoch 15, step 562, loss 0.036, test 0.085
Epoch 15, step 563, loss 0.045, test 0.085
Epoch 15, step 564, loss 0.009, test 0.085
Epoch 15, step 565, loss 0.020, test 0.085
Epoch 15, step 566, loss 0.003, test 0.085
Epoch 15, step 567, loss 0.011, test 0.085
Epoch 15, step 568, loss 0.002, test 0.085
Epoch 15, step 569, loss 0.073, test 0.085
Epoch 15, step 570, loss 0.283, test 0.085
Epoch 15, step 571, loss 0.001, test 0.085
Epoch 15, step 572, loss 0.001, test 0.085
Epoch 15, step 573, loss 0.224, test 0.085
Epoch 15, step 574, loss 0.007, test 0.085
Epoch 15, step 575, loss 0.051, test 0.085
Epoch 15, step 576, loss 0.353, test 0.085
Epoch 15, step 577, loss 0.091, test 0.085
Epoch 15, step 578, loss 0.248, test 0.085
Epoch 15, step 579, loss 0.054, test 0.085
Epoch 15, step 580, loss 0.019, test 0.085
Epoch 15, step 581, loss 0.027, test 0.085
Epoch 15, step 582, loss 0.078, test 0.085
Epoch 15, step 583, loss 0.015, test 0.085
Epoch 15, step 584, loss 0.171, test 0.085
Epoch 15, step 585, loss 0.017, test 0.085
Epoch 15, step 586, loss 0.032, test 0.085
Epoch 15, step 587, loss 0.009, test 0.085
Epoch 15, step 588, loss 0.573, test 0.085
Epoch 15, step 589, loss 0.569, test 0.085
Epoch 15, step 590, loss 0.000, test 0.085
Epoch 15, step 591, loss 0.248, test 0.085
Epoch 15, step 592, loss 0.310, test 0.085
Epoch 15, step 593, loss 0.155, test 0.085
Epoch 15, step 594, loss 0.010, test 0.085
Epoch 15, step 595, loss 0.306, test 0.085
Epoch 15, step 596, loss 0.027, test 0.085
Epoch 15, step 597, loss 0.021, test 0.085
Epoch 15, step 598, loss 0.177, test 0.085
Epoch 15, step 599, loss 0.067, test 0.085
Epoch 15, step 600, loss 0.040, test 0.085
Epoch 15, step 601, loss 0.162, test 0.085
Epoch 15, step 602, loss 0.111, test 0.085
Epoch 15, step 603, loss 0.037, test 0.085
Epoch 15, step 604, loss 0.171, test 0.085
Epoch 15, step 605, loss 0.171, test 0.085
Epoch 15, step 606, loss 0.006, test 0.085
Epoch 15, step 607, loss 0.000, test 0.085
Epoch 15, step 608, loss 0.031, test 0.085
Epoch 15, step 609, loss 0.112, test 0.085
Epoch 15, step 610, loss 0.068, test 0.085
Epoch 15, step 611, loss 0.424, test 0.085
Epoch 15, step 612, loss 0.008, test 0.085
Epoch 15, step 613, loss 0.015, test 0.085
Epoch 15, step 614, loss 0.014, test 0.085
Epoch 15, step 615, loss 0.060, test 0.085
Epoch 15, step 616, loss 0.060, test 0.085
Epoch 15, step 617, loss 0.078, test 0.085
Epoch 15, step 618, loss 0.718, test 0.085
Epoch 15, step 619, loss 0.059, test 0.085
Epoch 15, step 620, loss 0.683, test 0.085
Epoch 15, step 621, loss 0.082, test 0.085
Epoch 15, step 622, loss 0.064, test 0.085
Epoch 15, step 623, loss 0.106, test 0.085
Epoch 15, step 624, loss 0.002, test 0.085
Epoch 15, step 625, loss 0.060, test 0.085
Epoch 15, step 626, loss 1.180, test 0.085
Epoch 15, step 627, loss 0.301, test 0.085
Epoch 15, step 628, loss 0.061, test 0.085
Epoch 15, step 629, loss 0.077, test 0.085
Epoch 15, step 630, loss 0.088, test 0.085
Epoch 15, step 631, loss 0.012, test 0.085
Epoch 15, step 632, loss 0.045, test 0.085
Epoch 15, step 633, loss 0.081, test 0.085
Epoch 15, step 634, loss 0.162, test 0.085
Epoch 15, step 635, loss 0.007, test 0.085
Epoch 15, step 636, loss 0.088, test 0.085
Epoch 15, step 637, loss 0.028, test 0.085
Epoch 15, step 638, loss 0.012, test 0.085
Epoch 15, step 639, loss 0.017, test 0.085
Epoch 15, step 640, loss 0.079, test 0.086
Epoch 15, step 641, loss 0.033, test 0.086
Epoch 15, step 642, loss 0.029, test 0.086
Epoch 15, step 643, loss 0.144, test 0.085
Epoch 15, step 644, loss 0.098, test 0.085
Epoch 15, step 645, loss 0.251, test 0.085
Epoch 15, step 646, loss 0.036, test 0.085
Epoch 15, step 647, loss 0.169, test 0.085
Epoch 15, step 648, loss 0.007, test 0.085
Epoch 15, step 649, loss 0.093, test 0.085
Epoch 15, step 650, loss 0.029, test 0.085
Epoch 15, step 651, loss 0.012, test 0.085
Epoch 15, step 652, loss 0.113, test 0.085
Epoch 15, step 653, loss 0.022, test 0.085
Epoch 15, step 654, loss 0.018, test 0.085
Epoch 15, step 655, loss 0.022, test 0.085
Epoch 15, step 656, loss 0.324, test 0.085
Epoch 15, step 657, loss 0.029, test 0.085
Epoch 15, step 658, loss 0.603, test 0.085
Epoch 15, step 659, loss 0.488, test 0.086
Epoch 15, step 660, loss 0.534, test 0.086
Epoch 15, step 661, loss 0.005, test 0.086
Epoch 15, step 662, loss 0.119, test 0.086
Epoch 15, step 663, loss 0.004, test 0.086
Epoch 15, step 664, loss 0.287, test 0.086
Epoch 15, step 665, loss 0.034, test 0.086
Epoch 15, step 666, loss 0.011, test 0.086
Epoch 15, step 667, loss 0.146, test 0.086
Epoch 15, step 668, loss 0.409, test 0.086
Epoch 15, step 669, loss 0.012, test 0.086
Epoch 15, step 670, loss 0.171, test 0.086
Epoch 15, step 671, loss 0.025, test 0.086
Epoch 15, step 672, loss 0.022, test 0.085
Epoch 15, step 673, loss 0.275, test 0.085
Epoch 15, step 674, loss 0.058, test 0.085
Epoch 15, step 675, loss 0.149, test 0.085
Epoch 15, step 676, loss 0.263, test 0.085
Epoch 15, step 677, loss 0.062, test 0.085
Epoch 15, step 678, loss 0.001, test 0.085
Epoch 15, step 679, loss 0.579, test 0.085
Epoch 15, step 680, loss 0.051, test 0.085
Epoch 15, step 681, loss 0.001, test 0.085
Epoch 15, step 682, loss 0.028, test 0.085
Epoch 15, step 683, loss 0.014, test 0.085
Epoch 15, step 684, loss 0.151, test 0.085
Epoch 15, step 685, loss 0.106, test 0.085
Epoch 15, step 686, loss 0.001, test 0.085
Epoch 15, step 687, loss 0.080, test 0.085
Epoch 15, step 688, loss 0.387, test 0.085
Epoch 15, step 689, loss 0.031, test 0.085
Epoch 15, step 690, loss 0.323, test 0.085
Epoch 15, step 691, loss 0.076, test 0.085
Epoch 15, step 692, loss 0.001, test 0.085
Epoch 15, step 693, loss 1.480, test 0.085
Epoch 15, step 694, loss 0.018, test 0.085
Epoch 15, step 695, loss 0.156, test 0.085
Epoch 15, step 696, loss 0.010, test 0.085
Epoch 15, step 697, loss 0.019, test 0.085
Epoch 15, step 698, loss 0.049, test 0.085
Epoch 15, step 699, loss 0.182, test 0.085
Epoch 15, step 700, loss 0.135, test 0.085
Epoch 15, step 701, loss 0.509, test 0.085
Epoch 15, step 702, loss 0.028, test 0.085
Epoch 15, step 703, loss 0.118, test 0.085
Epoch 15, step 704, loss 0.005, test 0.086
Epoch 15, step 705, loss 0.170, test 0.086
Epoch 15, step 706, loss 0.037, test 0.085
Epoch 15, step 707, loss 0.166, test 0.085
Epoch 15, step 708, loss 0.006, test 0.085
Epoch 15, step 709, loss 0.075, test 0.086
Epoch 15, step 710, loss 0.001, test 0.086
Epoch 15, step 711, loss 0.026, test 0.086
Epoch 15, step 712, loss 0.962, test 0.086
Epoch 15, step 713, loss 0.149, test 0.086
Epoch 15, step 714, loss 0.006, test 0.086
Epoch 15, step 715, loss 0.003, test 0.086
Epoch 15, step 716, loss 0.176, test 0.086
Epoch 15, step 717, loss 0.195, test 0.086
Epoch 15, step 718, loss 0.027, test 0.086
Epoch 15, step 719, loss 0.009, test 0.086
Epoch 15, step 720, loss 0.032, test 0.086
Epoch 15, step 721, loss 0.086, test 0.086
Epoch 15, step 722, loss 0.007, test 0.086
Epoch 15, step 723, loss 0.017, test 0.086
Epoch 15, step 724, loss 0.313, test 0.086
Epoch 15, step 725, loss 0.000, test 0.086
Epoch 15, step 726, loss 0.002, test 0.086
Epoch 15, step 727, loss 0.217, test 0.087
Epoch 15, step 728, loss 0.005, test 0.087
Epoch 15, step 729, loss 0.002, test 0.087
Epoch 15, step 730, loss 0.075, test 0.087
Epoch 15, step 731, loss 0.155, test 0.087
Epoch 15, step 732, loss 0.282, test 0.087
Epoch 15, step 733, loss 0.002, test 0.087
Epoch 15, step 734, loss 0.528, test 0.087
Epoch 15, step 735, loss 0.464, test 0.087
Epoch 15, step 736, loss 0.376, test 0.087
Epoch 15, step 737, loss 0.020, test 0.087
Epoch 15, step 738, loss 0.006, test 0.087
Epoch 15, step 739, loss 0.038, test 0.087
Epoch 15, step 740, loss 0.004, test 0.087
Epoch 15, step 741, loss 0.301, test 0.087
Epoch 15, step 742, loss 0.017, test 0.087
Epoch 15, step 743, loss 0.077, test 0.087
Epoch 15, step 744, loss 0.010, test 0.087
Epoch 15, step 745, loss 0.101, test 0.087
Epoch 15, step 746, loss 0.015, test 0.087
Epoch 15, step 747, loss 0.001, test 0.087
Epoch 15, step 748, loss 0.684, test 0.087
Epoch 15, step 749, loss 0.008, test 0.087
Epoch 15, step 750, loss 0.001, test 0.087
Epoch 15, step 751, loss 0.075, test 0.087
Epoch 15, step 752, loss 0.051, test 0.087
Epoch 15, step 753, loss 0.017, test 0.086
Epoch 15, step 754, loss 0.116, test 0.087
Epoch 15, step 755, loss 0.155, test 0.087
Epoch 15, step 756, loss 0.287, test 0.087
Epoch 15, step 757, loss 0.021, test 0.087
Epoch 15, step 758, loss 0.043, test 0.087
Epoch 15, step 759, loss 0.150, test 0.087
Epoch 15, step 760, loss 0.047, test 0.087
Epoch 15, step 761, loss 0.051, test 0.087
Epoch 15, step 762, loss 0.264, test 0.087
Epoch 15, step 763, loss 0.210, test 0.087
Epoch 15, step 764, loss 0.189, test 0.087
Epoch 15, step 765, loss 0.063, test 0.087
Epoch 15, step 766, loss 0.017, test 0.087
Epoch 15, step 767, loss 0.127, test 0.087
Epoch 15, step 768, loss 0.329, test 0.087
Epoch 15, step 769, loss 0.032, test 0.087
Epoch 15, step 770, loss 0.232, test 0.087
Epoch 15, step 771, loss 0.002, test 0.087
Epoch 15, step 772, loss 0.442, test 0.087
Epoch 15, step 773, loss 0.137, test 0.087
Epoch 15, step 774, loss 0.066, test 0.087
Epoch 15, step 775, loss 0.004, test 0.087
Epoch 15, step 776, loss 0.156, test 0.087
Epoch 15, step 777, loss 0.010, test 0.087
Epoch 15, step 778, loss 0.021, test 0.087
Epoch 15, step 779, loss 0.018, test 0.087
Epoch 15, step 780, loss 0.032, test 0.087
Epoch 15, step 781, loss 0.072, test 0.088
Epoch 15, step 782, loss 0.028, test 0.088
Epoch 15, step 783, loss 0.037, test 0.088
Epoch 15, step 784, loss 0.116, test 0.088
Epoch 15, step 785, loss 0.231, test 0.088
Epoch 15, step 786, loss 0.005, test 0.088
Epoch 15, step 787, loss 0.004, test 0.088
Epoch 15, step 788, loss 0.153, test 0.088
Epoch 15, step 789, loss 0.017, test 0.088
Epoch 15, step 790, loss 0.005, test 0.088
Epoch 15, step 791, loss 0.014, test 0.088
Epoch 15, step 792, loss 0.012, test 0.088
Epoch 15, step 793, loss 0.138, test 0.088
Epoch 15, step 794, loss 0.003, test 0.088
Epoch 15, step 795, loss 0.058, test 0.088
Epoch 15, step 796, loss 0.000, test 0.088
Epoch 15, step 797, loss 0.223, test 0.088
Epoch 15, step 798, loss 0.017, test 0.088
Epoch 15, step 799, loss 0.018, test 0.088
Epoch 15, step 800, loss 0.002, test 0.088
Epoch 15, step 801, loss 0.368, test 0.088
Epoch 15, step 802, loss 0.011, test 0.088
Epoch 15, step 803, loss 0.173, test 0.088
Epoch 15, step 804, loss 0.060, test 0.088
Epoch 15, step 805, loss 0.261, test 0.088
Epoch 15, step 806, loss 0.006, test 0.088
Epoch 15, step 807, loss 0.397, test 0.088
Epoch 15, step 808, loss 0.324, test 0.088
Epoch 15, step 809, loss 0.153, test 0.088
Epoch 15, step 810, loss 0.003, test 0.088
Epoch 15, step 811, loss 0.007, test 0.088
Epoch 15, step 812, loss 0.005, test 0.088
Epoch 15, step 813, loss 0.042, test 0.088
Epoch 15, step 814, loss 0.001, test 0.088
Epoch 15, step 815, loss 0.075, test 0.088
Epoch 15, step 816, loss 0.043, test 0.088
Epoch 15, step 817, loss 0.039, test 0.088
Epoch 15, step 818, loss 0.004, test 0.088
Epoch 15, step 819, loss 0.158, test 0.088
Epoch 15, step 820, loss 0.375, test 0.087
Epoch 15, step 821, loss 0.069, test 0.087
Epoch 15, step 822, loss 0.018, test 0.087
Epoch 15, step 823, loss 0.090, test 0.087
Epoch 15, step 824, loss 0.019, test 0.087
Epoch 15, step 825, loss 0.486, test 0.087
Epoch 15, step 826, loss 0.020, test 0.087
Epoch 15, step 827, loss 0.423, test 0.087
Epoch 15, step 828, loss 0.233, test 0.087
Epoch 15, step 829, loss 0.078, test 0.087
Epoch 15, step 830, loss 0.023, test 0.087
Epoch 15, step 831, loss 0.084, test 0.088
Epoch 15, step 832, loss 0.010, test 0.088
Epoch 15, step 833, loss 0.045, test 0.088
Epoch 15, step 834, loss 0.056, test 0.088
Epoch 15, step 835, loss 0.007, test 0.088
Epoch 15, step 836, loss 0.060, test 0.088
Epoch 15, step 837, loss 0.059, test 0.088
Epoch 15, step 838, loss 0.006, test 0.088
Epoch 15, step 839, loss 0.000, test 0.088
Epoch 15, step 840, loss 0.284, test 0.088
Epoch 15, step 841, loss 0.032, test 0.088
Epoch 15, step 842, loss 0.156, test 0.088
Epoch 15, step 843, loss 0.098, test 0.087
Epoch 15, step 844, loss 0.122, test 0.087
Epoch 15, step 845, loss 0.083, test 0.087
Epoch 15, step 846, loss 0.139, test 0.087
Epoch 15, step 847, loss 0.254, test 0.088
Epoch 15, step 848, loss 0.149, test 0.088
Epoch 15, step 849, loss 0.066, test 0.088
Epoch 15, step 850, loss 0.011, test 0.088
Epoch 15, step 851, loss 0.181, test 0.088
Epoch 15, step 852, loss 0.001, test 0.088
Epoch 15, step 853, loss 0.005, test 0.088
Epoch 15, step 854, loss 0.166, test 0.088
Epoch 15, step 855, loss 0.028, test 0.088
Epoch 15, step 856, loss 0.000, test 0.088
Epoch 15, step 857, loss 0.164, test 0.088
Epoch 15, step 858, loss 0.097, test 0.088
Epoch 15, step 859, loss 0.001, test 0.088
Epoch 15, step 860, loss 0.107, test 0.088
Epoch 15, step 861, loss 0.371, test 0.088
Epoch 15, step 862, loss 0.036, test 0.088
Epoch 15, step 863, loss 0.004, test 0.088
Epoch 15, step 864, loss 0.158, test 0.087
Epoch 15, step 865, loss 0.289, test 0.087
Epoch 15, step 866, loss 0.002, test 0.087
Epoch 15, step 867, loss 0.004, test 0.087
Epoch 15, step 868, loss 0.234, test 0.088
Epoch 15, step 869, loss 0.006, test 0.088
Epoch 15, step 870, loss 0.002, test 0.088
Epoch 15, step 871, loss 0.600, test 0.088
Epoch 15, step 872, loss 0.019, test 0.088
Epoch 15, step 873, loss 0.174, test 0.088
Epoch 15, step 874, loss 0.222, test 0.088
Epoch 15, step 875, loss 0.348, test 0.088
Epoch 15, step 876, loss 0.035, test 0.088
Epoch 15, step 877, loss 0.166, test 0.088
Epoch 15, step 878, loss 0.065, test 0.088
Epoch 15, step 879, loss 0.001, test 0.088
Epoch 15, step 880, loss 0.028, test 0.088
Epoch 15, step 881, loss 0.011, test 0.088
Epoch 15, step 882, loss 0.089, test 0.088
Epoch 15, step 883, loss 0.017, test 0.088
Epoch 15, step 884, loss 0.012, test 0.088
Epoch 15, step 885, loss 0.417, test 0.088
Epoch 15, step 886, loss 0.003, test 0.088
Epoch 15, step 887, loss 0.366, test 0.088
Epoch 15, step 888, loss 0.005, test 0.088
Epoch 15, step 889, loss 0.135, test 0.088
Epoch 15, step 890, loss 0.017, test 0.088
Epoch 15, step 891, loss 0.000, test 0.088
Epoch 15, step 892, loss 0.001, test 0.088
Epoch 15, step 893, loss 0.032, test 0.088
Epoch 15, step 894, loss 0.002, test 0.088
Epoch 15, step 895, loss 0.010, test 0.088
Epoch 15, step 896, loss 0.026, test 0.088
Epoch 15, step 897, loss 0.000, test 0.088
Epoch 15, step 898, loss 0.026, test 0.088
Epoch 15, step 899, loss 0.041, test 0.088
Epoch 15, step 900, loss 0.139, test 0.088
Epoch 15, step 901, loss 0.028, test 0.088
Epoch 15, step 902, loss 0.614, test 0.088
Epoch 15, step 903, loss 0.028, test 0.088
Epoch 15, step 904, loss 0.001, test 0.087
Epoch 15, step 905, loss 0.059, test 0.087
Epoch 15, step 906, loss 0.136, test 0.088
Epoch 15, step 907, loss 0.093, test 0.087
Epoch 15, step 908, loss 0.277, test 0.087
Epoch 15, step 909, loss 0.044, test 0.087
Epoch 15, step 910, loss 1.022, test 0.088
Epoch 15, step 911, loss 0.118, test 0.088
Epoch 15, step 912, loss 0.146, test 0.088
Epoch 15, step 913, loss 0.051, test 0.088
Epoch 15, step 914, loss 0.098, test 0.088
Epoch 15, step 915, loss 0.011, test 0.088
Epoch 15, step 916, loss 0.106, test 0.088
Epoch 15, step 917, loss 0.061, test 0.088
Epoch 15, step 918, loss 0.312, test 0.088
Epoch 15, step 919, loss 0.007, test 0.088
Epoch 15, step 920, loss 0.016, test 0.088
Epoch 15, step 921, loss 0.002, test 0.088
Epoch 15, step 922, loss 0.295, test 0.088
Epoch 15, step 923, loss 0.146, test 0.088
Epoch 15, step 924, loss 0.030, test 0.088
Epoch 15, step 925, loss 0.074, test 0.088
Epoch 15, step 926, loss 0.135, test 0.088
Epoch 15, step 927, loss 0.000, test 0.088
Epoch 15, step 928, loss 0.062, test 0.087
Epoch 15, step 929, loss 0.006, test 0.087
Epoch 15, step 930, loss 0.233, test 0.087
Epoch 15, step 931, loss 0.043, test 0.087
Epoch 15, step 932, loss 0.025, test 0.087
Epoch 15, step 933, loss 0.172, test 0.087
Epoch 15, step 934, loss 0.144, test 0.087
Epoch 15, step 935, loss 0.043, test 0.087
Epoch 15, step 936, loss 0.115, test 0.087
Epoch 15, step 937, loss 0.006, test 0.087
Epoch 15, step 938, loss 0.019, test 0.087
Epoch 15, step 939, loss 0.055, test 0.087
Epoch 15, step 940, loss 0.066, test 0.087
Epoch 15, step 941, loss 0.055, test 0.087
Epoch 15, step 942, loss 0.075, test 0.087
Epoch 15, step 943, loss 0.027, test 0.087
Epoch 15, step 944, loss 0.094, test 0.087
Epoch 15, step 945, loss 0.017, test 0.087
Epoch 15, step 946, loss 0.080, test 0.087
Epoch 15, step 947, loss 0.125, test 0.087
Epoch 15, step 948, loss 0.000, test 0.087
Epoch 15, step 949, loss 0.037, test 0.087
Epoch 15, step 950, loss 0.003, test 0.087
Epoch 15, step 951, loss 0.007, test 0.087
Epoch 15, step 952, loss 0.005, test 0.087
Epoch 15, step 953, loss 0.211, test 0.087
Epoch 15, step 954, loss 0.275, test 0.087
Epoch 15, step 955, loss 0.028, test 0.087
Epoch 15, step 956, loss 0.144, test 0.087
Epoch 15, step 957, loss 0.084, test 0.087
Epoch 15, step 958, loss 0.028, test 0.087
Epoch 15, step 959, loss 0.000, test 0.087
Epoch 15, step 960, loss 0.100, test 0.087
Epoch 15, step 961, loss 0.041, test 0.087
Epoch 15, step 962, loss 0.377, test 0.087
Epoch 15, step 963, loss 0.171, test 0.087
Epoch 15, step 964, loss 0.378, test 0.087
Epoch 15, step 965, loss 0.542, test 0.087
Epoch 15, step 966, loss 0.004, test 0.087
Epoch 15, step 967, loss 0.235, test 0.087
Epoch 15, step 968, loss 0.147, test 0.087
Epoch 15, step 969, loss 0.150, test 0.087
Epoch 15, step 970, loss 0.177, test 0.087
Epoch 15, step 971, loss 0.041, test 0.087
Epoch 15, step 972, loss 0.276, test 0.087
Epoch 15, step 973, loss 0.269, test 0.087
Epoch 15, step 974, loss 0.153, test 0.087
Epoch 15, step 975, loss 0.002, test 0.087
Epoch 15, step 976, loss 0.052, test 0.087
Epoch 15, step 977, loss 0.119, test 0.087
Epoch 15, step 978, loss 0.086, test 0.087
Epoch 15, step 979, loss 0.126, test 0.087
Epoch 15, step 980, loss 0.009, test 0.087
Epoch 15, step 981, loss 0.001, test 0.087
Epoch 15, step 982, loss 0.548, test 0.087
Epoch 15, step 983, loss 0.059, test 0.087
Epoch 15, step 984, loss 0.190, test 0.087
Epoch 15, step 985, loss 0.039, test 0.087
Epoch 15, step 986, loss 0.010, test 0.087
Epoch 15, step 987, loss 0.210, test 0.087
Epoch 15, step 988, loss 0.004, test 0.087
Epoch 15, step 989, loss 0.231, test 0.087
Epoch 15, step 990, loss 0.045, test 0.087
Epoch 15, step 991, loss 0.174, test 0.087
Epoch 15, step 992, loss 0.020, test 0.087
Epoch 15, step 993, loss 0.250, test 0.087
Epoch 15, step 994, loss 0.048, test 0.087
Epoch 15, step 995, loss 0.000, test 0.087
Epoch 15, step 996, loss 0.020, test 0.087
Epoch 15, step 997, loss 0.371, test 0.086
Epoch 15, step 998, loss 0.018, test 0.086
Epoch 15, step 999, loss 0.007, test 0.086
Epoch 16, step 0, loss 0.040, test 0.086
Epoch 16, step 1, loss 0.015, test 0.086
Epoch 16, step 2, loss 0.063, test 0.086
Epoch 16, step 3, loss 0.039, test 0.086
Epoch 16, step 4, loss 0.001, test 0.086
Epoch 16, step 5, loss 0.135, test 0.086
Epoch 16, step 6, loss 0.546, test 0.086
Epoch 16, step 7, loss 0.182, test 0.086
Epoch 16, step 8, loss 0.057, test 0.086
Epoch 16, step 9, loss 0.017, test 0.086
Epoch 16, step 10, loss 0.048, test 0.086
Epoch 16, step 11, loss 0.110, test 0.086
Epoch 16, step 12, loss 0.077, test 0.086
Epoch 16, step 13, loss 0.235, test 0.086
Epoch 16, step 14, loss 0.016, test 0.086
Epoch 16, step 15, loss 0.029, test 0.086
Epoch 16, step 16, loss 0.211, test 0.086
Epoch 16, step 17, loss 0.005, test 0.086
Epoch 16, step 18, loss 0.043, test 0.086
Epoch 16, step 19, loss 0.216, test 0.086
Epoch 16, step 20, loss 0.010, test 0.086
Epoch 16, step 21, loss 0.004, test 0.086

Epoch 16, step 22, loss 0.011, test 0.086
Epoch 16, step 23, loss 0.010, test 0.086
Epoch 16, step 24, loss 0.047, test 0.086
Epoch 16, step 25, loss 0.002, test 0.086
Epoch 16, step 26, loss 0.350, test 0.086
Epoch 16, step 27, loss 0.063, test 0.086
Epoch 16, step 28, loss 0.010, test 0.086
Epoch 16, step 29, loss 0.002, test 0.086
Epoch 16, step 30, loss 0.005, test 0.086
Epoch 16, step 31, loss 0.000, test 0.086
Epoch 16, step 32, loss 0.016, test 0.086
Epoch 16, step 33, loss 0.027, test 0.086
Epoch 16, step 34, loss 0.019, test 0.086
Epoch 16, step 35, loss 0.084, test 0.086
Epoch 16, step 36, loss 0.310, test 0.086
Epoch 16, step 37, loss 0.001, test 0.086
Epoch 16, step 38, loss 0.051, test 0.086
Epoch 16, step 39, loss 0.057, test 0.086
Epoch 16, step 40, loss 0.000, test 0.086
Epoch 16, step 41, loss 0.019, test 0.086
Epoch 16, step 42, loss 0.108, test 0.086
Epoch 16, step 43, loss 1.041, test 0.086
Epoch 16, step 44, loss 0.321, test 0.086
Epoch 16, step 45, loss 0.001, test 0.086
Epoch 16, step 46, loss 0.025, test 0.086
Epoch 16, step 47, loss 0.265, test 0.086
Epoch 16, step 48, loss 0.014, test 0.086
Epoch 16, step 49, loss 0.059, test 0.086
Epoch 16, step 50, loss 0.372, test 0.086
Epoch 16, step 51, loss 0.074, test 0.086
Epoch 16, step 52, loss 0.139, test 0.086
Epoch 16, step 53, loss 0.002, test 0.087
Epoch 16, step 54, loss 0.090, test 0.086
Epoch 16, step 55, loss 0.136, test 0.087
Epoch 16, step 56, loss 0.416, test 0.087
Epoch 16, step 57, loss 0.003, test 0.087
Epoch 16, step 58, loss 0.137, test 0.087
Epoch 16, step 59, loss 0.069, test 0.087
Epoch 16, step 60, loss 0.010, test 0.087
Epoch 16, step 61, loss 0.086, test 0.087
Epoch 16, step 62, loss 0.005, test 0.087
Epoch 16, step 63, loss 0.103, test 0.086
Epoch 16, step 64, loss 0.066, test 0.086
Epoch 16, step 65, loss 0.445, test 0.086
Epoch 16, step 66, loss 0.006, test 0.086
Epoch 16, step 67, loss 0.181, test 0.086
Epoch 16, step 68, loss 0.153, test 0.086
Epoch 16, step 69, loss 0.040, test 0.086
Epoch 16, step 70, loss 0.194, test 0.086
Epoch 16, step 71, loss 0.059, test 0.086
Epoch 16, step 72, loss 0.144, test 0.086
Epoch 16, step 73, loss 0.216, test 0.086
Epoch 16, step 74, loss 0.140, test 0.086
Epoch 16, step 75, loss 0.362, test 0.086
Epoch 16, step 76, loss 0.026, test 0.086
Epoch 16, step 77, loss 0.042, test 0.086
Epoch 16, step 78, loss 0.000, test 0.086
Epoch 16, step 79, loss 0.004, test 0.086
Epoch 16, step 80, loss 0.128, test 0.086
Epoch 16, step 81, loss 0.001, test 0.086
Epoch 16, step 82, loss 0.018, test 0.086
Epoch 16, step 83, loss 0.082, test 0.086
Epoch 16, step 84, loss 0.041, test 0.086
Epoch 16, step 85, loss 0.002, test 0.086
Epoch 16, step 86, loss 0.546, test 0.086
Epoch 16, step 87, loss 0.025, test 0.086
Epoch 16, step 88, loss 0.287, test 0.086
Epoch 16, step 89, loss 1.608, test 0.086
Epoch 16, step 90, loss 0.004, test 0.086
Epoch 16, step 91, loss 0.082, test 0.086
Epoch 16, step 92, loss 0.030, test 0.086
Epoch 16, step 93, loss 0.030, test 0.086
Epoch 16, step 94, loss 0.006, test 0.086
Epoch 16, step 95, loss 0.034, test 0.086
Epoch 16, step 96, loss 0.018, test 0.086
Epoch 16, step 97, loss 0.002, test 0.086
Epoch 16, step 98, loss 0.030, test 0.086
Epoch 16, step 99, loss 0.027, test 0.086
Epoch 16, step 100, loss 0.002, test 0.086
Epoch 16, step 101, loss 0.001, test 0.086
Epoch 16, step 102, loss 0.600, test 0.086
Epoch 16, step 103, loss 0.338, test 0.086
Epoch 16, step 104, loss 0.121, test 0.086
Epoch 16, step 105, loss 0.139, test 0.086
Epoch 16, step 106, loss 0.096, test 0.086
Epoch 16, step 107, loss 1.473, test 0.086
Epoch 16, step 108, loss 0.066, test 0.086
Epoch 16, step 109, loss 0.179, test 0.087
Epoch 16, step 110, loss 0.178, test 0.086
Epoch 16, step 111, loss 0.011, test 0.086
Epoch 16, step 112, loss 0.042, test 0.086
Epoch 16, step 113, loss 0.141, test 0.087
Epoch 16, step 114, loss 0.193, test 0.087
Epoch 16, step 115, loss 0.097, test 0.087
Epoch 16, step 116, loss 0.908, test 0.087
Epoch 16, step 117, loss 0.016, test 0.087
Epoch 16, step 118, loss 0.003, test 0.087
Epoch 16, step 119, loss 0.032, test 0.087
Epoch 16, step 120, loss 0.085, test 0.087
Epoch 16, step 121, loss 0.085, test 0.087
Epoch 16, step 122, loss 0.054, test 0.087
Epoch 16, step 123, loss 0.005, test 0.087
Epoch 16, step 124, loss 0.000, test 0.087
Epoch 16, step 125, loss 0.117, test 0.087
Epoch 16, step 126, loss 0.592, test 0.087
Epoch 16, step 127, loss 0.055, test 0.087
Epoch 16, step 128, loss 0.109, test 0.087
Epoch 16, step 129, loss 0.013, test 0.087
Epoch 16, step 130, loss 0.119, test 0.087
Epoch 16, step 131, loss 0.047, test 0.087
Epoch 16, step 132, loss 0.121, test 0.087
Epoch 16, step 133, loss 0.009, test 0.087
Epoch 16, step 134, loss 0.032, test 0.087
Epoch 16, step 135, loss 0.092, test 0.087
Epoch 16, step 136, loss 0.030, test 0.087
Epoch 16, step 137, loss 0.083, test 0.087
Epoch 16, step 138, loss 0.003, test 0.087
Epoch 16, step 139, loss 0.000, test 0.087
Epoch 16, step 140, loss 0.119, test 0.087
Epoch 16, step 141, loss 0.660, test 0.087
Epoch 16, step 142, loss 0.008, test 0.087
Epoch 16, step 143, loss 0.044, test 0.087
Epoch 16, step 144, loss 0.329, test 0.087
Epoch 16, step 145, loss 0.012, test 0.087
Epoch 16, step 146, loss 0.116, test 0.087
Epoch 16, step 147, loss 0.000, test 0.087
Epoch 16, step 148, loss 0.065, test 0.087
Epoch 16, step 149, loss 0.082, test 0.087
Epoch 16, step 150, loss 0.151, test 0.087
Epoch 16, step 151, loss 0.477, test 0.087
Epoch 16, step 152, loss 0.118, test 0.087
Epoch 16, step 153, loss 0.000, test 0.087
Epoch 16, step 154, loss 0.009, test 0.087
Epoch 16, step 155, loss 0.387, test 0.086
Epoch 16, step 156, loss 0.029, test 0.086
Epoch 16, step 157, loss 0.033, test 0.086
Epoch 16, step 158, loss 0.131, test 0.086
Epoch 16, step 159, loss 0.142, test 0.087
Epoch 16, step 160, loss 0.020, test 0.087
Epoch 16, step 161, loss 0.002, test 0.087
Epoch 16, step 162, loss 0.006, test 0.087
Epoch 16, step 163, loss 0.055, test 0.087
Epoch 16, step 164, loss 0.005, test 0.087
Epoch 16, step 165, loss 0.077, test 0.087
Epoch 16, step 166, loss 0.017, test 0.087
Epoch 16, step 167, loss 0.106, test 0.087
Epoch 16, step 168, loss 0.133, test 0.087
Epoch 16, step 169, loss 0.087, test 0.087
Epoch 16, step 170, loss 0.205, test 0.087
Epoch 16, step 171, loss 0.019, test 0.087
Epoch 16, step 172, loss 0.000, test 0.087
Epoch 16, step 173, loss 0.211, test 0.087
Epoch 16, step 174, loss 0.029, test 0.087
Epoch 16, step 175, loss 0.034, test 0.087
Epoch 16, step 176, loss 0.003, test 0.087
Epoch 16, step 177, loss 0.144, test 0.087
Epoch 16, step 178, loss 0.019, test 0.087
Epoch 16, step 179, loss 0.130, test 0.087
Epoch 16, step 180, loss 0.048, test 0.087
Epoch 16, step 181, loss 0.030, test 0.087
Epoch 16, step 182, loss 0.047, test 0.087
Epoch 16, step 183, loss 0.339, test 0.087
Epoch 16, step 184, loss 0.049, test 0.087
Epoch 16, step 185, loss 0.108, test 0.087
Epoch 16, step 186, loss 0.001, test 0.087
Epoch 16, step 187, loss 0.050, test 0.087
Epoch 16, step 188, loss 0.133, test 0.087
Epoch 16, step 189, loss 0.073, test 0.087
Epoch 16, step 190, loss 0.001, test 0.087
Epoch 16, step 191, loss 0.000, test 0.087
Epoch 16, step 192, loss 0.258, test 0.087
Epoch 16, step 193, loss 0.007, test 0.087
Epoch 16, step 194, loss 0.259, test 0.087
Epoch 16, step 195, loss 0.030, test 0.087
Epoch 16, step 196, loss 0.170, test 0.087
Epoch 16, step 197, loss 0.015, test 0.087
Epoch 16, step 198, loss 0.115, test 0.087
Epoch 16, step 199, loss 0.296, test 0.087
Epoch 16, step 200, loss 0.006, test 0.087
Epoch 16, step 201, loss 0.004, test 0.087
Epoch 16, step 202, loss 0.275, test 0.087
Epoch 16, step 203, loss 0.002, test 0.087
Epoch 16, step 204, loss 0.040, test 0.087
Epoch 16, step 205, loss 0.176, test 0.087
Epoch 16, step 206, loss 0.274, test 0.087
Epoch 16, step 207, loss 0.123, test 0.087
Epoch 16, step 208, loss 0.479, test 0.087
Epoch 16, step 209, loss 0.068, test 0.087
Epoch 16, step 210, loss 0.104, test 0.087
Epoch 16, step 211, loss 0.005, test 0.087
Epoch 16, step 212, loss 0.031, test 0.087
Epoch 16, step 213, loss 0.532, test 0.087
Epoch 16, step 214, loss 0.183, test 0.087
Epoch 16, step 215, loss 0.601, test 0.087
Epoch 16, step 216, loss 0.087, test 0.087
Epoch 16, step 217, loss 0.001, test 0.087
Epoch 16, step 218, loss 0.009, test 0.087
Epoch 16, step 219, loss 0.001, test 0.087
Epoch 16, step 220, loss 0.119, test 0.087
Epoch 16, step 221, loss 0.166, test 0.087
Epoch 16, step 222, loss 0.099, test 0.087
Epoch 16, step 223, loss 0.216, test 0.087
Epoch 16, step 224, loss 0.082, test 0.087
Epoch 16, step 225, loss 0.041, test 0.087
Epoch 16, step 226, loss 1.607, test 0.087
Epoch 16, step 227, loss 0.058, test 0.087
Epoch 16, step 228, loss 1.409, test 0.087
Epoch 16, step 229, loss 0.039, test 0.087
Epoch 16, step 230, loss 0.260, test 0.087
Epoch 16, step 231, loss 0.043, test 0.087
Epoch 16, step 232, loss 0.154, test 0.087
Epoch 16, step 233, loss 0.025, test 0.087
Epoch 16, step 234, loss 0.179, test 0.087
Epoch 16, step 235, loss 0.183, test 0.087
Epoch 16, step 236, loss 0.085, test 0.087
Epoch 16, step 237, loss 0.273, test 0.087
Epoch 16, step 238, loss 0.057, test 0.087
Epoch 16, step 239, loss 0.041, test 0.087
Epoch 16, step 240, loss 0.010, test 0.087
Epoch 16, step 241, loss 0.010, test 0.087
Epoch 16, step 242, loss 0.000, test 0.087
Epoch 16, step 243, loss 0.059, test 0.087
Epoch 16, step 244, loss 0.066, test 0.087
Epoch 16, step 245, loss 0.012, test 0.087
Epoch 16, step 246, loss 0.754, test 0.087
Epoch 16, step 247, loss 0.002, test 0.087
Epoch 16, step 248, loss 0.048, test 0.087
Epoch 16, step 249, loss 0.000, test 0.087
Epoch 16, step 250, loss 0.193, test 0.087
Epoch 16, step 251, loss 0.180, test 0.087
Epoch 16, step 252, loss 0.040, test 0.087
Epoch 16, step 253, loss 0.001, test 0.087
Epoch 16, step 254, loss 0.043, test 0.087
Epoch 16, step 255, loss 0.001, test 0.087
Epoch 16, step 256, loss 0.008, test 0.087
Epoch 16, step 257, loss 0.008, test 0.087
Epoch 16, step 258, loss 0.006, test 0.087
Epoch 16, step 259, loss 0.036, test 0.087
Epoch 16, step 260, loss 0.006, test 0.087
Epoch 16, step 261, loss 0.031, test 0.087
Epoch 16, step 262, loss 0.010, test 0.087
Epoch 16, step 263, loss 0.189, test 0.087
Epoch 16, step 264, loss 0.338, test 0.087
Epoch 16, step 265, loss 0.006, test 0.087
Epoch 16, step 266, loss 0.071, test 0.087
Epoch 16, step 267, loss 0.255, test 0.087
Epoch 16, step 268, loss 0.000, test 0.087
Epoch 16, step 269, loss 0.002, test 0.087
Epoch 16, step 270, loss 0.002, test 0.087
Epoch 16, step 271, loss 0.013, test 0.087
Epoch 16, step 272, loss 0.019, test 0.087
Epoch 16, step 273, loss 0.084, test 0.087
Epoch 16, step 274, loss 0.141, test 0.087
Epoch 16, step 275, loss 0.153, test 0.087
Epoch 16, step 276, loss 0.004, test 0.087
Epoch 16, step 277, loss 0.541, test 0.087
Epoch 16, step 278, loss 0.015, test 0.087
Epoch 16, step 279, loss 0.074, test 0.087
Epoch 16, step 280, loss 0.302, test 0.087
Epoch 16, step 281, loss 0.015, test 0.087
Epoch 16, step 282, loss 0.010, test 0.087
Epoch 16, step 283, loss 0.039, test 0.087
Epoch 16, step 284, loss 0.153, test 0.087
Epoch 16, step 285, loss 0.008, test 0.087
Epoch 16, step 286, loss 0.018, test 0.087
Epoch 16, step 287, loss 0.048, test 0.087
Epoch 16, step 288, loss 0.117, test 0.087
Epoch 16, step 289, loss 0.006, test 0.087
Epoch 16, step 290, loss 0.140, test 0.087
Epoch 16, step 291, loss 0.601, test 0.087
Epoch 16, step 292, loss 0.143, test 0.087
Epoch 16, step 293, loss 0.260, test 0.087
Epoch 16, step 294, loss 0.003, test 0.087
Epoch 16, step 295, loss 0.002, test 0.087
Epoch 16, step 296, loss 0.463, test 0.087
Epoch 16, step 297, loss 0.019, test 0.087
Epoch 16, step 298, loss 0.025, test 0.087
Epoch 16, step 299, loss 0.061, test 0.087
Epoch 16, step 300, loss 0.062, test 0.087
Epoch 16, step 301, loss 0.068, test 0.087
Epoch 16, step 302, loss 0.486, test 0.087
Epoch 16, step 303, loss 0.108, test 0.087
Epoch 16, step 304, loss 0.014, test 0.087
Epoch 16, step 305, loss 0.002, test 0.087
Epoch 16, step 306, loss 0.043, test 0.087
Epoch 16, step 307, loss 0.025, test 0.087
Epoch 16, step 308, loss 0.247, test 0.088
Epoch 16, step 309, loss 0.072, test 0.088
Epoch 16, step 310, loss 0.031, test 0.088
Epoch 16, step 311, loss 0.066, test 0.088
Epoch 16, step 312, loss 0.167, test 0.088
Epoch 16, step 313, loss 0.000, test 0.088
Epoch 16, step 314, loss 0.010, test 0.088
Epoch 16, step 315, loss 0.204, test 0.087
Epoch 16, step 316, loss 0.005, test 0.087
Epoch 16, step 317, loss 0.053, test 0.087
Epoch 16, step 318, loss 0.446, test 0.087
Epoch 16, step 319, loss 0.053, test 0.087
Epoch 16, step 320, loss 0.048, test 0.087
Epoch 16, step 321, loss 0.121, test 0.087
Epoch 16, step 322, loss 0.003, test 0.087
Epoch 16, step 323, loss 0.041, test 0.087
Epoch 16, step 324, loss 0.087, test 0.087
Epoch 16, step 325, loss 0.021, test 0.087
Epoch 16, step 326, loss 0.000, test 0.087
Epoch 16, step 327, loss 0.118, test 0.087
Epoch 16, step 328, loss 0.045, test 0.087
Epoch 16, step 329, loss 0.354, test 0.086
Epoch 16, step 330, loss 0.014, test 0.086
Epoch 16, step 331, loss 0.314, test 0.086
Epoch 16, step 332, loss 0.230, test 0.086
Epoch 16, step 333, loss 0.029, test 0.086
Epoch 16, step 334, loss 0.006, test 0.086
Epoch 16, step 335, loss 0.231, test 0.086
Epoch 16, step 336, loss 0.016, test 0.086
Epoch 16, step 337, loss 0.202, test 0.086
Epoch 16, step 338, loss 0.007, test 0.086
Epoch 16, step 339, loss 0.003, test 0.086
Epoch 16, step 340, loss 0.120, test 0.086
Epoch 16, step 341, loss 0.096, test 0.086
Epoch 16, step 342, loss 0.120, test 0.086
Epoch 16, step 343, loss 0.306, test 0.086
Epoch 16, step 344, loss 0.110, test 0.086
Epoch 16, step 345, loss 0.001, test 0.086
Epoch 16, step 346, loss 0.491, test 0.086
Epoch 16, step 347, loss 0.178, test 0.086
Epoch 16, step 348, loss 0.177, test 0.086
Epoch 16, step 349, loss 0.002, test 0.086
Epoch 16, step 350, loss 0.112, test 0.086
Epoch 16, step 351, loss 0.271, test 0.087
Epoch 16, step 352, loss 0.081, test 0.087
Epoch 16, step 353, loss 0.056, test 0.087
Epoch 16, step 354, loss 0.017, test 0.087
Epoch 16, step 355, loss 0.840, test 0.086
Epoch 16, step 356, loss 0.090, test 0.086
Epoch 16, step 357, loss 0.187, test 0.086
Epoch 16, step 358, loss 0.145, test 0.086
Epoch 16, step 359, loss 0.000, test 0.086
Epoch 16, step 360, loss 0.025, test 0.086
Epoch 16, step 361, loss 0.112, test 0.086
Epoch 16, step 362, loss 0.008, test 0.086
Epoch 16, step 363, loss 0.018, test 0.086
Epoch 16, step 364, loss 0.027, test 0.086
Epoch 16, step 365, loss 0.072, test 0.086
Epoch 16, step 366, loss 0.000, test 0.086
Epoch 16, step 367, loss 0.363, test 0.086
Epoch 16, step 368, loss 0.586, test 0.086
Epoch 16, step 369, loss 0.013, test 0.086
Epoch 16, step 370, loss 0.050, test 0.086
Epoch 16, step 371, loss 0.542, test 0.086
Epoch 16, step 372, loss 0.192, test 0.086
Epoch 16, step 373, loss 0.249, test 0.086
Epoch 16, step 374, loss 0.090, test 0.086
Epoch 16, step 375, loss 0.171, test 0.086
Epoch 16, step 376, loss 0.002, test 0.086
Epoch 16, step 377, loss 0.008, test 0.086
Epoch 16, step 378, loss 0.124, test 0.086
Epoch 16, step 379, loss 0.485, test 0.086
Epoch 16, step 380, loss 0.001, test 0.086
Epoch 16, step 381, loss 0.002, test 0.086
Epoch 16, step 382, loss 0.104, test 0.086
Epoch 16, step 383, loss 0.003, test 0.086
Epoch 16, step 384, loss 0.007, test 0.086
Epoch 16, step 385, loss 0.001, test 0.086
Epoch 16, step 386, loss 0.197, test 0.086
Epoch 16, step 387, loss 0.037, test 0.086
Epoch 16, step 388, loss 0.177, test 0.086
Epoch 16, step 389, loss 0.030, test 0.086
Epoch 16, step 390, loss 0.019, test 0.086
Epoch 16, step 391, loss 0.061, test 0.086
Epoch 16, step 392, loss 0.089, test 0.086
Epoch 16, step 393, loss 0.001, test 0.086
Epoch 16, step 394, loss 0.003, test 0.086
Epoch 16, step 395, loss 0.412, test 0.086
Epoch 16, step 396, loss 0.002, test 0.086
Epoch 16, step 397, loss 0.027, test 0.086
Epoch 16, step 398, loss 0.004, test 0.086
Epoch 16, step 399, loss 0.043, test 0.086
Epoch 16, step 400, loss 0.003, test 0.086
Epoch 16, step 401, loss 0.001, test 0.086
Epoch 16, step 402, loss 0.064, test 0.086
Epoch 16, step 403, loss 0.121, test 0.086
Epoch 16, step 404, loss 0.000, test 0.086
Epoch 16, step 405, loss 0.019, test 0.086
Epoch 16, step 406, loss 0.000, test 0.086
Epoch 16, step 407, loss 1.144, test 0.086
Epoch 16, step 408, loss 0.574, test 0.086
Epoch 16, step 409, loss 0.032, test 0.086
Epoch 16, step 410, loss 0.026, test 0.086
Epoch 16, step 411, loss 0.201, test 0.086
Epoch 16, step 412, loss 0.412, test 0.086
Epoch 16, step 413, loss 0.952, test 0.086
Epoch 16, step 414, loss 0.164, test 0.086
Epoch 16, step 415, loss 0.343, test 0.086
Epoch 16, step 416, loss 0.103, test 0.086
Epoch 16, step 417, loss 0.497, test 0.086
Epoch 16, step 418, loss 0.077, test 0.086
Epoch 16, step 419, loss 0.094, test 0.086
Epoch 16, step 420, loss 0.100, test 0.086
Epoch 16, step 421, loss 0.532, test 0.086
Epoch 16, step 422, loss 0.009, test 0.086
Epoch 16, step 423, loss 0.008, test 0.086
Epoch 16, step 424, loss 0.000, test 0.086
Epoch 16, step 425, loss 0.054, test 0.086
Epoch 16, step 426, loss 0.026, test 0.086
Epoch 16, step 427, loss 0.347, test 0.086
Epoch 16, step 428, loss 0.007, test 0.086
Epoch 16, step 429, loss 0.168, test 0.086
Epoch 16, step 430, loss 0.168, test 0.086
Epoch 16, step 431, loss 0.019, test 0.086
Epoch 16, step 432, loss 0.016, test 0.086
Epoch 16, step 433, loss 0.007, test 0.086
Epoch 16, step 434, loss 0.007, test 0.086
Epoch 16, step 435, loss 0.439, test 0.086
Epoch 16, step 436, loss 0.554, test 0.086
Epoch 16, step 437, loss 0.019, test 0.086
Epoch 16, step 438, loss 0.032, test 0.086
Epoch 16, step 439, loss 0.483, test 0.086
Epoch 16, step 440, loss 0.143, test 0.086
Epoch 16, step 441, loss 0.029, test 0.086
Epoch 16, step 442, loss 0.038, test 0.086
Epoch 16, step 443, loss 0.232, test 0.086
Epoch 16, step 444, loss 0.010, test 0.086
Epoch 16, step 445, loss 0.173, test 0.086
Epoch 16, step 446, loss 0.005, test 0.086
Epoch 16, step 447, loss 0.037, test 0.086
Epoch 16, step 448, loss 0.007, test 0.086
Epoch 16, step 449, loss 0.018, test 0.086
Epoch 16, step 450, loss 0.005, test 0.086
Epoch 16, step 451, loss 0.232, test 0.086
Epoch 16, step 452, loss 0.109, test 0.086
Epoch 16, step 453, loss 0.011, test 0.086
Epoch 16, step 454, loss 0.045, test 0.087
Epoch 16, step 455, loss 0.048, test 0.087
Epoch 16, step 456, loss 0.018, test 0.087
Epoch 16, step 457, loss 0.004, test 0.087
Epoch 16, step 458, loss 0.000, test 0.087
Epoch 16, step 459, loss 0.005, test 0.087
Epoch 16, step 460, loss 0.098, test 0.087
Epoch 16, step 461, loss 0.080, test 0.087
Epoch 16, step 462, loss 0.377, test 0.087
Epoch 16, step 463, loss 0.003, test 0.087
Epoch 16, step 464, loss 0.149, test 0.087
Epoch 16, step 465, loss 0.001, test 0.087
Epoch 16, step 466, loss 0.002, test 0.087
Epoch 16, step 467, loss 0.078, test 0.087
Epoch 16, step 468, loss 0.190, test 0.086
Epoch 16, step 469, loss 0.015, test 0.086
Epoch 16, step 470, loss 0.137, test 0.086
Epoch 16, step 471, loss 0.307, test 0.086
Epoch 16, step 472, loss 0.088, test 0.086
Epoch 16, step 473, loss 0.175, test 0.086
Epoch 16, step 474, loss 0.065, test 0.086
Epoch 16, step 475, loss 0.004, test 0.086
Epoch 16, step 476, loss 0.134, test 0.087
Epoch 16, step 477, loss 0.001, test 0.087
Epoch 16, step 478, loss 0.003, test 0.087
Epoch 16, step 479, loss 0.041, test 0.087
Epoch 16, step 480, loss 0.048, test 0.087
Epoch 16, step 481, loss 0.538, test 0.087
Epoch 16, step 482, loss 0.012, test 0.087
Epoch 16, step 483, loss 0.057, test 0.087
Epoch 16, step 484, loss 0.006, test 0.087
Epoch 16, step 485, loss 0.030, test 0.087
Epoch 16, step 486, loss 0.030, test 0.087
Epoch 16, step 487, loss 0.510, test 0.087
Epoch 16, step 488, loss 0.010, test 0.087
Epoch 16, step 489, loss 0.020, test 0.087
Epoch 16, step 490, loss 0.002, test 0.087
Epoch 16, step 491, loss 0.019, test 0.087
Epoch 16, step 492, loss 0.001, test 0.087
Epoch 16, step 493, loss 0.172, test 0.087
Epoch 16, step 494, loss 0.029, test 0.087
Epoch 16, step 495, loss 0.268, test 0.087
Epoch 16, step 496, loss 0.004, test 0.087
Epoch 16, step 497, loss 0.000, test 0.087
Epoch 16, step 498, loss 0.041, test 0.087
Epoch 16, step 499, loss 0.107, test 0.087
Epoch 16, step 500, loss 0.568, test 0.086
Epoch 16, step 501, loss 0.043, test 0.086
Epoch 16, step 502, loss 0.444, test 0.086
Epoch 16, step 503, loss 0.007, test 0.086
Epoch 16, step 504, loss 0.001, test 0.086
Epoch 16, step 505, loss 0.026, test 0.086
Epoch 16, step 506, loss 0.034, test 0.086
Epoch 16, step 507, loss 0.004, test 0.086
Epoch 16, step 508, loss 0.141, test 0.086
Epoch 16, step 509, loss 0.006, test 0.086
Epoch 16, step 510, loss 0.049, test 0.086
Epoch 16, step 511, loss 0.004, test 0.086
Epoch 16, step 512, loss 0.029, test 0.086
Epoch 16, step 513, loss 0.757, test 0.086
Epoch 16, step 514, loss 0.000, test 0.086
Epoch 16, step 515, loss 0.062, test 0.086
Epoch 16, step 516, loss 0.306, test 0.086
Epoch 16, step 517, loss 0.556, test 0.086
Epoch 16, step 518, loss 0.010, test 0.086
Epoch 16, step 519, loss 0.006, test 0.086
Epoch 16, step 520, loss 0.004, test 0.086
Epoch 16, step 521, loss 0.054, test 0.086
Epoch 16, step 522, loss 0.006, test 0.086
Epoch 16, step 523, loss 0.031, test 0.086
Epoch 16, step 524, loss 0.258, test 0.086
Epoch 16, step 525, loss 0.175, test 0.086
Epoch 16, step 526, loss 0.016, test 0.086
Epoch 16, step 527, loss 0.220, test 0.086
Epoch 16, step 528, loss 0.036, test 0.086
Epoch 16, step 529, loss 0.028, test 0.086
Epoch 16, step 530, loss 0.033, test 0.086
Epoch 16, step 531, loss 0.066, test 0.086
Epoch 16, step 532, loss 0.019, test 0.086
Epoch 16, step 533, loss 0.162, test 0.086
Epoch 16, step 534, loss 0.020, test 0.086
Epoch 16, step 535, loss 0.102, test 0.086
Epoch 16, step 536, loss 0.060, test 0.086
Epoch 16, step 537, loss 0.189, test 0.086
Epoch 16, step 538, loss 0.184, test 0.086
Epoch 16, step 539, loss 0.330, test 0.086
Epoch 16, step 540, loss 0.052, test 0.086
Epoch 16, step 541, loss 0.022, test 0.086
Epoch 16, step 542, loss 0.007, test 0.086
Epoch 16, step 543, loss 0.249, test 0.086
Epoch 16, step 544, loss 0.063, test 0.086
Epoch 16, step 545, loss 0.006, test 0.086
Epoch 16, step 546, loss 0.107, test 0.086
Epoch 16, step 547, loss 0.288, test 0.086
Epoch 16, step 548, loss 0.205, test 0.086
Epoch 16, step 549, loss 0.229, test 0.087
Epoch 16, step 550, loss 0.050, test 0.087
Epoch 16, step 551, loss 0.115, test 0.087
Epoch 16, step 552, loss 0.176, test 0.087
Epoch 16, step 553, loss 0.013, test 0.087
Epoch 16, step 554, loss 0.309, test 0.087
Epoch 16, step 555, loss 0.128, test 0.087
Epoch 16, step 556, loss 0.086, test 0.087
Epoch 16, step 557, loss 0.142, test 0.087
Epoch 16, step 558, loss 0.000, test 0.087
Epoch 16, step 559, loss 0.135, test 0.087
Epoch 16, step 560, loss 0.007, test 0.087
Epoch 16, step 561, loss 0.059, test 0.087
Epoch 16, step 562, loss 0.026, test 0.087
Epoch 16, step 563, loss 0.433, test 0.087
Epoch 16, step 564, loss 0.016, test 0.088
Epoch 16, step 565, loss 0.064, test 0.088
Epoch 16, step 566, loss 0.011, test 0.088
Epoch 16, step 567, loss 0.662, test 0.088
Epoch 16, step 568, loss 0.055, test 0.088
Epoch 16, step 569, loss 0.026, test 0.088
Epoch 16, step 570, loss 0.094, test 0.088
Epoch 16, step 571, loss 0.109, test 0.088
Epoch 16, step 572, loss 0.021, test 0.088
Epoch 16, step 573, loss 0.122, test 0.088
Epoch 16, step 574, loss 0.037, test 0.088
Epoch 16, step 575, loss 0.139, test 0.088
Epoch 16, step 576, loss 0.084, test 0.088
Epoch 16, step 577, loss 0.270, test 0.088
Epoch 16, step 578, loss 0.783, test 0.088
Epoch 16, step 579, loss 0.019, test 0.088
Epoch 16, step 580, loss 0.094, test 0.088
Epoch 16, step 581, loss 0.078, test 0.088
Epoch 16, step 582, loss 0.015, test 0.088
Epoch 16, step 583, loss 0.120, test 0.088
Epoch 16, step 584, loss 0.387, test 0.086
Epoch 16, step 585, loss 0.134, test 0.087
Epoch 16, step 586, loss 0.009, test 0.086
Epoch 16, step 587, loss 0.244, test 0.087
Epoch 16, step 588, loss 0.007, test 0.087
Epoch 16, step 589, loss 0.008, test 0.086
Epoch 16, step 590, loss 0.229, test 0.086
Epoch 16, step 591, loss 0.002, test 0.086
Epoch 16, step 592, loss 0.959, test 0.087
Epoch 16, step 593, loss 0.020, test 0.087
Epoch 16, step 594, loss 0.001, test 0.087
Epoch 16, step 595, loss 0.080, test 0.087
Epoch 16, step 596, loss 0.078, test 0.087
Epoch 16, step 597, loss 0.091, test 0.086
Epoch 16, step 598, loss 0.049, test 0.086
Epoch 16, step 599, loss 0.010, test 0.086
Epoch 16, step 600, loss 0.003, test 0.086
Epoch 16, step 601, loss 0.178, test 0.086
Epoch 16, step 602, loss 0.007, test 0.086
Epoch 16, step 603, loss 0.751, test 0.086
Epoch 16, step 604, loss 0.070, test 0.086
Epoch 16, step 605, loss 0.150, test 0.086
Epoch 16, step 606, loss 0.570, test 0.086
Epoch 16, step 607, loss 0.070, test 0.086
Epoch 16, step 608, loss 0.028, test 0.086
Epoch 16, step 609, loss 0.183, test 0.086
Epoch 16, step 610, loss 0.161, test 0.086
Epoch 16, step 611, loss 0.000, test 0.086
Epoch 16, step 612, loss 0.013, test 0.086
Epoch 16, step 613, loss 0.016, test 0.086
Epoch 16, step 614, loss 0.185, test 0.086
Epoch 16, step 615, loss 0.000, test 0.086
Epoch 16, step 616, loss 0.031, test 0.086

Epoch 16, step 617, loss 0.058, test 0.086
Epoch 16, step 618, loss 0.046, test 0.086
Epoch 16, step 619, loss 0.393, test 0.086
Epoch 16, step 620, loss 0.005, test 0.086
Epoch 16, step 621, loss 0.057, test 0.086
Epoch 16, step 622, loss 0.011, test 0.086
Epoch 16, step 623, loss 0.274, test 0.086
Epoch 16, step 624, loss 0.007, test 0.086
Epoch 16, step 625, loss 0.146, test 0.086
Epoch 16, step 626, loss 0.014, test 0.086
Epoch 16, step 627, loss 0.008, test 0.086
Epoch 16, step 628, loss 0.052, test 0.086
Epoch 16, step 629, loss 0.001, test 0.086
Epoch 16, step 630, loss 0.056, test 0.086
Epoch 16, step 631, loss 0.540, test 0.086
Epoch 16, step 632, loss 0.062, test 0.086
Epoch 16, step 633, loss 0.238, test 0.086
Epoch 16, step 634, loss 0.003, test 0.086
Epoch 16, step 635, loss 0.072, test 0.086
Epoch 16, step 636, loss 0.003, test 0.086
Epoch 16, step 637, loss 0.198, test 0.086
Epoch 16, step 638, loss 0.147, test 0.086
Epoch 16, step 639, loss 0.114, test 0.086
Epoch 16, step 640, loss 0.021, test 0.086
Epoch 16, step 641, loss 0.064, test 0.086
Epoch 16, step 642, loss 0.073, test 0.086
Epoch 16, step 643, loss 0.073, test 0.086
Epoch 16, step 644, loss 0.044, test 0.086
Epoch 16, step 645, loss 0.600, test 0.087
Epoch 16, step 646, loss 0.547, test 0.087
Epoch 16, step 647, loss 0.023, test 0.087
Epoch 16, step 648, loss 0.151, test 0.087
Epoch 16, step 649, loss 0.000, test 0.087
Epoch 16, step 650, loss 0.426, test 0.088
Epoch 16, step 651, loss 0.275, test 0.088
Epoch 16, step 652, loss 0.323, test 0.088
Epoch 16, step 653, loss 0.061, test 0.088
Epoch 16, step 654, loss 0.122, test 0.088
Epoch 16, step 655, loss 0.001, test 0.088
Epoch 16, step 656, loss 0.001, test 0.088
Epoch 16, step 657, loss 0.003, test 0.088
Epoch 16, step 658, loss 0.323, test 0.088
Epoch 16, step 659, loss 0.027, test 0.088
Epoch 16, step 660, loss 0.275, test 0.088
Epoch 16, step 661, loss 0.031, test 0.088
Epoch 16, step 662, loss 0.102, test 0.088
Epoch 16, step 663, loss 0.081, test 0.088
Epoch 16, step 664, loss 0.102, test 0.088
Epoch 16, step 665, loss 0.036, test 0.088
Epoch 16, step 666, loss 0.018, test 0.088
Epoch 16, step 667, loss 0.045, test 0.088
Epoch 16, step 668, loss 0.027, test 0.088
Epoch 16, step 669, loss 0.012, test 0.088
Epoch 16, step 670, loss 0.057, test 0.088
Epoch 16, step 671, loss 0.016, test 0.088
Epoch 16, step 672, loss 0.055, test 0.088
Epoch 16, step 673, loss 0.111, test 0.088
Epoch 16, step 674, loss 0.160, test 0.088
Epoch 16, step 675, loss 0.138, test 0.088
Epoch 16, step 676, loss 0.002, test 0.088
Epoch 16, step 677, loss 0.081, test 0.088
Epoch 16, step 678, loss 0.062, test 0.088
Epoch 16, step 679, loss 0.000, test 0.088
Epoch 16, step 680, loss 0.028, test 0.088
Epoch 16, step 681, loss 0.139, test 0.088
Epoch 16, step 682, loss 0.007, test 0.088
Epoch 16, step 683, loss 0.004, test 0.088
Epoch 16, step 684, loss 0.328, test 0.088
Epoch 16, step 685, loss 0.043, test 0.088
Epoch 16, step 686, loss 0.100, test 0.088
Epoch 16, step 687, loss 0.128, test 0.088
Epoch 16, step 688, loss 0.135, test 0.088
Epoch 16, step 689, loss 0.017, test 0.088
Epoch 16, step 690, loss 0.024, test 0.088
Epoch 16, step 691, loss 0.576, test 0.089
Epoch 16, step 692, loss 0.196, test 0.089
Epoch 16, step 693, loss 0.000, test 0.089
Epoch 16, step 694, loss 0.082, test 0.089
Epoch 16, step 695, loss 0.128, test 0.089
Epoch 16, step 696, loss 0.139, test 0.089
Epoch 16, step 697, loss 0.011, test 0.089
Epoch 16, step 698, loss 0.007, test 0.089
Epoch 16, step 699, loss 0.275, test 0.089
Epoch 16, step 700, loss 0.094, test 0.089
Epoch 16, step 701, loss 0.006, test 0.089
Epoch 16, step 702, loss 0.612, test 0.089
Epoch 16, step 703, loss 0.695, test 0.089
Epoch 16, step 704, loss 0.007, test 0.089
Epoch 16, step 705, loss 0.108, test 0.089
Epoch 16, step 706, loss 0.009, test 0.089
Epoch 16, step 707, loss 0.002, test 0.089
Epoch 16, step 708, loss 0.053, test 0.089
Epoch 16, step 709, loss 0.008, test 0.089
Epoch 16, step 710, loss 0.320, test 0.089
Epoch 16, step 711, loss 0.013, test 0.089
Epoch 16, step 712, loss 0.027, test 0.089
Epoch 16, step 713, loss 0.044, test 0.089
Epoch 16, step 714, loss 0.008, test 0.089
Epoch 16, step 715, loss 0.073, test 0.089
Epoch 16, step 716, loss 0.001, test 0.089
Epoch 16, step 717, loss 0.014, test 0.089
Epoch 16, step 718, loss 0.041, test 0.089
Epoch 16, step 719, loss 0.028, test 0.089
Epoch 16, step 720, loss 0.035, test 0.089
Epoch 16, step 721, loss 0.002, test 0.089
Epoch 16, step 722, loss 0.229, test 0.089
Epoch 16, step 723, loss 0.018, test 0.089
Epoch 16, step 724, loss 0.028, test 0.089
Epoch 16, step 725, loss 0.084, test 0.089
Epoch 16, step 726, loss 0.020, test 0.089
Epoch 16, step 727, loss 0.082, test 0.089
Epoch 16, step 728, loss 0.030, test 0.089
Epoch 16, step 729, loss 0.000, test 0.088
Epoch 16, step 730, loss 0.548, test 0.088
Epoch 16, step 731, loss 0.328, test 0.088
Epoch 16, step 732, loss 0.004, test 0.088
Epoch 16, step 733, loss 0.011, test 0.088
Epoch 16, step 734, loss 0.037, test 0.088
Epoch 16, step 735, loss 0.005, test 0.088
Epoch 16, step 736, loss 0.061, test 0.088
Epoch 16, step 737, loss 0.084, test 0.088
Epoch 16, step 738, loss 0.001, test 0.088
Epoch 16, step 739, loss 0.049, test 0.088
Epoch 16, step 740, loss 0.139, test 0.088
Epoch 16, step 741, loss 0.274, test 0.089
Epoch 16, step 742, loss 0.126, test 0.089
Epoch 16, step 743, loss 0.006, test 0.089
Epoch 16, step 744, loss 0.006, test 0.089
Epoch 16, step 745, loss 0.028, test 0.089
Epoch 16, step 746, loss 0.001, test 0.089
Epoch 16, step 747, loss 0.036, test 0.089
Epoch 16, step 748, loss 0.027, test 0.089
Epoch 16, step 749, loss 0.494, test 0.089
Epoch 16, step 750, loss 0.570, test 0.089
Epoch 16, step 751, loss 0.055, test 0.089
Epoch 16, step 752, loss 0.001, test 0.089
Epoch 16, step 753, loss 0.009, test 0.089
Epoch 16, step 754, loss 0.014, test 0.089
Epoch 16, step 755, loss 0.000, test 0.089
Epoch 16, step 756, loss 0.180, test 0.089
Epoch 16, step 757, loss 0.002, test 0.089
Epoch 16, step 758, loss 0.002, test 0.089
Epoch 16, step 759, loss 0.002, test 0.089
Epoch 16, step 760, loss 0.255, test 0.089
Epoch 16, step 761, loss 0.156, test 0.089
Epoch 16, step 762, loss 0.012, test 0.089
Epoch 16, step 763, loss 0.004, test 0.089
Epoch 16, step 764, loss 0.145, test 0.089
Epoch 16, step 765, loss 0.051, test 0.089
Epoch 16, step 766, loss 0.094, test 0.089
Epoch 16, step 767, loss 0.531, test 0.089
Epoch 16, step 768, loss 0.136, test 0.089
Epoch 16, step 769, loss 0.241, test 0.089
Epoch 16, step 770, loss 0.013, test 0.089
Epoch 16, step 771, loss 0.152, test 0.089
Epoch 16, step 772, loss 0.037, test 0.089
Epoch 16, step 773, loss 0.161, test 0.089
Epoch 16, step 774, loss 0.254, test 0.089
Epoch 16, step 775, loss 0.001, test 0.089
Epoch 16, step 776, loss 0.025, test 0.089
Epoch 16, step 777, loss 0.153, test 0.089
Epoch 16, step 778, loss 1.333, test 0.089
Epoch 16, step 779, loss 0.027, test 0.089
Epoch 16, step 780, loss 0.015, test 0.089
Epoch 16, step 781, loss 1.002, test 0.089
Epoch 16, step 782, loss 0.019, test 0.089
Epoch 16, step 783, loss 0.319, test 0.089
Epoch 16, step 784, loss 0.181, test 0.089
Epoch 16, step 785, loss 0.108, test 0.089
Epoch 16, step 786, loss 1.157, test 0.089
Epoch 16, step 787, loss 0.147, test 0.089
Epoch 16, step 788, loss 0.008, test 0.089
Epoch 16, step 789, loss 0.019, test 0.089
Epoch 16, step 790, loss 0.007, test 0.089
Epoch 16, step 791, loss 0.042, test 0.089
Epoch 16, step 792, loss 0.150, test 0.089
Epoch 16, step 793, loss 0.026, test 0.089
Epoch 16, step 794, loss 0.275, test 0.089
Epoch 16, step 795, loss 0.159, test 0.088
Epoch 16, step 796, loss 0.783, test 0.088
Epoch 16, step 797, loss 0.004, test 0.088
Epoch 16, step 798, loss 0.316, test 0.088
Epoch 16, step 799, loss 0.113, test 0.088
Epoch 16, step 800, loss 0.017, test 0.088
Epoch 16, step 801, loss 0.003, test 0.088
Epoch 16, step 802, loss 0.002, test 0.088
Epoch 16, step 803, loss 0.003, test 0.088
Epoch 16, step 804, loss 0.041, test 0.088
Epoch 16, step 805, loss 0.020, test 0.088
Epoch 16, step 806, loss 0.342, test 0.088
Epoch 16, step 807, loss 0.007, test 0.088
Epoch 16, step 808, loss 0.026, test 0.088
Epoch 16, step 809, loss 0.127, test 0.088
Epoch 16, step 810, loss 0.189, test 0.088
Epoch 16, step 811, loss 0.054, test 0.088
Epoch 16, step 812, loss 0.080, test 0.088
Epoch 16, step 813, loss 0.000, test 0.088
Epoch 16, step 814, loss 0.108, test 0.088
Epoch 16, step 815, loss 0.013, test 0.088
Epoch 16, step 816, loss 0.068, test 0.088
Epoch 16, step 817, loss 0.013, test 0.088
Epoch 16, step 818, loss 0.039, test 0.088
Epoch 16, step 819, loss 0.013, test 0.088
Epoch 16, step 820, loss 0.083, test 0.088
Epoch 16, step 821, loss 0.004, test 0.088
Epoch 16, step 822, loss 0.024, test 0.088
Epoch 16, step 823, loss 0.212, test 0.088
Epoch 16, step 824, loss 0.018, test 0.088
Epoch 16, step 825, loss 0.010, test 0.088
Epoch 16, step 826, loss 0.165, test 0.088
Epoch 16, step 827, loss 0.007, test 0.088
Epoch 16, step 828, loss 0.006, test 0.088
Epoch 16, step 829, loss 0.374, test 0.088
Epoch 16, step 830, loss 0.098, test 0.088
Epoch 16, step 831, loss 0.161, test 0.088
Epoch 16, step 832, loss 0.020, test 0.088
Epoch 16, step 833, loss 0.295, test 0.088
Epoch 16, step 834, loss 0.153, test 0.088
Epoch 16, step 835, loss 0.084, test 0.088
Epoch 16, step 836, loss 0.256, test 0.088
Epoch 16, step 837, loss 0.060, test 0.088
Epoch 16, step 838, loss 0.497, test 0.088
Epoch 16, step 839, loss 0.250, test 0.088
Epoch 16, step 840, loss 0.316, test 0.088
Epoch 16, step 841, loss 0.087, test 0.088
Epoch 16, step 842, loss 0.091, test 0.088
Epoch 16, step 843, loss 0.102, test 0.088
Epoch 16, step 844, loss 0.066, test 0.088
Epoch 16, step 845, loss 0.020, test 0.088
Epoch 16, step 846, loss 0.006, test 0.088
Epoch 16, step 847, loss 0.022, test 0.088
Epoch 16, step 848, loss 0.197, test 0.088
Epoch 16, step 849, loss 0.017, test 0.088
Epoch 16, step 850, loss 0.121, test 0.087
Epoch 16, step 851, loss 0.028, test 0.087
Epoch 16, step 852, loss 0.113, test 0.087
Epoch 16, step 853, loss 0.007, test 0.087
Epoch 16, step 854, loss 0.001, test 0.087
Epoch 16, step 855, loss 0.082, test 0.087
Epoch 16, step 856, loss 0.155, test 0.087
Epoch 16, step 857, loss 0.050, test 0.087
Epoch 16, step 858, loss 0.048, test 0.087
Epoch 16, step 859, loss 0.299, test 0.087
Epoch 16, step 860, loss 0.663, test 0.087
Epoch 16, step 861, loss 0.027, test 0.087
Epoch 16, step 862, loss 0.003, test 0.087
Epoch 16, step 863, loss 0.121, test 0.087
Epoch 16, step 864, loss 0.007, test 0.087
Epoch 16, step 865, loss 0.008, test 0.087
Epoch 16, step 866, loss 0.002, test 0.087
Epoch 16, step 867, loss 0.069, test 0.087
Epoch 16, step 868, loss 0.342, test 0.087
Epoch 16, step 869, loss 0.032, test 0.087
Epoch 16, step 870, loss 0.408, test 0.087
Epoch 16, step 871, loss 0.223, test 0.087
Epoch 16, step 872, loss 0.035, test 0.087
Epoch 16, step 873, loss 0.502, test 0.087
Epoch 16, step 874, loss 0.822, test 0.087
Epoch 16, step 875, loss 0.072, test 0.087
Epoch 16, step 876, loss 0.039, test 0.087
Epoch 16, step 877, loss 0.310, test 0.087
Epoch 16, step 878, loss 0.065, test 0.087
Epoch 16, step 879, loss 0.012, test 0.087
Epoch 16, step 880, loss 0.004, test 0.087
Epoch 16, step 881, loss 0.019, test 0.087
Epoch 16, step 882, loss 0.001, test 0.087
Epoch 16, step 883, loss 0.002, test 0.087
Epoch 16, step 884, loss 0.004, test 0.087
Epoch 16, step 885, loss 0.000, test 0.087
Epoch 16, step 886, loss 0.749, test 0.087
Epoch 16, step 887, loss 0.013, test 0.087
Epoch 16, step 888, loss 0.080, test 0.087
Epoch 16, step 889, loss 0.066, test 0.087
Epoch 16, step 890, loss 0.663, test 0.088
Epoch 16, step 891, loss 0.104, test 0.088
Epoch 16, step 892, loss 0.091, test 0.088
Epoch 16, step 893, loss 0.174, test 0.088
Epoch 16, step 894, loss 0.102, test 0.088
Epoch 16, step 895, loss 0.069, test 0.088
Epoch 16, step 896, loss 0.078, test 0.088
Epoch 16, step 897, loss 0.087, test 0.088
Epoch 16, step 898, loss 0.142, test 0.088
Epoch 16, step 899, loss 0.000, test 0.088
Epoch 16, step 900, loss 0.026, test 0.088
Epoch 16, step 901, loss 0.000, test 0.088
Epoch 16, step 902, loss 0.756, test 0.088
Epoch 16, step 903, loss 0.521, test 0.088
Epoch 16, step 904, loss 0.117, test 0.088
Epoch 16, step 905, loss 0.000, test 0.088
Epoch 16, step 906, loss 0.005, test 0.088
Epoch 16, step 907, loss 0.041, test 0.088
Epoch 16, step 908, loss 0.023, test 0.088
Epoch 16, step 909, loss 0.005, test 0.088
Epoch 16, step 910, loss 0.149, test 0.088
Epoch 16, step 911, loss 0.612, test 0.088
Epoch 16, step 912, loss 0.068, test 0.088
Epoch 16, step 913, loss 0.160, test 0.088
Epoch 16, step 914, loss 0.329, test 0.088
Epoch 16, step 915, loss 0.033, test 0.088
Epoch 16, step 916, loss 0.424, test 0.088
Epoch 16, step 917, loss 0.008, test 0.088
Epoch 16, step 918, loss 0.002, test 0.088
Epoch 16, step 919, loss 0.008, test 0.088
Epoch 16, step 920, loss 0.101, test 0.088
Epoch 16, step 921, loss 0.123, test 0.088
Epoch 16, step 922, loss 0.008, test 0.088
Epoch 16, step 923, loss 0.016, test 0.088
Epoch 16, step 924, loss 0.127, test 0.088
Epoch 16, step 925, loss 0.003, test 0.088
Epoch 16, step 926, loss 0.002, test 0.088
Epoch 16, step 927, loss 0.409, test 0.089
Epoch 16, step 928, loss 0.156, test 0.089
Epoch 16, step 929, loss 0.042, test 0.089
Epoch 16, step 930, loss 0.032, test 0.089
Epoch 16, step 931, loss 0.018, test 0.089
Epoch 16, step 932, loss 0.064, test 0.089
Epoch 16, step 933, loss 0.003, test 0.089
Epoch 16, step 934, loss 0.140, test 0.089
Epoch 16, step 935, loss 0.051, test 0.089
Epoch 16, step 936, loss 0.004, test 0.089
Epoch 16, step 937, loss 0.277, test 0.089
Epoch 16, step 938, loss 0.144, test 0.089
Epoch 16, step 939, loss 0.001, test 0.089
Epoch 16, step 940, loss 0.238, test 0.089
Epoch 16, step 941, loss 0.225, test 0.089
Epoch 16, step 942, loss 0.039, test 0.089
Epoch 16, step 943, loss 0.010, test 0.089
Epoch 16, step 944, loss 0.063, test 0.089
Epoch 16, step 945, loss 0.091, test 0.089
Epoch 16, step 946, loss 0.086, test 0.089
Epoch 16, step 947, loss 0.000, test 0.089
Epoch 16, step 948, loss 0.097, test 0.089
Epoch 16, step 949, loss 0.000, test 0.089
Epoch 16, step 950, loss 0.123, test 0.089
Epoch 16, step 951, loss 0.150, test 0.089
Epoch 16, step 952, loss 0.039, test 0.089
Epoch 16, step 953, loss 0.389, test 0.089
Epoch 16, step 954, loss 0.160, test 0.089
Epoch 16, step 955, loss 0.000, test 0.089
Epoch 16, step 956, loss 0.006, test 0.089
Epoch 16, step 957, loss 0.143, test 0.089
Epoch 16, step 958, loss 0.005, test 0.089
Epoch 16, step 959, loss 0.028, test 0.089
Epoch 16, step 960, loss 0.002, test 0.089
Epoch 16, step 961, loss 0.003, test 0.089
Epoch 16, step 962, loss 0.062, test 0.089
Epoch 16, step 963, loss 0.055, test 0.089
Epoch 16, step 964, loss 0.072, test 0.089
Epoch 16, step 965, loss 0.594, test 0.089
Epoch 16, step 966, loss 0.030, test 0.089
Epoch 16, step 967, loss 0.045, test 0.089
Epoch 16, step 968, loss 0.014, test 0.089
Epoch 16, step 969, loss 0.276, test 0.089
Epoch 16, step 970, loss 0.043, test 0.089
Epoch 16, step 971, loss 0.326, test 0.089
Epoch 16, step 972, loss 0.457, test 0.089
Epoch 16, step 973, loss 0.002, test 0.089
Epoch 16, step 974, loss 0.015, test 0.089
Epoch 16, step 975, loss 0.000, test 0.089
Epoch 16, step 976, loss 0.214, test 0.089
Epoch 16, step 977, loss 0.105, test 0.089
Epoch 16, step 978, loss 0.077, test 0.089
Epoch 16, step 979, loss 0.400, test 0.088
Epoch 16, step 980, loss 0.239, test 0.089
Epoch 16, step 981, loss 0.128, test 0.089
Epoch 16, step 982, loss 0.021, test 0.088
Epoch 16, step 983, loss 0.004, test 0.089
Epoch 16, step 984, loss 0.029, test 0.089
Epoch 16, step 985, loss 0.069, test 0.089
Epoch 16, step 986, loss 0.253, test 0.089
Epoch 16, step 987, loss 0.005, test 0.089
Epoch 16, step 988, loss 0.019, test 0.089
Epoch 16, step 989, loss 0.563, test 0.089
Epoch 16, step 990, loss 0.142, test 0.089
Epoch 16, step 991, loss 0.211, test 0.089
Epoch 16, step 992, loss 0.027, test 0.088
Epoch 16, step 993, loss 0.150, test 0.088
Epoch 16, step 994, loss 0.333, test 0.089
Epoch 16, step 995, loss 0.428, test 0.089
Epoch 16, step 996, loss 0.023, test 0.089
Epoch 16, step 997, loss 0.001, test 0.089
Epoch 16, step 998, loss 0.229, test 0.089
Epoch 16, step 999, loss 0.113, test 0.089
Epoch 17, step 0, loss 0.006, test 0.089
Epoch 17, step 1, loss 0.000, test 0.089
Epoch 17, step 2, loss 0.023, test 0.089
Epoch 17, step 3, loss 0.047, test 0.089
Epoch 17, step 4, loss 0.201, test 0.088
Epoch 17, step 5, loss 0.725, test 0.088
Epoch 17, step 6, loss 0.043, test 0.087
Epoch 17, step 7, loss 0.173, test 0.087
Epoch 17, step 8, loss 0.002, test 0.087
Epoch 17, step 9, loss 0.077, test 0.087
Epoch 17, step 10, loss 0.147, test 0.087
Epoch 17, step 11, loss 0.139, test 0.087
Epoch 17, step 12, loss 0.343, test 0.087
Epoch 17, step 13, loss 0.005, test 0.087
Epoch 17, step 14, loss 0.105, test 0.087
Epoch 17, step 15, loss 0.024, test 0.087
Epoch 17, step 16, loss 0.335, test 0.087
Epoch 17, step 17, loss 0.003, test 0.087
Epoch 17, step 18, loss 0.010, test 0.087
Epoch 17, step 19, loss 0.000, test 0.087
Epoch 17, step 20, loss 0.002, test 0.087
Epoch 17, step 21, loss 0.240, test 0.087
Epoch 17, step 22, loss 0.040, test 0.087
Epoch 17, step 23, loss 0.484, test 0.087
Epoch 17, step 24, loss 0.008, test 0.087
Epoch 17, step 25, loss 0.103, test 0.087
Epoch 17, step 26, loss 0.339, test 0.087
Epoch 17, step 27, loss 0.101, test 0.087
Epoch 17, step 28, loss 0.261, test 0.087
Epoch 17, step 29, loss 0.000, test 0.087
Epoch 17, step 30, loss 0.091, test 0.087
Epoch 17, step 31, loss 0.136, test 0.087
Epoch 17, step 32, loss 0.147, test 0.087
Epoch 17, step 33, loss 0.157, test 0.087
Epoch 17, step 34, loss 0.006, test 0.087
Epoch 17, step 35, loss 0.024, test 0.087
Epoch 17, step 36, loss 0.010, test 0.087
Epoch 17, step 37, loss 0.061, test 0.087
Epoch 17, step 38, loss 0.211, test 0.087
Epoch 17, step 39, loss 0.113, test 0.087
Epoch 17, step 40, loss 0.156, test 0.087
Epoch 17, step 41, loss 0.817, test 0.087
Epoch 17, step 42, loss 0.130, test 0.087
Epoch 17, step 43, loss 0.203, test 0.087
Epoch 17, step 44, loss 0.069, test 0.087
Epoch 17, step 45, loss 0.085, test 0.087
Epoch 17, step 46, loss 0.000, test 0.087
Epoch 17, step 47, loss 0.131, test 0.087
Epoch 17, step 48, loss 0.593, test 0.087
Epoch 17, step 49, loss 0.147, test 0.087
Epoch 17, step 50, loss 0.280, test 0.087
Epoch 17, step 51, loss 0.017, test 0.087
Epoch 17, step 52, loss 0.103, test 0.087
Epoch 17, step 53, loss 0.041, test 0.087
Epoch 17, step 54, loss 0.333, test 0.087
Epoch 17, step 55, loss 0.146, test 0.087
Epoch 17, step 56, loss 0.005, test 0.087
Epoch 17, step 57, loss 0.063, test 0.087
Epoch 17, step 58, loss 0.001, test 0.087
Epoch 17, step 59, loss 0.006, test 0.087
Epoch 17, step 60, loss 0.201, test 0.087
Epoch 17, step 61, loss 0.015, test 0.087
Epoch 17, step 62, loss 0.306, test 0.087
Epoch 17, step 63, loss 0.010, test 0.087
Epoch 17, step 64, loss 0.043, test 0.087
Epoch 17, step 65, loss 0.138, test 0.087
Epoch 17, step 66, loss 0.150, test 0.087
Epoch 17, step 67, loss 0.134, test 0.087
Epoch 17, step 68, loss 0.006, test 0.087
Epoch 17, step 69, loss 0.000, test 0.087
Epoch 17, step 70, loss 0.050, test 0.087
Epoch 17, step 71, loss 0.001, test 0.087
Epoch 17, step 72, loss 0.224, test 0.087
Epoch 17, step 73, loss 0.041, test 0.087
Epoch 17, step 74, loss 0.033, test 0.087
Epoch 17, step 75, loss 0.091, test 0.087
Epoch 17, step 76, loss 0.000, test 0.087
Epoch 17, step 77, loss 0.000, test 0.087
Epoch 17, step 78, loss 0.056, test 0.087
Epoch 17, step 79, loss 0.078, test 0.087
Epoch 17, step 80, loss 0.331, test 0.087
Epoch 17, step 81, loss 0.140, test 0.087
Epoch 17, step 82, loss 0.049, test 0.087
Epoch 17, step 83, loss 0.049, test 0.087
Epoch 17, step 84, loss 1.154, test 0.087
Epoch 17, step 85, loss 0.024, test 0.087
Epoch 17, step 86, loss 0.024, test 0.087
Epoch 17, step 87, loss 0.128, test 0.087
Epoch 17, step 88, loss 0.294, test 0.087
Epoch 17, step 89, loss 0.170, test 0.087
Epoch 17, step 90, loss 0.002, test 0.087
Epoch 17, step 91, loss 0.028, test 0.087
Epoch 17, step 92, loss 0.205, test 0.087
Epoch 17, step 93, loss 0.009, test 0.087
Epoch 17, step 94, loss 0.040, test 0.087
Epoch 17, step 95, loss 0.004, test 0.087
Epoch 17, step 96, loss 0.291, test 0.087
Epoch 17, step 97, loss 0.075, test 0.087
Epoch 17, step 98, loss 0.272, test 0.087
Epoch 17, step 99, loss 0.021, test 0.087
Epoch 17, step 100, loss 0.309, test 0.087
Epoch 17, step 101, loss 0.017, test 0.087
Epoch 17, step 102, loss 0.001, test 0.087
Epoch 17, step 103, loss 0.023, test 0.087
Epoch 17, step 104, loss 0.000, test 0.086
Epoch 17, step 105, loss 0.045, test 0.086
Epoch 17, step 106, loss 0.596, test 0.087
Epoch 17, step 107, loss 0.045, test 0.087
Epoch 17, step 108, loss 0.021, test 0.087
Epoch 17, step 109, loss 0.032, test 0.087
Epoch 17, step 110, loss 0.774, test 0.087
Epoch 17, step 111, loss 0.007, test 0.087
Epoch 17, step 112, loss 0.106, test 0.087
Epoch 17, step 113, loss 0.104, test 0.087
Epoch 17, step 114, loss 0.179, test 0.087
Epoch 17, step 115, loss 0.170, test 0.087
Epoch 17, step 116, loss 0.063, test 0.087
Epoch 17, step 117, loss 0.002, test 0.087
Epoch 17, step 118, loss 0.000, test 0.087
Epoch 17, step 119, loss 0.044, test 0.087
Epoch 17, step 120, loss 0.039, test 0.087
Epoch 17, step 121, loss 0.000, test 0.087
Epoch 17, step 122, loss 0.000, test 0.087
Epoch 17, step 123, loss 0.014, test 0.087
Epoch 17, step 124, loss 0.006, test 0.087
Epoch 17, step 125, loss 0.030, test 0.087
Epoch 17, step 126, loss 0.026, test 0.087
Epoch 17, step 127, loss 0.000, test 0.087
Epoch 17, step 128, loss 0.231, test 0.087
Epoch 17, step 129, loss 0.145, test 0.087
Epoch 17, step 130, loss 0.032, test 0.087
Epoch 17, step 131, loss 0.377, test 0.087
Epoch 17, step 132, loss 0.010, test 0.087
Epoch 17, step 133, loss 0.029, test 0.087
Epoch 17, step 134, loss 0.045, test 0.087
Epoch 17, step 135, loss 0.059, test 0.087
Epoch 17, step 136, loss 0.003, test 0.087
Epoch 17, step 137, loss 0.035, test 0.087
Epoch 17, step 138, loss 0.014, test 0.087
Epoch 17, step 139, loss 0.186, test 0.087
Epoch 17, step 140, loss 0.072, test 0.087
Epoch 17, step 141, loss 0.073, test 0.087
Epoch 17, step 142, loss 0.175, test 0.087
Epoch 17, step 143, loss 0.007, test 0.087
Epoch 17, step 144, loss 0.956, test 0.087
Epoch 17, step 145, loss 0.006, test 0.087
Epoch 17, step 146, loss 0.011, test 0.087
Epoch 17, step 147, loss 0.010, test 0.087
Epoch 17, step 148, loss 0.030, test 0.087
Epoch 17, step 149, loss 0.041, test 0.087
Epoch 17, step 150, loss 0.193, test 0.087
Epoch 17, step 151, loss 0.085, test 0.087
Epoch 17, step 152, loss 0.020, test 0.087
Epoch 17, step 153, loss 0.044, test 0.087
Epoch 17, step 154, loss 0.004, test 0.087
Epoch 17, step 155, loss 0.052, test 0.087
Epoch 17, step 156, loss 0.024, test 0.087
Epoch 17, step 157, loss 0.090, test 0.087
Epoch 17, step 158, loss 0.227, test 0.087
Epoch 17, step 159, loss 0.382, test 0.087
Epoch 17, step 160, loss 0.134, test 0.087
Epoch 17, step 161, loss 0.060, test 0.087
Epoch 17, step 162, loss 0.024, test 0.087
Epoch 17, step 163, loss 0.305, test 0.087
Epoch 17, step 164, loss 0.072, test 0.087
Epoch 17, step 165, loss 0.029, test 0.087
Epoch 17, step 166, loss 0.002, test 0.087
Epoch 17, step 167, loss 0.008, test 0.087
Epoch 17, step 168, loss 0.376, test 0.087
Epoch 17, step 169, loss 0.020, test 0.087
Epoch 17, step 170, loss 0.003, test 0.087
Epoch 17, step 171, loss 0.011, test 0.087
Epoch 17, step 172, loss 0.014, test 0.087
Epoch 17, step 173, loss 0.184, test 0.087
Epoch 17, step 174, loss 0.004, test 0.087
Epoch 17, step 175, loss 0.014, test 0.087
Epoch 17, step 176, loss 0.046, test 0.087
Epoch 17, step 177, loss 0.001, test 0.087
Epoch 17, step 178, loss 0.122, test 0.087
Epoch 17, step 179, loss 0.020, test 0.087
Epoch 17, step 180, loss 0.007, test 0.087
Epoch 17, step 181, loss 0.009, test 0.087
Epoch 17, step 182, loss 0.036, test 0.087
Epoch 17, step 183, loss 0.090, test 0.087
Epoch 17, step 184, loss 0.163, test 0.087
Epoch 17, step 185, loss 0.025, test 0.087
Epoch 17, step 186, loss 0.046, test 0.087
Epoch 17, step 187, loss 0.273, test 0.087
Epoch 17, step 188, loss 0.131, test 0.087
Epoch 17, step 189, loss 0.008, test 0.087
Epoch 17, step 190, loss 0.001, test 0.087
Epoch 17, step 191, loss 0.202, test 0.087
Epoch 17, step 192, loss 0.128, test 0.087
Epoch 17, step 193, loss 0.155, test 0.086
Epoch 17, step 194, loss 0.007, test 0.086
Epoch 17, step 195, loss 0.029, test 0.086
Epoch 17, step 196, loss 0.018, test 0.086
Epoch 17, step 197, loss 0.037, test 0.086
Epoch 17, step 198, loss 0.054, test 0.086
Epoch 17, step 199, loss 0.118, test 0.086
Epoch 17, step 200, loss 0.059, test 0.086
Epoch 17, step 201, loss 0.184, test 0.086
Epoch 17, step 202, loss 0.983, test 0.086
Epoch 17, step 203, loss 1.183, test 0.086
Epoch 17, step 204, loss 0.677, test 0.086
Epoch 17, step 205, loss 0.096, test 0.086
Epoch 17, step 206, loss 0.011, test 0.086
Epoch 17, step 207, loss 0.022, test 0.086
Epoch 17, step 208, loss 0.048, test 0.086
Epoch 17, step 209, loss 0.084, test 0.086

Epoch 17, step 210, loss 0.006, test 0.086
Epoch 17, step 211, loss 0.126, test 0.086
Epoch 17, step 212, loss 0.052, test 0.086
Epoch 17, step 213, loss 0.143, test 0.086
Epoch 17, step 214, loss 0.003, test 0.086
Epoch 17, step 215, loss 0.020, test 0.086
Epoch 17, step 216, loss 0.000, test 0.086
Epoch 17, step 217, loss 0.005, test 0.086
Epoch 17, step 218, loss 0.252, test 0.086
Epoch 17, step 219, loss 0.010, test 0.086
Epoch 17, step 220, loss 0.008, test 0.086
Epoch 17, step 221, loss 0.150, test 0.086
Epoch 17, step 222, loss 0.000, test 0.086
Epoch 17, step 223, loss 0.109, test 0.086
Epoch 17, step 224, loss 0.042, test 0.086
Epoch 17, step 225, loss 0.633, test 0.086
Epoch 17, step 226, loss 0.187, test 0.086
Epoch 17, step 227, loss 0.004, test 0.086
Epoch 17, step 228, loss 0.006, test 0.086
Epoch 17, step 229, loss 0.115, test 0.086
Epoch 17, step 230, loss 0.125, test 0.086
Epoch 17, step 231, loss 0.042, test 0.086
Epoch 17, step 232, loss 0.201, test 0.086
Epoch 17, step 233, loss 0.005, test 0.086
Epoch 17, step 234, loss 0.060, test 0.086
Epoch 17, step 235, loss 0.014, test 0.086
Epoch 17, step 236, loss 0.599, test 0.086
Epoch 17, step 237, loss 0.003, test 0.086
Epoch 17, step 238, loss 0.810, test 0.086
Epoch 17, step 239, loss 0.015, test 0.086
Epoch 17, step 240, loss 0.001, test 0.086
Epoch 17, step 241, loss 0.003, test 0.086
Epoch 17, step 242, loss 0.024, test 0.086
Epoch 17, step 243, loss 0.339, test 0.086
Epoch 17, step 244, loss 0.164, test 0.086
Epoch 17, step 245, loss 0.163, test 0.086
Epoch 17, step 246, loss 0.021, test 0.086
Epoch 17, step 247, loss 0.412, test 0.086
Epoch 17, step 248, loss 0.022, test 0.086
Epoch 17, step 249, loss 0.302, test 0.086
Epoch 17, step 250, loss 0.537, test 0.086
Epoch 17, step 251, loss 0.027, test 0.086
Epoch 17, step 252, loss 0.019, test 0.086
Epoch 17, step 253, loss 0.065, test 0.086
Epoch 17, step 254, loss 0.054, test 0.086
Epoch 17, step 255, loss 0.072, test 0.086
Epoch 17, step 256, loss 0.006, test 0.086
Epoch 17, step 257, loss 0.113, test 0.086
Epoch 17, step 258, loss 0.012, test 0.086
Epoch 17, step 259, loss 0.021, test 0.086
Epoch 17, step 260, loss 0.101, test 0.086
Epoch 17, step 261, loss 0.012, test 0.086
Epoch 17, step 262, loss 0.019, test 0.086
Epoch 17, step 263, loss 0.000, test 0.086
Epoch 17, step 264, loss 0.014, test 0.086
Epoch 17, step 265, loss 0.038, test 0.086
Epoch 17, step 266, loss 0.028, test 0.086
Epoch 17, step 267, loss 0.037, test 0.086
Epoch 17, step 268, loss 0.086, test 0.086
Epoch 17, step 269, loss 0.010, test 0.086
Epoch 17, step 270, loss 0.171, test 0.086
Epoch 17, step 271, loss 0.082, test 0.086
Epoch 17, step 272, loss 0.000, test 0.086
Epoch 17, step 273, loss 0.002, test 0.086
Epoch 17, step 274, loss 0.000, test 0.086
Epoch 17, step 275, loss 0.038, test 0.086
Epoch 17, step 276, loss 0.258, test 0.086
Epoch 17, step 277, loss 0.086, test 0.086
Epoch 17, step 278, loss 0.431, test 0.086
Epoch 17, step 279, loss 0.202, test 0.086
Epoch 17, step 280, loss 0.003, test 0.086
Epoch 17, step 281, loss 0.061, test 0.086
Epoch 17, step 282, loss 0.233, test 0.086
Epoch 17, step 283, loss 0.010, test 0.086
Epoch 17, step 284, loss 0.013, test 0.086
Epoch 17, step 285, loss 0.035, test 0.086
Epoch 17, step 286, loss 0.070, test 0.086
Epoch 17, step 287, loss 0.062, test 0.086
Epoch 17, step 288, loss 0.556, test 0.086
Epoch 17, step 289, loss 0.042, test 0.086
Epoch 17, step 290, loss 0.106, test 0.086
Epoch 17, step 291, loss 0.378, test 0.086
Epoch 17, step 292, loss 0.439, test 0.086
Epoch 17, step 293, loss 0.002, test 0.086
Epoch 17, step 294, loss 0.002, test 0.086
Epoch 17, step 295, loss 0.084, test 0.086
Epoch 17, step 296, loss 0.239, test 0.086
Epoch 17, step 297, loss 0.290, test 0.086
Epoch 17, step 298, loss 0.129, test 0.086
Epoch 17, step 299, loss 0.056, test 0.086
Epoch 17, step 300, loss 0.000, test 0.086
Epoch 17, step 301, loss 0.025, test 0.086
Epoch 17, step 302, loss 0.004, test 0.086
Epoch 17, step 303, loss 0.385, test 0.086
Epoch 17, step 304, loss 0.000, test 0.086
Epoch 17, step 305, loss 0.008, test 0.086
Epoch 17, step 306, loss 0.026, test 0.086
Epoch 17, step 307, loss 0.520, test 0.086
Epoch 17, step 308, loss 0.085, test 0.086
Epoch 17, step 309, loss 0.163, test 0.086
Epoch 17, step 310, loss 0.057, test 0.086
Epoch 17, step 311, loss 0.013, test 0.086
Epoch 17, step 312, loss 0.223, test 0.086
Epoch 17, step 313, loss 0.038, test 0.086
Epoch 17, step 314, loss 0.042, test 0.086
Epoch 17, step 315, loss 0.008, test 0.086
Epoch 17, step 316, loss 0.007, test 0.086
Epoch 17, step 317, loss 0.000, test 0.086
Epoch 17, step 318, loss 0.156, test 0.086
Epoch 17, step 319, loss 0.053, test 0.086
Epoch 17, step 320, loss 0.326, test 0.086
Epoch 17, step 321, loss 0.045, test 0.086
Epoch 17, step 322, loss 0.177, test 0.086
Epoch 17, step 323, loss 0.068, test 0.086
Epoch 17, step 324, loss 0.103, test 0.086
Epoch 17, step 325, loss 0.069, test 0.086
Epoch 17, step 326, loss 0.070, test 0.086
Epoch 17, step 327, loss 0.028, test 0.086
Epoch 17, step 328, loss 0.071, test 0.086
Epoch 17, step 329, loss 0.102, test 0.086
Epoch 17, step 330, loss 0.128, test 0.086
Epoch 17, step 331, loss 0.247, test 0.086
Epoch 17, step 332, loss 0.003, test 0.086
Epoch 17, step 333, loss 0.005, test 0.086
Epoch 17, step 334, loss 0.005, test 0.086
Epoch 17, step 335, loss 0.006, test 0.086
Epoch 17, step 336, loss 0.331, test 0.086
Epoch 17, step 337, loss 0.567, test 0.086
Epoch 17, step 338, loss 0.055, test 0.086
Epoch 17, step 339, loss 0.126, test 0.086
Epoch 17, step 340, loss 0.330, test 0.086
Epoch 17, step 341, loss 0.105, test 0.086
Epoch 17, step 342, loss 0.000, test 0.086
Epoch 17, step 343, loss 0.236, test 0.086
Epoch 17, step 344, loss 0.000, test 0.086
Epoch 17, step 345, loss 0.021, test 0.086
Epoch 17, step 346, loss 0.002, test 0.086
Epoch 17, step 347, loss 0.238, test 0.086
Epoch 17, step 348, loss 0.379, test 0.086
Epoch 17, step 349, loss 0.077, test 0.086
Epoch 17, step 350, loss 0.441, test 0.086
Epoch 17, step 351, loss 0.062, test 0.086
Epoch 17, step 352, loss 0.068, test 0.086
Epoch 17, step 353, loss 0.001, test 0.086
Epoch 17, step 354, loss 1.183, test 0.086
Epoch 17, step 355, loss 0.059, test 0.086
Epoch 17, step 356, loss 0.013, test 0.086
Epoch 17, step 357, loss 0.304, test 0.086
Epoch 17, step 358, loss 0.243, test 0.086
Epoch 17, step 359, loss 0.005, test 0.086
Epoch 17, step 360, loss 0.217, test 0.086
Epoch 17, step 361, loss 0.187, test 0.086
Epoch 17, step 362, loss 0.020, test 0.086
Epoch 17, step 363, loss 0.002, test 0.086
Epoch 17, step 364, loss 0.162, test 0.086
Epoch 17, step 365, loss 0.005, test 0.086
Epoch 17, step 366, loss 0.018, test 0.086
Epoch 17, step 367, loss 0.027, test 0.086
Epoch 17, step 368, loss 0.053, test 0.086
Epoch 17, step 369, loss 0.057, test 0.086
Epoch 17, step 370, loss 0.178, test 0.086
Epoch 17, step 371, loss 0.525, test 0.086
Epoch 17, step 372, loss 0.137, test 0.086
Epoch 17, step 373, loss 0.026, test 0.086
Epoch 17, step 374, loss 0.257, test 0.086
Epoch 17, step 375, loss 0.524, test 0.086
Epoch 17, step 376, loss 0.004, test 0.086
Epoch 17, step 377, loss 0.063, test 0.086
Epoch 17, step 378, loss 0.041, test 0.086
Epoch 17, step 379, loss 0.023, test 0.086
Epoch 17, step 380, loss 0.317, test 0.086
Epoch 17, step 381, loss 0.070, test 0.086
Epoch 17, step 382, loss 0.005, test 0.086
Epoch 17, step 383, loss 0.006, test 0.086
Epoch 17, step 384, loss 0.001, test 0.086
Epoch 17, step 385, loss 0.048, test 0.086
Epoch 17, step 386, loss 0.005, test 0.086
Epoch 17, step 387, loss 0.148, test 0.086
Epoch 17, step 388, loss 0.191, test 0.086
Epoch 17, step 389, loss 0.246, test 0.086
Epoch 17, step 390, loss 0.408, test 0.086
Epoch 17, step 391, loss 0.826, test 0.086
Epoch 17, step 392, loss 0.012, test 0.086
Epoch 17, step 393, loss 0.085, test 0.086
Epoch 17, step 394, loss 0.062, test 0.086
Epoch 17, step 395, loss 0.008, test 0.086
Epoch 17, step 396, loss 0.091, test 0.086
Epoch 17, step 397, loss 0.000, test 0.086
Epoch 17, step 398, loss 0.503, test 0.086
Epoch 17, step 399, loss 0.000, test 0.086
Epoch 17, step 400, loss 0.248, test 0.086
Epoch 17, step 401, loss 0.086, test 0.086
Epoch 17, step 402, loss 0.005, test 0.086
Epoch 17, step 403, loss 0.025, test 0.086
Epoch 17, step 404, loss 0.040, test 0.086
Epoch 17, step 405, loss 0.002, test 0.086
Epoch 17, step 406, loss 0.017, test 0.086
Epoch 17, step 407, loss 0.147, test 0.086
Epoch 17, step 408, loss 0.609, test 0.086
Epoch 17, step 409, loss 0.012, test 0.086
Epoch 17, step 410, loss 0.001, test 0.086
Epoch 17, step 411, loss 0.232, test 0.086
Epoch 17, step 412, loss 0.006, test 0.087
Epoch 17, step 413, loss 0.002, test 0.087
Epoch 17, step 414, loss 0.180, test 0.087
Epoch 17, step 415, loss 1.636, test 0.087
Epoch 17, step 416, loss 0.278, test 0.087
Epoch 17, step 417, loss 0.202, test 0.087
Epoch 17, step 418, loss 0.025, test 0.087
Epoch 17, step 419, loss 0.498, test 0.087
Epoch 17, step 420, loss 0.058, test 0.087
Epoch 17, step 421, loss 0.114, test 0.087
Epoch 17, step 422, loss 0.101, test 0.087
Epoch 17, step 423, loss 0.324, test 0.087
Epoch 17, step 424, loss 0.000, test 0.087
Epoch 17, step 425, loss 0.116, test 0.087
Epoch 17, step 426, loss 0.007, test 0.087
Epoch 17, step 427, loss 0.007, test 0.087
Epoch 17, step 428, loss 0.009, test 0.087
Epoch 17, step 429, loss 0.000, test 0.087
Epoch 17, step 430, loss 0.106, test 0.087
Epoch 17, step 431, loss 0.070, test 0.087
Epoch 17, step 432, loss 0.007, test 0.087
Epoch 17, step 433, loss 0.001, test 0.087
Epoch 17, step 434, loss 0.025, test 0.087
Epoch 17, step 435, loss 0.006, test 0.087
Epoch 17, step 436, loss 0.024, test 0.087
Epoch 17, step 437, loss 0.053, test 0.087
Epoch 17, step 438, loss 0.024, test 0.087
Epoch 17, step 439, loss 0.378, test 0.087
Epoch 17, step 440, loss 0.003, test 0.087
Epoch 17, step 441, loss 0.125, test 0.087
Epoch 17, step 442, loss 0.111, test 0.087
Epoch 17, step 443, loss 0.071, test 0.087
Epoch 17, step 444, loss 0.072, test 0.087
Epoch 17, step 445, loss 0.536, test 0.087
Epoch 17, step 446, loss 0.311, test 0.087
Epoch 17, step 447, loss 0.050, test 0.087
Epoch 17, step 448, loss 0.158, test 0.087
Epoch 17, step 449, loss 0.558, test 0.086
Epoch 17, step 450, loss 0.158, test 0.086
Epoch 17, step 451, loss 0.026, test 0.086
Epoch 17, step 452, loss 0.025, test 0.086
Epoch 17, step 453, loss 0.014, test 0.086
Epoch 17, step 454, loss 0.030, test 0.086
Epoch 17, step 455, loss 0.103, test 0.086
Epoch 17, step 456, loss 0.129, test 0.086
Epoch 17, step 457, loss 0.006, test 0.086
Epoch 17, step 458, loss 0.001, test 0.086
Epoch 17, step 459, loss 0.957, test 0.086
Epoch 17, step 460, loss 0.343, test 0.086
Epoch 17, step 461, loss 0.026, test 0.086
Epoch 17, step 462, loss 1.079, test 0.086
Epoch 17, step 463, loss 0.006, test 0.086
Epoch 17, step 464, loss 0.000, test 0.086
Epoch 17, step 465, loss 0.001, test 0.086
Epoch 17, step 466, loss 0.092, test 0.086
Epoch 17, step 467, loss 0.225, test 0.086
Epoch 17, step 468, loss 0.002, test 0.086
Epoch 17, step 469, loss 0.000, test 0.086
Epoch 17, step 470, loss 0.057, test 0.086
Epoch 17, step 471, loss 0.037, test 0.086
Epoch 17, step 472, loss 0.062, test 0.086
Epoch 17, step 473, loss 0.220, test 0.086
Epoch 17, step 474, loss 0.988, test 0.086
Epoch 17, step 475, loss 0.009, test 0.086
Epoch 17, step 476, loss 0.012, test 0.086
Epoch 17, step 477, loss 0.258, test 0.086
Epoch 17, step 478, loss 0.059, test 0.086
Epoch 17, step 479, loss 0.008, test 0.086
Epoch 17, step 480, loss 0.000, test 0.086
Epoch 17, step 481, loss 0.302, test 0.086
Epoch 17, step 482, loss 0.046, test 0.086
Epoch 17, step 483, loss 0.957, test 0.086
Epoch 17, step 484, loss 0.000, test 0.086
Epoch 17, step 485, loss 0.088, test 0.086
Epoch 17, step 486, loss 0.032, test 0.086
Epoch 17, step 487, loss 0.039, test 0.086
Epoch 17, step 488, loss 0.079, test 0.086
Epoch 17, step 489, loss 0.044, test 0.086
Epoch 17, step 490, loss 0.161, test 0.086
Epoch 17, step 491, loss 0.013, test 0.086
Epoch 17, step 492, loss 0.015, test 0.086
Epoch 17, step 493, loss 0.012, test 0.086
Epoch 17, step 494, loss 0.049, test 0.086
Epoch 17, step 495, loss 0.003, test 0.086
Epoch 17, step 496, loss 0.039, test 0.086
Epoch 17, step 497, loss 0.006, test 0.086
Epoch 17, step 498, loss 0.142, test 0.086
Epoch 17, step 499, loss 0.028, test 0.086
Epoch 17, step 500, loss 0.073, test 0.086
Epoch 17, step 501, loss 0.259, test 0.086
Epoch 17, step 502, loss 0.021, test 0.086
Epoch 17, step 503, loss 0.007, test 0.086
Epoch 17, step 504, loss 0.002, test 0.086
Epoch 17, step 505, loss 0.484, test 0.086
Epoch 17, step 506, loss 0.104, test 0.086
Epoch 17, step 507, loss 0.029, test 0.086
Epoch 17, step 508, loss 0.136, test 0.086
Epoch 17, step 509, loss 0.020, test 0.086
Epoch 17, step 510, loss 0.039, test 0.086
Epoch 17, step 511, loss 0.138, test 0.086
Epoch 17, step 512, loss 0.003, test 0.086
Epoch 17, step 513, loss 0.095, test 0.086
Epoch 17, step 514, loss 0.122, test 0.086
Epoch 17, step 515, loss 0.437, test 0.086
Epoch 17, step 516, loss 0.005, test 0.086
Epoch 17, step 517, loss 0.539, test 0.086
Epoch 17, step 518, loss 0.276, test 0.086
Epoch 17, step 519, loss 0.181, test 0.086
Epoch 17, step 520, loss 0.164, test 0.086
Epoch 17, step 521, loss 0.084, test 0.086
Epoch 17, step 522, loss 0.024, test 0.086
Epoch 17, step 523, loss 0.001, test 0.086
Epoch 17, step 524, loss 0.059, test 0.086
Epoch 17, step 525, loss 0.015, test 0.086
Epoch 17, step 526, loss 0.001, test 0.086
Epoch 17, step 527, loss 0.031, test 0.086
Epoch 17, step 528, loss 0.004, test 0.086
Epoch 17, step 529, loss 0.013, test 0.086
Epoch 17, step 530, loss 0.063, test 0.086
Epoch 17, step 531, loss 0.002, test 0.086
Epoch 17, step 532, loss 0.169, test 0.086
Epoch 17, step 533, loss 0.065, test 0.086
Epoch 17, step 534, loss 0.888, test 0.086
Epoch 17, step 535, loss 0.117, test 0.086
Epoch 17, step 536, loss 0.109, test 0.086
Epoch 17, step 537, loss 0.127, test 0.086
Epoch 17, step 538, loss 0.009, test 0.086
Epoch 17, step 539, loss 0.000, test 0.086
Epoch 17, step 540, loss 0.038, test 0.086
Epoch 17, step 541, loss 0.041, test 0.086
Epoch 17, step 542, loss 0.041, test 0.086
Epoch 17, step 543, loss 0.759, test 0.086
Epoch 17, step 544, loss 0.180, test 0.086
Epoch 17, step 545, loss 0.004, test 0.086
Epoch 17, step 546, loss 0.040, test 0.086
Epoch 17, step 547, loss 0.292, test 0.086
Epoch 17, step 548, loss 0.038, test 0.086
Epoch 17, step 549, loss 0.081, test 0.086
Epoch 17, step 550, loss 0.031, test 0.086
Epoch 17, step 551, loss 0.001, test 0.086
Epoch 17, step 552, loss 0.005, test 0.086
Epoch 17, step 553, loss 0.040, test 0.086
Epoch 17, step 554, loss 0.375, test 0.086
Epoch 17, step 555, loss 0.709, test 0.086
Epoch 17, step 556, loss 0.031, test 0.086
Epoch 17, step 557, loss 0.310, test 0.086
Epoch 17, step 558, loss 0.002, test 0.086
Epoch 17, step 559, loss 0.051, test 0.086
Epoch 17, step 560, loss 0.045, test 0.086
Epoch 17, step 561, loss 0.002, test 0.086
Epoch 17, step 562, loss 0.141, test 0.086
Epoch 17, step 563, loss 0.312, test 0.086
Epoch 17, step 564, loss 0.071, test 0.086
Epoch 17, step 565, loss 0.011, test 0.086
Epoch 17, step 566, loss 0.707, test 0.087
Epoch 17, step 567, loss 0.009, test 0.087
Epoch 17, step 568, loss 0.001, test 0.087
Epoch 17, step 569, loss 0.027, test 0.087
Epoch 17, step 570, loss 0.291, test 0.086
Epoch 17, step 571, loss 0.170, test 0.086
Epoch 17, step 572, loss 0.001, test 0.086
Epoch 17, step 573, loss 0.049, test 0.086
Epoch 17, step 574, loss 0.006, test 0.086
Epoch 17, step 575, loss 0.348, test 0.086
Epoch 17, step 576, loss 0.144, test 0.086
Epoch 17, step 577, loss 0.219, test 0.086
Epoch 17, step 578, loss 0.238, test 0.086
Epoch 17, step 579, loss 0.538, test 0.086
Epoch 17, step 580, loss 0.019, test 0.086
Epoch 17, step 581, loss 0.000, test 0.086
Epoch 17, step 582, loss 0.754, test 0.086
Epoch 17, step 583, loss 0.093, test 0.087
Epoch 17, step 584, loss 0.038, test 0.087
Epoch 17, step 585, loss 0.250, test 0.087
Epoch 17, step 586, loss 0.004, test 0.087
Epoch 17, step 587, loss 0.026, test 0.087
Epoch 17, step 588, loss 0.159, test 0.087
Epoch 17, step 589, loss 0.081, test 0.087
Epoch 17, step 590, loss 0.047, test 0.087
Epoch 17, step 591, loss 0.011, test 0.087
Epoch 17, step 592, loss 0.338, test 0.087
Epoch 17, step 593, loss 0.077, test 0.087
Epoch 17, step 594, loss 0.005, test 0.087
Epoch 17, step 595, loss 0.002, test 0.087
Epoch 17, step 596, loss 0.225, test 0.087
Epoch 17, step 597, loss 0.270, test 0.087
Epoch 17, step 598, loss 0.006, test 0.087
Epoch 17, step 599, loss 0.102, test 0.087
Epoch 17, step 600, loss 0.000, test 0.087
Epoch 17, step 601, loss 0.104, test 0.087
Epoch 17, step 602, loss 0.101, test 0.087
Epoch 17, step 603, loss 0.044, test 0.087
Epoch 17, step 604, loss 0.030, test 0.087
Epoch 17, step 605, loss 0.185, test 0.087
Epoch 17, step 606, loss 0.292, test 0.087
Epoch 17, step 607, loss 0.054, test 0.087
Epoch 17, step 608, loss 0.015, test 0.087
Epoch 17, step 609, loss 0.072, test 0.087
Epoch 17, step 610, loss 0.667, test 0.087
Epoch 17, step 611, loss 0.125, test 0.087
Epoch 17, step 612, loss 0.003, test 0.087
Epoch 17, step 613, loss 0.003, test 0.087
Epoch 17, step 614, loss 0.048, test 0.087
Epoch 17, step 615, loss 0.278, test 0.087
Epoch 17, step 616, loss 0.139, test 0.087
Epoch 17, step 617, loss 0.294, test 0.087
Epoch 17, step 618, loss 0.065, test 0.087
Epoch 17, step 619, loss 0.007, test 0.087
Epoch 17, step 620, loss 0.007, test 0.087
Epoch 17, step 621, loss 0.260, test 0.087
Epoch 17, step 622, loss 0.007, test 0.087
Epoch 17, step 623, loss 0.183, test 0.087
Epoch 17, step 624, loss 0.000, test 0.087
Epoch 17, step 625, loss 0.000, test 0.087
Epoch 17, step 626, loss 0.029, test 0.087
Epoch 17, step 627, loss 0.018, test 0.087
Epoch 17, step 628, loss 0.825, test 0.087
Epoch 17, step 629, loss 0.037, test 0.087
Epoch 17, step 630, loss 0.010, test 0.087
Epoch 17, step 631, loss 0.002, test 0.087
Epoch 17, step 632, loss 0.003, test 0.087
Epoch 17, step 633, loss 0.000, test 0.087
Epoch 17, step 634, loss 0.001, test 0.087
Epoch 17, step 635, loss 0.016, test 0.087
Epoch 17, step 636, loss 0.010, test 0.087
Epoch 17, step 637, loss 0.173, test 0.087
Epoch 17, step 638, loss 0.003, test 0.087
Epoch 17, step 639, loss 0.053, test 0.087
Epoch 17, step 640, loss 0.091, test 0.087
Epoch 17, step 641, loss 0.272, test 0.087
Epoch 17, step 642, loss 0.032, test 0.087
Epoch 17, step 643, loss 0.015, test 0.087
Epoch 17, step 644, loss 0.020, test 0.087
Epoch 17, step 645, loss 0.001, test 0.087
Epoch 17, step 646, loss 0.028, test 0.087
Epoch 17, step 647, loss 0.145, test 0.087
Epoch 17, step 648, loss 0.022, test 0.087
Epoch 17, step 649, loss 0.052, test 0.087
Epoch 17, step 650, loss 0.130, test 0.087
Epoch 17, step 651, loss 0.127, test 0.087
Epoch 17, step 652, loss 0.033, test 0.087
Epoch 17, step 653, loss 0.208, test 0.087
Epoch 17, step 654, loss 0.013, test 0.087
Epoch 17, step 655, loss 0.013, test 0.087
Epoch 17, step 656, loss 0.492, test 0.087
Epoch 17, step 657, loss 0.256, test 0.087
Epoch 17, step 658, loss 0.012, test 0.087
Epoch 17, step 659, loss 0.281, test 0.087
Epoch 17, step 660, loss 0.110, test 0.087
Epoch 17, step 661, loss 0.070, test 0.087
Epoch 17, step 662, loss 0.001, test 0.087
Epoch 17, step 663, loss 0.108, test 0.087
Epoch 17, step 664, loss 0.130, test 0.087
Epoch 17, step 665, loss 0.008, test 0.087
Epoch 17, step 666, loss 0.005, test 0.087
Epoch 17, step 667, loss 0.031, test 0.087
Epoch 17, step 668, loss 0.118, test 0.087
Epoch 17, step 669, loss 0.002, test 0.087
Epoch 17, step 670, loss 0.002, test 0.087
Epoch 17, step 671, loss 0.114, test 0.086
Epoch 17, step 672, loss 0.072, test 0.086
Epoch 17, step 673, loss 0.005, test 0.086
Epoch 17, step 674, loss 1.077, test 0.087
Epoch 17, step 675, loss 0.580, test 0.086
Epoch 17, step 676, loss 0.243, test 0.086
Epoch 17, step 677, loss 0.182, test 0.086
Epoch 17, step 678, loss 0.132, test 0.086
Epoch 17, step 679, loss 0.074, test 0.086
Epoch 17, step 680, loss 0.030, test 0.086
Epoch 17, step 681, loss 0.279, test 0.086
Epoch 17, step 682, loss 0.232, test 0.086
Epoch 17, step 683, loss 0.086, test 0.086
Epoch 17, step 684, loss 0.024, test 0.086
Epoch 17, step 685, loss 0.021, test 0.086
Epoch 17, step 686, loss 0.031, test 0.086
Epoch 17, step 687, loss 0.103, test 0.086
Epoch 17, step 688, loss 0.026, test 0.086
Epoch 17, step 689, loss 0.068, test 0.086
Epoch 17, step 690, loss 0.082, test 0.086
Epoch 17, step 691, loss 0.199, test 0.086
Epoch 17, step 692, loss 0.051, test 0.086
Epoch 17, step 693, loss 0.146, test 0.086
Epoch 17, step 694, loss 0.036, test 0.086
Epoch 17, step 695, loss 0.070, test 0.086
Epoch 17, step 696, loss 0.028, test 0.086
Epoch 17, step 697, loss 0.017, test 0.086
Epoch 17, step 698, loss 0.000, test 0.086
Epoch 17, step 699, loss 0.108, test 0.086
Epoch 17, step 700, loss 0.068, test 0.086
Epoch 17, step 701, loss 0.502, test 0.086
Epoch 17, step 702, loss 0.025, test 0.086
Epoch 17, step 703, loss 0.173, test 0.086
Epoch 17, step 704, loss 0.017, test 0.086
Epoch 17, step 705, loss 0.001, test 0.086
Epoch 17, step 706, loss 0.113, test 0.086
Epoch 17, step 707, loss 0.028, test 0.086
Epoch 17, step 708, loss 0.022, test 0.086
Epoch 17, step 709, loss 0.025, test 0.086
Epoch 17, step 710, loss 0.040, test 0.086
Epoch 17, step 711, loss 0.392, test 0.086
Epoch 17, step 712, loss 0.007, test 0.086
Epoch 17, step 713, loss 0.062, test 0.086
Epoch 17, step 714, loss 0.003, test 0.086
Epoch 17, step 715, loss 0.000, test 0.086
Epoch 17, step 716, loss 0.015, test 0.086
Epoch 17, step 717, loss 0.051, test 0.086
Epoch 17, step 718, loss 0.006, test 0.086
Epoch 17, step 719, loss 0.000, test 0.086
Epoch 17, step 720, loss 0.011, test 0.086
Epoch 17, step 721, loss 0.049, test 0.086
Epoch 17, step 722, loss 0.001, test 0.086
Epoch 17, step 723, loss 0.317, test 0.086
Epoch 17, step 724, loss 0.013, test 0.086
Epoch 17, step 725, loss 0.029, test 0.086
Epoch 17, step 726, loss 0.009, test 0.086
Epoch 17, step 727, loss 0.010, test 0.086
Epoch 17, step 728, loss 0.132, test 0.086
Epoch 17, step 729, loss 1.177, test 0.086
Epoch 17, step 730, loss 0.104, test 0.086
Epoch 17, step 731, loss 0.042, test 0.086
Epoch 17, step 732, loss 0.184, test 0.086
Epoch 17, step 733, loss 0.054, test 0.086
Epoch 17, step 734, loss 0.008, test 0.086
Epoch 17, step 735, loss 0.007, test 0.086
Epoch 17, step 736, loss 0.169, test 0.086
Epoch 17, step 737, loss 0.028, test 0.087
Epoch 17, step 738, loss 0.011, test 0.087
Epoch 17, step 739, loss 0.044, test 0.087
Epoch 17, step 740, loss 0.577, test 0.087
Epoch 17, step 741, loss 0.239, test 0.087
Epoch 17, step 742, loss 0.003, test 0.086
Epoch 17, step 743, loss 0.001, test 0.086
Epoch 17, step 744, loss 0.003, test 0.087
Epoch 17, step 745, loss 0.534, test 0.086
Epoch 17, step 746, loss 0.536, test 0.086
Epoch 17, step 747, loss 0.161, test 0.086
Epoch 17, step 748, loss 0.013, test 0.086
Epoch 17, step 749, loss 0.043, test 0.086
Epoch 17, step 750, loss 0.146, test 0.086
Epoch 17, step 751, loss 0.001, test 0.086
Epoch 17, step 752, loss 0.391, test 0.086
Epoch 17, step 753, loss 1.638, test 0.087
Epoch 17, step 754, loss 0.351, test 0.086
Epoch 17, step 755, loss 0.275, test 0.086
Epoch 17, step 756, loss 0.032, test 0.086
Epoch 17, step 757, loss 0.001, test 0.086
Epoch 17, step 758, loss 0.017, test 0.086
Epoch 17, step 759, loss 0.203, test 0.085
Epoch 17, step 760, loss 0.026, test 0.085
Epoch 17, step 761, loss 0.040, test 0.085
Epoch 17, step 762, loss 0.073, test 0.085
Epoch 17, step 763, loss 0.011, test 0.085
Epoch 17, step 764, loss 0.009, test 0.085
Epoch 17, step 765, loss 0.538, test 0.085
Epoch 17, step 766, loss 0.501, test 0.085
Epoch 17, step 767, loss 0.190, test 0.086
Epoch 17, step 768, loss 0.000, test 0.086
Epoch 17, step 769, loss 0.193, test 0.086
Epoch 17, step 770, loss 0.000, test 0.086
Epoch 17, step 771, loss 0.058, test 0.086
Epoch 17, step 772, loss 0.000, test 0.086
Epoch 17, step 773, loss 0.441, test 0.086
Epoch 17, step 774, loss 0.339, test 0.086
Epoch 17, step 775, loss 0.174, test 0.086
Epoch 17, step 776, loss 0.075, test 0.086
Epoch 17, step 777, loss 0.001, test 0.086
Epoch 17, step 778, loss 0.179, test 0.086
Epoch 17, step 779, loss 0.043, test 0.086
Epoch 17, step 780, loss 0.256, test 0.086
Epoch 17, step 781, loss 0.754, test 0.086
Epoch 17, step 782, loss 0.035, test 0.086
Epoch 17, step 783, loss 0.293, test 0.086
Epoch 17, step 784, loss 0.004, test 0.086
Epoch 17, step 785, loss 0.059, test 0.086
Epoch 17, step 786, loss 0.287, test 0.086
Epoch 17, step 787, loss 0.261, test 0.086
Epoch 17, step 788, loss 0.013, test 0.086
Epoch 17, step 789, loss 0.000, test 0.086
Epoch 17, step 790, loss 0.028, test 0.086
Epoch 17, step 791, loss 0.000, test 0.086
Epoch 17, step 792, loss 0.004, test 0.086
Epoch 17, step 793, loss 0.078, test 0.086
Epoch 17, step 794, loss 0.180, test 0.086
Epoch 17, step 795, loss 0.026, test 0.086
Epoch 17, step 796, loss 0.311, test 0.086
Epoch 17, step 797, loss 0.392, test 0.086
Epoch 17, step 798, loss 0.001, test 0.086
Epoch 17, step 799, loss 0.945, test 0.086
Epoch 17, step 800, loss 0.007, test 0.086
Epoch 17, step 801, loss 0.037, test 0.086
Epoch 17, step 802, loss 0.013, test 0.086
Epoch 17, step 803, loss 0.032, test 0.086
Epoch 17, step 804, loss 0.055, test 0.086
Epoch 17, step 805, loss 0.146, test 0.086
Epoch 17, step 806, loss 0.148, test 0.086
Epoch 17, step 807, loss 0.001, test 0.086
Epoch 17, step 808, loss 0.023, test 0.086
Epoch 17, step 809, loss 0.018, test 0.086

Epoch 17, step 810, loss 0.007, test 0.086
Epoch 17, step 811, loss 0.497, test 0.086
Epoch 17, step 812, loss 0.567, test 0.086
Epoch 17, step 813, loss 0.095, test 0.086
Epoch 17, step 814, loss 0.006, test 0.086
Epoch 17, step 815, loss 0.046, test 0.086
Epoch 17, step 816, loss 0.061, test 0.086
Epoch 17, step 817, loss 0.003, test 0.086
Epoch 17, step 818, loss 0.058, test 0.086
Epoch 17, step 819, loss 0.102, test 0.086
Epoch 17, step 820, loss 0.239, test 0.086
Epoch 17, step 821, loss 0.025, test 0.086
Epoch 17, step 822, loss 0.004, test 0.086
Epoch 17, step 823, loss 0.554, test 0.086
Epoch 17, step 824, loss 0.003, test 0.086
Epoch 17, step 825, loss 0.001, test 0.086
Epoch 17, step 826, loss 0.116, test 0.085
Epoch 17, step 827, loss 0.010, test 0.085
Epoch 17, step 828, loss 0.011, test 0.085
Epoch 17, step 829, loss 0.050, test 0.085
Epoch 17, step 830, loss 0.068, test 0.085
Epoch 17, step 831, loss 0.165, test 0.085
Epoch 17, step 832, loss 0.064, test 0.085
Epoch 17, step 833, loss 0.243, test 0.085
Epoch 17, step 834, loss 0.045, test 0.085
Epoch 17, step 835, loss 0.020, test 0.085
Epoch 17, step 836, loss 0.063, test 0.085
Epoch 17, step 837, loss 0.080, test 0.085
Epoch 17, step 838, loss 0.558, test 0.085
Epoch 17, step 839, loss 0.002, test 0.085
Epoch 17, step 840, loss 0.108, test 0.085
Epoch 17, step 841, loss 0.008, test 0.085
Epoch 17, step 842, loss 0.024, test 0.085
Epoch 17, step 843, loss 0.070, test 0.085
Epoch 17, step 844, loss 0.094, test 0.085
Epoch 17, step 845, loss 0.003, test 0.085
Epoch 17, step 846, loss 0.017, test 0.085
Epoch 17, step 847, loss 0.067, test 0.085
Epoch 17, step 848, loss 0.000, test 0.085
Epoch 17, step 849, loss 0.000, test 0.085
Epoch 17, step 850, loss 0.002, test 0.085
Epoch 17, step 851, loss 0.178, test 0.085
Epoch 17, step 852, loss 0.002, test 0.085
Epoch 17, step 853, loss 0.197, test 0.085
Epoch 17, step 854, loss 0.345, test 0.085
Epoch 17, step 855, loss 0.055, test 0.085
Epoch 17, step 856, loss 0.125, test 0.085
Epoch 17, step 857, loss 0.073, test 0.085
Epoch 17, step 858, loss 0.085, test 0.085
Epoch 17, step 859, loss 0.623, test 0.085
Epoch 17, step 860, loss 0.125, test 0.086
Epoch 17, step 861, loss 0.258, test 0.086
Epoch 17, step 862, loss 0.438, test 0.086
Epoch 17, step 863, loss 0.150, test 0.086
Epoch 17, step 864, loss 0.028, test 0.086
Epoch 17, step 865, loss 0.187, test 0.085
Epoch 17, step 866, loss 0.059, test 0.085
Epoch 17, step 867, loss 0.000, test 0.085
Epoch 17, step 868, loss 0.002, test 0.085
Epoch 17, step 869, loss 0.223, test 0.085
Epoch 17, step 870, loss 0.039, test 0.085
Epoch 17, step 871, loss 0.086, test 0.085
Epoch 17, step 872, loss 0.005, test 0.085
Epoch 17, step 873, loss 0.000, test 0.085
Epoch 17, step 874, loss 0.073, test 0.085
Epoch 17, step 875, loss 0.076, test 0.085
Epoch 17, step 876, loss 0.012, test 0.085
Epoch 17, step 877, loss 0.172, test 0.085
Epoch 17, step 878, loss 0.581, test 0.085
Epoch 17, step 879, loss 0.001, test 0.085
Epoch 17, step 880, loss 0.014, test 0.085
Epoch 17, step 881, loss 0.058, test 0.085
Epoch 17, step 882, loss 0.021, test 0.085
Epoch 17, step 883, loss 0.117, test 0.085
Epoch 17, step 884, loss 0.129, test 0.085
Epoch 17, step 885, loss 0.001, test 0.085
Epoch 17, step 886, loss 0.120, test 0.085
Epoch 17, step 887, loss 0.184, test 0.085
Epoch 17, step 888, loss 0.065, test 0.085
Epoch 17, step 889, loss 0.026, test 0.085
Epoch 17, step 890, loss 0.070, test 0.085
Epoch 17, step 891, loss 0.061, test 0.085
Epoch 17, step 892, loss 0.378, test 0.085
Epoch 17, step 893, loss 0.014, test 0.085
Epoch 17, step 894, loss 0.047, test 0.085
Epoch 17, step 895, loss 0.130, test 0.085
Epoch 17, step 896, loss 0.000, test 0.085
Epoch 17, step 897, loss 0.098, test 0.085
Epoch 17, step 898, loss 0.012, test 0.085
Epoch 17, step 899, loss 0.002, test 0.085
Epoch 17, step 900, loss 0.033, test 0.085
Epoch 17, step 901, loss 0.069, test 0.085
Epoch 17, step 902, loss 0.236, test 0.085
Epoch 17, step 903, loss 0.001, test 0.085
Epoch 17, step 904, loss 0.045, test 0.085
Epoch 17, step 905, loss 0.172, test 0.085
Epoch 17, step 906, loss 0.000, test 0.085
Epoch 17, step 907, loss 0.020, test 0.085
Epoch 17, step 908, loss 0.539, test 0.085
Epoch 17, step 909, loss 0.007, test 0.085
Epoch 17, step 910, loss 0.015, test 0.085
Epoch 17, step 911, loss 0.001, test 0.085
Epoch 17, step 912, loss 0.030, test 0.085
Epoch 17, step 913, loss 0.532, test 0.085
Epoch 17, step 914, loss 0.411, test 0.085
Epoch 17, step 915, loss 0.194, test 0.085
Epoch 17, step 916, loss 0.030, test 0.085
Epoch 17, step 917, loss 0.214, test 0.085
Epoch 17, step 918, loss 0.058, test 0.085
Epoch 17, step 919, loss 0.526, test 0.085
Epoch 17, step 920, loss 0.047, test 0.085
Epoch 17, step 921, loss 0.144, test 0.085
Epoch 17, step 922, loss 0.092, test 0.085
Epoch 17, step 923, loss 0.018, test 0.085
Epoch 17, step 924, loss 0.115, test 0.085
Epoch 17, step 925, loss 0.000, test 0.085
Epoch 17, step 926, loss 0.039, test 0.085
Epoch 17, step 927, loss 1.143, test 0.085
Epoch 17, step 928, loss 0.087, test 0.085
Epoch 17, step 929, loss 0.169, test 0.085
Epoch 17, step 930, loss 0.685, test 0.085
Epoch 17, step 931, loss 0.344, test 0.085
Epoch 17, step 932, loss 0.010, test 0.085
Epoch 17, step 933, loss 0.193, test 0.085
Epoch 17, step 934, loss 0.233, test 0.085
Epoch 17, step 935, loss 0.013, test 0.085
Epoch 17, step 936, loss 0.000, test 0.085
Epoch 17, step 937, loss 0.155, test 0.085
Epoch 17, step 938, loss 0.013, test 0.085
Epoch 17, step 939, loss 0.005, test 0.085
Epoch 17, step 940, loss 0.152, test 0.085
Epoch 17, step 941, loss 0.050, test 0.085
Epoch 17, step 942, loss 0.190, test 0.085
Epoch 17, step 943, loss 0.127, test 0.085
Epoch 17, step 944, loss 0.013, test 0.085
Epoch 17, step 945, loss 0.057, test 0.085
Epoch 17, step 946, loss 0.006, test 0.085
Epoch 17, step 947, loss 0.169, test 0.085
Epoch 17, step 948, loss 0.196, test 0.085
Epoch 17, step 949, loss 0.608, test 0.085
Epoch 17, step 950, loss 0.064, test 0.085
Epoch 17, step 951, loss 0.027, test 0.085
Epoch 17, step 952, loss 0.000, test 0.085
Epoch 17, step 953, loss 0.008, test 0.085
Epoch 17, step 954, loss 0.141, test 0.085
Epoch 17, step 955, loss 0.016, test 0.085
Epoch 17, step 956, loss 0.212, test 0.085
Epoch 17, step 957, loss 0.030, test 0.085
Epoch 17, step 958, loss 0.026, test 0.085
Epoch 17, step 959, loss 0.082, test 0.085
Epoch 17, step 960, loss 0.169, test 0.085
Epoch 17, step 961, loss 0.191, test 0.085
Epoch 17, step 962, loss 0.322, test 0.085
Epoch 17, step 963, loss 0.429, test 0.085
Epoch 17, step 964, loss 0.029, test 0.085
Epoch 17, step 965, loss 0.715, test 0.085
Epoch 17, step 966, loss 0.009, test 0.085
Epoch 17, step 967, loss 0.067, test 0.085
Epoch 17, step 968, loss 0.057, test 0.085
Epoch 17, step 969, loss 0.023, test 0.085
Epoch 17, step 970, loss 0.023, test 0.085
Epoch 17, step 971, loss 0.051, test 0.085
Epoch 17, step 972, loss 0.000, test 0.085
Epoch 17, step 973, loss 0.090, test 0.085
Epoch 17, step 974, loss 0.006, test 0.085
Epoch 17, step 975, loss 0.011, test 0.085
Epoch 17, step 976, loss 0.097, test 0.085
Epoch 17, step 977, loss 0.143, test 0.085
Epoch 17, step 978, loss 0.957, test 0.085
Epoch 17, step 979, loss 0.136, test 0.085
Epoch 17, step 980, loss 0.546, test 0.085
Epoch 17, step 981, loss 0.295, test 0.085
Epoch 17, step 982, loss 0.435, test 0.085
Epoch 17, step 983, loss 0.260, test 0.085
Epoch 17, step 984, loss 0.105, test 0.085
Epoch 17, step 985, loss 0.287, test 0.085
Epoch 17, step 986, loss 0.539, test 0.085
Epoch 17, step 987, loss 0.752, test 0.085
Epoch 17, step 988, loss 0.002, test 0.085
Epoch 17, step 989, loss 0.020, test 0.085
Epoch 17, step 990, loss 0.343, test 0.085
Epoch 17, step 991, loss 0.030, test 0.085
Epoch 17, step 992, loss 0.061, test 0.085
Epoch 17, step 993, loss 0.084, test 0.085
Epoch 17, step 994, loss 0.243, test 0.085
Epoch 17, step 995, loss 0.003, test 0.085
Epoch 17, step 996, loss 0.017, test 0.085
Epoch 17, step 997, loss 0.051, test 0.085
Epoch 17, step 998, loss 0.027, test 0.085
Epoch 17, step 999, loss 0.007, test 0.085
Epoch 18, step 0, loss 0.082, test 0.085
Epoch 18, step 1, loss 0.034, test 0.085
Epoch 18, step 2, loss 0.038, test 0.085
Epoch 18, step 3, loss 0.311, test 0.085
Epoch 18, step 4, loss 0.113, test 0.085
Epoch 18, step 5, loss 1.389, test 0.085
Epoch 18, step 6, loss 0.060, test 0.085
Epoch 18, step 7, loss 0.007, test 0.085
Epoch 18, step 8, loss 0.013, test 0.085
Epoch 18, step 9, loss 0.134, test 0.085
Epoch 18, step 10, loss 0.992, test 0.085
Epoch 18, step 11, loss 0.129, test 0.085
Epoch 18, step 12, loss 0.011, test 0.085
Epoch 18, step 13, loss 0.187, test 0.085
Epoch 18, step 14, loss 0.130, test 0.085
Epoch 18, step 15, loss 0.027, test 0.085
Epoch 18, step 16, loss 0.023, test 0.085
Epoch 18, step 17, loss 0.181, test 0.085
Epoch 18, step 18, loss 0.610, test 0.085
Epoch 18, step 19, loss 0.011, test 0.085
Epoch 18, step 20, loss 0.003, test 0.085
Epoch 18, step 21, loss 0.062, test 0.085
Epoch 18, step 22, loss 0.000, test 0.085
Epoch 18, step 23, loss 0.221, test 0.085
Epoch 18, step 24, loss 0.502, test 0.085
Epoch 18, step 25, loss 0.181, test 0.085
Epoch 18, step 26, loss 0.105, test 0.085
Epoch 18, step 27, loss 0.068, test 0.085
Epoch 18, step 28, loss 0.000, test 0.085
Epoch 18, step 29, loss 0.439, test 0.085
Epoch 18, step 30, loss 0.156, test 0.085
Epoch 18, step 31, loss 0.027, test 0.085
Epoch 18, step 32, loss 0.091, test 0.085
Epoch 18, step 33, loss 0.384, test 0.085
Epoch 18, step 34, loss 0.256, test 0.085
Epoch 18, step 35, loss 0.063, test 0.085
Epoch 18, step 36, loss 0.103, test 0.085
Epoch 18, step 37, loss 0.189, test 0.085
Epoch 18, step 38, loss 0.149, test 0.085
Epoch 18, step 39, loss 0.022, test 0.085
Epoch 18, step 40, loss 0.001, test 0.085
Epoch 18, step 41, loss 0.015, test 0.085
Epoch 18, step 42, loss 0.063, test 0.085
Epoch 18, step 43, loss 0.009, test 0.085
Epoch 18, step 44, loss 0.042, test 0.085
Epoch 18, step 45, loss 0.257, test 0.085
Epoch 18, step 46, loss 0.081, test 0.085
Epoch 18, step 47, loss 0.261, test 0.085
Epoch 18, step 48, loss 0.023, test 0.085
Epoch 18, step 49, loss 0.108, test 0.085
Epoch 18, step 50, loss 0.260, test 0.085
Epoch 18, step 51, loss 0.008, test 0.085
Epoch 18, step 52, loss 0.045, test 0.085
Epoch 18, step 53, loss 0.001, test 0.085
Epoch 18, step 54, loss 0.133, test 0.085
Epoch 18, step 55, loss 0.083, test 0.085
Epoch 18, step 56, loss 0.252, test 0.085
Epoch 18, step 57, loss 0.028, test 0.085
Epoch 18, step 58, loss 0.025, test 0.085
Epoch 18, step 59, loss 0.003, test 0.085
Epoch 18, step 60, loss 0.013, test 0.085
Epoch 18, step 61, loss 0.076, test 0.085
Epoch 18, step 62, loss 0.063, test 0.085
Epoch 18, step 63, loss 0.127, test 0.085
Epoch 18, step 64, loss 0.085, test 0.085
Epoch 18, step 65, loss 0.062, test 0.085
Epoch 18, step 66, loss 0.025, test 0.085
Epoch 18, step 67, loss 0.294, test 0.085
Epoch 18, step 68, loss 0.008, test 0.085
Epoch 18, step 69, loss 0.139, test 0.085
Epoch 18, step 70, loss 0.238, test 0.085
Epoch 18, step 71, loss 0.025, test 0.085
Epoch 18, step 72, loss 0.007, test 0.085
Epoch 18, step 73, loss 0.121, test 0.085
Epoch 18, step 74, loss 0.000, test 0.085
Epoch 18, step 75, loss 0.011, test 0.085
Epoch 18, step 76, loss 0.073, test 0.085
Epoch 18, step 77, loss 0.001, test 0.085
Epoch 18, step 78, loss 0.175, test 0.085
Epoch 18, step 79, loss 0.392, test 0.085
Epoch 18, step 80, loss 0.143, test 0.085
Epoch 18, step 81, loss 0.117, test 0.085
Epoch 18, step 82, loss 0.042, test 0.085
Epoch 18, step 83, loss 0.051, test 0.085
Epoch 18, step 84, loss 0.046, test 0.085
Epoch 18, step 85, loss 0.019, test 0.085
Epoch 18, step 86, loss 0.294, test 0.085
Epoch 18, step 87, loss 0.088, test 0.085
Epoch 18, step 88, loss 0.011, test 0.085
Epoch 18, step 89, loss 0.014, test 0.085
Epoch 18, step 90, loss 0.092, test 0.085
Epoch 18, step 91, loss 0.009, test 0.085
Epoch 18, step 92, loss 0.690, test 0.085
Epoch 18, step 93, loss 0.091, test 0.085
Epoch 18, step 94, loss 0.376, test 0.085
Epoch 18, step 95, loss 0.009, test 0.085
Epoch 18, step 96, loss 0.342, test 0.085
Epoch 18, step 97, loss 0.047, test 0.085
Epoch 18, step 98, loss 0.042, test 0.085
Epoch 18, step 99, loss 0.016, test 0.085
Epoch 18, step 100, loss 0.090, test 0.085
Epoch 18, step 101, loss 0.495, test 0.085
Epoch 18, step 102, loss 0.526, test 0.085
Epoch 18, step 103, loss 0.349, test 0.085
Epoch 18, step 104, loss 0.159, test 0.085
Epoch 18, step 105, loss 0.102, test 0.085
Epoch 18, step 106, loss 0.554, test 0.085
Epoch 18, step 107, loss 0.471, test 0.085
Epoch 18, step 108, loss 0.006, test 0.085
Epoch 18, step 109, loss 0.011, test 0.085
Epoch 18, step 110, loss 0.484, test 0.085
Epoch 18, step 111, loss 0.092, test 0.085
Epoch 18, step 112, loss 0.002, test 0.085
Epoch 18, step 113, loss 0.001, test 0.085
Epoch 18, step 114, loss 0.171, test 0.085
Epoch 18, step 115, loss 0.006, test 0.085
Epoch 18, step 116, loss 0.140, test 0.085
Epoch 18, step 117, loss 0.028, test 0.085
Epoch 18, step 118, loss 0.472, test 0.085
Epoch 18, step 119, loss 0.069, test 0.085
Epoch 18, step 120, loss 0.006, test 0.085
Epoch 18, step 121, loss 0.109, test 0.085
Epoch 18, step 122, loss 0.011, test 0.085
Epoch 18, step 123, loss 0.069, test 0.085
Epoch 18, step 124, loss 0.115, test 0.085
Epoch 18, step 125, loss 0.279, test 0.085
Epoch 18, step 126, loss 0.037, test 0.085
Epoch 18, step 127, loss 0.253, test 0.085
Epoch 18, step 128, loss 0.287, test 0.085
Epoch 18, step 129, loss 0.010, test 0.085
Epoch 18, step 130, loss 0.022, test 0.085
Epoch 18, step 131, loss 0.217, test 0.085
Epoch 18, step 132, loss 0.045, test 0.085
Epoch 18, step 133, loss 0.004, test 0.085
Epoch 18, step 134, loss 0.164, test 0.085
Epoch 18, step 135, loss 0.001, test 0.085
Epoch 18, step 136, loss 0.200, test 0.085
Epoch 18, step 137, loss 0.008, test 0.085
Epoch 18, step 138, loss 0.007, test 0.085
Epoch 18, step 139, loss 0.038, test 0.085
Epoch 18, step 140, loss 0.176, test 0.085
Epoch 18, step 141, loss 1.388, test 0.085
Epoch 18, step 142, loss 0.178, test 0.085
Epoch 18, step 143, loss 0.003, test 0.085
Epoch 18, step 144, loss 1.146, test 0.085
Epoch 18, step 145, loss 0.008, test 0.085
Epoch 18, step 146, loss 0.146, test 0.085
Epoch 18, step 147, loss 0.148, test 0.085
Epoch 18, step 148, loss 0.260, test 0.085
Epoch 18, step 149, loss 0.608, test 0.085
Epoch 18, step 150, loss 0.017, test 0.085
Epoch 18, step 151, loss 0.145, test 0.085
Epoch 18, step 152, loss 0.132, test 0.085
Epoch 18, step 153, loss 0.035, test 0.085
Epoch 18, step 154, loss 0.110, test 0.085
Epoch 18, step 155, loss 0.439, test 0.085
Epoch 18, step 156, loss 0.214, test 0.085
Epoch 18, step 157, loss 0.012, test 0.085
Epoch 18, step 158, loss 0.079, test 0.085
Epoch 18, step 159, loss 0.203, test 0.085
Epoch 18, step 160, loss 0.007, test 0.085
Epoch 18, step 161, loss 0.222, test 0.085
Epoch 18, step 162, loss 0.062, test 0.085
Epoch 18, step 163, loss 0.003, test 0.085
Epoch 18, step 164, loss 0.240, test 0.085
Epoch 18, step 165, loss 0.003, test 0.085
Epoch 18, step 166, loss 0.452, test 0.086
Epoch 18, step 167, loss 0.760, test 0.086
Epoch 18, step 168, loss 0.000, test 0.086
Epoch 18, step 169, loss 0.032, test 0.086
Epoch 18, step 170, loss 0.010, test 0.086
Epoch 18, step 171, loss 0.000, test 0.086
Epoch 18, step 172, loss 0.441, test 0.086
Epoch 18, step 173, loss 0.023, test 0.086
Epoch 18, step 174, loss 0.143, test 0.087
Epoch 18, step 175, loss 0.000, test 0.087
Epoch 18, step 176, loss 0.015, test 0.087
Epoch 18, step 177, loss 0.409, test 0.087
Epoch 18, step 178, loss 0.018, test 0.087
Epoch 18, step 179, loss 0.053, test 0.087
Epoch 18, step 180, loss 0.023, test 0.087
Epoch 18, step 181, loss 0.076, test 0.086
Epoch 18, step 182, loss 0.024, test 0.086
Epoch 18, step 183, loss 0.123, test 0.086
Epoch 18, step 184, loss 0.011, test 0.086
Epoch 18, step 185, loss 0.005, test 0.086
Epoch 18, step 186, loss 0.071, test 0.086
Epoch 18, step 187, loss 0.018, test 0.086
Epoch 18, step 188, loss 0.090, test 0.086
Epoch 18, step 189, loss 0.002, test 0.086
Epoch 18, step 190, loss 0.127, test 0.086
Epoch 18, step 191, loss 0.035, test 0.086
Epoch 18, step 192, loss 0.274, test 0.086
Epoch 18, step 193, loss 0.027, test 0.086
Epoch 18, step 194, loss 0.321, test 0.086
Epoch 18, step 195, loss 0.013, test 0.086
Epoch 18, step 196, loss 0.001, test 0.086
Epoch 18, step 197, loss 0.051, test 0.086
Epoch 18, step 198, loss 0.038, test 0.086
Epoch 18, step 199, loss 0.175, test 0.086
Epoch 18, step 200, loss 0.014, test 0.086
Epoch 18, step 201, loss 0.234, test 0.086
Epoch 18, step 202, loss 0.067, test 0.087
Epoch 18, step 203, loss 0.419, test 0.087
Epoch 18, step 204, loss 0.153, test 0.087
Epoch 18, step 205, loss 0.569, test 0.087
Epoch 18, step 206, loss 0.015, test 0.087
Epoch 18, step 207, loss 0.032, test 0.087
Epoch 18, step 208, loss 0.028, test 0.087
Epoch 18, step 209, loss 0.688, test 0.087
Epoch 18, step 210, loss 0.379, test 0.087
Epoch 18, step 211, loss 0.018, test 0.087
Epoch 18, step 212, loss 0.155, test 0.087
Epoch 18, step 213, loss 0.058, test 0.087
Epoch 18, step 214, loss 0.060, test 0.087
Epoch 18, step 215, loss 0.012, test 0.087
Epoch 18, step 216, loss 0.228, test 0.087
Epoch 18, step 217, loss 0.000, test 0.087
Epoch 18, step 218, loss 0.558, test 0.086
Epoch 18, step 219, loss 0.034, test 0.086
Epoch 18, step 220, loss 0.001, test 0.086
Epoch 18, step 221, loss 0.143, test 0.086
Epoch 18, step 222, loss 0.001, test 0.086
Epoch 18, step 223, loss 0.028, test 0.086
Epoch 18, step 224, loss 0.064, test 0.086
Epoch 18, step 225, loss 0.008, test 0.086
Epoch 18, step 226, loss 0.039, test 0.086
Epoch 18, step 227, loss 0.182, test 0.086
Epoch 18, step 228, loss 0.255, test 0.086
Epoch 18, step 229, loss 0.026, test 0.086
Epoch 18, step 230, loss 0.577, test 0.086
Epoch 18, step 231, loss 0.005, test 0.086
Epoch 18, step 232, loss 0.033, test 0.086
Epoch 18, step 233, loss 0.037, test 0.086
Epoch 18, step 234, loss 0.011, test 0.086
Epoch 18, step 235, loss 0.088, test 0.086
Epoch 18, step 236, loss 1.102, test 0.086
Epoch 18, step 237, loss 0.098, test 0.086
Epoch 18, step 238, loss 0.026, test 0.086
Epoch 18, step 239, loss 0.076, test 0.086
Epoch 18, step 240, loss 0.332, test 0.086
Epoch 18, step 241, loss 1.171, test 0.086
Epoch 18, step 242, loss 0.524, test 0.086
Epoch 18, step 243, loss 0.007, test 0.086
Epoch 18, step 244, loss 0.008, test 0.086
Epoch 18, step 245, loss 0.005, test 0.086
Epoch 18, step 246, loss 0.783, test 0.086
Epoch 18, step 247, loss 0.018, test 0.086
Epoch 18, step 248, loss 0.031, test 0.086
Epoch 18, step 249, loss 0.016, test 0.086
Epoch 18, step 250, loss 0.196, test 0.086
Epoch 18, step 251, loss 0.008, test 0.086
Epoch 18, step 252, loss 0.013, test 0.086
Epoch 18, step 253, loss 0.043, test 0.086
Epoch 18, step 254, loss 0.002, test 0.085
Epoch 18, step 255, loss 0.097, test 0.085
Epoch 18, step 256, loss 0.010, test 0.086
Epoch 18, step 257, loss 0.027, test 0.086
Epoch 18, step 258, loss 0.276, test 0.086
Epoch 18, step 259, loss 0.515, test 0.086
Epoch 18, step 260, loss 0.067, test 0.086
Epoch 18, step 261, loss 0.007, test 0.086
Epoch 18, step 262, loss 0.062, test 0.086
Epoch 18, step 263, loss 0.055, test 0.086
Epoch 18, step 264, loss 0.018, test 0.086
Epoch 18, step 265, loss 0.185, test 0.086
Epoch 18, step 266, loss 0.007, test 0.086
Epoch 18, step 267, loss 0.129, test 0.086
Epoch 18, step 268, loss 0.049, test 0.086
Epoch 18, step 269, loss 0.000, test 0.086
Epoch 18, step 270, loss 0.306, test 0.085
Epoch 18, step 271, loss 0.153, test 0.085
Epoch 18, step 272, loss 0.018, test 0.085
Epoch 18, step 273, loss 0.077, test 0.085
Epoch 18, step 274, loss 0.052, test 0.085
Epoch 18, step 275, loss 0.340, test 0.085
Epoch 18, step 276, loss 0.304, test 0.085
Epoch 18, step 277, loss 0.166, test 0.085
Epoch 18, step 278, loss 0.165, test 0.085
Epoch 18, step 279, loss 0.029, test 0.085
Epoch 18, step 280, loss 0.001, test 0.085
Epoch 18, step 281, loss 0.066, test 0.085
Epoch 18, step 282, loss 0.005, test 0.085
Epoch 18, step 283, loss 0.817, test 0.085
Epoch 18, step 284, loss 0.088, test 0.085
Epoch 18, step 285, loss 0.044, test 0.085
Epoch 18, step 286, loss 0.424, test 0.085
Epoch 18, step 287, loss 0.021, test 0.085
Epoch 18, step 288, loss 0.187, test 0.085
Epoch 18, step 289, loss 0.144, test 0.085
Epoch 18, step 290, loss 0.005, test 0.085
Epoch 18, step 291, loss 0.278, test 0.085
Epoch 18, step 292, loss 0.001, test 0.085
Epoch 18, step 293, loss 0.000, test 0.085
Epoch 18, step 294, loss 0.002, test 0.085
Epoch 18, step 295, loss 0.014, test 0.085
Epoch 18, step 296, loss 0.180, test 0.085
Epoch 18, step 297, loss 0.191, test 0.085
Epoch 18, step 298, loss 0.032, test 0.085
Epoch 18, step 299, loss 0.380, test 0.085
Epoch 18, step 300, loss 0.021, test 0.085
Epoch 18, step 301, loss 0.185, test 0.085
Epoch 18, step 302, loss 1.649, test 0.085
Epoch 18, step 303, loss 0.108, test 0.085
Epoch 18, step 304, loss 0.052, test 0.085
Epoch 18, step 305, loss 0.145, test 0.085
Epoch 18, step 306, loss 0.134, test 0.085
Epoch 18, step 307, loss 0.019, test 0.085
Epoch 18, step 308, loss 0.021, test 0.085
Epoch 18, step 309, loss 0.009, test 0.085
Epoch 18, step 310, loss 0.039, test 0.085
Epoch 18, step 311, loss 1.102, test 0.085
Epoch 18, step 312, loss 0.002, test 0.085
Epoch 18, step 313, loss 0.063, test 0.085
Epoch 18, step 314, loss 0.047, test 0.085
Epoch 18, step 315, loss 0.035, test 0.085
Epoch 18, step 316, loss 0.026, test 0.085
Epoch 18, step 317, loss 0.199, test 0.085
Epoch 18, step 318, loss 0.267, test 0.085
Epoch 18, step 319, loss 0.490, test 0.085
Epoch 18, step 320, loss 0.010, test 0.085
Epoch 18, step 321, loss 0.067, test 0.085
Epoch 18, step 322, loss 0.785, test 0.085
Epoch 18, step 323, loss 0.009, test 0.085
Epoch 18, step 324, loss 0.000, test 0.085
Epoch 18, step 325, loss 0.021, test 0.085
Epoch 18, step 326, loss 0.187, test 0.085
Epoch 18, step 327, loss 0.001, test 0.085
Epoch 18, step 328, loss 0.041, test 0.085
Epoch 18, step 329, loss 0.161, test 0.085
Epoch 18, step 330, loss 0.001, test 0.085
Epoch 18, step 331, loss 0.318, test 0.085
Epoch 18, step 332, loss 0.247, test 0.085
Epoch 18, step 333, loss 0.021, test 0.085
Epoch 18, step 334, loss 0.043, test 0.085
Epoch 18, step 335, loss 0.169, test 0.085
Epoch 18, step 336, loss 0.392, test 0.085
Epoch 18, step 337, loss 0.045, test 0.085
Epoch 18, step 338, loss 0.000, test 0.085
Epoch 18, step 339, loss 0.693, test 0.085
Epoch 18, step 340, loss 0.079, test 0.085
Epoch 18, step 341, loss 0.094, test 0.085
Epoch 18, step 342, loss 0.050, test 0.085
Epoch 18, step 343, loss 0.037, test 0.085
Epoch 18, step 344, loss 0.008, test 0.085
Epoch 18, step 345, loss 0.196, test 0.085
Epoch 18, step 346, loss 0.023, test 0.085
Epoch 18, step 347, loss 0.104, test 0.085
Epoch 18, step 348, loss 0.004, test 0.085
Epoch 18, step 349, loss 0.000, test 0.085
Epoch 18, step 350, loss 0.002, test 0.085
Epoch 18, step 351, loss 0.019, test 0.085
Epoch 18, step 352, loss 0.021, test 0.085
Epoch 18, step 353, loss 0.110, test 0.085
Epoch 18, step 354, loss 0.109, test 0.085
Epoch 18, step 355, loss 0.000, test 0.085
Epoch 18, step 356, loss 0.005, test 0.085
Epoch 18, step 357, loss 0.000, test 0.085
Epoch 18, step 358, loss 0.143, test 0.085
Epoch 18, step 359, loss 0.042, test 0.085
Epoch 18, step 360, loss 0.069, test 0.085
Epoch 18, step 361, loss 0.014, test 0.085
Epoch 18, step 362, loss 0.038, test 0.085
Epoch 18, step 363, loss 0.013, test 0.085
Epoch 18, step 364, loss 0.006, test 0.085
Epoch 18, step 365, loss 0.144, test 0.085
Epoch 18, step 366, loss 0.236, test 0.085
Epoch 18, step 367, loss 0.288, test 0.085
Epoch 18, step 368, loss 0.000, test 0.085
Epoch 18, step 369, loss 0.049, test 0.085
Epoch 18, step 370, loss 0.533, test 0.085
Epoch 18, step 371, loss 0.175, test 0.085
Epoch 18, step 372, loss 0.316, test 0.085
Epoch 18, step 373, loss 0.117, test 0.085
Epoch 18, step 374, loss 0.310, test 0.085
Epoch 18, step 375, loss 0.164, test 0.085
Epoch 18, step 376, loss 0.114, test 0.085
Epoch 18, step 377, loss 0.330, test 0.085
Epoch 18, step 378, loss 0.299, test 0.085
Epoch 18, step 379, loss 0.017, test 0.085
Epoch 18, step 380, loss 0.101, test 0.085
Epoch 18, step 381, loss 0.026, test 0.085
Epoch 18, step 382, loss 0.004, test 0.085
Epoch 18, step 383, loss 0.292, test 0.085
Epoch 18, step 384, loss 0.123, test 0.085
Epoch 18, step 385, loss 0.001, test 0.085
Epoch 18, step 386, loss 0.088, test 0.085
Epoch 18, step 387, loss 0.187, test 0.085
Epoch 18, step 388, loss 0.116, test 0.085
Epoch 18, step 389, loss 0.509, test 0.085
Epoch 18, step 390, loss 0.001, test 0.085
Epoch 18, step 391, loss 0.108, test 0.085
Epoch 18, step 392, loss 0.167, test 0.085
Epoch 18, step 393, loss 0.009, test 0.085
Epoch 18, step 394, loss 0.137, test 0.085
Epoch 18, step 395, loss 0.099, test 0.085
Epoch 18, step 396, loss 0.001, test 0.085
Epoch 18, step 397, loss 0.005, test 0.085
Epoch 18, step 398, loss 0.325, test 0.085
Epoch 18, step 399, loss 0.041, test 0.085
Epoch 18, step 400, loss 0.040, test 0.085
Epoch 18, step 401, loss 0.051, test 0.085
Epoch 18, step 402, loss 0.052, test 0.085
Epoch 18, step 403, loss 0.128, test 0.085

Epoch 18, step 404, loss 0.128, test 0.085
Epoch 18, step 405, loss 0.072, test 0.085
Epoch 18, step 406, loss 0.056, test 0.085
Epoch 18, step 407, loss 0.049, test 0.085
Epoch 18, step 408, loss 0.005, test 0.085
Epoch 18, step 409, loss 0.010, test 0.085
Epoch 18, step 410, loss 0.122, test 0.085
Epoch 18, step 411, loss 0.174, test 0.085
Epoch 18, step 412, loss 0.112, test 0.085
Epoch 18, step 413, loss 0.018, test 0.085
Epoch 18, step 414, loss 0.303, test 0.085
Epoch 18, step 415, loss 0.045, test 0.085
Epoch 18, step 416, loss 0.000, test 0.085
Epoch 18, step 417, loss 0.031, test 0.085
Epoch 18, step 418, loss 1.374, test 0.086
Epoch 18, step 419, loss 0.011, test 0.086
Epoch 18, step 420, loss 0.005, test 0.086
Epoch 18, step 421, loss 0.274, test 0.086
Epoch 18, step 422, loss 0.101, test 0.086
Epoch 18, step 423, loss 0.186, test 0.086
Epoch 18, step 424, loss 0.119, test 0.086
Epoch 18, step 425, loss 0.127, test 0.086
Epoch 18, step 426, loss 0.013, test 0.086
Epoch 18, step 427, loss 0.105, test 0.086
Epoch 18, step 428, loss 0.037, test 0.086
Epoch 18, step 429, loss 0.203, test 0.086
Epoch 18, step 430, loss 0.382, test 0.086
Epoch 18, step 431, loss 0.008, test 0.086
Epoch 18, step 432, loss 0.005, test 0.086
Epoch 18, step 433, loss 0.157, test 0.086
Epoch 18, step 434, loss 0.231, test 0.086
Epoch 18, step 435, loss 0.049, test 0.086
Epoch 18, step 436, loss 0.000, test 0.086
Epoch 18, step 437, loss 0.705, test 0.086
Epoch 18, step 438, loss 0.159, test 0.086
Epoch 18, step 439, loss 0.062, test 0.086
Epoch 18, step 440, loss 0.134, test 0.086
Epoch 18, step 441, loss 0.034, test 0.086
Epoch 18, step 442, loss 0.079, test 0.086
Epoch 18, step 443, loss 0.895, test 0.086
Epoch 18, step 444, loss 0.199, test 0.086
Epoch 18, step 445, loss 0.108, test 0.086
Epoch 18, step 446, loss 0.044, test 0.086
Epoch 18, step 447, loss 0.017, test 0.086
Epoch 18, step 448, loss 0.095, test 0.086
Epoch 18, step 449, loss 0.006, test 0.086
Epoch 18, step 450, loss 0.038, test 0.086
Epoch 18, step 451, loss 0.056, test 0.086
Epoch 18, step 452, loss 0.185, test 0.086
Epoch 18, step 453, loss 0.150, test 0.086
Epoch 18, step 454, loss 0.020, test 0.086
Epoch 18, step 455, loss 0.019, test 0.086
Epoch 18, step 456, loss 0.074, test 0.086
Epoch 18, step 457, loss 0.062, test 0.086
Epoch 18, step 458, loss 0.001, test 0.086
Epoch 18, step 459, loss 0.045, test 0.086
Epoch 18, step 460, loss 0.023, test 0.086
Epoch 18, step 461, loss 0.007, test 0.086
Epoch 18, step 462, loss 0.428, test 0.086
Epoch 18, step 463, loss 0.001, test 0.086
Epoch 18, step 464, loss 0.169, test 0.086
Epoch 18, step 465, loss 0.198, test 0.086
Epoch 18, step 466, loss 0.007, test 0.086
Epoch 18, step 467, loss 0.003, test 0.086
Epoch 18, step 468, loss 0.001, test 0.086
Epoch 18, step 469, loss 0.255, test 0.086
Epoch 18, step 470, loss 0.099, test 0.086
Epoch 18, step 471, loss 0.448, test 0.086
Epoch 18, step 472, loss 0.087, test 0.086
Epoch 18, step 473, loss 0.053, test 0.086
Epoch 18, step 474, loss 0.137, test 0.086
Epoch 18, step 475, loss 0.008, test 0.086
Epoch 18, step 476, loss 0.009, test 0.086
Epoch 18, step 477, loss 0.056, test 0.086
Epoch 18, step 478, loss 0.020, test 0.086
Epoch 18, step 479, loss 0.062, test 0.086
Epoch 18, step 480, loss 0.024, test 0.086
Epoch 18, step 481, loss 0.032, test 0.086
Epoch 18, step 482, loss 0.018, test 0.086
Epoch 18, step 483, loss 0.105, test 0.086
Epoch 18, step 484, loss 0.015, test 0.086
Epoch 18, step 485, loss 0.002, test 0.086
Epoch 18, step 486, loss 0.145, test 0.086
Epoch 18, step 487, loss 0.171, test 0.086
Epoch 18, step 488, loss 0.171, test 0.086
Epoch 18, step 489, loss 0.223, test 0.087
Epoch 18, step 490, loss 0.527, test 0.087
Epoch 18, step 491, loss 0.058, test 0.087
Epoch 18, step 492, loss 0.032, test 0.087
Epoch 18, step 493, loss 0.056, test 0.087
Epoch 18, step 494, loss 0.075, test 0.087
Epoch 18, step 495, loss 0.000, test 0.087
Epoch 18, step 496, loss 0.027, test 0.087
Epoch 18, step 497, loss 0.026, test 0.087
Epoch 18, step 498, loss 0.211, test 0.086
Epoch 18, step 499, loss 0.024, test 0.086
Epoch 18, step 500, loss 0.080, test 0.086
Epoch 18, step 501, loss 0.147, test 0.086
Epoch 18, step 502, loss 0.077, test 0.086
Epoch 18, step 503, loss 0.000, test 0.086
Epoch 18, step 504, loss 0.008, test 0.086
Epoch 18, step 505, loss 0.183, test 0.086
Epoch 18, step 506, loss 0.061, test 0.086
Epoch 18, step 507, loss 0.373, test 0.086
Epoch 18, step 508, loss 0.026, test 0.086
Epoch 18, step 509, loss 0.122, test 0.086
Epoch 18, step 510, loss 0.044, test 0.086
Epoch 18, step 511, loss 0.291, test 0.086
Epoch 18, step 512, loss 0.010, test 0.086
Epoch 18, step 513, loss 0.002, test 0.086
Epoch 18, step 514, loss 0.171, test 0.086
Epoch 18, step 515, loss 0.012, test 0.086
Epoch 18, step 516, loss 0.225, test 0.086
Epoch 18, step 517, loss 0.028, test 0.086
Epoch 18, step 518, loss 0.010, test 0.086
Epoch 18, step 519, loss 0.040, test 0.086
Epoch 18, step 520, loss 0.094, test 0.086
Epoch 18, step 521, loss 0.146, test 0.086
Epoch 18, step 522, loss 0.139, test 0.086
Epoch 18, step 523, loss 0.001, test 0.086
Epoch 18, step 524, loss 0.278, test 0.086
Epoch 18, step 525, loss 0.010, test 0.086
Epoch 18, step 526, loss 0.007, test 0.086
Epoch 18, step 527, loss 0.003, test 0.086
Epoch 18, step 528, loss 0.121, test 0.086
Epoch 18, step 529, loss 0.106, test 0.086
Epoch 18, step 530, loss 0.017, test 0.086
Epoch 18, step 531, loss 0.078, test 0.086
Epoch 18, step 532, loss 0.300, test 0.086
Epoch 18, step 533, loss 0.002, test 0.086
Epoch 18, step 534, loss 0.049, test 0.086
Epoch 18, step 535, loss 0.000, test 0.086
Epoch 18, step 536, loss 0.044, test 0.086
Epoch 18, step 537, loss 0.246, test 0.086
Epoch 18, step 538, loss 0.008, test 0.086
Epoch 18, step 539, loss 0.260, test 0.086
Epoch 18, step 540, loss 0.043, test 0.086
Epoch 18, step 541, loss 0.105, test 0.086
Epoch 18, step 542, loss 0.232, test 0.086
Epoch 18, step 543, loss 0.202, test 0.086
Epoch 18, step 544, loss 0.205, test 0.086
Epoch 18, step 545, loss 1.373, test 0.086
Epoch 18, step 546, loss 0.226, test 0.087
Epoch 18, step 547, loss 0.146, test 0.087
Epoch 18, step 548, loss 0.232, test 0.087
Epoch 18, step 549, loss 0.203, test 0.087
Epoch 18, step 550, loss 0.240, test 0.087
Epoch 18, step 551, loss 0.007, test 0.087
Epoch 18, step 552, loss 0.145, test 0.087
Epoch 18, step 553, loss 0.140, test 0.087
Epoch 18, step 554, loss 0.027, test 0.087
Epoch 18, step 555, loss 0.816, test 0.087
Epoch 18, step 556, loss 0.090, test 0.087
Epoch 18, step 557, loss 0.337, test 0.087
Epoch 18, step 558, loss 0.086, test 0.087
Epoch 18, step 559, loss 0.006, test 0.087
Epoch 18, step 560, loss 0.536, test 0.087
Epoch 18, step 561, loss 0.084, test 0.087
Epoch 18, step 562, loss 0.027, test 0.087
Epoch 18, step 563, loss 0.029, test 0.087
Epoch 18, step 564, loss 0.170, test 0.087
Epoch 18, step 565, loss 0.006, test 0.087
Epoch 18, step 566, loss 0.001, test 0.087
Epoch 18, step 567, loss 0.008, test 0.087
Epoch 18, step 568, loss 0.029, test 0.087
Epoch 18, step 569, loss 0.023, test 0.087
Epoch 18, step 570, loss 0.047, test 0.087
Epoch 18, step 571, loss 0.234, test 0.087
Epoch 18, step 572, loss 0.070, test 0.087
Epoch 18, step 573, loss 0.003, test 0.087
Epoch 18, step 574, loss 0.085, test 0.087
Epoch 18, step 575, loss 0.282, test 0.087
Epoch 18, step 576, loss 0.004, test 0.087
Epoch 18, step 577, loss 0.187, test 0.087
Epoch 18, step 578, loss 0.045, test 0.087
Epoch 18, step 579, loss 0.084, test 0.087
Epoch 18, step 580, loss 0.029, test 0.087
Epoch 18, step 581, loss 0.127, test 0.087
Epoch 18, step 582, loss 0.048, test 0.087
Epoch 18, step 583, loss 0.050, test 0.087
Epoch 18, step 584, loss 0.139, test 0.087
Epoch 18, step 585, loss 0.146, test 0.087
Epoch 18, step 586, loss 0.446, test 0.087
Epoch 18, step 587, loss 0.169, test 0.087
Epoch 18, step 588, loss 0.772, test 0.087
Epoch 18, step 589, loss 0.011, test 0.087
Epoch 18, step 590, loss 0.000, test 0.087
Epoch 18, step 591, loss 0.010, test 0.087
Epoch 18, step 592, loss 0.010, test 0.087
Epoch 18, step 593, loss 0.343, test 0.087
Epoch 18, step 594, loss 0.008, test 0.087
Epoch 18, step 595, loss 0.018, test 0.087
Epoch 18, step 596, loss 0.005, test 0.087
Epoch 18, step 597, loss 0.249, test 0.087
Epoch 18, step 598, loss 0.043, test 0.087
Epoch 18, step 599, loss 0.125, test 0.087
Epoch 18, step 600, loss 0.171, test 0.087
Epoch 18, step 601, loss 0.158, test 0.087
Epoch 18, step 602, loss 0.008, test 0.087
Epoch 18, step 603, loss 0.006, test 0.087
Epoch 18, step 604, loss 0.001, test 0.087
Epoch 18, step 605, loss 0.083, test 0.087
Epoch 18, step 606, loss 0.650, test 0.087
Epoch 18, step 607, loss 0.009, test 0.087
Epoch 18, step 608, loss 0.001, test 0.087
Epoch 18, step 609, loss 0.303, test 0.087
Epoch 18, step 610, loss 0.074, test 0.087
Epoch 18, step 611, loss 0.134, test 0.087
Epoch 18, step 612, loss 0.048, test 0.087
Epoch 18, step 613, loss 0.129, test 0.087
Epoch 18, step 614, loss 0.293, test 0.087
Epoch 18, step 615, loss 0.035, test 0.087
Epoch 18, step 616, loss 0.039, test 0.087
Epoch 18, step 617, loss 0.291, test 0.087
Epoch 18, step 618, loss 0.065, test 0.087
Epoch 18, step 619, loss 0.000, test 0.087
Epoch 18, step 620, loss 0.161, test 0.087
Epoch 18, step 621, loss 0.089, test 0.087
Epoch 18, step 622, loss 0.045, test 0.087
Epoch 18, step 623, loss 0.044, test 0.087
Epoch 18, step 624, loss 0.061, test 0.087
Epoch 18, step 625, loss 0.011, test 0.087
Epoch 18, step 626, loss 0.025, test 0.087
Epoch 18, step 627, loss 0.172, test 0.087
Epoch 18, step 628, loss 0.696, test 0.087
Epoch 18, step 629, loss 0.328, test 0.087
Epoch 18, step 630, loss 0.015, test 0.087
Epoch 18, step 631, loss 0.006, test 0.087
Epoch 18, step 632, loss 0.010, test 0.087
Epoch 18, step 633, loss 0.099, test 0.087
Epoch 18, step 634, loss 0.036, test 0.087
Epoch 18, step 635, loss 0.273, test 0.087
Epoch 18, step 636, loss 0.015, test 0.087
Epoch 18, step 637, loss 0.028, test 0.087
Epoch 18, step 638, loss 0.106, test 0.087
Epoch 18, step 639, loss 0.163, test 0.087
Epoch 18, step 640, loss 0.020, test 0.087
Epoch 18, step 641, loss 0.037, test 0.087
Epoch 18, step 642, loss 0.000, test 0.087
Epoch 18, step 643, loss 0.046, test 0.087
Epoch 18, step 644, loss 0.064, test 0.087
Epoch 18, step 645, loss 0.005, test 0.087
Epoch 18, step 646, loss 0.559, test 0.086
Epoch 18, step 647, loss 0.012, test 0.086
Epoch 18, step 648, loss 0.337, test 0.086
Epoch 18, step 649, loss 0.433, test 0.086
Epoch 18, step 650, loss 0.108, test 0.086
Epoch 18, step 651, loss 0.002, test 0.086
Epoch 18, step 652, loss 0.274, test 0.086
Epoch 18, step 653, loss 0.046, test 0.086
Epoch 18, step 654, loss 0.143, test 0.086
Epoch 18, step 655, loss 0.008, test 0.087
Epoch 18, step 656, loss 0.129, test 0.087
Epoch 18, step 657, loss 0.000, test 0.087
Epoch 18, step 658, loss 0.372, test 0.087
Epoch 18, step 659, loss 0.000, test 0.087
Epoch 18, step 660, loss 0.043, test 0.087
Epoch 18, step 661, loss 0.752, test 0.087
Epoch 18, step 662, loss 0.004, test 0.087
Epoch 18, step 663, loss 0.046, test 0.087
Epoch 18, step 664, loss 0.180, test 0.087
Epoch 18, step 665, loss 0.040, test 0.087
Epoch 18, step 666, loss 0.007, test 0.087
Epoch 18, step 667, loss 0.065, test 0.087
Epoch 18, step 668, loss 0.173, test 0.087
Epoch 18, step 669, loss 0.030, test 0.087
Epoch 18, step 670, loss 0.000, test 0.087
Epoch 18, step 671, loss 0.254, test 0.086
Epoch 18, step 672, loss 0.098, test 0.086
Epoch 18, step 673, loss 0.204, test 0.086
Epoch 18, step 674, loss 0.065, test 0.086
Epoch 18, step 675, loss 0.173, test 0.086
Epoch 18, step 676, loss 0.254, test 0.086
Epoch 18, step 677, loss 0.257, test 0.086
Epoch 18, step 678, loss 0.260, test 0.086
Epoch 18, step 679, loss 0.037, test 0.086
Epoch 18, step 680, loss 0.032, test 0.086
Epoch 18, step 681, loss 0.069, test 0.086
Epoch 18, step 682, loss 0.071, test 0.086
Epoch 18, step 683, loss 0.153, test 0.086
Epoch 18, step 684, loss 0.002, test 0.086
Epoch 18, step 685, loss 0.056, test 0.086
Epoch 18, step 686, loss 0.248, test 0.086
Epoch 18, step 687, loss 0.224, test 0.086
Epoch 18, step 688, loss 0.012, test 0.086
Epoch 18, step 689, loss 0.259, test 0.086
Epoch 18, step 690, loss 0.007, test 0.086
Epoch 18, step 691, loss 0.023, test 0.086
Epoch 18, step 692, loss 0.024, test 0.086
Epoch 18, step 693, loss 0.020, test 0.086
Epoch 18, step 694, loss 0.013, test 0.086
Epoch 18, step 695, loss 0.023, test 0.086
Epoch 18, step 696, loss 0.260, test 0.086
Epoch 18, step 697, loss 0.123, test 0.086
Epoch 18, step 698, loss 0.591, test 0.086
Epoch 18, step 699, loss 0.027, test 0.086
Epoch 18, step 700, loss 0.172, test 0.086
Epoch 18, step 701, loss 0.295, test 0.086
Epoch 18, step 702, loss 0.126, test 0.086
Epoch 18, step 703, loss 0.045, test 0.086
Epoch 18, step 704, loss 0.063, test 0.086
Epoch 18, step 705, loss 0.037, test 0.086
Epoch 18, step 706, loss 0.197, test 0.086
Epoch 18, step 707, loss 0.253, test 0.086
Epoch 18, step 708, loss 0.008, test 0.086
Epoch 18, step 709, loss 0.017, test 0.086
Epoch 18, step 710, loss 0.008, test 0.086
Epoch 18, step 711, loss 0.013, test 0.086
Epoch 18, step 712, loss 0.577, test 0.086
Epoch 18, step 713, loss 0.028, test 0.086
Epoch 18, step 714, loss 0.251, test 0.086
Epoch 18, step 715, loss 0.000, test 0.086
Epoch 18, step 716, loss 0.075, test 0.086
Epoch 18, step 717, loss 0.092, test 0.086
Epoch 18, step 718, loss 0.355, test 0.086
Epoch 18, step 719, loss 0.051, test 0.086
Epoch 18, step 720, loss 0.059, test 0.086
Epoch 18, step 721, loss 0.002, test 0.086
Epoch 18, step 722, loss 0.060, test 0.086
Epoch 18, step 723, loss 0.056, test 0.086
Epoch 18, step 724, loss 0.063, test 0.086
Epoch 18, step 725, loss 0.548, test 0.086
Epoch 18, step 726, loss 0.119, test 0.086
Epoch 18, step 727, loss 0.287, test 0.086
Epoch 18, step 728, loss 0.052, test 0.086
Epoch 18, step 729, loss 0.003, test 0.086
Epoch 18, step 730, loss 0.184, test 0.086
Epoch 18, step 731, loss 0.025, test 0.086
Epoch 18, step 732, loss 0.201, test 0.087
Epoch 18, step 733, loss 0.001, test 0.087
Epoch 18, step 734, loss 0.005, test 0.087
Epoch 18, step 735, loss 0.026, test 0.087
Epoch 18, step 736, loss 0.102, test 0.087
Epoch 18, step 737, loss 0.010, test 0.087
Epoch 18, step 738, loss 0.059, test 0.087
Epoch 18, step 739, loss 0.149, test 0.086
Epoch 18, step 740, loss 0.047, test 0.086
Epoch 18, step 741, loss 0.011, test 0.086
Epoch 18, step 742, loss 0.028, test 0.086
Epoch 18, step 743, loss 0.140, test 0.086
Epoch 18, step 744, loss 0.162, test 0.086
Epoch 18, step 745, loss 0.086, test 0.086
Epoch 18, step 746, loss 0.018, test 0.086
Epoch 18, step 747, loss 0.567, test 0.086
Epoch 18, step 748, loss 0.126, test 0.086
Epoch 18, step 749, loss 0.238, test 0.086
Epoch 18, step 750, loss 0.034, test 0.086
Epoch 18, step 751, loss 0.055, test 0.086
Epoch 18, step 752, loss 0.006, test 0.086
Epoch 18, step 753, loss 0.303, test 0.086
Epoch 18, step 754, loss 0.009, test 0.086
Epoch 18, step 755, loss 0.172, test 0.086
Epoch 18, step 756, loss 0.000, test 0.086
Epoch 18, step 757, loss 0.212, test 0.086
Epoch 18, step 758, loss 0.009, test 0.086
Epoch 18, step 759, loss 0.000, test 0.086
Epoch 18, step 760, loss 0.007, test 0.086
Epoch 18, step 761, loss 0.030, test 0.086
Epoch 18, step 762, loss 0.211, test 0.086
Epoch 18, step 763, loss 0.239, test 0.086
Epoch 18, step 764, loss 0.000, test 0.086
Epoch 18, step 765, loss 0.002, test 0.086
Epoch 18, step 766, loss 0.012, test 0.086
Epoch 18, step 767, loss 0.007, test 0.086
Epoch 18, step 768, loss 0.300, test 0.086
Epoch 18, step 769, loss 0.023, test 0.086
Epoch 18, step 770, loss 0.036, test 0.086
Epoch 18, step 771, loss 0.200, test 0.086
Epoch 18, step 772, loss 0.087, test 0.086
Epoch 18, step 773, loss 0.024, test 0.086
Epoch 18, step 774, loss 0.033, test 0.086
Epoch 18, step 775, loss 0.012, test 0.086
Epoch 18, step 776, loss 0.004, test 0.086
Epoch 18, step 777, loss 0.072, test 0.086
Epoch 18, step 778, loss 0.057, test 0.086
Epoch 18, step 779, loss 0.183, test 0.086
Epoch 18, step 780, loss 0.071, test 0.086
Epoch 18, step 781, loss 0.184, test 0.086
Epoch 18, step 782, loss 0.397, test 0.086
Epoch 18, step 783, loss 0.023, test 0.086
Epoch 18, step 784, loss 0.173, test 0.086
Epoch 18, step 785, loss 0.088, test 0.086
Epoch 18, step 786, loss 0.018, test 0.086
Epoch 18, step 787, loss 0.105, test 0.086
Epoch 18, step 788, loss 0.318, test 0.086
Epoch 18, step 789, loss 0.111, test 0.086
Epoch 18, step 790, loss 0.069, test 0.086
Epoch 18, step 791, loss 0.021, test 0.086
Epoch 18, step 792, loss 0.006, test 0.086
Epoch 18, step 793, loss 0.669, test 0.086
Epoch 18, step 794, loss 0.010, test 0.086
Epoch 18, step 795, loss 0.493, test 0.086
Epoch 18, step 796, loss 0.025, test 0.086
Epoch 18, step 797, loss 0.000, test 0.086
Epoch 18, step 798, loss 0.056, test 0.086
Epoch 18, step 799, loss 0.002, test 0.086
Epoch 18, step 800, loss 0.000, test 0.086
Epoch 18, step 801, loss 0.024, test 0.086
Epoch 18, step 802, loss 0.000, test 0.086
Epoch 18, step 803, loss 0.197, test 0.087
Epoch 18, step 804, loss 0.002, test 0.087
Epoch 18, step 805, loss 0.029, test 0.087
Epoch 18, step 806, loss 0.000, test 0.087
Epoch 18, step 807, loss 0.013, test 0.087
Epoch 18, step 808, loss 0.065, test 0.087
Epoch 18, step 809, loss 0.309, test 0.086
Epoch 18, step 810, loss 0.092, test 0.086
Epoch 18, step 811, loss 0.146, test 0.086
Epoch 18, step 812, loss 0.077, test 0.086
Epoch 18, step 813, loss 0.487, test 0.086
Epoch 18, step 814, loss 0.056, test 0.086
Epoch 18, step 815, loss 0.137, test 0.086
Epoch 18, step 816, loss 0.046, test 0.086
Epoch 18, step 817, loss 0.295, test 0.086
Epoch 18, step 818, loss 0.262, test 0.086
Epoch 18, step 819, loss 0.184, test 0.086
Epoch 18, step 820, loss 0.027, test 0.086
Epoch 18, step 821, loss 0.046, test 0.086
Epoch 18, step 822, loss 0.007, test 0.086
Epoch 18, step 823, loss 0.498, test 0.086
Epoch 18, step 824, loss 0.041, test 0.086
Epoch 18, step 825, loss 0.026, test 0.086
Epoch 18, step 826, loss 0.090, test 0.086
Epoch 18, step 827, loss 0.014, test 0.086
Epoch 18, step 828, loss 0.195, test 0.086
Epoch 18, step 829, loss 0.026, test 0.086
Epoch 18, step 830, loss 0.000, test 0.086
Epoch 18, step 831, loss 0.303, test 0.086
Epoch 18, step 832, loss 0.008, test 0.086
Epoch 18, step 833, loss 0.003, test 0.086
Epoch 18, step 834, loss 0.116, test 0.086
Epoch 18, step 835, loss 0.015, test 0.086
Epoch 18, step 836, loss 0.059, test 0.086
Epoch 18, step 837, loss 0.086, test 0.086
Epoch 18, step 838, loss 0.008, test 0.086
Epoch 18, step 839, loss 0.037, test 0.086
Epoch 18, step 840, loss 0.008, test 0.086
Epoch 18, step 841, loss 0.389, test 0.086
Epoch 18, step 842, loss 0.099, test 0.086
Epoch 18, step 843, loss 0.050, test 0.086
Epoch 18, step 844, loss 0.536, test 0.086
Epoch 18, step 845, loss 0.498, test 0.086
Epoch 18, step 846, loss 0.038, test 0.086
Epoch 18, step 847, loss 0.042, test 0.086
Epoch 18, step 848, loss 0.001, test 0.086
Epoch 18, step 849, loss 0.177, test 0.086
Epoch 18, step 850, loss 0.042, test 0.086
Epoch 18, step 851, loss 0.020, test 0.086
Epoch 18, step 852, loss 0.086, test 0.086
Epoch 18, step 853, loss 0.002, test 0.086
Epoch 18, step 854, loss 0.145, test 0.086
Epoch 18, step 855, loss 0.005, test 0.086
Epoch 18, step 856, loss 0.559, test 0.086
Epoch 18, step 857, loss 0.018, test 0.086
Epoch 18, step 858, loss 0.220, test 0.086
Epoch 18, step 859, loss 0.132, test 0.086
Epoch 18, step 860, loss 0.389, test 0.086
Epoch 18, step 861, loss 0.068, test 0.086
Epoch 18, step 862, loss 0.058, test 0.086
Epoch 18, step 863, loss 0.050, test 0.086
Epoch 18, step 864, loss 0.049, test 0.086
Epoch 18, step 865, loss 0.282, test 0.086
Epoch 18, step 866, loss 0.001, test 0.086
Epoch 18, step 867, loss 0.011, test 0.086
Epoch 18, step 868, loss 0.055, test 0.086
Epoch 18, step 869, loss 0.111, test 0.086
Epoch 18, step 870, loss 0.014, test 0.086
Epoch 18, step 871, loss 0.113, test 0.086
Epoch 18, step 872, loss 0.002, test 0.086
Epoch 18, step 873, loss 0.027, test 0.086
Epoch 18, step 874, loss 0.001, test 0.086
Epoch 18, step 875, loss 0.013, test 0.086
Epoch 18, step 876, loss 0.092, test 0.086
Epoch 18, step 877, loss 0.006, test 0.086
Epoch 18, step 878, loss 1.281, test 0.086
Epoch 18, step 879, loss 0.018, test 0.086
Epoch 18, step 880, loss 0.000, test 0.086
Epoch 18, step 881, loss 0.006, test 0.086
Epoch 18, step 882, loss 0.786, test 0.086
Epoch 18, step 883, loss 0.287, test 0.086
Epoch 18, step 884, loss 0.029, test 0.086
Epoch 18, step 885, loss 0.003, test 0.086
Epoch 18, step 886, loss 0.062, test 0.086
Epoch 18, step 887, loss 0.100, test 0.086
Epoch 18, step 888, loss 0.039, test 0.086
Epoch 18, step 889, loss 0.000, test 0.086
Epoch 18, step 890, loss 0.126, test 0.086
Epoch 18, step 891, loss 0.254, test 0.086
Epoch 18, step 892, loss 0.051, test 0.086
Epoch 18, step 893, loss 0.200, test 0.086
Epoch 18, step 894, loss 0.300, test 0.086
Epoch 18, step 895, loss 0.018, test 0.086
Epoch 18, step 896, loss 0.022, test 0.086
Epoch 18, step 897, loss 0.113, test 0.086
Epoch 18, step 898, loss 0.028, test 0.086
Epoch 18, step 899, loss 0.226, test 0.086
Epoch 18, step 900, loss 0.291, test 0.086
Epoch 18, step 901, loss 0.017, test 0.086
Epoch 18, step 902, loss 0.042, test 0.086
Epoch 18, step 903, loss 0.276, test 0.086
Epoch 18, step 904, loss 0.101, test 0.086
Epoch 18, step 905, loss 0.026, test 0.086
Epoch 18, step 906, loss 0.144, test 0.086
Epoch 18, step 907, loss 0.091, test 0.086
Epoch 18, step 908, loss 0.714, test 0.086
Epoch 18, step 909, loss 0.013, test 0.086
Epoch 18, step 910, loss 0.163, test 0.086
Epoch 18, step 911, loss 0.118, test 0.086
Epoch 18, step 912, loss 0.155, test 0.086
Epoch 18, step 913, loss 0.282, test 0.086
Epoch 18, step 914, loss 0.020, test 0.086
Epoch 18, step 915, loss 0.427, test 0.086
Epoch 18, step 916, loss 0.238, test 0.086
Epoch 18, step 917, loss 0.053, test 0.086
Epoch 18, step 918, loss 0.330, test 0.086
Epoch 18, step 919, loss 0.045, test 0.086
Epoch 18, step 920, loss 0.003, test 0.086
Epoch 18, step 921, loss 0.152, test 0.086
Epoch 18, step 922, loss 0.001, test 0.086
Epoch 18, step 923, loss 0.023, test 0.086
Epoch 18, step 924, loss 0.571, test 0.086
Epoch 18, step 925, loss 0.096, test 0.086
Epoch 18, step 926, loss 0.001, test 0.086
Epoch 18, step 927, loss 0.005, test 0.086
Epoch 18, step 928, loss 0.109, test 0.086
Epoch 18, step 929, loss 0.222, test 0.086
Epoch 18, step 930, loss 0.335, test 0.086
Epoch 18, step 931, loss 0.051, test 0.086
Epoch 18, step 932, loss 0.038, test 0.086
Epoch 18, step 933, loss 0.248, test 0.086
Epoch 18, step 934, loss 0.074, test 0.086
Epoch 18, step 935, loss 0.111, test 0.086
Epoch 18, step 936, loss 0.380, test 0.086
Epoch 18, step 937, loss 0.010, test 0.086
Epoch 18, step 938, loss 0.019, test 0.086
Epoch 18, step 939, loss 0.135, test 0.086
Epoch 18, step 940, loss 0.050, test 0.086
Epoch 18, step 941, loss 0.073, test 0.086
Epoch 18, step 942, loss 0.239, test 0.086
Epoch 18, step 943, loss 0.107, test 0.086
Epoch 18, step 944, loss 0.001, test 0.086
Epoch 18, step 945, loss 0.046, test 0.086
Epoch 18, step 946, loss 0.531, test 0.086
Epoch 18, step 947, loss 0.223, test 0.086
Epoch 18, step 948, loss 0.109, test 0.086
Epoch 18, step 949, loss 1.080, test 0.086
Epoch 18, step 950, loss 0.023, test 0.086
Epoch 18, step 951, loss 0.029, test 0.086
Epoch 18, step 952, loss 0.005, test 0.086
Epoch 18, step 953, loss 0.087, test 0.086
Epoch 18, step 954, loss 0.125, test 0.086
Epoch 18, step 955, loss 0.960, test 0.086
Epoch 18, step 956, loss 0.045, test 0.086
Epoch 18, step 957, loss 0.127, test 0.086
Epoch 18, step 958, loss 0.181, test 0.086
Epoch 18, step 959, loss 0.020, test 0.086
Epoch 18, step 960, loss 0.086, test 0.086
Epoch 18, step 961, loss 0.097, test 0.086
Epoch 18, step 962, loss 0.007, test 0.086
Epoch 18, step 963, loss 0.014, test 0.086
Epoch 18, step 964, loss 0.383, test 0.086
Epoch 18, step 965, loss 0.040, test 0.086
Epoch 18, step 966, loss 0.006, test 0.086
Epoch 18, step 967, loss 0.006, test 0.086
Epoch 18, step 968, loss 0.148, test 0.086
Epoch 18, step 969, loss 0.325, test 0.086
Epoch 18, step 970, loss 0.013, test 0.086
Epoch 18, step 971, loss 0.102, test 0.086
Epoch 18, step 972, loss 0.029, test 0.086
Epoch 18, step 973, loss 0.047, test 0.086
Epoch 18, step 974, loss 0.163, test 0.086
Epoch 18, step 975, loss 0.050, test 0.086
Epoch 18, step 976, loss 0.241, test 0.086
Epoch 18, step 977, loss 0.051, test 0.086
Epoch 18, step 978, loss 0.010, test 0.086
Epoch 18, step 979, loss 0.046, test 0.086
Epoch 18, step 980, loss 0.150, test 0.086
Epoch 18, step 981, loss 0.200, test 0.086
Epoch 18, step 982, loss 0.101, test 0.086
Epoch 18, step 983, loss 0.009, test 0.086
Epoch 18, step 984, loss 0.026, test 0.086
Epoch 18, step 985, loss 0.009, test 0.086
Epoch 18, step 986, loss 0.200, test 0.086
Epoch 18, step 987, loss 0.001, test 0.086
Epoch 18, step 988, loss 0.072, test 0.086
Epoch 18, step 989, loss 0.011, test 0.086
Epoch 18, step 990, loss 0.028, test 0.086
Epoch 18, step 991, loss 0.089, test 0.086

Epoch 18, step 992, loss 0.002, test 0.086
Epoch 18, step 993, loss 0.011, test 0.086
Epoch 18, step 994, loss 0.001, test 0.086
Epoch 18, step 995, loss 0.002, test 0.086
Epoch 18, step 996, loss 0.009, test 0.086
Epoch 18, step 997, loss 0.011, test 0.086
Epoch 18, step 998, loss 0.007, test 0.086
Epoch 18, step 999, loss 0.002, test 0.086
Epoch 19, step 0, loss 1.065, test 0.086
Epoch 19, step 1, loss 0.051, test 0.086
Epoch 19, step 2, loss 0.141, test 0.086
Epoch 19, step 3, loss 0.010, test 0.086
Epoch 19, step 4, loss 0.092, test 0.086
Epoch 19, step 5, loss 0.074, test 0.086
Epoch 19, step 6, loss 0.309, test 0.086
Epoch 19, step 7, loss 0.009, test 0.086
Epoch 19, step 8, loss 0.289, test 0.086
Epoch 19, step 9, loss 0.001, test 0.086
Epoch 19, step 10, loss 0.119, test 0.086
Epoch 19, step 11, loss 0.093, test 0.086
Epoch 19, step 12, loss 0.032, test 0.086
Epoch 19, step 13, loss 0.521, test 0.086
Epoch 19, step 14, loss 0.033, test 0.086
Epoch 19, step 15, loss 0.086, test 0.086
Epoch 19, step 16, loss 0.173, test 0.086
Epoch 19, step 17, loss 0.045, test 0.086
Epoch 19, step 18, loss 0.125, test 0.086
Epoch 19, step 19, loss 0.000, test 0.086
Epoch 19, step 20, loss 0.287, test 0.086
Epoch 19, step 21, loss 0.025, test 0.086
Epoch 19, step 22, loss 0.014, test 0.086
Epoch 19, step 23, loss 0.011, test 0.086
Epoch 19, step 24, loss 0.037, test 0.086
Epoch 19, step 25, loss 0.012, test 0.086
Epoch 19, step 26, loss 0.001, test 0.086
Epoch 19, step 27, loss 0.154, test 0.086
Epoch 19, step 28, loss 0.002, test 0.086
Epoch 19, step 29, loss 0.083, test 0.086
Epoch 19, step 30, loss 0.018, test 0.086
Epoch 19, step 31, loss 0.011, test 0.086
Epoch 19, step 32, loss 0.936, test 0.086
Epoch 19, step 33, loss 0.104, test 0.086
Epoch 19, step 34, loss 0.025, test 0.086
Epoch 19, step 35, loss 0.152, test 0.086
Epoch 19, step 36, loss 0.118, test 0.086
Epoch 19, step 37, loss 0.162, test 0.086
Epoch 19, step 38, loss 0.001, test 0.086
Epoch 19, step 39, loss 0.151, test 0.086
Epoch 19, step 40, loss 0.038, test 0.086
Epoch 19, step 41, loss 0.185, test 0.086
Epoch 19, step 42, loss 0.003, test 0.086
Epoch 19, step 43, loss 0.012, test 0.086
Epoch 19, step 44, loss 0.279, test 0.086
Epoch 19, step 45, loss 0.251, test 0.086
Epoch 19, step 46, loss 0.025, test 0.086
Epoch 19, step 47, loss 0.036, test 0.086
Epoch 19, step 48, loss 0.161, test 0.087
Epoch 19, step 49, loss 0.102, test 0.087
Epoch 19, step 50, loss 0.107, test 0.086
Epoch 19, step 51, loss 0.125, test 0.086
Epoch 19, step 52, loss 0.059, test 0.086
Epoch 19, step 53, loss 0.000, test 0.086
Epoch 19, step 54, loss 0.063, test 0.086
Epoch 19, step 55, loss 0.047, test 0.087
Epoch 19, step 56, loss 0.062, test 0.087
Epoch 19, step 57, loss 0.039, test 0.087
Epoch 19, step 58, loss 0.011, test 0.087
Epoch 19, step 59, loss 0.292, test 0.086
Epoch 19, step 60, loss 0.003, test 0.086
Epoch 19, step 61, loss 0.086, test 0.087
Epoch 19, step 62, loss 0.035, test 0.087
Epoch 19, step 63, loss 0.037, test 0.087
Epoch 19, step 64, loss 0.188, test 0.087
Epoch 19, step 65, loss 0.046, test 0.087
Epoch 19, step 66, loss 0.343, test 0.087
Epoch 19, step 67, loss 0.028, test 0.087
Epoch 19, step 68, loss 0.221, test 0.087
Epoch 19, step 69, loss 0.056, test 0.087
Epoch 19, step 70, loss 0.027, test 0.087
Epoch 19, step 71, loss 0.028, test 0.087
Epoch 19, step 72, loss 0.015, test 0.087
Epoch 19, step 73, loss 0.056, test 0.087
Epoch 19, step 74, loss 0.067, test 0.087
Epoch 19, step 75, loss 0.008, test 0.087
Epoch 19, step 76, loss 0.023, test 0.087
Epoch 19, step 77, loss 0.162, test 0.087
Epoch 19, step 78, loss 0.005, test 0.087
Epoch 19, step 79, loss 0.295, test 0.087
Epoch 19, step 80, loss 0.081, test 0.087
Epoch 19, step 81, loss 0.020, test 0.087
Epoch 19, step 82, loss 0.221, test 0.087
Epoch 19, step 83, loss 0.130, test 0.087
Epoch 19, step 84, loss 0.061, test 0.087
Epoch 19, step 85, loss 0.001, test 0.087
Epoch 19, step 86, loss 0.010, test 0.087
Epoch 19, step 87, loss 0.317, test 0.087
Epoch 19, step 88, loss 0.064, test 0.087
Epoch 19, step 89, loss 0.234, test 0.087
Epoch 19, step 90, loss 0.015, test 0.087
Epoch 19, step 91, loss 0.050, test 0.087
Epoch 19, step 92, loss 0.116, test 0.087
Epoch 19, step 93, loss 0.176, test 0.087
Epoch 19, step 94, loss 0.767, test 0.087
Epoch 19, step 95, loss 0.000, test 0.087
Epoch 19, step 96, loss 0.008, test 0.087
Epoch 19, step 97, loss 0.112, test 0.087
Epoch 19, step 98, loss 0.389, test 0.087
Epoch 19, step 99, loss 0.123, test 0.087
Epoch 19, step 100, loss 0.089, test 0.087
Epoch 19, step 101, loss 0.297, test 0.087
Epoch 19, step 102, loss 0.079, test 0.087
Epoch 19, step 103, loss 0.097, test 0.087
Epoch 19, step 104, loss 0.001, test 0.087
Epoch 19, step 105, loss 0.669, test 0.087
Epoch 19, step 106, loss 0.009, test 0.087
Epoch 19, step 107, loss 0.212, test 0.087
Epoch 19, step 108, loss 0.201, test 0.087
Epoch 19, step 109, loss 0.019, test 0.087
Epoch 19, step 110, loss 0.056, test 0.087
Epoch 19, step 111, loss 0.057, test 0.087
Epoch 19, step 112, loss 0.002, test 0.087
Epoch 19, step 113, loss 0.063, test 0.087
Epoch 19, step 114, loss 0.022, test 0.087
Epoch 19, step 115, loss 0.025, test 0.087
Epoch 19, step 116, loss 0.027, test 0.087
Epoch 19, step 117, loss 0.069, test 0.087
Epoch 19, step 118, loss 0.031, test 0.087
Epoch 19, step 119, loss 0.087, test 0.087
Epoch 19, step 120, loss 0.282, test 0.087
Epoch 19, step 121, loss 0.035, test 0.087
Epoch 19, step 122, loss 0.037, test 0.087
Epoch 19, step 123, loss 0.000, test 0.087
Epoch 19, step 124, loss 0.152, test 0.087
Epoch 19, step 125, loss 0.058, test 0.087
Epoch 19, step 126, loss 1.503, test 0.087
Epoch 19, step 127, loss 0.081, test 0.087
Epoch 19, step 128, loss 0.128, test 0.087
Epoch 19, step 129, loss 0.168, test 0.087
Epoch 19, step 130, loss 0.040, test 0.087
Epoch 19, step 131, loss 0.013, test 0.087
Epoch 19, step 132, loss 0.067, test 0.087
Epoch 19, step 133, loss 0.035, test 0.087
Epoch 19, step 134, loss 0.328, test 0.087
Epoch 19, step 135, loss 0.001, test 0.087
Epoch 19, step 136, loss 0.284, test 0.087
Epoch 19, step 137, loss 0.038, test 0.087
Epoch 19, step 138, loss 0.060, test 0.087
Epoch 19, step 139, loss 0.008, test 0.087
Epoch 19, step 140, loss 0.008, test 0.087
Epoch 19, step 141, loss 0.140, test 0.087
Epoch 19, step 142, loss 0.153, test 0.087
Epoch 19, step 143, loss 0.038, test 0.087
Epoch 19, step 144, loss 0.536, test 0.087
Epoch 19, step 145, loss 0.111, test 0.087
Epoch 19, step 146, loss 0.006, test 0.087
Epoch 19, step 147, loss 0.121, test 0.087
Epoch 19, step 148, loss 0.224, test 0.087
Epoch 19, step 149, loss 0.264, test 0.087
Epoch 19, step 150, loss 0.034, test 0.087
Epoch 19, step 151, loss 0.202, test 0.087
Epoch 19, step 152, loss 0.000, test 0.087
Epoch 19, step 153, loss 0.461, test 0.087
Epoch 19, step 154, loss 0.006, test 0.088
Epoch 19, step 155, loss 0.002, test 0.088
Epoch 19, step 156, loss 0.107, test 0.088
Epoch 19, step 157, loss 0.018, test 0.088
Epoch 19, step 158, loss 0.089, test 0.088
Epoch 19, step 159, loss 0.046, test 0.088
Epoch 19, step 160, loss 0.138, test 0.088
Epoch 19, step 161, loss 0.008, test 0.088
Epoch 19, step 162, loss 0.022, test 0.088
Epoch 19, step 163, loss 0.007, test 0.088
Epoch 19, step 164, loss 0.044, test 0.087
Epoch 19, step 165, loss 0.002, test 0.087
Epoch 19, step 166, loss 0.097, test 0.087
Epoch 19, step 167, loss 0.158, test 0.087
Epoch 19, step 168, loss 0.010, test 0.087
Epoch 19, step 169, loss 0.007, test 0.087
Epoch 19, step 170, loss 0.265, test 0.087
Epoch 19, step 171, loss 0.292, test 0.087
Epoch 19, step 172, loss 0.002, test 0.087
Epoch 19, step 173, loss 0.001, test 0.087
Epoch 19, step 174, loss 0.225, test 0.087
Epoch 19, step 175, loss 0.009, test 0.087
Epoch 19, step 176, loss 0.057, test 0.087
Epoch 19, step 177, loss 0.000, test 0.087
Epoch 19, step 178, loss 0.202, test 0.087
Epoch 19, step 179, loss 0.436, test 0.087
Epoch 19, step 180, loss 0.087, test 0.087
Epoch 19, step 181, loss 0.003, test 0.087
Epoch 19, step 182, loss 0.009, test 0.087
Epoch 19, step 183, loss 0.000, test 0.087
Epoch 19, step 184, loss 0.172, test 0.087
Epoch 19, step 185, loss 0.070, test 0.087
Epoch 19, step 186, loss 1.057, test 0.087
Epoch 19, step 187, loss 0.015, test 0.088
Epoch 19, step 188, loss 0.007, test 0.088
Epoch 19, step 189, loss 0.055, test 0.088
Epoch 19, step 190, loss 0.008, test 0.088
Epoch 19, step 191, loss 0.003, test 0.088
Epoch 19, step 192, loss 0.044, test 0.088
Epoch 19, step 193, loss 0.046, test 0.088
Epoch 19, step 194, loss 0.288, test 0.088
Epoch 19, step 195, loss 0.000, test 0.088
Epoch 19, step 196, loss 0.008, test 0.088
Epoch 19, step 197, loss 0.095, test 0.087
Epoch 19, step 198, loss 0.000, test 0.087
Epoch 19, step 199, loss 0.503, test 0.087
Epoch 19, step 200, loss 0.019, test 0.087
Epoch 19, step 201, loss 0.332, test 0.087
Epoch 19, step 202, loss 0.000, test 0.087
Epoch 19, step 203, loss 0.245, test 0.088
Epoch 19, step 204, loss 0.001, test 0.088
Epoch 19, step 205, loss 0.098, test 0.088
Epoch 19, step 206, loss 0.050, test 0.088
Epoch 19, step 207, loss 0.003, test 0.088
Epoch 19, step 208, loss 0.000, test 0.088
Epoch 19, step 209, loss 0.000, test 0.088
Epoch 19, step 210, loss 0.002, test 0.088
Epoch 19, step 211, loss 0.001, test 0.088
Epoch 19, step 212, loss 0.008, test 0.088
Epoch 19, step 213, loss 0.032, test 0.088
Epoch 19, step 214, loss 0.405, test 0.088
Epoch 19, step 215, loss 0.001, test 0.088
Epoch 19, step 216, loss 0.339, test 0.088
Epoch 19, step 217, loss 0.174, test 0.088
Epoch 19, step 218, loss 0.259, test 0.088
Epoch 19, step 219, loss 0.012, test 0.088
Epoch 19, step 220, loss 0.260, test 0.088
Epoch 19, step 221, loss 0.016, test 0.088
Epoch 19, step 222, loss 0.040, test 0.088
Epoch 19, step 223, loss 0.002, test 0.088
Epoch 19, step 224, loss 0.000, test 0.088
Epoch 19, step 225, loss 0.137, test 0.088
Epoch 19, step 226, loss 0.926, test 0.088
Epoch 19, step 227, loss 0.194, test 0.088
Epoch 19, step 228, loss 0.027, test 0.088
Epoch 19, step 229, loss 0.196, test 0.088
Epoch 19, step 230, loss 0.101, test 0.088
Epoch 19, step 231, loss 0.000, test 0.088
Epoch 19, step 232, loss 0.002, test 0.088
Epoch 19, step 233, loss 0.072, test 0.088
Epoch 19, step 234, loss 0.010, test 0.088
Epoch 19, step 235, loss 0.087, test 0.088
Epoch 19, step 236, loss 0.214, test 0.088
Epoch 19, step 237, loss 0.050, test 0.088
Epoch 19, step 238, loss 0.008, test 0.088
Epoch 19, step 239, loss 0.024, test 0.088
Epoch 19, step 240, loss 0.029, test 0.088
Epoch 19, step 241, loss 0.001, test 0.088
Epoch 19, step 242, loss 0.017, test 0.088
Epoch 19, step 243, loss 0.001, test 0.088
Epoch 19, step 244, loss 0.285, test 0.088
Epoch 19, step 245, loss 0.005, test 0.088
Epoch 19, step 246, loss 0.102, test 0.088
Epoch 19, step 247, loss 0.014, test 0.088
Epoch 19, step 248, loss 0.120, test 0.088
Epoch 19, step 249, loss 0.067, test 0.088
Epoch 19, step 250, loss 0.171, test 0.088
Epoch 19, step 251, loss 0.065, test 0.088
Epoch 19, step 252, loss 0.272, test 0.088
Epoch 19, step 253, loss 0.001, test 0.088
Epoch 19, step 254, loss 0.067, test 0.088
Epoch 19, step 255, loss 0.027, test 0.088
Epoch 19, step 256, loss 0.035, test 0.088
Epoch 19, step 257, loss 0.000, test 0.088
Epoch 19, step 258, loss 0.068, test 0.088
Epoch 19, step 259, loss 0.200, test 0.088
Epoch 19, step 260, loss 0.242, test 0.088
Epoch 19, step 261, loss 0.002, test 0.088
Epoch 19, step 262, loss 0.001, test 0.088
Epoch 19, step 263, loss 0.069, test 0.088
Epoch 19, step 264, loss 0.055, test 0.088
Epoch 19, step 265, loss 0.023, test 0.088
Epoch 19, step 266, loss 0.236, test 0.088
Epoch 19, step 267, loss 0.091, test 0.088
Epoch 19, step 268, loss 1.158, test 0.088
Epoch 19, step 269, loss 0.031, test 0.088
Epoch 19, step 270, loss 0.002, test 0.088
Epoch 19, step 271, loss 0.001, test 0.088
Epoch 19, step 272, loss 0.926, test 0.088
Epoch 19, step 273, loss 0.047, test 0.088
Epoch 19, step 274, loss 0.066, test 0.088
Epoch 19, step 275, loss 0.026, test 0.088
Epoch 19, step 276, loss 0.093, test 0.088
Epoch 19, step 277, loss 0.019, test 0.088
Epoch 19, step 278, loss 0.006, test 0.088
Epoch 19, step 279, loss 0.008, test 0.088
Epoch 19, step 280, loss 0.051, test 0.088
Epoch 19, step 281, loss 0.055, test 0.088
Epoch 19, step 282, loss 0.388, test 0.088
Epoch 19, step 283, loss 0.159, test 0.088
Epoch 19, step 284, loss 0.037, test 0.088
Epoch 19, step 285, loss 0.093, test 0.088
Epoch 19, step 286, loss 0.100, test 0.088
Epoch 19, step 287, loss 0.024, test 0.088
Epoch 19, step 288, loss 0.520, test 0.088
Epoch 19, step 289, loss 0.037, test 0.088
Epoch 19, step 290, loss 0.057, test 0.088
Epoch 19, step 291, loss 0.043, test 0.088
Epoch 19, step 292, loss 0.021, test 0.088
Epoch 19, step 293, loss 0.051, test 0.088
Epoch 19, step 294, loss 0.123, test 0.088
Epoch 19, step 295, loss 0.011, test 0.088
Epoch 19, step 296, loss 0.039, test 0.088
Epoch 19, step 297, loss 0.112, test 0.088
Epoch 19, step 298, loss 0.063, test 0.088
Epoch 19, step 299, loss 0.012, test 0.088
Epoch 19, step 300, loss 0.125, test 0.088
Epoch 19, step 301, loss 0.132, test 0.088
Epoch 19, step 302, loss 0.018, test 0.088
Epoch 19, step 303, loss 0.008, test 0.088
Epoch 19, step 304, loss 0.056, test 0.088
Epoch 19, step 305, loss 0.010, test 0.088
Epoch 19, step 306, loss 0.224, test 0.088
Epoch 19, step 307, loss 0.969, test 0.088
Epoch 19, step 308, loss 0.127, test 0.088
Epoch 19, step 309, loss 0.002, test 0.088
Epoch 19, step 310, loss 0.229, test 0.088
Epoch 19, step 311, loss 0.027, test 0.088
Epoch 19, step 312, loss 0.541, test 0.088
Epoch 19, step 313, loss 0.071, test 0.088
Epoch 19, step 314, loss 0.427, test 0.088
Epoch 19, step 315, loss 0.038, test 0.088
Epoch 19, step 316, loss 0.003, test 0.088
Epoch 19, step 317, loss 0.239, test 0.088
Epoch 19, step 318, loss 0.050, test 0.088
Epoch 19, step 319, loss 0.139, test 0.089
Epoch 19, step 320, loss 0.012, test 0.089
Epoch 19, step 321, loss 0.252, test 0.089
Epoch 19, step 322, loss 0.111, test 0.089
Epoch 19, step 323, loss 0.027, test 0.089
Epoch 19, step 324, loss 0.023, test 0.089
Epoch 19, step 325, loss 0.001, test 0.089
Epoch 19, step 326, loss 0.742, test 0.088
Epoch 19, step 327, loss 0.071, test 0.088
Epoch 19, step 328, loss 0.423, test 0.088
Epoch 19, step 329, loss 0.016, test 0.088
Epoch 19, step 330, loss 0.003, test 0.088
Epoch 19, step 331, loss 0.160, test 0.088
Epoch 19, step 332, loss 0.007, test 0.088
Epoch 19, step 333, loss 0.034, test 0.088
Epoch 19, step 334, loss 0.011, test 0.088
Epoch 19, step 335, loss 0.156, test 0.088
Epoch 19, step 336, loss 0.053, test 0.088
Epoch 19, step 337, loss 0.001, test 0.088
Epoch 19, step 338, loss 0.012, test 0.088
Epoch 19, step 339, loss 0.010, test 0.088
Epoch 19, step 340, loss 0.001, test 0.088
Epoch 19, step 341, loss 0.267, test 0.088
Epoch 19, step 342, loss 0.409, test 0.088
Epoch 19, step 343, loss 0.016, test 0.088
Epoch 19, step 344, loss 0.238, test 0.088
Epoch 19, step 345, loss 0.007, test 0.088
Epoch 19, step 346, loss 0.034, test 0.088
Epoch 19, step 347, loss 0.145, test 0.088
Epoch 19, step 348, loss 0.003, test 0.088
Epoch 19, step 349, loss 0.000, test 0.088
Epoch 19, step 350, loss 0.051, test 0.088
Epoch 19, step 351, loss 0.087, test 0.088
Epoch 19, step 352, loss 0.018, test 0.088
Epoch 19, step 353, loss 0.056, test 0.088
Epoch 19, step 354, loss 0.002, test 0.088
Epoch 19, step 355, loss 0.025, test 0.088
Epoch 19, step 356, loss 0.023, test 0.088
Epoch 19, step 357, loss 0.002, test 0.088
Epoch 19, step 358, loss 0.310, test 0.088
Epoch 19, step 359, loss 0.083, test 0.088
Epoch 19, step 360, loss 0.167, test 0.088
Epoch 19, step 361, loss 0.133, test 0.088
Epoch 19, step 362, loss 0.045, test 0.088
Epoch 19, step 363, loss 0.070, test 0.088
Epoch 19, step 364, loss 0.004, test 0.088
Epoch 19, step 365, loss 0.003, test 0.088
Epoch 19, step 366, loss 0.520, test 0.088
Epoch 19, step 367, loss 0.000, test 0.088
Epoch 19, step 368, loss 0.102, test 0.088
Epoch 19, step 369, loss 0.003, test 0.088
Epoch 19, step 370, loss 0.211, test 0.088
Epoch 19, step 371, loss 0.004, test 0.088
Epoch 19, step 372, loss 0.042, test 0.088
Epoch 19, step 373, loss 0.097, test 0.088
Epoch 19, step 374, loss 0.072, test 0.088
Epoch 19, step 375, loss 0.217, test 0.088
Epoch 19, step 376, loss 0.156, test 0.088
Epoch 19, step 377, loss 0.003, test 0.088
Epoch 19, step 378, loss 0.012, test 0.088
Epoch 19, step 379, loss 0.232, test 0.088
Epoch 19, step 380, loss 0.018, test 0.088
Epoch 19, step 381, loss 0.150, test 0.088
Epoch 19, step 382, loss 0.028, test 0.088
Epoch 19, step 383, loss 0.086, test 0.088
Epoch 19, step 384, loss 0.194, test 0.088
Epoch 19, step 385, loss 0.000, test 0.088
Epoch 19, step 386, loss 0.016, test 0.088
Epoch 19, step 387, loss 0.184, test 0.088
Epoch 19, step 388, loss 0.083, test 0.088
Epoch 19, step 389, loss 0.587, test 0.088
Epoch 19, step 390, loss 0.032, test 0.088
Epoch 19, step 391, loss 0.350, test 0.088
Epoch 19, step 392, loss 0.117, test 0.088
Epoch 19, step 393, loss 0.226, test 0.088
Epoch 19, step 394, loss 0.026, test 0.088
Epoch 19, step 395, loss 0.024, test 0.088
Epoch 19, step 396, loss 0.075, test 0.088
Epoch 19, step 397, loss 0.033, test 0.088
Epoch 19, step 398, loss 0.182, test 0.088
Epoch 19, step 399, loss 0.127, test 0.088
Epoch 19, step 400, loss 0.002, test 0.088
Epoch 19, step 401, loss 0.318, test 0.088
Epoch 19, step 402, loss 0.081, test 0.088
Epoch 19, step 403, loss 0.003, test 0.088
Epoch 19, step 404, loss 0.021, test 0.088
Epoch 19, step 405, loss 0.004, test 0.088
Epoch 19, step 406, loss 0.037, test 0.088
Epoch 19, step 407, loss 0.475, test 0.088
Epoch 19, step 408, loss 0.332, test 0.088
Epoch 19, step 409, loss 0.014, test 0.088
Epoch 19, step 410, loss 0.887, test 0.088
Epoch 19, step 411, loss 0.015, test 0.088
Epoch 19, step 412, loss 0.061, test 0.088
Epoch 19, step 413, loss 0.019, test 0.088
Epoch 19, step 414, loss 0.575, test 0.088
Epoch 19, step 415, loss 0.135, test 0.088
Epoch 19, step 416, loss 0.011, test 0.088
Epoch 19, step 417, loss 0.011, test 0.088
Epoch 19, step 418, loss 0.222, test 0.088
Epoch 19, step 419, loss 0.003, test 0.088
Epoch 19, step 420, loss 0.056, test 0.088
Epoch 19, step 421, loss 0.240, test 0.088
Epoch 19, step 422, loss 0.030, test 0.088
Epoch 19, step 423, loss 0.110, test 0.088
Epoch 19, step 424, loss 0.071, test 0.088
Epoch 19, step 425, loss 0.002, test 0.088
Epoch 19, step 426, loss 0.003, test 0.088
Epoch 19, step 427, loss 0.335, test 0.088
Epoch 19, step 428, loss 0.886, test 0.088
Epoch 19, step 429, loss 0.324, test 0.088
Epoch 19, step 430, loss 0.092, test 0.088
Epoch 19, step 431, loss 0.267, test 0.088
Epoch 19, step 432, loss 0.131, test 0.088
Epoch 19, step 433, loss 0.001, test 0.088
Epoch 19, step 434, loss 0.023, test 0.088
Epoch 19, step 435, loss 0.005, test 0.088
Epoch 19, step 436, loss 0.028, test 0.088
Epoch 19, step 437, loss 0.273, test 0.088
Epoch 19, step 438, loss 0.197, test 0.088
Epoch 19, step 439, loss 0.014, test 0.088
Epoch 19, step 440, loss 0.015, test 0.088
Epoch 19, step 441, loss 0.009, test 0.088
Epoch 19, step 442, loss 0.003, test 0.088
Epoch 19, step 443, loss 0.041, test 0.088
Epoch 19, step 444, loss 0.095, test 0.088
Epoch 19, step 445, loss 0.024, test 0.088
Epoch 19, step 446, loss 0.061, test 0.088
Epoch 19, step 447, loss 0.001, test 0.088
Epoch 19, step 448, loss 0.021, test 0.088
Epoch 19, step 449, loss 0.220, test 0.088
Epoch 19, step 450, loss 0.006, test 0.088
Epoch 19, step 451, loss 0.112, test 0.088
Epoch 19, step 452, loss 0.034, test 0.088
Epoch 19, step 453, loss 0.380, test 0.088
Epoch 19, step 454, loss 0.295, test 0.088
Epoch 19, step 455, loss 0.039, test 0.088
Epoch 19, step 456, loss 0.080, test 0.088
Epoch 19, step 457, loss 0.038, test 0.088
Epoch 19, step 458, loss 0.076, test 0.088
Epoch 19, step 459, loss 0.028, test 0.088
Epoch 19, step 460, loss 0.044, test 0.088
Epoch 19, step 461, loss 0.445, test 0.088
Epoch 19, step 462, loss 0.149, test 0.088
Epoch 19, step 463, loss 0.038, test 0.088
Epoch 19, step 464, loss 0.038, test 0.088
Epoch 19, step 465, loss 0.201, test 0.088
Epoch 19, step 466, loss 0.058, test 0.088
Epoch 19, step 467, loss 0.008, test 0.088
Epoch 19, step 468, loss 0.011, test 0.088
Epoch 19, step 469, loss 0.018, test 0.088
Epoch 19, step 470, loss 0.001, test 0.088
Epoch 19, step 471, loss 0.756, test 0.088
Epoch 19, step 472, loss 0.036, test 0.088
Epoch 19, step 473, loss 0.007, test 0.088
Epoch 19, step 474, loss 0.073, test 0.088
Epoch 19, step 475, loss 0.061, test 0.088
Epoch 19, step 476, loss 0.005, test 0.088
Epoch 19, step 477, loss 0.129, test 0.088
Epoch 19, step 478, loss 0.494, test 0.088
Epoch 19, step 479, loss 0.001, test 0.089
Epoch 19, step 480, loss 0.010, test 0.089
Epoch 19, step 481, loss 0.050, test 0.089
Epoch 19, step 482, loss 0.555, test 0.089
Epoch 19, step 483, loss 0.008, test 0.089
Epoch 19, step 484, loss 0.259, test 0.089
Epoch 19, step 485, loss 0.004, test 0.089
Epoch 19, step 486, loss 0.019, test 0.089
Epoch 19, step 487, loss 0.060, test 0.089
Epoch 19, step 488, loss 0.004, test 0.089
Epoch 19, step 489, loss 0.028, test 0.089
Epoch 19, step 490, loss 0.011, test 0.089
Epoch 19, step 491, loss 0.010, test 0.089
Epoch 19, step 492, loss 0.260, test 0.089
Epoch 19, step 493, loss 0.007, test 0.089
Epoch 19, step 494, loss 0.005, test 0.089
Epoch 19, step 495, loss 0.193, test 0.089
Epoch 19, step 496, loss 0.000, test 0.089
Epoch 19, step 497, loss 0.000, test 0.089
Epoch 19, step 498, loss 0.078, test 0.089
Epoch 19, step 499, loss 0.012, test 0.089
Epoch 19, step 500, loss 0.004, test 0.089
Epoch 19, step 501, loss 0.532, test 0.089
Epoch 19, step 502, loss 0.037, test 0.088
Epoch 19, step 503, loss 0.106, test 0.088
Epoch 19, step 504, loss 0.069, test 0.088
Epoch 19, step 505, loss 0.006, test 0.088
Epoch 19, step 506, loss 0.288, test 0.089
Epoch 19, step 507, loss 0.002, test 0.089
Epoch 19, step 508, loss 0.004, test 0.089
Epoch 19, step 509, loss 0.360, test 0.089
Epoch 19, step 510, loss 0.026, test 0.088
Epoch 19, step 511, loss 0.002, test 0.088
Epoch 19, step 512, loss 0.034, test 0.088
Epoch 19, step 513, loss 0.012, test 0.088
Epoch 19, step 514, loss 0.061, test 0.088
Epoch 19, step 515, loss 0.018, test 0.088
Epoch 19, step 516, loss 0.050, test 0.088
Epoch 19, step 517, loss 0.166, test 0.088
Epoch 19, step 518, loss 0.569, test 0.088
Epoch 19, step 519, loss 0.003, test 0.088
Epoch 19, step 520, loss 0.019, test 0.088
Epoch 19, step 521, loss 0.070, test 0.088
Epoch 19, step 522, loss 0.019, test 0.088
Epoch 19, step 523, loss 0.062, test 0.088
Epoch 19, step 524, loss 0.040, test 0.088
Epoch 19, step 525, loss 0.008, test 0.088
Epoch 19, step 526, loss 0.071, test 0.088
Epoch 19, step 527, loss 0.027, test 0.088
Epoch 19, step 528, loss 0.015, test 0.088
Epoch 19, step 529, loss 0.012, test 0.088
Epoch 19, step 530, loss 0.045, test 0.088
Epoch 19, step 531, loss 0.110, test 0.088
Epoch 19, step 532, loss 0.196, test 0.088
Epoch 19, step 533, loss 0.204, test 0.088
Epoch 19, step 534, loss 0.004, test 0.088
Epoch 19, step 535, loss 0.000, test 0.088
Epoch 19, step 536, loss 0.022, test 0.088
Epoch 19, step 537, loss 0.277, test 0.088
Epoch 19, step 538, loss 0.050, test 0.088
Epoch 19, step 539, loss 0.024, test 0.088
Epoch 19, step 540, loss 0.069, test 0.088
Epoch 19, step 541, loss 0.139, test 0.088
Epoch 19, step 542, loss 0.003, test 0.088
Epoch 19, step 543, loss 0.005, test 0.088
Epoch 19, step 544, loss 0.070, test 0.088
Epoch 19, step 545, loss 0.049, test 0.088
Epoch 19, step 546, loss 0.966, test 0.089
Epoch 19, step 547, loss 0.070, test 0.089
Epoch 19, step 548, loss 0.027, test 0.089
Epoch 19, step 549, loss 0.204, test 0.089
Epoch 19, step 550, loss 0.017, test 0.089
Epoch 19, step 551, loss 0.793, test 0.088
Epoch 19, step 552, loss 0.129, test 0.089
Epoch 19, step 553, loss 0.666, test 0.089
Epoch 19, step 554, loss 0.009, test 0.089
Epoch 19, step 555, loss 0.107, test 0.089
Epoch 19, step 556, loss 0.004, test 0.089
Epoch 19, step 557, loss 0.003, test 0.089
Epoch 19, step 558, loss 0.062, test 0.089
Epoch 19, step 559, loss 0.112, test 0.089
Epoch 19, step 560, loss 0.028, test 0.089
Epoch 19, step 561, loss 0.153, test 0.089
Epoch 19, step 562, loss 0.491, test 0.088
Epoch 19, step 563, loss 0.030, test 0.088
Epoch 19, step 564, loss 0.018, test 0.088
Epoch 19, step 565, loss 0.082, test 0.089
Epoch 19, step 566, loss 0.032, test 0.089
Epoch 19, step 567, loss 0.003, test 0.089
Epoch 19, step 568, loss 0.026, test 0.089
Epoch 19, step 569, loss 0.030, test 0.089
Epoch 19, step 570, loss 0.028, test 0.089
Epoch 19, step 571, loss 0.024, test 0.089
Epoch 19, step 572, loss 0.081, test 0.089
Epoch 19, step 573, loss 0.000, test 0.089
Epoch 19, step 574, loss 0.004, test 0.089
Epoch 19, step 575, loss 0.000, test 0.089
Epoch 19, step 576, loss 0.027, test 0.089
Epoch 19, step 577, loss 0.048, test 0.089
Epoch 19, step 578, loss 0.001, test 0.089
Epoch 19, step 579, loss 0.206, test 0.088
Epoch 19, step 580, loss 0.071, test 0.088
Epoch 19, step 581, loss 0.039, test 0.088

Epoch 19, step 582, loss 0.119, test 0.088
Epoch 19, step 583, loss 0.001, test 0.088
Epoch 19, step 584, loss 0.001, test 0.088
Epoch 19, step 585, loss 0.963, test 0.089
Epoch 19, step 586, loss 0.041, test 0.089
Epoch 19, step 587, loss 0.001, test 0.089
Epoch 19, step 588, loss 0.561, test 0.089
Epoch 19, step 589, loss 0.124, test 0.089
Epoch 19, step 590, loss 0.135, test 0.089
Epoch 19, step 591, loss 0.080, test 0.089
Epoch 19, step 592, loss 0.257, test 0.088
Epoch 19, step 593, loss 0.024, test 0.088
Epoch 19, step 594, loss 0.101, test 0.088
Epoch 19, step 595, loss 0.013, test 0.089
Epoch 19, step 596, loss 0.000, test 0.089
Epoch 19, step 597, loss 0.054, test 0.088
Epoch 19, step 598, loss 0.142, test 0.089
Epoch 19, step 599, loss 0.000, test 0.089
Epoch 19, step 600, loss 0.130, test 0.088
Epoch 19, step 601, loss 0.001, test 0.088
Epoch 19, step 602, loss 0.001, test 0.088
Epoch 19, step 603, loss 0.021, test 0.088
Epoch 19, step 604, loss 0.003, test 0.088
Epoch 19, step 605, loss 0.103, test 0.088
Epoch 19, step 606, loss 0.018, test 0.088
Epoch 19, step 607, loss 0.130, test 0.088
Epoch 19, step 608, loss 0.086, test 0.088
Epoch 19, step 609, loss 0.083, test 0.088
Epoch 19, step 610, loss 0.064, test 0.088
Epoch 19, step 611, loss 0.338, test 0.088
Epoch 19, step 612, loss 0.008, test 0.088
Epoch 19, step 613, loss 0.159, test 0.088
Epoch 19, step 614, loss 0.128, test 0.088
Epoch 19, step 615, loss 0.062, test 0.088
Epoch 19, step 616, loss 0.238, test 0.088
Epoch 19, step 617, loss 0.009, test 0.088
Epoch 19, step 618, loss 0.039, test 0.088
Epoch 19, step 619, loss 0.036, test 0.088
Epoch 19, step 620, loss 0.184, test 0.088
Epoch 19, step 621, loss 0.000, test 0.088
Epoch 19, step 622, loss 0.044, test 0.088
Epoch 19, step 623, loss 0.097, test 0.088
Epoch 19, step 624, loss 0.159, test 0.088
Epoch 19, step 625, loss 0.300, test 0.088
Epoch 19, step 626, loss 0.068, test 0.088
Epoch 19, step 627, loss 0.038, test 0.088
Epoch 19, step 628, loss 0.036, test 0.088
Epoch 19, step 629, loss 0.060, test 0.088
Epoch 19, step 630, loss 0.156, test 0.088
Epoch 19, step 631, loss 0.017, test 0.088
Epoch 19, step 632, loss 0.000, test 0.088
Epoch 19, step 633, loss 0.002, test 0.088
Epoch 19, step 634, loss 0.012, test 0.088
Epoch 19, step 635, loss 0.086, test 0.088
Epoch 19, step 636, loss 0.064, test 0.088
Epoch 19, step 637, loss 0.607, test 0.088
Epoch 19, step 638, loss 0.192, test 0.088
Epoch 19, step 639, loss 0.027, test 0.088
Epoch 19, step 640, loss 0.154, test 0.088
Epoch 19, step 641, loss 0.290, test 0.088
Epoch 19, step 642, loss 0.406, test 0.088
Epoch 19, step 643, loss 0.267, test 0.088
Epoch 19, step 644, loss 0.074, test 0.088
Epoch 19, step 645, loss 0.005, test 0.088
Epoch 19, step 646, loss 0.316, test 0.088
Epoch 19, step 647, loss 0.005, test 0.088
Epoch 19, step 648, loss 0.272, test 0.088
Epoch 19, step 649, loss 0.108, test 0.088
Epoch 19, step 650, loss 0.021, test 0.088
Epoch 19, step 651, loss 0.297, test 0.088
Epoch 19, step 652, loss 0.086, test 0.088
Epoch 19, step 653, loss 0.036, test 0.088
Epoch 19, step 654, loss 0.044, test 0.088
Epoch 19, step 655, loss 0.004, test 0.088
Epoch 19, step 656, loss 0.186, test 0.088
Epoch 19, step 657, loss 0.274, test 0.088
Epoch 19, step 658, loss 0.100, test 0.088
Epoch 19, step 659, loss 0.005, test 0.088
Epoch 19, step 660, loss 0.159, test 0.088
Epoch 19, step 661, loss 0.201, test 0.088
Epoch 19, step 662, loss 0.018, test 0.088
Epoch 19, step 663, loss 0.044, test 0.088
Epoch 19, step 664, loss 0.003, test 0.088
Epoch 19, step 665, loss 0.337, test 0.088
Epoch 19, step 666, loss 0.050, test 0.088
Epoch 19, step 667, loss 0.302, test 0.088
Epoch 19, step 668, loss 0.181, test 0.088
Epoch 19, step 669, loss 0.112, test 0.088
Epoch 19, step 670, loss 0.156, test 0.088
Epoch 19, step 671, loss 0.003, test 0.088
Epoch 19, step 672, loss 0.021, test 0.088
Epoch 19, step 673, loss 0.589, test 0.088
Epoch 19, step 674, loss 0.003, test 0.088
Epoch 19, step 675, loss 0.196, test 0.088
Epoch 19, step 676, loss 0.016, test 0.088
Epoch 19, step 677, loss 0.054, test 0.088
Epoch 19, step 678, loss 0.053, test 0.088
Epoch 19, step 679, loss 0.011, test 0.088
Epoch 19, step 680, loss 0.003, test 0.088
Epoch 19, step 681, loss 0.023, test 0.088
Epoch 19, step 682, loss 0.159, test 0.088
Epoch 19, step 683, loss 0.069, test 0.088
Epoch 19, step 684, loss 0.002, test 0.088
Epoch 19, step 685, loss 0.542, test 0.088
Epoch 19, step 686, loss 0.059, test 0.088
Epoch 19, step 687, loss 0.103, test 0.088
Epoch 19, step 688, loss 0.012, test 0.088
Epoch 19, step 689, loss 0.017, test 0.088
Epoch 19, step 690, loss 0.002, test 0.088
Epoch 19, step 691, loss 0.141, test 0.088
Epoch 19, step 692, loss 0.108, test 0.088
Epoch 19, step 693, loss 0.688, test 0.088
Epoch 19, step 694, loss 0.055, test 0.088
Epoch 19, step 695, loss 0.000, test 0.088
Epoch 19, step 696, loss 0.077, test 0.088
Epoch 19, step 697, loss 0.006, test 0.088
Epoch 19, step 698, loss 0.095, test 0.088
Epoch 19, step 699, loss 0.005, test 0.088
Epoch 19, step 700, loss 0.309, test 0.088
Epoch 19, step 701, loss 0.300, test 0.088
Epoch 19, step 702, loss 0.766, test 0.088
Epoch 19, step 703, loss 0.294, test 0.088
Epoch 19, step 704, loss 0.035, test 0.088
Epoch 19, step 705, loss 0.216, test 0.088
Epoch 19, step 706, loss 0.203, test 0.088
Epoch 19, step 707, loss 0.444, test 0.088
Epoch 19, step 708, loss 0.073, test 0.088
Epoch 19, step 709, loss 0.488, test 0.088
Epoch 19, step 710, loss 0.134, test 0.088
Epoch 19, step 711, loss 1.502, test 0.088
Epoch 19, step 712, loss 0.004, test 0.088
Epoch 19, step 713, loss 0.522, test 0.088
Epoch 19, step 714, loss 0.175, test 0.088
Epoch 19, step 715, loss 0.239, test 0.088
Epoch 19, step 716, loss 0.043, test 0.088
Epoch 19, step 717, loss 0.015, test 0.088
Epoch 19, step 718, loss 0.126, test 0.088
Epoch 19, step 719, loss 0.001, test 0.088
Epoch 19, step 720, loss 0.038, test 0.088
Epoch 19, step 721, loss 0.349, test 0.088
Epoch 19, step 722, loss 0.070, test 0.088
Epoch 19, step 723, loss 0.054, test 0.088
Epoch 19, step 724, loss 0.004, test 0.088
Epoch 19, step 725, loss 0.149, test 0.088
Epoch 19, step 726, loss 0.300, test 0.088
Epoch 19, step 727, loss 0.302, test 0.088
Epoch 19, step 728, loss 0.001, test 0.088
Epoch 19, step 729, loss 0.003, test 0.088
Epoch 19, step 730, loss 0.086, test 0.088
Epoch 19, step 731, loss 0.178, test 0.088
Epoch 19, step 732, loss 0.013, test 0.088
Epoch 19, step 733, loss 0.193, test 0.088
Epoch 19, step 734, loss 0.015, test 0.088
Epoch 19, step 735, loss 0.003, test 0.088
Epoch 19, step 736, loss 0.002, test 0.088
Epoch 19, step 737, loss 0.271, test 0.088
Epoch 19, step 738, loss 0.594, test 0.088
Epoch 19, step 739, loss 0.008, test 0.088
Epoch 19, step 740, loss 0.001, test 0.088
Epoch 19, step 741, loss 1.185, test 0.088
Epoch 19, step 742, loss 0.008, test 0.088
Epoch 19, step 743, loss 0.027, test 0.088
Epoch 19, step 744, loss 0.087, test 0.088
Epoch 19, step 745, loss 0.166, test 0.088
Epoch 19, step 746, loss 0.344, test 0.088
Epoch 19, step 747, loss 0.000, test 0.088
Epoch 19, step 748, loss 0.036, test 0.088
Epoch 19, step 749, loss 0.011, test 0.088
Epoch 19, step 750, loss 0.012, test 0.088
Epoch 19, step 751, loss 0.003, test 0.088
Epoch 19, step 752, loss 0.087, test 0.088
Epoch 19, step 753, loss 0.039, test 0.088
Epoch 19, step 754, loss 0.076, test 0.088
Epoch 19, step 755, loss 0.265, test 0.088
Epoch 19, step 756, loss 0.295, test 0.088
Epoch 19, step 757, loss 0.033, test 0.088
Epoch 19, step 758, loss 0.060, test 0.088
Epoch 19, step 759, loss 0.127, test 0.088
Epoch 19, step 760, loss 0.000, test 0.088
Epoch 19, step 761, loss 0.014, test 0.088
Epoch 19, step 762, loss 0.540, test 0.088
Epoch 19, step 763, loss 0.004, test 0.088
Epoch 19, step 764, loss 0.324, test 0.088
Epoch 19, step 765, loss 0.262, test 0.088
Epoch 19, step 766, loss 0.125, test 0.088
Epoch 19, step 767, loss 0.012, test 0.088
Epoch 19, step 768, loss 0.003, test 0.088
Epoch 19, step 769, loss 0.361, test 0.088
Epoch 19, step 770, loss 0.045, test 0.088
Epoch 19, step 771, loss 0.000, test 0.088
Epoch 19, step 772, loss 0.581, test 0.088
Epoch 19, step 773, loss 0.014, test 0.088
Epoch 19, step 774, loss 0.002, test 0.088
Epoch 19, step 775, loss 0.147, test 0.088
Epoch 19, step 776, loss 0.094, test 0.088
Epoch 19, step 777, loss 1.156, test 0.088
Epoch 19, step 778, loss 0.076, test 0.088
Epoch 19, step 779, loss 0.034, test 0.088
Epoch 19, step 780, loss 0.245, test 0.088
Epoch 19, step 781, loss 0.059, test 0.088
Epoch 19, step 782, loss 0.135, test 0.088
Epoch 19, step 783, loss 0.017, test 0.088
Epoch 19, step 784, loss 0.168, test 0.088
Epoch 19, step 785, loss 0.233, test 0.088
Epoch 19, step 786, loss 0.447, test 0.088
Epoch 19, step 787, loss 0.082, test 0.088
Epoch 19, step 788, loss 0.028, test 0.088
Epoch 19, step 789, loss 0.169, test 0.088
Epoch 19, step 790, loss 0.014, test 0.088
Epoch 19, step 791, loss 0.000, test 0.088
Epoch 19, step 792, loss 0.335, test 0.088
Epoch 19, step 793, loss 0.001, test 0.088
Epoch 19, step 794, loss 0.003, test 0.088
Epoch 19, step 795, loss 0.052, test 0.088
Epoch 19, step 796, loss 0.052, test 0.088
Epoch 19, step 797, loss 0.011, test 0.088
Epoch 19, step 798, loss 0.005, test 0.088
Epoch 19, step 799, loss 0.025, test 0.088
Epoch 19, step 800, loss 0.008, test 0.088
Epoch 19, step 801, loss 0.018, test 0.088
Epoch 19, step 802, loss 0.037, test 0.088
Epoch 19, step 803, loss 0.060, test 0.088
Epoch 19, step 804, loss 0.018, test 0.088
Epoch 19, step 805, loss 0.586, test 0.088
Epoch 19, step 806, loss 0.068, test 0.088
Epoch 19, step 807, loss 0.011, test 0.088
Epoch 19, step 808, loss 0.372, test 0.088
Epoch 19, step 809, loss 0.105, test 0.088
Epoch 19, step 810, loss 0.001, test 0.088
Epoch 19, step 811, loss 0.202, test 0.088
Epoch 19, step 812, loss 0.120, test 0.088
Epoch 19, step 813, loss 0.001, test 0.088
Epoch 19, step 814, loss 0.069, test 0.088
Epoch 19, step 815, loss 0.006, test 0.088
Epoch 19, step 816, loss 0.033, test 0.088
Epoch 19, step 817, loss 0.002, test 0.088
Epoch 19, step 818, loss 0.021, test 0.088
Epoch 19, step 819, loss 0.486, test 0.088
Epoch 19, step 820, loss 0.374, test 0.088
Epoch 19, step 821, loss 0.147, test 0.088
Epoch 19, step 822, loss 0.014, test 0.088
Epoch 19, step 823, loss 0.125, test 0.088
Epoch 19, step 824, loss 0.000, test 0.088
Epoch 19, step 825, loss 0.019, test 0.088
Epoch 19, step 826, loss 0.197, test 0.088
Epoch 19, step 827, loss 0.053, test 0.088
Epoch 19, step 828, loss 0.002, test 0.088
Epoch 19, step 829, loss 0.025, test 0.088
Epoch 19, step 830, loss 0.038, test 0.088
Epoch 19, step 831, loss 0.083, test 0.088
Epoch 19, step 832, loss 0.173, test 0.088
Epoch 19, step 833, loss 0.007, test 0.088
Epoch 19, step 834, loss 0.201, test 0.088
Epoch 19, step 835, loss 0.054, test 0.088
Epoch 19, step 836, loss 0.105, test 0.088
Epoch 19, step 837, loss 0.008, test 0.088
Epoch 19, step 838, loss 0.164, test 0.088
Epoch 19, step 839, loss 0.107, test 0.088
Epoch 19, step 840, loss 0.089, test 0.088
Epoch 19, step 841, loss 0.011, test 0.088
Epoch 19, step 842, loss 0.025, test 0.088
Epoch 19, step 843, loss 0.050, test 0.088
Epoch 19, step 844, loss 0.096, test 0.088
Epoch 19, step 845, loss 0.017, test 0.088
Epoch 19, step 846, loss 0.044, test 0.088
Epoch 19, step 847, loss 0.037, test 0.088
Epoch 19, step 848, loss 1.085, test 0.088
Epoch 19, step 849, loss 0.001, test 0.088
Epoch 19, step 850, loss 0.006, test 0.088
Epoch 19, step 851, loss 0.101, test 0.088
Epoch 19, step 852, loss 0.038, test 0.088
Epoch 19, step 853, loss 0.106, test 0.088
Epoch 19, step 854, loss 0.001, test 0.088
Epoch 19, step 855, loss 0.069, test 0.088
Epoch 19, step 856, loss 0.025, test 0.088
Epoch 19, step 857, loss 0.080, test 0.088
Epoch 19, step 858, loss 0.013, test 0.088
Epoch 19, step 859, loss 0.328, test 0.088
Epoch 19, step 860, loss 0.013, test 0.088
Epoch 19, step 861, loss 0.003, test 0.088
Epoch 19, step 862, loss 0.009, test 0.088
Epoch 19, step 863, loss 0.148, test 0.088
Epoch 19, step 864, loss 0.037, test 0.088
Epoch 19, step 865, loss 0.104, test 0.088
Epoch 19, step 866, loss 0.000, test 0.088
Epoch 19, step 867, loss 0.200, test 0.088
Epoch 19, step 868, loss 0.004, test 0.088
Epoch 19, step 869, loss 0.294, test 0.088
Epoch 19, step 870, loss 0.175, test 0.088
Epoch 19, step 871, loss 0.099, test 0.088
Epoch 19, step 872, loss 0.157, test 0.089
Epoch 19, step 873, loss 0.009, test 0.089
Epoch 19, step 874, loss 0.171, test 0.088
Epoch 19, step 875, loss 0.474, test 0.088
Epoch 19, step 876, loss 0.017, test 0.088
Epoch 19, step 877, loss 0.488, test 0.088
Epoch 19, step 878, loss 1.290, test 0.088
Epoch 19, step 879, loss 0.593, test 0.088
Epoch 19, step 880, loss 0.107, test 0.088
Epoch 19, step 881, loss 0.187, test 0.088
Epoch 19, step 882, loss 0.010, test 0.088
Epoch 19, step 883, loss 0.536, test 0.088
Epoch 19, step 884, loss 0.028, test 0.089
Epoch 19, step 885, loss 0.200, test 0.088
Epoch 19, step 886, loss 0.023, test 0.088
Epoch 19, step 887, loss 0.007, test 0.088
Epoch 19, step 888, loss 0.301, test 0.088
Epoch 19, step 889, loss 0.022, test 0.088
Epoch 19, step 890, loss 0.092, test 0.088
Epoch 19, step 891, loss 0.136, test 0.088
Epoch 19, step 892, loss 0.007, test 0.088
Epoch 19, step 893, loss 0.071, test 0.088
Epoch 19, step 894, loss 0.000, test 0.088
Epoch 19, step 895, loss 0.165, test 0.088
Epoch 19, step 896, loss 0.093, test 0.088
Epoch 19, step 897, loss 0.038, test 0.088
Epoch 19, step 898, loss 0.514, test 0.088
Epoch 19, step 899, loss 0.318, test 0.088
Epoch 19, step 900, loss 0.433, test 0.088
Epoch 19, step 901, loss 0.000, test 0.089
Epoch 19, step 902, loss 0.002, test 0.089
Epoch 19, step 903, loss 0.045, test 0.089
Epoch 19, step 904, loss 0.004, test 0.089
Epoch 19, step 905, loss 0.111, test 0.089
Epoch 19, step 906, loss 0.331, test 0.089
Epoch 19, step 907, loss 0.000, test 0.089
Epoch 19, step 908, loss 0.000, test 0.089
Epoch 19, step 909, loss 0.001, test 0.089
Epoch 19, step 910, loss 0.097, test 0.089
Epoch 19, step 911, loss 0.225, test 0.089
Epoch 19, step 912, loss 0.009, test 0.089
Epoch 19, step 913, loss 0.035, test 0.089
Epoch 19, step 914, loss 0.013, test 0.089
Epoch 19, step 915, loss 0.069, test 0.089
Epoch 19, step 916, loss 0.545, test 0.089
Epoch 19, step 917, loss 0.250, test 0.089
Epoch 19, step 918, loss 0.083, test 0.089
Epoch 19, step 919, loss 0.124, test 0.089
Epoch 19, step 920, loss 0.494, test 0.089
Epoch 19, step 921, loss 0.093, test 0.089
Epoch 19, step 922, loss 0.276, test 0.089
Epoch 19, step 923, loss 0.000, test 0.089
Epoch 19, step 924, loss 0.025, test 0.089
Epoch 19, step 925, loss 0.054, test 0.089
Epoch 19, step 926, loss 0.000, test 0.089
Epoch 19, step 927, loss 0.769, test 0.089
Epoch 19, step 928, loss 0.109, test 0.089
Epoch 19, step 929, loss 0.036, test 0.089
Epoch 19, step 930, loss 0.075, test 0.089
Epoch 19, step 931, loss 0.173, test 0.089
Epoch 19, step 932, loss 0.106, test 0.089
Epoch 19, step 933, loss 0.014, test 0.089
Epoch 19, step 934, loss 0.780, test 0.088
Epoch 19, step 935, loss 0.104, test 0.088
Epoch 19, step 936, loss 0.070, test 0.088
Epoch 19, step 937, loss 0.021, test 0.088
Epoch 19, step 938, loss 0.268, test 0.088
Epoch 19, step 939, loss 0.687, test 0.088
Epoch 19, step 940, loss 0.007, test 0.088
Epoch 19, step 941, loss 0.020, test 0.088
Epoch 19, step 942, loss 0.021, test 0.088
Epoch 19, step 943, loss 0.144, test 0.088
Epoch 19, step 944, loss 0.051, test 0.088
Epoch 19, step 945, loss 0.092, test 0.088
Epoch 19, step 946, loss 0.011, test 0.088
Epoch 19, step 947, loss 0.587, test 0.088
Epoch 19, step 948, loss 0.044, test 0.088
Epoch 19, step 949, loss 0.003, test 0.088
Epoch 19, step 950, loss 0.334, test 0.088
Epoch 19, step 951, loss 0.137, test 0.088
Epoch 19, step 952, loss 0.000, test 0.088
Epoch 19, step 953, loss 0.000, test 0.088
Epoch 19, step 954, loss 0.000, test 0.088
Epoch 19, step 955, loss 0.023, test 0.088
Epoch 19, step 956, loss 0.054, test 0.088
Epoch 19, step 957, loss 0.194, test 0.088
Epoch 19, step 958, loss 0.047, test 0.088
Epoch 19, step 959, loss 0.179, test 0.088
Epoch 19, step 960, loss 0.277, test 0.088
Epoch 19, step 961, loss 0.074, test 0.088
Epoch 19, step 962, loss 0.034, test 0.088
Epoch 19, step 963, loss 0.002, test 0.088
Epoch 19, step 964, loss 0.013, test 0.088
Epoch 19, step 965, loss 0.010, test 0.088
Epoch 19, step 966, loss 0.193, test 0.088
Epoch 19, step 967, loss 0.128, test 0.088
Epoch 19, step 968, loss 0.172, test 0.088
Epoch 19, step 969, loss 0.194, test 0.088
Epoch 19, step 970, loss 0.026, test 0.088
Epoch 19, step 971, loss 0.056, test 0.088
Epoch 19, step 972, loss 0.021, test 0.088
Epoch 19, step 973, loss 0.127, test 0.088
Epoch 19, step 974, loss 0.018, test 0.088
Epoch 19, step 975, loss 0.062, test 0.088
Epoch 19, step 976, loss 0.199, test 0.088
Epoch 19, step 977, loss 0.180, test 0.088
Epoch 19, step 978, loss 0.160, test 0.088
Epoch 19, step 979, loss 0.152, test 0.088
Epoch 19, step 980, loss 1.160, test 0.088
Epoch 19, step 981, loss 0.086, test 0.088
Epoch 19, step 982, loss 0.040, test 0.088
Epoch 19, step 983, loss 0.081, test 0.088
Epoch 19, step 984, loss 0.000, test 0.088
Epoch 19, step 985, loss 0.080, test 0.088
Epoch 19, step 986, loss 0.136, test 0.088
Epoch 19, step 987, loss 0.063, test 0.088
Epoch 19, step 988, loss 0.001, test 0.088
Epoch 19, step 989, loss 0.085, test 0.088
Epoch 19, step 990, loss 0.194, test 0.088
Epoch 19, step 991, loss 0.328, test 0.088
Epoch 19, step 992, loss 0.123, test 0.088
Epoch 19, step 993, loss 0.318, test 0.088
Epoch 19, step 994, loss 0.006, test 0.088
Epoch 19, step 995, loss 0.037, test 0.088
Epoch 19, step 996, loss 0.375, test 0.088
Epoch 19, step 997, loss 0.249, test 0.088
Epoch 19, step 998, loss 0.059, test 0.088
Epoch 19, step 999, loss 0.001, test 0.088

thetas = np.array(jax.tree_util.tree_leaves(path))

# 2D plot of the parameters evolution
fig, ax = plt.subplots(figsize=FIGURE_SIZES["full_standard"])
ax.plot(thetas[:, 1], thetas[:, 2], color="0.15", lw=1.0, label="SGD path")
# Correct values
ax.scatter([-2], [1.5], marker="o", color="black", label="True value")
ax.set(xlabel=r"$\theta_0$", ylabel=r"$\theta_1$", title="SGD path")
plt.legend(loc='best', frameon=False)
finalize_axes(keep_box=False)

# Parameters per iteration
fig, ax = plt.subplots(figsize=FIGURE_SIZES["full_standard"])
markevery = max(1, thetas.shape[0] // 12)
ax.plot(thetas[:, 0], color="0.10", linestyle="-", marker="o", markevery=markevery, markersize=3, label=r"$\theta_0$")
ax.plot(thetas[:, 1], color="0.35", linestyle="--", marker="s", markevery=markevery, markersize=3, label=r"$\theta_1$")
ax.plot(thetas[:, 2], color="0.60", linestyle="-.", marker="^", markevery=markevery, markersize=3, label=r"$\theta_2$")
ax.axhline(-2, color="0.10", linestyle=":", lw=1, label="Generating values")
ax.axhline(1.5, color="0.35", linestyle=":", lw=1)
ax.axhline(0, color="0.60", linestyle=":", lw=1)
ax.set(xlabel="Iteration", ylabel=r"$\theta$", title="SGD path")
plt.legend(loc='best', frameon=False)
sns.despine(trim=True);

# The losses
fig, ax = plt.subplots(figsize=FIGURE_SIZES["full_standard"])
markevery = max(1, len(losses) // 12)
ax.plot(losses, color="0.10", linestyle="-", marker="o", markevery=markevery, markersize=3, label="Train")
ax.plot(test_losses, color="0.45", linestyle="--", marker="s", markevery=markevery, markersize=3, label="Test")
ax.set(xlabel="Iteration", ylabel="Loss", title="Loss")
plt.legend(loc='best', frameon=False)
sns.despine(trim=True);

Minibatch SGD

Now let’s do the same thing with minibatches of data. Suppose we have a data set of size \(N\) and we want to use a minibatch size of \(M\). Then, our update rule becomes:

\[ \theta_{t+1} = \theta_t - \alpha_t \frac{1}{M} \sum_{j=1}^M \nabla_\theta l(f(x_{i_j}, \theta_t), y_{i_j}), \]

where \(i_1, i_2, \ldots, i_M\) are indices of the data points in the minibatch.

There are two main reasons why we use minibatches:

1. It is more efficient to compute the gradient of a minibatch than the gradient of a single data point. This is because we can use vectorized operations.

2. A bigger minibatch size leads to a more accurate estimate of the gradient than a smaller minibatch size.

Smaller batches produce noisier gradient estimates; larger batches reduce that noise but require more work per update. Batch size also affects hardware efficiency and the path taken through the loss landscape, so we choose it together with the learning-rate schedule.

# The function below generates batches of data
def data_generator(X, y, batch_size, shuffle=True):
    num_samples = X.shape[0]
    indices = np.arange(num_samples)
    if shuffle:
        np.random.shuffle(indices)
    
    for start_idx in range(0, num_samples, batch_size):
        end_idx = min(start_idx + batch_size, num_samples)
        batch_indices = indices[start_idx:end_idx]
        yield X[batch_indices], y[batch_indices]

def train_batch(
        model,
        x, y,
        optimizer,
        x_test, y_test,
        n_batch=10,
        n_epochs=10,
        freq=1,
    ):
    
    # This is the loss function
    @eqx.filter_jit
    def loss(model, x, y):
        y_pred = model(x)
        return optax.l2_loss(y_pred, y).mean()

    # This is the step of the optimizer. We **always** jit:
    @eqx.filter_jit
    def step(opt_state, model, xi, yi):
        value, grads = eqx.filter_value_and_grad(loss)(model, xi, yi)
        updates, opt_state = optimizer.update(grads, opt_state)
        model = eqx.apply_updates(model, updates)
        return model, opt_state, value
    
    # The state of the optimizer
    opt_state = optimizer.init(model)
    # The path of the model
    path = []
    # The path of the test loss
    losses = []
    # The path of the test accuracy
    test_losses = []
    for e in range(n_epochs):
        for i, (xb, yb) in enumerate(data_generator(x, y, n_batch)):
            model, opt_state, value = step(opt_state, model, xb, yb)
            if i % freq == 0:
                path.append(model)
                losses.append(value)
                test_losses.append(loss(model, x_test, y_test))
                print(f"Epoch {e}, step {i}, loss {value:.3f}, test {test_losses[-1]:.3f}")
    return model, path, losses, test_losses

Let’s train. We will do more epochs this time because we are doing less updates per epoch. And we also adjust the learning rate a bit.

key, subkey = jrandom.split(key)
model = MyModel(subkey)

learning_rate_schedule = optax.exponential_decay(0.01, 50 * N/10, 0.01)
optimizer = optax.sgd(learning_rate=learning_rate_schedule, momentum=0.5, nesterov=True)

model, path, losses, test_losses = train_batch(
    model,
    X, y,
    optimizer,
    X_test, y_test,
    n_batch=10,
    n_epochs=50,
)

Show code cell output

Hide code cell output

Epoch 0, step 0, loss 1.780, test 3.705
Epoch 0, step 1, loss 0.578, test 3.655
Epoch 0, step 2, loss 0.301, test 3.611
Epoch 0, step 3, loss 0.619, test 3.567
Epoch 0, step 4, loss 1.272, test 3.450
Epoch 0, step 5, loss 1.515, test 3.317
Epoch 0, step 6, loss 1.940, test 3.172
Epoch 0, step 7, loss 0.935, test 3.097
Epoch 0, step 8, loss 1.684, test 2.960
Epoch 0, step 9, loss 0.779, test 2.895
Epoch 0, step 10, loss 0.811, test 2.810
Epoch 0, step 11, loss 0.276, test 2.778
Epoch 0, step 12, loss 1.314, test 2.701
Epoch 0, step 13, loss 1.668, test 2.611
Epoch 0, step 14, loss 0.998, test 2.534
Epoch 0, step 15, loss 0.700, test 2.479
Epoch 0, step 16, loss 1.063, test 2.380
Epoch 0, step 17, loss 0.841, test 2.336
Epoch 0, step 18, loss 0.573, test 2.299
Epoch 0, step 19, loss 0.359, test 2.255
Epoch 0, step 20, loss 0.666, test 2.255
Epoch 0, step 21, loss 0.798, test 2.203
Epoch 0, step 22, loss 1.153, test 2.025
Epoch 0, step 23, loss 1.499, test 1.810
Epoch 0, step 24, loss 0.477, test 1.768
Epoch 0, step 25, loss 0.200, test 1.745
Epoch 0, step 26, loss 0.558, test 1.687
Epoch 0, step 27, loss 0.766, test 1.612
Epoch 0, step 28, loss 0.358, test 1.593
Epoch 0, step 29, loss 0.477, test 1.570
Epoch 0, step 30, loss 0.488, test 1.559
Epoch 0, step 31, loss 0.383, test 1.557
Epoch 0, step 32, loss 0.161, test 1.557
Epoch 0, step 33, loss 0.376, test 1.540
Epoch 0, step 34, loss 0.360, test 1.528
Epoch 0, step 35, loss 0.389, test 1.511
Epoch 0, step 36, loss 0.971, test 1.432
Epoch 0, step 37, loss 0.870, test 1.279
Epoch 0, step 38, loss 0.358, test 1.243
Epoch 0, step 39, loss 0.632, test 1.164
Epoch 0, step 40, loss 0.266, test 1.136
Epoch 0, step 41, loss 0.396, test 1.106
Epoch 0, step 42, loss 0.668, test 1.054
Epoch 0, step 43, loss 0.413, test 1.044
Epoch 0, step 44, loss 0.374, test 1.027
Epoch 0, step 45, loss 0.097, test 1.021
Epoch 0, step 46, loss 0.342, test 1.000
Epoch 0, step 47, loss 0.171, test 0.993
Epoch 0, step 48, loss 0.556, test 0.991
Epoch 0, step 49, loss 0.150, test 0.993
Epoch 0, step 50, loss 0.211, test 0.989
Epoch 0, step 51, loss 0.336, test 0.984
Epoch 0, step 52, loss 0.235, test 0.992
Epoch 0, step 53, loss 0.321, test 0.996
Epoch 0, step 54, loss 0.180, test 1.001
Epoch 0, step 55, loss 1.154, test 0.814
Epoch 0, step 56, loss 0.350, test 0.782
Epoch 0, step 57, loss 0.487, test 0.732
Epoch 0, step 58, loss 0.488, test 0.678
Epoch 0, step 59, loss 0.062, test 0.666
Epoch 0, step 60, loss 0.429, test 0.649
Epoch 0, step 61, loss 0.381, test 0.638
Epoch 0, step 62, loss 0.244, test 0.623
Epoch 0, step 63, loss 0.280, test 0.620
Epoch 0, step 64, loss 0.265, test 0.612
Epoch 0, step 65, loss 0.207, test 0.600
Epoch 0, step 66, loss 0.299, test 0.595
Epoch 0, step 67, loss 0.169, test 0.584
Epoch 0, step 68, loss 0.398, test 0.565
Epoch 0, step 69, loss 0.206, test 0.547
Epoch 0, step 70, loss 0.199, test 0.520
Epoch 0, step 71, loss 0.167, test 0.512
Epoch 0, step 72, loss 0.192, test 0.501
Epoch 0, step 73, loss 0.257, test 0.500
Epoch 0, step 74, loss 0.183, test 0.495
Epoch 0, step 75, loss 0.210, test 0.496
Epoch 0, step 76, loss 0.375, test 0.493
Epoch 0, step 77, loss 0.170, test 0.488
Epoch 0, step 78, loss 0.305, test 0.470
Epoch 0, step 79, loss 0.145, test 0.463
Epoch 0, step 80, loss 0.147, test 0.455
Epoch 0, step 81, loss 0.546, test 0.426
Epoch 0, step 82, loss 0.110, test 0.420
Epoch 0, step 83, loss 0.202, test 0.415
Epoch 0, step 84, loss 0.156, test 0.414
Epoch 0, step 85, loss 0.121, test 0.414
Epoch 0, step 86, loss 0.373, test 0.401
Epoch 0, step 87, loss 0.065, test 0.399
Epoch 0, step 88, loss 0.173, test 0.393
Epoch 0, step 89, loss 0.278, test 0.378
Epoch 0, step 90, loss 0.138, test 0.375
Epoch 0, step 91, loss 0.479, test 0.319
Epoch 0, step 92, loss 0.189, test 0.301
Epoch 0, step 93, loss 0.158, test 0.283
Epoch 0, step 94, loss 0.118, test 0.272
Epoch 0, step 95, loss 0.270, test 0.263
Epoch 0, step 96, loss 0.310, test 0.250
Epoch 0, step 97, loss 0.225, test 0.246
Epoch 0, step 98, loss 0.206, test 0.242
Epoch 0, step 99, loss 0.223, test 0.233
Epoch 1, step 0, loss 0.126, test 0.227
Epoch 1, step 1, loss 0.195, test 0.224
Epoch 1, step 2, loss 0.167, test 0.221
Epoch 1, step 3, loss 0.123, test 0.219
Epoch 1, step 4, loss 0.140, test 0.217
Epoch 1, step 5, loss 0.207, test 0.212
Epoch 1, step 6, loss 0.171, test 0.208
Epoch 1, step 7, loss 0.151, test 0.203
Epoch 1, step 8, loss 0.115, test 0.199
Epoch 1, step 9, loss 0.111, test 0.197
Epoch 1, step 10, loss 0.054, test 0.195
Epoch 1, step 11, loss 0.157, test 0.197
Epoch 1, step 12, loss 0.137, test 0.194
Epoch 1, step 13, loss 0.221, test 0.194
Epoch 1, step 14, loss 0.092, test 0.191
Epoch 1, step 15, loss 0.198, test 0.191
Epoch 1, step 16, loss 0.264, test 0.187
Epoch 1, step 17, loss 0.100, test 0.184
Epoch 1, step 18, loss 0.093, test 0.182
Epoch 1, step 19, loss 0.053, test 0.180
Epoch 1, step 20, loss 0.183, test 0.176
Epoch 1, step 21, loss 0.191, test 0.171
Epoch 1, step 22, loss 0.171, test 0.168
Epoch 1, step 23, loss 0.113, test 0.171
Epoch 1, step 24, loss 0.089, test 0.168
Epoch 1, step 25, loss 0.208, test 0.165
Epoch 1, step 26, loss 0.174, test 0.162
Epoch 1, step 27, loss 0.201, test 0.157
Epoch 1, step 28, loss 0.064, test 0.155
Epoch 1, step 29, loss 0.179, test 0.156
Epoch 1, step 30, loss 0.188, test 0.159
Epoch 1, step 31, loss 0.076, test 0.159
Epoch 1, step 32, loss 0.191, test 0.158
Epoch 1, step 33, loss 0.153, test 0.156
Epoch 1, step 34, loss 0.150, test 0.154
Epoch 1, step 35, loss 0.122, test 0.151
Epoch 1, step 36, loss 0.192, test 0.152
Epoch 1, step 37, loss 0.061, test 0.152
Epoch 1, step 38, loss 0.044, test 0.153
Epoch 1, step 39, loss 0.056, test 0.155
Epoch 1, step 40, loss 0.116, test 0.155
Epoch 1, step 41, loss 0.280, test 0.158
Epoch 1, step 42, loss 0.230, test 0.158
Epoch 1, step 43, loss 0.165, test 0.161
Epoch 1, step 44, loss 0.245, test 0.164
Epoch 1, step 45, loss 0.150, test 0.165
Epoch 1, step 46, loss 0.154, test 0.156
Epoch 1, step 47, loss 0.232, test 0.137
Epoch 1, step 48, loss 0.178, test 0.135
Epoch 1, step 49, loss 0.184, test 0.133
Epoch 1, step 50, loss 0.124, test 0.131
Epoch 1, step 51, loss 0.086, test 0.131
Epoch 1, step 52, loss 0.059, test 0.129
Epoch 1, step 53, loss 0.155, test 0.129
Epoch 1, step 54, loss 0.287, test 0.130
Epoch 1, step 55, loss 0.090, test 0.131
Epoch 1, step 56, loss 0.094, test 0.131
Epoch 1, step 57, loss 0.087, test 0.129
Epoch 1, step 58, loss 0.178, test 0.127
Epoch 1, step 59, loss 0.044, test 0.127
Epoch 1, step 60, loss 0.155, test 0.125
Epoch 1, step 61, loss 0.209, test 0.124
Epoch 1, step 62, loss 0.049, test 0.123
Epoch 1, step 63, loss 0.174, test 0.120
Epoch 1, step 64, loss 0.132, test 0.117
Epoch 1, step 65, loss 0.088, test 0.117
Epoch 1, step 66, loss 0.223, test 0.115
Epoch 1, step 67, loss 0.147, test 0.113
Epoch 1, step 68, loss 0.083, test 0.111
Epoch 1, step 69, loss 0.087, test 0.111
Epoch 1, step 70, loss 0.118, test 0.108
Epoch 1, step 71, loss 0.043, test 0.108
Epoch 1, step 72, loss 0.118, test 0.107
Epoch 1, step 73, loss 0.113, test 0.107
Epoch 1, step 74, loss 0.258, test 0.108
Epoch 1, step 75, loss 0.104, test 0.107
Epoch 1, step 76, loss 0.119, test 0.106
Epoch 1, step 77, loss 0.156, test 0.106
Epoch 1, step 78, loss 0.126, test 0.106
Epoch 1, step 79, loss 0.130, test 0.104
Epoch 1, step 80, loss 0.230, test 0.103
Epoch 1, step 81, loss 0.177, test 0.103
Epoch 1, step 82, loss 0.092, test 0.103
Epoch 1, step 83, loss 0.237, test 0.102
Epoch 1, step 84, loss 0.210, test 0.104
Epoch 1, step 85, loss 0.114, test 0.103
Epoch 1, step 86, loss 0.137, test 0.102
Epoch 1, step 87, loss 0.124, test 0.100
Epoch 1, step 88, loss 0.101, test 0.101
Epoch 1, step 89, loss 0.107, test 0.102
Epoch 1, step 90, loss 0.098, test 0.101
Epoch 1, step 91, loss 0.171, test 0.100
Epoch 1, step 92, loss 0.160, test 0.100
Epoch 1, step 93, loss 0.065, test 0.101
Epoch 1, step 94, loss 0.145, test 0.098
Epoch 1, step 95, loss 0.169, test 0.097
Epoch 1, step 96, loss 0.126, test 0.097
Epoch 1, step 97, loss 0.177, test 0.097
Epoch 1, step 98, loss 0.121, test 0.095
Epoch 1, step 99, loss 0.189, test 0.094
Epoch 2, step 0, loss 0.303, test 0.094
Epoch 2, step 1, loss 0.125, test 0.093
Epoch 2, step 2, loss 0.104, test 0.093
Epoch 2, step 3, loss 0.038, test 0.093
Epoch 2, step 4, loss 0.118, test 0.093
Epoch 2, step 5, loss 0.092, test 0.093
Epoch 2, step 6, loss 0.136, test 0.094
Epoch 2, step 7, loss 0.286, test 0.091
Epoch 2, step 8, loss 0.107, test 0.090
Epoch 2, step 9, loss 0.154, test 0.089
Epoch 2, step 10, loss 0.090, test 0.090
Epoch 2, step 11, loss 0.137, test 0.091
Epoch 2, step 12, loss 0.173, test 0.094
Epoch 2, step 13, loss 0.168, test 0.095
Epoch 2, step 14, loss 0.108, test 0.096
Epoch 2, step 15, loss 0.254, test 0.095
Epoch 2, step 16, loss 0.169, test 0.094
Epoch 2, step 17, loss 0.081, test 0.095
Epoch 2, step 18, loss 0.163, test 0.095
Epoch 2, step 19, loss 0.055, test 0.096
Epoch 2, step 20, loss 0.191, test 0.094
Epoch 2, step 21, loss 0.170, test 0.093
Epoch 2, step 22, loss 0.256, test 0.092
Epoch 2, step 23, loss 0.153, test 0.091
Epoch 2, step 24, loss 0.095, test 0.092
Epoch 2, step 25, loss 0.043, test 0.093
Epoch 2, step 26, loss 0.293, test 0.092
Epoch 2, step 27, loss 0.040, test 0.093
Epoch 2, step 28, loss 0.133, test 0.093
Epoch 2, step 29, loss 0.055, test 0.093
Epoch 2, step 30, loss 0.075, test 0.093
Epoch 2, step 31, loss 0.076, test 0.093
Epoch 2, step 32, loss 0.197, test 0.094
Epoch 2, step 33, loss 0.103, test 0.094
Epoch 2, step 34, loss 0.065, test 0.094
Epoch 2, step 35, loss 0.129, test 0.093
Epoch 2, step 36, loss 0.164, test 0.093
Epoch 2, step 37, loss 0.170, test 0.092
Epoch 2, step 38, loss 0.127, test 0.092
Epoch 2, step 39, loss 0.150, test 0.092
Epoch 2, step 40, loss 0.200, test 0.092
Epoch 2, step 41, loss 0.103, test 0.092
Epoch 2, step 42, loss 0.278, test 0.093
Epoch 2, step 43, loss 0.161, test 0.094
Epoch 2, step 44, loss 0.223, test 0.095
Epoch 2, step 45, loss 0.045, test 0.096
Epoch 2, step 46, loss 0.062, test 0.096
Epoch 2, step 47, loss 0.239, test 0.095
Epoch 2, step 48, loss 0.155, test 0.093
Epoch 2, step 49, loss 0.159, test 0.095
Epoch 2, step 50, loss 0.174, test 0.094
Epoch 2, step 51, loss 0.083, test 0.096
Epoch 2, step 52, loss 0.184, test 0.096
Epoch 2, step 53, loss 0.041, test 0.097
Epoch 2, step 54, loss 0.073, test 0.097
Epoch 2, step 55, loss 0.097, test 0.097
Epoch 2, step 56, loss 0.163, test 0.097
Epoch 2, step 57, loss 0.108, test 0.096
Epoch 2, step 58, loss 0.199, test 0.096
Epoch 2, step 59, loss 0.038, test 0.096
Epoch 2, step 60, loss 0.246, test 0.094
Epoch 2, step 61, loss 0.099, test 0.093
Epoch 2, step 62, loss 0.041, test 0.092
Epoch 2, step 63, loss 0.064, test 0.092
Epoch 2, step 64, loss 0.113, test 0.091
Epoch 2, step 65, loss 0.088, test 0.091
Epoch 2, step 66, loss 0.110, test 0.091
Epoch 2, step 67, loss 0.098, test 0.093
Epoch 2, step 68, loss 0.167, test 0.091
Epoch 2, step 69, loss 0.118, test 0.092
Epoch 2, step 70, loss 0.078, test 0.092
Epoch 2, step 71, loss 0.118, test 0.092
Epoch 2, step 72, loss 0.061, test 0.092
Epoch 2, step 73, loss 0.075, test 0.092
Epoch 2, step 74, loss 0.130, test 0.092
Epoch 2, step 75, loss 0.207, test 0.088
Epoch 2, step 76, loss 0.125, test 0.087
Epoch 2, step 77, loss 0.247, test 0.087
Epoch 2, step 78, loss 0.078, test 0.087
Epoch 2, step 79, loss 0.107, test 0.087
Epoch 2, step 80, loss 0.140, test 0.087
Epoch 2, step 81, loss 0.070, test 0.086
Epoch 2, step 82, loss 0.094, test 0.086
Epoch 2, step 83, loss 0.063, test 0.086
Epoch 2, step 84, loss 0.163, test 0.086
Epoch 2, step 85, loss 0.143, test 0.086
Epoch 2, step 86, loss 0.089, test 0.086
Epoch 2, step 87, loss 0.225, test 0.086
Epoch 2, step 88, loss 0.073, test 0.087
Epoch 2, step 89, loss 0.111, test 0.087
Epoch 2, step 90, loss 0.140, test 0.086
Epoch 2, step 91, loss 0.077, test 0.086
Epoch 2, step 92, loss 0.109, test 0.086
Epoch 2, step 93, loss 0.098, test 0.086
Epoch 2, step 94, loss 0.080, test 0.086
Epoch 2, step 95, loss 0.123, test 0.086
Epoch 2, step 96, loss 0.096, test 0.087
Epoch 2, step 97, loss 0.166, test 0.087
Epoch 2, step 98, loss 0.092, test 0.087
Epoch 2, step 99, loss 0.115, test 0.085
Epoch 3, step 0, loss 0.057, test 0.084
Epoch 3, step 1, loss 0.178, test 0.084
Epoch 3, step 2, loss 0.143, test 0.085
Epoch 3, step 3, loss 0.148, test 0.085
Epoch 3, step 4, loss 0.108, test 0.085
Epoch 3, step 5, loss 0.119, test 0.086
Epoch 3, step 6, loss 0.108, test 0.085
Epoch 3, step 7, loss 0.086, test 0.085
Epoch 3, step 8, loss 0.020, test 0.085
Epoch 3, step 9, loss 0.180, test 0.085
Epoch 3, step 10, loss 0.103, test 0.085
Epoch 3, step 11, loss 0.206, test 0.084
Epoch 3, step 12, loss 0.105, test 0.085
Epoch 3, step 13, loss 0.169, test 0.084
Epoch 3, step 14, loss 0.083, test 0.085
Epoch 3, step 15, loss 0.150, test 0.083
Epoch 3, step 16, loss 0.157, test 0.083
Epoch 3, step 17, loss 0.200, test 0.083
Epoch 3, step 18, loss 0.201, test 0.084
Epoch 3, step 19, loss 0.098, test 0.084
Epoch 3, step 20, loss 0.097, test 0.085
Epoch 3, step 21, loss 0.211, test 0.085
Epoch 3, step 22, loss 0.074, test 0.085
Epoch 3, step 23, loss 0.213, test 0.086
Epoch 3, step 24, loss 0.082, test 0.086
Epoch 3, step 25, loss 0.115, test 0.085
Epoch 3, step 26, loss 0.249, test 0.086
Epoch 3, step 27, loss 0.081, test 0.085
Epoch 3, step 28, loss 0.060, test 0.085
Epoch 3, step 29, loss 0.117, test 0.086
Epoch 3, step 30, loss 0.111, test 0.086
Epoch 3, step 31, loss 0.127, test 0.086
Epoch 3, step 32, loss 0.084, test 0.086
Epoch 3, step 33, loss 0.059, test 0.085
Epoch 3, step 34, loss 0.122, test 0.087
Epoch 3, step 35, loss 0.120, test 0.087

Epoch 3, step 36, loss 0.274, test 0.088
Epoch 3, step 37, loss 0.074, test 0.087
Epoch 3, step 38, loss 0.076, test 0.086
Epoch 3, step 39, loss 0.080, test 0.087
Epoch 3, step 40, loss 0.098, test 0.088
Epoch 3, step 41, loss 0.235, test 0.087
Epoch 3, step 42, loss 0.047, test 0.087
Epoch 3, step 43, loss 0.091, test 0.087
Epoch 3, step 44, loss 0.092, test 0.086
Epoch 3, step 45, loss 0.132, test 0.086
Epoch 3, step 46, loss 0.160, test 0.086
Epoch 3, step 47, loss 0.039, test 0.086
Epoch 3, step 48, loss 0.134, test 0.087
Epoch 3, step 49, loss 0.128, test 0.087
Epoch 3, step 50, loss 0.101, test 0.087
Epoch 3, step 51, loss 0.079, test 0.087
Epoch 3, step 52, loss 0.244, test 0.087
Epoch 3, step 53, loss 0.132, test 0.087
Epoch 3, step 54, loss 0.091, test 0.086
Epoch 3, step 55, loss 0.115, test 0.086
Epoch 3, step 56, loss 0.072, test 0.086
Epoch 3, step 57, loss 0.131, test 0.086
Epoch 3, step 58, loss 0.220, test 0.085
Epoch 3, step 59, loss 0.208, test 0.084
Epoch 3, step 60, loss 0.127, test 0.083
Epoch 3, step 61, loss 0.067, test 0.084
Epoch 3, step 62, loss 0.127, test 0.083
Epoch 3, step 63, loss 0.061, test 0.084
Epoch 3, step 64, loss 0.046, test 0.083
Epoch 3, step 65, loss 0.101, test 0.082
Epoch 3, step 66, loss 0.289, test 0.083
Epoch 3, step 67, loss 0.044, test 0.083
Epoch 3, step 68, loss 0.136, test 0.083
Epoch 3, step 69, loss 0.251, test 0.084
Epoch 3, step 70, loss 0.406, test 0.084
Epoch 3, step 71, loss 0.168, test 0.084
Epoch 3, step 72, loss 0.145, test 0.084
Epoch 3, step 73, loss 0.041, test 0.084
Epoch 3, step 74, loss 0.068, test 0.084
Epoch 3, step 75, loss 0.132, test 0.084
Epoch 3, step 76, loss 0.110, test 0.084
Epoch 3, step 77, loss 0.272, test 0.084
Epoch 3, step 78, loss 0.266, test 0.083
Epoch 3, step 79, loss 0.069, test 0.083
Epoch 3, step 80, loss 0.140, test 0.085
Epoch 3, step 81, loss 0.050, test 0.085
Epoch 3, step 82, loss 0.179, test 0.086
Epoch 3, step 83, loss 0.079, test 0.086
Epoch 3, step 84, loss 0.232, test 0.086
Epoch 3, step 85, loss 0.115, test 0.086
Epoch 3, step 86, loss 0.246, test 0.087
Epoch 3, step 87, loss 0.058, test 0.088
Epoch 3, step 88, loss 0.128, test 0.088
Epoch 3, step 89, loss 0.065, test 0.087
Epoch 3, step 90, loss 0.106, test 0.089
Epoch 3, step 91, loss 0.076, test 0.090
Epoch 3, step 92, loss 0.100, test 0.089
Epoch 3, step 93, loss 0.154, test 0.087
Epoch 3, step 94, loss 0.099, test 0.086
Epoch 3, step 95, loss 0.114, test 0.086
Epoch 3, step 96, loss 0.067, test 0.086
Epoch 3, step 97, loss 0.153, test 0.087
Epoch 3, step 98, loss 0.033, test 0.086
Epoch 3, step 99, loss 0.155, test 0.086
Epoch 4, step 0, loss 0.104, test 0.086
Epoch 4, step 1, loss 0.163, test 0.086
Epoch 4, step 2, loss 0.092, test 0.086
Epoch 4, step 3, loss 0.200, test 0.086
Epoch 4, step 4, loss 0.227, test 0.086
Epoch 4, step 5, loss 0.064, test 0.086
Epoch 4, step 6, loss 0.051, test 0.086
Epoch 4, step 7, loss 0.038, test 0.087
Epoch 4, step 8, loss 0.095, test 0.087
Epoch 4, step 9, loss 0.100, test 0.087
Epoch 4, step 10, loss 0.190, test 0.087
Epoch 4, step 11, loss 0.153, test 0.088
Epoch 4, step 12, loss 0.095, test 0.088
Epoch 4, step 13, loss 0.168, test 0.088
Epoch 4, step 14, loss 0.161, test 0.088
Epoch 4, step 15, loss 0.142, test 0.087
Epoch 4, step 16, loss 0.061, test 0.087
Epoch 4, step 17, loss 0.168, test 0.087
Epoch 4, step 18, loss 0.133, test 0.090
Epoch 4, step 19, loss 0.140, test 0.090
Epoch 4, step 20, loss 0.207, test 0.090
Epoch 4, step 21, loss 0.106, test 0.089
Epoch 4, step 22, loss 0.114, test 0.091
Epoch 4, step 23, loss 0.092, test 0.091
Epoch 4, step 24, loss 0.107, test 0.090
Epoch 4, step 25, loss 0.114, test 0.089
Epoch 4, step 26, loss 0.169, test 0.088
Epoch 4, step 27, loss 0.034, test 0.088
Epoch 4, step 28, loss 0.096, test 0.086
Epoch 4, step 29, loss 0.084, test 0.086
Epoch 4, step 30, loss 0.149, test 0.086
Epoch 4, step 31, loss 0.113, test 0.086
Epoch 4, step 32, loss 0.083, test 0.085
Epoch 4, step 33, loss 0.091, test 0.085
Epoch 4, step 34, loss 0.116, test 0.086
Epoch 4, step 35, loss 0.123, test 0.085
Epoch 4, step 36, loss 0.192, test 0.085
Epoch 4, step 37, loss 0.257, test 0.083
Epoch 4, step 38, loss 0.085, test 0.083
Epoch 4, step 39, loss 0.062, test 0.083
Epoch 4, step 40, loss 0.082, test 0.083
Epoch 4, step 41, loss 0.183, test 0.084
Epoch 4, step 42, loss 0.106, test 0.084
Epoch 4, step 43, loss 0.066, test 0.084
Epoch 4, step 44, loss 0.104, test 0.084
Epoch 4, step 45, loss 0.167, test 0.083
Epoch 4, step 46, loss 0.190, test 0.084
Epoch 4, step 47, loss 0.215, test 0.084
Epoch 4, step 48, loss 0.048, test 0.084
Epoch 4, step 49, loss 0.096, test 0.084
Epoch 4, step 50, loss 0.080, test 0.085
Epoch 4, step 51, loss 0.167, test 0.085
Epoch 4, step 52, loss 0.095, test 0.085
Epoch 4, step 53, loss 0.125, test 0.085
Epoch 4, step 54, loss 0.107, test 0.085
Epoch 4, step 55, loss 0.116, test 0.085
Epoch 4, step 56, loss 0.216, test 0.085
Epoch 4, step 57, loss 0.086, test 0.084
Epoch 4, step 58, loss 0.269, test 0.085
Epoch 4, step 59, loss 0.139, test 0.085
Epoch 4, step 60, loss 0.072, test 0.085
Epoch 4, step 61, loss 0.135, test 0.085
Epoch 4, step 62, loss 0.134, test 0.085
Epoch 4, step 63, loss 0.144, test 0.086
Epoch 4, step 64, loss 0.132, test 0.086
Epoch 4, step 65, loss 0.138, test 0.085
Epoch 4, step 66, loss 0.235, test 0.085
Epoch 4, step 67, loss 0.142, test 0.085
Epoch 4, step 68, loss 0.060, test 0.085
Epoch 4, step 69, loss 0.155, test 0.084
Epoch 4, step 70, loss 0.126, test 0.085
Epoch 4, step 71, loss 0.066, test 0.086
Epoch 4, step 72, loss 0.311, test 0.087
Epoch 4, step 73, loss 0.112, test 0.088
Epoch 4, step 74, loss 0.133, test 0.090
Epoch 4, step 75, loss 0.088, test 0.090
Epoch 4, step 76, loss 0.032, test 0.089
Epoch 4, step 77, loss 0.154, test 0.089
Epoch 4, step 78, loss 0.259, test 0.089
Epoch 4, step 79, loss 0.135, test 0.089
Epoch 4, step 80, loss 0.114, test 0.088
Epoch 4, step 81, loss 0.067, test 0.088
Epoch 4, step 82, loss 0.128, test 0.087
Epoch 4, step 83, loss 0.116, test 0.087
Epoch 4, step 84, loss 0.217, test 0.086
Epoch 4, step 85, loss 0.065, test 0.085
Epoch 4, step 86, loss 0.107, test 0.085
Epoch 4, step 87, loss 0.253, test 0.085
Epoch 4, step 88, loss 0.046, test 0.085
Epoch 4, step 89, loss 0.126, test 0.085
Epoch 4, step 90, loss 0.111, test 0.086
Epoch 4, step 91, loss 0.152, test 0.086
Epoch 4, step 92, loss 0.113, test 0.086
Epoch 4, step 93, loss 0.099, test 0.087
Epoch 4, step 94, loss 0.208, test 0.086
Epoch 4, step 95, loss 0.084, test 0.086
Epoch 4, step 96, loss 0.083, test 0.087
Epoch 4, step 97, loss 0.025, test 0.087
Epoch 4, step 98, loss 0.254, test 0.087
Epoch 4, step 99, loss 0.108, test 0.087
Epoch 5, step 0, loss 0.123, test 0.087
Epoch 5, step 1, loss 0.126, test 0.087
Epoch 5, step 2, loss 0.151, test 0.087
Epoch 5, step 3, loss 0.037, test 0.086
Epoch 5, step 4, loss 0.138, test 0.087
Epoch 5, step 5, loss 0.084, test 0.089
Epoch 5, step 6, loss 0.126, test 0.089
Epoch 5, step 7, loss 0.168, test 0.088
Epoch 5, step 8, loss 0.128, test 0.088
Epoch 5, step 9, loss 0.115, test 0.088
Epoch 5, step 10, loss 0.075, test 0.088
Epoch 5, step 11, loss 0.180, test 0.089
Epoch 5, step 12, loss 0.062, test 0.089
Epoch 5, step 13, loss 0.077, test 0.089
Epoch 5, step 14, loss 0.079, test 0.089
Epoch 5, step 15, loss 0.104, test 0.088
Epoch 5, step 16, loss 0.168, test 0.088
Epoch 5, step 17, loss 0.183, test 0.088
Epoch 5, step 18, loss 0.179, test 0.088
Epoch 5, step 19, loss 0.127, test 0.087
Epoch 5, step 20, loss 0.066, test 0.088
Epoch 5, step 21, loss 0.101, test 0.088
Epoch 5, step 22, loss 0.115, test 0.088
Epoch 5, step 23, loss 0.238, test 0.087
Epoch 5, step 24, loss 0.104, test 0.087
Epoch 5, step 25, loss 0.238, test 0.089
Epoch 5, step 26, loss 0.134, test 0.089
Epoch 5, step 27, loss 0.125, test 0.090
Epoch 5, step 28, loss 0.231, test 0.091
Epoch 5, step 29, loss 0.093, test 0.090
Epoch 5, step 30, loss 0.138, test 0.087
Epoch 5, step 31, loss 0.078, test 0.087
Epoch 5, step 32, loss 0.092, test 0.087
Epoch 5, step 33, loss 0.171, test 0.088
Epoch 5, step 34, loss 0.204, test 0.087
Epoch 5, step 35, loss 0.139, test 0.088
Epoch 5, step 36, loss 0.093, test 0.088
Epoch 5, step 37, loss 0.103, test 0.088
Epoch 5, step 38, loss 0.085, test 0.088
Epoch 5, step 39, loss 0.059, test 0.087
Epoch 5, step 40, loss 0.103, test 0.086
Epoch 5, step 41, loss 0.340, test 0.086
Epoch 5, step 42, loss 0.260, test 0.085
Epoch 5, step 43, loss 0.082, test 0.085
Epoch 5, step 44, loss 0.196, test 0.085
Epoch 5, step 45, loss 0.064, test 0.084
Epoch 5, step 46, loss 0.060, test 0.084
Epoch 5, step 47, loss 0.367, test 0.085
Epoch 5, step 48, loss 0.132, test 0.085
Epoch 5, step 49, loss 0.095, test 0.086
Epoch 5, step 50, loss 0.097, test 0.085
Epoch 5, step 51, loss 0.112, test 0.085
Epoch 5, step 52, loss 0.095, test 0.085
Epoch 5, step 53, loss 0.131, test 0.085
Epoch 5, step 54, loss 0.148, test 0.085
Epoch 5, step 55, loss 0.087, test 0.085
Epoch 5, step 56, loss 0.122, test 0.085
Epoch 5, step 57, loss 0.096, test 0.084
Epoch 5, step 58, loss 0.140, test 0.084
Epoch 5, step 59, loss 0.093, test 0.085
Epoch 5, step 60, loss 0.048, test 0.085
Epoch 5, step 61, loss 0.034, test 0.084
Epoch 5, step 62, loss 0.156, test 0.085
Epoch 5, step 63, loss 0.171, test 0.085
Epoch 5, step 64, loss 0.118, test 0.085
Epoch 5, step 65, loss 0.106, test 0.085
Epoch 5, step 66, loss 0.110, test 0.085
Epoch 5, step 67, loss 0.090, test 0.085
Epoch 5, step 68, loss 0.087, test 0.084
Epoch 5, step 69, loss 0.085, test 0.084
Epoch 5, step 70, loss 0.156, test 0.084
Epoch 5, step 71, loss 0.144, test 0.084
Epoch 5, step 72, loss 0.247, test 0.085
Epoch 5, step 73, loss 0.029, test 0.086
Epoch 5, step 74, loss 0.071, test 0.086
Epoch 5, step 75, loss 0.102, test 0.086
Epoch 5, step 76, loss 0.207, test 0.087
Epoch 5, step 77, loss 0.130, test 0.087
Epoch 5, step 78, loss 0.183, test 0.087
Epoch 5, step 79, loss 0.100, test 0.086
Epoch 5, step 80, loss 0.149, test 0.086
Epoch 5, step 81, loss 0.085, test 0.085
Epoch 5, step 82, loss 0.138, test 0.085
Epoch 5, step 83, loss 0.056, test 0.085
Epoch 5, step 84, loss 0.379, test 0.085
Epoch 5, step 85, loss 0.090, test 0.085
Epoch 5, step 86, loss 0.064, test 0.085
Epoch 5, step 87, loss 0.115, test 0.086
Epoch 5, step 88, loss 0.244, test 0.086
Epoch 5, step 89, loss 0.093, test 0.085
Epoch 5, step 90, loss 0.171, test 0.085
Epoch 5, step 91, loss 0.040, test 0.084
Epoch 5, step 92, loss 0.146, test 0.085
Epoch 5, step 93, loss 0.136, test 0.085
Epoch 5, step 94, loss 0.111, test 0.085
Epoch 5, step 95, loss 0.228, test 0.085
Epoch 5, step 96, loss 0.094, test 0.086
Epoch 5, step 97, loss 0.116, test 0.087
Epoch 5, step 98, loss 0.097, test 0.089
Epoch 5, step 99, loss 0.070, test 0.089
Epoch 6, step 0, loss 0.188, test 0.088
Epoch 6, step 1, loss 0.071, test 0.088
Epoch 6, step 2, loss 0.272, test 0.088
Epoch 6, step 3, loss 0.150, test 0.087
Epoch 6, step 4, loss 0.061, test 0.088
Epoch 6, step 5, loss 0.142, test 0.088
Epoch 6, step 6, loss 0.052, test 0.088
Epoch 6, step 7, loss 0.114, test 0.089
Epoch 6, step 8, loss 0.153, test 0.089
Epoch 6, step 9, loss 0.095, test 0.089
Epoch 6, step 10, loss 0.061, test 0.089
Epoch 6, step 11, loss 0.125, test 0.090
Epoch 6, step 12, loss 0.095, test 0.089
Epoch 6, step 13, loss 0.075, test 0.089
Epoch 6, step 14, loss 0.186, test 0.092
Epoch 6, step 15, loss 0.077, test 0.092
Epoch 6, step 16, loss 0.291, test 0.094
Epoch 6, step 17, loss 0.075, test 0.094
Epoch 6, step 18, loss 0.233, test 0.094
Epoch 6, step 19, loss 0.090, test 0.094
Epoch 6, step 20, loss 0.132, test 0.093
Epoch 6, step 21, loss 0.099, test 0.093
Epoch 6, step 22, loss 0.157, test 0.094
Epoch 6, step 23, loss 0.096, test 0.093
Epoch 6, step 24, loss 0.156, test 0.093
Epoch 6, step 25, loss 0.063, test 0.093
Epoch 6, step 26, loss 0.242, test 0.094
Epoch 6, step 27, loss 0.070, test 0.095
Epoch 6, step 28, loss 0.140, test 0.094
Epoch 6, step 29, loss 0.083, test 0.091
Epoch 6, step 30, loss 0.186, test 0.090
Epoch 6, step 31, loss 0.298, test 0.090
Epoch 6, step 32, loss 0.087, test 0.090
Epoch 6, step 33, loss 0.088, test 0.093
Epoch 6, step 34, loss 0.054, test 0.092
Epoch 6, step 35, loss 0.041, test 0.091
Epoch 6, step 36, loss 0.062, test 0.089
Epoch 6, step 37, loss 0.139, test 0.087
Epoch 6, step 38, loss 0.058, test 0.085
Epoch 6, step 39, loss 0.214, test 0.084
Epoch 6, step 40, loss 0.263, test 0.084
Epoch 6, step 41, loss 0.152, test 0.084
Epoch 6, step 42, loss 0.126, test 0.083
Epoch 6, step 43, loss 0.096, test 0.083
Epoch 6, step 44, loss 0.231, test 0.082
Epoch 6, step 45, loss 0.143, test 0.084
Epoch 6, step 46, loss 0.153, test 0.084
Epoch 6, step 47, loss 0.137, test 0.084
Epoch 6, step 48, loss 0.177, test 0.086
Epoch 6, step 49, loss 0.175, test 0.085
Epoch 6, step 50, loss 0.084, test 0.085
Epoch 6, step 51, loss 0.067, test 0.085
Epoch 6, step 52, loss 0.148, test 0.085
Epoch 6, step 53, loss 0.076, test 0.084
Epoch 6, step 54, loss 0.284, test 0.085
Epoch 6, step 55, loss 0.143, test 0.086
Epoch 6, step 56, loss 0.090, test 0.086
Epoch 6, step 57, loss 0.058, test 0.086
Epoch 6, step 58, loss 0.137, test 0.086
Epoch 6, step 59, loss 0.059, test 0.086
Epoch 6, step 60, loss 0.100, test 0.086
Epoch 6, step 61, loss 0.061, test 0.086
Epoch 6, step 62, loss 0.053, test 0.086
Epoch 6, step 63, loss 0.105, test 0.086
Epoch 6, step 64, loss 0.090, test 0.086
Epoch 6, step 65, loss 0.083, test 0.086
Epoch 6, step 66, loss 0.168, test 0.086
Epoch 6, step 67, loss 0.257, test 0.086
Epoch 6, step 68, loss 0.296, test 0.085
Epoch 6, step 69, loss 0.092, test 0.085
Epoch 6, step 70, loss 0.186, test 0.085
Epoch 6, step 71, loss 0.151, test 0.086
Epoch 6, step 72, loss 0.193, test 0.086
Epoch 6, step 73, loss 0.208, test 0.086
Epoch 6, step 74, loss 0.156, test 0.086
Epoch 6, step 75, loss 0.112, test 0.086
Epoch 6, step 76, loss 0.130, test 0.086
Epoch 6, step 77, loss 0.228, test 0.087
Epoch 6, step 78, loss 0.098, test 0.087
Epoch 6, step 79, loss 0.152, test 0.086
Epoch 6, step 80, loss 0.150, test 0.086
Epoch 6, step 81, loss 0.082, test 0.087
Epoch 6, step 82, loss 0.040, test 0.087
Epoch 6, step 83, loss 0.069, test 0.087
Epoch 6, step 84, loss 0.089, test 0.087
Epoch 6, step 85, loss 0.136, test 0.088
Epoch 6, step 86, loss 0.108, test 0.086

Epoch 6, step 87, loss 0.075, test 0.086
Epoch 6, step 88, loss 0.139, test 0.086
Epoch 6, step 89, loss 0.127, test 0.085
Epoch 6, step 90, loss 0.072, test 0.085
Epoch 6, step 91, loss 0.095, test 0.085
Epoch 6, step 92, loss 0.045, test 0.086
Epoch 6, step 93, loss 0.135, test 0.085
Epoch 6, step 94, loss 0.227, test 0.085
Epoch 6, step 95, loss 0.074, test 0.086
Epoch 6, step 96, loss 0.124, test 0.088
Epoch 6, step 97, loss 0.090, test 0.088
Epoch 6, step 98, loss 0.057, test 0.088
Epoch 6, step 99, loss 0.114, test 0.088
Epoch 7, step 0, loss 0.080, test 0.088
Epoch 7, step 1, loss 0.091, test 0.088
Epoch 7, step 2, loss 0.159, test 0.088
Epoch 7, step 3, loss 0.128, test 0.087
Epoch 7, step 4, loss 0.059, test 0.087
Epoch 7, step 5, loss 0.298, test 0.088
Epoch 7, step 6, loss 0.161, test 0.088
Epoch 7, step 7, loss 0.067, test 0.087
Epoch 7, step 8, loss 0.086, test 0.088
Epoch 7, step 9, loss 0.182, test 0.087
Epoch 7, step 10, loss 0.119, test 0.087
Epoch 7, step 11, loss 0.114, test 0.087
Epoch 7, step 12, loss 0.156, test 0.089
Epoch 7, step 13, loss 0.056, test 0.089
Epoch 7, step 14, loss 0.166, test 0.089
Epoch 7, step 15, loss 0.150, test 0.089
Epoch 7, step 16, loss 0.068, test 0.089
Epoch 7, step 17, loss 0.059, test 0.089
Epoch 7, step 18, loss 0.114, test 0.089
Epoch 7, step 19, loss 0.117, test 0.088
Epoch 7, step 20, loss 0.154, test 0.087
Epoch 7, step 21, loss 0.092, test 0.087
Epoch 7, step 22, loss 0.040, test 0.087
Epoch 7, step 23, loss 0.294, test 0.087
Epoch 7, step 24, loss 0.159, test 0.087
Epoch 7, step 25, loss 0.165, test 0.086
Epoch 7, step 26, loss 0.134, test 0.086
Epoch 7, step 27, loss 0.053, test 0.086
Epoch 7, step 28, loss 0.107, test 0.086
Epoch 7, step 29, loss 0.132, test 0.086
Epoch 7, step 30, loss 0.044, test 0.086
Epoch 7, step 31, loss 0.207, test 0.087
Epoch 7, step 32, loss 0.145, test 0.087
Epoch 7, step 33, loss 0.070, test 0.087
Epoch 7, step 34, loss 0.190, test 0.088
Epoch 7, step 35, loss 0.058, test 0.088
Epoch 7, step 36, loss 0.205, test 0.087
Epoch 7, step 37, loss 0.138, test 0.087
Epoch 7, step 38, loss 0.099, test 0.087
Epoch 7, step 39, loss 0.103, test 0.087
Epoch 7, step 40, loss 0.129, test 0.088
Epoch 7, step 41, loss 0.117, test 0.087
Epoch 7, step 42, loss 0.154, test 0.087
Epoch 7, step 43, loss 0.109, test 0.087
Epoch 7, step 44, loss 0.105, test 0.087
Epoch 7, step 45, loss 0.150, test 0.087
Epoch 7, step 46, loss 0.057, test 0.087
Epoch 7, step 47, loss 0.217, test 0.086
Epoch 7, step 48, loss 0.223, test 0.087
Epoch 7, step 49, loss 0.174, test 0.086
Epoch 7, step 50, loss 0.038, test 0.086
Epoch 7, step 51, loss 0.094, test 0.086
Epoch 7, step 52, loss 0.134, test 0.086
Epoch 7, step 53, loss 0.102, test 0.086
Epoch 7, step 54, loss 0.129, test 0.086
Epoch 7, step 55, loss 0.251, test 0.086
Epoch 7, step 56, loss 0.064, test 0.086
Epoch 7, step 57, loss 0.116, test 0.086
Epoch 7, step 58, loss 0.126, test 0.086
Epoch 7, step 59, loss 0.238, test 0.087
Epoch 7, step 60, loss 0.151, test 0.087
Epoch 7, step 61, loss 0.104, test 0.088
Epoch 7, step 62, loss 0.080, test 0.088
Epoch 7, step 63, loss 0.126, test 0.089
Epoch 7, step 64, loss 0.146, test 0.088
Epoch 7, step 65, loss 0.094, test 0.088
Epoch 7, step 66, loss 0.093, test 0.088
Epoch 7, step 67, loss 0.045, test 0.088
Epoch 7, step 68, loss 0.154, test 0.088
Epoch 7, step 69, loss 0.062, test 0.088
Epoch 7, step 70, loss 0.090, test 0.089
Epoch 7, step 71, loss 0.085, test 0.088
Epoch 7, step 72, loss 0.149, test 0.088
Epoch 7, step 73, loss 0.095, test 0.088
Epoch 7, step 74, loss 0.262, test 0.086
Epoch 7, step 75, loss 0.197, test 0.085
Epoch 7, step 76, loss 0.083, test 0.085
Epoch 7, step 77, loss 0.093, test 0.085
Epoch 7, step 78, loss 0.149, test 0.085
Epoch 7, step 79, loss 0.122, test 0.086
Epoch 7, step 80, loss 0.172, test 0.086
Epoch 7, step 81, loss 0.173, test 0.087
Epoch 7, step 82, loss 0.090, test 0.087
Epoch 7, step 83, loss 0.073, test 0.087
Epoch 7, step 84, loss 0.069, test 0.088
Epoch 7, step 85, loss 0.224, test 0.087
Epoch 7, step 86, loss 0.050, test 0.087
Epoch 7, step 87, loss 0.087, test 0.087
Epoch 7, step 88, loss 0.172, test 0.087
Epoch 7, step 89, loss 0.087, test 0.088
Epoch 7, step 90, loss 0.312, test 0.087
Epoch 7, step 91, loss 0.105, test 0.087
Epoch 7, step 92, loss 0.254, test 0.088
Epoch 7, step 93, loss 0.087, test 0.088
Epoch 7, step 94, loss 0.094, test 0.088
Epoch 7, step 95, loss 0.089, test 0.089
Epoch 7, step 96, loss 0.160, test 0.089
Epoch 7, step 97, loss 0.065, test 0.088
Epoch 7, step 98, loss 0.103, test 0.088
Epoch 7, step 99, loss 0.244, test 0.088
Epoch 8, step 0, loss 0.083, test 0.088
Epoch 8, step 1, loss 0.083, test 0.088
Epoch 8, step 2, loss 0.116, test 0.088
Epoch 8, step 3, loss 0.131, test 0.088
Epoch 8, step 4, loss 0.141, test 0.089
Epoch 8, step 5, loss 0.207, test 0.089
Epoch 8, step 6, loss 0.150, test 0.089
Epoch 8, step 7, loss 0.105, test 0.089
Epoch 8, step 8, loss 0.336, test 0.091
Epoch 8, step 9, loss 0.074, test 0.091
Epoch 8, step 10, loss 0.063, test 0.091
Epoch 8, step 11, loss 0.124, test 0.092
Epoch 8, step 12, loss 0.123, test 0.092
Epoch 8, step 13, loss 0.072, test 0.092
Epoch 8, step 14, loss 0.108, test 0.092
Epoch 8, step 15, loss 0.141, test 0.092
Epoch 8, step 16, loss 0.182, test 0.088
Epoch 8, step 17, loss 0.100, test 0.087
Epoch 8, step 18, loss 0.108, test 0.086
Epoch 8, step 19, loss 0.276, test 0.086
Epoch 8, step 20, loss 0.192, test 0.087
Epoch 8, step 21, loss 0.085, test 0.086
Epoch 8, step 22, loss 0.135, test 0.087
Epoch 8, step 23, loss 0.048, test 0.087
Epoch 8, step 24, loss 0.058, test 0.086
Epoch 8, step 25, loss 0.083, test 0.087
Epoch 8, step 26, loss 0.100, test 0.087
Epoch 8, step 27, loss 0.058, test 0.086
Epoch 8, step 28, loss 0.043, test 0.086
Epoch 8, step 29, loss 0.079, test 0.086
Epoch 8, step 30, loss 0.101, test 0.086
Epoch 8, step 31, loss 0.112, test 0.086
Epoch 8, step 32, loss 0.137, test 0.086
Epoch 8, step 33, loss 0.181, test 0.086
Epoch 8, step 34, loss 0.093, test 0.086
Epoch 8, step 35, loss 0.100, test 0.085
Epoch 8, step 36, loss 0.081, test 0.086
Epoch 8, step 37, loss 0.109, test 0.086
Epoch 8, step 38, loss 0.154, test 0.086
Epoch 8, step 39, loss 0.128, test 0.085
Epoch 8, step 40, loss 0.069, test 0.085
Epoch 8, step 41, loss 0.191, test 0.085
Epoch 8, step 42, loss 0.192, test 0.085
Epoch 8, step 43, loss 0.268, test 0.086
Epoch 8, step 44, loss 0.092, test 0.086
Epoch 8, step 45, loss 0.075, test 0.086
Epoch 8, step 46, loss 0.195, test 0.086
Epoch 8, step 47, loss 0.059, test 0.086
Epoch 8, step 48, loss 0.238, test 0.087
Epoch 8, step 49, loss 0.179, test 0.087
Epoch 8, step 50, loss 0.115, test 0.089
Epoch 8, step 51, loss 0.044, test 0.089
Epoch 8, step 52, loss 0.244, test 0.089
Epoch 8, step 53, loss 0.106, test 0.089
Epoch 8, step 54, loss 0.050, test 0.088
Epoch 8, step 55, loss 0.163, test 0.088
Epoch 8, step 56, loss 0.114, test 0.088
Epoch 8, step 57, loss 0.232, test 0.088
Epoch 8, step 58, loss 0.078, test 0.089
Epoch 8, step 59, loss 0.174, test 0.089
Epoch 8, step 60, loss 0.101, test 0.089
Epoch 8, step 61, loss 0.067, test 0.089
Epoch 8, step 62, loss 0.281, test 0.089
Epoch 8, step 63, loss 0.169, test 0.089
Epoch 8, step 64, loss 0.104, test 0.089
Epoch 8, step 65, loss 0.291, test 0.089
Epoch 8, step 66, loss 0.133, test 0.089
Epoch 8, step 67, loss 0.092, test 0.088
Epoch 8, step 68, loss 0.219, test 0.088
Epoch 8, step 69, loss 0.100, test 0.088
Epoch 8, step 70, loss 0.244, test 0.088
Epoch 8, step 71, loss 0.126, test 0.088
Epoch 8, step 72, loss 0.097, test 0.088
Epoch 8, step 73, loss 0.113, test 0.088
Epoch 8, step 74, loss 0.071, test 0.088
Epoch 8, step 75, loss 0.115, test 0.088
Epoch 8, step 76, loss 0.087, test 0.088
Epoch 8, step 77, loss 0.109, test 0.088
Epoch 8, step 78, loss 0.143, test 0.088
Epoch 8, step 79, loss 0.158, test 0.088
Epoch 8, step 80, loss 0.087, test 0.088
Epoch 8, step 81, loss 0.225, test 0.088
Epoch 8, step 82, loss 0.147, test 0.088
Epoch 8, step 83, loss 0.069, test 0.087
Epoch 8, step 84, loss 0.116, test 0.087
Epoch 8, step 85, loss 0.105, test 0.087
Epoch 8, step 86, loss 0.080, test 0.087
Epoch 8, step 87, loss 0.068, test 0.087
Epoch 8, step 88, loss 0.109, test 0.087
Epoch 8, step 89, loss 0.254, test 0.085
Epoch 8, step 90, loss 0.186, test 0.086
Epoch 8, step 91, loss 0.134, test 0.085
Epoch 8, step 92, loss 0.137, test 0.086
Epoch 8, step 93, loss 0.103, test 0.085
Epoch 8, step 94, loss 0.075, test 0.085
Epoch 8, step 95, loss 0.126, test 0.085
Epoch 8, step 96, loss 0.051, test 0.086
Epoch 8, step 97, loss 0.120, test 0.086
Epoch 8, step 98, loss 0.093, test 0.086
Epoch 8, step 99, loss 0.047, test 0.086
Epoch 9, step 0, loss 0.053, test 0.086
Epoch 9, step 1, loss 0.135, test 0.086
Epoch 9, step 2, loss 0.158, test 0.086
Epoch 9, step 3, loss 0.056, test 0.086
Epoch 9, step 4, loss 0.095, test 0.087
Epoch 9, step 5, loss 0.065, test 0.086
Epoch 9, step 6, loss 0.041, test 0.086
Epoch 9, step 7, loss 0.272, test 0.087
Epoch 9, step 8, loss 0.157, test 0.087
Epoch 9, step 9, loss 0.119, test 0.087
Epoch 9, step 10, loss 0.149, test 0.087
Epoch 9, step 11, loss 0.151, test 0.087
Epoch 9, step 12, loss 0.070, test 0.087
Epoch 9, step 13, loss 0.180, test 0.087
Epoch 9, step 14, loss 0.042, test 0.087
Epoch 9, step 15, loss 0.149, test 0.087
Epoch 9, step 16, loss 0.236, test 0.088
Epoch 9, step 17, loss 0.212, test 0.088
Epoch 9, step 18, loss 0.138, test 0.088
Epoch 9, step 19, loss 0.057, test 0.087
Epoch 9, step 20, loss 0.100, test 0.087
Epoch 9, step 21, loss 0.334, test 0.087
Epoch 9, step 22, loss 0.142, test 0.087
Epoch 9, step 23, loss 0.110, test 0.088
Epoch 9, step 24, loss 0.058, test 0.089
Epoch 9, step 25, loss 0.085, test 0.088
Epoch 9, step 26, loss 0.107, test 0.088
Epoch 9, step 27, loss 0.146, test 0.089
Epoch 9, step 28, loss 0.220, test 0.087
Epoch 9, step 29, loss 0.077, test 0.087
Epoch 9, step 30, loss 0.089, test 0.087
Epoch 9, step 31, loss 0.157, test 0.087
Epoch 9, step 32, loss 0.070, test 0.088
Epoch 9, step 33, loss 0.127, test 0.088
Epoch 9, step 34, loss 0.114, test 0.088
Epoch 9, step 35, loss 0.063, test 0.088
Epoch 9, step 36, loss 0.113, test 0.088
Epoch 9, step 37, loss 0.162, test 0.088
Epoch 9, step 38, loss 0.141, test 0.088
Epoch 9, step 39, loss 0.058, test 0.088
Epoch 9, step 40, loss 0.108, test 0.087
Epoch 9, step 41, loss 0.162, test 0.087
Epoch 9, step 42, loss 0.091, test 0.087
Epoch 9, step 43, loss 0.093, test 0.087
Epoch 9, step 44, loss 0.323, test 0.087
Epoch 9, step 45, loss 0.058, test 0.086
Epoch 9, step 46, loss 0.111, test 0.086
Epoch 9, step 47, loss 0.047, test 0.086
Epoch 9, step 48, loss 0.137, test 0.086
Epoch 9, step 49, loss 0.198, test 0.086
Epoch 9, step 50, loss 0.133, test 0.085
Epoch 9, step 51, loss 0.229, test 0.086
Epoch 9, step 52, loss 0.109, test 0.086
Epoch 9, step 53, loss 0.059, test 0.086
Epoch 9, step 54, loss 0.113, test 0.086
Epoch 9, step 55, loss 0.186, test 0.086
Epoch 9, step 56, loss 0.206, test 0.086
Epoch 9, step 57, loss 0.081, test 0.086
Epoch 9, step 58, loss 0.157, test 0.087
Epoch 9, step 59, loss 0.068, test 0.087
Epoch 9, step 60, loss 0.103, test 0.087
Epoch 9, step 61, loss 0.055, test 0.087
Epoch 9, step 62, loss 0.070, test 0.087
Epoch 9, step 63, loss 0.058, test 0.087
Epoch 9, step 64, loss 0.045, test 0.087
Epoch 9, step 65, loss 0.116, test 0.088
Epoch 9, step 66, loss 0.158, test 0.088
Epoch 9, step 67, loss 0.121, test 0.089
Epoch 9, step 68, loss 0.091, test 0.089
Epoch 9, step 69, loss 0.214, test 0.089
Epoch 9, step 70, loss 0.083, test 0.090
Epoch 9, step 71, loss 0.091, test 0.090
Epoch 9, step 72, loss 0.094, test 0.091
Epoch 9, step 73, loss 0.059, test 0.091
Epoch 9, step 74, loss 0.296, test 0.091
Epoch 9, step 75, loss 0.110, test 0.091
Epoch 9, step 76, loss 0.184, test 0.091
Epoch 9, step 77, loss 0.220, test 0.091
Epoch 9, step 78, loss 0.098, test 0.091
Epoch 9, step 79, loss 0.196, test 0.090
Epoch 9, step 80, loss 0.120, test 0.090
Epoch 9, step 81, loss 0.150, test 0.088
Epoch 9, step 82, loss 0.071, test 0.088
Epoch 9, step 83, loss 0.316, test 0.089
Epoch 9, step 84, loss 0.201, test 0.089
Epoch 9, step 85, loss 0.083, test 0.089
Epoch 9, step 86, loss 0.149, test 0.089
Epoch 9, step 87, loss 0.124, test 0.089
Epoch 9, step 88, loss 0.113, test 0.088
Epoch 9, step 89, loss 0.257, test 0.088
Epoch 9, step 90, loss 0.064, test 0.088
Epoch 9, step 91, loss 0.126, test 0.088
Epoch 9, step 92, loss 0.128, test 0.088
Epoch 9, step 93, loss 0.124, test 0.088
Epoch 9, step 94, loss 0.076, test 0.088
Epoch 9, step 95, loss 0.164, test 0.088
Epoch 9, step 96, loss 0.043, test 0.088
Epoch 9, step 97, loss 0.046, test 0.088
Epoch 9, step 98, loss 0.163, test 0.087
Epoch 9, step 99, loss 0.163, test 0.087
Epoch 10, step 0, loss 0.116, test 0.086
Epoch 10, step 1, loss 0.126, test 0.086
Epoch 10, step 2, loss 0.225, test 0.087
Epoch 10, step 3, loss 0.064, test 0.087
Epoch 10, step 4, loss 0.178, test 0.087
Epoch 10, step 5, loss 0.071, test 0.087
Epoch 10, step 6, loss 0.137, test 0.087
Epoch 10, step 7, loss 0.158, test 0.087
Epoch 10, step 8, loss 0.062, test 0.087
Epoch 10, step 9, loss 0.165, test 0.089
Epoch 10, step 10, loss 0.172, test 0.088
Epoch 10, step 11, loss 0.178, test 0.088
Epoch 10, step 12, loss 0.129, test 0.088
Epoch 10, step 13, loss 0.118, test 0.088
Epoch 10, step 14, loss 0.185, test 0.088
Epoch 10, step 15, loss 0.097, test 0.088
Epoch 10, step 16, loss 0.087, test 0.088
Epoch 10, step 17, loss 0.197, test 0.087
Epoch 10, step 18, loss 0.062, test 0.086
Epoch 10, step 19, loss 0.185, test 0.088
Epoch 10, step 20, loss 0.114, test 0.088
Epoch 10, step 21, loss 0.157, test 0.087
Epoch 10, step 22, loss 0.098, test 0.087
Epoch 10, step 23, loss 0.118, test 0.087
Epoch 10, step 24, loss 0.162, test 0.087
Epoch 10, step 25, loss 0.105, test 0.086
Epoch 10, step 26, loss 0.020, test 0.086
Epoch 10, step 27, loss 0.250, test 0.084
Epoch 10, step 28, loss 0.163, test 0.083
Epoch 10, step 29, loss 0.112, test 0.083
Epoch 10, step 30, loss 0.094, test 0.083
Epoch 10, step 31, loss 0.160, test 0.083
Epoch 10, step 32, loss 0.097, test 0.084
Epoch 10, step 33, loss 0.063, test 0.083

Epoch 10, step 34, loss 0.281, test 0.084
Epoch 10, step 35, loss 0.044, test 0.084
Epoch 10, step 36, loss 0.074, test 0.084
Epoch 10, step 37, loss 0.122, test 0.084
Epoch 10, step 38, loss 0.085, test 0.084
Epoch 10, step 39, loss 0.063, test 0.084
Epoch 10, step 40, loss 0.103, test 0.084
Epoch 10, step 41, loss 0.053, test 0.084
Epoch 10, step 42, loss 0.066, test 0.084
Epoch 10, step 43, loss 0.191, test 0.084
Epoch 10, step 44, loss 0.230, test 0.084
Epoch 10, step 45, loss 0.022, test 0.084
Epoch 10, step 46, loss 0.093, test 0.084
Epoch 10, step 47, loss 0.139, test 0.084
Epoch 10, step 48, loss 0.090, test 0.084
Epoch 10, step 49, loss 0.219, test 0.084
Epoch 10, step 50, loss 0.088, test 0.085
Epoch 10, step 51, loss 0.109, test 0.085
Epoch 10, step 52, loss 0.091, test 0.086
Epoch 10, step 53, loss 0.184, test 0.086
Epoch 10, step 54, loss 0.142, test 0.086
Epoch 10, step 55, loss 0.172, test 0.085
Epoch 10, step 56, loss 0.094, test 0.084
Epoch 10, step 57, loss 0.153, test 0.084
Epoch 10, step 58, loss 0.089, test 0.084
Epoch 10, step 59, loss 0.176, test 0.084
Epoch 10, step 60, loss 0.081, test 0.084
Epoch 10, step 61, loss 0.265, test 0.084
Epoch 10, step 62, loss 0.114, test 0.084
Epoch 10, step 63, loss 0.045, test 0.084
Epoch 10, step 64, loss 0.191, test 0.084
Epoch 10, step 65, loss 0.222, test 0.084
Epoch 10, step 66, loss 0.093, test 0.084
Epoch 10, step 67, loss 0.184, test 0.083
Epoch 10, step 68, loss 0.196, test 0.083
Epoch 10, step 69, loss 0.209, test 0.083
Epoch 10, step 70, loss 0.185, test 0.083
Epoch 10, step 71, loss 0.104, test 0.084
Epoch 10, step 72, loss 0.120, test 0.084
Epoch 10, step 73, loss 0.047, test 0.084
Epoch 10, step 74, loss 0.163, test 0.084
Epoch 10, step 75, loss 0.165, test 0.084
Epoch 10, step 76, loss 0.138, test 0.085
Epoch 10, step 77, loss 0.089, test 0.085
Epoch 10, step 78, loss 0.034, test 0.085
Epoch 10, step 79, loss 0.172, test 0.085
Epoch 10, step 80, loss 0.111, test 0.086
Epoch 10, step 81, loss 0.187, test 0.086
Epoch 10, step 82, loss 0.091, test 0.087
Epoch 10, step 83, loss 0.086, test 0.087
Epoch 10, step 84, loss 0.216, test 0.087
Epoch 10, step 85, loss 0.066, test 0.086
Epoch 10, step 86, loss 0.048, test 0.086
Epoch 10, step 87, loss 0.087, test 0.086
Epoch 10, step 88, loss 0.180, test 0.086
Epoch 10, step 89, loss 0.119, test 0.086
Epoch 10, step 90, loss 0.149, test 0.086
Epoch 10, step 91, loss 0.258, test 0.086
Epoch 10, step 92, loss 0.090, test 0.086
Epoch 10, step 93, loss 0.052, test 0.086
Epoch 10, step 94, loss 0.127, test 0.086
Epoch 10, step 95, loss 0.114, test 0.087
Epoch 10, step 96, loss 0.132, test 0.087
Epoch 10, step 97, loss 0.089, test 0.087
Epoch 10, step 98, loss 0.159, test 0.088
Epoch 10, step 99, loss 0.049, test 0.087
Epoch 11, step 0, loss 0.076, test 0.087
Epoch 11, step 1, loss 0.155, test 0.088
Epoch 11, step 2, loss 0.046, test 0.088
Epoch 11, step 3, loss 0.116, test 0.088
Epoch 11, step 4, loss 0.096, test 0.088
Epoch 11, step 5, loss 0.152, test 0.089
Epoch 11, step 6, loss 0.076, test 0.089
Epoch 11, step 7, loss 0.093, test 0.089
Epoch 11, step 8, loss 0.089, test 0.089
Epoch 11, step 9, loss 0.125, test 0.089
Epoch 11, step 10, loss 0.218, test 0.089
Epoch 11, step 11, loss 0.122, test 0.089
Epoch 11, step 12, loss 0.161, test 0.089
Epoch 11, step 13, loss 0.074, test 0.089
Epoch 11, step 14, loss 0.113, test 0.089
Epoch 11, step 15, loss 0.074, test 0.089
Epoch 11, step 16, loss 0.063, test 0.088
Epoch 11, step 17, loss 0.118, test 0.088
Epoch 11, step 18, loss 0.259, test 0.088
Epoch 11, step 19, loss 0.129, test 0.089
Epoch 11, step 20, loss 0.088, test 0.089
Epoch 11, step 21, loss 0.077, test 0.089
Epoch 11, step 22, loss 0.059, test 0.089
Epoch 11, step 23, loss 0.121, test 0.090
Epoch 11, step 24, loss 0.127, test 0.089
Epoch 11, step 25, loss 0.132, test 0.087
Epoch 11, step 26, loss 0.106, test 0.087
Epoch 11, step 27, loss 0.217, test 0.088
Epoch 11, step 28, loss 0.056, test 0.087
Epoch 11, step 29, loss 0.111, test 0.087
Epoch 11, step 30, loss 0.057, test 0.086
Epoch 11, step 31, loss 0.127, test 0.086
Epoch 11, step 32, loss 0.089, test 0.086
Epoch 11, step 33, loss 0.163, test 0.086
Epoch 11, step 34, loss 0.135, test 0.086
Epoch 11, step 35, loss 0.165, test 0.086
Epoch 11, step 36, loss 0.100, test 0.086
Epoch 11, step 37, loss 0.185, test 0.086
Epoch 11, step 38, loss 0.067, test 0.086
Epoch 11, step 39, loss 0.098, test 0.086
Epoch 11, step 40, loss 0.144, test 0.086
Epoch 11, step 41, loss 0.101, test 0.086
Epoch 11, step 42, loss 0.270, test 0.086
Epoch 11, step 43, loss 0.025, test 0.086
Epoch 11, step 44, loss 0.181, test 0.087
Epoch 11, step 45, loss 0.207, test 0.087
Epoch 11, step 46, loss 0.064, test 0.087
Epoch 11, step 47, loss 0.169, test 0.086
Epoch 11, step 48, loss 0.246, test 0.086
Epoch 11, step 49, loss 0.200, test 0.086
Epoch 11, step 50, loss 0.154, test 0.086
Epoch 11, step 51, loss 0.117, test 0.086
Epoch 11, step 52, loss 0.281, test 0.085
Epoch 11, step 53, loss 0.076, test 0.085
Epoch 11, step 54, loss 0.086, test 0.085
Epoch 11, step 55, loss 0.067, test 0.085
Epoch 11, step 56, loss 0.149, test 0.086
Epoch 11, step 57, loss 0.079, test 0.086
Epoch 11, step 58, loss 0.214, test 0.086
Epoch 11, step 59, loss 0.092, test 0.086
Epoch 11, step 60, loss 0.120, test 0.086
Epoch 11, step 61, loss 0.088, test 0.086
Epoch 11, step 62, loss 0.112, test 0.086
Epoch 11, step 63, loss 0.106, test 0.086
Epoch 11, step 64, loss 0.111, test 0.086
Epoch 11, step 65, loss 0.161, test 0.086
Epoch 11, step 66, loss 0.091, test 0.086
Epoch 11, step 67, loss 0.232, test 0.087
Epoch 11, step 68, loss 0.153, test 0.087
Epoch 11, step 69, loss 0.135, test 0.086
Epoch 11, step 70, loss 0.224, test 0.086
Epoch 11, step 71, loss 0.107, test 0.086
Epoch 11, step 72, loss 0.238, test 0.085
Epoch 11, step 73, loss 0.124, test 0.085
Epoch 11, step 74, loss 0.039, test 0.085
Epoch 11, step 75, loss 0.062, test 0.086
Epoch 11, step 76, loss 0.087, test 0.086
Epoch 11, step 77, loss 0.054, test 0.086
Epoch 11, step 78, loss 0.171, test 0.086
Epoch 11, step 79, loss 0.082, test 0.087
Epoch 11, step 80, loss 0.081, test 0.086
Epoch 11, step 81, loss 0.220, test 0.086
Epoch 11, step 82, loss 0.182, test 0.086
Epoch 11, step 83, loss 0.153, test 0.086
Epoch 11, step 84, loss 0.181, test 0.086
Epoch 11, step 85, loss 0.095, test 0.087
Epoch 11, step 86, loss 0.158, test 0.087
Epoch 11, step 87, loss 0.082, test 0.087
Epoch 11, step 88, loss 0.148, test 0.087
Epoch 11, step 89, loss 0.086, test 0.087
Epoch 11, step 90, loss 0.118, test 0.088
Epoch 11, step 91, loss 0.111, test 0.088
Epoch 11, step 92, loss 0.133, test 0.088
Epoch 11, step 93, loss 0.045, test 0.088
Epoch 11, step 94, loss 0.145, test 0.089
Epoch 11, step 95, loss 0.282, test 0.088
Epoch 11, step 96, loss 0.205, test 0.087
Epoch 11, step 97, loss 0.070, test 0.088
Epoch 11, step 98, loss 0.132, test 0.087
Epoch 11, step 99, loss 0.131, test 0.087
Epoch 12, step 0, loss 0.063, test 0.087
Epoch 12, step 1, loss 0.153, test 0.087
Epoch 12, step 2, loss 0.041, test 0.087
Epoch 12, step 3, loss 0.212, test 0.087
Epoch 12, step 4, loss 0.129, test 0.087
Epoch 12, step 5, loss 0.126, test 0.087
Epoch 12, step 6, loss 0.201, test 0.087
Epoch 12, step 7, loss 0.139, test 0.086
Epoch 12, step 8, loss 0.141, test 0.086
Epoch 12, step 9, loss 0.080, test 0.086
Epoch 12, step 10, loss 0.074, test 0.086
Epoch 12, step 11, loss 0.122, test 0.086
Epoch 12, step 12, loss 0.092, test 0.086
Epoch 12, step 13, loss 0.088, test 0.086
Epoch 12, step 14, loss 0.197, test 0.086
Epoch 12, step 15, loss 0.118, test 0.086
Epoch 12, step 16, loss 0.124, test 0.087
Epoch 12, step 17, loss 0.105, test 0.087
Epoch 12, step 18, loss 0.094, test 0.087
Epoch 12, step 19, loss 0.139, test 0.086
Epoch 12, step 20, loss 0.098, test 0.086
Epoch 12, step 21, loss 0.129, test 0.086
Epoch 12, step 22, loss 0.132, test 0.086
Epoch 12, step 23, loss 0.092, test 0.086
Epoch 12, step 24, loss 0.096, test 0.086
Epoch 12, step 25, loss 0.109, test 0.086
Epoch 12, step 26, loss 0.271, test 0.086
Epoch 12, step 27, loss 0.090, test 0.086
Epoch 12, step 28, loss 0.145, test 0.086
Epoch 12, step 29, loss 0.106, test 0.086
Epoch 12, step 30, loss 0.047, test 0.086
Epoch 12, step 31, loss 0.106, test 0.086
Epoch 12, step 32, loss 0.161, test 0.086
Epoch 12, step 33, loss 0.233, test 0.087
Epoch 12, step 34, loss 0.163, test 0.087
Epoch 12, step 35, loss 0.185, test 0.087
Epoch 12, step 36, loss 0.117, test 0.087
Epoch 12, step 37, loss 0.237, test 0.087
Epoch 12, step 38, loss 0.170, test 0.087
Epoch 12, step 39, loss 0.161, test 0.087
Epoch 12, step 40, loss 0.270, test 0.087
Epoch 12, step 41, loss 0.072, test 0.087
Epoch 12, step 42, loss 0.221, test 0.087
Epoch 12, step 43, loss 0.134, test 0.087
Epoch 12, step 44, loss 0.140, test 0.087
Epoch 12, step 45, loss 0.049, test 0.086
Epoch 12, step 46, loss 0.240, test 0.086
Epoch 12, step 47, loss 0.144, test 0.086
Epoch 12, step 48, loss 0.160, test 0.086
Epoch 12, step 49, loss 0.108, test 0.086
Epoch 12, step 50, loss 0.104, test 0.087
Epoch 12, step 51, loss 0.190, test 0.087
Epoch 12, step 52, loss 0.179, test 0.087
Epoch 12, step 53, loss 0.055, test 0.087
Epoch 12, step 54, loss 0.114, test 0.087
Epoch 12, step 55, loss 0.245, test 0.088
Epoch 12, step 56, loss 0.090, test 0.088
Epoch 12, step 57, loss 0.126, test 0.088
Epoch 12, step 58, loss 0.072, test 0.088
Epoch 12, step 59, loss 0.100, test 0.088
Epoch 12, step 60, loss 0.206, test 0.089
Epoch 12, step 61, loss 0.061, test 0.089
Epoch 12, step 62, loss 0.168, test 0.090
Epoch 12, step 63, loss 0.214, test 0.090
Epoch 12, step 64, loss 0.331, test 0.090
Epoch 12, step 65, loss 0.123, test 0.088
Epoch 12, step 66, loss 0.103, test 0.089
Epoch 12, step 67, loss 0.092, test 0.089
Epoch 12, step 68, loss 0.107, test 0.089
Epoch 12, step 69, loss 0.080, test 0.089
Epoch 12, step 70, loss 0.101, test 0.089
Epoch 12, step 71, loss 0.144, test 0.088
Epoch 12, step 72, loss 0.080, test 0.088
Epoch 12, step 73, loss 0.204, test 0.088
Epoch 12, step 74, loss 0.087, test 0.088
Epoch 12, step 75, loss 0.079, test 0.088
Epoch 12, step 76, loss 0.050, test 0.087
Epoch 12, step 77, loss 0.075, test 0.087
Epoch 12, step 78, loss 0.106, test 0.088
Epoch 12, step 79, loss 0.214, test 0.088
Epoch 12, step 80, loss 0.088, test 0.088
Epoch 12, step 81, loss 0.152, test 0.087
Epoch 12, step 82, loss 0.083, test 0.087
Epoch 12, step 83, loss 0.076, test 0.087
Epoch 12, step 84, loss 0.071, test 0.087
Epoch 12, step 85, loss 0.079, test 0.087
Epoch 12, step 86, loss 0.139, test 0.087
Epoch 12, step 87, loss 0.166, test 0.087
Epoch 12, step 88, loss 0.062, test 0.087
Epoch 12, step 89, loss 0.156, test 0.087
Epoch 12, step 90, loss 0.042, test 0.086
Epoch 12, step 91, loss 0.073, test 0.087
Epoch 12, step 92, loss 0.105, test 0.087
Epoch 12, step 93, loss 0.104, test 0.087
Epoch 12, step 94, loss 0.141, test 0.086
Epoch 12, step 95, loss 0.223, test 0.087
Epoch 12, step 96, loss 0.064, test 0.087
Epoch 12, step 97, loss 0.098, test 0.087
Epoch 12, step 98, loss 0.101, test 0.088
Epoch 12, step 99, loss 0.069, test 0.088
Epoch 13, step 0, loss 0.175, test 0.087
Epoch 13, step 1, loss 0.160, test 0.087
Epoch 13, step 2, loss 0.100, test 0.086
Epoch 13, step 3, loss 0.164, test 0.086
Epoch 13, step 4, loss 0.203, test 0.087
Epoch 13, step 5, loss 0.233, test 0.087
Epoch 13, step 6, loss 0.105, test 0.087
Epoch 13, step 7, loss 0.084, test 0.087
Epoch 13, step 8, loss 0.066, test 0.087
Epoch 13, step 9, loss 0.041, test 0.087
Epoch 13, step 10, loss 0.114, test 0.086
Epoch 13, step 11, loss 0.176, test 0.087
Epoch 13, step 12, loss 0.128, test 0.087
Epoch 13, step 13, loss 0.067, test 0.086
Epoch 13, step 14, loss 0.045, test 0.086
Epoch 13, step 15, loss 0.133, test 0.086
Epoch 13, step 16, loss 0.099, test 0.086
Epoch 13, step 17, loss 0.078, test 0.086
Epoch 13, step 18, loss 0.087, test 0.086
Epoch 13, step 19, loss 0.271, test 0.086
Epoch 13, step 20, loss 0.106, test 0.086
Epoch 13, step 21, loss 0.063, test 0.086
Epoch 13, step 22, loss 0.067, test 0.087
Epoch 13, step 23, loss 0.151, test 0.087
Epoch 13, step 24, loss 0.263, test 0.087
Epoch 13, step 25, loss 0.075, test 0.087
Epoch 13, step 26, loss 0.116, test 0.087
Epoch 13, step 27, loss 0.090, test 0.087
Epoch 13, step 28, loss 0.234, test 0.087
Epoch 13, step 29, loss 0.089, test 0.086
Epoch 13, step 30, loss 0.050, test 0.086
Epoch 13, step 31, loss 0.104, test 0.086
Epoch 13, step 32, loss 0.084, test 0.086
Epoch 13, step 33, loss 0.145, test 0.086
Epoch 13, step 34, loss 0.129, test 0.086
Epoch 13, step 35, loss 0.128, test 0.086
Epoch 13, step 36, loss 0.044, test 0.086
Epoch 13, step 37, loss 0.076, test 0.087
Epoch 13, step 38, loss 0.083, test 0.086
Epoch 13, step 39, loss 0.184, test 0.086
Epoch 13, step 40, loss 0.381, test 0.086
Epoch 13, step 41, loss 0.082, test 0.086
Epoch 13, step 42, loss 0.075, test 0.086
Epoch 13, step 43, loss 0.223, test 0.086
Epoch 13, step 44, loss 0.133, test 0.086
Epoch 13, step 45, loss 0.111, test 0.086
Epoch 13, step 46, loss 0.135, test 0.086
Epoch 13, step 47, loss 0.237, test 0.086
Epoch 13, step 48, loss 0.155, test 0.086
Epoch 13, step 49, loss 0.167, test 0.086
Epoch 13, step 50, loss 0.142, test 0.085
Epoch 13, step 51, loss 0.136, test 0.086
Epoch 13, step 52, loss 0.103, test 0.086
Epoch 13, step 53, loss 0.071, test 0.086
Epoch 13, step 54, loss 0.291, test 0.086
Epoch 13, step 55, loss 0.111, test 0.086
Epoch 13, step 56, loss 0.151, test 0.087
Epoch 13, step 57, loss 0.073, test 0.087
Epoch 13, step 58, loss 0.049, test 0.087
Epoch 13, step 59, loss 0.090, test 0.087
Epoch 13, step 60, loss 0.151, test 0.087
Epoch 13, step 61, loss 0.085, test 0.087
Epoch 13, step 62, loss 0.227, test 0.086
Epoch 13, step 63, loss 0.107, test 0.087
Epoch 13, step 64, loss 0.187, test 0.087
Epoch 13, step 65, loss 0.076, test 0.088
Epoch 13, step 66, loss 0.157, test 0.087
Epoch 13, step 67, loss 0.147, test 0.088
Epoch 13, step 68, loss 0.119, test 0.087
Epoch 13, step 69, loss 0.076, test 0.088

Epoch 13, step 70, loss 0.027, test 0.088
Epoch 13, step 71, loss 0.118, test 0.087
Epoch 13, step 72, loss 0.200, test 0.087
Epoch 13, step 73, loss 0.087, test 0.087
Epoch 13, step 74, loss 0.072, test 0.087
Epoch 13, step 75, loss 0.049, test 0.087
Epoch 13, step 76, loss 0.159, test 0.087
Epoch 13, step 77, loss 0.072, test 0.086
Epoch 13, step 78, loss 0.085, test 0.086
Epoch 13, step 79, loss 0.108, test 0.086
Epoch 13, step 80, loss 0.147, test 0.086
Epoch 13, step 81, loss 0.174, test 0.087
Epoch 13, step 82, loss 0.111, test 0.087
Epoch 13, step 83, loss 0.288, test 0.087
Epoch 13, step 84, loss 0.046, test 0.086
Epoch 13, step 85, loss 0.149, test 0.086
Epoch 13, step 86, loss 0.080, test 0.086
Epoch 13, step 87, loss 0.120, test 0.086
Epoch 13, step 88, loss 0.229, test 0.087
Epoch 13, step 89, loss 0.057, test 0.087
Epoch 13, step 90, loss 0.153, test 0.088
Epoch 13, step 91, loss 0.141, test 0.088
Epoch 13, step 92, loss 0.168, test 0.088
Epoch 13, step 93, loss 0.130, test 0.088
Epoch 13, step 94, loss 0.138, test 0.088
Epoch 13, step 95, loss 0.229, test 0.087
Epoch 13, step 96, loss 0.122, test 0.087
Epoch 13, step 97, loss 0.160, test 0.087
Epoch 13, step 98, loss 0.073, test 0.087
Epoch 13, step 99, loss 0.061, test 0.088
Epoch 14, step 0, loss 0.242, test 0.088
Epoch 14, step 1, loss 0.083, test 0.088
Epoch 14, step 2, loss 0.170, test 0.088
Epoch 14, step 3, loss 0.101, test 0.088
Epoch 14, step 4, loss 0.084, test 0.089
Epoch 14, step 5, loss 0.146, test 0.088
Epoch 14, step 6, loss 0.191, test 0.089
Epoch 14, step 7, loss 0.250, test 0.089
Epoch 14, step 8, loss 0.169, test 0.089
Epoch 14, step 9, loss 0.110, test 0.089
Epoch 14, step 10, loss 0.110, test 0.089
Epoch 14, step 11, loss 0.330, test 0.087
Epoch 14, step 12, loss 0.195, test 0.087
Epoch 14, step 13, loss 0.105, test 0.087
Epoch 14, step 14, loss 0.087, test 0.087
Epoch 14, step 15, loss 0.033, test 0.087
Epoch 14, step 16, loss 0.114, test 0.087
Epoch 14, step 17, loss 0.228, test 0.087
Epoch 14, step 18, loss 0.128, test 0.087
Epoch 14, step 19, loss 0.173, test 0.087
Epoch 14, step 20, loss 0.224, test 0.087
Epoch 14, step 21, loss 0.089, test 0.087
Epoch 14, step 22, loss 0.083, test 0.087
Epoch 14, step 23, loss 0.203, test 0.087
Epoch 14, step 24, loss 0.106, test 0.087
Epoch 14, step 25, loss 0.074, test 0.087
Epoch 14, step 26, loss 0.136, test 0.088
Epoch 14, step 27, loss 0.139, test 0.088
Epoch 14, step 28, loss 0.233, test 0.087
Epoch 14, step 29, loss 0.077, test 0.087
Epoch 14, step 30, loss 0.209, test 0.087
Epoch 14, step 31, loss 0.077, test 0.087
Epoch 14, step 32, loss 0.155, test 0.087
Epoch 14, step 33, loss 0.088, test 0.087
Epoch 14, step 34, loss 0.158, test 0.087
Epoch 14, step 35, loss 0.091, test 0.086
Epoch 14, step 36, loss 0.075, test 0.086
Epoch 14, step 37, loss 0.113, test 0.087
Epoch 14, step 38, loss 0.051, test 0.087
Epoch 14, step 39, loss 0.190, test 0.087
Epoch 14, step 40, loss 0.129, test 0.087
Epoch 14, step 41, loss 0.130, test 0.087
Epoch 14, step 42, loss 0.168, test 0.086
Epoch 14, step 43, loss 0.155, test 0.086
Epoch 14, step 44, loss 0.142, test 0.086
Epoch 14, step 45, loss 0.315, test 0.087
Epoch 14, step 46, loss 0.115, test 0.087
Epoch 14, step 47, loss 0.028, test 0.087
Epoch 14, step 48, loss 0.104, test 0.087
Epoch 14, step 49, loss 0.140, test 0.087
Epoch 14, step 50, loss 0.162, test 0.087
Epoch 14, step 51, loss 0.117, test 0.087
Epoch 14, step 52, loss 0.100, test 0.087
Epoch 14, step 53, loss 0.181, test 0.087
Epoch 14, step 54, loss 0.134, test 0.087
Epoch 14, step 55, loss 0.168, test 0.087
Epoch 14, step 56, loss 0.110, test 0.087
Epoch 14, step 57, loss 0.098, test 0.087
Epoch 14, step 58, loss 0.122, test 0.088
Epoch 14, step 59, loss 0.120, test 0.087
Epoch 14, step 60, loss 0.157, test 0.087
Epoch 14, step 61, loss 0.161, test 0.087
Epoch 14, step 62, loss 0.118, test 0.087
Epoch 14, step 63, loss 0.197, test 0.087
Epoch 14, step 64, loss 0.160, test 0.087
Epoch 14, step 65, loss 0.090, test 0.088
Epoch 14, step 66, loss 0.082, test 0.087
Epoch 14, step 67, loss 0.096, test 0.087
Epoch 14, step 68, loss 0.183, test 0.087
Epoch 14, step 69, loss 0.126, test 0.087
Epoch 14, step 70, loss 0.116, test 0.087
Epoch 14, step 71, loss 0.040, test 0.087
Epoch 14, step 72, loss 0.158, test 0.087
Epoch 14, step 73, loss 0.104, test 0.087
Epoch 14, step 74, loss 0.047, test 0.087
Epoch 14, step 75, loss 0.049, test 0.087
Epoch 14, step 76, loss 0.058, test 0.087
Epoch 14, step 77, loss 0.086, test 0.087
Epoch 14, step 78, loss 0.115, test 0.087
Epoch 14, step 79, loss 0.054, test 0.087
Epoch 14, step 80, loss 0.097, test 0.087
Epoch 14, step 81, loss 0.128, test 0.087
Epoch 14, step 82, loss 0.205, test 0.088
Epoch 14, step 83, loss 0.093, test 0.088
Epoch 14, step 84, loss 0.069, test 0.088
Epoch 14, step 85, loss 0.081, test 0.088
Epoch 14, step 86, loss 0.144, test 0.089
Epoch 14, step 87, loss 0.169, test 0.088
Epoch 14, step 88, loss 0.138, test 0.088
Epoch 14, step 89, loss 0.099, test 0.088
Epoch 14, step 90, loss 0.081, test 0.088
Epoch 14, step 91, loss 0.129, test 0.088
Epoch 14, step 92, loss 0.208, test 0.087
Epoch 14, step 93, loss 0.088, test 0.088
Epoch 14, step 94, loss 0.052, test 0.088
Epoch 14, step 95, loss 0.139, test 0.087
Epoch 14, step 96, loss 0.099, test 0.087
Epoch 14, step 97, loss 0.085, test 0.087
Epoch 14, step 98, loss 0.062, test 0.087
Epoch 14, step 99, loss 0.090, test 0.087
Epoch 15, step 0, loss 0.069, test 0.087
Epoch 15, step 1, loss 0.154, test 0.087
Epoch 15, step 2, loss 0.032, test 0.087
Epoch 15, step 3, loss 0.095, test 0.087
Epoch 15, step 4, loss 0.066, test 0.087
Epoch 15, step 5, loss 0.335, test 0.087
Epoch 15, step 6, loss 0.077, test 0.087
Epoch 15, step 7, loss 0.174, test 0.087
Epoch 15, step 8, loss 0.114, test 0.087
Epoch 15, step 9, loss 0.020, test 0.087
Epoch 15, step 10, loss 0.116, test 0.087
Epoch 15, step 11, loss 0.036, test 0.087
Epoch 15, step 12, loss 0.066, test 0.087
Epoch 15, step 13, loss 0.202, test 0.087
Epoch 15, step 14, loss 0.155, test 0.087
Epoch 15, step 15, loss 0.182, test 0.086
Epoch 15, step 16, loss 0.039, test 0.086
Epoch 15, step 17, loss 0.199, test 0.086
Epoch 15, step 18, loss 0.111, test 0.086
Epoch 15, step 19, loss 0.127, test 0.086
Epoch 15, step 20, loss 0.074, test 0.087
Epoch 15, step 21, loss 0.098, test 0.086
Epoch 15, step 22, loss 0.298, test 0.087
Epoch 15, step 23, loss 0.094, test 0.087
Epoch 15, step 24, loss 0.126, test 0.086
Epoch 15, step 25, loss 0.200, test 0.087
Epoch 15, step 26, loss 0.152, test 0.087
Epoch 15, step 27, loss 0.230, test 0.087
Epoch 15, step 28, loss 0.246, test 0.087
Epoch 15, step 29, loss 0.123, test 0.087
Epoch 15, step 30, loss 0.132, test 0.088
Epoch 15, step 31, loss 0.166, test 0.087
Epoch 15, step 32, loss 0.146, test 0.087
Epoch 15, step 33, loss 0.157, test 0.087
Epoch 15, step 34, loss 0.078, test 0.087
Epoch 15, step 35, loss 0.039, test 0.087
Epoch 15, step 36, loss 0.118, test 0.087
Epoch 15, step 37, loss 0.088, test 0.087
Epoch 15, step 38, loss 0.158, test 0.088
Epoch 15, step 39, loss 0.202, test 0.086
Epoch 15, step 40, loss 0.101, test 0.087
Epoch 15, step 41, loss 0.086, test 0.087
Epoch 15, step 42, loss 0.091, test 0.086
Epoch 15, step 43, loss 0.129, test 0.086
Epoch 15, step 44, loss 0.132, test 0.086
Epoch 15, step 45, loss 0.144, test 0.086
Epoch 15, step 46, loss 0.085, test 0.086
Epoch 15, step 47, loss 0.121, test 0.086
Epoch 15, step 48, loss 0.061, test 0.086
Epoch 15, step 49, loss 0.141, test 0.086
Epoch 15, step 50, loss 0.175, test 0.086
Epoch 15, step 51, loss 0.145, test 0.086
Epoch 15, step 52, loss 0.106, test 0.086
Epoch 15, step 53, loss 0.121, test 0.086
Epoch 15, step 54, loss 0.103, test 0.087
Epoch 15, step 55, loss 0.072, test 0.087
Epoch 15, step 56, loss 0.188, test 0.087
Epoch 15, step 57, loss 0.262, test 0.087
Epoch 15, step 58, loss 0.087, test 0.087
Epoch 15, step 59, loss 0.076, test 0.086
Epoch 15, step 60, loss 0.201, test 0.087
Epoch 15, step 61, loss 0.066, test 0.086
Epoch 15, step 62, loss 0.106, test 0.086
Epoch 15, step 63, loss 0.066, test 0.086
Epoch 15, step 64, loss 0.159, test 0.087
Epoch 15, step 65, loss 0.092, test 0.087
Epoch 15, step 66, loss 0.100, test 0.087
Epoch 15, step 67, loss 0.102, test 0.087
Epoch 15, step 68, loss 0.139, test 0.087
Epoch 15, step 69, loss 0.091, test 0.087
Epoch 15, step 70, loss 0.029, test 0.087
Epoch 15, step 71, loss 0.200, test 0.086
Epoch 15, step 72, loss 0.085, test 0.086
Epoch 15, step 73, loss 0.158, test 0.086
Epoch 15, step 74, loss 0.055, test 0.086
Epoch 15, step 75, loss 0.268, test 0.087
Epoch 15, step 76, loss 0.192, test 0.087
Epoch 15, step 77, loss 0.154, test 0.087
Epoch 15, step 78, loss 0.217, test 0.087
Epoch 15, step 79, loss 0.086, test 0.087
Epoch 15, step 80, loss 0.118, test 0.087
Epoch 15, step 81, loss 0.127, test 0.087
Epoch 15, step 82, loss 0.182, test 0.087
Epoch 15, step 83, loss 0.074, test 0.087
Epoch 15, step 84, loss 0.088, test 0.087
Epoch 15, step 85, loss 0.079, test 0.087
Epoch 15, step 86, loss 0.206, test 0.087
Epoch 15, step 87, loss 0.098, test 0.087
Epoch 15, step 88, loss 0.187, test 0.087
Epoch 15, step 89, loss 0.089, test 0.087
Epoch 15, step 90, loss 0.273, test 0.086
Epoch 15, step 91, loss 0.158, test 0.086
Epoch 15, step 92, loss 0.086, test 0.086
Epoch 15, step 93, loss 0.092, test 0.086
Epoch 15, step 94, loss 0.066, test 0.087
Epoch 15, step 95, loss 0.154, test 0.087
Epoch 15, step 96, loss 0.105, test 0.087
Epoch 15, step 97, loss 0.134, test 0.087
Epoch 15, step 98, loss 0.090, test 0.087
Epoch 15, step 99, loss 0.113, test 0.087
Epoch 16, step 0, loss 0.131, test 0.086
Epoch 16, step 1, loss 0.135, test 0.086
Epoch 16, step 2, loss 0.121, test 0.086
Epoch 16, step 3, loss 0.101, test 0.086
Epoch 16, step 4, loss 0.075, test 0.086
Epoch 16, step 5, loss 0.235, test 0.086
Epoch 16, step 6, loss 0.104, test 0.087
Epoch 16, step 7, loss 0.080, test 0.087
Epoch 16, step 8, loss 0.089, test 0.087
Epoch 16, step 9, loss 0.156, test 0.087
Epoch 16, step 10, loss 0.080, test 0.087
Epoch 16, step 11, loss 0.103, test 0.087
Epoch 16, step 12, loss 0.137, test 0.088
Epoch 16, step 13, loss 0.113, test 0.088
Epoch 16, step 14, loss 0.143, test 0.088
Epoch 16, step 15, loss 0.085, test 0.088
Epoch 16, step 16, loss 0.260, test 0.088
Epoch 16, step 17, loss 0.092, test 0.088
Epoch 16, step 18, loss 0.072, test 0.088
Epoch 16, step 19, loss 0.110, test 0.088

Epoch 16, step 20, loss 0.154, test 0.088
Epoch 16, step 21, loss 0.106, test 0.088
Epoch 16, step 22, loss 0.166, test 0.088
Epoch 16, step 23, loss 0.125, test 0.088
Epoch 16, step 24, loss 0.159, test 0.088
Epoch 16, step 25, loss 0.132, test 0.088
Epoch 16, step 26, loss 0.168, test 0.088
Epoch 16, step 27, loss 0.381, test 0.088
Epoch 16, step 28, loss 0.089, test 0.088
Epoch 16, step 29, loss 0.105, test 0.088
Epoch 16, step 30, loss 0.084, test 0.088
Epoch 16, step 31, loss 0.073, test 0.088
Epoch 16, step 32, loss 0.075, test 0.088
Epoch 16, step 33, loss 0.095, test 0.088
Epoch 16, step 34, loss 0.059, test 0.088
Epoch 16, step 35, loss 0.166, test 0.088
Epoch 16, step 36, loss 0.119, test 0.088
Epoch 16, step 37, loss 0.113, test 0.088
Epoch 16, step 38, loss 0.086, test 0.088
Epoch 16, step 39, loss 0.135, test 0.088
Epoch 16, step 40, loss 0.210, test 0.088
Epoch 16, step 41, loss 0.120, test 0.088
Epoch 16, step 42, loss 0.143, test 0.088
Epoch 16, step 43, loss 0.225, test 0.088
Epoch 16, step 44, loss 0.044, test 0.088
Epoch 16, step 45, loss 0.083, test 0.087
Epoch 16, step 46, loss 0.174, test 0.087
Epoch 16, step 47, loss 0.131, test 0.087
Epoch 16, step 48, loss 0.104, test 0.087
Epoch 16, step 49, loss 0.107, test 0.087
Epoch 16, step 50, loss 0.143, test 0.087
Epoch 16, step 51, loss 0.066, test 0.087
Epoch 16, step 52, loss 0.145, test 0.087
Epoch 16, step 53, loss 0.061, test 0.087
Epoch 16, step 54, loss 0.091, test 0.087
Epoch 16, step 55, loss 0.159, test 0.087
Epoch 16, step 56, loss 0.158, test 0.088
Epoch 16, step 57, loss 0.077, test 0.088
Epoch 16, step 58, loss 0.075, test 0.088
Epoch 16, step 59, loss 0.144, test 0.088
Epoch 16, step 60, loss 0.095, test 0.088
Epoch 16, step 61, loss 0.085, test 0.088
Epoch 16, step 62, loss 0.183, test 0.088
Epoch 16, step 63, loss 0.054, test 0.088
Epoch 16, step 64, loss 0.177, test 0.088
Epoch 16, step 65, loss 0.226, test 0.088
Epoch 16, step 66, loss 0.123, test 0.088
Epoch 16, step 67, loss 0.080, test 0.088
Epoch 16, step 68, loss 0.091, test 0.088
Epoch 16, step 69, loss 0.054, test 0.088
Epoch 16, step 70, loss 0.185, test 0.088
Epoch 16, step 71, loss 0.105, test 0.088
Epoch 16, step 72, loss 0.239, test 0.088
Epoch 16, step 73, loss 0.177, test 0.088
Epoch 16, step 74, loss 0.160, test 0.088
Epoch 16, step 75, loss 0.126, test 0.088
Epoch 16, step 76, loss 0.107, test 0.088
Epoch 16, step 77, loss 0.199, test 0.088
Epoch 16, step 78, loss 0.112, test 0.087
Epoch 16, step 79, loss 0.140, test 0.087
Epoch 16, step 80, loss 0.090, test 0.087
Epoch 16, step 81, loss 0.086, test 0.087
Epoch 16, step 82, loss 0.076, test 0.087
Epoch 16, step 83, loss 0.069, test 0.087
Epoch 16, step 84, loss 0.091, test 0.088
Epoch 16, step 85, loss 0.394, test 0.088
Epoch 16, step 86, loss 0.099, test 0.088
Epoch 16, step 87, loss 0.070, test 0.088
Epoch 16, step 88, loss 0.112, test 0.088
Epoch 16, step 89, loss 0.075, test 0.087
Epoch 16, step 90, loss 0.112, test 0.087
Epoch 16, step 91, loss 0.231, test 0.087
Epoch 16, step 92, loss 0.143, test 0.087
Epoch 16, step 93, loss 0.213, test 0.086
Epoch 16, step 94, loss 0.170, test 0.086
Epoch 16, step 95, loss 0.095, test 0.086
Epoch 16, step 96, loss 0.186, test 0.086
Epoch 16, step 97, loss 0.121, test 0.087
Epoch 16, step 98, loss 0.095, test 0.086
Epoch 16, step 99, loss 0.085, test 0.086
Epoch 17, step 0, loss 0.105, test 0.086
Epoch 17, step 1, loss 0.179, test 0.087
Epoch 17, step 2, loss 0.091, test 0.087
Epoch 17, step 3, loss 0.107, test 0.087
Epoch 17, step 4, loss 0.046, test 0.087
Epoch 17, step 5, loss 0.147, test 0.087
Epoch 17, step 6, loss 0.140, test 0.087
Epoch 17, step 7, loss 0.159, test 0.086
Epoch 17, step 8, loss 0.281, test 0.086
Epoch 17, step 9, loss 0.139, test 0.086
Epoch 17, step 10, loss 0.273, test 0.086
Epoch 17, step 11, loss 0.164, test 0.086
Epoch 17, step 12, loss 0.144, test 0.086
Epoch 17, step 13, loss 0.109, test 0.087
Epoch 17, step 14, loss 0.265, test 0.087
Epoch 17, step 15, loss 0.095, test 0.087
Epoch 17, step 16, loss 0.155, test 0.087
Epoch 17, step 17, loss 0.056, test 0.087
Epoch 17, step 18, loss 0.097, test 0.087
Epoch 17, step 19, loss 0.099, test 0.087
Epoch 17, step 20, loss 0.087, test 0.087
Epoch 17, step 21, loss 0.108, test 0.087
Epoch 17, step 22, loss 0.262, test 0.087
Epoch 17, step 23, loss 0.268, test 0.087
Epoch 17, step 24, loss 0.078, test 0.087
Epoch 17, step 25, loss 0.126, test 0.087
Epoch 17, step 26, loss 0.198, test 0.087
Epoch 17, step 27, loss 0.129, test 0.087
Epoch 17, step 28, loss 0.228, test 0.087
Epoch 17, step 29, loss 0.064, test 0.087
Epoch 17, step 30, loss 0.147, test 0.087
Epoch 17, step 31, loss 0.101, test 0.087
Epoch 17, step 32, loss 0.174, test 0.087
Epoch 17, step 33, loss 0.250, test 0.087
Epoch 17, step 34, loss 0.117, test 0.087
Epoch 17, step 35, loss 0.065, test 0.087
Epoch 17, step 36, loss 0.067, test 0.087
Epoch 17, step 37, loss 0.083, test 0.088
Epoch 17, step 38, loss 0.136, test 0.087
Epoch 17, step 39, loss 0.063, test 0.087
Epoch 17, step 40, loss 0.260, test 0.087
Epoch 17, step 41, loss 0.077, test 0.087
Epoch 17, step 42, loss 0.096, test 0.087
Epoch 17, step 43, loss 0.105, test 0.087
Epoch 17, step 44, loss 0.098, test 0.087
Epoch 17, step 45, loss 0.125, test 0.087
Epoch 17, step 46, loss 0.146, test 0.087
Epoch 17, step 47, loss 0.112, test 0.087
Epoch 17, step 48, loss 0.108, test 0.087
Epoch 17, step 49, loss 0.048, test 0.087
Epoch 17, step 50, loss 0.115, test 0.087
Epoch 17, step 51, loss 0.077, test 0.087
Epoch 17, step 52, loss 0.090, test 0.087
Epoch 17, step 53, loss 0.136, test 0.087
Epoch 17, step 54, loss 0.180, test 0.086
Epoch 17, step 55, loss 0.115, test 0.087
Epoch 17, step 56, loss 0.102, test 0.086
Epoch 17, step 57, loss 0.108, test 0.087
Epoch 17, step 58, loss 0.154, test 0.087
Epoch 17, step 59, loss 0.115, test 0.087
Epoch 17, step 60, loss 0.068, test 0.087
Epoch 17, step 61, loss 0.137, test 0.087
Epoch 17, step 62, loss 0.107, test 0.087
Epoch 17, step 63, loss 0.105, test 0.087
Epoch 17, step 64, loss 0.097, test 0.087
Epoch 17, step 65, loss 0.053, test 0.087
Epoch 17, step 66, loss 0.180, test 0.087
Epoch 17, step 67, loss 0.095, test 0.087
Epoch 17, step 68, loss 0.103, test 0.087
Epoch 17, step 69, loss 0.072, test 0.087
Epoch 17, step 70, loss 0.152, test 0.087
Epoch 17, step 71, loss 0.083, test 0.087
Epoch 17, step 72, loss 0.261, test 0.087
Epoch 17, step 73, loss 0.135, test 0.087
Epoch 17, step 74, loss 0.238, test 0.088
Epoch 17, step 75, loss 0.050, test 0.088
Epoch 17, step 76, loss 0.164, test 0.088
Epoch 17, step 77, loss 0.119, test 0.087
Epoch 17, step 78, loss 0.214, test 0.087
Epoch 17, step 79, loss 0.127, test 0.087
Epoch 17, step 80, loss 0.110, test 0.086
Epoch 17, step 81, loss 0.127, test 0.086
Epoch 17, step 82, loss 0.113, test 0.086
Epoch 17, step 83, loss 0.093, test 0.086
Epoch 17, step 84, loss 0.069, test 0.086
Epoch 17, step 85, loss 0.147, test 0.086
Epoch 17, step 86, loss 0.115, test 0.086
Epoch 17, step 87, loss 0.068, test 0.086
Epoch 17, step 88, loss 0.103, test 0.086
Epoch 17, step 89, loss 0.126, test 0.086
Epoch 17, step 90, loss 0.300, test 0.086
Epoch 17, step 91, loss 0.068, test 0.086
Epoch 17, step 92, loss 0.036, test 0.086
Epoch 17, step 93, loss 0.092, test 0.086
Epoch 17, step 94, loss 0.134, test 0.086
Epoch 17, step 95, loss 0.129, test 0.086
Epoch 17, step 96, loss 0.072, test 0.086
Epoch 17, step 97, loss 0.103, test 0.087
Epoch 17, step 98, loss 0.147, test 0.087
Epoch 17, step 99, loss 0.119, test 0.087
Epoch 18, step 0, loss 0.104, test 0.087
Epoch 18, step 1, loss 0.164, test 0.087
Epoch 18, step 2, loss 0.069, test 0.087
Epoch 18, step 3, loss 0.053, test 0.087
Epoch 18, step 4, loss 0.074, test 0.087
Epoch 18, step 5, loss 0.375, test 0.087
Epoch 18, step 6, loss 0.154, test 0.087
Epoch 18, step 7, loss 0.181, test 0.087
Epoch 18, step 8, loss 0.169, test 0.087
Epoch 18, step 9, loss 0.093, test 0.087
Epoch 18, step 10, loss 0.058, test 0.087
Epoch 18, step 11, loss 0.194, test 0.088
Epoch 18, step 12, loss 0.076, test 0.088
Epoch 18, step 13, loss 0.117, test 0.088
Epoch 18, step 14, loss 0.151, test 0.088
Epoch 18, step 15, loss 0.144, test 0.088
Epoch 18, step 16, loss 0.062, test 0.088
Epoch 18, step 17, loss 0.144, test 0.088
Epoch 18, step 18, loss 0.131, test 0.088
Epoch 18, step 19, loss 0.074, test 0.087
Epoch 18, step 20, loss 0.177, test 0.088
Epoch 18, step 21, loss 0.101, test 0.087
Epoch 18, step 22, loss 0.096, test 0.087
Epoch 18, step 23, loss 0.337, test 0.088
Epoch 18, step 24, loss 0.224, test 0.088
Epoch 18, step 25, loss 0.072, test 0.088
Epoch 18, step 26, loss 0.198, test 0.088
Epoch 18, step 27, loss 0.070, test 0.088
Epoch 18, step 28, loss 0.058, test 0.088
Epoch 18, step 29, loss 0.126, test 0.088
Epoch 18, step 30, loss 0.080, test 0.088
Epoch 18, step 31, loss 0.069, test 0.088
Epoch 18, step 32, loss 0.151, test 0.088
Epoch 18, step 33, loss 0.119, test 0.088
Epoch 18, step 34, loss 0.115, test 0.088
Epoch 18, step 35, loss 0.137, test 0.088
Epoch 18, step 36, loss 0.080, test 0.088
Epoch 18, step 37, loss 0.115, test 0.088
Epoch 18, step 38, loss 0.181, test 0.088
Epoch 18, step 39, loss 0.086, test 0.088
Epoch 18, step 40, loss 0.119, test 0.088
Epoch 18, step 41, loss 0.108, test 0.088
Epoch 18, step 42, loss 0.076, test 0.089
Epoch 18, step 43, loss 0.078, test 0.088
Epoch 18, step 44, loss 0.124, test 0.088
Epoch 18, step 45, loss 0.191, test 0.088
Epoch 18, step 46, loss 0.359, test 0.088
Epoch 18, step 47, loss 0.178, test 0.088
Epoch 18, step 48, loss 0.123, test 0.087
Epoch 18, step 49, loss 0.071, test 0.087
Epoch 18, step 50, loss 0.064, test 0.087
Epoch 18, step 51, loss 0.070, test 0.087
Epoch 18, step 52, loss 0.140, test 0.087
Epoch 18, step 53, loss 0.118, test 0.087
Epoch 18, step 54, loss 0.162, test 0.087
Epoch 18, step 55, loss 0.209, test 0.087
Epoch 18, step 56, loss 0.031, test 0.087
Epoch 18, step 57, loss 0.166, test 0.087
Epoch 18, step 58, loss 0.321, test 0.088
Epoch 18, step 59, loss 0.050, test 0.088
Epoch 18, step 60, loss 0.099, test 0.087
Epoch 18, step 61, loss 0.084, test 0.087
Epoch 18, step 62, loss 0.055, test 0.087
Epoch 18, step 63, loss 0.125, test 0.087
Epoch 18, step 64, loss 0.230, test 0.087
Epoch 18, step 65, loss 0.127, test 0.087
Epoch 18, step 66, loss 0.181, test 0.087
Epoch 18, step 67, loss 0.176, test 0.087
Epoch 18, step 68, loss 0.171, test 0.087
Epoch 18, step 69, loss 0.226, test 0.086
Epoch 18, step 70, loss 0.225, test 0.086
Epoch 18, step 71, loss 0.097, test 0.086
Epoch 18, step 72, loss 0.124, test 0.086
Epoch 18, step 73, loss 0.045, test 0.086
Epoch 18, step 74, loss 0.105, test 0.086
Epoch 18, step 75, loss 0.147, test 0.086
Epoch 18, step 76, loss 0.232, test 0.086
Epoch 18, step 77, loss 0.074, test 0.086
Epoch 18, step 78, loss 0.043, test 0.086
Epoch 18, step 79, loss 0.066, test 0.086
Epoch 18, step 80, loss 0.090, test 0.086
Epoch 18, step 81, loss 0.085, test 0.086
Epoch 18, step 82, loss 0.090, test 0.086
Epoch 18, step 83, loss 0.145, test 0.086
Epoch 18, step 84, loss 0.068, test 0.086
Epoch 18, step 85, loss 0.082, test 0.086
Epoch 18, step 86, loss 0.137, test 0.086
Epoch 18, step 87, loss 0.049, test 0.086
Epoch 18, step 88, loss 0.082, test 0.086
Epoch 18, step 89, loss 0.109, test 0.086
Epoch 18, step 90, loss 0.099, test 0.086
Epoch 18, step 91, loss 0.094, test 0.086
Epoch 18, step 92, loss 0.193, test 0.087
Epoch 18, step 93, loss 0.068, test 0.086
Epoch 18, step 94, loss 0.196, test 0.086
Epoch 18, step 95, loss 0.105, test 0.086
Epoch 18, step 96, loss 0.158, test 0.086
Epoch 18, step 97, loss 0.165, test 0.086
Epoch 18, step 98, loss 0.117, test 0.087
Epoch 18, step 99, loss 0.093, test 0.087
Epoch 19, step 0, loss 0.088, test 0.087
Epoch 19, step 1, loss 0.065, test 0.087
Epoch 19, step 2, loss 0.127, test 0.086
Epoch 19, step 3, loss 0.060, test 0.086
Epoch 19, step 4, loss 0.122, test 0.086
Epoch 19, step 5, loss 0.147, test 0.086
Epoch 19, step 6, loss 0.095, test 0.086
Epoch 19, step 7, loss 0.082, test 0.086
Epoch 19, step 8, loss 0.167, test 0.086
Epoch 19, step 9, loss 0.205, test 0.086
Epoch 19, step 10, loss 0.045, test 0.086
Epoch 19, step 11, loss 0.098, test 0.087
Epoch 19, step 12, loss 0.180, test 0.087
Epoch 19, step 13, loss 0.224, test 0.087
Epoch 19, step 14, loss 0.085, test 0.087
Epoch 19, step 15, loss 0.243, test 0.087
Epoch 19, step 16, loss 0.346, test 0.087
Epoch 19, step 17, loss 0.205, test 0.087
Epoch 19, step 18, loss 0.174, test 0.087
Epoch 19, step 19, loss 0.063, test 0.087
Epoch 19, step 20, loss 0.184, test 0.087
Epoch 19, step 21, loss 0.188, test 0.087
Epoch 19, step 22, loss 0.115, test 0.087
Epoch 19, step 23, loss 0.110, test 0.087
Epoch 19, step 24, loss 0.330, test 0.088
Epoch 19, step 25, loss 0.181, test 0.088
Epoch 19, step 26, loss 0.120, test 0.088
Epoch 19, step 27, loss 0.027, test 0.088
Epoch 19, step 28, loss 0.162, test 0.088
Epoch 19, step 29, loss 0.160, test 0.088
Epoch 19, step 30, loss 0.172, test 0.088
Epoch 19, step 31, loss 0.108, test 0.089
Epoch 19, step 32, loss 0.171, test 0.088
Epoch 19, step 33, loss 0.076, test 0.088
Epoch 19, step 34, loss 0.153, test 0.088
Epoch 19, step 35, loss 0.075, test 0.088
Epoch 19, step 36, loss 0.087, test 0.088
Epoch 19, step 37, loss 0.095, test 0.088
Epoch 19, step 38, loss 0.061, test 0.088
Epoch 19, step 39, loss 0.117, test 0.088
Epoch 19, step 40, loss 0.143, test 0.088
Epoch 19, step 41, loss 0.113, test 0.088
Epoch 19, step 42, loss 0.169, test 0.088
Epoch 19, step 43, loss 0.091, test 0.088
Epoch 19, step 44, loss 0.069, test 0.088
Epoch 19, step 45, loss 0.053, test 0.088
Epoch 19, step 46, loss 0.216, test 0.088
Epoch 19, step 47, loss 0.271, test 0.088
Epoch 19, step 48, loss 0.082, test 0.088
Epoch 19, step 49, loss 0.084, test 0.088
Epoch 19, step 50, loss 0.125, test 0.087
Epoch 19, step 51, loss 0.188, test 0.087
Epoch 19, step 52, loss 0.065, test 0.087
Epoch 19, step 53, loss 0.136, test 0.088
Epoch 19, step 54, loss 0.056, test 0.088
Epoch 19, step 55, loss 0.202, test 0.088
Epoch 19, step 56, loss 0.067, test 0.088
Epoch 19, step 57, loss 0.074, test 0.088
Epoch 19, step 58, loss 0.070, test 0.088
Epoch 19, step 59, loss 0.080, test 0.088
Epoch 19, step 60, loss 0.097, test 0.088
Epoch 19, step 61, loss 0.054, test 0.088
Epoch 19, step 62, loss 0.061, test 0.088
Epoch 19, step 63, loss 0.044, test 0.088
Epoch 19, step 64, loss 0.089, test 0.088
Epoch 19, step 65, loss 0.060, test 0.088

Epoch 19, step 66, loss 0.094, test 0.087
Epoch 19, step 67, loss 0.049, test 0.087
Epoch 19, step 68, loss 0.225, test 0.087
Epoch 19, step 69, loss 0.142, test 0.087
Epoch 19, step 70, loss 0.055, test 0.087
Epoch 19, step 71, loss 0.105, test 0.087
Epoch 19, step 72, loss 0.042, test 0.087
Epoch 19, step 73, loss 0.116, test 0.087
Epoch 19, step 74, loss 0.103, test 0.087
Epoch 19, step 75, loss 0.080, test 0.087
Epoch 19, step 76, loss 0.146, test 0.087
Epoch 19, step 77, loss 0.134, test 0.087
Epoch 19, step 78, loss 0.095, test 0.087
Epoch 19, step 79, loss 0.157, test 0.087
Epoch 19, step 80, loss 0.190, test 0.087
Epoch 19, step 81, loss 0.157, test 0.087
Epoch 19, step 82, loss 0.182, test 0.087
Epoch 19, step 83, loss 0.062, test 0.087
Epoch 19, step 84, loss 0.206, test 0.087
Epoch 19, step 85, loss 0.131, test 0.087
Epoch 19, step 86, loss 0.080, test 0.086
Epoch 19, step 87, loss 0.185, test 0.087
Epoch 19, step 88, loss 0.147, test 0.087
Epoch 19, step 89, loss 0.101, test 0.087
Epoch 19, step 90, loss 0.162, test 0.086
Epoch 19, step 91, loss 0.106, test 0.087
Epoch 19, step 92, loss 0.110, test 0.087
Epoch 19, step 93, loss 0.141, test 0.087
Epoch 19, step 94, loss 0.241, test 0.087
Epoch 19, step 95, loss 0.129, test 0.087
Epoch 19, step 96, loss 0.291, test 0.087
Epoch 19, step 97, loss 0.152, test 0.086
Epoch 19, step 98, loss 0.084, test 0.087
Epoch 19, step 99, loss 0.123, test 0.087
Epoch 20, step 0, loss 0.139, test 0.087
Epoch 20, step 1, loss 0.114, test 0.088
Epoch 20, step 2, loss 0.170, test 0.088
Epoch 20, step 3, loss 0.233, test 0.088
Epoch 20, step 4, loss 0.110, test 0.088
Epoch 20, step 5, loss 0.058, test 0.088
Epoch 20, step 6, loss 0.112, test 0.088
Epoch 20, step 7, loss 0.097, test 0.088
Epoch 20, step 8, loss 0.036, test 0.088
Epoch 20, step 9, loss 0.117, test 0.088
Epoch 20, step 10, loss 0.122, test 0.088
Epoch 20, step 11, loss 0.226, test 0.088
Epoch 20, step 12, loss 0.112, test 0.088
Epoch 20, step 13, loss 0.170, test 0.089
Epoch 20, step 14, loss 0.038, test 0.089
Epoch 20, step 15, loss 0.052, test 0.089
Epoch 20, step 16, loss 0.208, test 0.088
Epoch 20, step 17, loss 0.114, test 0.089
Epoch 20, step 18, loss 0.099, test 0.088
Epoch 20, step 19, loss 0.138, test 0.088
Epoch 20, step 20, loss 0.121, test 0.088
Epoch 20, step 21, loss 0.165, test 0.089
Epoch 20, step 22, loss 0.120, test 0.089
Epoch 20, step 23, loss 0.150, test 0.089
Epoch 20, step 24, loss 0.202, test 0.089
Epoch 20, step 25, loss 0.149, test 0.089
Epoch 20, step 26, loss 0.103, test 0.089
Epoch 20, step 27, loss 0.164, test 0.089
Epoch 20, step 28, loss 0.063, test 0.089
Epoch 20, step 29, loss 0.055, test 0.089
Epoch 20, step 30, loss 0.132, test 0.089
Epoch 20, step 31, loss 0.122, test 0.089
Epoch 20, step 32, loss 0.193, test 0.088
Epoch 20, step 33, loss 0.147, test 0.088
Epoch 20, step 34, loss 0.149, test 0.088
Epoch 20, step 35, loss 0.134, test 0.088
Epoch 20, step 36, loss 0.109, test 0.088
Epoch 20, step 37, loss 0.090, test 0.088
Epoch 20, step 38, loss 0.110, test 0.088
Epoch 20, step 39, loss 0.143, test 0.088
Epoch 20, step 40, loss 0.112, test 0.088
Epoch 20, step 41, loss 0.157, test 0.087
Epoch 20, step 42, loss 0.144, test 0.087
Epoch 20, step 43, loss 0.172, test 0.087
Epoch 20, step 44, loss 0.141, test 0.087
Epoch 20, step 45, loss 0.078, test 0.088
Epoch 20, step 46, loss 0.095, test 0.088
Epoch 20, step 47, loss 0.141, test 0.088
Epoch 20, step 48, loss 0.140, test 0.088
Epoch 20, step 49, loss 0.121, test 0.088
Epoch 20, step 50, loss 0.110, test 0.088
Epoch 20, step 51, loss 0.064, test 0.088
Epoch 20, step 52, loss 0.111, test 0.087
Epoch 20, step 53, loss 0.271, test 0.087
Epoch 20, step 54, loss 0.121, test 0.087
Epoch 20, step 55, loss 0.111, test 0.087
Epoch 20, step 56, loss 0.203, test 0.087
Epoch 20, step 57, loss 0.064, test 0.087
Epoch 20, step 58, loss 0.141, test 0.087
Epoch 20, step 59, loss 0.097, test 0.087
Epoch 20, step 60, loss 0.104, test 0.087
Epoch 20, step 61, loss 0.122, test 0.087
Epoch 20, step 62, loss 0.193, test 0.087
Epoch 20, step 63, loss 0.083, test 0.087
Epoch 20, step 64, loss 0.060, test 0.087
Epoch 20, step 65, loss 0.119, test 0.087
Epoch 20, step 66, loss 0.096, test 0.087
Epoch 20, step 67, loss 0.080, test 0.087
Epoch 20, step 68, loss 0.247, test 0.087
Epoch 20, step 69, loss 0.142, test 0.087
Epoch 20, step 70, loss 0.046, test 0.087
Epoch 20, step 71, loss 0.098, test 0.087
Epoch 20, step 72, loss 0.226, test 0.087
Epoch 20, step 73, loss 0.199, test 0.087
Epoch 20, step 74, loss 0.068, test 0.087
Epoch 20, step 75, loss 0.251, test 0.087
Epoch 20, step 76, loss 0.077, test 0.087
Epoch 20, step 77, loss 0.101, test 0.087
Epoch 20, step 78, loss 0.165, test 0.087
Epoch 20, step 79, loss 0.201, test 0.087
Epoch 20, step 80, loss 0.112, test 0.087
Epoch 20, step 81, loss 0.077, test 0.087
Epoch 20, step 82, loss 0.169, test 0.086
Epoch 20, step 83, loss 0.092, test 0.086
Epoch 20, step 84, loss 0.161, test 0.086
Epoch 20, step 85, loss 0.123, test 0.086
Epoch 20, step 86, loss 0.214, test 0.086
Epoch 20, step 87, loss 0.059, test 0.086
Epoch 20, step 88, loss 0.152, test 0.086
Epoch 20, step 89, loss 0.067, test 0.086
Epoch 20, step 90, loss 0.102, test 0.087
Epoch 20, step 91, loss 0.098, test 0.087
Epoch 20, step 92, loss 0.069, test 0.087
Epoch 20, step 93, loss 0.097, test 0.086
Epoch 20, step 94, loss 0.092, test 0.087
Epoch 20, step 95, loss 0.136, test 0.087
Epoch 20, step 96, loss 0.112, test 0.087
Epoch 20, step 97, loss 0.243, test 0.087
Epoch 20, step 98, loss 0.162, test 0.086
Epoch 20, step 99, loss 0.093, test 0.086
Epoch 21, step 0, loss 0.117, test 0.087
Epoch 21, step 1, loss 0.072, test 0.087
Epoch 21, step 2, loss 0.206, test 0.087
Epoch 21, step 3, loss 0.127, test 0.087
Epoch 21, step 4, loss 0.086, test 0.087
Epoch 21, step 5, loss 0.090, test 0.087
Epoch 21, step 6, loss 0.064, test 0.087
Epoch 21, step 7, loss 0.132, test 0.087
Epoch 21, step 8, loss 0.089, test 0.087
Epoch 21, step 9, loss 0.143, test 0.088
Epoch 21, step 10, loss 0.130, test 0.088
Epoch 21, step 11, loss 0.158, test 0.088
Epoch 21, step 12, loss 0.116, test 0.088
Epoch 21, step 13, loss 0.161, test 0.088
Epoch 21, step 14, loss 0.243, test 0.087
Epoch 21, step 15, loss 0.084, test 0.087
Epoch 21, step 16, loss 0.092, test 0.087
Epoch 21, step 17, loss 0.128, test 0.087
Epoch 21, step 18, loss 0.173, test 0.087
Epoch 21, step 19, loss 0.304, test 0.087
Epoch 21, step 20, loss 0.213, test 0.087
Epoch 21, step 21, loss 0.060, test 0.087
Epoch 21, step 22, loss 0.097, test 0.087
Epoch 21, step 23, loss 0.190, test 0.087
Epoch 21, step 24, loss 0.168, test 0.087
Epoch 21, step 25, loss 0.099, test 0.087
Epoch 21, step 26, loss 0.142, test 0.087
Epoch 21, step 27, loss 0.076, test 0.087
Epoch 21, step 28, loss 0.081, test 0.087
Epoch 21, step 29, loss 0.104, test 0.087
Epoch 21, step 30, loss 0.115, test 0.086
Epoch 21, step 31, loss 0.154, test 0.086
Epoch 21, step 32, loss 0.069, test 0.086
Epoch 21, step 33, loss 0.089, test 0.086
Epoch 21, step 34, loss 0.141, test 0.086
Epoch 21, step 35, loss 0.121, test 0.086
Epoch 21, step 36, loss 0.200, test 0.087
Epoch 21, step 37, loss 0.044, test 0.087
Epoch 21, step 38, loss 0.082, test 0.087
Epoch 21, step 39, loss 0.033, test 0.087
Epoch 21, step 40, loss 0.099, test 0.087
Epoch 21, step 41, loss 0.159, test 0.087
Epoch 21, step 42, loss 0.077, test 0.087
Epoch 21, step 43, loss 0.123, test 0.087
Epoch 21, step 44, loss 0.088, test 0.087
Epoch 21, step 45, loss 0.112, test 0.087
Epoch 21, step 46, loss 0.052, test 0.087
Epoch 21, step 47, loss 0.077, test 0.086
Epoch 21, step 48, loss 0.158, test 0.087
Epoch 21, step 49, loss 0.089, test 0.087
Epoch 21, step 50, loss 0.111, test 0.087
Epoch 21, step 51, loss 0.136, test 0.087
Epoch 21, step 52, loss 0.164, test 0.087
Epoch 21, step 53, loss 0.073, test 0.087
Epoch 21, step 54, loss 0.181, test 0.087
Epoch 21, step 55, loss 0.120, test 0.087
Epoch 21, step 56, loss 0.086, test 0.087
Epoch 21, step 57, loss 0.215, test 0.087
Epoch 21, step 58, loss 0.103, test 0.087
Epoch 21, step 59, loss 0.090, test 0.087
Epoch 21, step 60, loss 0.145, test 0.087
Epoch 21, step 61, loss 0.097, test 0.086
Epoch 21, step 62, loss 0.127, test 0.086
Epoch 21, step 63, loss 0.105, test 0.086
Epoch 21, step 64, loss 0.192, test 0.086
Epoch 21, step 65, loss 0.173, test 0.086
Epoch 21, step 66, loss 0.181, test 0.086
Epoch 21, step 67, loss 0.143, test 0.086
Epoch 21, step 68, loss 0.073, test 0.086
Epoch 21, step 69, loss 0.165, test 0.086
Epoch 21, step 70, loss 0.143, test 0.086
Epoch 21, step 71, loss 0.199, test 0.086
Epoch 21, step 72, loss 0.161, test 0.086
Epoch 21, step 73, loss 0.102, test 0.086
Epoch 21, step 74, loss 0.132, test 0.086
Epoch 21, step 75, loss 0.215, test 0.086
Epoch 21, step 76, loss 0.173, test 0.086
Epoch 21, step 77, loss 0.115, test 0.086
Epoch 21, step 78, loss 0.169, test 0.086
Epoch 21, step 79, loss 0.190, test 0.086
Epoch 21, step 80, loss 0.138, test 0.086
Epoch 21, step 81, loss 0.082, test 0.086
Epoch 21, step 82, loss 0.045, test 0.086
Epoch 21, step 83, loss 0.244, test 0.086
Epoch 21, step 84, loss 0.162, test 0.086
Epoch 21, step 85, loss 0.112, test 0.086
Epoch 21, step 86, loss 0.096, test 0.086
Epoch 21, step 87, loss 0.093, test 0.086
Epoch 21, step 88, loss 0.110, test 0.086
Epoch 21, step 89, loss 0.123, test 0.086
Epoch 21, step 90, loss 0.060, test 0.086
Epoch 21, step 91, loss 0.248, test 0.086
Epoch 21, step 92, loss 0.139, test 0.086
Epoch 21, step 93, loss 0.061, test 0.086
Epoch 21, step 94, loss 0.150, test 0.087
Epoch 21, step 95, loss 0.058, test 0.086
Epoch 21, step 96, loss 0.090, test 0.086
Epoch 21, step 97, loss 0.080, test 0.086
Epoch 21, step 98, loss 0.125, test 0.087
Epoch 21, step 99, loss 0.274, test 0.087
Epoch 22, step 0, loss 0.140, test 0.086
Epoch 22, step 1, loss 0.180, test 0.086
Epoch 22, step 2, loss 0.093, test 0.086
Epoch 22, step 3, loss 0.136, test 0.086
Epoch 22, step 4, loss 0.111, test 0.086
Epoch 22, step 5, loss 0.131, test 0.086
Epoch 22, step 6, loss 0.164, test 0.086
Epoch 22, step 7, loss 0.118, test 0.086
Epoch 22, step 8, loss 0.113, test 0.086
Epoch 22, step 9, loss 0.191, test 0.086
Epoch 22, step 10, loss 0.078, test 0.086
Epoch 22, step 11, loss 0.119, test 0.086
Epoch 22, step 12, loss 0.153, test 0.086
Epoch 22, step 13, loss 0.072, test 0.086
Epoch 22, step 14, loss 0.108, test 0.086
Epoch 22, step 15, loss 0.214, test 0.086
Epoch 22, step 16, loss 0.377, test 0.086
Epoch 22, step 17, loss 0.052, test 0.086
Epoch 22, step 18, loss 0.071, test 0.086
Epoch 22, step 19, loss 0.086, test 0.086
Epoch 22, step 20, loss 0.138, test 0.086
Epoch 22, step 21, loss 0.118, test 0.086
Epoch 22, step 22, loss 0.074, test 0.086
Epoch 22, step 23, loss 0.064, test 0.086
Epoch 22, step 24, loss 0.036, test 0.086
Epoch 22, step 25, loss 0.192, test 0.086
Epoch 22, step 26, loss 0.227, test 0.086
Epoch 22, step 27, loss 0.092, test 0.086
Epoch 22, step 28, loss 0.076, test 0.086
Epoch 22, step 29, loss 0.185, test 0.086
Epoch 22, step 30, loss 0.044, test 0.086
Epoch 22, step 31, loss 0.149, test 0.086
Epoch 22, step 32, loss 0.093, test 0.086
Epoch 22, step 33, loss 0.089, test 0.086
Epoch 22, step 34, loss 0.230, test 0.086
Epoch 22, step 35, loss 0.203, test 0.086
Epoch 22, step 36, loss 0.059, test 0.086
Epoch 22, step 37, loss 0.144, test 0.086
Epoch 22, step 38, loss 0.155, test 0.086
Epoch 22, step 39, loss 0.102, test 0.086
Epoch 22, step 40, loss 0.106, test 0.086
Epoch 22, step 41, loss 0.106, test 0.087
Epoch 22, step 42, loss 0.144, test 0.086
Epoch 22, step 43, loss 0.047, test 0.086
Epoch 22, step 44, loss 0.109, test 0.086
Epoch 22, step 45, loss 0.052, test 0.086
Epoch 22, step 46, loss 0.166, test 0.086
Epoch 22, step 47, loss 0.102, test 0.086
Epoch 22, step 48, loss 0.092, test 0.086
Epoch 22, step 49, loss 0.093, test 0.086
Epoch 22, step 50, loss 0.253, test 0.087
Epoch 22, step 51, loss 0.200, test 0.087
Epoch 22, step 52, loss 0.072, test 0.087
Epoch 22, step 53, loss 0.047, test 0.087
Epoch 22, step 54, loss 0.136, test 0.087
Epoch 22, step 55, loss 0.094, test 0.087
Epoch 22, step 56, loss 0.180, test 0.086
Epoch 22, step 57, loss 0.186, test 0.086
Epoch 22, step 58, loss 0.085, test 0.086
Epoch 22, step 59, loss 0.180, test 0.086
Epoch 22, step 60, loss 0.153, test 0.086
Epoch 22, step 61, loss 0.146, test 0.086
Epoch 22, step 62, loss 0.078, test 0.086
Epoch 22, step 63, loss 0.229, test 0.086
Epoch 22, step 64, loss 0.068, test 0.086
Epoch 22, step 65, loss 0.164, test 0.086
Epoch 22, step 66, loss 0.118, test 0.086
Epoch 22, step 67, loss 0.096, test 0.086
Epoch 22, step 68, loss 0.125, test 0.086
Epoch 22, step 69, loss 0.136, test 0.086
Epoch 22, step 70, loss 0.200, test 0.086
Epoch 22, step 71, loss 0.079, test 0.086
Epoch 22, step 72, loss 0.072, test 0.086
Epoch 22, step 73, loss 0.229, test 0.086
Epoch 22, step 74, loss 0.160, test 0.086
Epoch 22, step 75, loss 0.133, test 0.087
Epoch 22, step 76, loss 0.227, test 0.087
Epoch 22, step 77, loss 0.284, test 0.086
Epoch 22, step 78, loss 0.096, test 0.086
Epoch 22, step 79, loss 0.078, test 0.086
Epoch 22, step 80, loss 0.076, test 0.086
Epoch 22, step 81, loss 0.116, test 0.086
Epoch 22, step 82, loss 0.196, test 0.086
Epoch 22, step 83, loss 0.135, test 0.086
Epoch 22, step 84, loss 0.166, test 0.086
Epoch 22, step 85, loss 0.068, test 0.086
Epoch 22, step 86, loss 0.150, test 0.086
Epoch 22, step 87, loss 0.046, test 0.086
Epoch 22, step 88, loss 0.167, test 0.086
Epoch 22, step 89, loss 0.170, test 0.086
Epoch 22, step 90, loss 0.087, test 0.087
Epoch 22, step 91, loss 0.120, test 0.086
Epoch 22, step 92, loss 0.082, test 0.086
Epoch 22, step 93, loss 0.092, test 0.086
Epoch 22, step 94, loss 0.072, test 0.086
Epoch 22, step 95, loss 0.057, test 0.086
Epoch 22, step 96, loss 0.173, test 0.086
Epoch 22, step 97, loss 0.143, test 0.086
Epoch 22, step 98, loss 0.106, test 0.087
Epoch 22, step 99, loss 0.071, test 0.087
Epoch 23, step 0, loss 0.069, test 0.087
Epoch 23, step 1, loss 0.084, test 0.087
Epoch 23, step 2, loss 0.256, test 0.087
Epoch 23, step 3, loss 0.087, test 0.087
Epoch 23, step 4, loss 0.125, test 0.087
Epoch 23, step 5, loss 0.092, test 0.087
Epoch 23, step 6, loss 0.112, test 0.087
Epoch 23, step 7, loss 0.139, test 0.087
Epoch 23, step 8, loss 0.068, test 0.087
Epoch 23, step 9, loss 0.137, test 0.087
Epoch 23, step 10, loss 0.117, test 0.087

Epoch 23, step 11, loss 0.076, test 0.087
Epoch 23, step 12, loss 0.184, test 0.087
Epoch 23, step 13, loss 0.200, test 0.087
Epoch 23, step 14, loss 0.221, test 0.086
Epoch 23, step 15, loss 0.093, test 0.086
Epoch 23, step 16, loss 0.124, test 0.086
Epoch 23, step 17, loss 0.072, test 0.086
Epoch 23, step 18, loss 0.153, test 0.086
Epoch 23, step 19, loss 0.149, test 0.086
Epoch 23, step 20, loss 0.167, test 0.086
Epoch 23, step 21, loss 0.191, test 0.086
Epoch 23, step 22, loss 0.125, test 0.086
Epoch 23, step 23, loss 0.176, test 0.086
Epoch 23, step 24, loss 0.126, test 0.086
Epoch 23, step 25, loss 0.104, test 0.086
Epoch 23, step 26, loss 0.097, test 0.086
Epoch 23, step 27, loss 0.233, test 0.086
Epoch 23, step 28, loss 0.122, test 0.086
Epoch 23, step 29, loss 0.129, test 0.086
Epoch 23, step 30, loss 0.043, test 0.086
Epoch 23, step 31, loss 0.160, test 0.086
Epoch 23, step 32, loss 0.089, test 0.086
Epoch 23, step 33, loss 0.182, test 0.086
Epoch 23, step 34, loss 0.193, test 0.086
Epoch 23, step 35, loss 0.111, test 0.086
Epoch 23, step 36, loss 0.174, test 0.086
Epoch 23, step 37, loss 0.158, test 0.086
Epoch 23, step 38, loss 0.174, test 0.086
Epoch 23, step 39, loss 0.074, test 0.086
Epoch 23, step 40, loss 0.107, test 0.086
Epoch 23, step 41, loss 0.267, test 0.086
Epoch 23, step 42, loss 0.108, test 0.087
Epoch 23, step 43, loss 0.056, test 0.087
Epoch 23, step 44, loss 0.163, test 0.087
Epoch 23, step 45, loss 0.085, test 0.087
Epoch 23, step 46, loss 0.075, test 0.087
Epoch 23, step 47, loss 0.187, test 0.087
Epoch 23, step 48, loss 0.088, test 0.087
Epoch 23, step 49, loss 0.040, test 0.087
Epoch 23, step 50, loss 0.154, test 0.087
Epoch 23, step 51, loss 0.186, test 0.087
Epoch 23, step 52, loss 0.122, test 0.087
Epoch 23, step 53, loss 0.094, test 0.087
Epoch 23, step 54, loss 0.069, test 0.087
Epoch 23, step 55, loss 0.308, test 0.087
Epoch 23, step 56, loss 0.134, test 0.087
Epoch 23, step 57, loss 0.087, test 0.087
Epoch 23, step 58, loss 0.185, test 0.087
Epoch 23, step 59, loss 0.158, test 0.087
Epoch 23, step 60, loss 0.096, test 0.087
Epoch 23, step 61, loss 0.088, test 0.087
Epoch 23, step 62, loss 0.066, test 0.087
Epoch 23, step 63, loss 0.084, test 0.087
Epoch 23, step 64, loss 0.056, test 0.087
Epoch 23, step 65, loss 0.102, test 0.087
Epoch 23, step 66, loss 0.203, test 0.087
Epoch 23, step 67, loss 0.127, test 0.087
Epoch 23, step 68, loss 0.086, test 0.087
Epoch 23, step 69, loss 0.175, test 0.087
Epoch 23, step 70, loss 0.108, test 0.087
Epoch 23, step 71, loss 0.161, test 0.087
Epoch 23, step 72, loss 0.065, test 0.087
Epoch 23, step 73, loss 0.079, test 0.087
Epoch 23, step 74, loss 0.235, test 0.087
Epoch 23, step 75, loss 0.130, test 0.087
Epoch 23, step 76, loss 0.136, test 0.087
Epoch 23, step 77, loss 0.081, test 0.087
Epoch 23, step 78, loss 0.093, test 0.087
Epoch 23, step 79, loss 0.125, test 0.087
Epoch 23, step 80, loss 0.107, test 0.087
Epoch 23, step 81, loss 0.088, test 0.087
Epoch 23, step 82, loss 0.298, test 0.087
Epoch 23, step 83, loss 0.091, test 0.086
Epoch 23, step 84, loss 0.074, test 0.087
Epoch 23, step 85, loss 0.121, test 0.087
Epoch 23, step 86, loss 0.109, test 0.087
Epoch 23, step 87, loss 0.087, test 0.087
Epoch 23, step 88, loss 0.080, test 0.087
Epoch 23, step 89, loss 0.103, test 0.087
Epoch 23, step 90, loss 0.102, test 0.087
Epoch 23, step 91, loss 0.166, test 0.087
Epoch 23, step 92, loss 0.200, test 0.087
Epoch 23, step 93, loss 0.238, test 0.087
Epoch 23, step 94, loss 0.080, test 0.087
Epoch 23, step 95, loss 0.108, test 0.087
Epoch 23, step 96, loss 0.091, test 0.087
Epoch 23, step 97, loss 0.122, test 0.087
Epoch 23, step 98, loss 0.054, test 0.087
Epoch 23, step 99, loss 0.113, test 0.087
Epoch 24, step 0, loss 0.071, test 0.087
Epoch 24, step 1, loss 0.046, test 0.087
Epoch 24, step 2, loss 0.105, test 0.087
Epoch 24, step 3, loss 0.093, test 0.087
Epoch 24, step 4, loss 0.103, test 0.087
Epoch 24, step 5, loss 0.101, test 0.087
Epoch 24, step 6, loss 0.139, test 0.087
Epoch 24, step 7, loss 0.179, test 0.087
Epoch 24, step 8, loss 0.091, test 0.087
Epoch 24, step 9, loss 0.171, test 0.087
Epoch 24, step 10, loss 0.080, test 0.087
Epoch 24, step 11, loss 0.080, test 0.087
Epoch 24, step 12, loss 0.230, test 0.087
Epoch 24, step 13, loss 0.133, test 0.087
Epoch 24, step 14, loss 0.101, test 0.087
Epoch 24, step 15, loss 0.096, test 0.087
Epoch 24, step 16, loss 0.127, test 0.087
Epoch 24, step 17, loss 0.104, test 0.087
Epoch 24, step 18, loss 0.221, test 0.087
Epoch 24, step 19, loss 0.084, test 0.087
Epoch 24, step 20, loss 0.102, test 0.087
Epoch 24, step 21, loss 0.149, test 0.087
Epoch 24, step 22, loss 0.086, test 0.087
Epoch 24, step 23, loss 0.098, test 0.087
Epoch 24, step 24, loss 0.115, test 0.087
Epoch 24, step 25, loss 0.049, test 0.087
Epoch 24, step 26, loss 0.165, test 0.087
Epoch 24, step 27, loss 0.146, test 0.087
Epoch 24, step 28, loss 0.106, test 0.087
Epoch 24, step 29, loss 0.065, test 0.087
Epoch 24, step 30, loss 0.118, test 0.087
Epoch 24, step 31, loss 0.209, test 0.087
Epoch 24, step 32, loss 0.169, test 0.087
Epoch 24, step 33, loss 0.152, test 0.087
Epoch 24, step 34, loss 0.110, test 0.087
Epoch 24, step 35, loss 0.081, test 0.087
Epoch 24, step 36, loss 0.130, test 0.087
Epoch 24, step 37, loss 0.118, test 0.087
Epoch 24, step 38, loss 0.105, test 0.087
Epoch 24, step 39, loss 0.083, test 0.087
Epoch 24, step 40, loss 0.302, test 0.087
Epoch 24, step 41, loss 0.110, test 0.087
Epoch 24, step 42, loss 0.132, test 0.087
Epoch 24, step 43, loss 0.100, test 0.087
Epoch 24, step 44, loss 0.174, test 0.087
Epoch 24, step 45, loss 0.076, test 0.087
Epoch 24, step 46, loss 0.125, test 0.087
Epoch 24, step 47, loss 0.078, test 0.087
Epoch 24, step 48, loss 0.092, test 0.087
Epoch 24, step 49, loss 0.269, test 0.087
Epoch 24, step 50, loss 0.098, test 0.087
Epoch 24, step 51, loss 0.067, test 0.087
Epoch 24, step 52, loss 0.045, test 0.087
Epoch 24, step 53, loss 0.043, test 0.087
Epoch 24, step 54, loss 0.123, test 0.087
Epoch 24, step 55, loss 0.143, test 0.087
Epoch 24, step 56, loss 0.206, test 0.087
Epoch 24, step 57, loss 0.159, test 0.088
Epoch 24, step 58, loss 0.158, test 0.088
Epoch 24, step 59, loss 0.069, test 0.087
Epoch 24, step 60, loss 0.148, test 0.087
Epoch 24, step 61, loss 0.110, test 0.087
Epoch 24, step 62, loss 0.092, test 0.087
Epoch 24, step 63, loss 0.167, test 0.087
Epoch 24, step 64, loss 0.063, test 0.087
Epoch 24, step 65, loss 0.072, test 0.088
Epoch 24, step 66, loss 0.104, test 0.088
Epoch 24, step 67, loss 0.105, test 0.087
Epoch 24, step 68, loss 0.089, test 0.087
Epoch 24, step 69, loss 0.138, test 0.088
Epoch 24, step 70, loss 0.155, test 0.088
Epoch 24, step 71, loss 0.182, test 0.088
Epoch 24, step 72, loss 0.213, test 0.088
Epoch 24, step 73, loss 0.066, test 0.088
Epoch 24, step 74, loss 0.077, test 0.088
Epoch 24, step 75, loss 0.281, test 0.088
Epoch 24, step 76, loss 0.161, test 0.088
Epoch 24, step 77, loss 0.228, test 0.088
Epoch 24, step 78, loss 0.043, test 0.088
Epoch 24, step 79, loss 0.069, test 0.088
Epoch 24, step 80, loss 0.134, test 0.088
Epoch 24, step 81, loss 0.226, test 0.088
Epoch 24, step 82, loss 0.255, test 0.087
Epoch 24, step 83, loss 0.189, test 0.087
Epoch 24, step 84, loss 0.175, test 0.087
Epoch 24, step 85, loss 0.091, test 0.087
Epoch 24, step 86, loss 0.163, test 0.087
Epoch 24, step 87, loss 0.075, test 0.087
Epoch 24, step 88, loss 0.179, test 0.087
Epoch 24, step 89, loss 0.108, test 0.087
Epoch 24, step 90, loss 0.144, test 0.087
Epoch 24, step 91, loss 0.104, test 0.087
Epoch 24, step 92, loss 0.145, test 0.087
Epoch 24, step 93, loss 0.158, test 0.087
Epoch 24, step 94, loss 0.142, test 0.087
Epoch 24, step 95, loss 0.109, test 0.087
Epoch 24, step 96, loss 0.085, test 0.087
Epoch 24, step 97, loss 0.219, test 0.087
Epoch 24, step 98, loss 0.047, test 0.087
Epoch 24, step 99, loss 0.201, test 0.087
Epoch 25, step 0, loss 0.114, test 0.087
Epoch 25, step 1, loss 0.087, test 0.087
Epoch 25, step 2, loss 0.084, test 0.087
Epoch 25, step 3, loss 0.152, test 0.087
Epoch 25, step 4, loss 0.126, test 0.087
Epoch 25, step 5, loss 0.040, test 0.087
Epoch 25, step 6, loss 0.059, test 0.087
Epoch 25, step 7, loss 0.117, test 0.087
Epoch 25, step 8, loss 0.077, test 0.087
Epoch 25, step 9, loss 0.148, test 0.087
Epoch 25, step 10, loss 0.138, test 0.087
Epoch 25, step 11, loss 0.092, test 0.087
Epoch 25, step 12, loss 0.058, test 0.087
Epoch 25, step 13, loss 0.096, test 0.087
Epoch 25, step 14, loss 0.110, test 0.087
Epoch 25, step 15, loss 0.124, test 0.087
Epoch 25, step 16, loss 0.108, test 0.087
Epoch 25, step 17, loss 0.080, test 0.087
Epoch 25, step 18, loss 0.040, test 0.087
Epoch 25, step 19, loss 0.051, test 0.087
Epoch 25, step 20, loss 0.121, test 0.087
Epoch 25, step 21, loss 0.119, test 0.087
Epoch 25, step 22, loss 0.264, test 0.087
Epoch 25, step 23, loss 0.172, test 0.087
Epoch 25, step 24, loss 0.060, test 0.087
Epoch 25, step 25, loss 0.095, test 0.087
Epoch 25, step 26, loss 0.078, test 0.087
Epoch 25, step 27, loss 0.212, test 0.087
Epoch 25, step 28, loss 0.149, test 0.087
Epoch 25, step 29, loss 0.066, test 0.087
Epoch 25, step 30, loss 0.109, test 0.087
Epoch 25, step 31, loss 0.097, test 0.087
Epoch 25, step 32, loss 0.116, test 0.087
Epoch 25, step 33, loss 0.112, test 0.087
Epoch 25, step 34, loss 0.068, test 0.087
Epoch 25, step 35, loss 0.062, test 0.087
Epoch 25, step 36, loss 0.112, test 0.087
Epoch 25, step 37, loss 0.210, test 0.087
Epoch 25, step 38, loss 0.139, test 0.087
Epoch 25, step 39, loss 0.061, test 0.087
Epoch 25, step 40, loss 0.067, test 0.087
Epoch 25, step 41, loss 0.162, test 0.087
Epoch 25, step 42, loss 0.178, test 0.087
Epoch 25, step 43, loss 0.176, test 0.087
Epoch 25, step 44, loss 0.262, test 0.087
Epoch 25, step 45, loss 0.126, test 0.087
Epoch 25, step 46, loss 0.059, test 0.087
Epoch 25, step 47, loss 0.078, test 0.087
Epoch 25, step 48, loss 0.153, test 0.087
Epoch 25, step 49, loss 0.121, test 0.087
Epoch 25, step 50, loss 0.094, test 0.087
Epoch 25, step 51, loss 0.254, test 0.087
Epoch 25, step 52, loss 0.122, test 0.087
Epoch 25, step 53, loss 0.157, test 0.087
Epoch 25, step 54, loss 0.279, test 0.087
Epoch 25, step 55, loss 0.088, test 0.087
Epoch 25, step 56, loss 0.176, test 0.087
Epoch 25, step 57, loss 0.129, test 0.087
Epoch 25, step 58, loss 0.121, test 0.087
Epoch 25, step 59, loss 0.261, test 0.087
Epoch 25, step 60, loss 0.140, test 0.087
Epoch 25, step 61, loss 0.091, test 0.087
Epoch 25, step 62, loss 0.113, test 0.087
Epoch 25, step 63, loss 0.199, test 0.087
Epoch 25, step 64, loss 0.116, test 0.087
Epoch 25, step 65, loss 0.152, test 0.087
Epoch 25, step 66, loss 0.219, test 0.087
Epoch 25, step 67, loss 0.080, test 0.087
Epoch 25, step 68, loss 0.031, test 0.087
Epoch 25, step 69, loss 0.082, test 0.087
Epoch 25, step 70, loss 0.107, test 0.087
Epoch 25, step 71, loss 0.146, test 0.087
Epoch 25, step 72, loss 0.058, test 0.087
Epoch 25, step 73, loss 0.153, test 0.087
Epoch 25, step 74, loss 0.141, test 0.087
Epoch 25, step 75, loss 0.228, test 0.087
Epoch 25, step 76, loss 0.222, test 0.087
Epoch 25, step 77, loss 0.063, test 0.087
Epoch 25, step 78, loss 0.159, test 0.087
Epoch 25, step 79, loss 0.106, test 0.087
Epoch 25, step 80, loss 0.133, test 0.087
Epoch 25, step 81, loss 0.262, test 0.087
Epoch 25, step 82, loss 0.171, test 0.087
Epoch 25, step 83, loss 0.161, test 0.087
Epoch 25, step 84, loss 0.140, test 0.087
Epoch 25, step 85, loss 0.132, test 0.087
Epoch 25, step 86, loss 0.110, test 0.087
Epoch 25, step 87, loss 0.241, test 0.087
Epoch 25, step 88, loss 0.060, test 0.087
Epoch 25, step 89, loss 0.085, test 0.087
Epoch 25, step 90, loss 0.211, test 0.087
Epoch 25, step 91, loss 0.096, test 0.087
Epoch 25, step 92, loss 0.148, test 0.087
Epoch 25, step 93, loss 0.093, test 0.087
Epoch 25, step 94, loss 0.110, test 0.087
Epoch 25, step 95, loss 0.159, test 0.087
Epoch 25, step 96, loss 0.031, test 0.087
Epoch 25, step 97, loss 0.110, test 0.087
Epoch 25, step 98, loss 0.211, test 0.087
Epoch 25, step 99, loss 0.126, test 0.087
Epoch 26, step 0, loss 0.071, test 0.087
Epoch 26, step 1, loss 0.066, test 0.087
Epoch 26, step 2, loss 0.094, test 0.087
Epoch 26, step 3, loss 0.271, test 0.087
Epoch 26, step 4, loss 0.189, test 0.087
Epoch 26, step 5, loss 0.073, test 0.087
Epoch 26, step 6, loss 0.161, test 0.087
Epoch 26, step 7, loss 0.172, test 0.087
Epoch 26, step 8, loss 0.062, test 0.086
Epoch 26, step 9, loss 0.065, test 0.087
Epoch 26, step 10, loss 0.058, test 0.087
Epoch 26, step 11, loss 0.092, test 0.087
Epoch 26, step 12, loss 0.142, test 0.086
Epoch 26, step 13, loss 0.223, test 0.086
Epoch 26, step 14, loss 0.120, test 0.087
Epoch 26, step 15, loss 0.186, test 0.087
Epoch 26, step 16, loss 0.122, test 0.087
Epoch 26, step 17, loss 0.142, test 0.087
Epoch 26, step 18, loss 0.109, test 0.087
Epoch 26, step 19, loss 0.232, test 0.087
Epoch 26, step 20, loss 0.110, test 0.086
Epoch 26, step 21, loss 0.097, test 0.086
Epoch 26, step 22, loss 0.146, test 0.086
Epoch 26, step 23, loss 0.243, test 0.086
Epoch 26, step 24, loss 0.140, test 0.086
Epoch 26, step 25, loss 0.141, test 0.086
Epoch 26, step 26, loss 0.179, test 0.086
Epoch 26, step 27, loss 0.151, test 0.086
Epoch 26, step 28, loss 0.057, test 0.086
Epoch 26, step 29, loss 0.115, test 0.085
Epoch 26, step 30, loss 0.073, test 0.085
Epoch 26, step 31, loss 0.083, test 0.085
Epoch 26, step 32, loss 0.093, test 0.085
Epoch 26, step 33, loss 0.108, test 0.085
Epoch 26, step 34, loss 0.107, test 0.085
Epoch 26, step 35, loss 0.110, test 0.085
Epoch 26, step 36, loss 0.148, test 0.085
Epoch 26, step 37, loss 0.146, test 0.085
Epoch 26, step 38, loss 0.115, test 0.085
Epoch 26, step 39, loss 0.150, test 0.085
Epoch 26, step 40, loss 0.094, test 0.085
Epoch 26, step 41, loss 0.081, test 0.085
Epoch 26, step 42, loss 0.089, test 0.085
Epoch 26, step 43, loss 0.237, test 0.086
Epoch 26, step 44, loss 0.054, test 0.086
Epoch 26, step 45, loss 0.214, test 0.086
Epoch 26, step 46, loss 0.386, test 0.085
Epoch 26, step 47, loss 0.137, test 0.085
Epoch 26, step 48, loss 0.326, test 0.086
Epoch 26, step 49, loss 0.153, test 0.086
Epoch 26, step 50, loss 0.105, test 0.086

Epoch 26, step 51, loss 0.054, test 0.086
Epoch 26, step 52, loss 0.123, test 0.086
Epoch 26, step 53, loss 0.210, test 0.086
Epoch 26, step 54, loss 0.077, test 0.086
Epoch 26, step 55, loss 0.070, test 0.085
Epoch 26, step 56, loss 0.062, test 0.085
Epoch 26, step 57, loss 0.153, test 0.085
Epoch 26, step 58, loss 0.231, test 0.085
Epoch 26, step 59, loss 0.086, test 0.086
Epoch 26, step 60, loss 0.032, test 0.086
Epoch 26, step 61, loss 0.170, test 0.086
Epoch 26, step 62, loss 0.133, test 0.086
Epoch 26, step 63, loss 0.132, test 0.086
Epoch 26, step 64, loss 0.129, test 0.086
Epoch 26, step 65, loss 0.117, test 0.085
Epoch 26, step 66, loss 0.073, test 0.085
Epoch 26, step 67, loss 0.205, test 0.085
Epoch 26, step 68, loss 0.091, test 0.085
Epoch 26, step 69, loss 0.171, test 0.085
Epoch 26, step 70, loss 0.086, test 0.085
Epoch 26, step 71, loss 0.055, test 0.085
Epoch 26, step 72, loss 0.089, test 0.086
Epoch 26, step 73, loss 0.083, test 0.086
Epoch 26, step 74, loss 0.114, test 0.086
Epoch 26, step 75, loss 0.060, test 0.086
Epoch 26, step 76, loss 0.206, test 0.086
Epoch 26, step 77, loss 0.151, test 0.086
Epoch 26, step 78, loss 0.205, test 0.086
Epoch 26, step 79, loss 0.066, test 0.086
Epoch 26, step 80, loss 0.132, test 0.086
Epoch 26, step 81, loss 0.100, test 0.086
Epoch 26, step 82, loss 0.167, test 0.086
Epoch 26, step 83, loss 0.143, test 0.086
Epoch 26, step 84, loss 0.085, test 0.086
Epoch 26, step 85, loss 0.212, test 0.086
Epoch 26, step 86, loss 0.111, test 0.086
Epoch 26, step 87, loss 0.142, test 0.086
Epoch 26, step 88, loss 0.120, test 0.086
Epoch 26, step 89, loss 0.098, test 0.086
Epoch 26, step 90, loss 0.100, test 0.086
Epoch 26, step 91, loss 0.065, test 0.086
Epoch 26, step 92, loss 0.138, test 0.086
Epoch 26, step 93, loss 0.065, test 0.087
Epoch 26, step 94, loss 0.107, test 0.087
Epoch 26, step 95, loss 0.125, test 0.086
Epoch 26, step 96, loss 0.175, test 0.086
Epoch 26, step 97, loss 0.027, test 0.086
Epoch 26, step 98, loss 0.076, test 0.087
Epoch 26, step 99, loss 0.123, test 0.087
Epoch 27, step 0, loss 0.164, test 0.087
Epoch 27, step 1, loss 0.107, test 0.087
Epoch 27, step 2, loss 0.087, test 0.086
Epoch 27, step 3, loss 0.171, test 0.087
Epoch 27, step 4, loss 0.081, test 0.087
Epoch 27, step 5, loss 0.053, test 0.087
Epoch 27, step 6, loss 0.081, test 0.087
Epoch 27, step 7, loss 0.328, test 0.087
Epoch 27, step 8, loss 0.100, test 0.087
Epoch 27, step 9, loss 0.026, test 0.087
Epoch 27, step 10, loss 0.071, test 0.087
Epoch 27, step 11, loss 0.345, test 0.087
Epoch 27, step 12, loss 0.110, test 0.087
Epoch 27, step 13, loss 0.051, test 0.087
Epoch 27, step 14, loss 0.041, test 0.087
Epoch 27, step 15, loss 0.116, test 0.087
Epoch 27, step 16, loss 0.127, test 0.087
Epoch 27, step 17, loss 0.052, test 0.087
Epoch 27, step 18, loss 0.071, test 0.087
Epoch 27, step 19, loss 0.152, test 0.087
Epoch 27, step 20, loss 0.207, test 0.087
Epoch 27, step 21, loss 0.105, test 0.087
Epoch 27, step 22, loss 0.082, test 0.087
Epoch 27, step 23, loss 0.160, test 0.087
Epoch 27, step 24, loss 0.064, test 0.087
Epoch 27, step 25, loss 0.189, test 0.087
Epoch 27, step 26, loss 0.041, test 0.087
Epoch 27, step 27, loss 0.189, test 0.087
Epoch 27, step 28, loss 0.120, test 0.087
Epoch 27, step 29, loss 0.098, test 0.087
Epoch 27, step 30, loss 0.160, test 0.087
Epoch 27, step 31, loss 0.132, test 0.087
Epoch 27, step 32, loss 0.118, test 0.087
Epoch 27, step 33, loss 0.185, test 0.087
Epoch 27, step 34, loss 0.202, test 0.087
Epoch 27, step 35, loss 0.129, test 0.087
Epoch 27, step 36, loss 0.083, test 0.087
Epoch 27, step 37, loss 0.046, test 0.087
Epoch 27, step 38, loss 0.039, test 0.087
Epoch 27, step 39, loss 0.178, test 0.087
Epoch 27, step 40, loss 0.086, test 0.087
Epoch 27, step 41, loss 0.135, test 0.087
Epoch 27, step 42, loss 0.104, test 0.087
Epoch 27, step 43, loss 0.091, test 0.087
Epoch 27, step 44, loss 0.235, test 0.087
Epoch 27, step 45, loss 0.124, test 0.087
Epoch 27, step 46, loss 0.194, test 0.087
Epoch 27, step 47, loss 0.247, test 0.087
Epoch 27, step 48, loss 0.193, test 0.087
Epoch 27, step 49, loss 0.101, test 0.087
Epoch 27, step 50, loss 0.098, test 0.087
Epoch 27, step 51, loss 0.076, test 0.087
Epoch 27, step 52, loss 0.051, test 0.087
Epoch 27, step 53, loss 0.223, test 0.087
Epoch 27, step 54, loss 0.191, test 0.087
Epoch 27, step 55, loss 0.058, test 0.087
Epoch 27, step 56, loss 0.118, test 0.087
Epoch 27, step 57, loss 0.191, test 0.087
Epoch 27, step 58, loss 0.190, test 0.087
Epoch 27, step 59, loss 0.057, test 0.087
Epoch 27, step 60, loss 0.093, test 0.087
Epoch 27, step 61, loss 0.139, test 0.087
Epoch 27, step 62, loss 0.192, test 0.087
Epoch 27, step 63, loss 0.060, test 0.087
Epoch 27, step 64, loss 0.080, test 0.087
Epoch 27, step 65, loss 0.114, test 0.087
Epoch 27, step 66, loss 0.061, test 0.087
Epoch 27, step 67, loss 0.087, test 0.087
Epoch 27, step 68, loss 0.064, test 0.088
Epoch 27, step 69, loss 0.245, test 0.088
Epoch 27, step 70, loss 0.068, test 0.088
Epoch 27, step 71, loss 0.027, test 0.088
Epoch 27, step 72, loss 0.164, test 0.088
Epoch 27, step 73, loss 0.157, test 0.088
Epoch 27, step 74, loss 0.085, test 0.088
Epoch 27, step 75, loss 0.318, test 0.088
Epoch 27, step 76, loss 0.080, test 0.088
Epoch 27, step 77, loss 0.122, test 0.088
Epoch 27, step 78, loss 0.155, test 0.088
Epoch 27, step 79, loss 0.059, test 0.088
Epoch 27, step 80, loss 0.206, test 0.088
Epoch 27, step 81, loss 0.032, test 0.088
Epoch 27, step 82, loss 0.102, test 0.088
Epoch 27, step 83, loss 0.068, test 0.087
Epoch 27, step 84, loss 0.178, test 0.087
Epoch 27, step 85, loss 0.089, test 0.087
Epoch 27, step 86, loss 0.136, test 0.088
Epoch 27, step 87, loss 0.135, test 0.088
Epoch 27, step 88, loss 0.147, test 0.088
Epoch 27, step 89, loss 0.041, test 0.087
Epoch 27, step 90, loss 0.240, test 0.088
Epoch 27, step 91, loss 0.246, test 0.087
Epoch 27, step 92, loss 0.047, test 0.087
Epoch 27, step 93, loss 0.120, test 0.087
Epoch 27, step 94, loss 0.122, test 0.087
Epoch 27, step 95, loss 0.289, test 0.087
Epoch 27, step 96, loss 0.165, test 0.087
Epoch 27, step 97, loss 0.204, test 0.087
Epoch 27, step 98, loss 0.116, test 0.087
Epoch 27, step 99, loss 0.105, test 0.087
Epoch 28, step 0, loss 0.043, test 0.087
Epoch 28, step 1, loss 0.129, test 0.087
Epoch 28, step 2, loss 0.210, test 0.087
Epoch 28, step 3, loss 0.051, test 0.087
Epoch 28, step 4, loss 0.206, test 0.086
Epoch 28, step 5, loss 0.254, test 0.086
Epoch 28, step 6, loss 0.075, test 0.086
Epoch 28, step 7, loss 0.076, test 0.086
Epoch 28, step 8, loss 0.176, test 0.086
Epoch 28, step 9, loss 0.075, test 0.086
Epoch 28, step 10, loss 0.192, test 0.086
Epoch 28, step 11, loss 0.167, test 0.086
Epoch 28, step 12, loss 0.255, test 0.086
Epoch 28, step 13, loss 0.089, test 0.086
Epoch 28, step 14, loss 0.065, test 0.086
Epoch 28, step 15, loss 0.098, test 0.086
Epoch 28, step 16, loss 0.086, test 0.086
Epoch 28, step 17, loss 0.090, test 0.087
Epoch 28, step 18, loss 0.292, test 0.087
Epoch 28, step 19, loss 0.140, test 0.087
Epoch 28, step 20, loss 0.053, test 0.087
Epoch 28, step 21, loss 0.071, test 0.087
Epoch 28, step 22, loss 0.116, test 0.087
Epoch 28, step 23, loss 0.108, test 0.087
Epoch 28, step 24, loss 0.132, test 0.087
Epoch 28, step 25, loss 0.069, test 0.087
Epoch 28, step 26, loss 0.101, test 0.087
Epoch 28, step 27, loss 0.208, test 0.087
Epoch 28, step 28, loss 0.157, test 0.087
Epoch 28, step 29, loss 0.286, test 0.087
Epoch 28, step 30, loss 0.252, test 0.087
Epoch 28, step 31, loss 0.091, test 0.087
Epoch 28, step 32, loss 0.066, test 0.087
Epoch 28, step 33, loss 0.125, test 0.087
Epoch 28, step 34, loss 0.040, test 0.087
Epoch 28, step 35, loss 0.063, test 0.087
Epoch 28, step 36, loss 0.152, test 0.087
Epoch 28, step 37, loss 0.070, test 0.087
Epoch 28, step 38, loss 0.059, test 0.087
Epoch 28, step 39, loss 0.108, test 0.086
Epoch 28, step 40, loss 0.124, test 0.086
Epoch 28, step 41, loss 0.119, test 0.086
Epoch 28, step 42, loss 0.145, test 0.086
Epoch 28, step 43, loss 0.070, test 0.086
Epoch 28, step 44, loss 0.148, test 0.086
Epoch 28, step 45, loss 0.080, test 0.086
Epoch 28, step 46, loss 0.114, test 0.086
Epoch 28, step 47, loss 0.052, test 0.086
Epoch 28, step 48, loss 0.068, test 0.086
Epoch 28, step 49, loss 0.273, test 0.086
Epoch 28, step 50, loss 0.140, test 0.086
Epoch 28, step 51, loss 0.213, test 0.086
Epoch 28, step 52, loss 0.232, test 0.086
Epoch 28, step 53, loss 0.085, test 0.086
Epoch 28, step 54, loss 0.092, test 0.086
Epoch 28, step 55, loss 0.114, test 0.086
Epoch 28, step 56, loss 0.100, test 0.086
Epoch 28, step 57, loss 0.118, test 0.086
Epoch 28, step 58, loss 0.075, test 0.086
Epoch 28, step 59, loss 0.165, test 0.086
Epoch 28, step 60, loss 0.123, test 0.086
Epoch 28, step 61, loss 0.026, test 0.086
Epoch 28, step 62, loss 0.154, test 0.086
Epoch 28, step 63, loss 0.244, test 0.086
Epoch 28, step 64, loss 0.074, test 0.086
Epoch 28, step 65, loss 0.100, test 0.086
Epoch 28, step 66, loss 0.146, test 0.086
Epoch 28, step 67, loss 0.103, test 0.086
Epoch 28, step 68, loss 0.096, test 0.086
Epoch 28, step 69, loss 0.148, test 0.086
Epoch 28, step 70, loss 0.111, test 0.086
Epoch 28, step 71, loss 0.067, test 0.086
Epoch 28, step 72, loss 0.119, test 0.086
Epoch 28, step 73, loss 0.067, test 0.087
Epoch 28, step 74, loss 0.172, test 0.087
Epoch 28, step 75, loss 0.110, test 0.087
Epoch 28, step 76, loss 0.093, test 0.087
Epoch 28, step 77, loss 0.125, test 0.087
Epoch 28, step 78, loss 0.117, test 0.087
Epoch 28, step 79, loss 0.132, test 0.087
Epoch 28, step 80, loss 0.096, test 0.087
Epoch 28, step 81, loss 0.247, test 0.087
Epoch 28, step 82, loss 0.098, test 0.087
Epoch 28, step 83, loss 0.166, test 0.087
Epoch 28, step 84, loss 0.142, test 0.087
Epoch 28, step 85, loss 0.069, test 0.087
Epoch 28, step 86, loss 0.172, test 0.087
Epoch 28, step 87, loss 0.042, test 0.087
Epoch 28, step 88, loss 0.181, test 0.087
Epoch 28, step 89, loss 0.095, test 0.087
Epoch 28, step 90, loss 0.172, test 0.087
Epoch 28, step 91, loss 0.064, test 0.087
Epoch 28, step 92, loss 0.078, test 0.087
Epoch 28, step 93, loss 0.155, test 0.087
Epoch 28, step 94, loss 0.136, test 0.087
Epoch 28, step 95, loss 0.202, test 0.087
Epoch 28, step 96, loss 0.151, test 0.087
Epoch 28, step 97, loss 0.125, test 0.087
Epoch 28, step 98, loss 0.333, test 0.087
Epoch 28, step 99, loss 0.110, test 0.087
Epoch 29, step 0, loss 0.074, test 0.087
Epoch 29, step 1, loss 0.233, test 0.086
Epoch 29, step 2, loss 0.289, test 0.086
Epoch 29, step 3, loss 0.179, test 0.086
Epoch 29, step 4, loss 0.103, test 0.086
Epoch 29, step 5, loss 0.061, test 0.086
Epoch 29, step 6, loss 0.121, test 0.086
Epoch 29, step 7, loss 0.147, test 0.086
Epoch 29, step 8, loss 0.063, test 0.086
Epoch 29, step 9, loss 0.074, test 0.086
Epoch 29, step 10, loss 0.112, test 0.086
Epoch 29, step 11, loss 0.053, test 0.086
Epoch 29, step 12, loss 0.201, test 0.087
Epoch 29, step 13, loss 0.114, test 0.087
Epoch 29, step 14, loss 0.119, test 0.087
Epoch 29, step 15, loss 0.212, test 0.087
Epoch 29, step 16, loss 0.266, test 0.087
Epoch 29, step 17, loss 0.076, test 0.086
Epoch 29, step 18, loss 0.247, test 0.086
Epoch 29, step 19, loss 0.089, test 0.086
Epoch 29, step 20, loss 0.181, test 0.086
Epoch 29, step 21, loss 0.135, test 0.086
Epoch 29, step 22, loss 0.098, test 0.086
Epoch 29, step 23, loss 0.085, test 0.086
Epoch 29, step 24, loss 0.186, test 0.086
Epoch 29, step 25, loss 0.093, test 0.086
Epoch 29, step 26, loss 0.057, test 0.086
Epoch 29, step 27, loss 0.179, test 0.087
Epoch 29, step 28, loss 0.150, test 0.087
Epoch 29, step 29, loss 0.162, test 0.086
Epoch 29, step 30, loss 0.087, test 0.086
Epoch 29, step 31, loss 0.089, test 0.086
Epoch 29, step 32, loss 0.222, test 0.086
Epoch 29, step 33, loss 0.139, test 0.086
Epoch 29, step 34, loss 0.071, test 0.086
Epoch 29, step 35, loss 0.179, test 0.086
Epoch 29, step 36, loss 0.108, test 0.086
Epoch 29, step 37, loss 0.134, test 0.086
Epoch 29, step 38, loss 0.220, test 0.086
Epoch 29, step 39, loss 0.164, test 0.086
Epoch 29, step 40, loss 0.132, test 0.086
Epoch 29, step 41, loss 0.139, test 0.086
Epoch 29, step 42, loss 0.036, test 0.086
Epoch 29, step 43, loss 0.041, test 0.086
Epoch 29, step 44, loss 0.051, test 0.086
Epoch 29, step 45, loss 0.201, test 0.086
Epoch 29, step 46, loss 0.261, test 0.086
Epoch 29, step 47, loss 0.086, test 0.086
Epoch 29, step 48, loss 0.114, test 0.086
Epoch 29, step 49, loss 0.130, test 0.086
Epoch 29, step 50, loss 0.115, test 0.086
Epoch 29, step 51, loss 0.136, test 0.086
Epoch 29, step 52, loss 0.059, test 0.086
Epoch 29, step 53, loss 0.126, test 0.086
Epoch 29, step 54, loss 0.065, test 0.086
Epoch 29, step 55, loss 0.123, test 0.086
Epoch 29, step 56, loss 0.088, test 0.086
Epoch 29, step 57, loss 0.177, test 0.086
Epoch 29, step 58, loss 0.083, test 0.086
Epoch 29, step 59, loss 0.125, test 0.086
Epoch 29, step 60, loss 0.199, test 0.086
Epoch 29, step 61, loss 0.212, test 0.086
Epoch 29, step 62, loss 0.183, test 0.086
Epoch 29, step 63, loss 0.066, test 0.086
Epoch 29, step 64, loss 0.164, test 0.086
Epoch 29, step 65, loss 0.129, test 0.086
Epoch 29, step 66, loss 0.227, test 0.086
Epoch 29, step 67, loss 0.099, test 0.086
Epoch 29, step 68, loss 0.056, test 0.086
Epoch 29, step 69, loss 0.100, test 0.086
Epoch 29, step 70, loss 0.063, test 0.086
Epoch 29, step 71, loss 0.174, test 0.086
Epoch 29, step 72, loss 0.129, test 0.086
Epoch 29, step 73, loss 0.108, test 0.086
Epoch 29, step 74, loss 0.172, test 0.086
Epoch 29, step 75, loss 0.115, test 0.086
Epoch 29, step 76, loss 0.102, test 0.086
Epoch 29, step 77, loss 0.187, test 0.086
Epoch 29, step 78, loss 0.197, test 0.086
Epoch 29, step 79, loss 0.135, test 0.086
Epoch 29, step 80, loss 0.125, test 0.086
Epoch 29, step 81, loss 0.062, test 0.086
Epoch 29, step 82, loss 0.027, test 0.086
Epoch 29, step 83, loss 0.136, test 0.086
Epoch 29, step 84, loss 0.078, test 0.086
Epoch 29, step 85, loss 0.076, test 0.086
Epoch 29, step 86, loss 0.072, test 0.086
Epoch 29, step 87, loss 0.123, test 0.086
Epoch 29, step 88, loss 0.111, test 0.086
Epoch 29, step 89, loss 0.295, test 0.086
Epoch 29, step 90, loss 0.070, test 0.087
Epoch 29, step 91, loss 0.051, test 0.087
Epoch 29, step 92, loss 0.150, test 0.087
Epoch 29, step 93, loss 0.113, test 0.087
Epoch 29, step 94, loss 0.069, test 0.087
Epoch 29, step 95, loss 0.087, test 0.087
Epoch 29, step 96, loss 0.102, test 0.087

Epoch 29, step 97, loss 0.061, test 0.087
Epoch 29, step 98, loss 0.104, test 0.087
Epoch 29, step 99, loss 0.196, test 0.087
Epoch 30, step 0, loss 0.065, test 0.087
Epoch 30, step 1, loss 0.115, test 0.087
Epoch 30, step 2, loss 0.129, test 0.087
Epoch 30, step 3, loss 0.274, test 0.087
Epoch 30, step 4, loss 0.178, test 0.087
Epoch 30, step 5, loss 0.202, test 0.087
Epoch 30, step 6, loss 0.083, test 0.087
Epoch 30, step 7, loss 0.137, test 0.087
Epoch 30, step 8, loss 0.056, test 0.087
Epoch 30, step 9, loss 0.043, test 0.087
Epoch 30, step 10, loss 0.102, test 0.087
Epoch 30, step 11, loss 0.152, test 0.087
Epoch 30, step 12, loss 0.077, test 0.087
Epoch 30, step 13, loss 0.037, test 0.087
Epoch 30, step 14, loss 0.127, test 0.087
Epoch 30, step 15, loss 0.094, test 0.087
Epoch 30, step 16, loss 0.162, test 0.087
Epoch 30, step 17, loss 0.096, test 0.087
Epoch 30, step 18, loss 0.119, test 0.087
Epoch 30, step 19, loss 0.123, test 0.087
Epoch 30, step 20, loss 0.205, test 0.087
Epoch 30, step 21, loss 0.034, test 0.087
Epoch 30, step 22, loss 0.153, test 0.087
Epoch 30, step 23, loss 0.170, test 0.087
Epoch 30, step 24, loss 0.125, test 0.087
Epoch 30, step 25, loss 0.097, test 0.087
Epoch 30, step 26, loss 0.110, test 0.087
Epoch 30, step 27, loss 0.139, test 0.087
Epoch 30, step 28, loss 0.267, test 0.087
Epoch 30, step 29, loss 0.118, test 0.087
Epoch 30, step 30, loss 0.175, test 0.087
Epoch 30, step 31, loss 0.023, test 0.087
Epoch 30, step 32, loss 0.064, test 0.087
Epoch 30, step 33, loss 0.065, test 0.087
Epoch 30, step 34, loss 0.080, test 0.087
Epoch 30, step 35, loss 0.142, test 0.087
Epoch 30, step 36, loss 0.176, test 0.087
Epoch 30, step 37, loss 0.179, test 0.087
Epoch 30, step 38, loss 0.076, test 0.087
Epoch 30, step 39, loss 0.153, test 0.087
Epoch 30, step 40, loss 0.131, test 0.087
Epoch 30, step 41, loss 0.130, test 0.087
Epoch 30, step 42, loss 0.099, test 0.087
Epoch 30, step 43, loss 0.142, test 0.087
Epoch 30, step 44, loss 0.114, test 0.087
Epoch 30, step 45, loss 0.138, test 0.087
Epoch 30, step 46, loss 0.204, test 0.087
Epoch 30, step 47, loss 0.168, test 0.087
Epoch 30, step 48, loss 0.080, test 0.087
Epoch 30, step 49, loss 0.180, test 0.087
Epoch 30, step 50, loss 0.087, test 0.087
Epoch 30, step 51, loss 0.106, test 0.087
Epoch 30, step 52, loss 0.084, test 0.087
Epoch 30, step 53, loss 0.066, test 0.087
Epoch 30, step 54, loss 0.075, test 0.087
Epoch 30, step 55, loss 0.165, test 0.087
Epoch 30, step 56, loss 0.146, test 0.087
Epoch 30, step 57, loss 0.087, test 0.087
Epoch 30, step 58, loss 0.227, test 0.087
Epoch 30, step 59, loss 0.057, test 0.087
Epoch 30, step 60, loss 0.236, test 0.087
Epoch 30, step 61, loss 0.139, test 0.087
Epoch 30, step 62, loss 0.077, test 0.087
Epoch 30, step 63, loss 0.118, test 0.087
Epoch 30, step 64, loss 0.098, test 0.087
Epoch 30, step 65, loss 0.079, test 0.087
Epoch 30, step 66, loss 0.198, test 0.087
Epoch 30, step 67, loss 0.089, test 0.087
Epoch 30, step 68, loss 0.135, test 0.087
Epoch 30, step 69, loss 0.043, test 0.087
Epoch 30, step 70, loss 0.115, test 0.087
Epoch 30, step 71, loss 0.133, test 0.087
Epoch 30, step 72, loss 0.170, test 0.087
Epoch 30, step 73, loss 0.166, test 0.087
Epoch 30, step 74, loss 0.109, test 0.087
Epoch 30, step 75, loss 0.137, test 0.087
Epoch 30, step 76, loss 0.166, test 0.087
Epoch 30, step 77, loss 0.157, test 0.087
Epoch 30, step 78, loss 0.167, test 0.087
Epoch 30, step 79, loss 0.160, test 0.087
Epoch 30, step 80, loss 0.163, test 0.087
Epoch 30, step 81, loss 0.226, test 0.087
Epoch 30, step 82, loss 0.160, test 0.087
Epoch 30, step 83, loss 0.093, test 0.087
Epoch 30, step 84, loss 0.101, test 0.087
Epoch 30, step 85, loss 0.053, test 0.087
Epoch 30, step 86, loss 0.143, test 0.087
Epoch 30, step 87, loss 0.093, test 0.087
Epoch 30, step 88, loss 0.092, test 0.087
Epoch 30, step 89, loss 0.124, test 0.087
Epoch 30, step 90, loss 0.106, test 0.087
Epoch 30, step 91, loss 0.227, test 0.087
Epoch 30, step 92, loss 0.149, test 0.087
Epoch 30, step 93, loss 0.100, test 0.087
Epoch 30, step 94, loss 0.109, test 0.087
Epoch 30, step 95, loss 0.139, test 0.087
Epoch 30, step 96, loss 0.177, test 0.087
Epoch 30, step 97, loss 0.178, test 0.087
Epoch 30, step 98, loss 0.103, test 0.087
Epoch 30, step 99, loss 0.145, test 0.087
Epoch 31, step 0, loss 0.220, test 0.087
Epoch 31, step 1, loss 0.124, test 0.086
Epoch 31, step 2, loss 0.127, test 0.086
Epoch 31, step 3, loss 0.119, test 0.086
Epoch 31, step 4, loss 0.205, test 0.086
Epoch 31, step 5, loss 0.075, test 0.086
Epoch 31, step 6, loss 0.189, test 0.086
Epoch 31, step 7, loss 0.099, test 0.086
Epoch 31, step 8, loss 0.228, test 0.086
Epoch 31, step 9, loss 0.090, test 0.086
Epoch 31, step 10, loss 0.076, test 0.086
Epoch 31, step 11, loss 0.091, test 0.086
Epoch 31, step 12, loss 0.063, test 0.086
Epoch 31, step 13, loss 0.130, test 0.086
Epoch 31, step 14, loss 0.057, test 0.086
Epoch 31, step 15, loss 0.302, test 0.086
Epoch 31, step 16, loss 0.137, test 0.086
Epoch 31, step 17, loss 0.153, test 0.086
Epoch 31, step 18, loss 0.076, test 0.086
Epoch 31, step 19, loss 0.079, test 0.086
Epoch 31, step 20, loss 0.123, test 0.086
Epoch 31, step 21, loss 0.168, test 0.086
Epoch 31, step 22, loss 0.120, test 0.086
Epoch 31, step 23, loss 0.145, test 0.086
Epoch 31, step 24, loss 0.213, test 0.086
Epoch 31, step 25, loss 0.150, test 0.086
Epoch 31, step 26, loss 0.095, test 0.086
Epoch 31, step 27, loss 0.128, test 0.086
Epoch 31, step 28, loss 0.126, test 0.086
Epoch 31, step 29, loss 0.084, test 0.086
Epoch 31, step 30, loss 0.092, test 0.086
Epoch 31, step 31, loss 0.028, test 0.086
Epoch 31, step 32, loss 0.266, test 0.086
Epoch 31, step 33, loss 0.074, test 0.086
Epoch 31, step 34, loss 0.145, test 0.086
Epoch 31, step 35, loss 0.113, test 0.086
Epoch 31, step 36, loss 0.114, test 0.086
Epoch 31, step 37, loss 0.066, test 0.086
Epoch 31, step 38, loss 0.142, test 0.086
Epoch 31, step 39, loss 0.041, test 0.086
Epoch 31, step 40, loss 0.180, test 0.086
Epoch 31, step 41, loss 0.142, test 0.086
Epoch 31, step 42, loss 0.139, test 0.086
Epoch 31, step 43, loss 0.072, test 0.086
Epoch 31, step 44, loss 0.201, test 0.086
Epoch 31, step 45, loss 0.230, test 0.086
Epoch 31, step 46, loss 0.040, test 0.086
Epoch 31, step 47, loss 0.097, test 0.086
Epoch 31, step 48, loss 0.156, test 0.086
Epoch 31, step 49, loss 0.032, test 0.086
Epoch 31, step 50, loss 0.102, test 0.086
Epoch 31, step 51, loss 0.143, test 0.086
Epoch 31, step 52, loss 0.058, test 0.086
Epoch 31, step 53, loss 0.046, test 0.086
Epoch 31, step 54, loss 0.067, test 0.086
Epoch 31, step 55, loss 0.112, test 0.086
Epoch 31, step 56, loss 0.061, test 0.086
Epoch 31, step 57, loss 0.116, test 0.086
Epoch 31, step 58, loss 0.222, test 0.086
Epoch 31, step 59, loss 0.051, test 0.086
Epoch 31, step 60, loss 0.130, test 0.086
Epoch 31, step 61, loss 0.100, test 0.086
Epoch 31, step 62, loss 0.181, test 0.086
Epoch 31, step 63, loss 0.107, test 0.086
Epoch 31, step 64, loss 0.095, test 0.086
Epoch 31, step 65, loss 0.211, test 0.086
Epoch 31, step 66, loss 0.106, test 0.086
Epoch 31, step 67, loss 0.079, test 0.086
Epoch 31, step 68, loss 0.110, test 0.086
Epoch 31, step 69, loss 0.109, test 0.086
Epoch 31, step 70, loss 0.154, test 0.086
Epoch 31, step 71, loss 0.223, test 0.086
Epoch 31, step 72, loss 0.174, test 0.086
Epoch 31, step 73, loss 0.114, test 0.086
Epoch 31, step 74, loss 0.071, test 0.086
Epoch 31, step 75, loss 0.033, test 0.086
Epoch 31, step 76, loss 0.104, test 0.086
Epoch 31, step 77, loss 0.122, test 0.086
Epoch 31, step 78, loss 0.153, test 0.086
Epoch 31, step 79, loss 0.121, test 0.086
Epoch 31, step 80, loss 0.144, test 0.086
Epoch 31, step 81, loss 0.077, test 0.086
Epoch 31, step 82, loss 0.181, test 0.087
Epoch 31, step 83, loss 0.262, test 0.087
Epoch 31, step 84, loss 0.112, test 0.087
Epoch 31, step 85, loss 0.118, test 0.087
Epoch 31, step 86, loss 0.095, test 0.087
Epoch 31, step 87, loss 0.102, test 0.087
Epoch 31, step 88, loss 0.362, test 0.087
Epoch 31, step 89, loss 0.070, test 0.087
Epoch 31, step 90, loss 0.131, test 0.087
Epoch 31, step 91, loss 0.144, test 0.087
Epoch 31, step 92, loss 0.120, test 0.087
Epoch 31, step 93, loss 0.131, test 0.087
Epoch 31, step 94, loss 0.036, test 0.087
Epoch 31, step 95, loss 0.202, test 0.087
Epoch 31, step 96, loss 0.144, test 0.087
Epoch 31, step 97, loss 0.097, test 0.087
Epoch 31, step 98, loss 0.155, test 0.087
Epoch 31, step 99, loss 0.263, test 0.087
Epoch 32, step 0, loss 0.055, test 0.087
Epoch 32, step 1, loss 0.199, test 0.087
Epoch 32, step 2, loss 0.155, test 0.087
Epoch 32, step 3, loss 0.051, test 0.087
Epoch 32, step 4, loss 0.099, test 0.087
Epoch 32, step 5, loss 0.176, test 0.087
Epoch 32, step 6, loss 0.062, test 0.087
Epoch 32, step 7, loss 0.077, test 0.087
Epoch 32, step 8, loss 0.096, test 0.087
Epoch 32, step 9, loss 0.068, test 0.087
Epoch 32, step 10, loss 0.148, test 0.086
Epoch 32, step 11, loss 0.032, test 0.086
Epoch 32, step 12, loss 0.188, test 0.086
Epoch 32, step 13, loss 0.182, test 0.087
Epoch 32, step 14, loss 0.114, test 0.087
Epoch 32, step 15, loss 0.072, test 0.087
Epoch 32, step 16, loss 0.055, test 0.087
Epoch 32, step 17, loss 0.083, test 0.087
Epoch 32, step 18, loss 0.187, test 0.087
Epoch 32, step 19, loss 0.083, test 0.087
Epoch 32, step 20, loss 0.210, test 0.087
Epoch 32, step 21, loss 0.100, test 0.087
Epoch 32, step 22, loss 0.088, test 0.087
Epoch 32, step 23, loss 0.230, test 0.087
Epoch 32, step 24, loss 0.098, test 0.087
Epoch 32, step 25, loss 0.192, test 0.087
Epoch 32, step 26, loss 0.158, test 0.087
Epoch 32, step 27, loss 0.211, test 0.087
Epoch 32, step 28, loss 0.275, test 0.087
Epoch 32, step 29, loss 0.051, test 0.087
Epoch 32, step 30, loss 0.186, test 0.087
Epoch 32, step 31, loss 0.088, test 0.087
Epoch 32, step 32, loss 0.177, test 0.087
Epoch 32, step 33, loss 0.144, test 0.087
Epoch 32, step 34, loss 0.178, test 0.087
Epoch 32, step 35, loss 0.138, test 0.087
Epoch 32, step 36, loss 0.126, test 0.087
Epoch 32, step 37, loss 0.259, test 0.087
Epoch 32, step 38, loss 0.184, test 0.087
Epoch 32, step 39, loss 0.105, test 0.087
Epoch 32, step 40, loss 0.134, test 0.087
Epoch 32, step 41, loss 0.071, test 0.087
Epoch 32, step 42, loss 0.072, test 0.087
Epoch 32, step 43, loss 0.061, test 0.087
Epoch 32, step 44, loss 0.129, test 0.087
Epoch 32, step 45, loss 0.293, test 0.087
Epoch 32, step 46, loss 0.069, test 0.087
Epoch 32, step 47, loss 0.145, test 0.087
Epoch 32, step 48, loss 0.072, test 0.087
Epoch 32, step 49, loss 0.134, test 0.087
Epoch 32, step 50, loss 0.049, test 0.087
Epoch 32, step 51, loss 0.061, test 0.087
Epoch 32, step 52, loss 0.265, test 0.087
Epoch 32, step 53, loss 0.108, test 0.087
Epoch 32, step 54, loss 0.115, test 0.086
Epoch 32, step 55, loss 0.143, test 0.086
Epoch 32, step 56, loss 0.200, test 0.086
Epoch 32, step 57, loss 0.146, test 0.086
Epoch 32, step 58, loss 0.112, test 0.086
Epoch 32, step 59, loss 0.161, test 0.086
Epoch 32, step 60, loss 0.138, test 0.086
Epoch 32, step 61, loss 0.068, test 0.086
Epoch 32, step 62, loss 0.072, test 0.086
Epoch 32, step 63, loss 0.128, test 0.086
Epoch 32, step 64, loss 0.128, test 0.086
Epoch 32, step 65, loss 0.086, test 0.086
Epoch 32, step 66, loss 0.182, test 0.086
Epoch 32, step 67, loss 0.071, test 0.086
Epoch 32, step 68, loss 0.109, test 0.086
Epoch 32, step 69, loss 0.152, test 0.086
Epoch 32, step 70, loss 0.089, test 0.086
Epoch 32, step 71, loss 0.176, test 0.086
Epoch 32, step 72, loss 0.213, test 0.086
Epoch 32, step 73, loss 0.117, test 0.086
Epoch 32, step 74, loss 0.074, test 0.086
Epoch 32, step 75, loss 0.074, test 0.086
Epoch 32, step 76, loss 0.136, test 0.086
Epoch 32, step 77, loss 0.063, test 0.086
Epoch 32, step 78, loss 0.120, test 0.086
Epoch 32, step 79, loss 0.146, test 0.086
Epoch 32, step 80, loss 0.092, test 0.087
Epoch 32, step 81, loss 0.273, test 0.087
Epoch 32, step 82, loss 0.146, test 0.087
Epoch 32, step 83, loss 0.066, test 0.087
Epoch 32, step 84, loss 0.037, test 0.087
Epoch 32, step 85, loss 0.068, test 0.087
Epoch 32, step 86, loss 0.142, test 0.087
Epoch 32, step 87, loss 0.147, test 0.087
Epoch 32, step 88, loss 0.204, test 0.087
Epoch 32, step 89, loss 0.097, test 0.087
Epoch 32, step 90, loss 0.232, test 0.087
Epoch 32, step 91, loss 0.051, test 0.087
Epoch 32, step 92, loss 0.140, test 0.087
Epoch 32, step 93, loss 0.088, test 0.087
Epoch 32, step 94, loss 0.114, test 0.087
Epoch 32, step 95, loss 0.163, test 0.087
Epoch 32, step 96, loss 0.115, test 0.087
Epoch 32, step 97, loss 0.085, test 0.087
Epoch 32, step 98, loss 0.101, test 0.087
Epoch 32, step 99, loss 0.157, test 0.087
Epoch 33, step 0, loss 0.140, test 0.087
Epoch 33, step 1, loss 0.060, test 0.087
Epoch 33, step 2, loss 0.137, test 0.087
Epoch 33, step 3, loss 0.105, test 0.087
Epoch 33, step 4, loss 0.083, test 0.087
Epoch 33, step 5, loss 0.133, test 0.087
Epoch 33, step 6, loss 0.072, test 0.087
Epoch 33, step 7, loss 0.066, test 0.087
Epoch 33, step 8, loss 0.111, test 0.087
Epoch 33, step 9, loss 0.139, test 0.087
Epoch 33, step 10, loss 0.095, test 0.087
Epoch 33, step 11, loss 0.120, test 0.087
Epoch 33, step 12, loss 0.135, test 0.087
Epoch 33, step 13, loss 0.130, test 0.087
Epoch 33, step 14, loss 0.203, test 0.087
Epoch 33, step 15, loss 0.134, test 0.087
Epoch 33, step 16, loss 0.071, test 0.087
Epoch 33, step 17, loss 0.169, test 0.087
Epoch 33, step 18, loss 0.116, test 0.087
Epoch 33, step 19, loss 0.188, test 0.087
Epoch 33, step 20, loss 0.084, test 0.087
Epoch 33, step 21, loss 0.067, test 0.087
Epoch 33, step 22, loss 0.131, test 0.087
Epoch 33, step 23, loss 0.072, test 0.087
Epoch 33, step 24, loss 0.251, test 0.087
Epoch 33, step 25, loss 0.061, test 0.087
Epoch 33, step 26, loss 0.142, test 0.087
Epoch 33, step 27, loss 0.050, test 0.087
Epoch 33, step 28, loss 0.260, test 0.087
Epoch 33, step 29, loss 0.084, test 0.087
Epoch 33, step 30, loss 0.223, test 0.087
Epoch 33, step 31, loss 0.101, test 0.087
Epoch 33, step 32, loss 0.314, test 0.087
Epoch 33, step 33, loss 0.144, test 0.087
Epoch 33, step 34, loss 0.096, test 0.087
Epoch 33, step 35, loss 0.049, test 0.087
Epoch 33, step 36, loss 0.131, test 0.087
Epoch 33, step 37, loss 0.079, test 0.087
Epoch 33, step 38, loss 0.261, test 0.087
Epoch 33, step 39, loss 0.115, test 0.087
Epoch 33, step 40, loss 0.167, test 0.087
Epoch 33, step 41, loss 0.086, test 0.087
Epoch 33, step 42, loss 0.166, test 0.087
Epoch 33, step 43, loss 0.170, test 0.087
Epoch 33, step 44, loss 0.165, test 0.087
Epoch 33, step 45, loss 0.210, test 0.087

Epoch 33, step 46, loss 0.160, test 0.087
Epoch 33, step 47, loss 0.138, test 0.087
Epoch 33, step 48, loss 0.131, test 0.087
Epoch 33, step 49, loss 0.389, test 0.087
Epoch 33, step 50, loss 0.135, test 0.087
Epoch 33, step 51, loss 0.126, test 0.087
Epoch 33, step 52, loss 0.052, test 0.087
Epoch 33, step 53, loss 0.169, test 0.087
Epoch 33, step 54, loss 0.068, test 0.087
Epoch 33, step 55, loss 0.095, test 0.087
Epoch 33, step 56, loss 0.152, test 0.087
Epoch 33, step 57, loss 0.086, test 0.087
Epoch 33, step 58, loss 0.129, test 0.087
Epoch 33, step 59, loss 0.081, test 0.087
Epoch 33, step 60, loss 0.068, test 0.087
Epoch 33, step 61, loss 0.076, test 0.087
Epoch 33, step 62, loss 0.243, test 0.087
Epoch 33, step 63, loss 0.076, test 0.087
Epoch 33, step 64, loss 0.127, test 0.087
Epoch 33, step 65, loss 0.229, test 0.087
Epoch 33, step 66, loss 0.085, test 0.087
Epoch 33, step 67, loss 0.147, test 0.087
Epoch 33, step 68, loss 0.111, test 0.087
Epoch 33, step 69, loss 0.052, test 0.087
Epoch 33, step 70, loss 0.078, test 0.087
Epoch 33, step 71, loss 0.111, test 0.087
Epoch 33, step 72, loss 0.040, test 0.087
Epoch 33, step 73, loss 0.089, test 0.087
Epoch 33, step 74, loss 0.124, test 0.087
Epoch 33, step 75, loss 0.146, test 0.087
Epoch 33, step 76, loss 0.279, test 0.087
Epoch 33, step 77, loss 0.069, test 0.087
Epoch 33, step 78, loss 0.046, test 0.087
Epoch 33, step 79, loss 0.059, test 0.087
Epoch 33, step 80, loss 0.138, test 0.087
Epoch 33, step 81, loss 0.187, test 0.087
Epoch 33, step 82, loss 0.116, test 0.087
Epoch 33, step 83, loss 0.205, test 0.087
Epoch 33, step 84, loss 0.079, test 0.087
Epoch 33, step 85, loss 0.143, test 0.087
Epoch 33, step 86, loss 0.100, test 0.087
Epoch 33, step 87, loss 0.084, test 0.087
Epoch 33, step 88, loss 0.183, test 0.087
Epoch 33, step 89, loss 0.102, test 0.087
Epoch 33, step 90, loss 0.070, test 0.087
Epoch 33, step 91, loss 0.083, test 0.087
Epoch 33, step 92, loss 0.221, test 0.087
Epoch 33, step 93, loss 0.208, test 0.087
Epoch 33, step 94, loss 0.105, test 0.087
Epoch 33, step 95, loss 0.128, test 0.087
Epoch 33, step 96, loss 0.088, test 0.087
Epoch 33, step 97, loss 0.106, test 0.087
Epoch 33, step 98, loss 0.121, test 0.087
Epoch 33, step 99, loss 0.062, test 0.087
Epoch 34, step 0, loss 0.062, test 0.087
Epoch 34, step 1, loss 0.203, test 0.087
Epoch 34, step 2, loss 0.079, test 0.087
Epoch 34, step 3, loss 0.077, test 0.087
Epoch 34, step 4, loss 0.137, test 0.087
Epoch 34, step 5, loss 0.110, test 0.087
Epoch 34, step 6, loss 0.219, test 0.087
Epoch 34, step 7, loss 0.276, test 0.087
Epoch 34, step 8, loss 0.083, test 0.087
Epoch 34, step 9, loss 0.082, test 0.087
Epoch 34, step 10, loss 0.131, test 0.087
Epoch 34, step 11, loss 0.147, test 0.087
Epoch 34, step 12, loss 0.081, test 0.087
Epoch 34, step 13, loss 0.065, test 0.087
Epoch 34, step 14, loss 0.180, test 0.087
Epoch 34, step 15, loss 0.079, test 0.087
Epoch 34, step 16, loss 0.226, test 0.087
Epoch 34, step 17, loss 0.150, test 0.087
Epoch 34, step 18, loss 0.065, test 0.087
Epoch 34, step 19, loss 0.067, test 0.087
Epoch 34, step 20, loss 0.266, test 0.087
Epoch 34, step 21, loss 0.157, test 0.087
Epoch 34, step 22, loss 0.121, test 0.087
Epoch 34, step 23, loss 0.123, test 0.087
Epoch 34, step 24, loss 0.114, test 0.087
Epoch 34, step 25, loss 0.090, test 0.087
Epoch 34, step 26, loss 0.280, test 0.087
Epoch 34, step 27, loss 0.175, test 0.087
Epoch 34, step 28, loss 0.098, test 0.087
Epoch 34, step 29, loss 0.087, test 0.087
Epoch 34, step 30, loss 0.056, test 0.087
Epoch 34, step 31, loss 0.111, test 0.087
Epoch 34, step 32, loss 0.172, test 0.087
Epoch 34, step 33, loss 0.102, test 0.087
Epoch 34, step 34, loss 0.148, test 0.087
Epoch 34, step 35, loss 0.128, test 0.087
Epoch 34, step 36, loss 0.136, test 0.087
Epoch 34, step 37, loss 0.145, test 0.087
Epoch 34, step 38, loss 0.081, test 0.087
Epoch 34, step 39, loss 0.061, test 0.087
Epoch 34, step 40, loss 0.229, test 0.087
Epoch 34, step 41, loss 0.043, test 0.087
Epoch 34, step 42, loss 0.191, test 0.087
Epoch 34, step 43, loss 0.087, test 0.087
Epoch 34, step 44, loss 0.179, test 0.087
Epoch 34, step 45, loss 0.105, test 0.087
Epoch 34, step 46, loss 0.109, test 0.087
Epoch 34, step 47, loss 0.209, test 0.087
Epoch 34, step 48, loss 0.136, test 0.087
Epoch 34, step 49, loss 0.128, test 0.087
Epoch 34, step 50, loss 0.175, test 0.086
Epoch 34, step 51, loss 0.135, test 0.086
Epoch 34, step 52, loss 0.133, test 0.086
Epoch 34, step 53, loss 0.150, test 0.086
Epoch 34, step 54, loss 0.057, test 0.087
Epoch 34, step 55, loss 0.201, test 0.087
Epoch 34, step 56, loss 0.127, test 0.087
Epoch 34, step 57, loss 0.160, test 0.087
Epoch 34, step 58, loss 0.226, test 0.087
Epoch 34, step 59, loss 0.088, test 0.087
Epoch 34, step 60, loss 0.131, test 0.087
Epoch 34, step 61, loss 0.073, test 0.087
Epoch 34, step 62, loss 0.087, test 0.087
Epoch 34, step 63, loss 0.084, test 0.087
Epoch 34, step 64, loss 0.071, test 0.087
Epoch 34, step 65, loss 0.073, test 0.087
Epoch 34, step 66, loss 0.054, test 0.087
Epoch 34, step 67, loss 0.185, test 0.087
Epoch 34, step 68, loss 0.091, test 0.087
Epoch 34, step 69, loss 0.102, test 0.086
Epoch 34, step 70, loss 0.128, test 0.087
Epoch 34, step 71, loss 0.327, test 0.087
Epoch 34, step 72, loss 0.086, test 0.087
Epoch 34, step 73, loss 0.172, test 0.087
Epoch 34, step 74, loss 0.080, test 0.087
Epoch 34, step 75, loss 0.065, test 0.087
Epoch 34, step 76, loss 0.154, test 0.087
Epoch 34, step 77, loss 0.136, test 0.087
Epoch 34, step 78, loss 0.074, test 0.087
Epoch 34, step 79, loss 0.059, test 0.087
Epoch 34, step 80, loss 0.089, test 0.087
Epoch 34, step 81, loss 0.185, test 0.087
Epoch 34, step 82, loss 0.050, test 0.087
Epoch 34, step 83, loss 0.168, test 0.087
Epoch 34, step 84, loss 0.067, test 0.087
Epoch 34, step 85, loss 0.088, test 0.087
Epoch 34, step 86, loss 0.080, test 0.087
Epoch 34, step 87, loss 0.074, test 0.087
Epoch 34, step 88, loss 0.133, test 0.087
Epoch 34, step 89, loss 0.147, test 0.087
Epoch 34, step 90, loss 0.083, test 0.087
Epoch 34, step 91, loss 0.168, test 0.087
Epoch 34, step 92, loss 0.199, test 0.087
Epoch 34, step 93, loss 0.191, test 0.087
Epoch 34, step 94, loss 0.172, test 0.087
Epoch 34, step 95, loss 0.063, test 0.087
Epoch 34, step 96, loss 0.115, test 0.087
Epoch 34, step 97, loss 0.173, test 0.087
Epoch 34, step 98, loss 0.079, test 0.087
Epoch 34, step 99, loss 0.184, test 0.087
Epoch 35, step 0, loss 0.089, test 0.087
Epoch 35, step 1, loss 0.231, test 0.087
Epoch 35, step 2, loss 0.124, test 0.087
Epoch 35, step 3, loss 0.133, test 0.087
Epoch 35, step 4, loss 0.111, test 0.087
Epoch 35, step 5, loss 0.145, test 0.087
Epoch 35, step 6, loss 0.141, test 0.087
Epoch 35, step 7, loss 0.227, test 0.087
Epoch 35, step 8, loss 0.184, test 0.087
Epoch 35, step 9, loss 0.294, test 0.087
Epoch 35, step 10, loss 0.052, test 0.087
Epoch 35, step 11, loss 0.153, test 0.087
Epoch 35, step 12, loss 0.200, test 0.087
Epoch 35, step 13, loss 0.138, test 0.087
Epoch 35, step 14, loss 0.089, test 0.087
Epoch 35, step 15, loss 0.052, test 0.087
Epoch 35, step 16, loss 0.167, test 0.087
Epoch 35, step 17, loss 0.241, test 0.087
Epoch 35, step 18, loss 0.178, test 0.087
Epoch 35, step 19, loss 0.107, test 0.087
Epoch 35, step 20, loss 0.047, test 0.087
Epoch 35, step 21, loss 0.151, test 0.087
Epoch 35, step 22, loss 0.110, test 0.087
Epoch 35, step 23, loss 0.158, test 0.087
Epoch 35, step 24, loss 0.073, test 0.087
Epoch 35, step 25, loss 0.095, test 0.087
Epoch 35, step 26, loss 0.200, test 0.087
Epoch 35, step 27, loss 0.276, test 0.087
Epoch 35, step 28, loss 0.156, test 0.087
Epoch 35, step 29, loss 0.047, test 0.087
Epoch 35, step 30, loss 0.100, test 0.087
Epoch 35, step 31, loss 0.164, test 0.087
Epoch 35, step 32, loss 0.120, test 0.087
Epoch 35, step 33, loss 0.070, test 0.087
Epoch 35, step 34, loss 0.103, test 0.087
Epoch 35, step 35, loss 0.114, test 0.087
Epoch 35, step 36, loss 0.208, test 0.087
Epoch 35, step 37, loss 0.171, test 0.087
Epoch 35, step 38, loss 0.151, test 0.087
Epoch 35, step 39, loss 0.076, test 0.087
Epoch 35, step 40, loss 0.125, test 0.087
Epoch 35, step 41, loss 0.105, test 0.087
Epoch 35, step 42, loss 0.129, test 0.087
Epoch 35, step 43, loss 0.137, test 0.087
Epoch 35, step 44, loss 0.045, test 0.087
Epoch 35, step 45, loss 0.173, test 0.087
Epoch 35, step 46, loss 0.031, test 0.087
Epoch 35, step 47, loss 0.175, test 0.087
Epoch 35, step 48, loss 0.112, test 0.087
Epoch 35, step 49, loss 0.051, test 0.087
Epoch 35, step 50, loss 0.073, test 0.087
Epoch 35, step 51, loss 0.043, test 0.087
Epoch 35, step 52, loss 0.173, test 0.087
Epoch 35, step 53, loss 0.124, test 0.087
Epoch 35, step 54, loss 0.054, test 0.087
Epoch 35, step 55, loss 0.117, test 0.087
Epoch 35, step 56, loss 0.161, test 0.087
Epoch 35, step 57, loss 0.171, test 0.087
Epoch 35, step 58, loss 0.116, test 0.087
Epoch 35, step 59, loss 0.180, test 0.087
Epoch 35, step 60, loss 0.093, test 0.087
Epoch 35, step 61, loss 0.150, test 0.087
Epoch 35, step 62, loss 0.091, test 0.087
Epoch 35, step 63, loss 0.154, test 0.087
Epoch 35, step 64, loss 0.072, test 0.087
Epoch 35, step 65, loss 0.100, test 0.087
Epoch 35, step 66, loss 0.137, test 0.087
Epoch 35, step 67, loss 0.097, test 0.087
Epoch 35, step 68, loss 0.093, test 0.087
Epoch 35, step 69, loss 0.244, test 0.087
Epoch 35, step 70, loss 0.079, test 0.087
Epoch 35, step 71, loss 0.116, test 0.087
Epoch 35, step 72, loss 0.123, test 0.087
Epoch 35, step 73, loss 0.173, test 0.087
Epoch 35, step 74, loss 0.202, test 0.087
Epoch 35, step 75, loss 0.052, test 0.087
Epoch 35, step 76, loss 0.168, test 0.087
Epoch 35, step 77, loss 0.128, test 0.087
Epoch 35, step 78, loss 0.115, test 0.087
Epoch 35, step 79, loss 0.075, test 0.087
Epoch 35, step 80, loss 0.092, test 0.087
Epoch 35, step 81, loss 0.227, test 0.087
Epoch 35, step 82, loss 0.084, test 0.087
Epoch 35, step 83, loss 0.055, test 0.087
Epoch 35, step 84, loss 0.156, test 0.087
Epoch 35, step 85, loss 0.131, test 0.087
Epoch 35, step 86, loss 0.273, test 0.087
Epoch 35, step 87, loss 0.037, test 0.087
Epoch 35, step 88, loss 0.098, test 0.087
Epoch 35, step 89, loss 0.140, test 0.087
Epoch 35, step 90, loss 0.124, test 0.087
Epoch 35, step 91, loss 0.093, test 0.087
Epoch 35, step 92, loss 0.196, test 0.087
Epoch 35, step 93, loss 0.063, test 0.087
Epoch 35, step 94, loss 0.163, test 0.087
Epoch 35, step 95, loss 0.039, test 0.087
Epoch 35, step 96, loss 0.131, test 0.087
Epoch 35, step 97, loss 0.102, test 0.087
Epoch 35, step 98, loss 0.082, test 0.087
Epoch 35, step 99, loss 0.090, test 0.087
Epoch 36, step 0, loss 0.171, test 0.087
Epoch 36, step 1, loss 0.059, test 0.087
Epoch 36, step 2, loss 0.213, test 0.087
Epoch 36, step 3, loss 0.176, test 0.087
Epoch 36, step 4, loss 0.118, test 0.087
Epoch 36, step 5, loss 0.143, test 0.087
Epoch 36, step 6, loss 0.026, test 0.087
Epoch 36, step 7, loss 0.243, test 0.087
Epoch 36, step 8, loss 0.189, test 0.087
Epoch 36, step 9, loss 0.110, test 0.087
Epoch 36, step 10, loss 0.189, test 0.087
Epoch 36, step 11, loss 0.139, test 0.087
Epoch 36, step 12, loss 0.071, test 0.087
Epoch 36, step 13, loss 0.216, test 0.087
Epoch 36, step 14, loss 0.117, test 0.087
Epoch 36, step 15, loss 0.204, test 0.087
Epoch 36, step 16, loss 0.108, test 0.087
Epoch 36, step 17, loss 0.161, test 0.087
Epoch 36, step 18, loss 0.054, test 0.087
Epoch 36, step 19, loss 0.142, test 0.087
Epoch 36, step 20, loss 0.099, test 0.087
Epoch 36, step 21, loss 0.049, test 0.087
Epoch 36, step 22, loss 0.063, test 0.087
Epoch 36, step 23, loss 0.136, test 0.087
Epoch 36, step 24, loss 0.114, test 0.087
Epoch 36, step 25, loss 0.118, test 0.087
Epoch 36, step 26, loss 0.096, test 0.087
Epoch 36, step 27, loss 0.118, test 0.087
Epoch 36, step 28, loss 0.108, test 0.087
Epoch 36, step 29, loss 0.097, test 0.087
Epoch 36, step 30, loss 0.149, test 0.087
Epoch 36, step 31, loss 0.182, test 0.087
Epoch 36, step 32, loss 0.071, test 0.087
Epoch 36, step 33, loss 0.165, test 0.087
Epoch 36, step 34, loss 0.094, test 0.087
Epoch 36, step 35, loss 0.142, test 0.087
Epoch 36, step 36, loss 0.125, test 0.087
Epoch 36, step 37, loss 0.120, test 0.087
Epoch 36, step 38, loss 0.216, test 0.087
Epoch 36, step 39, loss 0.054, test 0.087
Epoch 36, step 40, loss 0.189, test 0.087
Epoch 36, step 41, loss 0.055, test 0.087
Epoch 36, step 42, loss 0.085, test 0.087
Epoch 36, step 43, loss 0.096, test 0.087
Epoch 36, step 44, loss 0.064, test 0.087
Epoch 36, step 45, loss 0.117, test 0.087
Epoch 36, step 46, loss 0.076, test 0.087
Epoch 36, step 47, loss 0.085, test 0.087
Epoch 36, step 48, loss 0.085, test 0.087
Epoch 36, step 49, loss 0.098, test 0.087
Epoch 36, step 50, loss 0.143, test 0.087
Epoch 36, step 51, loss 0.045, test 0.087
Epoch 36, step 52, loss 0.142, test 0.087
Epoch 36, step 53, loss 0.116, test 0.087
Epoch 36, step 54, loss 0.272, test 0.087
Epoch 36, step 55, loss 0.122, test 0.087
Epoch 36, step 56, loss 0.105, test 0.087
Epoch 36, step 57, loss 0.260, test 0.087
Epoch 36, step 58, loss 0.114, test 0.087
Epoch 36, step 59, loss 0.164, test 0.087
Epoch 36, step 60, loss 0.060, test 0.087
Epoch 36, step 61, loss 0.110, test 0.087
Epoch 36, step 62, loss 0.203, test 0.087
Epoch 36, step 63, loss 0.082, test 0.087
Epoch 36, step 64, loss 0.077, test 0.087
Epoch 36, step 65, loss 0.102, test 0.087
Epoch 36, step 66, loss 0.076, test 0.087
Epoch 36, step 67, loss 0.042, test 0.087
Epoch 36, step 68, loss 0.146, test 0.087
Epoch 36, step 69, loss 0.138, test 0.087
Epoch 36, step 70, loss 0.179, test 0.087
Epoch 36, step 71, loss 0.217, test 0.087
Epoch 36, step 72, loss 0.311, test 0.087
Epoch 36, step 73, loss 0.152, test 0.087
Epoch 36, step 74, loss 0.068, test 0.087
Epoch 36, step 75, loss 0.349, test 0.087
Epoch 36, step 76, loss 0.067, test 0.087
Epoch 36, step 77, loss 0.168, test 0.087
Epoch 36, step 78, loss 0.079, test 0.087
Epoch 36, step 79, loss 0.135, test 0.087
Epoch 36, step 80, loss 0.072, test 0.087
Epoch 36, step 81, loss 0.093, test 0.087
Epoch 36, step 82, loss 0.166, test 0.087
Epoch 36, step 83, loss 0.079, test 0.087
Epoch 36, step 84, loss 0.089, test 0.087
Epoch 36, step 85, loss 0.066, test 0.087
Epoch 36, step 86, loss 0.133, test 0.087
Epoch 36, step 87, loss 0.154, test 0.087
Epoch 36, step 88, loss 0.120, test 0.087
Epoch 36, step 89, loss 0.126, test 0.087
Epoch 36, step 90, loss 0.176, test 0.087
Epoch 36, step 91, loss 0.140, test 0.087
Epoch 36, step 92, loss 0.107, test 0.087
Epoch 36, step 93, loss 0.099, test 0.087
Epoch 36, step 94, loss 0.146, test 0.087
Epoch 36, step 95, loss 0.108, test 0.087
Epoch 36, step 96, loss 0.190, test 0.087
Epoch 36, step 97, loss 0.138, test 0.087
Epoch 36, step 98, loss 0.113, test 0.087
Epoch 36, step 99, loss 0.111, test 0.087
Epoch 37, step 0, loss 0.108, test 0.087
Epoch 37, step 1, loss 0.092, test 0.087
Epoch 37, step 2, loss 0.186, test 0.087

Epoch 37, step 3, loss 0.147, test 0.087
Epoch 37, step 4, loss 0.068, test 0.087
Epoch 37, step 5, loss 0.109, test 0.087
Epoch 37, step 6, loss 0.098, test 0.087
Epoch 37, step 7, loss 0.208, test 0.087
Epoch 37, step 8, loss 0.139, test 0.087
Epoch 37, step 9, loss 0.166, test 0.087
Epoch 37, step 10, loss 0.121, test 0.087
Epoch 37, step 11, loss 0.081, test 0.087
Epoch 37, step 12, loss 0.057, test 0.087
Epoch 37, step 13, loss 0.093, test 0.087
Epoch 37, step 14, loss 0.199, test 0.087
Epoch 37, step 15, loss 0.106, test 0.087
Epoch 37, step 16, loss 0.138, test 0.087
Epoch 37, step 17, loss 0.057, test 0.087
Epoch 37, step 18, loss 0.116, test 0.087
Epoch 37, step 19, loss 0.074, test 0.087
Epoch 37, step 20, loss 0.150, test 0.087
Epoch 37, step 21, loss 0.068, test 0.087
Epoch 37, step 22, loss 0.152, test 0.087
Epoch 37, step 23, loss 0.055, test 0.087
Epoch 37, step 24, loss 0.130, test 0.087
Epoch 37, step 25, loss 0.090, test 0.087
Epoch 37, step 26, loss 0.313, test 0.087
Epoch 37, step 27, loss 0.167, test 0.087
Epoch 37, step 28, loss 0.061, test 0.087
Epoch 37, step 29, loss 0.102, test 0.087
Epoch 37, step 30, loss 0.187, test 0.087
Epoch 37, step 31, loss 0.135, test 0.087
Epoch 37, step 32, loss 0.079, test 0.087
Epoch 37, step 33, loss 0.043, test 0.087
Epoch 37, step 34, loss 0.071, test 0.087
Epoch 37, step 35, loss 0.051, test 0.087
Epoch 37, step 36, loss 0.114, test 0.087
Epoch 37, step 37, loss 0.077, test 0.087
Epoch 37, step 38, loss 0.086, test 0.087
Epoch 37, step 39, loss 0.116, test 0.087
Epoch 37, step 40, loss 0.199, test 0.087
Epoch 37, step 41, loss 0.219, test 0.087
Epoch 37, step 42, loss 0.101, test 0.087
Epoch 37, step 43, loss 0.230, test 0.087
Epoch 37, step 44, loss 0.130, test 0.087
Epoch 37, step 45, loss 0.125, test 0.087
Epoch 37, step 46, loss 0.100, test 0.087
Epoch 37, step 47, loss 0.090, test 0.087
Epoch 37, step 48, loss 0.075, test 0.087
Epoch 37, step 49, loss 0.152, test 0.087
Epoch 37, step 50, loss 0.140, test 0.087
Epoch 37, step 51, loss 0.090, test 0.087
Epoch 37, step 52, loss 0.150, test 0.087
Epoch 37, step 53, loss 0.085, test 0.087
Epoch 37, step 54, loss 0.046, test 0.087
Epoch 37, step 55, loss 0.130, test 0.087
Epoch 37, step 56, loss 0.306, test 0.087
Epoch 37, step 57, loss 0.034, test 0.087
Epoch 37, step 58, loss 0.178, test 0.087
Epoch 37, step 59, loss 0.075, test 0.087
Epoch 37, step 60, loss 0.126, test 0.087
Epoch 37, step 61, loss 0.165, test 0.087
Epoch 37, step 62, loss 0.160, test 0.087
Epoch 37, step 63, loss 0.201, test 0.087
Epoch 37, step 64, loss 0.112, test 0.087
Epoch 37, step 65, loss 0.184, test 0.087
Epoch 37, step 66, loss 0.069, test 0.087
Epoch 37, step 67, loss 0.222, test 0.087
Epoch 37, step 68, loss 0.138, test 0.087
Epoch 37, step 69, loss 0.107, test 0.087
Epoch 37, step 70, loss 0.139, test 0.087
Epoch 37, step 71, loss 0.180, test 0.087
Epoch 37, step 72, loss 0.079, test 0.087
Epoch 37, step 73, loss 0.162, test 0.087
Epoch 37, step 74, loss 0.090, test 0.087
Epoch 37, step 75, loss 0.175, test 0.087
Epoch 37, step 76, loss 0.210, test 0.087
Epoch 37, step 77, loss 0.176, test 0.087
Epoch 37, step 78, loss 0.165, test 0.087
Epoch 37, step 79, loss 0.100, test 0.087
Epoch 37, step 80, loss 0.147, test 0.087
Epoch 37, step 81, loss 0.063, test 0.087
Epoch 37, step 82, loss 0.082, test 0.087
Epoch 37, step 83, loss 0.261, test 0.087
Epoch 37, step 84, loss 0.054, test 0.087
Epoch 37, step 85, loss 0.104, test 0.087
Epoch 37, step 86, loss 0.141, test 0.087
Epoch 37, step 87, loss 0.088, test 0.087
Epoch 37, step 88, loss 0.107, test 0.087
Epoch 37, step 89, loss 0.114, test 0.087
Epoch 37, step 90, loss 0.167, test 0.087
Epoch 37, step 91, loss 0.189, test 0.087
Epoch 37, step 92, loss 0.090, test 0.087
Epoch 37, step 93, loss 0.156, test 0.087
Epoch 37, step 94, loss 0.087, test 0.087
Epoch 37, step 95, loss 0.095, test 0.087
Epoch 37, step 96, loss 0.191, test 0.087
Epoch 37, step 97, loss 0.090, test 0.087
Epoch 37, step 98, loss 0.160, test 0.087
Epoch 37, step 99, loss 0.170, test 0.087
Epoch 38, step 0, loss 0.072, test 0.087
Epoch 38, step 1, loss 0.157, test 0.087
Epoch 38, step 2, loss 0.074, test 0.087
Epoch 38, step 3, loss 0.160, test 0.087
Epoch 38, step 4, loss 0.169, test 0.087
Epoch 38, step 5, loss 0.155, test 0.087
Epoch 38, step 6, loss 0.074, test 0.087
Epoch 38, step 7, loss 0.099, test 0.087
Epoch 38, step 8, loss 0.266, test 0.087
Epoch 38, step 9, loss 0.131, test 0.087
Epoch 38, step 10, loss 0.045, test 0.087
Epoch 38, step 11, loss 0.105, test 0.087
Epoch 38, step 12, loss 0.172, test 0.087
Epoch 38, step 13, loss 0.063, test 0.087
Epoch 38, step 14, loss 0.162, test 0.087
Epoch 38, step 15, loss 0.137, test 0.087
Epoch 38, step 16, loss 0.087, test 0.087
Epoch 38, step 17, loss 0.095, test 0.087
Epoch 38, step 18, loss 0.085, test 0.087
Epoch 38, step 19, loss 0.116, test 0.087
Epoch 38, step 20, loss 0.088, test 0.087
Epoch 38, step 21, loss 0.123, test 0.087
Epoch 38, step 22, loss 0.224, test 0.087
Epoch 38, step 23, loss 0.100, test 0.087
Epoch 38, step 24, loss 0.146, test 0.087
Epoch 38, step 25, loss 0.091, test 0.087
Epoch 38, step 26, loss 0.234, test 0.087
Epoch 38, step 27, loss 0.089, test 0.087
Epoch 38, step 28, loss 0.149, test 0.087
Epoch 38, step 29, loss 0.078, test 0.087
Epoch 38, step 30, loss 0.144, test 0.087
Epoch 38, step 31, loss 0.048, test 0.087
Epoch 38, step 32, loss 0.190, test 0.087
Epoch 38, step 33, loss 0.088, test 0.087
Epoch 38, step 34, loss 0.268, test 0.087
Epoch 38, step 35, loss 0.062, test 0.087
Epoch 38, step 36, loss 0.106, test 0.087
Epoch 38, step 37, loss 0.097, test 0.087
Epoch 38, step 38, loss 0.107, test 0.087
Epoch 38, step 39, loss 0.159, test 0.087
Epoch 38, step 40, loss 0.056, test 0.087
Epoch 38, step 41, loss 0.183, test 0.087
Epoch 38, step 42, loss 0.110, test 0.087
Epoch 38, step 43, loss 0.171, test 0.087
Epoch 38, step 44, loss 0.076, test 0.087
Epoch 38, step 45, loss 0.082, test 0.087
Epoch 38, step 46, loss 0.137, test 0.087
Epoch 38, step 47, loss 0.301, test 0.087
Epoch 38, step 48, loss 0.181, test 0.087
Epoch 38, step 49, loss 0.203, test 0.087
Epoch 38, step 50, loss 0.096, test 0.087
Epoch 38, step 51, loss 0.125, test 0.087
Epoch 38, step 52, loss 0.075, test 0.087
Epoch 38, step 53, loss 0.060, test 0.087
Epoch 38, step 54, loss 0.076, test 0.087
Epoch 38, step 55, loss 0.111, test 0.087
Epoch 38, step 56, loss 0.080, test 0.087
Epoch 38, step 57, loss 0.099, test 0.087
Epoch 38, step 58, loss 0.118, test 0.087
Epoch 38, step 59, loss 0.129, test 0.087
Epoch 38, step 60, loss 0.089, test 0.087
Epoch 38, step 61, loss 0.133, test 0.087
Epoch 38, step 62, loss 0.146, test 0.087
Epoch 38, step 63, loss 0.045, test 0.087
Epoch 38, step 64, loss 0.079, test 0.087
Epoch 38, step 65, loss 0.088, test 0.087
Epoch 38, step 66, loss 0.198, test 0.087
Epoch 38, step 67, loss 0.114, test 0.087
Epoch 38, step 68, loss 0.086, test 0.087
Epoch 38, step 69, loss 0.087, test 0.087
Epoch 38, step 70, loss 0.156, test 0.087
Epoch 38, step 71, loss 0.076, test 0.087
Epoch 38, step 72, loss 0.125, test 0.087
Epoch 38, step 73, loss 0.093, test 0.087
Epoch 38, step 74, loss 0.132, test 0.087
Epoch 38, step 75, loss 0.154, test 0.087
Epoch 38, step 76, loss 0.153, test 0.087
Epoch 38, step 77, loss 0.126, test 0.087
Epoch 38, step 78, loss 0.101, test 0.087
Epoch 38, step 79, loss 0.067, test 0.087
Epoch 38, step 80, loss 0.109, test 0.087
Epoch 38, step 81, loss 0.180, test 0.087
Epoch 38, step 82, loss 0.155, test 0.087
Epoch 38, step 83, loss 0.127, test 0.087
Epoch 38, step 84, loss 0.139, test 0.087
Epoch 38, step 85, loss 0.107, test 0.087
Epoch 38, step 86, loss 0.068, test 0.087
Epoch 38, step 87, loss 0.151, test 0.087
Epoch 38, step 88, loss 0.121, test 0.087
Epoch 38, step 89, loss 0.217, test 0.087
Epoch 38, step 90, loss 0.330, test 0.087
Epoch 38, step 91, loss 0.043, test 0.087
Epoch 38, step 92, loss 0.155, test 0.087
Epoch 38, step 93, loss 0.142, test 0.087
Epoch 38, step 94, loss 0.088, test 0.087
Epoch 38, step 95, loss 0.244, test 0.087
Epoch 38, step 96, loss 0.222, test 0.087
Epoch 38, step 97, loss 0.235, test 0.087
Epoch 38, step 98, loss 0.142, test 0.087
Epoch 38, step 99, loss 0.072, test 0.087
Epoch 39, step 0, loss 0.129, test 0.087
Epoch 39, step 1, loss 0.062, test 0.087
Epoch 39, step 2, loss 0.084, test 0.087
Epoch 39, step 3, loss 0.095, test 0.087
Epoch 39, step 4, loss 0.143, test 0.087
Epoch 39, step 5, loss 0.121, test 0.087
Epoch 39, step 6, loss 0.104, test 0.087
Epoch 39, step 7, loss 0.049, test 0.087
Epoch 39, step 8, loss 0.105, test 0.087
Epoch 39, step 9, loss 0.099, test 0.087
Epoch 39, step 10, loss 0.090, test 0.087
Epoch 39, step 11, loss 0.122, test 0.087
Epoch 39, step 12, loss 0.084, test 0.087
Epoch 39, step 13, loss 0.174, test 0.087
Epoch 39, step 14, loss 0.090, test 0.087
Epoch 39, step 15, loss 0.034, test 0.087
Epoch 39, step 16, loss 0.100, test 0.087
Epoch 39, step 17, loss 0.194, test 0.087
Epoch 39, step 18, loss 0.129, test 0.087
Epoch 39, step 19, loss 0.191, test 0.087
Epoch 39, step 20, loss 0.111, test 0.087
Epoch 39, step 21, loss 0.161, test 0.087
Epoch 39, step 22, loss 0.126, test 0.087
Epoch 39, step 23, loss 0.100, test 0.087
Epoch 39, step 24, loss 0.067, test 0.087
Epoch 39, step 25, loss 0.143, test 0.087
Epoch 39, step 26, loss 0.049, test 0.087
Epoch 39, step 27, loss 0.240, test 0.087
Epoch 39, step 28, loss 0.056, test 0.087
Epoch 39, step 29, loss 0.134, test 0.087
Epoch 39, step 30, loss 0.135, test 0.087
Epoch 39, step 31, loss 0.124, test 0.087
Epoch 39, step 32, loss 0.130, test 0.087
Epoch 39, step 33, loss 0.112, test 0.087
Epoch 39, step 34, loss 0.112, test 0.087
Epoch 39, step 35, loss 0.112, test 0.087
Epoch 39, step 36, loss 0.075, test 0.087
Epoch 39, step 37, loss 0.021, test 0.087
Epoch 39, step 38, loss 0.067, test 0.087
Epoch 39, step 39, loss 0.229, test 0.087
Epoch 39, step 40, loss 0.093, test 0.087
Epoch 39, step 41, loss 0.056, test 0.087
Epoch 39, step 42, loss 0.100, test 0.087
Epoch 39, step 43, loss 0.148, test 0.087
Epoch 39, step 44, loss 0.125, test 0.087
Epoch 39, step 45, loss 0.144, test 0.087
Epoch 39, step 46, loss 0.133, test 0.087
Epoch 39, step 47, loss 0.103, test 0.087
Epoch 39, step 48, loss 0.112, test 0.087
Epoch 39, step 49, loss 0.065, test 0.087
Epoch 39, step 50, loss 0.110, test 0.087
Epoch 39, step 51, loss 0.096, test 0.087
Epoch 39, step 52, loss 0.201, test 0.087
Epoch 39, step 53, loss 0.267, test 0.087
Epoch 39, step 54, loss 0.203, test 0.087
Epoch 39, step 55, loss 0.112, test 0.087
Epoch 39, step 56, loss 0.111, test 0.087
Epoch 39, step 57, loss 0.138, test 0.087
Epoch 39, step 58, loss 0.055, test 0.087
Epoch 39, step 59, loss 0.109, test 0.087
Epoch 39, step 60, loss 0.124, test 0.087
Epoch 39, step 61, loss 0.165, test 0.087
Epoch 39, step 62, loss 0.103, test 0.087
Epoch 39, step 63, loss 0.150, test 0.087
Epoch 39, step 64, loss 0.136, test 0.087
Epoch 39, step 65, loss 0.226, test 0.087
Epoch 39, step 66, loss 0.123, test 0.087
Epoch 39, step 67, loss 0.109, test 0.087
Epoch 39, step 68, loss 0.191, test 0.087
Epoch 39, step 69, loss 0.065, test 0.087
Epoch 39, step 70, loss 0.219, test 0.087
Epoch 39, step 71, loss 0.144, test 0.087
Epoch 39, step 72, loss 0.244, test 0.087
Epoch 39, step 73, loss 0.121, test 0.087
Epoch 39, step 74, loss 0.077, test 0.087
Epoch 39, step 75, loss 0.082, test 0.087
Epoch 39, step 76, loss 0.133, test 0.087
Epoch 39, step 77, loss 0.267, test 0.087
Epoch 39, step 78, loss 0.211, test 0.087
Epoch 39, step 79, loss 0.081, test 0.087
Epoch 39, step 80, loss 0.092, test 0.087
Epoch 39, step 81, loss 0.104, test 0.087
Epoch 39, step 82, loss 0.169, test 0.087
Epoch 39, step 83, loss 0.099, test 0.087
Epoch 39, step 84, loss 0.058, test 0.087
Epoch 39, step 85, loss 0.252, test 0.087
Epoch 39, step 86, loss 0.080, test 0.087
Epoch 39, step 87, loss 0.179, test 0.087
Epoch 39, step 88, loss 0.209, test 0.087
Epoch 39, step 89, loss 0.299, test 0.087
Epoch 39, step 90, loss 0.028, test 0.087
Epoch 39, step 91, loss 0.157, test 0.087
Epoch 39, step 92, loss 0.135, test 0.087
Epoch 39, step 93, loss 0.150, test 0.087
Epoch 39, step 94, loss 0.185, test 0.087
Epoch 39, step 95, loss 0.155, test 0.087
Epoch 39, step 96, loss 0.103, test 0.087
Epoch 39, step 97, loss 0.063, test 0.087
Epoch 39, step 98, loss 0.220, test 0.087
Epoch 39, step 99, loss 0.085, test 0.087
Epoch 40, step 0, loss 0.087, test 0.087
Epoch 40, step 1, loss 0.077, test 0.087
Epoch 40, step 2, loss 0.233, test 0.087
Epoch 40, step 3, loss 0.113, test 0.087
Epoch 40, step 4, loss 0.088, test 0.087
Epoch 40, step 5, loss 0.073, test 0.087
Epoch 40, step 6, loss 0.102, test 0.087
Epoch 40, step 7, loss 0.163, test 0.087
Epoch 40, step 8, loss 0.082, test 0.087
Epoch 40, step 9, loss 0.139, test 0.087
Epoch 40, step 10, loss 0.158, test 0.087
Epoch 40, step 11, loss 0.154, test 0.087
Epoch 40, step 12, loss 0.108, test 0.087
Epoch 40, step 13, loss 0.243, test 0.087
Epoch 40, step 14, loss 0.094, test 0.087
Epoch 40, step 15, loss 0.125, test 0.087
Epoch 40, step 16, loss 0.134, test 0.087
Epoch 40, step 17, loss 0.076, test 0.087
Epoch 40, step 18, loss 0.111, test 0.087
Epoch 40, step 19, loss 0.080, test 0.087
Epoch 40, step 20, loss 0.183, test 0.087
Epoch 40, step 21, loss 0.287, test 0.087
Epoch 40, step 22, loss 0.091, test 0.087
Epoch 40, step 23, loss 0.103, test 0.087
Epoch 40, step 24, loss 0.150, test 0.087
Epoch 40, step 25, loss 0.174, test 0.087
Epoch 40, step 26, loss 0.191, test 0.087
Epoch 40, step 27, loss 0.178, test 0.087
Epoch 40, step 28, loss 0.302, test 0.087
Epoch 40, step 29, loss 0.057, test 0.087
Epoch 40, step 30, loss 0.154, test 0.087
Epoch 40, step 31, loss 0.212, test 0.087
Epoch 40, step 32, loss 0.094, test 0.087
Epoch 40, step 33, loss 0.051, test 0.087
Epoch 40, step 34, loss 0.094, test 0.087
Epoch 40, step 35, loss 0.043, test 0.087
Epoch 40, step 36, loss 0.123, test 0.087
Epoch 40, step 37, loss 0.217, test 0.087
Epoch 40, step 38, loss 0.021, test 0.087
Epoch 40, step 39, loss 0.104, test 0.087
Epoch 40, step 40, loss 0.051, test 0.087
Epoch 40, step 41, loss 0.086, test 0.087
Epoch 40, step 42, loss 0.090, test 0.087
Epoch 40, step 43, loss 0.182, test 0.087
Epoch 40, step 44, loss 0.106, test 0.087
Epoch 40, step 45, loss 0.221, test 0.087
Epoch 40, step 46, loss 0.082, test 0.087
Epoch 40, step 47, loss 0.158, test 0.087
Epoch 40, step 48, loss 0.081, test 0.087
Epoch 40, step 49, loss 0.135, test 0.087
Epoch 40, step 50, loss 0.148, test 0.087
Epoch 40, step 51, loss 0.191, test 0.087
Epoch 40, step 52, loss 0.089, test 0.087
Epoch 40, step 53, loss 0.184, test 0.087
Epoch 40, step 54, loss 0.133, test 0.087
Epoch 40, step 55, loss 0.140, test 0.087
Epoch 40, step 56, loss 0.094, test 0.087

Epoch 40, step 57, loss 0.079, test 0.087
Epoch 40, step 58, loss 0.087, test 0.087
Epoch 40, step 59, loss 0.208, test 0.087
Epoch 40, step 60, loss 0.238, test 0.087
Epoch 40, step 61, loss 0.202, test 0.087
Epoch 40, step 62, loss 0.159, test 0.087
Epoch 40, step 63, loss 0.069, test 0.087
Epoch 40, step 64, loss 0.129, test 0.087
Epoch 40, step 65, loss 0.198, test 0.087
Epoch 40, step 66, loss 0.112, test 0.087
Epoch 40, step 67, loss 0.174, test 0.087
Epoch 40, step 68, loss 0.117, test 0.087
Epoch 40, step 69, loss 0.190, test 0.087
Epoch 40, step 70, loss 0.078, test 0.087
Epoch 40, step 71, loss 0.212, test 0.087
Epoch 40, step 72, loss 0.172, test 0.087
Epoch 40, step 73, loss 0.163, test 0.087
Epoch 40, step 74, loss 0.083, test 0.087
Epoch 40, step 75, loss 0.039, test 0.087
Epoch 40, step 76, loss 0.035, test 0.087
Epoch 40, step 77, loss 0.152, test 0.087
Epoch 40, step 78, loss 0.121, test 0.087
Epoch 40, step 79, loss 0.167, test 0.087
Epoch 40, step 80, loss 0.137, test 0.087
Epoch 40, step 81, loss 0.049, test 0.087
Epoch 40, step 82, loss 0.071, test 0.087
Epoch 40, step 83, loss 0.066, test 0.087
Epoch 40, step 84, loss 0.270, test 0.087
Epoch 40, step 85, loss 0.036, test 0.087
Epoch 40, step 86, loss 0.102, test 0.087
Epoch 40, step 87, loss 0.156, test 0.087
Epoch 40, step 88, loss 0.147, test 0.087
Epoch 40, step 89, loss 0.099, test 0.087
Epoch 40, step 90, loss 0.203, test 0.087
Epoch 40, step 91, loss 0.056, test 0.087
Epoch 40, step 92, loss 0.119, test 0.087
Epoch 40, step 93, loss 0.098, test 0.087
Epoch 40, step 94, loss 0.043, test 0.087
Epoch 40, step 95, loss 0.063, test 0.087
Epoch 40, step 96, loss 0.144, test 0.087
Epoch 40, step 97, loss 0.114, test 0.087
Epoch 40, step 98, loss 0.132, test 0.087
Epoch 40, step 99, loss 0.051, test 0.087
Epoch 41, step 0, loss 0.123, test 0.087
Epoch 41, step 1, loss 0.072, test 0.087
Epoch 41, step 2, loss 0.097, test 0.087
Epoch 41, step 3, loss 0.222, test 0.087
Epoch 41, step 4, loss 0.033, test 0.087
Epoch 41, step 5, loss 0.055, test 0.087
Epoch 41, step 6, loss 0.060, test 0.087
Epoch 41, step 7, loss 0.108, test 0.087
Epoch 41, step 8, loss 0.101, test 0.087
Epoch 41, step 9, loss 0.181, test 0.087
Epoch 41, step 10, loss 0.094, test 0.087
Epoch 41, step 11, loss 0.104, test 0.087
Epoch 41, step 12, loss 0.208, test 0.087
Epoch 41, step 13, loss 0.194, test 0.087
Epoch 41, step 14, loss 0.101, test 0.087
Epoch 41, step 15, loss 0.209, test 0.087
Epoch 41, step 16, loss 0.139, test 0.087
Epoch 41, step 17, loss 0.018, test 0.087
Epoch 41, step 18, loss 0.122, test 0.087
Epoch 41, step 19, loss 0.129, test 0.087
Epoch 41, step 20, loss 0.095, test 0.087
Epoch 41, step 21, loss 0.073, test 0.087
Epoch 41, step 22, loss 0.126, test 0.087
Epoch 41, step 23, loss 0.204, test 0.087
Epoch 41, step 24, loss 0.074, test 0.087
Epoch 41, step 25, loss 0.099, test 0.087
Epoch 41, step 26, loss 0.103, test 0.087
Epoch 41, step 27, loss 0.137, test 0.087
Epoch 41, step 28, loss 0.115, test 0.087
Epoch 41, step 29, loss 0.253, test 0.087
Epoch 41, step 30, loss 0.050, test 0.087
Epoch 41, step 31, loss 0.247, test 0.087
Epoch 41, step 32, loss 0.307, test 0.087
Epoch 41, step 33, loss 0.180, test 0.087
Epoch 41, step 34, loss 0.225, test 0.087
Epoch 41, step 35, loss 0.088, test 0.087
Epoch 41, step 36, loss 0.106, test 0.087
Epoch 41, step 37, loss 0.051, test 0.087
Epoch 41, step 38, loss 0.176, test 0.087
Epoch 41, step 39, loss 0.095, test 0.087
Epoch 41, step 40, loss 0.085, test 0.087
Epoch 41, step 41, loss 0.228, test 0.087
Epoch 41, step 42, loss 0.121, test 0.087
Epoch 41, step 43, loss 0.110, test 0.087
Epoch 41, step 44, loss 0.131, test 0.087
Epoch 41, step 45, loss 0.071, test 0.087
Epoch 41, step 46, loss 0.094, test 0.087
Epoch 41, step 47, loss 0.135, test 0.087
Epoch 41, step 48, loss 0.148, test 0.087
Epoch 41, step 49, loss 0.197, test 0.087
Epoch 41, step 50, loss 0.169, test 0.087
Epoch 41, step 51, loss 0.076, test 0.087
Epoch 41, step 52, loss 0.206, test 0.087
Epoch 41, step 53, loss 0.193, test 0.087
Epoch 41, step 54, loss 0.104, test 0.087
Epoch 41, step 55, loss 0.091, test 0.087
Epoch 41, step 56, loss 0.164, test 0.087
Epoch 41, step 57, loss 0.035, test 0.087
Epoch 41, step 58, loss 0.232, test 0.087
Epoch 41, step 59, loss 0.066, test 0.087
Epoch 41, step 60, loss 0.123, test 0.087
Epoch 41, step 61, loss 0.084, test 0.087
Epoch 41, step 62, loss 0.035, test 0.087
Epoch 41, step 63, loss 0.227, test 0.087
Epoch 41, step 64, loss 0.205, test 0.087
Epoch 41, step 65, loss 0.067, test 0.087
Epoch 41, step 66, loss 0.320, test 0.087
Epoch 41, step 67, loss 0.073, test 0.087
Epoch 41, step 68, loss 0.095, test 0.087
Epoch 41, step 69, loss 0.195, test 0.087
Epoch 41, step 70, loss 0.055, test 0.087
Epoch 41, step 71, loss 0.126, test 0.087
Epoch 41, step 72, loss 0.099, test 0.087
Epoch 41, step 73, loss 0.109, test 0.087
Epoch 41, step 74, loss 0.078, test 0.087
Epoch 41, step 75, loss 0.100, test 0.087
Epoch 41, step 76, loss 0.265, test 0.087
Epoch 41, step 77, loss 0.085, test 0.087
Epoch 41, step 78, loss 0.108, test 0.087
Epoch 41, step 79, loss 0.098, test 0.087
Epoch 41, step 80, loss 0.172, test 0.087
Epoch 41, step 81, loss 0.160, test 0.087
Epoch 41, step 82, loss 0.064, test 0.087
Epoch 41, step 83, loss 0.070, test 0.087
Epoch 41, step 84, loss 0.031, test 0.087
Epoch 41, step 85, loss 0.126, test 0.087
Epoch 41, step 86, loss 0.177, test 0.087
Epoch 41, step 87, loss 0.162, test 0.087
Epoch 41, step 88, loss 0.062, test 0.087
Epoch 41, step 89, loss 0.076, test 0.087
Epoch 41, step 90, loss 0.234, test 0.087
Epoch 41, step 91, loss 0.060, test 0.087
Epoch 41, step 92, loss 0.082, test 0.087
Epoch 41, step 93, loss 0.118, test 0.087
Epoch 41, step 94, loss 0.099, test 0.087
Epoch 41, step 95, loss 0.107, test 0.087
Epoch 41, step 96, loss 0.253, test 0.087
Epoch 41, step 97, loss 0.138, test 0.087
Epoch 41, step 98, loss 0.090, test 0.087
Epoch 41, step 99, loss 0.115, test 0.087
Epoch 42, step 0, loss 0.073, test 0.087
Epoch 42, step 1, loss 0.109, test 0.087
Epoch 42, step 2, loss 0.130, test 0.087
Epoch 42, step 3, loss 0.195, test 0.087
Epoch 42, step 4, loss 0.105, test 0.087
Epoch 42, step 5, loss 0.083, test 0.087
Epoch 42, step 6, loss 0.193, test 0.087
Epoch 42, step 7, loss 0.098, test 0.087
Epoch 42, step 8, loss 0.051, test 0.087
Epoch 42, step 9, loss 0.100, test 0.087
Epoch 42, step 10, loss 0.203, test 0.087
Epoch 42, step 11, loss 0.118, test 0.087
Epoch 42, step 12, loss 0.087, test 0.087
Epoch 42, step 13, loss 0.123, test 0.087
Epoch 42, step 14, loss 0.079, test 0.087
Epoch 42, step 15, loss 0.169, test 0.087
Epoch 42, step 16, loss 0.320, test 0.087
Epoch 42, step 17, loss 0.101, test 0.087
Epoch 42, step 18, loss 0.127, test 0.087
Epoch 42, step 19, loss 0.058, test 0.087
Epoch 42, step 20, loss 0.067, test 0.087
Epoch 42, step 21, loss 0.063, test 0.087
Epoch 42, step 22, loss 0.169, test 0.087
Epoch 42, step 23, loss 0.099, test 0.087
Epoch 42, step 24, loss 0.142, test 0.087
Epoch 42, step 25, loss 0.273, test 0.087
Epoch 42, step 26, loss 0.221, test 0.087
Epoch 42, step 27, loss 0.118, test 0.087
Epoch 42, step 28, loss 0.180, test 0.087
Epoch 42, step 29, loss 0.118, test 0.087
Epoch 42, step 30, loss 0.340, test 0.087
Epoch 42, step 31, loss 0.144, test 0.087
Epoch 42, step 32, loss 0.132, test 0.087
Epoch 42, step 33, loss 0.180, test 0.087
Epoch 42, step 34, loss 0.158, test 0.087
Epoch 42, step 35, loss 0.193, test 0.087
Epoch 42, step 36, loss 0.073, test 0.087
Epoch 42, step 37, loss 0.071, test 0.087
Epoch 42, step 38, loss 0.153, test 0.087
Epoch 42, step 39, loss 0.147, test 0.087
Epoch 42, step 40, loss 0.062, test 0.087
Epoch 42, step 41, loss 0.135, test 0.087
Epoch 42, step 42, loss 0.167, test 0.087
Epoch 42, step 43, loss 0.080, test 0.087
Epoch 42, step 44, loss 0.121, test 0.087
Epoch 42, step 45, loss 0.087, test 0.087
Epoch 42, step 46, loss 0.176, test 0.087
Epoch 42, step 47, loss 0.130, test 0.087
Epoch 42, step 48, loss 0.151, test 0.087
Epoch 42, step 49, loss 0.084, test 0.087
Epoch 42, step 50, loss 0.138, test 0.087
Epoch 42, step 51, loss 0.063, test 0.087
Epoch 42, step 52, loss 0.107, test 0.087
Epoch 42, step 53, loss 0.053, test 0.087
Epoch 42, step 54, loss 0.135, test 0.087
Epoch 42, step 55, loss 0.081, test 0.087
Epoch 42, step 56, loss 0.071, test 0.087
Epoch 42, step 57, loss 0.100, test 0.087
Epoch 42, step 58, loss 0.058, test 0.087
Epoch 42, step 59, loss 0.137, test 0.087
Epoch 42, step 60, loss 0.126, test 0.087
Epoch 42, step 61, loss 0.095, test 0.087
Epoch 42, step 62, loss 0.026, test 0.087
Epoch 42, step 63, loss 0.187, test 0.087
Epoch 42, step 64, loss 0.124, test 0.087
Epoch 42, step 65, loss 0.061, test 0.087
Epoch 42, step 66, loss 0.091, test 0.087
Epoch 42, step 67, loss 0.125, test 0.087
Epoch 42, step 68, loss 0.110, test 0.087
Epoch 42, step 69, loss 0.107, test 0.087
Epoch 42, step 70, loss 0.092, test 0.087
Epoch 42, step 71, loss 0.100, test 0.087
Epoch 42, step 72, loss 0.114, test 0.087
Epoch 42, step 73, loss 0.122, test 0.087
Epoch 42, step 74, loss 0.093, test 0.087
Epoch 42, step 75, loss 0.166, test 0.087
Epoch 42, step 76, loss 0.175, test 0.087
Epoch 42, step 77, loss 0.246, test 0.087
Epoch 42, step 78, loss 0.254, test 0.087
Epoch 42, step 79, loss 0.071, test 0.087
Epoch 42, step 80, loss 0.153, test 0.087
Epoch 42, step 81, loss 0.110, test 0.087
Epoch 42, step 82, loss 0.117, test 0.087
Epoch 42, step 83, loss 0.138, test 0.087
Epoch 42, step 84, loss 0.160, test 0.087
Epoch 42, step 85, loss 0.070, test 0.087
Epoch 42, step 86, loss 0.129, test 0.087
Epoch 42, step 87, loss 0.213, test 0.087
Epoch 42, step 88, loss 0.108, test 0.087
Epoch 42, step 89, loss 0.156, test 0.087
Epoch 42, step 90, loss 0.102, test 0.087
Epoch 42, step 91, loss 0.131, test 0.087
Epoch 42, step 92, loss 0.239, test 0.087
Epoch 42, step 93, loss 0.036, test 0.087
Epoch 42, step 94, loss 0.119, test 0.087
Epoch 42, step 95, loss 0.089, test 0.087
Epoch 42, step 96, loss 0.073, test 0.087
Epoch 42, step 97, loss 0.156, test 0.087
Epoch 42, step 98, loss 0.139, test 0.087
Epoch 42, step 99, loss 0.149, test 0.087
Epoch 43, step 0, loss 0.141, test 0.087
Epoch 43, step 1, loss 0.028, test 0.087
Epoch 43, step 2, loss 0.074, test 0.087
Epoch 43, step 3, loss 0.129, test 0.087
Epoch 43, step 4, loss 0.109, test 0.087
Epoch 43, step 5, loss 0.126, test 0.087
Epoch 43, step 6, loss 0.151, test 0.087
Epoch 43, step 7, loss 0.106, test 0.087
Epoch 43, step 8, loss 0.102, test 0.087
Epoch 43, step 9, loss 0.123, test 0.087
Epoch 43, step 10, loss 0.067, test 0.087
Epoch 43, step 11, loss 0.142, test 0.087
Epoch 43, step 12, loss 0.188, test 0.087
Epoch 43, step 13, loss 0.104, test 0.087
Epoch 43, step 14, loss 0.119, test 0.087
Epoch 43, step 15, loss 0.070, test 0.087
Epoch 43, step 16, loss 0.069, test 0.087
Epoch 43, step 17, loss 0.064, test 0.087
Epoch 43, step 18, loss 0.314, test 0.087
Epoch 43, step 19, loss 0.141, test 0.087
Epoch 43, step 20, loss 0.226, test 0.087
Epoch 43, step 21, loss 0.137, test 0.087
Epoch 43, step 22, loss 0.138, test 0.087
Epoch 43, step 23, loss 0.135, test 0.087
Epoch 43, step 24, loss 0.130, test 0.087
Epoch 43, step 25, loss 0.140, test 0.087
Epoch 43, step 26, loss 0.112, test 0.087
Epoch 43, step 27, loss 0.198, test 0.087
Epoch 43, step 28, loss 0.036, test 0.087
Epoch 43, step 29, loss 0.221, test 0.087
Epoch 43, step 30, loss 0.070, test 0.087
Epoch 43, step 31, loss 0.096, test 0.087
Epoch 43, step 32, loss 0.031, test 0.087
Epoch 43, step 33, loss 0.254, test 0.087
Epoch 43, step 34, loss 0.111, test 0.087
Epoch 43, step 35, loss 0.084, test 0.087
Epoch 43, step 36, loss 0.219, test 0.087
Epoch 43, step 37, loss 0.197, test 0.087
Epoch 43, step 38, loss 0.132, test 0.087
Epoch 43, step 39, loss 0.127, test 0.087
Epoch 43, step 40, loss 0.259, test 0.087
Epoch 43, step 41, loss 0.057, test 0.087
Epoch 43, step 42, loss 0.063, test 0.087
Epoch 43, step 43, loss 0.142, test 0.087
Epoch 43, step 44, loss 0.117, test 0.087
Epoch 43, step 45, loss 0.095, test 0.087
Epoch 43, step 46, loss 0.075, test 0.087
Epoch 43, step 47, loss 0.111, test 0.087
Epoch 43, step 48, loss 0.112, test 0.087
Epoch 43, step 49, loss 0.058, test 0.087
Epoch 43, step 50, loss 0.215, test 0.087
Epoch 43, step 51, loss 0.237, test 0.087
Epoch 43, step 52, loss 0.090, test 0.087
Epoch 43, step 53, loss 0.153, test 0.087
Epoch 43, step 54, loss 0.123, test 0.087
Epoch 43, step 55, loss 0.129, test 0.087
Epoch 43, step 56, loss 0.098, test 0.087
Epoch 43, step 57, loss 0.122, test 0.087
Epoch 43, step 58, loss 0.139, test 0.087
Epoch 43, step 59, loss 0.066, test 0.087
Epoch 43, step 60, loss 0.127, test 0.087
Epoch 43, step 61, loss 0.140, test 0.087
Epoch 43, step 62, loss 0.153, test 0.087
Epoch 43, step 63, loss 0.110, test 0.087
Epoch 43, step 64, loss 0.122, test 0.087
Epoch 43, step 65, loss 0.196, test 0.087
Epoch 43, step 66, loss 0.134, test 0.087
Epoch 43, step 67, loss 0.069, test 0.087
Epoch 43, step 68, loss 0.098, test 0.087
Epoch 43, step 69, loss 0.277, test 0.087
Epoch 43, step 70, loss 0.103, test 0.087
Epoch 43, step 71, loss 0.071, test 0.087
Epoch 43, step 72, loss 0.176, test 0.087
Epoch 43, step 73, loss 0.145, test 0.087
Epoch 43, step 74, loss 0.315, test 0.087
Epoch 43, step 75, loss 0.072, test 0.087
Epoch 43, step 76, loss 0.166, test 0.087
Epoch 43, step 77, loss 0.168, test 0.087
Epoch 43, step 78, loss 0.057, test 0.087
Epoch 43, step 79, loss 0.116, test 0.087
Epoch 43, step 80, loss 0.086, test 0.087
Epoch 43, step 81, loss 0.062, test 0.087
Epoch 43, step 82, loss 0.085, test 0.087
Epoch 43, step 83, loss 0.131, test 0.087
Epoch 43, step 84, loss 0.091, test 0.087
Epoch 43, step 85, loss 0.098, test 0.087
Epoch 43, step 86, loss 0.202, test 0.087
Epoch 43, step 87, loss 0.122, test 0.087
Epoch 43, step 88, loss 0.197, test 0.087
Epoch 43, step 89, loss 0.115, test 0.087
Epoch 43, step 90, loss 0.139, test 0.087
Epoch 43, step 91, loss 0.141, test 0.087
Epoch 43, step 92, loss 0.108, test 0.087
Epoch 43, step 93, loss 0.093, test 0.087
Epoch 43, step 94, loss 0.132, test 0.087
Epoch 43, step 95, loss 0.102, test 0.087
Epoch 43, step 96, loss 0.140, test 0.087
Epoch 43, step 97, loss 0.087, test 0.087
Epoch 43, step 98, loss 0.126, test 0.087
Epoch 43, step 99, loss 0.083, test 0.087
Epoch 44, step 0, loss 0.071, test 0.087
Epoch 44, step 1, loss 0.086, test 0.087
Epoch 44, step 2, loss 0.226, test 0.087
Epoch 44, step 3, loss 0.194, test 0.087
Epoch 44, step 4, loss 0.130, test 0.087
Epoch 44, step 5, loss 0.082, test 0.087
Epoch 44, step 6, loss 0.098, test 0.087
Epoch 44, step 7, loss 0.070, test 0.087
Epoch 44, step 8, loss 0.213, test 0.087
Epoch 44, step 9, loss 0.176, test 0.087
Epoch 44, step 10, loss 0.141, test 0.087

Epoch 44, step 11, loss 0.144, test 0.087
Epoch 44, step 12, loss 0.225, test 0.087
Epoch 44, step 13, loss 0.074, test 0.087
Epoch 44, step 14, loss 0.179, test 0.087
Epoch 44, step 15, loss 0.097, test 0.087
Epoch 44, step 16, loss 0.048, test 0.087
Epoch 44, step 17, loss 0.130, test 0.087
Epoch 44, step 18, loss 0.184, test 0.087
Epoch 44, step 19, loss 0.039, test 0.087
Epoch 44, step 20, loss 0.226, test 0.087
Epoch 44, step 21, loss 0.159, test 0.087
Epoch 44, step 22, loss 0.100, test 0.087
Epoch 44, step 23, loss 0.095, test 0.087
Epoch 44, step 24, loss 0.080, test 0.087
Epoch 44, step 25, loss 0.162, test 0.086
Epoch 44, step 26, loss 0.118, test 0.086
Epoch 44, step 27, loss 0.330, test 0.087
Epoch 44, step 28, loss 0.050, test 0.087
Epoch 44, step 29, loss 0.033, test 0.086
Epoch 44, step 30, loss 0.099, test 0.086
Epoch 44, step 31, loss 0.093, test 0.086
Epoch 44, step 32, loss 0.192, test 0.086
Epoch 44, step 33, loss 0.165, test 0.086
Epoch 44, step 34, loss 0.178, test 0.087
Epoch 44, step 35, loss 0.138, test 0.086
Epoch 44, step 36, loss 0.070, test 0.086
Epoch 44, step 37, loss 0.105, test 0.086
Epoch 44, step 38, loss 0.116, test 0.086
Epoch 44, step 39, loss 0.199, test 0.086
Epoch 44, step 40, loss 0.169, test 0.086
Epoch 44, step 41, loss 0.087, test 0.086
Epoch 44, step 42, loss 0.092, test 0.086
Epoch 44, step 43, loss 0.066, test 0.087
Epoch 44, step 44, loss 0.142, test 0.086
Epoch 44, step 45, loss 0.153, test 0.086
Epoch 44, step 46, loss 0.117, test 0.086
Epoch 44, step 47, loss 0.122, test 0.087
Epoch 44, step 48, loss 0.151, test 0.087
Epoch 44, step 49, loss 0.078, test 0.087
Epoch 44, step 50, loss 0.092, test 0.087
Epoch 44, step 51, loss 0.112, test 0.087
Epoch 44, step 52, loss 0.145, test 0.087
Epoch 44, step 53, loss 0.143, test 0.087
Epoch 44, step 54, loss 0.114, test 0.087
Epoch 44, step 55, loss 0.102, test 0.087
Epoch 44, step 56, loss 0.093, test 0.087
Epoch 44, step 57, loss 0.333, test 0.087
Epoch 44, step 58, loss 0.090, test 0.087
Epoch 44, step 59, loss 0.089, test 0.087
Epoch 44, step 60, loss 0.071, test 0.087
Epoch 44, step 61, loss 0.086, test 0.087
Epoch 44, step 62, loss 0.044, test 0.087
Epoch 44, step 63, loss 0.040, test 0.087
Epoch 44, step 64, loss 0.060, test 0.087
Epoch 44, step 65, loss 0.111, test 0.087
Epoch 44, step 66, loss 0.222, test 0.087
Epoch 44, step 67, loss 0.056, test 0.087
Epoch 44, step 68, loss 0.189, test 0.087
Epoch 44, step 69, loss 0.069, test 0.087
Epoch 44, step 70, loss 0.117, test 0.087
Epoch 44, step 71, loss 0.118, test 0.087
Epoch 44, step 72, loss 0.093, test 0.087
Epoch 44, step 73, loss 0.094, test 0.087
Epoch 44, step 74, loss 0.086, test 0.087
Epoch 44, step 75, loss 0.172, test 0.087
Epoch 44, step 76, loss 0.135, test 0.087
Epoch 44, step 77, loss 0.063, test 0.087
Epoch 44, step 78, loss 0.129, test 0.087
Epoch 44, step 79, loss 0.221, test 0.087
Epoch 44, step 80, loss 0.056, test 0.087
Epoch 44, step 81, loss 0.325, test 0.087
Epoch 44, step 82, loss 0.210, test 0.087
Epoch 44, step 83, loss 0.039, test 0.087
Epoch 44, step 84, loss 0.178, test 0.087
Epoch 44, step 85, loss 0.087, test 0.087
Epoch 44, step 86, loss 0.059, test 0.087
Epoch 44, step 87, loss 0.169, test 0.087
Epoch 44, step 88, loss 0.055, test 0.087
Epoch 44, step 89, loss 0.311, test 0.087
Epoch 44, step 90, loss 0.204, test 0.087
Epoch 44, step 91, loss 0.090, test 0.087
Epoch 44, step 92, loss 0.160, test 0.087
Epoch 44, step 93, loss 0.087, test 0.087
Epoch 44, step 94, loss 0.166, test 0.087
Epoch 44, step 95, loss 0.152, test 0.087
Epoch 44, step 96, loss 0.163, test 0.087
Epoch 44, step 97, loss 0.100, test 0.087
Epoch 44, step 98, loss 0.073, test 0.087
Epoch 44, step 99, loss 0.113, test 0.087
Epoch 45, step 0, loss 0.230, test 0.087
Epoch 45, step 1, loss 0.120, test 0.087
Epoch 45, step 2, loss 0.073, test 0.087
Epoch 45, step 3, loss 0.087, test 0.087
Epoch 45, step 4, loss 0.108, test 0.087
Epoch 45, step 5, loss 0.191, test 0.087
Epoch 45, step 6, loss 0.192, test 0.087
Epoch 45, step 7, loss 0.108, test 0.087
Epoch 45, step 8, loss 0.172, test 0.087
Epoch 45, step 9, loss 0.092, test 0.087
Epoch 45, step 10, loss 0.093, test 0.087
Epoch 45, step 11, loss 0.118, test 0.087
Epoch 45, step 12, loss 0.166, test 0.087
Epoch 45, step 13, loss 0.104, test 0.087
Epoch 45, step 14, loss 0.076, test 0.087
Epoch 45, step 15, loss 0.090, test 0.087
Epoch 45, step 16, loss 0.154, test 0.087
Epoch 45, step 17, loss 0.077, test 0.087
Epoch 45, step 18, loss 0.250, test 0.087
Epoch 45, step 19, loss 0.046, test 0.087
Epoch 45, step 20, loss 0.127, test 0.087
Epoch 45, step 21, loss 0.091, test 0.087
Epoch 45, step 22, loss 0.245, test 0.087
Epoch 45, step 23, loss 0.166, test 0.087
Epoch 45, step 24, loss 0.259, test 0.087
Epoch 45, step 25, loss 0.074, test 0.087
Epoch 45, step 26, loss 0.064, test 0.087
Epoch 45, step 27, loss 0.160, test 0.087
Epoch 45, step 28, loss 0.056, test 0.087
Epoch 45, step 29, loss 0.084, test 0.087
Epoch 45, step 30, loss 0.140, test 0.087
Epoch 45, step 31, loss 0.200, test 0.087
Epoch 45, step 32, loss 0.214, test 0.087
Epoch 45, step 33, loss 0.046, test 0.087
Epoch 45, step 34, loss 0.052, test 0.087
Epoch 45, step 35, loss 0.265, test 0.087
Epoch 45, step 36, loss 0.144, test 0.087
Epoch 45, step 37, loss 0.090, test 0.087
Epoch 45, step 38, loss 0.219, test 0.087
Epoch 45, step 39, loss 0.110, test 0.087
Epoch 45, step 40, loss 0.051, test 0.087
Epoch 45, step 41, loss 0.164, test 0.087
Epoch 45, step 42, loss 0.083, test 0.087
Epoch 45, step 43, loss 0.158, test 0.087
Epoch 45, step 44, loss 0.268, test 0.087
Epoch 45, step 45, loss 0.115, test 0.087
Epoch 45, step 46, loss 0.062, test 0.087
Epoch 45, step 47, loss 0.197, test 0.087
Epoch 45, step 48, loss 0.091, test 0.087
Epoch 45, step 49, loss 0.280, test 0.087
Epoch 45, step 50, loss 0.080, test 0.087
Epoch 45, step 51, loss 0.127, test 0.087
Epoch 45, step 52, loss 0.101, test 0.087
Epoch 45, step 53, loss 0.183, test 0.087
Epoch 45, step 54, loss 0.074, test 0.087
Epoch 45, step 55, loss 0.068, test 0.087
Epoch 45, step 56, loss 0.111, test 0.087
Epoch 45, step 57, loss 0.072, test 0.087
Epoch 45, step 58, loss 0.089, test 0.087
Epoch 45, step 59, loss 0.049, test 0.087
Epoch 45, step 60, loss 0.085, test 0.087
Epoch 45, step 61, loss 0.268, test 0.087
Epoch 45, step 62, loss 0.077, test 0.087
Epoch 45, step 63, loss 0.136, test 0.087
Epoch 45, step 64, loss 0.131, test 0.087
Epoch 45, step 65, loss 0.049, test 0.087
Epoch 45, step 66, loss 0.173, test 0.087
Epoch 45, step 67, loss 0.058, test 0.087
Epoch 45, step 68, loss 0.257, test 0.087
Epoch 45, step 69, loss 0.153, test 0.087
Epoch 45, step 70, loss 0.097, test 0.087
Epoch 45, step 71, loss 0.087, test 0.087
Epoch 45, step 72, loss 0.131, test 0.087
Epoch 45, step 73, loss 0.072, test 0.087
Epoch 45, step 74, loss 0.081, test 0.087
Epoch 45, step 75, loss 0.053, test 0.087
Epoch 45, step 76, loss 0.206, test 0.087
Epoch 45, step 77, loss 0.073, test 0.087
Epoch 45, step 78, loss 0.146, test 0.087
Epoch 45, step 79, loss 0.319, test 0.087
Epoch 45, step 80, loss 0.131, test 0.087
Epoch 45, step 81, loss 0.102, test 0.087
Epoch 45, step 82, loss 0.173, test 0.087
Epoch 45, step 83, loss 0.146, test 0.087
Epoch 45, step 84, loss 0.224, test 0.087
Epoch 45, step 85, loss 0.074, test 0.087
Epoch 45, step 86, loss 0.113, test 0.087
Epoch 45, step 87, loss 0.071, test 0.087
Epoch 45, step 88, loss 0.050, test 0.087
Epoch 45, step 89, loss 0.082, test 0.087
Epoch 45, step 90, loss 0.086, test 0.087
Epoch 45, step 91, loss 0.102, test 0.087
Epoch 45, step 92, loss 0.216, test 0.087
Epoch 45, step 93, loss 0.116, test 0.087
Epoch 45, step 94, loss 0.058, test 0.087
Epoch 45, step 95, loss 0.122, test 0.087
Epoch 45, step 96, loss 0.196, test 0.087
Epoch 45, step 97, loss 0.101, test 0.087
Epoch 45, step 98, loss 0.095, test 0.087
Epoch 45, step 99, loss 0.091, test 0.087
Epoch 46, step 0, loss 0.049, test 0.087
Epoch 46, step 1, loss 0.104, test 0.087
Epoch 46, step 2, loss 0.124, test 0.087
Epoch 46, step 3, loss 0.081, test 0.087
Epoch 46, step 4, loss 0.179, test 0.087
Epoch 46, step 5, loss 0.112, test 0.087
Epoch 46, step 6, loss 0.156, test 0.087
Epoch 46, step 7, loss 0.114, test 0.087
Epoch 46, step 8, loss 0.046, test 0.087
Epoch 46, step 9, loss 0.081, test 0.087
Epoch 46, step 10, loss 0.079, test 0.087
Epoch 46, step 11, loss 0.195, test 0.087
Epoch 46, step 12, loss 0.056, test 0.087
Epoch 46, step 13, loss 0.169, test 0.087
Epoch 46, step 14, loss 0.147, test 0.087
Epoch 46, step 15, loss 0.076, test 0.087
Epoch 46, step 16, loss 0.128, test 0.087
Epoch 46, step 17, loss 0.188, test 0.087
Epoch 46, step 18, loss 0.137, test 0.087
Epoch 46, step 19, loss 0.162, test 0.087
Epoch 46, step 20, loss 0.185, test 0.087
Epoch 46, step 21, loss 0.182, test 0.087
Epoch 46, step 22, loss 0.065, test 0.087
Epoch 46, step 23, loss 0.035, test 0.087
Epoch 46, step 24, loss 0.133, test 0.087
Epoch 46, step 25, loss 0.057, test 0.087
Epoch 46, step 26, loss 0.154, test 0.087
Epoch 46, step 27, loss 0.238, test 0.087
Epoch 46, step 28, loss 0.209, test 0.087
Epoch 46, step 29, loss 0.106, test 0.087
Epoch 46, step 30, loss 0.094, test 0.087
Epoch 46, step 31, loss 0.096, test 0.087
Epoch 46, step 32, loss 0.130, test 0.087
Epoch 46, step 33, loss 0.094, test 0.087
Epoch 46, step 34, loss 0.098, test 0.087
Epoch 46, step 35, loss 0.134, test 0.087
Epoch 46, step 36, loss 0.028, test 0.087
Epoch 46, step 37, loss 0.077, test 0.087
Epoch 46, step 38, loss 0.069, test 0.087
Epoch 46, step 39, loss 0.201, test 0.087
Epoch 46, step 40, loss 0.116, test 0.087
Epoch 46, step 41, loss 0.067, test 0.087
Epoch 46, step 42, loss 0.132, test 0.087
Epoch 46, step 43, loss 0.067, test 0.087
Epoch 46, step 44, loss 0.115, test 0.087
Epoch 46, step 45, loss 0.108, test 0.087
Epoch 46, step 46, loss 0.051, test 0.087
Epoch 46, step 47, loss 0.192, test 0.087
Epoch 46, step 48, loss 0.145, test 0.087
Epoch 46, step 49, loss 0.134, test 0.087
Epoch 46, step 50, loss 0.146, test 0.087
Epoch 46, step 51, loss 0.189, test 0.087
Epoch 46, step 52, loss 0.046, test 0.087
Epoch 46, step 53, loss 0.156, test 0.087
Epoch 46, step 54, loss 0.109, test 0.087
Epoch 46, step 55, loss 0.135, test 0.087
Epoch 46, step 56, loss 0.068, test 0.087
Epoch 46, step 57, loss 0.128, test 0.087
Epoch 46, step 58, loss 0.175, test 0.087
Epoch 46, step 59, loss 0.063, test 0.087
Epoch 46, step 60, loss 0.311, test 0.087
Epoch 46, step 61, loss 0.145, test 0.087
Epoch 46, step 62, loss 0.097, test 0.087
Epoch 46, step 63, loss 0.065, test 0.087
Epoch 46, step 64, loss 0.152, test 0.087
Epoch 46, step 65, loss 0.177, test 0.087
Epoch 46, step 66, loss 0.166, test 0.087
Epoch 46, step 67, loss 0.258, test 0.087
Epoch 46, step 68, loss 0.067, test 0.087
Epoch 46, step 69, loss 0.298, test 0.087
Epoch 46, step 70, loss 0.102, test 0.087
Epoch 46, step 71, loss 0.145, test 0.087
Epoch 46, step 72, loss 0.087, test 0.087
Epoch 46, step 73, loss 0.096, test 0.087
Epoch 46, step 74, loss 0.178, test 0.087
Epoch 46, step 75, loss 0.106, test 0.087
Epoch 46, step 76, loss 0.072, test 0.087
Epoch 46, step 77, loss 0.163, test 0.087
Epoch 46, step 78, loss 0.090, test 0.087
Epoch 46, step 79, loss 0.183, test 0.087
Epoch 46, step 80, loss 0.107, test 0.087
Epoch 46, step 81, loss 0.137, test 0.087
Epoch 46, step 82, loss 0.069, test 0.087
Epoch 46, step 83, loss 0.129, test 0.087
Epoch 46, step 84, loss 0.154, test 0.087
Epoch 46, step 85, loss 0.088, test 0.087
Epoch 46, step 86, loss 0.147, test 0.087
Epoch 46, step 87, loss 0.176, test 0.087
Epoch 46, step 88, loss 0.147, test 0.087
Epoch 46, step 89, loss 0.235, test 0.087
Epoch 46, step 90, loss 0.299, test 0.087
Epoch 46, step 91, loss 0.081, test 0.087
Epoch 46, step 92, loss 0.262, test 0.087
Epoch 46, step 93, loss 0.141, test 0.087
Epoch 46, step 94, loss 0.125, test 0.087
Epoch 46, step 95, loss 0.133, test 0.087
Epoch 46, step 96, loss 0.076, test 0.087
Epoch 46, step 97, loss 0.058, test 0.087
Epoch 46, step 98, loss 0.077, test 0.087
Epoch 46, step 99, loss 0.065, test 0.087
Epoch 47, step 0, loss 0.168, test 0.087
Epoch 47, step 1, loss 0.063, test 0.087
Epoch 47, step 2, loss 0.155, test 0.087
Epoch 47, step 3, loss 0.207, test 0.087
Epoch 47, step 4, loss 0.061, test 0.087
Epoch 47, step 5, loss 0.048, test 0.087
Epoch 47, step 6, loss 0.097, test 0.087
Epoch 47, step 7, loss 0.133, test 0.087
Epoch 47, step 8, loss 0.143, test 0.087
Epoch 47, step 9, loss 0.117, test 0.087
Epoch 47, step 10, loss 0.123, test 0.087
Epoch 47, step 11, loss 0.060, test 0.087
Epoch 47, step 12, loss 0.133, test 0.087
Epoch 47, step 13, loss 0.104, test 0.087
Epoch 47, step 14, loss 0.089, test 0.087
Epoch 47, step 15, loss 0.079, test 0.087
Epoch 47, step 16, loss 0.142, test 0.087
Epoch 47, step 17, loss 0.073, test 0.087
Epoch 47, step 18, loss 0.110, test 0.087
Epoch 47, step 19, loss 0.123, test 0.087
Epoch 47, step 20, loss 0.200, test 0.087
Epoch 47, step 21, loss 0.126, test 0.087
Epoch 47, step 22, loss 0.122, test 0.087
Epoch 47, step 23, loss 0.135, test 0.087
Epoch 47, step 24, loss 0.099, test 0.087
Epoch 47, step 25, loss 0.094, test 0.087
Epoch 47, step 26, loss 0.166, test 0.087
Epoch 47, step 27, loss 0.147, test 0.087
Epoch 47, step 28, loss 0.091, test 0.087
Epoch 47, step 29, loss 0.246, test 0.087
Epoch 47, step 30, loss 0.105, test 0.087
Epoch 47, step 31, loss 0.152, test 0.087
Epoch 47, step 32, loss 0.176, test 0.087
Epoch 47, step 33, loss 0.100, test 0.087
Epoch 47, step 34, loss 0.136, test 0.087
Epoch 47, step 35, loss 0.101, test 0.087
Epoch 47, step 36, loss 0.077, test 0.087
Epoch 47, step 37, loss 0.086, test 0.087
Epoch 47, step 38, loss 0.091, test 0.087
Epoch 47, step 39, loss 0.062, test 0.087
Epoch 47, step 40, loss 0.116, test 0.087
Epoch 47, step 41, loss 0.177, test 0.087
Epoch 47, step 42, loss 0.123, test 0.087
Epoch 47, step 43, loss 0.202, test 0.087
Epoch 47, step 44, loss 0.103, test 0.087
Epoch 47, step 45, loss 0.168, test 0.087
Epoch 47, step 46, loss 0.129, test 0.087
Epoch 47, step 47, loss 0.233, test 0.087
Epoch 47, step 48, loss 0.087, test 0.087
Epoch 47, step 49, loss 0.116, test 0.087
Epoch 47, step 50, loss 0.161, test 0.087
Epoch 47, step 51, loss 0.112, test 0.087
Epoch 47, step 52, loss 0.259, test 0.087
Epoch 47, step 53, loss 0.034, test 0.087
Epoch 47, step 54, loss 0.051, test 0.087
Epoch 47, step 55, loss 0.166, test 0.087
Epoch 47, step 56, loss 0.084, test 0.087
Epoch 47, step 57, loss 0.100, test 0.087
Epoch 47, step 58, loss 0.114, test 0.087
Epoch 47, step 59, loss 0.206, test 0.087
Epoch 47, step 60, loss 0.146, test 0.087
Epoch 47, step 61, loss 0.358, test 0.087
Epoch 47, step 62, loss 0.102, test 0.087
Epoch 47, step 63, loss 0.249, test 0.087
Epoch 47, step 64, loss 0.098, test 0.087

Epoch 47, step 65, loss 0.159, test 0.087
Epoch 47, step 66, loss 0.037, test 0.087
Epoch 47, step 67, loss 0.131, test 0.087
Epoch 47, step 68, loss 0.094, test 0.087
Epoch 47, step 69, loss 0.117, test 0.087
Epoch 47, step 70, loss 0.124, test 0.087
Epoch 47, step 71, loss 0.119, test 0.087
Epoch 47, step 72, loss 0.174, test 0.087
Epoch 47, step 73, loss 0.082, test 0.087
Epoch 47, step 74, loss 0.197, test 0.087
Epoch 47, step 75, loss 0.062, test 0.087
Epoch 47, step 76, loss 0.164, test 0.087
Epoch 47, step 77, loss 0.119, test 0.087
Epoch 47, step 78, loss 0.145, test 0.087
Epoch 47, step 79, loss 0.122, test 0.087
Epoch 47, step 80, loss 0.097, test 0.087
Epoch 47, step 81, loss 0.075, test 0.087
Epoch 47, step 82, loss 0.193, test 0.087
Epoch 47, step 83, loss 0.250, test 0.087
Epoch 47, step 84, loss 0.146, test 0.087
Epoch 47, step 85, loss 0.088, test 0.087
Epoch 47, step 86, loss 0.157, test 0.087
Epoch 47, step 87, loss 0.064, test 0.087
Epoch 47, step 88, loss 0.084, test 0.087
Epoch 47, step 89, loss 0.195, test 0.087
Epoch 47, step 90, loss 0.100, test 0.087
Epoch 47, step 91, loss 0.122, test 0.087
Epoch 47, step 92, loss 0.103, test 0.087
Epoch 47, step 93, loss 0.081, test 0.087
Epoch 47, step 94, loss 0.317, test 0.087
Epoch 47, step 95, loss 0.047, test 0.087
Epoch 47, step 96, loss 0.065, test 0.087
Epoch 47, step 97, loss 0.103, test 0.087
Epoch 47, step 98, loss 0.095, test 0.087
Epoch 47, step 99, loss 0.116, test 0.087
Epoch 48, step 0, loss 0.057, test 0.087
Epoch 48, step 1, loss 0.148, test 0.087
Epoch 48, step 2, loss 0.218, test 0.087
Epoch 48, step 3, loss 0.168, test 0.087
Epoch 48, step 4, loss 0.104, test 0.087
Epoch 48, step 5, loss 0.039, test 0.087
Epoch 48, step 6, loss 0.159, test 0.087
Epoch 48, step 7, loss 0.103, test 0.087
Epoch 48, step 8, loss 0.120, test 0.087
Epoch 48, step 9, loss 0.223, test 0.087
Epoch 48, step 10, loss 0.200, test 0.087
Epoch 48, step 11, loss 0.074, test 0.087
Epoch 48, step 12, loss 0.089, test 0.087
Epoch 48, step 13, loss 0.089, test 0.087
Epoch 48, step 14, loss 0.100, test 0.087
Epoch 48, step 15, loss 0.041, test 0.087
Epoch 48, step 16, loss 0.168, test 0.087
Epoch 48, step 17, loss 0.122, test 0.087
Epoch 48, step 18, loss 0.144, test 0.087
Epoch 48, step 19, loss 0.145, test 0.087
Epoch 48, step 20, loss 0.037, test 0.087
Epoch 48, step 21, loss 0.106, test 0.087
Epoch 48, step 22, loss 0.088, test 0.087
Epoch 48, step 23, loss 0.063, test 0.087
Epoch 48, step 24, loss 0.057, test 0.087
Epoch 48, step 25, loss 0.068, test 0.087
Epoch 48, step 26, loss 0.110, test 0.087
Epoch 48, step 27, loss 0.093, test 0.087
Epoch 48, step 28, loss 0.219, test 0.087
Epoch 48, step 29, loss 0.136, test 0.087
Epoch 48, step 30, loss 0.125, test 0.087
Epoch 48, step 31, loss 0.150, test 0.087
Epoch 48, step 32, loss 0.089, test 0.087
Epoch 48, step 33, loss 0.041, test 0.087
Epoch 48, step 34, loss 0.088, test 0.087
Epoch 48, step 35, loss 0.061, test 0.087
Epoch 48, step 36, loss 0.202, test 0.087
Epoch 48, step 37, loss 0.076, test 0.087
Epoch 48, step 38, loss 0.155, test 0.087
Epoch 48, step 39, loss 0.086, test 0.087
Epoch 48, step 40, loss 0.116, test 0.087
Epoch 48, step 41, loss 0.083, test 0.087
Epoch 48, step 42, loss 0.128, test 0.087
Epoch 48, step 43, loss 0.143, test 0.087
Epoch 48, step 44, loss 0.119, test 0.087
Epoch 48, step 45, loss 0.113, test 0.087
Epoch 48, step 46, loss 0.164, test 0.087
Epoch 48, step 47, loss 0.084, test 0.087
Epoch 48, step 48, loss 0.207, test 0.087
Epoch 48, step 49, loss 0.093, test 0.087
Epoch 48, step 50, loss 0.241, test 0.087
Epoch 48, step 51, loss 0.141, test 0.087
Epoch 48, step 52, loss 0.085, test 0.087
Epoch 48, step 53, loss 0.197, test 0.087
Epoch 48, step 54, loss 0.136, test 0.087
Epoch 48, step 55, loss 0.066, test 0.087
Epoch 48, step 56, loss 0.136, test 0.087
Epoch 48, step 57, loss 0.360, test 0.087
Epoch 48, step 58, loss 0.094, test 0.087
Epoch 48, step 59, loss 0.114, test 0.087
Epoch 48, step 60, loss 0.056, test 0.087
Epoch 48, step 61, loss 0.139, test 0.087
Epoch 48, step 62, loss 0.114, test 0.087
Epoch 48, step 63, loss 0.222, test 0.087
Epoch 48, step 64, loss 0.161, test 0.087
Epoch 48, step 65, loss 0.111, test 0.087
Epoch 48, step 66, loss 0.271, test 0.087
Epoch 48, step 67, loss 0.156, test 0.087
Epoch 48, step 68, loss 0.089, test 0.087
Epoch 48, step 69, loss 0.093, test 0.087
Epoch 48, step 70, loss 0.128, test 0.087
Epoch 48, step 71, loss 0.077, test 0.087
Epoch 48, step 72, loss 0.177, test 0.087
Epoch 48, step 73, loss 0.081, test 0.087
Epoch 48, step 74, loss 0.100, test 0.087
Epoch 48, step 75, loss 0.126, test 0.087
Epoch 48, step 76, loss 0.187, test 0.087
Epoch 48, step 77, loss 0.124, test 0.087
Epoch 48, step 78, loss 0.099, test 0.087
Epoch 48, step 79, loss 0.183, test 0.087
Epoch 48, step 80, loss 0.195, test 0.087
Epoch 48, step 81, loss 0.173, test 0.087
Epoch 48, step 82, loss 0.227, test 0.087
Epoch 48, step 83, loss 0.061, test 0.087
Epoch 48, step 84, loss 0.118, test 0.087
Epoch 48, step 85, loss 0.058, test 0.087
Epoch 48, step 86, loss 0.186, test 0.087
Epoch 48, step 87, loss 0.159, test 0.087
Epoch 48, step 88, loss 0.132, test 0.087
Epoch 48, step 89, loss 0.123, test 0.087
Epoch 48, step 90, loss 0.076, test 0.087
Epoch 48, step 91, loss 0.117, test 0.087
Epoch 48, step 92, loss 0.308, test 0.087
Epoch 48, step 93, loss 0.125, test 0.087
Epoch 48, step 94, loss 0.178, test 0.087
Epoch 48, step 95, loss 0.109, test 0.087
Epoch 48, step 96, loss 0.109, test 0.087
Epoch 48, step 97, loss 0.116, test 0.087
Epoch 48, step 98, loss 0.065, test 0.087
Epoch 48, step 99, loss 0.064, test 0.087
Epoch 49, step 0, loss 0.164, test 0.087
Epoch 49, step 1, loss 0.071, test 0.087
Epoch 49, step 2, loss 0.147, test 0.087
Epoch 49, step 3, loss 0.154, test 0.087
Epoch 49, step 4, loss 0.072, test 0.087
Epoch 49, step 5, loss 0.145, test 0.087
Epoch 49, step 6, loss 0.164, test 0.087
Epoch 49, step 7, loss 0.092, test 0.087
Epoch 49, step 8, loss 0.286, test 0.087
Epoch 49, step 9, loss 0.116, test 0.087
Epoch 49, step 10, loss 0.150, test 0.087
Epoch 49, step 11, loss 0.102, test 0.087
Epoch 49, step 12, loss 0.159, test 0.087
Epoch 49, step 13, loss 0.228, test 0.087
Epoch 49, step 14, loss 0.104, test 0.087
Epoch 49, step 15, loss 0.048, test 0.087
Epoch 49, step 16, loss 0.042, test 0.087
Epoch 49, step 17, loss 0.074, test 0.087
Epoch 49, step 18, loss 0.152, test 0.087
Epoch 49, step 19, loss 0.140, test 0.087
Epoch 49, step 20, loss 0.095, test 0.087
Epoch 49, step 21, loss 0.074, test 0.087
Epoch 49, step 22, loss 0.271, test 0.087
Epoch 49, step 23, loss 0.096, test 0.087
Epoch 49, step 24, loss 0.071, test 0.087
Epoch 49, step 25, loss 0.167, test 0.087
Epoch 49, step 26, loss 0.084, test 0.087
Epoch 49, step 27, loss 0.177, test 0.087
Epoch 49, step 28, loss 0.172, test 0.087
Epoch 49, step 29, loss 0.119, test 0.087
Epoch 49, step 30, loss 0.087, test 0.087
Epoch 49, step 31, loss 0.106, test 0.087
Epoch 49, step 32, loss 0.151, test 0.087
Epoch 49, step 33, loss 0.077, test 0.087
Epoch 49, step 34, loss 0.192, test 0.087
Epoch 49, step 35, loss 0.066, test 0.087
Epoch 49, step 36, loss 0.126, test 0.087
Epoch 49, step 37, loss 0.193, test 0.087
Epoch 49, step 38, loss 0.167, test 0.087
Epoch 49, step 39, loss 0.139, test 0.087
Epoch 49, step 40, loss 0.151, test 0.087
Epoch 49, step 41, loss 0.240, test 0.087
Epoch 49, step 42, loss 0.266, test 0.087
Epoch 49, step 43, loss 0.140, test 0.087
Epoch 49, step 44, loss 0.105, test 0.087
Epoch 49, step 45, loss 0.088, test 0.087
Epoch 49, step 46, loss 0.082, test 0.087
Epoch 49, step 47, loss 0.089, test 0.087
Epoch 49, step 48, loss 0.106, test 0.087
Epoch 49, step 49, loss 0.075, test 0.087
Epoch 49, step 50, loss 0.142, test 0.087
Epoch 49, step 51, loss 0.113, test 0.087
Epoch 49, step 52, loss 0.065, test 0.087
Epoch 49, step 53, loss 0.101, test 0.087
Epoch 49, step 54, loss 0.159, test 0.087
Epoch 49, step 55, loss 0.053, test 0.087
Epoch 49, step 56, loss 0.114, test 0.087
Epoch 49, step 57, loss 0.104, test 0.087
Epoch 49, step 58, loss 0.071, test 0.087
Epoch 49, step 59, loss 0.149, test 0.087
Epoch 49, step 60, loss 0.042, test 0.087
Epoch 49, step 61, loss 0.080, test 0.087
Epoch 49, step 62, loss 0.065, test 0.087
Epoch 49, step 63, loss 0.118, test 0.087
Epoch 49, step 64, loss 0.138, test 0.087
Epoch 49, step 65, loss 0.113, test 0.087
Epoch 49, step 66, loss 0.133, test 0.087
Epoch 49, step 67, loss 0.072, test 0.087
Epoch 49, step 68, loss 0.089, test 0.087
Epoch 49, step 69, loss 0.079, test 0.087
Epoch 49, step 70, loss 0.166, test 0.087
Epoch 49, step 71, loss 0.113, test 0.087
Epoch 49, step 72, loss 0.122, test 0.087
Epoch 49, step 73, loss 0.056, test 0.087
Epoch 49, step 74, loss 0.078, test 0.087
Epoch 49, step 75, loss 0.126, test 0.087
Epoch 49, step 76, loss 0.079, test 0.087
Epoch 49, step 77, loss 0.162, test 0.087
Epoch 49, step 78, loss 0.288, test 0.087
Epoch 49, step 79, loss 0.128, test 0.087
Epoch 49, step 80, loss 0.217, test 0.087
Epoch 49, step 81, loss 0.152, test 0.087
Epoch 49, step 82, loss 0.091, test 0.087
Epoch 49, step 83, loss 0.119, test 0.087
Epoch 49, step 84, loss 0.279, test 0.087
Epoch 49, step 85, loss 0.136, test 0.087
Epoch 49, step 86, loss 0.206, test 0.087
Epoch 49, step 87, loss 0.137, test 0.087
Epoch 49, step 88, loss 0.128, test 0.087
Epoch 49, step 89, loss 0.258, test 0.087
Epoch 49, step 90, loss 0.052, test 0.087
Epoch 49, step 91, loss 0.227, test 0.087
Epoch 49, step 92, loss 0.129, test 0.087
Epoch 49, step 93, loss 0.192, test 0.087
Epoch 49, step 94, loss 0.049, test 0.087
Epoch 49, step 95, loss 0.114, test 0.087
Epoch 49, step 96, loss 0.093, test 0.087
Epoch 49, step 97, loss 0.047, test 0.087
Epoch 49, step 98, loss 0.168, test 0.087
Epoch 49, step 99, loss 0.079, test 0.087

thetas = np.array(jax.tree_util.tree_leaves(path))

# 2D plot of the parameters evolution
fig, ax = plt.subplots(figsize=FIGURE_SIZES["full_standard"])
ax.plot(thetas[:, 1], thetas[:, 2], color="0.15", lw=1.0, label="SGD path")
# Correct values
ax.scatter([-2], [1.5], marker="o", color="black", label="True value")
ax.set(xlabel=r"$\theta_0$", ylabel=r"$\theta_1$", title="SGD path")
plt.legend(loc='best', frameon=False)
finalize_axes(keep_box=False)

# Parameters per iteration
fig, ax = plt.subplots(figsize=FIGURE_SIZES["full_standard"])
markevery = max(1, thetas.shape[0] // 12)
ax.plot(thetas[:, 0], color="0.10", linestyle="-", marker="o", markevery=markevery, markersize=3, label=r"$\theta_0$")
ax.plot(thetas[:, 1], color="0.35", linestyle="--", marker="s", markevery=markevery, markersize=3, label=r"$\theta_1$")
ax.plot(thetas[:, 2], color="0.60", linestyle="-.", marker="^", markevery=markevery, markersize=3, label=r"$\theta_2$")
ax.axhline(-2, color="0.10", linestyle=":", lw=1, label="Generating values")
ax.axhline(1.5, color="0.35", linestyle=":", lw=1)
ax.axhline(0, color="0.60", linestyle=":", lw=1)
ax.set(xlabel="Iteration", ylabel=r"$\theta$", title="SGD path")
plt.legend(loc='best', frameon=False)
sns.despine(trim=True);

# The losses
fig, ax = plt.subplots(figsize=FIGURE_SIZES["full_standard"])
markevery = max(1, len(losses) // 12)
ax.plot(losses, color="0.10", linestyle="-", marker="o", markevery=markevery, markersize=3, label="Train")
ax.plot(test_losses, color="0.45", linestyle="--", marker="s", markevery=markevery, markersize=3, label="Test")
ax.set(xlabel="Iteration", ylabel="Loss", title="Loss")
plt.legend(loc='best', frameon=False)
sns.despine(trim=True);