Hide code cell source
import matplotlib.pyplot as plt
%matplotlib inline
import matplotlib_inline
matplotlib_inline.backend_inline.set_matplotlib_formats('svg')
import seaborn as sns
sns.set_context("paper")
sns.set_style("ticks");

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. It turns out that stochastic algorithms are also inherently capable of escaping from bad local minima, which is a nice bonus.

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 \(t = 1, 2, \ldots\):

    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. Update \(\theta_t\) 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()
# Scatter with small size of points
ax.scatter(X, y, alpha=0.2, s=1)
ax.set(xlabel="X", ylabel="y", title="Synthetic data")
sns.despine(trim=True);
../_images/edc56e40f67fe5ffd1636fb70dfd7e0a455e8fd51c545bd6e4dfe8b2a54315c8.svg

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 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,
)
Hide code cell output
Epoch 0, step 0, loss 10.891, test 51.632
Epoch 0, step 1, loss 164.751, test 3.478
Epoch 0, step 2, loss 2.830, test 1.130
Epoch 0, step 3, loss 2.336, test 0.716
Epoch 0, step 4, loss 2.217, test 0.706
Epoch 0, step 5, loss 0.072, test 0.775
Epoch 0, step 6, loss 0.297, test 0.818
Epoch 0, step 7, loss 3.237, test 0.974
Epoch 0, step 8, loss 1.047, test 0.672
Epoch 0, step 9, loss 1.944, test 0.635
Epoch 0, step 10, loss 0.121, test 0.622
Epoch 0, step 11, loss 0.227, test 0.644
Epoch 0, step 12, loss 0.126, test 0.644
Epoch 0, step 13, loss 0.066, test 0.657
Epoch 0, step 14, loss 1.993, test 0.667
Epoch 0, step 15, loss 0.355, test 0.671
Epoch 0, step 16, loss 1.279, test 0.799
Epoch 0, step 17, loss 0.801, test 0.945
Epoch 0, step 18, loss 0.001, test 0.989
Epoch 0, step 19, loss 1.225, test 0.585
Epoch 0, step 20, loss 0.249, test 0.545
Epoch 0, step 21, loss 0.092, test 0.557
Epoch 0, step 22, loss 0.424, test 0.579
Epoch 0, step 23, loss 0.521, test 0.579
Epoch 0, step 24, loss 0.649, test 0.589
Epoch 0, step 25, loss 1.362, test 0.595
Epoch 0, step 26, loss 0.091, test 0.624
Epoch 0, step 27, loss 0.460, test 0.666
Epoch 0, step 28, loss 1.801, test 0.422
Epoch 0, step 29, loss 0.424, test 0.418
Epoch 0, step 30, loss 0.131, test 0.433
Epoch 0, step 31, loss 0.230, test 0.431
Epoch 0, step 32, loss 1.275, test 0.423
Epoch 0, step 33, loss 1.264, test 0.399
Epoch 0, step 34, loss 0.614, test 0.412
Epoch 0, step 35, loss 0.626, test 0.420
Epoch 0, step 36, loss 0.466, test 0.426
Epoch 0, step 37, loss 1.091, test 0.436
Epoch 0, step 38, loss 0.784, test 0.441
Epoch 0, step 39, loss 0.728, test 0.462
Epoch 0, step 40, loss 0.456, test 0.506
Epoch 0, step 41, loss 0.155, test 0.579
Epoch 0, step 42, loss 0.916, test 0.600
Epoch 0, step 43, loss 0.049, test 0.621
Epoch 0, step 44, loss 0.339, test 0.634
Epoch 0, step 45, loss 0.035, test 0.652
Epoch 0, step 46, loss 0.049, test 0.692
Epoch 0, step 47, loss 1.597, test 0.750
Epoch 0, step 48, loss 0.418, test 0.775
Epoch 0, step 49, loss 0.170, test 0.787
Epoch 0, step 50, loss 0.333, test 0.627
Epoch 0, step 51, loss 0.191, test 0.630
Epoch 0, step 52, loss 0.200, test 0.644
Epoch 0, step 53, loss 0.586, test 0.649
Epoch 0, step 54, loss 0.231, test 0.653
Epoch 0, step 55, loss 0.690, test 0.661
Epoch 0, step 56, loss 0.158, test 0.666
Epoch 0, step 57, loss 0.531, test 0.688
Epoch 0, step 58, loss 0.075, test 0.698
Epoch 0, step 59, loss 0.955, test 0.719
Epoch 0, step 60, loss 0.898, test 0.740
Epoch 0, step 61, loss 0.008, test 0.757
Epoch 0, step 62, loss 0.093, test 0.708
Epoch 0, step 63, loss 0.123, test 0.736
Epoch 0, step 64, loss 0.133, test 0.729
Epoch 0, step 65, loss 0.071, test 0.690
Epoch 0, step 66, loss 0.881, test 0.695
Epoch 0, step 67, loss 0.125, test 0.713
Epoch 0, step 68, loss 0.073, test 0.718
Epoch 0, step 69, loss 0.832, test 0.732
Epoch 0, step 70, loss 0.037, test 0.738
Epoch 0, step 71, loss 0.564, test 0.784
Epoch 0, step 72, loss 0.253, test 0.667
Epoch 0, step 73, loss 0.014, test 0.668
Epoch 0, step 74, loss 0.285, test 0.674
Epoch 0, step 75, loss 0.094, test 0.646
Epoch 0, step 76, loss 0.067, test 0.662
Epoch 0, step 77, loss 0.015, test 0.665
Epoch 0, step 78, loss 0.704, test 0.326
Epoch 0, step 79, loss 1.688, test 0.298
Epoch 0, step 80, loss 0.095, test 0.239
Epoch 0, step 81, loss 0.178, test 0.197
Epoch 0, step 82, loss 0.091, test 0.197
Epoch 0, step 83, loss 0.429, test 0.238
Epoch 0, step 84, loss 0.199, test 0.313
Epoch 0, step 85, loss 0.071, test 0.330
Epoch 0, step 86, loss 0.533, test 0.365
Epoch 0, step 87, loss 0.443, test 0.379
Epoch 0, step 88, loss 0.102, test 0.356
Epoch 0, step 89, loss 0.149, test 0.349
Epoch 0, step 90, loss 0.039, test 0.350
Epoch 0, step 91, loss 0.312, test 0.405
Epoch 0, step 92, loss 0.184, test 0.434
Epoch 0, step 93, loss 0.002, test 0.447
Epoch 0, step 94, loss 0.119, test 0.467
Epoch 0, step 95, loss 0.008, test 0.469
Epoch 0, step 96, loss 0.012, test 0.452
Epoch 0, step 97, loss 0.197, test 0.460
Epoch 0, step 98, loss 0.085, test 0.463
Epoch 0, step 99, loss 0.429, test 0.479
Epoch 0, step 100, loss 0.199, test 0.486
Epoch 0, step 101, loss 0.606, test 0.497
Epoch 0, step 102, loss 0.402, test 0.516
Epoch 0, step 103, loss 0.003, test 0.518
Epoch 0, step 104, loss 0.021, test 0.518
Epoch 0, step 105, loss 0.012, test 0.530
Epoch 0, step 106, loss 0.553, test 0.546
Epoch 0, step 107, loss 0.016, test 0.556
Epoch 0, step 108, loss 0.070, test 0.562
Epoch 0, step 109, loss 0.043, test 0.523
Epoch 0, step 110, loss 0.208, test 0.526
Epoch 0, step 111, loss 0.153, test 0.521
Epoch 0, step 112, loss 0.108, test 0.547
Epoch 0, step 113, loss 0.037, test 0.557
Epoch 0, step 114, loss 0.136, test 0.616
Epoch 0, step 115, loss 0.332, test 0.646
Epoch 0, step 116, loss 0.044, test 0.671
Epoch 0, step 117, loss 0.193, test 0.704
Epoch 0, step 118, loss 0.063, test 0.718
Epoch 0, step 119, loss 2.120, test 0.822
Epoch 0, step 120, loss 0.001, test 0.844
Epoch 0, step 121, loss 0.025, test 0.848
Epoch 0, step 122, loss 0.035, test 0.855
Epoch 0, step 123, loss 0.274, test 0.801
Epoch 0, step 124, loss 0.078, test 0.781
Epoch 0, step 125, loss 0.008, test 0.776
Epoch 0, step 126, loss 0.043, test 0.738
Epoch 0, step 127, loss 0.095, test 0.739
Epoch 0, step 128, loss 0.059, test 0.741
Epoch 0, step 129, loss 0.266, test 0.777
Epoch 0, step 130, loss 0.013, test 0.799
Epoch 0, step 131, loss 0.002, test 0.805
Epoch 0, step 132, loss 0.031, test 0.836
Epoch 0, step 133, loss 0.092, test 0.778
Epoch 0, step 134, loss 0.221, test 0.803
Epoch 0, step 135, loss 0.041, test 0.761
Epoch 0, step 136, loss 1.879, test 0.847
Epoch 0, step 137, loss 0.029, test 0.836
Epoch 0, step 138, loss 0.024, test 0.786
Epoch 0, step 139, loss 0.000, test 0.773
Epoch 0, step 140, loss 0.010, test 0.773
Epoch 0, step 141, loss 0.121, test 0.804
Epoch 0, step 142, loss 0.015, test 0.821
Epoch 0, step 143, loss 0.037, test 0.821
Epoch 0, step 144, loss 2.749, test 0.095
Epoch 0, step 145, loss 0.001, test 0.082
Epoch 0, step 146, loss 0.000, test 0.087
Epoch 0, step 147, loss 0.432, test 0.085
Epoch 0, step 148, loss 0.044, test 0.084
Epoch 0, step 149, loss 0.607, test 0.079
Epoch 0, step 150, loss 0.001, test 0.079
Epoch 0, step 151, loss 0.002, test 0.078
Epoch 0, step 152, loss 0.065, test 0.078
Epoch 0, step 153, loss 0.004, test 0.077
Epoch 0, step 154, loss 0.424, test 0.078
Epoch 0, step 155, loss 0.856, test 0.078
Epoch 0, step 156, loss 0.185, test 0.079
Epoch 0, step 157, loss 0.051, test 0.080
Epoch 0, step 158, loss 0.192, test 0.099
Epoch 0, step 159, loss 0.001, test 0.105
Epoch 0, step 160, loss 0.621, test 0.114
Epoch 0, step 161, loss 0.011, test 0.121
Epoch 0, step 162, loss 0.001, test 0.122
Epoch 0, step 163, loss 0.009, test 0.124
Epoch 0, step 164, loss 0.079, test 0.149
Epoch 0, step 165, loss 0.004, test 0.155
Epoch 0, step 166, loss 0.138, test 0.156
Epoch 0, step 167, loss 0.049, test 0.105
Epoch 0, step 168, loss 0.131, test 0.110
Epoch 0, step 169, loss 0.007, test 0.112
Epoch 0, step 170, loss 0.019, test 0.118
Epoch 0, step 171, loss 0.007, test 0.122
Epoch 0, step 172, loss 0.001, test 0.124
Epoch 0, step 173, loss 0.035, test 0.124
Epoch 0, step 174, loss 0.113, test 0.127
Epoch 0, step 175, loss 0.256, test 0.125
Epoch 0, step 176, loss 0.038, test 0.127
Epoch 0, step 177, loss 1.657, test 0.155
Epoch 0, step 178, loss 0.002, test 0.161
Epoch 0, step 179, loss 0.113, test 0.177
Epoch 0, step 180, loss 0.254, test 0.177
Epoch 0, step 181, loss 0.096, test 0.141
Epoch 0, step 182, loss 0.000, test 0.137
Epoch 0, step 183, loss 0.121, test 0.144
Epoch 0, step 184, loss 0.039, test 0.146
Epoch 0, step 185, loss 0.103, test 0.153
Epoch 0, step 186, loss 0.137, test 0.112
Epoch 0, step 187, loss 0.056, test 0.105
Epoch 0, step 188, loss 0.198, test 0.086
Epoch 0, step 189, loss 0.028, test 0.086
Epoch 0, step 190, loss 0.001, test 0.084
Epoch 0, step 191, loss 0.000, test 0.083
Epoch 0, step 192, loss 0.011, test 0.082
Epoch 0, step 193, loss 0.020, test 0.087
Epoch 0, step 194, loss 0.083, test 0.087
Epoch 0, step 195, loss 0.030, test 0.079
Epoch 0, step 196, loss 0.018, test 0.079
Epoch 0, step 197, loss 0.037, test 0.079
Epoch 0, step 198, loss 0.061, test 0.085
Epoch 0, step 199, loss 0.039, test 0.089
Epoch 0, step 200, loss 0.001, test 0.091
Epoch 0, step 201, loss 0.042, test 0.092
Epoch 0, step 202, loss 0.019, test 0.086
Epoch 0, step 203, loss 0.151, test 0.088
Epoch 0, step 204, loss 0.127, test 0.090
Epoch 0, step 205, loss 0.228, test 0.098
Epoch 0, step 206, loss 0.018, test 0.102
Epoch 0, step 207, loss 0.311, test 0.071
Epoch 0, step 208, loss 0.146, test 0.073
Epoch 0, step 209, loss 0.251, test 0.073
Epoch 0, step 210, loss 0.111, test 0.074
Epoch 0, step 211, loss 0.039, test 0.074
Epoch 0, step 212, loss 0.040, test 0.075
Epoch 0, step 213, loss 0.011, test 0.075
Epoch 0, step 214, loss 0.221, test 0.071
Epoch 0, step 215, loss 0.006, test 0.073
Epoch 0, step 216, loss 0.009, test 0.071
Epoch 0, step 217, loss 0.110, test 0.071
Epoch 0, step 218, loss 0.269, test 0.070
Epoch 0, step 219, loss 0.113, test 0.069
Epoch 0, step 220, loss 0.253, test 0.069
Epoch 0, step 221, loss 0.024, test 0.070
Epoch 0, step 222, loss 0.000, test 0.070
Epoch 0, step 223, loss 0.004, test 0.069
Epoch 0, step 224, loss 0.003, test 0.069
Epoch 0, step 225, loss 0.364, test 0.104
Epoch 0, step 226, loss 0.004, test 0.115
Epoch 0, step 227, loss 0.941, test 0.105
Epoch 0, step 228, loss 0.027, test 0.107
Epoch 0, step 229, loss 0.027, test 0.108
Epoch 0, step 230, loss 0.000, test 0.108
Epoch 0, step 231, loss 0.350, test 0.093
Epoch 0, step 232, loss 0.060, test 0.096
Epoch 0, step 233, loss 0.287, test 0.098
Epoch 0, step 234, loss 0.422, test 0.113
Epoch 0, step 235, loss 0.003, test 0.118
Epoch 0, step 236, loss 0.040, test 0.117
Epoch 0, step 237, loss 0.055, test 0.146
Epoch 0, step 238, loss 0.216, test 0.146
Epoch 0, step 239, loss 0.352, test 0.152
Epoch 0, step 240, loss 0.483, test 0.148
Epoch 0, step 241, loss 0.215, test 0.152
Epoch 0, step 242, loss 0.020, test 0.140
Epoch 0, step 243, loss 0.050, test 0.152
Epoch 0, step 244, loss 0.038, test 0.145
Epoch 0, step 245, loss 0.018, test 0.143
Epoch 0, step 246, loss 0.002, test 0.146
Epoch 0, step 247, loss 0.850, test 0.238
Epoch 0, step 248, loss 0.127, test 0.215
Epoch 0, step 249, loss 0.003, test 0.212
Epoch 0, step 250, loss 0.078, test 0.216
Epoch 0, step 251, loss 0.177, test 0.226
Epoch 0, step 252, loss 0.301, test 0.233
Epoch 0, step 253, loss 0.001, test 0.235
Epoch 0, step 254, loss 0.107, test 0.223
Epoch 0, step 255, loss 0.001, test 0.222
Epoch 0, step 256, loss 0.266, test 0.274
Epoch 0, step 257, loss 0.456, test 0.169
Epoch 0, step 258, loss 0.014, test 0.155
Epoch 0, step 259, loss 0.032, test 0.155
Epoch 0, step 260, loss 0.194, test 0.140
Epoch 0, step 261, loss 0.075, test 0.146
Epoch 0, step 262, loss 1.470, test 0.175
Epoch 0, step 263, loss 0.005, test 0.177
Epoch 0, step 264, loss 0.004, test 0.180
Epoch 0, step 265, loss 0.000, test 0.180
Epoch 0, step 266, loss 0.236, test 0.098
Epoch 0, step 267, loss 0.001, test 0.089
Epoch 0, step 268, loss 0.016, test 0.085
Epoch 0, step 269, loss 0.003, test 0.083
Epoch 0, step 270, loss 0.001, test 0.082
Epoch 0, step 271, loss 0.094, test 0.077
Epoch 0, step 272, loss 0.097, test 0.077
Epoch 0, step 273, loss 0.410, test 0.072
Epoch 0, step 274, loss 0.003, test 0.072
Epoch 0, step 275, loss 0.031, test 0.073
Epoch 0, step 276, loss 0.002, test 0.074
Epoch 0, step 277, loss 0.023, test 0.074
Epoch 0, step 278, loss 0.082, test 0.075
Epoch 0, step 279, loss 0.059, test 0.075
Epoch 0, step 280, loss 0.138, test 0.072
Epoch 0, step 281, loss 0.024, test 0.071
Epoch 0, step 282, loss 0.082, test 0.071
Epoch 0, step 283, loss 0.046, test 0.072
Epoch 0, step 284, loss 0.070, test 0.072
Epoch 0, step 285, loss 0.001, test 0.073
Epoch 0, step 286, loss 0.125, test 0.075
Epoch 0, step 287, loss 0.058, test 0.094
Epoch 0, step 288, loss 0.000, test 0.099
Epoch 0, step 289, loss 0.168, test 0.108
Epoch 0, step 290, loss 0.020, test 0.108
Epoch 0, step 291, loss 0.000, test 0.109
Epoch 0, step 292, loss 0.028, test 0.116
Epoch 0, step 293, loss 0.004, test 0.120
Epoch 0, step 294, loss 0.405, test 0.075
Epoch 0, step 295, loss 0.037, test 0.071
Epoch 0, step 296, loss 0.025, test 0.072
Epoch 0, step 297, loss 0.156, test 0.072
Epoch 0, step 298, loss 0.005, test 0.071
Epoch 0, step 299, loss 0.004, test 0.071
Epoch 0, step 300, loss 0.323, test 0.072
Epoch 0, step 301, loss 0.012, test 0.071
Epoch 0, step 302, loss 0.048, test 0.071
Epoch 0, step 303, loss 0.000, test 0.071
Epoch 0, step 304, loss 0.338, test 0.071
Epoch 0, step 305, loss 0.052, test 0.073
Epoch 0, step 306, loss 0.000, test 0.073
Epoch 0, step 307, loss 0.036, test 0.074
Epoch 0, step 308, loss 0.165, test 0.070
Epoch 0, step 309, loss 0.012, test 0.071
Epoch 0, step 310, loss 0.162, test 0.075
Epoch 0, step 311, loss 0.199, test 0.088
Epoch 0, step 312, loss 0.032, test 0.093
Epoch 0, step 313, loss 0.002, test 0.095
Epoch 0, step 314, loss 0.008, test 0.097
Epoch 0, step 315, loss 0.010, test 0.098
Epoch 0, step 316, loss 0.111, test 0.095
Epoch 0, step 317, loss 0.036, test 0.090
Epoch 0, step 318, loss 0.306, test 0.090
Epoch 0, step 319, loss 0.453, test 0.075
Epoch 0, step 320, loss 0.268, test 0.072
Epoch 0, step 321, loss 0.023, test 0.072
Epoch 0, step 322, loss 0.166, test 0.072
Epoch 0, step 323, loss 0.007, test 0.072
Epoch 0, step 324, loss 0.005, test 0.072
Epoch 0, step 325, loss 0.350, test 0.072
Epoch 0, step 326, loss 0.024, test 0.072
Epoch 0, step 327, loss 0.021, test 0.071
Epoch 0, step 328, loss 0.247, test 0.115
Epoch 0, step 329, loss 0.127, test 0.121
Epoch 0, step 330, loss 0.038, test 0.139
Epoch 0, step 331, loss 0.204, test 0.142
Epoch 0, step 332, loss 0.001, test 0.145
Epoch 0, step 333, loss 0.541, test 0.125
Epoch 0, step 334, loss 0.120, test 0.130
Epoch 0, step 335, loss 0.250, test 0.126
Epoch 0, step 336, loss 0.019, test 0.133
Epoch 0, step 337, loss 0.363, test 0.092
Epoch 0, step 338, loss 0.554, test 0.089
Epoch 0, step 339, loss 0.275, test 0.079
Epoch 0, step 340, loss 0.127, test 0.080
Epoch 0, step 341, loss 1.009, test 0.363
Epoch 0, step 342, loss 0.180, test 0.502
Epoch 0, step 343, loss 0.157, test 0.503
Epoch 0, step 344, loss 0.051, test 0.488
Epoch 0, step 345, loss 0.612, test 0.343
Epoch 0, step 346, loss 0.048, test 0.321
Epoch 0, step 347, loss 0.093, test 0.307
Epoch 0, step 348, loss 0.030, test 0.310
Epoch 0, step 349, loss 0.523, test 0.320
Epoch 0, step 350, loss 0.074, test 0.329
Epoch 0, step 351, loss 0.071, test 0.338
Epoch 0, step 352, loss 0.002, test 0.338
Epoch 0, step 353, loss 0.102, test 0.352
Epoch 0, step 354, loss 0.042, test 0.352
Epoch 0, step 355, loss 0.052, test 0.348
Epoch 0, step 356, loss 0.193, test 0.265
Epoch 0, step 357, loss 1.081, test 0.220
Epoch 0, step 358, loss 0.023, test 0.211
Epoch 0, step 359, loss 0.302, test 0.165
Epoch 0, step 360, loss 0.096, test 0.152
Epoch 0, step 361, loss 0.220, test 0.143
Epoch 0, step 362, loss 0.000, test 0.140
Epoch 0, step 363, loss 0.181, test 0.135
Epoch 0, step 364, loss 0.006, test 0.136
Epoch 0, step 365, loss 0.037, test 0.154
Epoch 0, step 366, loss 0.323, test 0.123
Epoch 0, step 367, loss 0.216, test 0.151
Epoch 0, step 368, loss 0.163, test 0.158
Epoch 0, step 369, loss 0.070, test 0.158
Epoch 0, step 370, loss 0.358, test 0.163
Epoch 0, step 371, loss 0.165, test 0.116
Epoch 0, step 372, loss 0.193, test 0.113
Epoch 0, step 373, loss 0.119, test 0.125
Epoch 0, step 374, loss 0.325, test 0.151
Epoch 0, step 375, loss 0.019, test 0.158
Epoch 0, step 376, loss 0.334, test 0.166
Epoch 0, step 377, loss 0.119, test 0.165
Epoch 0, step 378, loss 0.007, test 0.167
Epoch 0, step 379, loss 0.019, test 0.163
Epoch 0, step 380, loss 0.233, test 0.159
Epoch 0, step 381, loss 0.252, test 0.151
Epoch 0, step 382, loss 0.216, test 0.154
Epoch 0, step 383, loss 0.102, test 0.147
Epoch 0, step 384, loss 0.092, test 0.166
Epoch 0, step 385, loss 0.060, test 0.175
Epoch 0, step 386, loss 0.025, test 0.193
Epoch 0, step 387, loss 0.014, test 0.196
Epoch 0, step 388, loss 0.209, test 0.242
Epoch 0, step 389, loss 0.242, test 0.259
Epoch 0, step 390, loss 0.020, test 0.278
Epoch 0, step 391, loss 0.002, test 0.280
Epoch 0, step 392, loss 0.039, test 0.285
Epoch 0, step 393, loss 0.024, test 0.277
Epoch 0, step 394, loss 0.488, test 0.209
Epoch 0, step 395, loss 0.000, test 0.199
Epoch 0, step 396, loss 0.276, test 0.198
Epoch 0, step 397, loss 0.008, test 0.198
Epoch 0, step 398, loss 0.879, test 0.208
Epoch 0, step 399, loss 0.020, test 0.200
Epoch 0, step 400, loss 0.279, test 0.204
Epoch 0, step 401, loss 0.014, test 0.193
Epoch 0, step 402, loss 0.000, test 0.192
Epoch 0, step 403, loss 0.000, test 0.191
Epoch 0, step 404, loss 0.056, test 0.193
Epoch 0, step 405, loss 0.010, test 0.192
Epoch 0, step 406, loss 0.015, test 0.188
Epoch 0, step 407, loss 0.004, test 0.188
Epoch 0, step 408, loss 0.055, test 0.191
Epoch 0, step 409, loss 0.082, test 0.186
Epoch 0, step 410, loss 0.005, test 0.190
Epoch 0, step 411, loss 0.009, test 0.187
Epoch 0, step 412, loss 0.173, test 0.138
Epoch 0, step 413, loss 0.208, test 0.120
Epoch 0, step 414, loss 0.059, test 0.113
Epoch 0, step 415, loss 0.202, test 0.119
Epoch 0, step 416, loss 0.352, test 0.125
Epoch 0, step 417, loss 0.034, test 0.127
Epoch 0, step 418, loss 0.192, test 0.131
Epoch 0, step 419, loss 0.127, test 0.135
Epoch 0, step 420, loss 0.118, test 0.144
Epoch 0, step 421, loss 0.258, test 0.123
Epoch 0, step 422, loss 0.212, test 0.140
Epoch 0, step 423, loss 0.027, test 0.139
Epoch 0, step 424, loss 0.005, test 0.141
Epoch 0, step 425, loss 0.479, test 0.158
Epoch 0, step 426, loss 0.149, test 0.135
Epoch 0, step 427, loss 0.021, test 0.133
Epoch 0, step 428, loss 0.000, test 0.132
Epoch 0, step 429, loss 0.205, test 0.121
Epoch 0, step 430, loss 0.193, test 0.101
Epoch 0, step 431, loss 0.132, test 0.101
Epoch 0, step 432, loss 0.025, test 0.106
Epoch 0, step 433, loss 0.115, test 0.109
Epoch 0, step 434, loss 0.114, test 0.125
Epoch 0, step 435, loss 0.136, test 0.125
Epoch 0, step 436, loss 0.137, test 0.131
Epoch 0, step 437, loss 0.007, test 0.135
Epoch 0, step 438, loss 0.029, test 0.153
Epoch 0, step 439, loss 0.239, test 0.111
Epoch 0, step 440, loss 0.082, test 0.104
Epoch 0, step 441, loss 0.313, test 0.109
Epoch 0, step 442, loss 0.038, test 0.115
Epoch 0, step 443, loss 0.158, test 0.108
Epoch 0, step 444, loss 0.671, test 0.094
Epoch 0, step 445, loss 0.327, test 0.094
Epoch 0, step 446, loss 0.038, test 0.089
Epoch 0, step 447, loss 0.124, test 0.097
Epoch 0, step 448, loss 0.057, test 0.105
Epoch 0, step 449, loss 0.237, test 0.112
Epoch 0, step 450, loss 0.030, test 0.113
Epoch 0, step 451, loss 0.053, test 0.116
Epoch 0, step 452, loss 0.416, test 0.122
Epoch 0, step 453, loss 0.636, test 0.078
Epoch 0, step 454, loss 0.467, test 0.077
Epoch 0, step 455, loss 0.158, test 0.085
Epoch 0, step 456, loss 0.256, test 0.112
Epoch 0, step 457, loss 0.567, test 0.115
Epoch 0, step 458, loss 0.002, test 0.120
Epoch 0, step 459, loss 0.033, test 0.121
Epoch 0, step 460, loss 0.196, test 0.123
Epoch 0, step 461, loss 0.189, test 0.127
Epoch 0, step 462, loss 0.083, test 0.120
Epoch 0, step 463, loss 0.017, test 0.118
Epoch 0, step 464, loss 0.200, test 0.115
Epoch 0, step 465, loss 0.005, test 0.113
Epoch 0, step 466, loss 0.045, test 0.119
Epoch 0, step 467, loss 0.237, test 0.087
Epoch 0, step 468, loss 0.017, test 0.084
Epoch 0, step 469, loss 0.012, test 0.086
Epoch 0, step 470, loss 0.030, test 0.086
Epoch 0, step 471, loss 0.105, test 0.088
Epoch 0, step 472, loss 0.352, test 0.080
Epoch 0, step 473, loss 0.053, test 0.080
Epoch 0, step 474, loss 0.024, test 0.081
Epoch 0, step 475, loss 0.099, test 0.077
Epoch 0, step 476, loss 0.013, test 0.077
Epoch 0, step 477, loss 0.012, test 0.077
Epoch 0, step 478, loss 0.447, test 0.082
Epoch 0, step 479, loss 0.187, test 0.087
Epoch 0, step 480, loss 0.007, test 0.089
Epoch 0, step 481, loss 0.042, test 0.089
Epoch 0, step 482, loss 0.059, test 0.085
Epoch 0, step 483, loss 0.001, test 0.084
Epoch 0, step 484, loss 0.035, test 0.092
Epoch 0, step 485, loss 0.008, test 0.094
Epoch 0, step 486, loss 0.000, test 0.095
Epoch 0, step 487, loss 0.275, test 0.106
Epoch 0, step 488, loss 0.209, test 0.114
Epoch 0, step 489, loss 0.026, test 0.121
Epoch 0, step 490, loss 0.087, test 0.142
Epoch 0, step 491, loss 0.137, test 0.137
Epoch 0, step 492, loss 0.125, test 0.143
Epoch 0, step 493, loss 0.641, test 0.085
Epoch 0, step 494, loss 0.182, test 0.085
Epoch 0, step 495, loss 0.007, test 0.086
Epoch 0, step 496, loss 0.000, test 0.087
Epoch 0, step 497, loss 0.113, test 0.091
Epoch 0, step 498, loss 0.066, test 0.104
Epoch 0, step 499, loss 0.003, test 0.108
Epoch 0, step 500, loss 0.111, test 0.106
Epoch 0, step 501, loss 0.235, test 0.096
Epoch 0, step 502, loss 0.156, test 0.094
Epoch 0, step 503, loss 0.032, test 0.090
Epoch 0, step 504, loss 0.289, test 0.091
Epoch 0, step 505, loss 0.363, test 0.103
Epoch 0, step 506, loss 0.026, test 0.119
Epoch 0, step 507, loss 0.039, test 0.127
Epoch 0, step 508, loss 0.012, test 0.134
Epoch 0, step 509, loss 0.046, test 0.133
Epoch 0, step 510, loss 0.548, test 0.142
Epoch 0, step 511, loss 0.058, test 0.146
Epoch 0, step 512, loss 0.419, test 0.126
Epoch 0, step 513, loss 0.041, test 0.119
Epoch 0, step 514, loss 0.152, test 0.102
Epoch 0, step 515, loss 0.149, test 0.105
Epoch 0, step 516, loss 0.001, test 0.105
Epoch 0, step 517, loss 0.220, test 0.101
Epoch 0, step 518, loss 0.282, test 0.113
Epoch 0, step 519, loss 0.341, test 0.122
Epoch 0, step 520, loss 0.111, test 0.117
Epoch 0, step 521, loss 0.011, test 0.119
Epoch 0, step 522, loss 0.011, test 0.123
Epoch 0, step 523, loss 0.047, test 0.125
Epoch 0, step 524, loss 0.023, test 0.117
Epoch 0, step 525, loss 0.009, test 0.117
Epoch 0, step 526, loss 0.030, test 0.115
Epoch 0, step 527, loss 0.420, test 0.119
Epoch 0, step 528, loss 0.059, test 0.116
Epoch 0, step 529, loss 0.007, test 0.118
Epoch 0, step 530, loss 0.377, test 0.141
Epoch 0, step 531, loss 0.327, test 0.141
Epoch 0, step 532, loss 0.050, test 0.135
Epoch 0, step 533, loss 0.053, test 0.118
Epoch 0, step 534, loss 0.022, test 0.115
Epoch 0, step 535, loss 0.009, test 0.115
Epoch 0, step 536, loss 0.428, test 0.110
Epoch 0, step 537, loss 0.002, test 0.107
Epoch 0, step 538, loss 0.191, test 0.110
Epoch 0, step 539, loss 0.013, test 0.107
Epoch 0, step 540, loss 0.002, test 0.107
Epoch 0, step 541, loss 0.377, test 0.119
Epoch 0, step 542, loss 0.028, test 0.118
Epoch 0, step 543, loss 0.046, test 0.117
Epoch 0, step 544, loss 0.004, test 0.117
Epoch 0, step 545, loss 0.121, test 0.106
Epoch 0, step 546, loss 0.129, test 0.110
Epoch 0, step 547, loss 1.797, test 0.088
Epoch 0, step 548, loss 0.569, test 0.091
Epoch 0, step 549, loss 0.295, test 0.100
Epoch 0, step 550, loss 0.005, test 0.101
Epoch 0, step 551, loss 0.001, test 0.103
Epoch 0, step 552, loss 0.062, test 0.099
Epoch 0, step 553, loss 0.378, test 0.099
Epoch 0, step 554, loss 0.000, test 0.099
Epoch 0, step 555, loss 0.461, test 0.114
Epoch 0, step 556, loss 0.062, test 0.104
Epoch 0, step 557, loss 0.106, test 0.102
Epoch 0, step 558, loss 0.016, test 0.102
Epoch 0, step 559, loss 0.050, test 0.102
Epoch 0, step 560, loss 0.023, test 0.103
Epoch 0, step 561, loss 0.098, test 0.102
Epoch 0, step 562, loss 0.002, test 0.102
Epoch 0, step 563, loss 0.012, test 0.105
Epoch 0, step 564, loss 0.117, test 0.106
Epoch 0, step 565, loss 0.207, test 0.107
Epoch 0, step 566, loss 0.035, test 0.107
Epoch 0, step 567, loss 0.158, test 0.107
Epoch 0, step 568, loss 0.001, test 0.107
Epoch 0, step 569, loss 0.210, test 0.095
Epoch 0, step 570, loss 0.042, test 0.094
Epoch 0, step 571, loss 0.000, test 0.093
Epoch 0, step 572, loss 0.022, test 0.093
Epoch 0, step 573, loss 0.395, test 0.088
Epoch 0, step 574, loss 0.092, test 0.088
Epoch 0, step 575, loss 0.981, test 0.094
Epoch 0, step 576, loss 0.151, test 0.098
Epoch 0, step 577, loss 0.181, test 0.100
Epoch 0, step 578, loss 0.004, test 0.102
Epoch 0, step 579, loss 0.177, test 0.102
Epoch 0, step 580, loss 0.011, test 0.102
Epoch 0, step 581, loss 0.220, test 0.117
Epoch 0, step 582, loss 0.273, test 0.162
Epoch 0, step 583, loss 0.045, test 0.176
Epoch 0, step 584, loss 0.019, test 0.182
Epoch 0, step 585, loss 0.135, test 0.179
Epoch 0, step 586, loss 0.020, test 0.209
Epoch 0, step 587, loss 0.139, test 0.210
Epoch 0, step 588, loss 0.016, test 0.203
Epoch 0, step 589, loss 0.001, test 0.203
Epoch 0, step 590, loss 0.567, test 0.190
Epoch 0, step 591, loss 0.074, test 0.180
Epoch 0, step 592, loss 0.036, test 0.193
Epoch 0, step 593, loss 0.264, test 0.142
Epoch 0, step 594, loss 0.191, test 0.150
Epoch 0, step 595, loss 0.001, test 0.150
Epoch 0, step 596, loss 0.039, test 0.153
Epoch 0, step 597, loss 0.254, test 0.093
Epoch 0, step 598, loss 0.058, test 0.093
Epoch 0, step 599, loss 0.032, test 0.097
Epoch 0, step 600, loss 0.319, test 0.101
Epoch 0, step 601, loss 0.200, test 0.101
Epoch 0, step 602, loss 0.095, test 0.112
Epoch 0, step 603, loss 0.206, test 0.086
Epoch 0, step 604, loss 0.039, test 0.085
Epoch 0, step 605, loss 0.303, test 0.084
Epoch 0, step 606, loss 0.256, test 0.150
Epoch 0, step 607, loss 0.440, test 0.178
Epoch 0, step 608, loss 0.108, test 0.152
Epoch 0, step 609, loss 0.029, test 0.153
Epoch 0, step 610, loss 0.000, test 0.152
Epoch 0, step 611, loss 0.053, test 0.151
Epoch 0, step 612, loss 0.097, test 0.140
Epoch 0, step 613, loss 0.021, test 0.134
Epoch 0, step 614, loss 0.071, test 0.196
Epoch 0, step 615, loss 0.030, test 0.208
Epoch 0, step 616, loss 0.036, test 0.223
Epoch 0, step 617, loss 0.011, test 0.229
Epoch 0, step 618, loss 0.000, test 0.231
Epoch 0, step 619, loss 0.290, test 0.208
Epoch 0, step 620, loss 0.035, test 0.200
Epoch 0, step 621, loss 0.026, test 0.191
Epoch 0, step 622, loss 0.158, test 0.184
Epoch 0, step 623, loss 0.187, test 0.184
Epoch 0, step 624, loss 0.006, test 0.185
Epoch 0, step 625, loss 0.546, test 0.139
Epoch 0, step 626, loss 0.007, test 0.134
Epoch 0, step 627, loss 0.131, test 0.156
Epoch 0, step 628, loss 0.071, test 0.160
Epoch 0, step 629, loss 0.015, test 0.161
Epoch 0, step 630, loss 0.122, test 0.160
Epoch 0, step 631, loss 0.016, test 0.155
Epoch 0, step 632, loss 0.212, test 0.156
Epoch 0, step 633, loss 0.060, test 0.161
Epoch 0, step 634, loss 0.160, test 0.170
Epoch 0, step 635, loss 0.104, test 0.175
Epoch 0, step 636, loss 0.167, test 0.165
Epoch 0, step 637, loss 0.047, test 0.163
Epoch 0, step 638, loss 0.068, test 0.163
Epoch 0, step 639, loss 0.045, test 0.162
Epoch 0, step 640, loss 0.000, test 0.162
Epoch 0, step 641, loss 0.326, test 0.166
Epoch 0, step 642, loss 0.096, test 0.178
Epoch 0, step 643, loss 0.006, test 0.181
Epoch 0, step 644, loss 0.162, test 0.166
Epoch 0, step 645, loss 0.027, test 0.167
Epoch 0, step 646, loss 0.267, test 0.160
Epoch 0, step 647, loss 0.010, test 0.158
Epoch 0, step 648, loss 0.252, test 0.163
Epoch 0, step 649, loss 0.031, test 0.165
Epoch 0, step 650, loss 0.039, test 0.162
Epoch 0, step 651, loss 0.027, test 0.146
Epoch 0, step 652, loss 0.021, test 0.140
Epoch 0, step 653, loss 0.007, test 0.140
Epoch 0, step 654, loss 0.016, test 0.147
Epoch 0, step 655, loss 0.057, test 0.150
Epoch 0, step 656, loss 0.205, test 0.160
Epoch 0, step 657, loss 0.378, test 0.157
Epoch 0, step 658, loss 0.000, test 0.157
Epoch 0, step 659, loss 0.001, test 0.157
Epoch 0, step 660, loss 0.108, test 0.155
Epoch 0, step 661, loss 0.005, test 0.154
Epoch 0, step 662, loss 0.024, test 0.142
Epoch 0, step 663, loss 0.421, test 0.116
Epoch 0, step 664, loss 0.120, test 0.114
Epoch 0, step 665, loss 0.770, test 0.107
Epoch 0, step 666, loss 0.101, test 0.111
Epoch 0, step 667, loss 0.044, test 0.096
Epoch 0, step 668, loss 0.078, test 0.095
Epoch 0, step 669, loss 0.040, test 0.094
Epoch 0, step 670, loss 0.015, test 0.094
Epoch 0, step 671, loss 0.076, test 0.094
Epoch 0, step 672, loss 0.023, test 0.094
Epoch 0, step 673, loss 0.088, test 0.115
Epoch 0, step 674, loss 0.155, test 0.186
Epoch 0, step 675, loss 0.003, test 0.205
Epoch 0, step 676, loss 0.064, test 0.221
Epoch 0, step 677, loss 0.010, test 0.231
Epoch 0, step 678, loss 0.012, test 0.236
Epoch 0, step 679, loss 0.004, test 0.238
Epoch 0, step 680, loss 0.008, test 0.236
Epoch 0, step 681, loss 0.118, test 0.181
Epoch 0, step 682, loss 0.131, test 0.191
Epoch 0, step 683, loss 0.002, test 0.188
Epoch 0, step 684, loss 0.122, test 0.190
Epoch 0, step 685, loss 0.016, test 0.182
Epoch 0, step 686, loss 0.365, test 0.120
Epoch 0, step 687, loss 0.007, test 0.109
Epoch 0, step 688, loss 0.003, test 0.104
Epoch 0, step 689, loss 0.037, test 0.101
Epoch 0, step 690, loss 0.558, test 0.091
Epoch 0, step 691, loss 0.004, test 0.092
Epoch 0, step 692, loss 0.006, test 0.093
Epoch 0, step 693, loss 0.403, test 0.091
Epoch 0, step 694, loss 0.007, test 0.092
Epoch 0, step 695, loss 0.005, test 0.091
Epoch 0, step 696, loss 0.002, test 0.091
Epoch 0, step 697, loss 0.022, test 0.091
Epoch 0, step 698, loss 0.168, test 0.094
Epoch 0, step 699, loss 0.013, test 0.094
Epoch 0, step 700, loss 0.011, test 0.096
Epoch 0, step 701, loss 0.155, test 0.096
Epoch 0, step 702, loss 0.027, test 0.097
Epoch 0, step 703, loss 0.038, test 0.097
Epoch 0, step 704, loss 0.153, test 0.098
Epoch 0, step 705, loss 0.047, test 0.099
Epoch 0, step 706, loss 0.024, test 0.103
Epoch 0, step 707, loss 0.013, test 0.104
Epoch 0, step 708, loss 0.199, test 0.100
Epoch 0, step 709, loss 0.113, test 0.093
Epoch 0, step 710, loss 0.088, test 0.087
Epoch 0, step 711, loss 0.040, test 0.086
Epoch 0, step 712, loss 0.299, test 0.086
Epoch 0, step 713, loss 0.004, test 0.085
Epoch 0, step 714, loss 0.270, test 0.088
Epoch 0, step 715, loss 0.295, test 0.088
Epoch 0, step 716, loss 0.342, test 0.091
Epoch 0, step 717, loss 0.035, test 0.092
Epoch 0, step 718, loss 0.063, test 0.090
Epoch 0, step 719, loss 0.070, test 0.090
Epoch 0, step 720, loss 0.184, test 0.090
Epoch 0, step 721, loss 0.240, test 0.085
Epoch 0, step 722, loss 0.227, test 0.088
Epoch 0, step 723, loss 0.042, test 0.088
Epoch 0, step 724, loss 0.106, test 0.090
Epoch 0, step 725, loss 0.052, test 0.087
Epoch 0, step 726, loss 0.001, test 0.087
Epoch 0, step 727, loss 0.174, test 0.088
Epoch 0, step 728, loss 0.387, test 0.095
Epoch 0, step 729, loss 0.026, test 0.094
Epoch 0, step 730, loss 0.878, test 0.105
Epoch 0, step 731, loss 0.007, test 0.115
Epoch 0, step 732, loss 0.009, test 0.121
Epoch 0, step 733, loss 0.077, test 0.127
Epoch 0, step 734, loss 0.011, test 0.131
Epoch 0, step 735, loss 0.018, test 0.132
Epoch 0, step 736, loss 0.204, test 0.134
Epoch 0, step 737, loss 0.618, test 0.172
Epoch 0, step 738, loss 0.087, test 0.169
Epoch 0, step 739, loss 0.833, test 0.361
Epoch 0, step 740, loss 1.144, test 0.226
Epoch 0, step 741, loss 0.550, test 0.218
Epoch 0, step 742, loss 0.026, test 0.219
Epoch 0, step 743, loss 0.008, test 0.222
Epoch 0, step 744, loss 0.008, test 0.221
Epoch 0, step 745, loss 0.005, test 0.215
Epoch 0, step 746, loss 0.036, test 0.209
Epoch 0, step 747, loss 0.121, test 0.234
Epoch 0, step 748, loss 0.012, test 0.236
Epoch 0, step 749, loss 0.103, test 0.230
Epoch 0, step 750, loss 0.271, test 0.237
Epoch 0, step 751, loss 0.508, test 0.216
Epoch 0, step 752, loss 0.018, test 0.209
Epoch 0, step 753, loss 0.043, test 0.199
Epoch 0, step 754, loss 0.009, test 0.197
Epoch 0, step 755, loss 0.018, test 0.181
Epoch 0, step 756, loss 0.000, test 0.178
Epoch 0, step 757, loss 0.003, test 0.176
Epoch 0, step 758, loss 0.076, test 0.179
Epoch 0, step 759, loss 0.474, test 0.162
Epoch 0, step 760, loss 0.007, test 0.160
Epoch 0, step 761, loss 0.196, test 0.150
Epoch 0, step 762, loss 0.140, test 0.145
Epoch 0, step 763, loss 0.081, test 0.119
Epoch 0, step 764, loss 0.010, test 0.114
Epoch 0, step 765, loss 0.214, test 0.130
Epoch 0, step 766, loss 0.328, test 0.084
Epoch 0, step 767, loss 0.099, test 0.070
Epoch 0, step 768, loss 0.035, test 0.069
Epoch 0, step 769, loss 0.003, test 0.070
Epoch 0, step 770, loss 0.017, test 0.070
Epoch 0, step 771, loss 0.243, test 0.070
Epoch 0, step 772, loss 0.081, test 0.070
Epoch 0, step 773, loss 0.001, test 0.070
Epoch 0, step 774, loss 0.005, test 0.070
Epoch 0, step 775, loss 0.040, test 0.070
Epoch 0, step 776, loss 0.036, test 0.071
Epoch 0, step 777, loss 0.093, test 0.071
Epoch 0, step 778, loss 0.036, test 0.072
Epoch 0, step 779, loss 0.033, test 0.071
Epoch 0, step 780, loss 0.039, test 0.071
Epoch 0, step 781, loss 0.009, test 0.071
Epoch 0, step 782, loss 0.392, test 0.070
Epoch 0, step 783, loss 0.368, test 0.069
Epoch 0, step 784, loss 0.254, test 0.069
Epoch 0, step 785, loss 0.220, test 0.070
Epoch 0, step 786, loss 0.005, test 0.071
Epoch 0, step 787, loss 0.020, test 0.070
Epoch 0, step 788, loss 0.193, test 0.071
Epoch 0, step 789, loss 0.027, test 0.071
Epoch 0, step 790, loss 0.386, test 0.070
Epoch 0, step 791, loss 0.194, test 0.071
Epoch 0, step 792, loss 0.088, test 0.071
Epoch 0, step 793, loss 0.006, test 0.071
Epoch 0, step 794, loss 0.097, test 0.075
Epoch 0, step 795, loss 0.039, test 0.075
Epoch 0, step 796, loss 0.900, test 0.080
Epoch 0, step 797, loss 0.005, test 0.083
Epoch 0, step 798, loss 0.002, test 0.082
Epoch 0, step 799, loss 0.000, test 0.083
Epoch 0, step 800, loss 0.055, test 0.085
Epoch 0, step 801, loss 0.070, test 0.080
Epoch 0, step 802, loss 0.090, test 0.081
Epoch 0, step 803, loss 0.002, test 0.080
Epoch 0, step 804, loss 0.258, test 0.082
Epoch 0, step 805, loss 0.417, test 0.072
Epoch 0, step 806, loss 0.021, test 0.073
Epoch 0, step 807, loss 0.035, test 0.073
Epoch 0, step 808, loss 0.001, test 0.074
Epoch 0, step 809, loss 0.150, test 0.074
Epoch 0, step 810, loss 1.154, test 0.072
Epoch 0, step 811, loss 0.008, test 0.072
Epoch 0, step 812, loss 0.010, test 0.072
Epoch 0, step 813, loss 0.042, test 0.073
Epoch 0, step 814, loss 0.041, test 0.073
Epoch 0, step 815, loss 0.043, test 0.073
Epoch 0, step 816, loss 0.064, test 0.074
Epoch 0, step 817, loss 0.029, test 0.074
Epoch 0, step 818, loss 0.017, test 0.073
Epoch 0, step 819, loss 0.308, test 0.082
Epoch 0, step 820, loss 0.415, test 0.116
Epoch 0, step 821, loss 0.081, test 0.212
Epoch 0, step 822, loss 0.204, test 0.290
Epoch 0, step 823, loss 0.439, test 0.095
Epoch 0, step 824, loss 0.000, test 0.094
Epoch 0, step 825, loss 0.002, test 0.095
Epoch 0, step 826, loss 0.192, test 0.097
Epoch 0, step 827, loss 0.016, test 0.098
Epoch 0, step 828, loss 0.018, test 0.098
Epoch 0, step 829, loss 0.268, test 0.097
Epoch 0, step 830, loss 0.470, test 0.114
Epoch 0, step 831, loss 0.000, test 0.123
Epoch 0, step 832, loss 0.016, test 0.127
Epoch 0, step 833, loss 0.306, test 0.124
Epoch 0, step 834, loss 0.217, test 0.141
Epoch 0, step 835, loss 0.011, test 0.139
Epoch 0, step 836, loss 0.110, test 0.147
Epoch 0, step 837, loss 0.029, test 0.146
Epoch 0, step 838, loss 0.018, test 0.152
Epoch 0, step 839, loss 0.000, test 0.153
Epoch 0, step 840, loss 1.830, test 0.406
Epoch 0, step 841, loss 0.162, test 0.586
Epoch 0, step 842, loss 0.627, test 0.703
Epoch 0, step 843, loss 0.007, test 0.759
Epoch 0, step 844, loss 0.329, test 0.576
Epoch 0, step 845, loss 0.005, test 0.550
Epoch 0, step 846, loss 0.099, test 0.557
Epoch 0, step 847, loss 0.071, test 0.534
Epoch 0, step 848, loss 0.036, test 0.518
Epoch 0, step 849, loss 0.048, test 0.456
Epoch 0, step 850, loss 0.569, test 0.335
Epoch 0, step 851, loss 0.004, test 0.319
Epoch 0, step 852, loss 0.186, test 0.271
Epoch 0, step 853, loss 0.010, test 0.259
Epoch 0, step 854, loss 0.003, test 0.249
Epoch 0, step 855, loss 0.101, test 0.242
Epoch 0, step 856, loss 0.016, test 0.240
Epoch 0, step 857, loss 0.445, test 0.205
Epoch 0, step 858, loss 0.014, test 0.206
Epoch 0, step 859, loss 0.001, test 0.204
Epoch 0, step 860, loss 0.080, test 0.182
Epoch 0, step 861, loss 0.402, test 0.194
Epoch 0, step 862, loss 0.015, test 0.194
Epoch 0, step 863, loss 0.021, test 0.197
Epoch 0, step 864, loss 0.000, test 0.198
Epoch 0, step 865, loss 0.027, test 0.201
Epoch 0, step 866, loss 0.002, test 0.202
Epoch 0, step 867, loss 0.120, test 0.188
Epoch 0, step 868, loss 0.251, test 0.222
Epoch 0, step 869, loss 0.220, test 0.225
Epoch 0, step 870, loss 0.012, test 0.225
Epoch 0, step 871, loss 0.002, test 0.226
Epoch 0, step 872, loss 0.116, test 0.236
Epoch 0, step 873, loss 0.133, test 0.248
Epoch 0, step 874, loss 0.004, test 0.246
Epoch 0, step 875, loss 0.068, test 0.242
Epoch 0, step 876, loss 0.002, test 0.245
Epoch 0, step 877, loss 0.094, test 0.249
Epoch 0, step 878, loss 0.051, test 0.268
Epoch 0, step 879, loss 0.045, test 0.265
Epoch 0, step 880, loss 0.033, test 0.277
Epoch 0, step 881, loss 0.054, test 0.282
Epoch 0, step 882, loss 0.056, test 0.282
Epoch 0, step 883, loss 0.048, test 0.307
Epoch 0, step 884, loss 0.338, test 0.183
Epoch 0, step 885, loss 0.247, test 0.171
Epoch 0, step 886, loss 0.001, test 0.164
Epoch 0, step 887, loss 0.160, test 0.159
Epoch 0, step 888, loss 0.411, test 0.167
Epoch 0, step 889, loss 0.060, test 0.157
Epoch 0, step 890, loss 0.030, test 0.159
Epoch 0, step 891, loss 0.018, test 0.161
Epoch 0, step 892, loss 0.284, test 0.165
Epoch 0, step 893, loss 0.123, test 0.164
Epoch 0, step 894, loss 0.202, test 0.162
Epoch 0, step 895, loss 0.008, test 0.161
Epoch 0, step 896, loss 0.008, test 0.161
Epoch 0, step 897, loss 0.074, test 0.164
Epoch 0, step 898, loss 0.108, test 0.168
Epoch 0, step 899, loss 0.026, test 0.166
Epoch 0, step 900, loss 0.162, test 0.161
Epoch 0, step 901, loss 0.133, test 0.156
Epoch 0, step 902, loss 0.072, test 0.153
Epoch 0, step 903, loss 0.070, test 0.148
Epoch 0, step 904, loss 0.006, test 0.148
Epoch 0, step 905, loss 0.056, test 0.149
Epoch 0, step 906, loss 0.025, test 0.157
Epoch 0, step 907, loss 0.082, test 0.158
Epoch 0, step 908, loss 0.113, test 0.162
Epoch 0, step 909, loss 0.001, test 0.162
Epoch 0, step 910, loss 0.109, test 0.169
Epoch 0, step 911, loss 0.016, test 0.171
Epoch 0, step 912, loss 0.006, test 0.172
Epoch 0, step 913, loss 0.025, test 0.172
Epoch 0, step 914, loss 0.005, test 0.172
Epoch 0, step 915, loss 0.208, test 0.158
Epoch 0, step 916, loss 0.046, test 0.158
Epoch 0, step 917, loss 0.015, test 0.160
Epoch 0, step 918, loss 0.023, test 0.160
Epoch 0, step 919, loss 0.318, test 0.160
Epoch 0, step 920, loss 0.019, test 0.160
Epoch 0, step 921, loss 0.006, test 0.157
Epoch 0, step 922, loss 0.038, test 0.157
Epoch 0, step 923, loss 0.013, test 0.154
Epoch 0, step 924, loss 0.149, test 0.153
Epoch 0, step 925, loss 0.187, test 0.153
Epoch 0, step 926, loss 0.039, test 0.149
Epoch 0, step 927, loss 0.194, test 0.150
Epoch 0, step 928, loss 0.015, test 0.150
Epoch 0, step 929, loss 0.066, test 0.152
Epoch 0, step 930, loss 0.306, test 0.155
Epoch 0, step 931, loss 0.272, test 0.143
Epoch 0, step 932, loss 0.045, test 0.142
Epoch 0, step 933, loss 0.252, test 0.140
Epoch 0, step 934, loss 0.220, test 0.140
Epoch 0, step 935, loss 0.019, test 0.141
Epoch 0, step 936, loss 0.002, test 0.141
Epoch 0, step 937, loss 0.025, test 0.144
Epoch 0, step 938, loss 0.268, test 0.126
Epoch 0, step 939, loss 0.010, test 0.125
Epoch 0, step 940, loss 0.084, test 0.127
Epoch 0, step 941, loss 0.001, test 0.127
Epoch 0, step 942, loss 0.034, test 0.126
Epoch 0, step 943, loss 0.099, test 0.133
Epoch 0, step 944, loss 0.086, test 0.136
Epoch 0, step 945, loss 0.065, test 0.139
Epoch 0, step 946, loss 0.021, test 0.140
Epoch 0, step 947, loss 0.003, test 0.141
Epoch 0, step 948, loss 0.089, test 0.146
Epoch 0, step 949, loss 0.008, test 0.146
Epoch 0, step 950, loss 0.003, test 0.147
Epoch 0, step 951, loss 0.000, test 0.147
Epoch 0, step 952, loss 0.162, test 0.147
Epoch 0, step 953, loss 0.045, test 0.147
Epoch 0, step 954, loss 0.055, test 0.140
Epoch 0, step 955, loss 0.053, test 0.140
Epoch 0, step 956, loss 0.205, test 0.131
Epoch 0, step 957, loss 0.242, test 0.125
Epoch 0, step 958, loss 0.197, test 0.122
Epoch 0, step 959, loss 0.128, test 0.130
Epoch 0, step 960, loss 0.046, test 0.135
Epoch 0, step 961, loss 0.003, test 0.137
Epoch 0, step 962, loss 0.014, test 0.139
Epoch 0, step 963, loss 0.361, test 0.111
Epoch 0, step 964, loss 0.014, test 0.106
Epoch 0, step 965, loss 0.350, test 0.100
Epoch 0, step 966, loss 0.543, test 0.106
Epoch 0, step 967, loss 0.378, test 0.146
Epoch 0, step 968, loss 0.062, test 0.160
Epoch 0, step 969, loss 0.128, test 0.172
Epoch 0, step 970, loss 0.182, test 0.163
Epoch 0, step 971, loss 0.033, test 0.160
Epoch 0, step 972, loss 0.108, test 0.114
Epoch 0, step 973, loss 0.027, test 0.111
Epoch 0, step 974, loss 0.174, test 0.113
Epoch 0, step 975, loss 0.022, test 0.112
Epoch 0, step 976, loss 0.657, test 0.118
Epoch 0, step 977, loss 0.003, test 0.120
Epoch 0, step 978, loss 0.004, test 0.121
Epoch 0, step 979, loss 0.039, test 0.121
Epoch 0, step 980, loss 0.006, test 0.122
Epoch 0, step 981, loss 0.003, test 0.123
Epoch 0, step 982, loss 0.191, test 0.122
Epoch 0, step 983, loss 0.028, test 0.121
Epoch 0, step 984, loss 0.144, test 0.119
Epoch 0, step 985, loss 0.005, test 0.119
Epoch 0, step 986, loss 0.069, test 0.119
Epoch 0, step 987, loss 0.084, test 0.125
Epoch 0, step 988, loss 0.006, test 0.129
Epoch 0, step 989, loss 0.552, test 0.132
Epoch 0, step 990, loss 0.713, test 0.135
Epoch 0, step 991, loss 0.075, test 0.132
Epoch 0, step 992, loss 0.002, test 0.132
Epoch 0, step 993, loss 0.816, test 0.131
Epoch 0, step 994, loss 0.258, test 0.131
Epoch 0, step 995, loss 0.018, test 0.131
Epoch 0, step 996, loss 0.030, test 0.131
Epoch 0, step 997, loss 0.056, test 0.132
Epoch 0, step 998, loss 1.345, test 0.119
Epoch 0, step 999, loss 0.404, test 0.116
Epoch 1, step 0, loss 0.005, test 0.115
Epoch 1, step 1, loss 0.001, test 0.115
Epoch 1, step 2, loss 0.762, test 0.117
Epoch 1, step 3, loss 0.009, test 0.116
Epoch 1, step 4, loss 0.066, test 0.122
Epoch 1, step 5, loss 0.018, test 0.120
Epoch 1, step 6, loss 0.043, test 0.123
Epoch 1, step 7, loss 0.002, test 0.123
Epoch 1, step 8, loss 0.014, test 0.123
Epoch 1, step 9, loss 0.144, test 0.122
Epoch 1, step 10, loss 1.228, test 0.119
Epoch 1, step 11, loss 0.000, test 0.119
Epoch 1, step 12, loss 0.389, test 0.102
Epoch 1, step 13, loss 0.110, test 0.099
Epoch 1, step 14, loss 0.018, test 0.096
Epoch 1, step 15, loss 0.087, test 0.096
Epoch 1, step 16, loss 0.091, test 0.105
Epoch 1, step 17, loss 0.006, test 0.107
Epoch 1, step 18, loss 0.041, test 0.104
Epoch 1, step 19, loss 0.002, test 0.105
Epoch 1, step 20, loss 0.093, test 0.104
Epoch 1, step 21, loss 0.012, test 0.105
Epoch 1, step 22, loss 0.082, test 0.104
Epoch 1, step 23, loss 0.030, test 0.104
Epoch 1, step 24, loss 0.013, test 0.103
Epoch 1, step 25, loss 0.004, test 0.103
Epoch 1, step 26, loss 0.178, test 0.100
Epoch 1, step 27, loss 0.302, test 0.096
Epoch 1, step 28, loss 0.086, test 0.095
Epoch 1, step 29, loss 0.047, test 0.094
Epoch 1, step 30, loss 0.057, test 0.091
Epoch 1, step 31, loss 0.037, test 0.091
Epoch 1, step 32, loss 0.155, test 0.090
Epoch 1, step 33, loss 0.006, test 0.091
Epoch 1, step 34, loss 0.010, test 0.092
Epoch 1, step 35, loss 0.079, test 0.090
Epoch 1, step 36, loss 0.014, test 0.093
Epoch 1, step 37, loss 0.005, test 0.093
Epoch 1, step 38, loss 0.011, test 0.094
Epoch 1, step 39, loss 0.056, test 0.098
Epoch 1, step 40, loss 0.029, test 0.098
Epoch 1, step 41, loss 0.035, test 0.098
Epoch 1, step 42, loss 0.190, test 0.093
Epoch 1, step 43, loss 0.101, test 0.084
Epoch 1, step 44, loss 0.328, test 0.082
Epoch 1, step 45, loss 0.000, test 0.082
Epoch 1, step 46, loss 0.002, test 0.082
Epoch 1, step 47, loss 0.019, test 0.081
Epoch 1, step 48, loss 0.177, test 0.084
Epoch 1, step 49, loss 0.001, test 0.085
Epoch 1, step 50, loss 0.880, test 0.123
Epoch 1, step 51, loss 0.186, test 0.127
Epoch 1, step 52, loss 0.030, test 0.134
Epoch 1, step 53, loss 0.041, test 0.146
Epoch 1, step 54, loss 0.314, test 0.140
Epoch 1, step 55, loss 0.030, test 0.136
Epoch 1, step 56, loss 0.007, test 0.136
Epoch 1, step 57, loss 0.008, test 0.137
Epoch 1, step 58, loss 0.264, test 0.131
Epoch 1, step 59, loss 0.023, test 0.127
Epoch 1, step 60, loss 0.354, test 0.099
Epoch 1, step 61, loss 0.028, test 0.104
Epoch 1, step 62, loss 0.369, test 0.106
Epoch 1, step 63, loss 0.642, test 0.106
Epoch 1, step 64, loss 0.112, test 0.102
Epoch 1, step 65, loss 0.005, test 0.100
Epoch 1, step 66, loss 0.011, test 0.096
Epoch 1, step 67, loss 0.267, test 0.131
Epoch 1, step 68, loss 0.002, test 0.140
Epoch 1, step 69, loss 0.002, test 0.145
Epoch 1, step 70, loss 0.030, test 0.147
Epoch 1, step 71, loss 0.073, test 0.151
Epoch 1, step 72, loss 0.027, test 0.148
Epoch 1, step 73, loss 0.024, test 0.113
Epoch 1, step 74, loss 0.194, test 0.107
Epoch 1, step 75, loss 0.024, test 0.105
Epoch 1, step 76, loss 0.304, test 0.102
Epoch 1, step 77, loss 0.002, test 0.101
Epoch 1, step 78, loss 0.352, test 0.103
Epoch 1, step 79, loss 0.216, test 0.101
Epoch 1, step 80, loss 0.062, test 0.125
Epoch 1, step 81, loss 0.259, test 0.137
Epoch 1, step 82, loss 0.081, test 0.136
Epoch 1, step 83, loss 0.078, test 0.139
Epoch 1, step 84, loss 0.414, test 0.109
Epoch 1, step 85, loss 0.002, test 0.106
Epoch 1, step 86, loss 0.054, test 0.101
Epoch 1, step 87, loss 0.001, test 0.101
Epoch 1, step 88, loss 0.154, test 0.100
Epoch 1, step 89, loss 0.011, test 0.103
Epoch 1, step 90, loss 0.065, test 0.102
Epoch 1, step 91, loss 0.001, test 0.102
Epoch 1, step 92, loss 0.091, test 0.105
Epoch 1, step 93, loss 0.097, test 0.096
Epoch 1, step 94, loss 0.135, test 0.095
Epoch 1, step 95, loss 0.081, test 0.091
Epoch 1, step 96, loss 0.175, test 0.092
Epoch 1, step 97, loss 0.006, test 0.092
Epoch 1, step 98, loss 0.001, test 0.093
Epoch 1, step 99, loss 0.067, test 0.098
Epoch 1, step 100, loss 0.242, test 0.094
Epoch 1, step 101, loss 0.072, test 0.094
Epoch 1, step 102, loss 0.168, test 0.095
Epoch 1, step 103, loss 0.034, test 0.094
Epoch 1, step 104, loss 0.119, test 0.095
Epoch 1, step 105, loss 0.006, test 0.095
Epoch 1, step 106, loss 0.063, test 0.097
Epoch 1, step 107, loss 0.071, test 0.097
Epoch 1, step 108, loss 0.033, test 0.100
Epoch 1, step 109, loss 0.056, test 0.102
Epoch 1, step 110, loss 0.016, test 0.103
Epoch 1, step 111, loss 0.022, test 0.104
Epoch 1, step 112, loss 0.014, test 0.106
Epoch 1, step 113, loss 0.040, test 0.107
Epoch 1, step 114, loss 0.010, test 0.107
Epoch 1, step 115, loss 0.005, test 0.107
Epoch 1, step 116, loss 0.022, test 0.108
Epoch 1, step 117, loss 0.062, test 0.106
Epoch 1, step 118, loss 0.088, test 0.106
Epoch 1, step 119, loss 0.017, test 0.105
Epoch 1, step 120, loss 0.114, test 0.103
Epoch 1, step 121, loss 0.013, test 0.104
Epoch 1, step 122, loss 0.029, test 0.104
Epoch 1, step 123, loss 0.023, test 0.101
Epoch 1, step 124, loss 0.017, test 0.100
Epoch 1, step 125, loss 0.002, test 0.100
Epoch 1, step 126, loss 0.020, test 0.099
Epoch 1, step 127, loss 0.001, test 0.099
Epoch 1, step 128, loss 0.042, test 0.097
Epoch 1, step 129, loss 0.095, test 0.096
Epoch 1, step 130, loss 0.019, test 0.097
Epoch 1, step 131, loss 0.024, test 0.093
Epoch 1, step 132, loss 0.005, test 0.093
Epoch 1, step 133, loss 0.071, test 0.094
Epoch 1, step 134, loss 0.105, test 0.093
Epoch 1, step 135, loss 0.575, test 0.092
Epoch 1, step 136, loss 0.574, test 0.097
Epoch 1, step 137, loss 0.106, test 0.098
Epoch 1, step 138, loss 0.012, test 0.099
Epoch 1, step 139, loss 0.892, test 0.105
Epoch 1, step 140, loss 0.026, test 0.106
Epoch 1, step 141, loss 0.185, test 0.094
Epoch 1, step 142, loss 0.443, test 0.092
Epoch 1, step 143, loss 0.167, test 0.093
Epoch 1, step 144, loss 0.005, test 0.093
Epoch 1, step 145, loss 0.184, test 0.098
Epoch 1, step 146, loss 0.057, test 0.098
Epoch 1, step 147, loss 0.119, test 0.098
Epoch 1, step 148, loss 0.002, test 0.098
Epoch 1, step 149, loss 0.277, test 0.092
Epoch 1, step 150, loss 0.006, test 0.092
Epoch 1, step 151, loss 0.003, test 0.091
Epoch 1, step 152, loss 0.019, test 0.089
Epoch 1, step 153, loss 0.066, test 0.090
Epoch 1, step 154, loss 0.021, test 0.098
Epoch 1, step 155, loss 0.022, test 0.100
Epoch 1, step 156, loss 0.036, test 0.099
Epoch 1, step 157, loss 0.244, test 0.124
Epoch 1, step 158, loss 0.017, test 0.136
Epoch 1, step 159, loss 0.691, test 0.132
Epoch 1, step 160, loss 0.088, test 0.131
Epoch 1, step 161, loss 0.000, test 0.132
Epoch 1, step 162, loss 0.057, test 0.139
Epoch 1, step 163, loss 0.165, test 0.139
Epoch 1, step 164, loss 0.059, test 0.141
Epoch 1, step 165, loss 0.091, test 0.147
Epoch 1, step 166, loss 0.128, test 0.115
Epoch 1, step 167, loss 0.330, test 0.118
Epoch 1, step 168, loss 0.004, test 0.116
Epoch 1, step 169, loss 0.168, test 0.148
Epoch 1, step 170, loss 0.005, test 0.156
Epoch 1, step 171, loss 0.002, test 0.159
Epoch 1, step 172, loss 0.094, test 0.202
Epoch 1, step 173, loss 0.040, test 0.212
Epoch 1, step 174, loss 0.037, test 0.220
Epoch 1, step 175, loss 0.320, test 0.163
Epoch 1, step 176, loss 0.001, test 0.155
Epoch 1, step 177, loss 0.002, test 0.150
Epoch 1, step 178, loss 0.140, test 0.146
Epoch 1, step 179, loss 0.012, test 0.145
Epoch 1, step 180, loss 0.026, test 0.151
Epoch 1, step 181, loss 0.010, test 0.138
Epoch 1, step 182, loss 0.058, test 0.136
Epoch 1, step 183, loss 0.184, test 0.136
Epoch 1, step 184, loss 0.091, test 0.137
Epoch 1, step 185, loss 0.054, test 0.140
Epoch 1, step 186, loss 0.022, test 0.140
Epoch 1, step 187, loss 0.004, test 0.140
Epoch 1, step 188, loss 0.060, test 0.142
Epoch 1, step 189, loss 0.435, test 0.137
Epoch 1, step 190, loss 0.502, test 0.140
Epoch 1, step 191, loss 0.067, test 0.145
Epoch 1, step 192, loss 0.033, test 0.148
Epoch 1, step 193, loss 0.000, test 0.148
Epoch 1, step 194, loss 0.117, test 0.144
Epoch 1, step 195, loss 0.002, test 0.144
Epoch 1, step 196, loss 0.007, test 0.162
Epoch 1, step 197, loss 0.011, test 0.166
Epoch 1, step 198, loss 0.082, test 0.143
Epoch 1, step 199, loss 0.024, test 0.137
Epoch 1, step 200, loss 0.296, test 0.145
Epoch 1, step 201, loss 0.169, test 0.139
Epoch 1, step 202, loss 0.043, test 0.139
Epoch 1, step 203, loss 0.050, test 0.136
Epoch 1, step 204, loss 0.030, test 0.133
Epoch 1, step 205, loss 0.126, test 0.147
Epoch 1, step 206, loss 0.096, test 0.152
Epoch 1, step 207, loss 0.032, test 0.162
Epoch 1, step 208, loss 0.002, test 0.165
Epoch 1, step 209, loss 0.063, test 0.165
Epoch 1, step 210, loss 0.459, test 0.135
Epoch 1, step 211, loss 0.039, test 0.131
Epoch 1, step 212, loss 0.000, test 0.129
Epoch 1, step 213, loss 0.005, test 0.125
Epoch 1, step 214, loss 0.096, test 0.125
Epoch 1, step 215, loss 0.050, test 0.126
Epoch 1, step 216, loss 0.051, test 0.128
Epoch 1, step 217, loss 0.292, test 0.149
Epoch 1, step 218, loss 0.003, test 0.153
Epoch 1, step 219, loss 0.038, test 0.157
Epoch 1, step 220, loss 0.015, test 0.152
Epoch 1, step 221, loss 0.403, test 0.148
Epoch 1, step 222, loss 0.000, test 0.147
Epoch 1, step 223, loss 0.008, test 0.148
Epoch 1, step 224, loss 0.005, test 0.151
Epoch 1, step 225, loss 0.149, test 0.146
Epoch 1, step 226, loss 0.177, test 0.140
Epoch 1, step 227, loss 0.077, test 0.147
Epoch 1, step 228, loss 0.014, test 0.148
Epoch 1, step 229, loss 0.072, test 0.146
Epoch 1, step 230, loss 0.015, test 0.146
Epoch 1, step 231, loss 0.220, test 0.202
Epoch 1, step 232, loss 0.097, test 0.205
Epoch 1, step 233, loss 1.036, test 0.231
Epoch 1, step 234, loss 0.103, test 0.242
Epoch 1, step 235, loss 0.217, test 0.242
Epoch 1, step 236, loss 0.056, test 0.225
Epoch 1, step 237, loss 0.050, test 0.220
Epoch 1, step 238, loss 0.026, test 0.220
Epoch 1, step 239, loss 0.048, test 0.208
Epoch 1, step 240, loss 0.181, test 0.202
Epoch 1, step 241, loss 0.001, test 0.202
Epoch 1, step 242, loss 0.059, test 0.196
Epoch 1, step 243, loss 0.284, test 0.144
Epoch 1, step 244, loss 0.159, test 0.122
Epoch 1, step 245, loss 0.007, test 0.117
Epoch 1, step 246, loss 0.262, test 0.121
Epoch 1, step 247, loss 0.002, test 0.115
Epoch 1, step 248, loss 0.055, test 0.106
Epoch 1, step 249, loss 0.164, test 0.099
Epoch 1, step 250, loss 0.011, test 0.097
Epoch 1, step 251, loss 0.129, test 0.093
Epoch 1, step 252, loss 0.114, test 0.092
Epoch 1, step 253, loss 0.067, test 0.091
Epoch 1, step 254, loss 0.002, test 0.091
Epoch 1, step 255, loss 0.153, test 0.088
Epoch 1, step 256, loss 0.740, test 0.088
Epoch 1, step 257, loss 0.171, test 0.100
Epoch 1, step 258, loss 0.214, test 0.086
Epoch 1, step 259, loss 0.086, test 0.085
Epoch 1, step 260, loss 0.412, test 0.088
Epoch 1, step 261, loss 0.561, test 0.184
Epoch 1, step 262, loss 0.017, test 0.236
Epoch 1, step 263, loss 0.265, test 0.239
Epoch 1, step 264, loss 0.319, test 0.239
Epoch 1, step 265, loss 0.284, test 0.228
Epoch 1, step 266, loss 0.347, test 0.215
Epoch 1, step 267, loss 0.008, test 0.214
Epoch 1, step 268, loss 0.470, test 0.087
Epoch 1, step 269, loss 0.213, test 0.087
Epoch 1, step 270, loss 0.124, test 0.090
Epoch 1, step 271, loss 0.004, test 0.091
Epoch 1, step 272, loss 0.224, test 0.093
Epoch 1, step 273, loss 0.202, test 0.093
Epoch 1, step 274, loss 0.456, test 0.095
Epoch 1, step 275, loss 0.009, test 0.095
Epoch 1, step 276, loss 0.185, test 0.096
Epoch 1, step 277, loss 0.026, test 0.095
Epoch 1, step 278, loss 0.121, test 0.165
Epoch 1, step 279, loss 0.189, test 0.172
Epoch 1, step 280, loss 0.031, test 0.179
Epoch 1, step 281, loss 0.146, test 0.179
Epoch 1, step 282, loss 0.083, test 0.165
Epoch 1, step 283, loss 0.169, test 0.137
Epoch 1, step 284, loss 0.230, test 0.105
Epoch 1, step 285, loss 0.273, test 0.136
Epoch 1, step 286, loss 0.144, test 0.163
Epoch 1, step 287, loss 0.023, test 0.172
Epoch 1, step 288, loss 0.336, test 0.181
Epoch 1, step 289, loss 0.173, test 0.181
Epoch 1, step 290, loss 0.032, test 0.181
Epoch 1, step 291, loss 0.051, test 0.179
Epoch 1, step 292, loss 0.022, test 0.169
Epoch 1, step 293, loss 0.164, test 0.177
Epoch 1, step 294, loss 0.002, test 0.179
Epoch 1, step 295, loss 0.200, test 0.183
Epoch 1, step 296, loss 0.392, test 0.107
Epoch 1, step 297, loss 0.000, test 0.102
Epoch 1, step 298, loss 0.054, test 0.110
Epoch 1, step 299, loss 0.003, test 0.108
Epoch 1, step 300, loss 0.064, test 0.109
Epoch 1, step 301, loss 0.003, test 0.107
Epoch 1, step 302, loss 0.150, test 0.123
Epoch 1, step 303, loss 0.060, test 0.126
Epoch 1, step 304, loss 0.018, test 0.123
Epoch 1, step 305, loss 0.020, test 0.128
Epoch 1, step 306, loss 0.221, test 0.127
Epoch 1, step 307, loss 0.161, test 0.126
Epoch 1, step 308, loss 0.190, test 0.126
Epoch 1, step 309, loss 0.080, test 0.125
Epoch 1, step 310, loss 0.119, test 0.105
Epoch 1, step 311, loss 0.015, test 0.100
Epoch 1, step 312, loss 0.023, test 0.100
Epoch 1, step 313, loss 0.588, test 0.100
Epoch 1, step 314, loss 0.019, test 0.100
Epoch 1, step 315, loss 1.115, test 0.096
Epoch 1, step 316, loss 0.005, test 0.096
Epoch 1, step 317, loss 0.001, test 0.096
Epoch 1, step 318, loss 0.020, test 0.095
Epoch 1, step 319, loss 0.005, test 0.094
Epoch 1, step 320, loss 0.000, test 0.094
Epoch 1, step 321, loss 0.005, test 0.093
Epoch 1, step 322, loss 0.020, test 0.093
Epoch 1, step 323, loss 0.022, test 0.092
Epoch 1, step 324, loss 0.044, test 0.091
Epoch 1, step 325, loss 0.101, test 0.092
Epoch 1, step 326, loss 0.060, test 0.098
Epoch 1, step 327, loss 0.035, test 0.100
Epoch 1, step 328, loss 0.208, test 0.100
Epoch 1, step 329, loss 0.002, test 0.101
Epoch 1, step 330, loss 0.236, test 0.100
Epoch 1, step 331, loss 0.058, test 0.099
Epoch 1, step 332, loss 0.009, test 0.101
Epoch 1, step 333, loss 0.304, test 0.104
Epoch 1, step 334, loss 0.191, test 0.098
Epoch 1, step 335, loss 0.011, test 0.097
Epoch 1, step 336, loss 0.231, test 0.097
Epoch 1, step 337, loss 0.004, test 0.097
Epoch 1, step 338, loss 0.005, test 0.097
Epoch 1, step 339, loss 0.039, test 0.093
Epoch 1, step 340, loss 0.083, test 0.097
Epoch 1, step 341, loss 0.002, test 0.099
Epoch 1, step 342, loss 0.109, test 0.104
Epoch 1, step 343, loss 0.008, test 0.103
Epoch 1, step 344, loss 0.030, test 0.104
Epoch 1, step 345, loss 0.007, test 0.107
Epoch 1, step 346, loss 0.091, test 0.100
Epoch 1, step 347, loss 0.097, test 0.100
Epoch 1, step 348, loss 0.585, test 0.128
Epoch 1, step 349, loss 0.002, test 0.136
Epoch 1, step 350, loss 0.000, test 0.141
Epoch 1, step 351, loss 0.070, test 0.142
Epoch 1, step 352, loss 0.089, test 0.142
Epoch 1, step 353, loss 0.263, test 0.200
Epoch 1, step 354, loss 0.610, test 0.201
Epoch 1, step 355, loss 0.008, test 0.181
Epoch 1, step 356, loss 0.238, test 0.154
Epoch 1, step 357, loss 0.024, test 0.153
Epoch 1, step 358, loss 0.180, test 0.155
Epoch 1, step 359, loss 0.222, test 0.125
Epoch 1, step 360, loss 0.003, test 0.119
Epoch 1, step 361, loss 0.019, test 0.116
Epoch 1, step 362, loss 0.185, test 0.114
Epoch 1, step 363, loss 0.050, test 0.092
Epoch 1, step 364, loss 0.042, test 0.090
Epoch 1, step 365, loss 0.104, test 0.090
Epoch 1, step 366, loss 0.114, test 0.090
Epoch 1, step 367, loss 0.000, test 0.090
Epoch 1, step 368, loss 0.005, test 0.090
Epoch 1, step 369, loss 0.060, test 0.089
Epoch 1, step 370, loss 0.047, test 0.089
Epoch 1, step 371, loss 0.079, test 0.088
Epoch 1, step 372, loss 0.000, test 0.088
Epoch 1, step 373, loss 0.231, test 0.088
Epoch 1, step 374, loss 0.001, test 0.088
Epoch 1, step 375, loss 0.029, test 0.088
Epoch 1, step 376, loss 0.130, test 0.089
Epoch 1, step 377, loss 0.032, test 0.090
Epoch 1, step 378, loss 0.001, test 0.090
Epoch 1, step 379, loss 0.082, test 0.096
Epoch 1, step 380, loss 0.835, test 0.117
Epoch 1, step 381, loss 0.481, test 0.127
Epoch 1, step 382, loss 0.025, test 0.131
Epoch 1, step 383, loss 0.288, test 0.138
Epoch 1, step 384, loss 0.249, test 0.142
Epoch 1, step 385, loss 0.333, test 0.106
Epoch 1, step 386, loss 0.497, test 0.167
Epoch 1, step 387, loss 0.245, test 0.205
Epoch 1, step 388, loss 0.130, test 0.209
Epoch 1, step 389, loss 0.263, test 0.210
Epoch 1, step 390, loss 0.037, test 0.210
Epoch 1, step 391, loss 0.141, test 0.186
Epoch 1, step 392, loss 0.039, test 0.155
Epoch 1, step 393, loss 0.111, test 0.155
Epoch 1, step 394, loss 0.154, test 0.149
Epoch 1, step 395, loss 0.148, test 0.144
Epoch 1, step 396, loss 0.043, test 0.164
Epoch 1, step 397, loss 0.064, test 0.168
Epoch 1, step 398, loss 0.040, test 0.174
Epoch 1, step 399, loss 0.126, test 0.174
Epoch 1, step 400, loss 0.012, test 0.176
Epoch 1, step 401, loss 0.129, test 0.187
Epoch 1, step 402, loss 0.002, test 0.189
Epoch 1, step 403, loss 0.058, test 0.177
Epoch 1, step 404, loss 0.006, test 0.175
Epoch 1, step 405, loss 0.236, test 0.159
Epoch 1, step 406, loss 0.139, test 0.155
Epoch 1, step 407, loss 0.071, test 0.158
Epoch 1, step 408, loss 0.097, test 0.138
Epoch 1, step 409, loss 0.007, test 0.128
Epoch 1, step 410, loss 0.080, test 0.130
Epoch 1, step 411, loss 0.080, test 0.130
Epoch 1, step 412, loss 0.000, test 0.130
Epoch 1, step 413, loss 0.020, test 0.119
Epoch 1, step 414, loss 0.005, test 0.115
Epoch 1, step 415, loss 0.605, test 0.116
Epoch 1, step 416, loss 0.275, test 0.159
Epoch 1, step 417, loss 0.026, test 0.217
Epoch 1, step 418, loss 0.004, test 0.249
Epoch 1, step 419, loss 0.363, test 0.227
Epoch 1, step 420, loss 0.145, test 0.223
Epoch 1, step 421, loss 0.228, test 0.217
Epoch 1, step 422, loss 0.024, test 0.210
Epoch 1, step 423, loss 0.359, test 0.197
Epoch 1, step 424, loss 0.172, test 0.202
Epoch 1, step 425, loss 0.015, test 0.218
Epoch 1, step 426, loss 0.528, test 0.160
Epoch 1, step 427, loss 0.101, test 0.150
Epoch 1, step 428, loss 0.011, test 0.143
Epoch 1, step 429, loss 0.216, test 0.145
Epoch 1, step 430, loss 0.414, test 0.150
Epoch 1, step 431, loss 0.081, test 0.131
Epoch 1, step 432, loss 0.079, test 0.132
Epoch 1, step 433, loss 0.049, test 0.093
Epoch 1, step 434, loss 0.002, test 0.088
Epoch 1, step 435, loss 0.029, test 0.087
Epoch 1, step 436, loss 0.006, test 0.087
Epoch 1, step 437, loss 0.177, test 0.077
Epoch 1, step 438, loss 0.018, test 0.075
Epoch 1, step 439, loss 0.080, test 0.073
Epoch 1, step 440, loss 0.094, test 0.074
Epoch 1, step 441, loss 0.004, test 0.074
Epoch 1, step 442, loss 0.010, test 0.073
Epoch 1, step 443, loss 0.017, test 0.073
Epoch 1, step 444, loss 0.066, test 0.072
Epoch 1, step 445, loss 0.385, test 0.075
Epoch 1, step 446, loss 0.015, test 0.076
Epoch 1, step 447, loss 0.085, test 0.081
Epoch 1, step 448, loss 0.003, test 0.082
Epoch 1, step 449, loss 0.047, test 0.082
Epoch 1, step 450, loss 0.000, test 0.083
Epoch 1, step 451, loss 0.005, test 0.084
Epoch 1, step 452, loss 0.094, test 0.086
Epoch 1, step 453, loss 0.496, test 0.088
Epoch 1, step 454, loss 0.051, test 0.088
Epoch 1, step 455, loss 0.049, test 0.083
Epoch 1, step 456, loss 0.005, test 0.082
Epoch 1, step 457, loss 0.036, test 0.081
Epoch 1, step 458, loss 0.047, test 0.081
Epoch 1, step 459, loss 0.069, test 0.079
Epoch 1, step 460, loss 0.049, test 0.075
Epoch 1, step 461, loss 0.004, test 0.076
Epoch 1, step 462, loss 0.235, test 0.074
Epoch 1, step 463, loss 0.000, test 0.075
Epoch 1, step 464, loss 0.004, test 0.074
Epoch 1, step 465, loss 0.167, test 0.074
Epoch 1, step 466, loss 0.008, test 0.074
Epoch 1, step 467, loss 0.020, test 0.073
Epoch 1, step 468, loss 0.150, test 0.078
Epoch 1, step 469, loss 0.100, test 0.082
Epoch 1, step 470, loss 0.096, test 0.075
Epoch 1, step 471, loss 0.312, test 0.073
Epoch 1, step 472, loss 0.113, test 0.073
Epoch 1, step 473, loss 0.445, test 0.075
Epoch 1, step 474, loss 0.044, test 0.074
Epoch 1, step 475, loss 0.137, test 0.072
Epoch 1, step 476, loss 0.017, test 0.072
Epoch 1, step 477, loss 0.000, test 0.072
Epoch 1, step 478, loss 0.011, test 0.072
Epoch 1, step 479, loss 0.769, test 0.072
Epoch 1, step 480, loss 0.745, test 0.072
Epoch 1, step 481, loss 0.012, test 0.072
Epoch 1, step 482, loss 0.852, test 0.075
Epoch 1, step 483, loss 0.118, test 0.083
Epoch 1, step 484, loss 0.005, test 0.085
Epoch 1, step 485, loss 0.000, test 0.086
Epoch 1, step 486, loss 0.200, test 0.076
Epoch 1, step 487, loss 0.013, test 0.075
Epoch 1, step 488, loss 0.026, test 0.074
Epoch 1, step 489, loss 0.003, test 0.074
Epoch 1, step 490, loss 0.003, test 0.074
Epoch 1, step 491, loss 0.002, test 0.073
Epoch 1, step 492, loss 0.106, test 0.075
Epoch 1, step 493, loss 0.004, test 0.075
Epoch 1, step 494, loss 0.153, test 0.077
Epoch 1, step 495, loss 0.244, test 0.081
Epoch 1, step 496, loss 0.005, test 0.082
Epoch 1, step 497, loss 0.039, test 0.084
Epoch 1, step 498, loss 0.001, test 0.085
Epoch 1, step 499, loss 0.005, test 0.086
Epoch 1, step 500, loss 0.116, test 0.083
Epoch 1, step 501, loss 0.006, test 0.083
Epoch 1, step 502, loss 0.174, test 0.074
Epoch 1, step 503, loss 0.006, test 0.074
Epoch 1, step 504, loss 0.119, test 0.075
Epoch 1, step 505, loss 0.245, test 0.074
Epoch 1, step 506, loss 0.047, test 0.074
Epoch 1, step 507, loss 0.008, test 0.074
Epoch 1, step 508, loss 0.045, test 0.080
Epoch 1, step 509, loss 0.043, test 0.086
Epoch 1, step 510, loss 0.004, test 0.089
Epoch 1, step 511, loss 0.008, test 0.090
Epoch 1, step 512, loss 0.054, test 0.098
Epoch 1, step 513, loss 1.335, test 0.078
Epoch 1, step 514, loss 0.062, test 0.078
Epoch 1, step 515, loss 0.021, test 0.078
Epoch 1, step 516, loss 0.021, test 0.078
Epoch 1, step 517, loss 0.027, test 0.077
Epoch 1, step 518, loss 0.235, test 0.116
Epoch 1, step 519, loss 0.000, test 0.128
Epoch 1, step 520, loss 0.032, test 0.170
Epoch 1, step 521, loss 0.076, test 0.198
Epoch 1, step 522, loss 0.050, test 0.214
Epoch 1, step 523, loss 0.005, test 0.218
Epoch 1, step 524, loss 0.023, test 0.225
Epoch 1, step 525, loss 0.052, test 0.222
Epoch 1, step 526, loss 0.022, test 0.205
Epoch 1, step 527, loss 0.000, test 0.202
Epoch 1, step 528, loss 0.453, test 0.177
Epoch 1, step 529, loss 0.004, test 0.182
Epoch 1, step 530, loss 0.023, test 0.188
Epoch 1, step 531, loss 0.006, test 0.188
Epoch 1, step 532, loss 0.060, test 0.185
Epoch 1, step 533, loss 0.258, test 0.188
Epoch 1, step 534, loss 0.119, test 0.173
Epoch 1, step 535, loss 0.248, test 0.150
Epoch 1, step 536, loss 0.010, test 0.145
Epoch 1, step 537, loss 1.360, test 0.460
Epoch 1, step 538, loss 0.125, test 0.670
Epoch 1, step 539, loss 0.309, test 0.733
Epoch 1, step 540, loss 0.103, test 0.772
Epoch 1, step 541, loss 0.099, test 0.784
Epoch 1, step 542, loss 0.124, test 0.760
Epoch 1, step 543, loss 0.087, test 0.720
Epoch 1, step 544, loss 0.407, test 0.516
Epoch 1, step 545, loss 0.118, test 0.467
Epoch 1, step 546, loss 0.150, test 0.467
Epoch 1, step 547, loss 0.000, test 0.460
Epoch 1, step 548, loss 0.006, test 0.455
Epoch 1, step 549, loss 0.211, test 0.444
Epoch 1, step 550, loss 0.080, test 0.437
Epoch 1, step 551, loss 0.110, test 0.418
Epoch 1, step 552, loss 0.113, test 0.455
Epoch 1, step 553, loss 0.012, test 0.447
Epoch 1, step 554, loss 0.010, test 0.444
Epoch 1, step 555, loss 0.011, test 0.433
Epoch 1, step 556, loss 0.159, test 0.411
Epoch 1, step 557, loss 0.005, test 0.403
Epoch 1, step 558, loss 0.646, test 0.390
Epoch 1, step 559, loss 0.021, test 0.432
Epoch 1, step 560, loss 0.192, test 0.462
Epoch 1, step 561, loss 0.010, test 0.468
Epoch 1, step 562, loss 0.273, test 0.430
Epoch 1, step 563, loss 0.172, test 0.417
Epoch 1, step 564, loss 0.005, test 0.411
Epoch 1, step 565, loss 0.013, test 0.393
Epoch 1, step 566, loss 0.000, test 0.390
Epoch 1, step 567, loss 0.059, test 0.392
Epoch 1, step 568, loss 0.091, test 0.386
Epoch 1, step 569, loss 0.001, test 0.384
Epoch 1, step 570, loss 0.279, test 0.377
Epoch 1, step 571, loss 0.538, test 0.399
Epoch 1, step 572, loss 0.003, test 0.405
Epoch 1, step 573, loss 0.053, test 0.437
Epoch 1, step 574, loss 0.053, test 0.432
Epoch 1, step 575, loss 0.043, test 0.438
Epoch 1, step 576, loss 0.209, test 0.383
Epoch 1, step 577, loss 0.113, test 0.332
Epoch 1, step 578, loss 0.001, test 0.323
Epoch 1, step 579, loss 0.104, test 0.314
Epoch 1, step 580, loss 0.003, test 0.310
Epoch 1, step 581, loss 0.180, test 0.234
Epoch 1, step 582, loss 0.070, test 0.212
Epoch 1, step 583, loss 0.134, test 0.213
Epoch 1, step 584, loss 0.076, test 0.213
Epoch 1, step 585, loss 0.343, test 0.105
Epoch 1, step 586, loss 0.160, test 0.104
Epoch 1, step 587, loss 0.001, test 0.101
Epoch 1, step 588, loss 0.324, test 0.088
Epoch 1, step 589, loss 0.004, test 0.087
Epoch 1, step 590, loss 0.014, test 0.086
Epoch 1, step 591, loss 0.037, test 0.084
Epoch 1, step 592, loss 0.118, test 0.085
Epoch 1, step 593, loss 0.515, test 0.095
Epoch 1, step 594, loss 0.011, test 0.112
Epoch 1, step 595, loss 0.221, test 0.105
Epoch 1, step 596, loss 0.027, test 0.104
Epoch 1, step 597, loss 0.012, test 0.105
Epoch 1, step 598, loss 0.003, test 0.102
Epoch 1, step 599, loss 0.128, test 0.099
Epoch 1, step 600, loss 0.027, test 0.099
Epoch 1, step 601, loss 0.000, test 0.100
Epoch 1, step 602, loss 0.410, test 0.097
Epoch 1, step 603, loss 0.617, test 0.088
Epoch 1, step 604, loss 0.331, test 0.125
Epoch 1, step 605, loss 0.015, test 0.137
Epoch 1, step 606, loss 0.012, test 0.147
Epoch 1, step 607, loss 0.079, test 0.148
Epoch 1, step 608, loss 0.025, test 0.151
Epoch 1, step 609, loss 0.198, test 0.156
Epoch 1, step 610, loss 0.508, test 0.070
Epoch 1, step 611, loss 0.165, test 0.075
Epoch 1, step 612, loss 0.018, test 0.079
Epoch 1, step 613, loss 0.000, test 0.082
Epoch 1, step 614, loss 0.051, test 0.080
Epoch 1, step 615, loss 0.090, test 0.080
Epoch 1, step 616, loss 0.041, test 0.088
Epoch 1, step 617, loss 0.017, test 0.091
Epoch 1, step 618, loss 1.889, test 0.073
Epoch 1, step 619, loss 0.164, test 0.072
Epoch 1, step 620, loss 0.302, test 0.069
Epoch 1, step 621, loss 0.078, test 0.069
Epoch 1, step 622, loss 0.002, test 0.069
Epoch 1, step 623, loss 0.743, test 0.073
Epoch 1, step 624, loss 0.204, test 0.069
Epoch 1, step 625, loss 0.385, test 0.070
Epoch 1, step 626, loss 0.260, test 0.077
Epoch 1, step 627, loss 0.023, test 0.079
Epoch 1, step 628, loss 0.055, test 0.084
Epoch 1, step 629, loss 0.000, test 0.085
Epoch 1, step 630, loss 0.077, test 0.138
Epoch 1, step 631, loss 0.052, test 0.148
Epoch 1, step 632, loss 0.184, test 0.128
Epoch 1, step 633, loss 0.014, test 0.124
Epoch 1, step 634, loss 0.009, test 0.123
Epoch 1, step 635, loss 0.022, test 0.116
Epoch 1, step 636, loss 0.140, test 0.101
Epoch 1, step 637, loss 0.073, test 0.101
Epoch 1, step 638, loss 0.239, test 0.093
Epoch 1, step 639, loss 0.008, test 0.092
Epoch 1, step 640, loss 0.002, test 0.092
Epoch 1, step 641, loss 0.317, test 0.088
Epoch 1, step 642, loss 0.010, test 0.086
Epoch 1, step 643, loss 0.534, test 0.084
Epoch 1, step 644, loss 0.094, test 0.083
Epoch 1, step 645, loss 0.108, test 0.126
Epoch 1, step 646, loss 0.370, test 0.133
Epoch 1, step 647, loss 0.000, test 0.138
Epoch 1, step 648, loss 0.000, test 0.140
Epoch 1, step 649, loss 0.045, test 0.161
Epoch 1, step 650, loss 0.115, test 0.148
Epoch 1, step 651, loss 0.010, test 0.146
Epoch 1, step 652, loss 0.002, test 0.142
Epoch 1, step 653, loss 0.002, test 0.142
Epoch 1, step 654, loss 0.014, test 0.138
Epoch 1, step 655, loss 0.124, test 0.136
Epoch 1, step 656, loss 0.007, test 0.133
Epoch 1, step 657, loss 0.065, test 0.126
Epoch 1, step 658, loss 0.009, test 0.122
Epoch 1, step 659, loss 0.004, test 0.122
Epoch 1, step 660, loss 0.008, test 0.120
Epoch 1, step 661, loss 0.151, test 0.117
Epoch 1, step 662, loss 0.023, test 0.114
Epoch 1, step 663, loss 0.077, test 0.116
Epoch 1, step 664, loss 0.216, test 0.121
Epoch 1, step 665, loss 0.012, test 0.123
Epoch 1, step 666, loss 0.088, test 0.121
Epoch 1, step 667, loss 0.069, test 0.111
Epoch 1, step 668, loss 0.090, test 0.114
Epoch 1, step 669, loss 0.047, test 0.113
Epoch 1, step 670, loss 0.056, test 0.112
Epoch 1, step 671, loss 0.006, test 0.108
Epoch 1, step 672, loss 0.108, test 0.096
Epoch 1, step 673, loss 0.231, test 0.085
Epoch 1, step 674, loss 0.014, test 0.083
Epoch 1, step 675, loss 0.003, test 0.082
Epoch 1, step 676, loss 0.034, test 0.080
Epoch 1, step 677, loss 0.108, test 0.080
Epoch 1, step 678, loss 0.154, test 0.082
Epoch 1, step 679, loss 0.059, test 0.081
Epoch 1, step 680, loss 0.040, test 0.081
Epoch 1, step 681, loss 0.002, test 0.081
Epoch 1, step 682, loss 0.019, test 0.082
Epoch 1, step 683, loss 0.000, test 0.082
Epoch 1, step 684, loss 0.007, test 0.081
Epoch 1, step 685, loss 0.223, test 0.082
Epoch 1, step 686, loss 0.031, test 0.084
Epoch 1, step 687, loss 0.108, test 0.083
Epoch 1, step 688, loss 0.009, test 0.083
Epoch 1, step 689, loss 0.002, test 0.082
Epoch 1, step 690, loss 0.287, test 0.080
Epoch 1, step 691, loss 0.288, test 0.081
Epoch 1, step 692, loss 0.086, test 0.081
Epoch 1, step 693, loss 0.000, test 0.081
Epoch 1, step 694, loss 0.331, test 0.082
Epoch 1, step 695, loss 0.069, test 0.083
Epoch 1, step 696, loss 0.121, test 0.083
Epoch 1, step 697, loss 0.246, test 0.088
Epoch 1, step 698, loss 0.006, test 0.089
Epoch 1, step 699, loss 0.040, test 0.090
Epoch 1, step 700, loss 0.020, test 0.090
Epoch 1, step 701, loss 0.004, test 0.089
Epoch 1, step 702, loss 0.203, test 0.090
Epoch 1, step 703, loss 0.005, test 0.089
Epoch 1, step 704, loss 0.129, test 0.089
Epoch 1, step 705, loss 0.059, test 0.089
Epoch 1, step 706, loss 0.048, test 0.094
Epoch 1, step 707, loss 0.119, test 0.096
Epoch 1, step 708, loss 0.008, test 0.101
Epoch 1, step 709, loss 0.045, test 0.101
Epoch 1, step 710, loss 0.026, test 0.103
Epoch 1, step 711, loss 0.126, test 0.092
Epoch 1, step 712, loss 0.023, test 0.091
Epoch 1, step 713, loss 0.060, test 0.091
Epoch 1, step 714, loss 0.180, test 0.090
Epoch 1, step 715, loss 0.003, test 0.091
Epoch 1, step 716, loss 0.065, test 0.089
Epoch 1, step 717, loss 0.032, test 0.089
Epoch 1, step 718, loss 0.005, test 0.088
Epoch 1, step 719, loss 0.027, test 0.086
Epoch 1, step 720, loss 0.045, test 0.086
Epoch 1, step 721, loss 0.119, test 0.087
Epoch 1, step 722, loss 0.591, test 0.086
Epoch 1, step 723, loss 0.128, test 0.085
Epoch 1, step 724, loss 0.258, test 0.085
Epoch 1, step 725, loss 0.784, test 0.084
Epoch 1, step 726, loss 0.002, test 0.084
Epoch 1, step 727, loss 0.309, test 0.104
Epoch 1, step 728, loss 0.008, test 0.111
Epoch 1, step 729, loss 0.022, test 0.117
Epoch 1, step 730, loss 0.028, test 0.117
Epoch 1, step 731, loss 0.011, test 0.119
Epoch 1, step 732, loss 0.029, test 0.117
Epoch 1, step 733, loss 0.280, test 0.086
Epoch 1, step 734, loss 0.144, test 0.098
Epoch 1, step 735, loss 0.210, test 0.115
Epoch 1, step 736, loss 0.405, test 0.108
Epoch 1, step 737, loss 0.033, test 0.108
Epoch 1, step 738, loss 0.176, test 0.105
Epoch 1, step 739, loss 0.865, test 0.133
Epoch 1, step 740, loss 0.055, test 0.137
Epoch 1, step 741, loss 0.125, test 0.137
Epoch 1, step 742, loss 0.003, test 0.136
Epoch 1, step 743, loss 0.034, test 0.138
Epoch 1, step 744, loss 0.156, test 0.122
Epoch 1, step 745, loss 0.132, test 0.124
Epoch 1, step 746, loss 0.004, test 0.127
Epoch 1, step 747, loss 0.005, test 0.127
Epoch 1, step 748, loss 0.006, test 0.128
Epoch 1, step 749, loss 0.010, test 0.125
Epoch 1, step 750, loss 0.015, test 0.126
Epoch 1, step 751, loss 0.013, test 0.127
Epoch 1, step 752, loss 0.000, test 0.127
Epoch 1, step 753, loss 0.088, test 0.159
Epoch 1, step 754, loss 0.136, test 0.159
Epoch 1, step 755, loss 0.407, test 0.154
Epoch 1, step 756, loss 0.081, test 0.151
Epoch 1, step 757, loss 0.039, test 0.163
Epoch 1, step 758, loss 0.003, test 0.164
Epoch 1, step 759, loss 0.000, test 0.165
Epoch 1, step 760, loss 0.009, test 0.167
Epoch 1, step 761, loss 0.041, test 0.166
Epoch 1, step 762, loss 0.041, test 0.158
Epoch 1, step 763, loss 0.322, test 0.148
Epoch 1, step 764, loss 0.151, test 0.152
Epoch 1, step 765, loss 0.245, test 0.148
Epoch 1, step 766, loss 0.398, test 0.126
Epoch 1, step 767, loss 0.007, test 0.123
Epoch 1, step 768, loss 0.189, test 0.125
Epoch 1, step 769, loss 0.105, test 0.120
Epoch 1, step 770, loss 0.372, test 0.115
Epoch 1, step 771, loss 0.013, test 0.107
Epoch 1, step 772, loss 0.026, test 0.103
Epoch 1, step 773, loss 0.049, test 0.104
Epoch 1, step 774, loss 0.013, test 0.102
Epoch 1, step 775, loss 0.144, test 0.092
Epoch 1, step 776, loss 0.055, test 0.092
Epoch 1, step 777, loss 0.085, test 0.093
Epoch 1, step 778, loss 0.330, test 0.118
Epoch 1, step 779, loss 0.184, test 0.308
Epoch 1, step 780, loss 0.063, test 0.341
Epoch 1, step 781, loss 0.174, test 0.284
Epoch 1, step 782, loss 0.018, test 0.295
Epoch 1, step 783, loss 0.001, test 0.304
Epoch 1, step 784, loss 0.315, test 0.319
Epoch 1, step 785, loss 0.005, test 0.334
Epoch 1, step 786, loss 0.000, test 0.341
Epoch 1, step 787, loss 0.113, test 0.348
Epoch 1, step 788, loss 0.032, test 0.322
Epoch 1, step 789, loss 0.049, test 0.323
Epoch 1, step 790, loss 0.002, test 0.320
Epoch 1, step 791, loss 0.001, test 0.319
Epoch 1, step 792, loss 0.218, test 0.327
Epoch 1, step 793, loss 0.043, test 0.331
Epoch 1, step 794, loss 0.241, test 0.341
Epoch 1, step 795, loss 0.000, test 0.342
Epoch 1, step 796, loss 0.015, test 0.323
Epoch 1, step 797, loss 0.032, test 0.322
Epoch 1, step 798, loss 0.004, test 0.324
Epoch 1, step 799, loss 0.027, test 0.322
Epoch 1, step 800, loss 0.071, test 0.299
Epoch 1, step 801, loss 0.453, test 0.278
Epoch 1, step 802, loss 0.069, test 0.271
Epoch 1, step 803, loss 0.348, test 0.292
Epoch 1, step 804, loss 0.002, test 0.296
Epoch 1, step 805, loss 0.422, test 0.255
Epoch 1, step 806, loss 0.018, test 0.241
Epoch 1, step 807, loss 0.113, test 0.215
Epoch 1, step 808, loss 0.003, test 0.211
Epoch 1, step 809, loss 0.027, test 0.210
Epoch 1, step 810, loss 0.604, test 0.221
Epoch 1, step 811, loss 0.141, test 0.172
Epoch 1, step 812, loss 0.329, test 0.160
Epoch 1, step 813, loss 0.017, test 0.155
Epoch 1, step 814, loss 0.086, test 0.155
Epoch 1, step 815, loss 0.110, test 0.188
Epoch 1, step 816, loss 0.012, test 0.193
Epoch 1, step 817, loss 0.071, test 0.218
Epoch 1, step 818, loss 0.224, test 0.215
Epoch 1, step 819, loss 0.022, test 0.205
Epoch 1, step 820, loss 0.000, test 0.204
Epoch 1, step 821, loss 0.022, test 0.214
Epoch 1, step 822, loss 0.124, test 0.224
Epoch 1, step 823, loss 0.483, test 0.200
Epoch 1, step 824, loss 0.124, test 0.297
Epoch 1, step 825, loss 0.004, test 0.318
Epoch 1, step 826, loss 0.011, test 0.336
Epoch 1, step 827, loss 0.002, test 0.342
Epoch 1, step 828, loss 1.085, test 0.139
Epoch 1, step 829, loss 0.013, test 0.120
Epoch 1, step 830, loss 0.370, test 0.108
Epoch 1, step 831, loss 0.006, test 0.103
Epoch 1, step 832, loss 0.038, test 0.108
Epoch 1, step 833, loss 0.046, test 0.111
Epoch 1, step 834, loss 0.005, test 0.111
Epoch 1, step 835, loss 0.134, test 0.119
Epoch 1, step 836, loss 0.094, test 0.154
Epoch 1, step 837, loss 0.082, test 0.169
Epoch 1, step 838, loss 0.275, test 0.165
Epoch 1, step 839, loss 0.007, test 0.163
Epoch 1, step 840, loss 0.058, test 0.161
Epoch 1, step 841, loss 0.002, test 0.162
Epoch 1, step 842, loss 0.150, test 0.159
Epoch 1, step 843, loss 0.009, test 0.159
Epoch 1, step 844, loss 0.001, test 0.161
Epoch 1, step 845, loss 0.031, test 0.160
Epoch 1, step 846, loss 0.065, test 0.183
Epoch 1, step 847, loss 0.133, test 0.194
Epoch 1, step 848, loss 0.402, test 0.192
Epoch 1, step 849, loss 0.131, test 0.200
Epoch 1, step 850, loss 0.007, test 0.199
Epoch 1, step 851, loss 0.077, test 0.189
Epoch 1, step 852, loss 0.516, test 0.154
Epoch 1, step 853, loss 0.000, test 0.149
Epoch 1, step 854, loss 0.121, test 0.151
Epoch 1, step 855, loss 0.011, test 0.150
Epoch 1, step 856, loss 0.002, test 0.149
Epoch 1, step 857, loss 0.000, test 0.149
Epoch 1, step 858, loss 1.074, test 0.127
Epoch 1, step 859, loss 0.236, test 0.128
Epoch 1, step 860, loss 0.046, test 0.131
Epoch 1, step 861, loss 0.017, test 0.129
Epoch 1, step 862, loss 0.181, test 0.126
Epoch 1, step 863, loss 0.027, test 0.130
Epoch 1, step 864, loss 0.039, test 0.128
Epoch 1, step 865, loss 0.003, test 0.129
Epoch 1, step 866, loss 0.103, test 0.115
Epoch 1, step 867, loss 0.283, test 0.116
Epoch 1, step 868, loss 0.330, test 0.122
Epoch 1, step 869, loss 0.049, test 0.128
Epoch 1, step 870, loss 0.084, test 0.131
Epoch 1, step 871, loss 0.029, test 0.127
Epoch 1, step 872, loss 0.003, test 0.124
Epoch 1, step 873, loss 0.135, test 0.111
Epoch 1, step 874, loss 0.096, test 0.111
Epoch 1, step 875, loss 0.394, test 0.116
Epoch 1, step 876, loss 0.023, test 0.115
Epoch 1, step 877, loss 0.002, test 0.113
Epoch 1, step 878, loss 0.189, test 0.081
Epoch 1, step 879, loss 0.135, test 0.082
Epoch 1, step 880, loss 0.012, test 0.081
Epoch 1, step 881, loss 0.153, test 0.082
Epoch 1, step 882, loss 0.038, test 0.090
Epoch 1, step 883, loss 0.353, test 0.083
Epoch 1, step 884, loss 0.318, test 0.085
Epoch 1, step 885, loss 0.158, test 0.083
Epoch 1, step 886, loss 0.279, test 0.082
Epoch 1, step 887, loss 0.074, test 0.082
Epoch 1, step 888, loss 0.152, test 0.084
Epoch 1, step 889, loss 0.168, test 0.083
Epoch 1, step 890, loss 0.005, test 0.083
Epoch 1, step 891, loss 0.016, test 0.081
Epoch 1, step 892, loss 0.011, test 0.080
Epoch 1, step 893, loss 0.005, test 0.080
Epoch 1, step 894, loss 0.045, test 0.080
Epoch 1, step 895, loss 0.001, test 0.080
Epoch 1, step 896, loss 0.308, test 0.100
Epoch 1, step 897, loss 0.253, test 0.082
Epoch 1, step 898, loss 0.182, test 0.077
Epoch 1, step 899, loss 0.143, test 0.081
Epoch 1, step 900, loss 0.111, test 0.093
Epoch 1, step 901, loss 0.050, test 0.099
Epoch 1, step 902, loss 0.140, test 0.106
Epoch 1, step 903, loss 0.076, test 0.099
Epoch 1, step 904, loss 0.170, test 0.116
Epoch 1, step 905, loss 0.127, test 0.111
Epoch 1, step 906, loss 0.029, test 0.109
Epoch 1, step 907, loss 0.016, test 0.106
Epoch 1, step 908, loss 0.009, test 0.106
Epoch 1, step 909, loss 0.030, test 0.105
Epoch 1, step 910, loss 0.360, test 0.091
Epoch 1, step 911, loss 0.021, test 0.099
Epoch 1, step 912, loss 0.001, test 0.104
Epoch 1, step 913, loss 0.095, test 0.110
Epoch 1, step 914, loss 0.289, test 0.119
Epoch 1, step 915, loss 0.015, test 0.124
Epoch 1, step 916, loss 0.315, test 0.118
Epoch 1, step 917, loss 0.007, test 0.117
Epoch 1, step 918, loss 0.200, test 0.109
Epoch 1, step 919, loss 0.432, test 0.098
Epoch 1, step 920, loss 0.305, test 0.097
Epoch 1, step 921, loss 0.141, test 0.099
Epoch 1, step 922, loss 0.129, test 0.100
Epoch 1, step 923, loss 0.028, test 0.101
Epoch 1, step 924, loss 0.008, test 0.101
Epoch 1, step 925, loss 0.075, test 0.101
Epoch 1, step 926, loss 0.075, test 0.105
Epoch 1, step 927, loss 0.407, test 0.107
Epoch 1, step 928, loss 0.048, test 0.109
Epoch 1, step 929, loss 0.107, test 0.111
Epoch 1, step 930, loss 0.021, test 0.111
Epoch 1, step 931, loss 0.118, test 0.112
Epoch 1, step 932, loss 0.115, test 0.113
Epoch 1, step 933, loss 0.063, test 0.113
Epoch 1, step 934, loss 0.018, test 0.114
Epoch 1, step 935, loss 0.032, test 0.114
Epoch 1, step 936, loss 1.169, test 0.114
Epoch 1, step 937, loss 1.060, test 0.113
Epoch 1, step 938, loss 0.084, test 0.116
Epoch 1, step 939, loss 0.045, test 0.117
Epoch 1, step 940, loss 0.044, test 0.117
Epoch 1, step 941, loss 0.135, test 0.115
Epoch 1, step 942, loss 0.663, test 0.158
Epoch 1, step 943, loss 0.021, test 0.165
Epoch 1, step 944, loss 0.038, test 0.165
Epoch 1, step 945, loss 0.057, test 0.166
Epoch 1, step 946, loss 0.055, test 0.171
Epoch 1, step 947, loss 0.000, test 0.173
Epoch 1, step 948, loss 0.047, test 0.152
Epoch 1, step 949, loss 0.004, test 0.149
Epoch 1, step 950, loss 0.080, test 0.160
Epoch 1, step 951, loss 0.016, test 0.161
Epoch 1, step 952, loss 0.073, test 0.163
Epoch 1, step 953, loss 0.156, test 0.148
Epoch 1, step 954, loss 0.002, test 0.146
Epoch 1, step 955, loss 0.049, test 0.145
Epoch 1, step 956, loss 0.067, test 0.136
Epoch 1, step 957, loss 0.020, test 0.135
Epoch 1, step 958, loss 0.065, test 0.163
Epoch 1, step 959, loss 0.083, test 0.180
Epoch 1, step 960, loss 0.230, test 0.196
Epoch 1, step 961, loss 0.025, test 0.215
Epoch 1, step 962, loss 0.095, test 0.223
Epoch 1, step 963, loss 1.147, test 0.241
Epoch 1, step 964, loss 0.137, test 0.237
Epoch 1, step 965, loss 0.275, test 0.233
Epoch 1, step 966, loss 0.012, test 0.231
Epoch 1, step 967, loss 0.104, test 0.218
Epoch 1, step 968, loss 0.434, test 0.203
Epoch 1, step 969, loss 0.009, test 0.199
Epoch 1, step 970, loss 0.005, test 0.187
Epoch 1, step 971, loss 0.108, test 0.188
Epoch 1, step 972, loss 0.223, test 0.190
Epoch 1, step 973, loss 0.009, test 0.190
Epoch 1, step 974, loss 0.041, test 0.187
Epoch 1, step 975, loss 0.163, test 0.201
Epoch 1, step 976, loss 0.138, test 0.207
Epoch 1, step 977, loss 0.521, test 0.216
Epoch 1, step 978, loss 0.194, test 0.290
Epoch 1, step 979, loss 0.024, test 0.303
Epoch 1, step 980, loss 0.003, test 0.310
Epoch 1, step 981, loss 0.238, test 0.291
Epoch 1, step 982, loss 0.463, test 0.381
Epoch 1, step 983, loss 0.164, test 0.427
Epoch 1, step 984, loss 0.028, test 0.436
Epoch 1, step 985, loss 0.116, test 0.416
Epoch 1, step 986, loss 0.178, test 0.432
Epoch 1, step 987, loss 0.001, test 0.438
Epoch 1, step 988, loss 0.132, test 0.436
Epoch 1, step 989, loss 0.112, test 0.429
Epoch 1, step 990, loss 0.007, test 0.421
Epoch 1, step 991, loss 0.001, test 0.420
Epoch 1, step 992, loss 0.072, test 0.416
Epoch 1, step 993, loss 0.600, test 0.343
Epoch 1, step 994, loss 0.000, test 0.333
Epoch 1, step 995, loss 0.071, test 0.305
Epoch 1, step 996, loss 0.125, test 0.295
Epoch 1, step 997, loss 0.116, test 0.279
Epoch 1, step 998, loss 0.119, test 0.277
Epoch 1, step 999, loss 0.050, test 0.277
Epoch 2, step 0, loss 0.079, test 0.286
Epoch 2, step 1, loss 0.033, test 0.250
Epoch 2, step 2, loss 0.021, test 0.246
Epoch 2, step 3, loss 0.180, test 0.261
Epoch 2, step 4, loss 0.000, test 0.264
Epoch 2, step 5, loss 0.084, test 0.266
Epoch 2, step 6, loss 0.018, test 0.265
Epoch 2, step 7, loss 0.301, test 0.254
Epoch 2, step 8, loss 0.132, test 0.190
Epoch 2, step 9, loss 0.083, test 0.185
Epoch 2, step 10, loss 0.184, test 0.194
Epoch 2, step 11, loss 0.192, test 0.191
Epoch 2, step 12, loss 0.200, test 0.194
Epoch 2, step 13, loss 0.002, test 0.197
Epoch 2, step 14, loss 0.021, test 0.195
Epoch 2, step 15, loss 0.042, test 0.195
Epoch 2, step 16, loss 0.057, test 0.192
Epoch 2, step 17, loss 0.213, test 0.180
Epoch 2, step 18, loss 0.011, test 0.178
Epoch 2, step 19, loss 0.067, test 0.174
Epoch 2, step 20, loss 0.226, test 0.174
Epoch 2, step 21, loss 0.121, test 0.184
Epoch 2, step 22, loss 0.043, test 0.186
Epoch 2, step 23, loss 0.008, test 0.191
Epoch 2, step 24, loss 0.002, test 0.197
Epoch 2, step 25, loss 0.019, test 0.189
Epoch 2, step 26, loss 0.000, test 0.189
Epoch 2, step 27, loss 0.231, test 0.188
Epoch 2, step 28, loss 0.006, test 0.188
Epoch 2, step 29, loss 0.010, test 0.189
Epoch 2, step 30, loss 0.000, test 0.189
Epoch 2, step 31, loss 0.259, test 0.187
Epoch 2, step 32, loss 0.383, test 0.177
Epoch 2, step 33, loss 0.086, test 0.206
Epoch 2, step 34, loss 0.005, test 0.211
Epoch 2, step 35, loss 0.017, test 0.214
Epoch 2, step 36, loss 0.005, test 0.218
Epoch 2, step 37, loss 0.005, test 0.220
Epoch 2, step 38, loss 0.051, test 0.212
Epoch 2, step 39, loss 0.136, test 0.213
Epoch 2, step 40, loss 0.143, test 0.214
Epoch 2, step 41, loss 0.057, test 0.203
Epoch 2, step 42, loss 0.018, test 0.201
Epoch 2, step 43, loss 0.008, test 0.201
Epoch 2, step 44, loss 0.388, test 0.197
Epoch 2, step 45, loss 0.192, test 0.197
Epoch 2, step 46, loss 0.615, test 0.201
Epoch 2, step 47, loss 0.014, test 0.205
Epoch 2, step 48, loss 0.034, test 0.206
Epoch 2, step 49, loss 0.019, test 0.207
Epoch 2, step 50, loss 0.020, test 0.211
Epoch 2, step 51, loss 0.368, test 0.224
Epoch 2, step 52, loss 0.066, test 0.224
Epoch 2, step 53, loss 0.220, test 0.223
Epoch 2, step 54, loss 0.004, test 0.221
Epoch 2, step 55, loss 0.295, test 0.219
Epoch 2, step 56, loss 0.002, test 0.218
Epoch 2, step 57, loss 0.484, test 0.153
Epoch 2, step 58, loss 0.040, test 0.136
Epoch 2, step 59, loss 0.447, test 0.131
Epoch 2, step 60, loss 0.747, test 0.128
Epoch 2, step 61, loss 0.468, test 0.124
Epoch 2, step 62, loss 0.339, test 0.123
Epoch 2, step 63, loss 0.131, test 0.116
Epoch 2, step 64, loss 0.464, test 0.118
Epoch 2, step 65, loss 0.048, test 0.116
Epoch 2, step 66, loss 0.054, test 0.115
Epoch 2, step 67, loss 0.490, test 0.145
Epoch 2, step 68, loss 0.005, test 0.162
Epoch 2, step 69, loss 0.308, test 0.191
Epoch 2, step 70, loss 0.001, test 0.200
Epoch 2, step 71, loss 0.241, test 0.201
Epoch 2, step 72, loss 0.234, test 0.167
Epoch 2, step 73, loss 0.051, test 0.156
Epoch 2, step 74, loss 0.489, test 0.148
Epoch 2, step 75, loss 0.003, test 0.146
Epoch 2, step 76, loss 0.292, test 0.110
Epoch 2, step 77, loss 0.009, test 0.106
Epoch 2, step 78, loss 0.261, test 0.097
Epoch 2, step 79, loss 0.002, test 0.095
Epoch 2, step 80, loss 0.030, test 0.095
Epoch 2, step 81, loss 0.099, test 0.096
Epoch 2, step 82, loss 0.055, test 0.098
Epoch 2, step 83, loss 0.144, test 0.114
Epoch 2, step 84, loss 0.125, test 0.121
Epoch 2, step 85, loss 0.001, test 0.122
Epoch 2, step 86, loss 0.062, test 0.122
Epoch 2, step 87, loss 0.013, test 0.122
Epoch 2, step 88, loss 0.053, test 0.124
Epoch 2, step 89, loss 0.029, test 0.125
Epoch 2, step 90, loss 0.010, test 0.126
Epoch 2, step 91, loss 0.008, test 0.126
Epoch 2, step 92, loss 0.010, test 0.127
Epoch 2, step 93, loss 0.140, test 0.127
Epoch 2, step 94, loss 0.171, test 0.118
Epoch 2, step 95, loss 0.019, test 0.119
Epoch 2, step 96, loss 0.082, test 0.113
Epoch 2, step 97, loss 0.362, test 0.117
Epoch 2, step 98, loss 0.005, test 0.118
Epoch 2, step 99, loss 0.070, test 0.118
Epoch 2, step 100, loss 0.458, test 0.105
Epoch 2, step 101, loss 0.448, test 0.101
Epoch 2, step 102, loss 0.015, test 0.100
Epoch 2, step 103, loss 0.636, test 0.099
Epoch 2, step 104, loss 0.058, test 0.102
Epoch 2, step 105, loss 0.026, test 0.102
Epoch 2, step 106, loss 0.024, test 0.103
Epoch 2, step 107, loss 0.056, test 0.101
Epoch 2, step 108, loss 0.048, test 0.101
Epoch 2, step 109, loss 0.000, test 0.101
Epoch 2, step 110, loss 0.639, test 0.100
Epoch 2, step 111, loss 0.144, test 0.167
Epoch 2, step 112, loss 0.003, test 0.189
Epoch 2, step 113, loss 0.095, test 0.204
Epoch 2, step 114, loss 0.112, test 0.218
Epoch 2, step 115, loss 0.006, test 0.223
Epoch 2, step 116, loss 0.418, test 0.190
Epoch 2, step 117, loss 0.039, test 0.184
Epoch 2, step 118, loss 0.459, test 0.200
Epoch 2, step 119, loss 0.005, test 0.202
Epoch 2, step 120, loss 0.080, test 0.205
Epoch 2, step 121, loss 0.104, test 0.197
Epoch 2, step 122, loss 0.179, test 0.199
Epoch 2, step 123, loss 0.103, test 0.197
Epoch 2, step 124, loss 0.167, test 0.189
Epoch 2, step 125, loss 0.001, test 0.189
Epoch 2, step 126, loss 0.163, test 0.198
Epoch 2, step 127, loss 0.001, test 0.198
Epoch 2, step 128, loss 0.055, test 0.197
Epoch 2, step 129, loss 0.003, test 0.197
Epoch 2, step 130, loss 0.317, test 0.188
Epoch 2, step 131, loss 0.016, test 0.188
Epoch 2, step 132, loss 0.356, test 0.192
Epoch 2, step 133, loss 1.201, test 0.204
Epoch 2, step 134, loss 0.081, test 0.197
Epoch 2, step 135, loss 0.003, test 0.198
Epoch 2, step 136, loss 0.254, test 0.187
Epoch 2, step 137, loss 0.918, test 0.171
Epoch 2, step 138, loss 0.001, test 0.168
Epoch 2, step 139, loss 0.033, test 0.204
Epoch 2, step 140, loss 0.254, test 0.221
Epoch 2, step 141, loss 0.292, test 0.218
Epoch 2, step 142, loss 0.024, test 0.213
Epoch 2, step 143, loss 0.014, test 0.213
Epoch 2, step 144, loss 0.005, test 0.222
Epoch 2, step 145, loss 0.572, test 0.191
Epoch 2, step 146, loss 0.504, test 0.200
Epoch 2, step 147, loss 0.008, test 0.205
Epoch 2, step 148, loss 0.005, test 0.204
Epoch 2, step 149, loss 0.004, test 0.207
Epoch 2, step 150, loss 0.005, test 0.208
Epoch 2, step 151, loss 0.077, test 0.211
Epoch 2, step 152, loss 0.248, test 0.208
Epoch 2, step 153, loss 0.017, test 0.204
Epoch 2, step 154, loss 0.021, test 0.238
Epoch 2, step 155, loss 0.555, test 0.195
Epoch 2, step 156, loss 0.006, test 0.193
Epoch 2, step 157, loss 0.026, test 0.189
Epoch 2, step 158, loss 0.002, test 0.188
Epoch 2, step 159, loss 0.060, test 0.189
Epoch 2, step 160, loss 1.114, test 0.143
Epoch 2, step 161, loss 0.034, test 0.140
Epoch 2, step 162, loss 0.026, test 0.124
Epoch 2, step 163, loss 1.353, test 0.405
Epoch 2, step 164, loss 0.316, test 0.483
Epoch 2, step 165, loss 0.095, test 0.492
Epoch 2, step 166, loss 0.371, test 0.476
Epoch 2, step 167, loss 0.085, test 0.490
Epoch 2, step 168, loss 0.000, test 0.495
Epoch 2, step 169, loss 0.129, test 0.491
Epoch 2, step 170, loss 0.013, test 0.493
Epoch 2, step 171, loss 0.242, test 0.424
Epoch 2, step 172, loss 0.119, test 0.409
Epoch 2, step 173, loss 0.049, test 0.406
Epoch 2, step 174, loss 0.368, test 0.335
Epoch 2, step 175, loss 0.009, test 0.325
Epoch 2, step 176, loss 0.098, test 0.313
Epoch 2, step 177, loss 0.434, test 0.318
Epoch 2, step 178, loss 0.007, test 0.315
Epoch 2, step 179, loss 0.088, test 0.309
Epoch 2, step 180, loss 0.075, test 0.310
Epoch 2, step 181, loss 0.075, test 0.305
Epoch 2, step 182, loss 0.000, test 0.304
Epoch 2, step 183, loss 0.135, test 0.319
Epoch 2, step 184, loss 0.066, test 0.330
Epoch 2, step 185, loss 0.287, test 0.338
Epoch 2, step 186, loss 0.090, test 0.329
Epoch 2, step 187, loss 0.084, test 0.301
Epoch 2, step 188, loss 0.056, test 0.302
Epoch 2, step 189, loss 0.101, test 0.258
Epoch 2, step 190, loss 0.006, test 0.252
Epoch 2, step 191, loss 0.009, test 0.248
Epoch 2, step 192, loss 0.006, test 0.246
Epoch 2, step 193, loss 0.006, test 0.244
Epoch 2, step 194, loss 0.141, test 0.265
Epoch 2, step 195, loss 0.251, test 0.242
Epoch 2, step 196, loss 0.222, test 0.248
Epoch 2, step 197, loss 0.715, test 0.194
Epoch 2, step 198, loss 0.731, test 0.207
Epoch 2, step 199, loss 0.027, test 0.216
Epoch 2, step 200, loss 0.196, test 0.209
Epoch 2, step 201, loss 0.271, test 0.207
Epoch 2, step 202, loss 0.013, test 0.209
Epoch 2, step 203, loss 0.034, test 0.201
Epoch 2, step 204, loss 0.165, test 0.202
Epoch 2, step 205, loss 0.000, test 0.200
Epoch 2, step 206, loss 0.013, test 0.200
Epoch 2, step 207, loss 0.084, test 0.195
Epoch 2, step 208, loss 0.036, test 0.189
Epoch 2, step 209, loss 0.125, test 0.185
Epoch 2, step 210, loss 0.054, test 0.185
Epoch 2, step 211, loss 0.045, test 0.183
Epoch 2, step 212, loss 0.037, test 0.181
Epoch 2, step 213, loss 0.335, test 0.180
Epoch 2, step 214, loss 0.012, test 0.178
Epoch 2, step 215, loss 0.042, test 0.175
Epoch 2, step 216, loss 0.001, test 0.175
Epoch 2, step 217, loss 0.232, test 0.183
Epoch 2, step 218, loss 0.003, test 0.185
Epoch 2, step 219, loss 0.096, test 0.184
Epoch 2, step 220, loss 0.149, test 0.182
Epoch 2, step 221, loss 0.087, test 0.181
Epoch 2, step 222, loss 0.025, test 0.175
Epoch 2, step 223, loss 0.053, test 0.173
Epoch 2, step 224, loss 0.208, test 0.172
Epoch 2, step 225, loss 0.167, test 0.158
Epoch 2, step 226, loss 0.123, test 0.165
Epoch 2, step 227, loss 0.121, test 0.159
Epoch 2, step 228, loss 0.029, test 0.146
Epoch 2, step 229, loss 0.835, test 0.501
Epoch 2, step 230, loss 0.045, test 0.590
Epoch 2, step 231, loss 0.004, test 0.659
Epoch 2, step 232, loss 0.164, test 0.533
Epoch 2, step 233, loss 0.020, test 0.485
Epoch 2, step 234, loss 0.000, test 0.478
Epoch 2, step 235, loss 0.000, test 0.473
Epoch 2, step 236, loss 0.145, test 0.478
Epoch 2, step 237, loss 0.024, test 0.487
Epoch 2, step 238, loss 0.072, test 0.467
Epoch 2, step 239, loss 0.062, test 0.446
Epoch 2, step 240, loss 0.080, test 0.449
Epoch 2, step 241, loss 0.003, test 0.452
Epoch 2, step 242, loss 0.008, test 0.450
Epoch 2, step 243, loss 0.025, test 0.454
Epoch 2, step 244, loss 0.269, test 0.365
Epoch 2, step 245, loss 0.395, test 0.386
Epoch 2, step 246, loss 0.372, test 0.377
Epoch 2, step 247, loss 0.021, test 0.378
Epoch 2, step 248, loss 0.015, test 0.380
Epoch 2, step 249, loss 0.538, test 0.393
Epoch 2, step 250, loss 0.037, test 0.384
Epoch 2, step 251, loss 0.130, test 0.346
Epoch 2, step 252, loss 0.162, test 0.334
Epoch 2, step 253, loss 0.096, test 0.325
Epoch 2, step 254, loss 0.008, test 0.324
Epoch 2, step 255, loss 0.236, test 0.276
Epoch 2, step 256, loss 0.090, test 0.264
Epoch 2, step 257, loss 0.334, test 0.233
Epoch 2, step 258, loss 0.233, test 0.155
Epoch 2, step 259, loss 0.221, test 0.148
Epoch 2, step 260, loss 0.048, test 0.133
Epoch 2, step 261, loss 0.018, test 0.126
Epoch 2, step 262, loss 0.087, test 0.125
Epoch 2, step 263, loss 0.157, test 0.143
Epoch 2, step 264, loss 0.028, test 0.143
Epoch 2, step 265, loss 0.012, test 0.139
Epoch 2, step 266, loss 0.115, test 0.160
Epoch 2, step 267, loss 0.117, test 0.159
Epoch 2, step 268, loss 0.088, test 0.157
Epoch 2, step 269, loss 0.071, test 0.155
Epoch 2, step 270, loss 0.070, test 0.142
Epoch 2, step 271, loss 1.077, test 0.125
Epoch 2, step 272, loss 0.071, test 0.118
Epoch 2, step 273, loss 0.073, test 0.100
Epoch 2, step 274, loss 0.033, test 0.099
Epoch 2, step 275, loss 0.001, test 0.097
Epoch 2, step 276, loss 0.215, test 0.113
Epoch 2, step 277, loss 0.488, test 0.140
Epoch 2, step 278, loss 0.258, test 0.150
Epoch 2, step 279, loss 0.104, test 0.158
Epoch 2, step 280, loss 0.013, test 0.154
Epoch 2, step 281, loss 0.000, test 0.155
Epoch 2, step 282, loss 0.074, test 0.152
Epoch 2, step 283, loss 0.136, test 0.143
Epoch 2, step 284, loss 0.769, test 0.086
Epoch 2, step 285, loss 0.029, test 0.084
Epoch 2, step 286, loss 0.183, test 0.098
Epoch 2, step 287, loss 0.086, test 0.099
Epoch 2, step 288, loss 0.117, test 0.085
Epoch 2, step 289, loss 0.197, test 0.084
Epoch 2, step 290, loss 0.020, test 0.083
Epoch 2, step 291, loss 0.001, test 0.083
Epoch 2, step 292, loss 0.105, test 0.083
Epoch 2, step 293, loss 0.365, test 0.082
Epoch 2, step 294, loss 0.000, test 0.083
Epoch 2, step 295, loss 0.000, test 0.083
Epoch 2, step 296, loss 0.008, test 0.080
Epoch 2, step 297, loss 0.001, test 0.080
Epoch 2, step 298, loss 0.000, test 0.079
Epoch 2, step 299, loss 0.000, test 0.079
Epoch 2, step 300, loss 0.078, test 0.080
Epoch 2, step 301, loss 0.182, test 0.082
Epoch 2, step 302, loss 0.348, test 0.076
Epoch 2, step 303, loss 0.053, test 0.078
Epoch 2, step 304, loss 0.132, test 0.081
Epoch 2, step 305, loss 0.628, test 0.091
Epoch 2, step 306, loss 1.540, test 0.111
Epoch 2, step 307, loss 0.161, test 0.125
Epoch 2, step 308, loss 1.785, test 0.081
Epoch 2, step 309, loss 0.002, test 0.081
Epoch 2, step 310, loss 0.001, test 0.081
Epoch 2, step 311, loss 0.099, test 0.080
Epoch 2, step 312, loss 0.016, test 0.080
Epoch 2, step 313, loss 0.069, test 0.081
Epoch 2, step 314, loss 0.103, test 0.080
Epoch 2, step 315, loss 0.047, test 0.082
Epoch 2, step 316, loss 0.324, test 0.078
Epoch 2, step 317, loss 0.094, test 0.078
Epoch 2, step 318, loss 0.020, test 0.078
Epoch 2, step 319, loss 0.000, test 0.078
Epoch 2, step 320, loss 0.001, test 0.078
Epoch 2, step 321, loss 1.074, test 0.074
Epoch 2, step 322, loss 0.524, test 0.077
Epoch 2, step 323, loss 0.001, test 0.077
Epoch 2, step 324, loss 0.079, test 0.077
Epoch 2, step 325, loss 0.156, test 0.083
Epoch 2, step 326, loss 0.056, test 0.086
Epoch 2, step 327, loss 0.000, test 0.087
Epoch 2, step 328, loss 0.048, test 0.095
Epoch 2, step 329, loss 0.196, test 0.090
Epoch 2, step 330, loss 0.017, test 0.092
Epoch 2, step 331, loss 0.048, test 0.102
Epoch 2, step 332, loss 0.227, test 0.106
Epoch 2, step 333, loss 0.067, test 0.113
Epoch 2, step 334, loss 0.207, test 0.123
Epoch 2, step 335, loss 0.099, test 0.118
Epoch 2, step 336, loss 0.074, test 0.120
Epoch 2, step 337, loss 0.172, test 0.123
Epoch 2, step 338, loss 0.096, test 0.130
Epoch 2, step 339, loss 0.027, test 0.135
Epoch 2, step 340, loss 0.009, test 0.138
Epoch 2, step 341, loss 0.511, test 0.094
Epoch 2, step 342, loss 0.081, test 0.078
Epoch 2, step 343, loss 0.098, test 0.076
Epoch 2, step 344, loss 0.334, test 0.330
Epoch 2, step 345, loss 0.002, test 0.435
Epoch 2, step 346, loss 0.008, test 0.499
Epoch 2, step 347, loss 0.263, test 0.401
Epoch 2, step 348, loss 0.002, test 0.396
Epoch 2, step 349, loss 0.301, test 0.329
Epoch 2, step 350, loss 0.193, test 0.312
Epoch 2, step 351, loss 0.137, test 0.302
Epoch 2, step 352, loss 0.011, test 0.299
Epoch 2, step 353, loss 0.053, test 0.300
Epoch 2, step 354, loss 0.589, test 0.168
Epoch 2, step 355, loss 0.010, test 0.152
Epoch 2, step 356, loss 0.001, test 0.146
Epoch 2, step 357, loss 0.117, test 0.146
Epoch 2, step 358, loss 0.005, test 0.144
Epoch 2, step 359, loss 0.031, test 0.139
Epoch 2, step 360, loss 0.235, test 0.141
Epoch 2, step 361, loss 0.000, test 0.141
Epoch 2, step 362, loss 0.075, test 0.183
Epoch 2, step 363, loss 0.067, test 0.189
Epoch 2, step 364, loss 0.303, test 0.154
Epoch 2, step 365, loss 0.324, test 0.145
Epoch 2, step 366, loss 0.187, test 0.136
Epoch 2, step 367, loss 0.019, test 0.126
Epoch 2, step 368, loss 0.140, test 0.126
Epoch 2, step 369, loss 0.031, test 0.119
Epoch 2, step 370, loss 0.269, test 0.130
Epoch 2, step 371, loss 0.037, test 0.128
Epoch 2, step 372, loss 0.031, test 0.119
Epoch 2, step 373, loss 0.221, test 0.122
Epoch 2, step 374, loss 0.241, test 0.130
Epoch 2, step 375, loss 0.076, test 0.128
Epoch 2, step 376, loss 0.127, test 0.131
Epoch 2, step 377, loss 0.172, test 0.123
Epoch 2, step 378, loss 0.033, test 0.128
Epoch 2, step 379, loss 0.004, test 0.130
Epoch 2, step 380, loss 0.184, test 0.122
Epoch 2, step 381, loss 0.007, test 0.121
Epoch 2, step 382, loss 0.006, test 0.120
Epoch 2, step 383, loss 0.181, test 0.114
Epoch 2, step 384, loss 0.115, test 0.106
Epoch 2, step 385, loss 0.255, test 0.083
Epoch 2, step 386, loss 0.008, test 0.081
Epoch 2, step 387, loss 0.570, test 0.084
Epoch 2, step 388, loss 0.047, test 0.083
Epoch 2, step 389, loss 0.164, test 0.083
Epoch 2, step 390, loss 0.003, test 0.083
Epoch 2, step 391, loss 0.137, test 0.105
Epoch 2, step 392, loss 0.325, test 0.114
Epoch 2, step 393, loss 0.604, test 0.214
Epoch 2, step 394, loss 0.199, test 0.243
Epoch 2, step 395, loss 0.009, test 0.250
Epoch 2, step 396, loss 0.005, test 0.257
Epoch 2, step 397, loss 0.089, test 0.264
Epoch 2, step 398, loss 0.149, test 0.275
Epoch 2, step 399, loss 0.007, test 0.280
Epoch 2, step 400, loss 0.473, test 0.098
Epoch 2, step 401, loss 0.492, test 0.086
Epoch 2, step 402, loss 0.167, test 0.083
Epoch 2, step 403, loss 0.028, test 0.084
Epoch 2, step 404, loss 0.038, test 0.084
Epoch 2, step 405, loss 0.024, test 0.084
Epoch 2, step 406, loss 0.008, test 0.084
Epoch 2, step 407, loss 0.036, test 0.084
Epoch 2, step 408, loss 0.011, test 0.084
Epoch 2, step 409, loss 0.085, test 0.086
Epoch 2, step 410, loss 0.000, test 0.087
Epoch 2, step 411, loss 0.197, test 0.088
Epoch 2, step 412, loss 0.213, test 0.088
Epoch 2, step 413, loss 0.266, test 0.089
Epoch 2, step 414, loss 0.009, test 0.090
Epoch 2, step 415, loss 0.006, test 0.091
Epoch 2, step 416, loss 0.279, test 0.094
Epoch 2, step 417, loss 0.043, test 0.094
Epoch 2, step 418, loss 0.050, test 0.099
Epoch 2, step 419, loss 0.055, test 0.101
Epoch 2, step 420, loss 0.033, test 0.101
Epoch 2, step 421, loss 0.394, test 0.104
Epoch 2, step 422, loss 0.001, test 0.105
Epoch 2, step 423, loss 0.003, test 0.106
Epoch 2, step 424, loss 0.466, test 0.101
Epoch 2, step 425, loss 0.003, test 0.103
Epoch 2, step 426, loss 0.060, test 0.094
Epoch 2, step 427, loss 0.001, test 0.093
Epoch 2, step 428, loss 0.317, test 0.091
Epoch 2, step 429, loss 0.127, test 0.089
Epoch 2, step 430, loss 0.239, test 0.089
Epoch 2, step 431, loss 0.095, test 0.090
Epoch 2, step 432, loss 0.118, test 0.092
Epoch 2, step 433, loss 0.035, test 0.097
Epoch 2, step 434, loss 0.126, test 0.091
Epoch 2, step 435, loss 0.000, test 0.091
Epoch 2, step 436, loss 0.262, test 0.107
Epoch 2, step 437, loss 0.446, test 0.110
Epoch 2, step 438, loss 0.020, test 0.115
Epoch 2, step 439, loss 0.204, test 0.119
Epoch 2, step 440, loss 0.176, test 0.139
Epoch 2, step 441, loss 0.073, test 0.136
Epoch 2, step 442, loss 0.436, test 0.145
Epoch 2, step 443, loss 0.133, test 0.146
Epoch 2, step 444, loss 0.016, test 0.151
Epoch 2, step 445, loss 0.146, test 0.159
Epoch 2, step 446, loss 0.008, test 0.160
Epoch 2, step 447, loss 0.086, test 0.160
Epoch 2, step 448, loss 0.008, test 0.161
Epoch 2, step 449, loss 0.140, test 0.178
Epoch 2, step 450, loss 0.075, test 0.188
Epoch 2, step 451, loss 0.069, test 0.187
Epoch 2, step 452, loss 1.113, test 0.205
Epoch 2, step 453, loss 0.000, test 0.203
Epoch 2, step 454, loss 0.152, test 0.214
Epoch 2, step 455, loss 0.062, test 0.215
Epoch 2, step 456, loss 0.090, test 0.222
Epoch 2, step 457, loss 0.422, test 0.126
Epoch 2, step 458, loss 0.069, test 0.118
Epoch 2, step 459, loss 0.049, test 0.115
Epoch 2, step 460, loss 0.066, test 0.114
Epoch 2, step 461, loss 0.208, test 0.117
Epoch 2, step 462, loss 0.138, test 0.117
Epoch 2, step 463, loss 0.148, test 0.120
Epoch 2, step 464, loss 0.282, test 0.120
Epoch 2, step 465, loss 0.001, test 0.121
Epoch 2, step 466, loss 0.028, test 0.121
Epoch 2, step 467, loss 0.007, test 0.121
Epoch 2, step 468, loss 0.218, test 0.119
Epoch 2, step 469, loss 0.082, test 0.124
Epoch 2, step 470, loss 0.078, test 0.131
Epoch 2, step 471, loss 0.002, test 0.133
Epoch 2, step 472, loss 0.318, test 0.153
Epoch 2, step 473, loss 0.084, test 0.164
Epoch 2, step 474, loss 0.309, test 0.159
Epoch 2, step 475, loss 0.140, test 0.158
Epoch 2, step 476, loss 0.243, test 0.180
Epoch 2, step 477, loss 0.013, test 0.191
Epoch 2, step 478, loss 0.077, test 0.201
Epoch 2, step 479, loss 0.012, test 0.201
Epoch 2, step 480, loss 0.026, test 0.206
Epoch 2, step 481, loss 0.000, test 0.207
Epoch 2, step 482, loss 0.016, test 0.206
Epoch 2, step 483, loss 0.027, test 0.203
Epoch 2, step 484, loss 0.195, test 0.154
Epoch 2, step 485, loss 0.325, test 0.119
Epoch 2, step 486, loss 0.320, test 0.135
Epoch 2, step 487, loss 0.826, test 0.153
Epoch 2, step 488, loss 0.002, test 0.166
Epoch 2, step 489, loss 0.054, test 0.170
Epoch 2, step 490, loss 0.003, test 0.173
Epoch 2, step 491, loss 0.044, test 0.173
Epoch 2, step 492, loss 0.038, test 0.172
Epoch 2, step 493, loss 0.227, test 0.131
Epoch 2, step 494, loss 0.116, test 0.118
Epoch 2, step 495, loss 0.083, test 0.116
Epoch 2, step 496, loss 0.001, test 0.115
Epoch 2, step 497, loss 0.033, test 0.115
Epoch 2, step 498, loss 0.079, test 0.117
Epoch 2, step 499, loss 0.011, test 0.116
Epoch 2, step 500, loss 0.159, test 0.115
Epoch 2, step 501, loss 0.015, test 0.116
Epoch 2, step 502, loss 0.153, test 0.117
Epoch 2, step 503, loss 0.318, test 0.120
Epoch 2, step 504, loss 0.262, test 0.121
Epoch 2, step 505, loss 0.419, test 0.127
Epoch 2, step 506, loss 0.248, test 0.127
Epoch 2, step 507, loss 0.008, test 0.128
Epoch 2, step 508, loss 0.347, test 0.129
Epoch 2, step 509, loss 0.067, test 0.130
Epoch 2, step 510, loss 0.012, test 0.130
Epoch 2, step 511, loss 0.558, test 0.131
Epoch 2, step 512, loss 0.019, test 0.132
Epoch 2, step 513, loss 0.264, test 0.108
Epoch 2, step 514, loss 0.003, test 0.105
Epoch 2, step 515, loss 0.172, test 0.107
Epoch 2, step 516, loss 0.015, test 0.107
Epoch 2, step 517, loss 0.031, test 0.107
Epoch 2, step 518, loss 0.181, test 0.109
Epoch 2, step 519, loss 0.080, test 0.113
Epoch 2, step 520, loss 0.149, test 0.119
Epoch 2, step 521, loss 0.015, test 0.124
Epoch 2, step 522, loss 0.003, test 0.130
Epoch 2, step 523, loss 0.079, test 0.129
Epoch 2, step 524, loss 0.366, test 0.132
Epoch 2, step 525, loss 0.073, test 0.134
Epoch 2, step 526, loss 0.240, test 0.136
Epoch 2, step 527, loss 0.003, test 0.139
Epoch 2, step 528, loss 0.000, test 0.140
Epoch 2, step 529, loss 0.006, test 0.139
Epoch 2, step 530, loss 0.173, test 0.133
Epoch 2, step 531, loss 0.384, test 0.124
Epoch 2, step 532, loss 0.006, test 0.116
Epoch 2, step 533, loss 0.327, test 0.107
Epoch 2, step 534, loss 0.502, test 0.105
Epoch 2, step 535, loss 0.218, test 0.093
Epoch 2, step 536, loss 0.088, test 0.093
Epoch 2, step 537, loss 0.000, test 0.093
Epoch 2, step 538, loss 0.009, test 0.093
Epoch 2, step 539, loss 0.201, test 0.096
Epoch 2, step 540, loss 0.006, test 0.096
Epoch 2, step 541, loss 0.119, test 0.098
Epoch 2, step 542, loss 0.078, test 0.102
Epoch 2, step 543, loss 0.006, test 0.104
Epoch 2, step 544, loss 0.280, test 0.130
Epoch 2, step 545, loss 0.004, test 0.138
Epoch 2, step 546, loss 0.043, test 0.142
Epoch 2, step 547, loss 0.097, test 0.164
Epoch 2, step 548, loss 0.096, test 0.227
Epoch 2, step 549, loss 0.155, test 0.219
Epoch 2, step 550, loss 0.312, test 0.249
Epoch 2, step 551, loss 0.041, test 0.244
Epoch 2, step 552, loss 0.015, test 0.242
Epoch 2, step 553, loss 0.027, test 0.218
Epoch 2, step 554, loss 0.059, test 0.239
Epoch 2, step 555, loss 1.198, test 0.259
Epoch 2, step 556, loss 0.000, test 0.264
Epoch 2, step 557, loss 0.013, test 0.267
Epoch 2, step 558, loss 0.165, test 0.254
Epoch 2, step 559, loss 0.027, test 0.272
Epoch 2, step 560, loss 0.147, test 0.278
Epoch 2, step 561, loss 0.006, test 0.281
Epoch 2, step 562, loss 0.434, test 0.289
Epoch 2, step 563, loss 0.000, test 0.290
Epoch 2, step 564, loss 0.035, test 0.299
Epoch 2, step 565, loss 0.443, test 0.312
Epoch 2, step 566, loss 0.315, test 0.321
Epoch 2, step 567, loss 0.559, test 0.315
Epoch 2, step 568, loss 0.002, test 0.316
Epoch 2, step 569, loss 0.000, test 0.316
Epoch 2, step 570, loss 0.065, test 0.312
Epoch 2, step 571, loss 0.007, test 0.310
Epoch 2, step 572, loss 0.399, test 0.299
Epoch 2, step 573, loss 0.014, test 0.305
Epoch 2, step 574, loss 0.094, test 0.301
Epoch 2, step 575, loss 0.001, test 0.299
Epoch 2, step 576, loss 0.011, test 0.304
Epoch 2, step 577, loss 0.016, test 0.278
Epoch 2, step 578, loss 0.000, test 0.274
Epoch 2, step 579, loss 0.005, test 0.260
Epoch 2, step 580, loss 0.069, test 0.254
Epoch 2, step 581, loss 0.017, test 0.250
Epoch 2, step 582, loss 0.007, test 0.251
Epoch 2, step 583, loss 0.167, test 0.255
Epoch 2, step 584, loss 0.088, test 0.259
Epoch 2, step 585, loss 0.090, test 0.275
Epoch 2, step 586, loss 0.021, test 0.299
Epoch 2, step 587, loss 0.217, test 0.293
Epoch 2, step 588, loss 0.000, test 0.295
Epoch 2, step 589, loss 0.027, test 0.305
Epoch 2, step 590, loss 0.120, test 0.255
Epoch 2, step 591, loss 0.004, test 0.252
Epoch 2, step 592, loss 0.285, test 0.181
Epoch 2, step 593, loss 0.163, test 0.178
Epoch 2, step 594, loss 0.173, test 0.177
Epoch 2, step 595, loss 0.066, test 0.172
Epoch 2, step 596, loss 0.004, test 0.164
Epoch 2, step 597, loss 0.001, test 0.159
Epoch 2, step 598, loss 0.218, test 0.160
Epoch 2, step 599, loss 0.554, test 0.126
Epoch 2, step 600, loss 0.298, test 0.118
Epoch 2, step 601, loss 0.184, test 0.110
Epoch 2, step 602, loss 0.032, test 0.108
Epoch 2, step 603, loss 0.059, test 0.106
Epoch 2, step 604, loss 0.019, test 0.105
Epoch 2, step 605, loss 0.012, test 0.105
Epoch 2, step 606, loss 0.069, test 0.144
Epoch 2, step 607, loss 0.020, test 0.136
Epoch 2, step 608, loss 0.033, test 0.138
Epoch 2, step 609, loss 0.024, test 0.144
Epoch 2, step 610, loss 0.522, test 0.125
Epoch 2, step 611, loss 0.114, test 0.130
Epoch 2, step 612, loss 0.001, test 0.130
Epoch 2, step 613, loss 0.032, test 0.132
Epoch 2, step 614, loss 0.002, test 0.134
Epoch 2, step 615, loss 0.105, test 0.128
Epoch 2, step 616, loss 0.009, test 0.122
Epoch 2, step 617, loss 0.248, test 0.119
Epoch 2, step 618, loss 0.003, test 0.120
Epoch 2, step 619, loss 0.636, test 0.114
Epoch 2, step 620, loss 0.017, test 0.115
Epoch 2, step 621, loss 0.009, test 0.114
Epoch 2, step 622, loss 0.175, test 0.113
Epoch 2, step 623, loss 0.096, test 0.114
Epoch 2, step 624, loss 0.033, test 0.121
Epoch 2, step 625, loss 0.189, test 0.114
Epoch 2, step 626, loss 0.282, test 0.125
Epoch 2, step 627, loss 0.000, test 0.127
Epoch 2, step 628, loss 0.085, test 0.149
Epoch 2, step 629, loss 0.031, test 0.161
Epoch 2, step 630, loss 0.014, test 0.159
Epoch 2, step 631, loss 0.042, test 0.161
Epoch 2, step 632, loss 0.076, test 0.143
Epoch 2, step 633, loss 0.116, test 0.142
Epoch 2, step 634, loss 0.000, test 0.142
Epoch 2, step 635, loss 0.182, test 0.137
Epoch 2, step 636, loss 0.041, test 0.135
Epoch 2, step 637, loss 0.028, test 0.136
Epoch 2, step 638, loss 0.001, test 0.136
Epoch 2, step 639, loss 0.017, test 0.133
Epoch 2, step 640, loss 0.015, test 0.133
Epoch 2, step 641, loss 0.273, test 0.144
Epoch 2, step 642, loss 0.039, test 0.135
Epoch 2, step 643, loss 0.007, test 0.134
Epoch 2, step 644, loss 0.000, test 0.134
Epoch 2, step 645, loss 0.131, test 0.135
Epoch 2, step 646, loss 0.330, test 0.132
Epoch 2, step 647, loss 0.289, test 0.099
Epoch 2, step 648, loss 0.001, test 0.096
Epoch 2, step 649, loss 0.013, test 0.093
Epoch 2, step 650, loss 0.000, test 0.092
Epoch 2, step 651, loss 0.021, test 0.093
Epoch 2, step 652, loss 0.119, test 0.093
Epoch 2, step 653, loss 0.033, test 0.092
Epoch 2, step 654, loss 0.061, test 0.092
Epoch 2, step 655, loss 0.094, test 0.092
Epoch 2, step 656, loss 0.005, test 0.090
Epoch 2, step 657, loss 0.036, test 0.092
Epoch 2, step 658, loss 0.022, test 0.093
Epoch 2, step 659, loss 0.095, test 0.094
Epoch 2, step 660, loss 0.009, test 0.095
Epoch 2, step 661, loss 0.000, test 0.095
Epoch 2, step 662, loss 0.006, test 0.094
Epoch 2, step 663, loss 0.035, test 0.095
Epoch 2, step 664, loss 0.093, test 0.090
Epoch 2, step 665, loss 0.022, test 0.090
Epoch 2, step 666, loss 0.173, test 0.085
Epoch 2, step 667, loss 0.136, test 0.092
Epoch 2, step 668, loss 0.215, test 0.098
Epoch 2, step 669, loss 0.236, test 0.096
Epoch 2, step 670, loss 0.128, test 0.094
Epoch 2, step 671, loss 0.022, test 0.092
Epoch 2, step 672, loss 0.677, test 0.089
Epoch 2, step 673, loss 0.120, test 0.133
Epoch 2, step 674, loss 0.002, test 0.159
Epoch 2, step 675, loss 0.047, test 0.173
Epoch 2, step 676, loss 0.641, test 0.185
Epoch 2, step 677, loss 0.001, test 0.189
Epoch 2, step 678, loss 0.292, test 0.204
Epoch 2, step 679, loss 0.261, test 0.204
Epoch 2, step 680, loss 0.011, test 0.199
Epoch 2, step 681, loss 0.273, test 0.272
Epoch 2, step 682, loss 0.040, test 0.273
Epoch 2, step 683, loss 0.179, test 0.229
Epoch 2, step 684, loss 0.021, test 0.230
Epoch 2, step 685, loss 0.464, test 0.267
Epoch 2, step 686, loss 0.000, test 0.270
Epoch 2, step 687, loss 0.048, test 0.264
Epoch 2, step 688, loss 0.005, test 0.266
Epoch 2, step 689, loss 0.208, test 0.225
Epoch 2, step 690, loss 0.010, test 0.213
Epoch 2, step 691, loss 0.033, test 0.200
Epoch 2, step 692, loss 0.133, test 0.193
Epoch 2, step 693, loss 0.066, test 0.180
Epoch 2, step 694, loss 0.005, test 0.177
Epoch 2, step 695, loss 0.056, test 0.170
Epoch 2, step 696, loss 0.139, test 0.162
Epoch 2, step 697, loss 0.408, test 0.089
Epoch 2, step 698, loss 0.018, test 0.096
Epoch 2, step 699, loss 0.012, test 0.103
Epoch 2, step 700, loss 0.001, test 0.107
Epoch 2, step 701, loss 0.008, test 0.108
Epoch 2, step 702, loss 0.026, test 0.110
Epoch 2, step 703, loss 0.012, test 0.111
Epoch 2, step 704, loss 0.024, test 0.111
Epoch 2, step 705, loss 0.153, test 0.101
Epoch 2, step 706, loss 0.011, test 0.100
Epoch 2, step 707, loss 0.102, test 0.098
Epoch 2, step 708, loss 0.017, test 0.098
Epoch 2, step 709, loss 0.045, test 0.092
Epoch 2, step 710, loss 0.017, test 0.093
Epoch 2, step 711, loss 0.058, test 0.092
Epoch 2, step 712, loss 0.008, test 0.092
Epoch 2, step 713, loss 0.062, test 0.092
Epoch 2, step 714, loss 0.007, test 0.093
Epoch 2, step 715, loss 0.018, test 0.094
Epoch 2, step 716, loss 0.226, test 0.093
Epoch 2, step 717, loss 0.054, test 0.098
Epoch 2, step 718, loss 0.122, test 0.091
Epoch 2, step 719, loss 0.010, test 0.091
Epoch 2, step 720, loss 0.103, test 0.092
Epoch 2, step 721, loss 0.125, test 0.110
Epoch 2, step 722, loss 0.102, test 0.114
Epoch 2, step 723, loss 0.079, test 0.116
Epoch 2, step 724, loss 0.026, test 0.114
Epoch 2, step 725, loss 0.299, test 0.114
Epoch 2, step 726, loss 0.030, test 0.114
Epoch 2, step 727, loss 0.008, test 0.114
Epoch 2, step 728, loss 0.200, test 0.126
Epoch 2, step 729, loss 0.506, test 0.131
Epoch 2, step 730, loss 0.000, test 0.133
Epoch 2, step 731, loss 0.378, test 0.130
Epoch 2, step 732, loss 0.306, test 0.110
Epoch 2, step 733, loss 0.149, test 0.122
Epoch 2, step 734, loss 0.068, test 0.121
Epoch 2, step 735, loss 0.066, test 0.120
Epoch 2, step 736, loss 0.081, test 0.178
Epoch 2, step 737, loss 0.004, test 0.189
Epoch 2, step 738, loss 0.335, test 0.208
Epoch 2, step 739, loss 0.067, test 0.193
Epoch 2, step 740, loss 0.212, test 0.177
Epoch 2, step 741, loss 0.198, test 0.172
Epoch 2, step 742, loss 0.561, test 0.147
Epoch 2, step 743, loss 0.000, test 0.143
Epoch 2, step 744, loss 0.033, test 0.142
Epoch 2, step 745, loss 0.060, test 0.142
Epoch 2, step 746, loss 0.547, test 0.150
Epoch 2, step 747, loss 0.152, test 0.153
Epoch 2, step 748, loss 0.001, test 0.153
Epoch 2, step 749, loss 0.281, test 0.163
Epoch 2, step 750, loss 0.001, test 0.164
Epoch 2, step 751, loss 0.273, test 0.168
Epoch 2, step 752, loss 0.020, test 0.172
Epoch 2, step 753, loss 0.101, test 0.171
Epoch 2, step 754, loss 0.130, test 0.167
Epoch 2, step 755, loss 0.011, test 0.172
Epoch 2, step 756, loss 0.001, test 0.172
Epoch 2, step 757, loss 0.149, test 0.175
Epoch 2, step 758, loss 0.011, test 0.178
Epoch 2, step 759, loss 0.040, test 0.172
Epoch 2, step 760, loss 0.022, test 0.178
Epoch 2, step 761, loss 0.036, test 0.176
Epoch 2, step 762, loss 0.166, test 0.173
Epoch 2, step 763, loss 0.051, test 0.178
Epoch 2, step 764, loss 0.000, test 0.179
Epoch 2, step 765, loss 0.000, test 0.179
Epoch 2, step 766, loss 1.198, test 0.307
Epoch 2, step 767, loss 0.102, test 0.346
Epoch 2, step 768, loss 0.002, test 0.361
Epoch 2, step 769, loss 0.004, test 0.372
Epoch 2, step 770, loss 0.008, test 0.384
Epoch 2, step 771, loss 0.036, test 0.385
Epoch 2, step 772, loss 0.031, test 0.363
Epoch 2, step 773, loss 0.184, test 0.365
Epoch 2, step 774, loss 0.119, test 0.385
Epoch 2, step 775, loss 0.032, test 0.374
Epoch 2, step 776, loss 0.009, test 0.377
Epoch 2, step 777, loss 0.212, test 0.362
Epoch 2, step 778, loss 0.936, test 0.349
Epoch 2, step 779, loss 0.042, test 0.363
Epoch 2, step 780, loss 0.021, test 0.351
Epoch 2, step 781, loss 0.026, test 0.327
Epoch 2, step 782, loss 0.195, test 0.317
Epoch 2, step 783, loss 0.002, test 0.313
Epoch 2, step 784, loss 0.003, test 0.311
Epoch 2, step 785, loss 0.063, test 0.307
Epoch 2, step 786, loss 0.001, test 0.306
Epoch 2, step 787, loss 0.000, test 0.304
Epoch 2, step 788, loss 0.110, test 0.284
Epoch 2, step 789, loss 0.013, test 0.264
Epoch 2, step 790, loss 0.004, test 0.259
Epoch 2, step 791, loss 0.016, test 0.258
Epoch 2, step 792, loss 0.028, test 0.242
Epoch 2, step 793, loss 0.012, test 0.236
Epoch 2, step 794, loss 0.053, test 0.253
Epoch 2, step 795, loss 0.024, test 0.266
Epoch 2, step 796, loss 0.171, test 0.294
Epoch 2, step 797, loss 0.012, test 0.291
Epoch 2, step 798, loss 0.034, test 0.291
Epoch 2, step 799, loss 0.012, test 0.287
Epoch 2, step 800, loss 0.016, test 0.283
Epoch 2, step 801, loss 0.109, test 0.280
Epoch 2, step 802, loss 0.499, test 0.263
Epoch 2, step 803, loss 0.132, test 0.224
Epoch 2, step 804, loss 0.090, test 0.226
Epoch 2, step 805, loss 0.000, test 0.224
Epoch 2, step 806, loss 0.057, test 0.237
Epoch 2, step 807, loss 0.375, test 0.243
Epoch 2, step 808, loss 0.101, test 0.247
Epoch 2, step 809, loss 0.027, test 0.247
Epoch 2, step 810, loss 0.039, test 0.248
Epoch 2, step 811, loss 0.000, test 0.249
Epoch 2, step 812, loss 0.063, test 0.252
Epoch 2, step 813, loss 0.004, test 0.253
Epoch 2, step 814, loss 0.016, test 0.242
Epoch 2, step 815, loss 0.002, test 0.243
Epoch 2, step 816, loss 0.484, test 0.234
Epoch 2, step 817, loss 0.125, test 0.222
Epoch 2, step 818, loss 0.031, test 0.217
Epoch 2, step 819, loss 0.129, test 0.204
Epoch 2, step 820, loss 0.051, test 0.212
Epoch 2, step 821, loss 0.091, test 0.209
Epoch 2, step 822, loss 0.030, test 0.212
Epoch 2, step 823, loss 0.126, test 0.214
Epoch 2, step 824, loss 0.047, test 0.211
Epoch 2, step 825, loss 0.094, test 0.212
Epoch 2, step 826, loss 0.304, test 0.216
Epoch 2, step 827, loss 0.051, test 0.230
Epoch 2, step 828, loss 0.042, test 0.225
Epoch 2, step 829, loss 0.016, test 0.223
Epoch 2, step 830, loss 0.137, test 0.217
Epoch 2, step 831, loss 0.305, test 0.169
Epoch 2, step 832, loss 0.014, test 0.163
Epoch 2, step 833, loss 0.193, test 0.166
Epoch 2, step 834, loss 0.006, test 0.165
Epoch 2, step 835, loss 0.025, test 0.167
Epoch 2, step 836, loss 0.061, test 0.171
Epoch 2, step 837, loss 0.165, test 0.169
Epoch 2, step 838, loss 0.048, test 0.183
Epoch 2, step 839, loss 0.061, test 0.181
Epoch 2, step 840, loss 0.248, test 0.203
Epoch 2, step 841, loss 0.023, test 0.204
Epoch 2, step 842, loss 0.006, test 0.207
Epoch 2, step 843, loss 0.106, test 0.204
Epoch 2, step 844, loss 0.650, test 0.210
Epoch 2, step 845, loss 0.253, test 0.208
Epoch 2, step 846, loss 0.232, test 0.211
Epoch 2, step 847, loss 0.468, test 0.216
Epoch 2, step 848, loss 1.038, test 0.180
Epoch 2, step 849, loss 0.133, test 0.172
Epoch 2, step 850, loss 0.048, test 0.175
Epoch 2, step 851, loss 0.039, test 0.193
Epoch 2, step 852, loss 0.104, test 0.179
Epoch 2, step 853, loss 0.064, test 0.165
Epoch 2, step 854, loss 0.309, test 0.121
Epoch 2, step 855, loss 0.014, test 0.115
Epoch 2, step 856, loss 0.078, test 0.112
Epoch 2, step 857, loss 0.020, test 0.110
Epoch 2, step 858, loss 0.000, test 0.109
Epoch 2, step 859, loss 0.076, test 0.111
Epoch 2, step 860, loss 0.051, test 0.114
Epoch 2, step 861, loss 0.001, test 0.112
Epoch 2, step 862, loss 0.033, test 0.112
Epoch 2, step 863, loss 0.015, test 0.112
Epoch 2, step 864, loss 0.074, test 0.112
Epoch 2, step 865, loss 0.004, test 0.108
Epoch 2, step 866, loss 0.061, test 0.104
Epoch 2, step 867, loss 0.067, test 0.103
Epoch 2, step 868, loss 0.004, test 0.102
Epoch 2, step 869, loss 0.085, test 0.103
Epoch 2, step 870, loss 0.008, test 0.104
Epoch 2, step 871, loss 0.002, test 0.104
Epoch 2, step 872, loss 0.001, test 0.104
Epoch 2, step 873, loss 0.218, test 0.105
Epoch 2, step 874, loss 0.179, test 0.104
Epoch 2, step 875, loss 0.005, test 0.104
Epoch 2, step 876, loss 0.089, test 0.116
Epoch 2, step 877, loss 0.097, test 0.120
Epoch 2, step 878, loss 0.059, test 0.112
Epoch 2, step 879, loss 0.394, test 0.117
Epoch 2, step 880, loss 0.080, test 0.119
Epoch 2, step 881, loss 0.001, test 0.115
Epoch 2, step 882, loss 0.010, test 0.115
Epoch 2, step 883, loss 0.008, test 0.110
Epoch 2, step 884, loss 0.046, test 0.109
Epoch 2, step 885, loss 0.268, test 0.109
Epoch 2, step 886, loss 0.037, test 0.112
Epoch 2, step 887, loss 0.030, test 0.111
Epoch 2, step 888, loss 0.772, test 0.112
Epoch 2, step 889, loss 0.008, test 0.111
Epoch 2, step 890, loss 0.139, test 0.109
Epoch 2, step 891, loss 0.043, test 0.115
Epoch 2, step 892, loss 0.291, test 0.123
Epoch 2, step 893, loss 0.262, test 0.120
Epoch 2, step 894, loss 0.344, test 0.130
Epoch 2, step 895, loss 0.144, test 0.141
Epoch 2, step 896, loss 0.252, test 0.146
Epoch 2, step 897, loss 0.023, test 0.112
Epoch 2, step 898, loss 0.002, test 0.109
Epoch 2, step 899, loss 0.188, test 0.108
Epoch 2, step 900, loss 0.694, test 0.129
Epoch 2, step 901, loss 0.003, test 0.135
Epoch 2, step 902, loss 0.428, test 0.140
Epoch 2, step 903, loss 0.070, test 0.133
Epoch 2, step 904, loss 0.054, test 0.130
Epoch 2, step 905, loss 0.158, test 0.100
Epoch 2, step 906, loss 0.016, test 0.098
Epoch 2, step 907, loss 0.002, test 0.098
Epoch 2, step 908, loss 0.108, test 0.099
Epoch 2, step 909, loss 0.052, test 0.099
Epoch 2, step 910, loss 0.124, test 0.097
Epoch 2, step 911, loss 0.096, test 0.111
Epoch 2, step 912, loss 0.012, test 0.117
Epoch 2, step 913, loss 0.881, test 0.400
Epoch 2, step 914, loss 0.015, test 0.534
Epoch 2, step 915, loss 0.125, test 0.631
Epoch 2, step 916, loss 0.018, test 0.684
Epoch 2, step 917, loss 0.000, test 0.710
Epoch 2, step 918, loss 0.026, test 0.717
Epoch 2, step 919, loss 0.002, test 0.715
Epoch 2, step 920, loss 0.077, test 0.632
Epoch 2, step 921, loss 0.000, test 0.619
Epoch 2, step 922, loss 0.085, test 0.585
Epoch 2, step 923, loss 1.148, test 0.279
Epoch 2, step 924, loss 0.002, test 0.241
Epoch 2, step 925, loss 0.074, test 0.229
Epoch 2, step 926, loss 0.093, test 0.227
Epoch 2, step 927, loss 0.004, test 0.222
Epoch 2, step 928, loss 0.000, test 0.219
Epoch 2, step 929, loss 0.135, test 0.232
Epoch 2, step 930, loss 0.222, test 0.105
Epoch 2, step 931, loss 0.006, test 0.095
Epoch 2, step 932, loss 0.570, test 0.087
Epoch 2, step 933, loss 0.053, test 0.090
Epoch 2, step 934, loss 0.209, test 0.086
Epoch 2, step 935, loss 0.124, test 0.100
Epoch 2, step 936, loss 0.001, test 0.102
Epoch 2, step 937, loss 0.078, test 0.106
Epoch 2, step 938, loss 0.232, test 0.100
Epoch 2, step 939, loss 0.126, test 0.103
Epoch 2, step 940, loss 0.014, test 0.091
Epoch 2, step 941, loss 0.003, test 0.089
Epoch 2, step 942, loss 0.262, test 0.071
Epoch 2, step 943, loss 0.071, test 0.074
Epoch 2, step 944, loss 0.011, test 0.076
Epoch 2, step 945, loss 0.060, test 0.081
Epoch 2, step 946, loss 0.129, test 0.094
Epoch 2, step 947, loss 0.164, test 0.084
Epoch 2, step 948, loss 0.025, test 0.084
Epoch 2, step 949, loss 0.037, test 0.085
Epoch 2, step 950, loss 0.003, test 0.086
Epoch 2, step 951, loss 0.088, test 0.087
Epoch 2, step 952, loss 0.041, test 0.093
Epoch 2, step 953, loss 0.200, test 0.085
Epoch 2, step 954, loss 0.062, test 0.086
Epoch 2, step 955, loss 0.010, test 0.085
Epoch 2, step 956, loss 0.284, test 0.087
Epoch 2, step 957, loss 0.004, test 0.088
Epoch 2, step 958, loss 0.024, test 0.088
Epoch 2, step 959, loss 0.018, test 0.085
Epoch 2, step 960, loss 0.208, test 0.081
Epoch 2, step 961, loss 0.221, test 0.074
Epoch 2, step 962, loss 0.065, test 0.074
Epoch 2, step 963, loss 0.023, test 0.074
Epoch 2, step 964, loss 0.023, test 0.076
Epoch 2, step 965, loss 0.005, test 0.076
Epoch 2, step 966, loss 0.011, test 0.077
Epoch 2, step 967, loss 0.095, test 0.076
Epoch 2, step 968, loss 0.001, test 0.076
Epoch 2, step 969, loss 0.073, test 0.075
Epoch 2, step 970, loss 0.235, test 0.078
Epoch 2, step 971, loss 0.043, test 0.079
Epoch 2, step 972, loss 0.000, test 0.079
Epoch 2, step 973, loss 0.219, test 0.082
Epoch 2, step 974, loss 0.041, test 0.081
Epoch 2, step 975, loss 0.014, test 0.081
Epoch 2, step 976, loss 0.000, test 0.081
Epoch 2, step 977, loss 0.238, test 0.099
Epoch 2, step 978, loss 0.078, test 0.109
Epoch 2, step 979, loss 0.097, test 0.111
Epoch 2, step 980, loss 0.134, test 0.111
Epoch 2, step 981, loss 0.142, test 0.116
Epoch 2, step 982, loss 0.006, test 0.115
Epoch 2, step 983, loss 0.109, test 0.131
Epoch 2, step 984, loss 0.000, test 0.134
Epoch 2, step 985, loss 0.046, test 0.129
Epoch 2, step 986, loss 0.134, test 0.114
Epoch 2, step 987, loss 0.012, test 0.111
Epoch 2, step 988, loss 0.021, test 0.110
Epoch 2, step 989, loss 0.092, test 0.119
Epoch 2, step 990, loss 0.082, test 0.121
Epoch 2, step 991, loss 0.198, test 0.112
Epoch 2, step 992, loss 0.040, test 0.116
Epoch 2, step 993, loss 0.041, test 0.119
Epoch 2, step 994, loss 0.032, test 0.120
Epoch 2, step 995, loss 0.011, test 0.121
Epoch 2, step 996, loss 0.113, test 0.122
Epoch 2, step 997, loss 0.067, test 0.122
Epoch 2, step 998, loss 0.161, test 0.123
Epoch 2, step 999, loss 0.077, test 0.124
Epoch 3, step 0, loss 0.070, test 0.124
Epoch 3, step 1, loss 0.130, test 0.125
Epoch 3, step 2, loss 0.134, test 0.122
Epoch 3, step 3, loss 0.280, test 0.095
Epoch 3, step 4, loss 0.110, test 0.093
Epoch 3, step 5, loss 0.001, test 0.093
Epoch 3, step 6, loss 0.005, test 0.093
Epoch 3, step 7, loss 0.262, test 0.093
Epoch 3, step 8, loss 0.077, test 0.093
Epoch 3, step 9, loss 0.083, test 0.091
Epoch 3, step 10, loss 0.024, test 0.091
Epoch 3, step 11, loss 0.184, test 0.093
Epoch 3, step 12, loss 0.089, test 0.093
Epoch 3, step 13, loss 0.172, test 0.095
Epoch 3, step 14, loss 0.015, test 0.096
Epoch 3, step 15, loss 0.186, test 0.102
Epoch 3, step 16, loss 0.283, test 0.110
Epoch 3, step 17, loss 0.187, test 0.104
Epoch 3, step 18, loss 0.192, test 0.077
Epoch 3, step 19, loss 0.057, test 0.079
Epoch 3, step 20, loss 0.042, test 0.081
Epoch 3, step 21, loss 0.064, test 0.081
Epoch 3, step 22, loss 0.322, test 0.084
Epoch 3, step 23, loss 0.009, test 0.091
Epoch 3, step 24, loss 0.000, test 0.092
Epoch 3, step 25, loss 0.022, test 0.094
Epoch 3, step 26, loss 0.213, test 0.093
Epoch 3, step 27, loss 0.001, test 0.093
Epoch 3, step 28, loss 0.082, test 0.095
Epoch 3, step 29, loss 0.105, test 0.105
Epoch 3, step 30, loss 0.556, test 0.109
Epoch 3, step 31, loss 0.068, test 0.114
Epoch 3, step 32, loss 0.217, test 0.117
Epoch 3, step 33, loss 0.022, test 0.106
Epoch 3, step 34, loss 0.182, test 0.097
Epoch 3, step 35, loss 0.362, test 0.093
Epoch 3, step 36, loss 0.016, test 0.092
Epoch 3, step 37, loss 0.411, test 0.095
Epoch 3, step 38, loss 0.009, test 0.103
Epoch 3, step 39, loss 0.755, test 0.098
Epoch 3, step 40, loss 0.007, test 0.098
Epoch 3, step 41, loss 0.118, test 0.095
Epoch 3, step 42, loss 0.069, test 0.096
Epoch 3, step 43, loss 0.026, test 0.095
Epoch 3, step 44, loss 0.527, test 0.089
Epoch 3, step 45, loss 0.010, test 0.087
Epoch 3, step 46, loss 0.081, test 0.084
Epoch 3, step 47, loss 0.306, test 0.075
Epoch 3, step 48, loss 0.077, test 0.087
Epoch 3, step 49, loss 0.062, test 0.095
Epoch 3, step 50, loss 0.074, test 0.100
Epoch 3, step 51, loss 0.008, test 0.102
Epoch 3, step 52, loss 0.123, test 0.108
Epoch 3, step 53, loss 0.004, test 0.110
Epoch 3, step 54, loss 0.108, test 0.113
Epoch 3, step 55, loss 0.145, test 0.117
Epoch 3, step 56, loss 0.186, test 0.128
Epoch 3, step 57, loss 0.423, test 0.098
Epoch 3, step 58, loss 0.017, test 0.094
Epoch 3, step 59, loss 0.488, test 0.097
Epoch 3, step 60, loss 0.159, test 0.089
Epoch 3, step 61, loss 0.099, test 0.091
Epoch 3, step 62, loss 0.253, test 0.088
Epoch 3, step 63, loss 0.265, test 0.091
Epoch 3, step 64, loss 0.012, test 0.092
Epoch 3, step 65, loss 0.728, test 0.087
Epoch 3, step 66, loss 0.106, test 0.090
Epoch 3, step 67, loss 0.156, test 0.081
Epoch 3, step 68, loss 0.040, test 0.082
Epoch 3, step 69, loss 0.076, test 0.082
Epoch 3, step 70, loss 0.615, test 0.082
Epoch 3, step 71, loss 0.296, test 0.082
Epoch 3, step 72, loss 0.262, test 0.083
Epoch 3, step 73, loss 0.015, test 0.084
Epoch 3, step 74, loss 0.015, test 0.084
Epoch 3, step 75, loss 0.006, test 0.083
Epoch 3, step 76, loss 0.494, test 0.082
Epoch 3, step 77, loss 0.200, test 0.081
Epoch 3, step 78, loss 0.136, test 0.078
Epoch 3, step 79, loss 0.173, test 0.079
Epoch 3, step 80, loss 0.101, test 0.078
Epoch 3, step 81, loss 0.175, test 0.078
Epoch 3, step 82, loss 0.214, test 0.079
Epoch 3, step 83, loss 0.732, test 0.096
Epoch 3, step 84, loss 0.341, test 0.101
Epoch 3, step 85, loss 0.445, test 0.108
Epoch 3, step 86, loss 0.003, test 0.110
Epoch 3, step 87, loss 0.343, test 0.108
Epoch 3, step 88, loss 0.577, test 0.096
Epoch 3, step 89, loss 0.134, test 0.096
Epoch 3, step 90, loss 0.223, test 0.100
Epoch 3, step 91, loss 0.055, test 0.104
Epoch 3, step 92, loss 0.000, test 0.105
Epoch 3, step 93, loss 0.547, test 0.104
Epoch 3, step 94, loss 0.003, test 0.107
Epoch 3, step 95, loss 0.033, test 0.106
Epoch 3, step 96, loss 0.000, test 0.106
Epoch 3, step 97, loss 0.069, test 0.106
Epoch 3, step 98, loss 0.369, test 0.108
Epoch 3, step 99, loss 0.021, test 0.109
Epoch 3, step 100, loss 0.381, test 0.108
Epoch 3, step 101, loss 0.009, test 0.101
Epoch 3, step 102, loss 0.092, test 0.097
Epoch 3, step 103, loss 0.004, test 0.095
Epoch 3, step 104, loss 0.092, test 0.094
Epoch 3, step 105, loss 0.051, test 0.093
Epoch 3, step 106, loss 0.177, test 0.092
Epoch 3, step 107, loss 0.038, test 0.098
Epoch 3, step 108, loss 0.029, test 0.102
Epoch 3, step 109, loss 0.014, test 0.114
Epoch 3, step 110, loss 0.107, test 0.123
Epoch 3, step 111, loss 0.018, test 0.123
Epoch 3, step 112, loss 0.460, test 0.118
Epoch 3, step 113, loss 0.262, test 0.095
Epoch 3, step 114, loss 0.007, test 0.092
Epoch 3, step 115, loss 0.004, test 0.090
Epoch 3, step 116, loss 0.295, test 0.105
Epoch 3, step 117, loss 0.104, test 0.109
Epoch 3, step 118, loss 0.000, test 0.111
Epoch 3, step 119, loss 0.183, test 0.110
Epoch 3, step 120, loss 0.003, test 0.110
Epoch 3, step 121, loss 0.015, test 0.110
Epoch 3, step 122, loss 0.309, test 0.099
Epoch 3, step 123, loss 0.007, test 0.098
Epoch 3, step 124, loss 0.260, test 0.097
Epoch 3, step 125, loss 0.129, test 0.112
Epoch 3, step 126, loss 0.001, test 0.115
Epoch 3, step 127, loss 0.183, test 0.116
Epoch 3, step 128, loss 0.026, test 0.120
Epoch 3, step 129, loss 0.164, test 0.113
Epoch 3, step 130, loss 0.270, test 0.111
Epoch 3, step 131, loss 0.142, test 0.108
Epoch 3, step 132, loss 0.008, test 0.102
Epoch 3, step 133, loss 0.338, test 0.194
Epoch 3, step 134, loss 0.168, test 0.178
Epoch 3, step 135, loss 0.125, test 0.193
Epoch 3, step 136, loss 0.054, test 0.196
Epoch 3, step 137, loss 0.000, test 0.198
Epoch 3, step 138, loss 0.033, test 0.201
Epoch 3, step 139, loss 0.003, test 0.200
Epoch 3, step 140, loss 0.561, test 0.137
Epoch 3, step 141, loss 0.016, test 0.130
Epoch 3, step 142, loss 0.123, test 0.126
Epoch 3, step 143, loss 0.002, test 0.125
Epoch 3, step 144, loss 0.345, test 0.145
Epoch 3, step 145, loss 0.039, test 0.144
Epoch 3, step 146, loss 0.002, test 0.146
Epoch 3, step 147, loss 0.004, test 0.146
Epoch 3, step 148, loss 0.013, test 0.146
Epoch 3, step 149, loss 0.029, test 0.150
Epoch 3, step 150, loss 0.099, test 0.191
Epoch 3, step 151, loss 0.032, test 0.208
Epoch 3, step 152, loss 0.031, test 0.204
Epoch 3, step 153, loss 0.043, test 0.179
Epoch 3, step 154, loss 0.042, test 0.177
Epoch 3, step 155, loss 0.052, test 0.178
Epoch 3, step 156, loss 0.160, test 0.172
Epoch 3, step 157, loss 0.007, test 0.172
Epoch 3, step 158, loss 0.446, test 0.125
Epoch 3, step 159, loss 0.005, test 0.118
Epoch 3, step 160, loss 0.029, test 0.109
Epoch 3, step 161, loss 0.009, test 0.107
Epoch 3, step 162, loss 0.207, test 0.119
Epoch 3, step 163, loss 0.044, test 0.117
Epoch 3, step 164, loss 0.021, test 0.118
Epoch 3, step 165, loss 0.146, test 0.116
Epoch 3, step 166, loss 0.001, test 0.116
Epoch 3, step 167, loss 0.004, test 0.116
Epoch 3, step 168, loss 0.040, test 0.117
Epoch 3, step 169, loss 0.020, test 0.118
Epoch 3, step 170, loss 0.011, test 0.119
Epoch 3, step 171, loss 0.157, test 0.127
Epoch 3, step 172, loss 0.008, test 0.128
Epoch 3, step 173, loss 0.020, test 0.137
Epoch 3, step 174, loss 0.062, test 0.141
Epoch 3, step 175, loss 0.253, test 0.141
Epoch 3, step 176, loss 0.500, test 0.144
Epoch 3, step 177, loss 0.004, test 0.145
Epoch 3, step 178, loss 0.044, test 0.147
Epoch 3, step 179, loss 0.000, test 0.148
Epoch 3, step 180, loss 0.104, test 0.143
Epoch 3, step 181, loss 0.007, test 0.143
Epoch 3, step 182, loss 0.229, test 0.166
Epoch 3, step 183, loss 0.311, test 0.173
Epoch 3, step 184, loss 0.003, test 0.183
Epoch 3, step 185, loss 0.213, test 0.151
Epoch 3, step 186, loss 0.181, test 0.080
Epoch 3, step 187, loss 0.175, test 0.077
Epoch 3, step 188, loss 0.066, test 0.076
Epoch 3, step 189, loss 0.552, test 0.077
Epoch 3, step 190, loss 0.000, test 0.078
Epoch 3, step 191, loss 0.001, test 0.078
Epoch 3, step 192, loss 0.431, test 0.077
Epoch 3, step 193, loss 0.007, test 0.076
Epoch 3, step 194, loss 0.262, test 0.075
Epoch 3, step 195, loss 0.010, test 0.075
Epoch 3, step 196, loss 0.122, test 0.076
Epoch 3, step 197, loss 0.374, test 0.076
Epoch 3, step 198, loss 0.183, test 0.077
Epoch 3, step 199, loss 0.031, test 0.077
Epoch 3, step 200, loss 0.742, test 0.076
Epoch 3, step 201, loss 0.001, test 0.076
Epoch 3, step 202, loss 0.289, test 0.076
Epoch 3, step 203, loss 0.024, test 0.076
Epoch 3, step 204, loss 0.031, test 0.077
Epoch 3, step 205, loss 0.173, test 0.077
Epoch 3, step 206, loss 0.170, test 0.077
Epoch 3, step 207, loss 0.002, test 0.078
Epoch 3, step 208, loss 0.005, test 0.078
Epoch 3, step 209, loss 0.367, test 0.083
Epoch 3, step 210, loss 0.376, test 0.084
Epoch 3, step 211, loss 0.022, test 0.085
Epoch 3, step 212, loss 0.070, test 0.086
Epoch 3, step 213, loss 0.058, test 0.086
Epoch 3, step 214, loss 0.001, test 0.086
Epoch 3, step 215, loss 0.016, test 0.088
Epoch 3, step 216, loss 0.524, test 0.089
Epoch 3, step 217, loss 0.287, test 0.127
Epoch 3, step 218, loss 0.044, test 0.138
Epoch 3, step 219, loss 0.331, test 0.140
Epoch 3, step 220, loss 0.041, test 0.155
Epoch 3, step 221, loss 0.075, test 0.144
Epoch 3, step 222, loss 0.041, test 0.152
Epoch 3, step 223, loss 0.038, test 0.185
Epoch 3, step 224, loss 0.003, test 0.190
Epoch 3, step 225, loss 0.003, test 0.197
Epoch 3, step 226, loss 0.078, test 0.212
Epoch 3, step 227, loss 0.274, test 0.202
Epoch 3, step 228, loss 0.000, test 0.201
Epoch 3, step 229, loss 0.021, test 0.202
Epoch 3, step 230, loss 0.349, test 0.184
Epoch 3, step 231, loss 0.024, test 0.180
Epoch 3, step 232, loss 0.386, test 0.189
Epoch 3, step 233, loss 0.039, test 0.152
Epoch 3, step 234, loss 0.362, test 0.143
Epoch 3, step 235, loss 0.167, test 0.155
Epoch 3, step 236, loss 0.007, test 0.160
Epoch 3, step 237, loss 0.012, test 0.162
Epoch 3, step 238, loss 0.000, test 0.163
Epoch 3, step 239, loss 0.267, test 0.170
Epoch 3, step 240, loss 0.045, test 0.178
Epoch 3, step 241, loss 0.081, test 0.176
Epoch 3, step 242, loss 0.011, test 0.175
Epoch 3, step 243, loss 0.245, test 0.180
Epoch 3, step 244, loss 0.055, test 0.176
Epoch 3, step 245, loss 0.123, test 0.173
Epoch 3, step 246, loss 0.060, test 0.174
Epoch 3, step 247, loss 0.449, test 0.086
Epoch 3, step 248, loss 0.009, test 0.078
Epoch 3, step 249, loss 0.015, test 0.076
Epoch 3, step 250, loss 0.014, test 0.074
Epoch 3, step 251, loss 0.079, test 0.073
Epoch 3, step 252, loss 0.207, test 0.073
Epoch 3, step 253, loss 0.000, test 0.073
Epoch 3, step 254, loss 0.133, test 0.073
Epoch 3, step 255, loss 0.000, test 0.073
Epoch 3, step 256, loss 0.025, test 0.073
Epoch 3, step 257, loss 0.121, test 0.076
Epoch 3, step 258, loss 0.007, test 0.076
Epoch 3, step 259, loss 0.058, test 0.076
Epoch 3, step 260, loss 0.054, test 0.074
Epoch 3, step 261, loss 0.049, test 0.073
Epoch 3, step 262, loss 0.077, test 0.074
Epoch 3, step 263, loss 0.135, test 0.074
Epoch 3, step 264, loss 0.055, test 0.073
Epoch 3, step 265, loss 0.316, test 0.078
Epoch 3, step 266, loss 0.577, test 0.078
Epoch 3, step 267, loss 0.098, test 0.078
Epoch 3, step 268, loss 0.211, test 0.081
Epoch 3, step 269, loss 0.049, test 0.080
Epoch 3, step 270, loss 0.097, test 0.080
Epoch 3, step 271, loss 0.000, test 0.080
Epoch 3, step 272, loss 0.194, test 0.079
Epoch 3, step 273, loss 0.085, test 0.077
Epoch 3, step 274, loss 0.062, test 0.076
Epoch 3, step 275, loss 0.000, test 0.076
Epoch 3, step 276, loss 0.600, test 0.078
Epoch 3, step 277, loss 0.000, test 0.079
Epoch 3, step 278, loss 0.149, test 0.082
Epoch 3, step 279, loss 0.213, test 0.085
Epoch 3, step 280, loss 0.016, test 0.085
Epoch 3, step 281, loss 0.188, test 0.084
Epoch 3, step 282, loss 0.045, test 0.083
Epoch 3, step 283, loss 0.055, test 0.084
Epoch 3, step 284, loss 0.282, test 0.082
Epoch 3, step 285, loss 0.002, test 0.082
Epoch 3, step 286, loss 0.344, test 0.092
Epoch 3, step 287, loss 0.000, test 0.094
Epoch 3, step 288, loss 0.011, test 0.096
Epoch 3, step 289, loss 0.239, test 0.095
Epoch 3, step 290, loss 0.289, test 0.099
Epoch 3, step 291, loss 0.130, test 0.103
Epoch 3, step 292, loss 0.001, test 0.104
Epoch 3, step 293, loss 0.015, test 0.106
Epoch 3, step 294, loss 0.006, test 0.106
Epoch 3, step 295, loss 0.191, test 0.113
Epoch 3, step 296, loss 0.136, test 0.117
Epoch 3, step 297, loss 0.001, test 0.119
Epoch 3, step 298, loss 0.220, test 0.143
Epoch 3, step 299, loss 0.546, test 0.111
Epoch 3, step 300, loss 0.157, test 0.119
Epoch 3, step 301, loss 0.023, test 0.112
Epoch 3, step 302, loss 0.138, test 0.102
Epoch 3, step 303, loss 0.001, test 0.101
Epoch 3, step 304, loss 0.083, test 0.098
Epoch 3, step 305, loss 0.192, test 0.093
Epoch 3, step 306, loss 0.041, test 0.101
Epoch 3, step 307, loss 0.303, test 0.097
Epoch 3, step 308, loss 0.025, test 0.096
Epoch 3, step 309, loss 0.061, test 0.099
Epoch 3, step 310, loss 0.002, test 0.100
Epoch 3, step 311, loss 0.366, test 0.105
Epoch 3, step 312, loss 0.015, test 0.105
Epoch 3, step 313, loss 0.011, test 0.105
Epoch 3, step 314, loss 0.016, test 0.103
Epoch 3, step 315, loss 0.033, test 0.120
Epoch 3, step 316, loss 0.460, test 0.129
Epoch 3, step 317, loss 0.919, test 0.228
Epoch 3, step 318, loss 0.029, test 0.298
Epoch 3, step 319, loss 0.001, test 0.342
Epoch 3, step 320, loss 0.101, test 0.351
Epoch 3, step 321, loss 0.092, test 0.300
Epoch 3, step 322, loss 0.046, test 0.247
Epoch 3, step 323, loss 0.001, test 0.238
Epoch 3, step 324, loss 0.176, test 0.238
Epoch 3, step 325, loss 0.087, test 0.226
Epoch 3, step 326, loss 0.117, test 0.221
Epoch 3, step 327, loss 0.625, test 0.183
Epoch 3, step 328, loss 0.098, test 0.130
Epoch 3, step 329, loss 0.035, test 0.121
Epoch 3, step 330, loss 0.001, test 0.117
Epoch 3, step 331, loss 0.036, test 0.114
Epoch 3, step 332, loss 0.071, test 0.108
Epoch 3, step 333, loss 0.034, test 0.108
Epoch 3, step 334, loss 0.059, test 0.111
Epoch 3, step 335, loss 0.011, test 0.110
Epoch 3, step 336, loss 0.043, test 0.115
Epoch 3, step 337, loss 0.065, test 0.126
Epoch 3, step 338, loss 0.027, test 0.137
Epoch 3, step 339, loss 0.019, test 0.140
Epoch 3, step 340, loss 0.396, test 0.144
Epoch 3, step 341, loss 0.024, test 0.151
Epoch 3, step 342, loss 0.206, test 0.139
Epoch 3, step 343, loss 0.035, test 0.160
Epoch 3, step 344, loss 0.008, test 0.164
Epoch 3, step 345, loss 0.188, test 0.163
Epoch 3, step 346, loss 0.044, test 0.158
Epoch 3, step 347, loss 0.069, test 0.159
Epoch 3, step 348, loss 0.012, test 0.153
Epoch 3, step 349, loss 0.124, test 0.150
Epoch 3, step 350, loss 0.002, test 0.149
Epoch 3, step 351, loss 0.031, test 0.147
Epoch 3, step 352, loss 0.152, test 0.144
Epoch 3, step 353, loss 0.199, test 0.151
Epoch 3, step 354, loss 0.033, test 0.151
Epoch 3, step 355, loss 0.011, test 0.152
Epoch 3, step 356, loss 0.016, test 0.153
Epoch 3, step 357, loss 0.051, test 0.156
Epoch 3, step 358, loss 0.000, test 0.158
Epoch 3, step 359, loss 0.026, test 0.171
Epoch 3, step 360, loss 0.149, test 0.185
Epoch 3, step 361, loss 0.002, test 0.194
Epoch 3, step 362, loss 0.069, test 0.201
Epoch 3, step 363, loss 0.000, test 0.203
Epoch 3, step 364, loss 0.197, test 0.207
Epoch 3, step 365, loss 0.001, test 0.206
Epoch 3, step 366, loss 0.008, test 0.208
Epoch 3, step 367, loss 1.642, test 0.139
Epoch 3, step 368, loss 0.044, test 0.132
Epoch 3, step 369, loss 0.146, test 0.131
Epoch 3, step 370, loss 0.090, test 0.130
Epoch 3, step 371, loss 0.000, test 0.130
Epoch 3, step 372, loss 0.164, test 0.128
Epoch 3, step 373, loss 0.077, test 0.126
Epoch 3, step 374, loss 0.000, test 0.126
Epoch 3, step 375, loss 0.501, test 0.123
Epoch 3, step 376, loss 0.023, test 0.123
Epoch 3, step 377, loss 0.225, test 0.123
Epoch 3, step 378, loss 0.128, test 0.123
Epoch 3, step 379, loss 0.004, test 0.124
Epoch 3, step 380, loss 0.055, test 0.129
Epoch 3, step 381, loss 0.164, test 0.129
Epoch 3, step 382, loss 0.000, test 0.130
Epoch 3, step 383, loss 0.002, test 0.130
Epoch 3, step 384, loss 0.005, test 0.130
Epoch 3, step 385, loss 0.085, test 0.127
Epoch 3, step 386, loss 0.091, test 0.126
Epoch 3, step 387, loss 0.008, test 0.127
Epoch 3, step 388, loss 0.000, test 0.128
Epoch 3, step 389, loss 0.063, test 0.134
Epoch 3, step 390, loss 0.027, test 0.124
Epoch 3, step 391, loss 0.231, test 0.124
Epoch 3, step 392, loss 0.012, test 0.123
Epoch 3, step 393, loss 0.117, test 0.109
Epoch 3, step 394, loss 0.039, test 0.111
Epoch 3, step 395, loss 0.022, test 0.111
Epoch 3, step 396, loss 0.001, test 0.111
Epoch 3, step 397, loss 0.008, test 0.107
Epoch 3, step 398, loss 0.141, test 0.109
Epoch 3, step 399, loss 0.067, test 0.095
Epoch 3, step 400, loss 0.001, test 0.093
Epoch 3, step 401, loss 0.012, test 0.092
Epoch 3, step 402, loss 0.000, test 0.092
Epoch 3, step 403, loss 0.010, test 0.091
Epoch 3, step 404, loss 0.070, test 0.091
Epoch 3, step 405, loss 0.006, test 0.092
Epoch 3, step 406, loss 0.028, test 0.094
Epoch 3, step 407, loss 0.004, test 0.097
Epoch 3, step 408, loss 0.333, test 0.082
Epoch 3, step 409, loss 0.799, test 0.093
Epoch 3, step 410, loss 0.159, test 0.094
Epoch 3, step 411, loss 0.171, test 0.108
Epoch 3, step 412, loss 0.010, test 0.113
Epoch 3, step 413, loss 0.001, test 0.114
Epoch 3, step 414, loss 0.623, test 0.117
Epoch 3, step 415, loss 0.016, test 0.118
Epoch 3, step 416, loss 0.002, test 0.117
Epoch 3, step 417, loss 0.091, test 0.119
Epoch 3, step 418, loss 0.259, test 0.078
Epoch 3, step 419, loss 0.243, test 0.099
Epoch 3, step 420, loss 0.038, test 0.102
Epoch 3, step 421, loss 0.321, test 0.099
Epoch 3, step 422, loss 0.808, test 0.097
Epoch 3, step 423, loss 0.141, test 0.078
Epoch 3, step 424, loss 0.167, test 0.078
Epoch 3, step 425, loss 0.305, test 0.289
Epoch 3, step 426, loss 0.051, test 0.318
Epoch 3, step 427, loss 0.000, test 0.349
Epoch 3, step 428, loss 0.161, test 0.358
Epoch 3, step 429, loss 0.043, test 0.363
Epoch 3, step 430, loss 0.042, test 0.376
Epoch 3, step 431, loss 0.013, test 0.365
Epoch 3, step 432, loss 0.011, test 0.353
Epoch 3, step 433, loss 0.127, test 0.343
Epoch 3, step 434, loss 0.065, test 0.352
Epoch 3, step 435, loss 0.234, test 0.389
Epoch 3, step 436, loss 0.299, test 0.403
Epoch 3, step 437, loss 0.066, test 0.405
Epoch 3, step 438, loss 0.127, test 0.398
Epoch 3, step 439, loss 0.010, test 0.363
Epoch 3, step 440, loss 0.121, test 0.350
Epoch 3, step 441, loss 0.018, test 0.342
Epoch 3, step 442, loss 0.036, test 0.337
Epoch 3, step 443, loss 0.061, test 0.338
Epoch 3, step 444, loss 0.541, test 0.200
Epoch 3, step 445, loss 0.101, test 0.198
Epoch 3, step 446, loss 0.010, test 0.192
Epoch 3, step 447, loss 0.033, test 0.186
Epoch 3, step 448, loss 0.006, test 0.181
Epoch 3, step 449, loss 0.009, test 0.180
Epoch 3, step 450, loss 0.023, test 0.180
Epoch 3, step 451, loss 0.024, test 0.158
Epoch 3, step 452, loss 0.000, test 0.157
Epoch 3, step 453, loss 0.013, test 0.154
Epoch 3, step 454, loss 0.078, test 0.161
Epoch 3, step 455, loss 0.054, test 0.221
Epoch 3, step 456, loss 0.167, test 0.222
Epoch 3, step 457, loss 0.296, test 0.240
Epoch 3, step 458, loss 0.105, test 0.240
Epoch 3, step 459, loss 0.004, test 0.242
Epoch 3, step 460, loss 0.160, test 0.246
Epoch 3, step 461, loss 0.044, test 0.244
Epoch 3, step 462, loss 0.078, test 0.238
Epoch 3, step 463, loss 0.815, test 0.243
Epoch 3, step 464, loss 0.047, test 0.248
Epoch 3, step 465, loss 0.291, test 0.219
Epoch 3, step 466, loss 0.000, test 0.216
Epoch 3, step 467, loss 0.130, test 0.202
Epoch 3, step 468, loss 0.251, test 0.197
Epoch 3, step 469, loss 0.055, test 0.193
Epoch 3, step 470, loss 0.046, test 0.193
Epoch 3, step 471, loss 0.867, test 0.096
Epoch 3, step 472, loss 0.448, test 0.106
Epoch 3, step 473, loss 0.036, test 0.117
Epoch 3, step 474, loss 0.024, test 0.108
Epoch 3, step 475, loss 0.229, test 0.104
Epoch 3, step 476, loss 0.037, test 0.094
Epoch 3, step 477, loss 0.201, test 0.109
Epoch 3, step 478, loss 0.000, test 0.112
Epoch 3, step 479, loss 0.158, test 0.110
Epoch 3, step 480, loss 0.195, test 0.090
Epoch 3, step 481, loss 0.025, test 0.091
Epoch 3, step 482, loss 0.105, test 0.087
Epoch 3, step 483, loss 0.049, test 0.091
Epoch 3, step 484, loss 0.149, test 0.094
Epoch 3, step 485, loss 0.259, test 0.095
Epoch 3, step 486, loss 0.326, test 0.099
Epoch 3, step 487, loss 0.005, test 0.100
Epoch 3, step 488, loss 0.098, test 0.099
Epoch 3, step 489, loss 0.100, test 0.099
Epoch 3, step 490, loss 0.002, test 0.101
Epoch 3, step 491, loss 0.088, test 0.100
Epoch 3, step 492, loss 0.219, test 0.101
Epoch 3, step 493, loss 0.017, test 0.101
Epoch 3, step 494, loss 0.115, test 0.100
Epoch 3, step 495, loss 0.779, test 0.121
Epoch 3, step 496, loss 0.094, test 0.117
Epoch 3, step 497, loss 0.107, test 0.098
Epoch 3, step 498, loss 0.018, test 0.096
Epoch 3, step 499, loss 0.017, test 0.095
Epoch 3, step 500, loss 0.142, test 0.108
Epoch 3, step 501, loss 0.319, test 0.129
Epoch 3, step 502, loss 0.022, test 0.139
Epoch 3, step 503, loss 0.027, test 0.140
Epoch 3, step 504, loss 0.265, test 0.150
Epoch 3, step 505, loss 0.285, test 0.135
Epoch 3, step 506, loss 0.002, test 0.132
Epoch 3, step 507, loss 0.067, test 0.126
Epoch 3, step 508, loss 0.002, test 0.126
Epoch 3, step 509, loss 0.042, test 0.150
Epoch 3, step 510, loss 0.135, test 0.173
Epoch 3, step 511, loss 0.201, test 0.169
Epoch 3, step 512, loss 0.012, test 0.179
Epoch 3, step 513, loss 0.053, test 0.186
Epoch 3, step 514, loss 1.479, test 0.137
Epoch 3, step 515, loss 0.044, test 0.133
Epoch 3, step 516, loss 0.009, test 0.131
Epoch 3, step 517, loss 0.010, test 0.128
Epoch 3, step 518, loss 0.003, test 0.126
Epoch 3, step 519, loss 0.358, test 0.133
Epoch 3, step 520, loss 0.567, test 0.138
Epoch 3, step 521, loss 0.255, test 0.126
Epoch 3, step 522, loss 0.101, test 0.125
Epoch 3, step 523, loss 0.049, test 0.124
Epoch 3, step 524, loss 0.016, test 0.124
Epoch 3, step 525, loss 0.188, test 0.123
Epoch 3, step 526, loss 0.017, test 0.128
Epoch 3, step 527, loss 0.312, test 0.212
Epoch 3, step 528, loss 0.046, test 0.293
Epoch 3, step 529, loss 0.399, test 0.305
Epoch 3, step 530, loss 0.077, test 0.317
Epoch 3, step 531, loss 0.000, test 0.325
Epoch 3, step 532, loss 0.379, test 0.118
Epoch 3, step 533, loss 0.298, test 0.091
Epoch 3, step 534, loss 0.000, test 0.085
Epoch 3, step 535, loss 0.002, test 0.082
Epoch 3, step 536, loss 0.367, test 0.080
Epoch 3, step 537, loss 0.506, test 0.085
Epoch 3, step 538, loss 0.005, test 0.085
Epoch 3, step 539, loss 0.056, test 0.084
Epoch 3, step 540, loss 0.140, test 0.080
Epoch 3, step 541, loss 0.248, test 0.092
Epoch 3, step 542, loss 0.049, test 0.094
Epoch 3, step 543, loss 0.034, test 0.141
Epoch 3, step 544, loss 0.017, test 0.152
Epoch 3, step 545, loss 0.337, test 0.149
Epoch 3, step 546, loss 0.024, test 0.163
Epoch 3, step 547, loss 0.103, test 0.162
Epoch 3, step 548, loss 0.059, test 0.131
Epoch 3, step 549, loss 0.057, test 0.130
Epoch 3, step 550, loss 0.269, test 0.132
Epoch 3, step 551, loss 0.218, test 0.111
Epoch 3, step 552, loss 1.620, test 0.134
Epoch 3, step 553, loss 0.067, test 0.128
Epoch 3, step 554, loss 0.030, test 0.143
Epoch 3, step 555, loss 0.617, test 0.141
Epoch 3, step 556, loss 0.135, test 0.126
Epoch 3, step 557, loss 0.442, test 0.119
Epoch 3, step 558, loss 0.163, test 0.106
Epoch 3, step 559, loss 0.080, test 0.107
Epoch 3, step 560, loss 0.022, test 0.107
Epoch 3, step 561, loss 0.177, test 0.099
Epoch 3, step 562, loss 0.101, test 0.084
Epoch 3, step 563, loss 0.078, test 0.083
Epoch 3, step 564, loss 0.169, test 0.108
Epoch 3, step 565, loss 0.094, test 0.119
Epoch 3, step 566, loss 0.219, test 0.127
Epoch 3, step 567, loss 1.067, test 0.379
Epoch 3, step 568, loss 0.076, test 0.523
Epoch 3, step 569, loss 0.121, test 0.596
Epoch 3, step 570, loss 0.225, test 0.482
Epoch 3, step 571, loss 0.115, test 0.534
Epoch 3, step 572, loss 0.029, test 0.548
Epoch 3, step 573, loss 0.024, test 0.539
Epoch 3, step 574, loss 0.304, test 0.530
Epoch 3, step 575, loss 0.141, test 0.522
Epoch 3, step 576, loss 0.171, test 0.505
Epoch 3, step 577, loss 0.106, test 0.439
Epoch 3, step 578, loss 0.301, test 0.454
Epoch 3, step 579, loss 0.073, test 0.439
Epoch 3, step 580, loss 0.027, test 0.433
Epoch 3, step 581, loss 2.648, test 0.078
Epoch 3, step 582, loss 0.068, test 0.081
Epoch 3, step 583, loss 0.109, test 0.090
Epoch 3, step 584, loss 0.382, test 0.089
Epoch 3, step 585, loss 0.435, test 0.089
Epoch 3, step 586, loss 0.042, test 0.088
Epoch 3, step 587, loss 0.328, test 0.086
Epoch 3, step 588, loss 0.008, test 0.086
Epoch 3, step 589, loss 0.003, test 0.087
Epoch 3, step 590, loss 0.141, test 0.088
Epoch 3, step 591, loss 0.146, test 0.087
Epoch 3, step 592, loss 0.001, test 0.086
Epoch 3, step 593, loss 0.065, test 0.085
Epoch 3, step 594, loss 0.001, test 0.085
Epoch 3, step 595, loss 0.002, test 0.085
Epoch 3, step 596, loss 0.113, test 0.085
Epoch 3, step 597, loss 0.039, test 0.085
Epoch 3, step 598, loss 0.207, test 0.103
Epoch 3, step 599, loss 0.098, test 0.110
Epoch 3, step 600, loss 1.941, test 0.100
Epoch 3, step 601, loss 0.018, test 0.100
Epoch 3, step 602, loss 0.112, test 0.102
Epoch 3, step 603, loss 0.007, test 0.100
Epoch 3, step 604, loss 0.134, test 0.097
Epoch 3, step 605, loss 0.015, test 0.096
Epoch 3, step 606, loss 0.139, test 0.091
Epoch 3, step 607, loss 0.005, test 0.091
Epoch 3, step 608, loss 0.006, test 0.089
Epoch 3, step 609, loss 0.008, test 0.090
Epoch 3, step 610, loss 0.055, test 0.091
Epoch 3, step 611, loss 0.020, test 0.091
Epoch 3, step 612, loss 0.294, test 0.075
Epoch 3, step 613, loss 0.018, test 0.078
Epoch 3, step 614, loss 0.135, test 0.079
Epoch 3, step 615, loss 0.021, test 0.080
Epoch 3, step 616, loss 0.190, test 0.086
Epoch 3, step 617, loss 0.206, test 0.086
Epoch 3, step 618, loss 0.000, test 0.087
Epoch 3, step 619, loss 0.017, test 0.088
Epoch 3, step 620, loss 0.552, test 0.089
Epoch 3, step 621, loss 0.001, test 0.089
Epoch 3, step 622, loss 0.233, test 0.088
Epoch 3, step 623, loss 0.075, test 0.088
Epoch 3, step 624, loss 0.214, test 0.087
Epoch 3, step 625, loss 0.146, test 0.088
Epoch 3, step 626, loss 0.062, test 0.088
Epoch 3, step 627, loss 0.131, test 0.088
Epoch 3, step 628, loss 0.017, test 0.085
Epoch 3, step 629, loss 0.059, test 0.089
Epoch 3, step 630, loss 0.111, test 0.095
Epoch 3, step 631, loss 0.136, test 0.097
Epoch 3, step 632, loss 0.003, test 0.098
Epoch 3, step 633, loss 0.311, test 0.096
Epoch 3, step 634, loss 0.217, test 0.101
Epoch 3, step 635, loss 0.002, test 0.103
Epoch 3, step 636, loss 0.120, test 0.101
Epoch 3, step 637, loss 0.066, test 0.110
Epoch 3, step 638, loss 1.044, test 0.114
Epoch 3, step 639, loss 0.162, test 0.100
Epoch 3, step 640, loss 0.037, test 0.095
Epoch 3, step 641, loss 0.060, test 0.094
Epoch 3, step 642, loss 0.015, test 0.090
Epoch 3, step 643, loss 0.202, test 0.093
Epoch 3, step 644, loss 0.056, test 0.094
Epoch 3, step 645, loss 0.540, test 0.108
Epoch 3, step 646, loss 0.058, test 0.109
Epoch 3, step 647, loss 0.006, test 0.108
Epoch 3, step 648, loss 0.203, test 0.114
Epoch 3, step 649, loss 0.143, test 0.114
Epoch 3, step 650, loss 0.502, test 0.115
Epoch 3, step 651, loss 0.239, test 0.115
Epoch 3, step 652, loss 0.091, test 0.111
Epoch 3, step 653, loss 1.099, test 0.113
Epoch 3, step 654, loss 0.002, test 0.113
Epoch 3, step 655, loss 0.394, test 0.113
Epoch 3, step 656, loss 0.014, test 0.112
Epoch 3, step 657, loss 0.253, test 0.114
Epoch 3, step 658, loss 0.095, test 0.114
Epoch 3, step 659, loss 0.000, test 0.114
Epoch 3, step 660, loss 0.010, test 0.113
Epoch 3, step 661, loss 0.003, test 0.113
Epoch 3, step 662, loss 0.330, test 0.112
Epoch 3, step 663, loss 0.083, test 0.114
Epoch 3, step 664, loss 0.025, test 0.116
Epoch 3, step 665, loss 0.266, test 0.118
Epoch 3, step 666, loss 0.080, test 0.118
Epoch 3, step 667, loss 0.017, test 0.118
Epoch 3, step 668, loss 0.159, test 0.122
Epoch 3, step 669, loss 0.041, test 0.120
Epoch 3, step 670, loss 0.003, test 0.120
Epoch 3, step 671, loss 0.232, test 0.120
Epoch 3, step 672, loss 0.055, test 0.120
Epoch 3, step 673, loss 0.000, test 0.120
Epoch 3, step 674, loss 0.131, test 0.121
Epoch 3, step 675, loss 0.377, test 0.120
Epoch 3, step 676, loss 0.001, test 0.120
Epoch 3, step 677, loss 0.045, test 0.118
Epoch 3, step 678, loss 0.067, test 0.119
Epoch 3, step 679, loss 0.047, test 0.119
Epoch 3, step 680, loss 0.023, test 0.119
Epoch 3, step 681, loss 0.072, test 0.118
Epoch 3, step 682, loss 0.008, test 0.118
Epoch 3, step 683, loss 0.075, test 0.117
Epoch 3, step 684, loss 0.125, test 0.116
Epoch 3, step 685, loss 0.099, test 0.114
Epoch 3, step 686, loss 0.118, test 0.127
Epoch 3, step 687, loss 0.215, test 0.133
Epoch 3, step 688, loss 0.000, test 0.135
Epoch 3, step 689, loss 0.064, test 0.155
Epoch 3, step 690, loss 0.256, test 0.151
Epoch 3, step 691, loss 1.065, test 0.123
Epoch 3, step 692, loss 0.099, test 0.122
Epoch 3, step 693, loss 0.006, test 0.123
Epoch 3, step 694, loss 0.005, test 0.123
Epoch 3, step 695, loss 0.003, test 0.123
Epoch 3, step 696, loss 0.034, test 0.124
Epoch 3, step 697, loss 0.015, test 0.124
Epoch 3, step 698, loss 0.153, test 0.127
Epoch 3, step 699, loss 0.077, test 0.128
Epoch 3, step 700, loss 0.083, test 0.134
Epoch 3, step 701, loss 0.162, test 0.143
Epoch 3, step 702, loss 0.004, test 0.145
Epoch 3, step 703, loss 0.000, test 0.146
Epoch 3, step 704, loss 0.119, test 0.150
Epoch 3, step 705, loss 0.001, test 0.150
Epoch 3, step 706, loss 0.024, test 0.148
Epoch 3, step 707, loss 0.013, test 0.148
Epoch 3, step 708, loss 0.324, test 0.162
Epoch 3, step 709, loss 0.001, test 0.165
Epoch 3, step 710, loss 0.026, test 0.167
Epoch 3, step 711, loss 0.161, test 0.174
Epoch 3, step 712, loss 0.014, test 0.176
Epoch 3, step 713, loss 0.119, test 0.172
Epoch 3, step 714, loss 0.011, test 0.176
Epoch 3, step 715, loss 0.001, test 0.177
Epoch 3, step 716, loss 0.100, test 0.178
Epoch 3, step 717, loss 0.022, test 0.179
Epoch 3, step 718, loss 0.679, test 0.179
Epoch 3, step 719, loss 0.029, test 0.179
Epoch 3, step 720, loss 0.050, test 0.179
Epoch 3, step 721, loss 0.007, test 0.179
Epoch 3, step 722, loss 0.066, test 0.189
Epoch 3, step 723, loss 0.220, test 0.183
Epoch 3, step 724, loss 0.310, test 0.183
Epoch 3, step 725, loss 0.048, test 0.183
Epoch 3, step 726, loss 0.003, test 0.186
Epoch 3, step 727, loss 0.085, test 0.187
Epoch 3, step 728, loss 0.427, test 0.197
Epoch 3, step 729, loss 0.243, test 0.189
Epoch 3, step 730, loss 0.238, test 0.194
Epoch 3, step 731, loss 0.065, test 0.178
Epoch 3, step 732, loss 0.404, test 0.157
Epoch 3, step 733, loss 0.000, test 0.152
Epoch 3, step 734, loss 0.294, test 0.131
Epoch 3, step 735, loss 0.067, test 0.116
Epoch 3, step 736, loss 0.122, test 0.109
Epoch 3, step 737, loss 1.102, test 0.118
Epoch 3, step 738, loss 0.160, test 0.123
Epoch 3, step 739, loss 0.006, test 0.128
Epoch 3, step 740, loss 0.026, test 0.131
Epoch 3, step 741, loss 0.167, test 0.130
Epoch 3, step 742, loss 0.013, test 0.130
Epoch 3, step 743, loss 0.125, test 0.124
Epoch 3, step 744, loss 0.328, test 0.125
Epoch 3, step 745, loss 0.039, test 0.124
Epoch 3, step 746, loss 0.320, test 0.128
Epoch 3, step 747, loss 0.285, test 0.132
Epoch 3, step 748, loss 0.128, test 0.134
Epoch 3, step 749, loss 0.028, test 0.134
Epoch 3, step 750, loss 0.106, test 0.140
Epoch 3, step 751, loss 0.016, test 0.141
Epoch 3, step 752, loss 0.098, test 0.151
Epoch 3, step 753, loss 0.081, test 0.154
Epoch 3, step 754, loss 0.366, test 0.123
Epoch 3, step 755, loss 0.006, test 0.122
Epoch 3, step 756, loss 0.018, test 0.122
Epoch 3, step 757, loss 0.036, test 0.122
Epoch 3, step 758, loss 0.024, test 0.122
Epoch 3, step 759, loss 0.367, test 0.117
Epoch 3, step 760, loss 0.000, test 0.119
Epoch 3, step 761, loss 0.010, test 0.116
Epoch 3, step 762, loss 0.060, test 0.116
Epoch 3, step 763, loss 0.109, test 0.113
Epoch 3, step 764, loss 0.039, test 0.112
Epoch 3, step 765, loss 0.004, test 0.114
Epoch 3, step 766, loss 0.177, test 0.121
Epoch 3, step 767, loss 0.005, test 0.125
Epoch 3, step 768, loss 0.005, test 0.126
Epoch 3, step 769, loss 0.273, test 0.127
Epoch 3, step 770, loss 0.024, test 0.126
Epoch 3, step 771, loss 0.043, test 0.127
Epoch 3, step 772, loss 0.098, test 0.124
Epoch 3, step 773, loss 0.328, test 0.128
Epoch 3, step 774, loss 0.136, test 0.127
Epoch 3, step 775, loss 0.173, test 0.127
Epoch 3, step 776, loss 0.835, test 0.136
Epoch 3, step 777, loss 0.032, test 0.148
Epoch 3, step 778, loss 0.021, test 0.154
Epoch 3, step 779, loss 0.049, test 0.157
Epoch 3, step 780, loss 0.000, test 0.157
Epoch 3, step 781, loss 0.003, test 0.158
Epoch 3, step 782, loss 0.001, test 0.159
Epoch 3, step 783, loss 0.329, test 0.176
Epoch 3, step 784, loss 0.109, test 0.171
Epoch 3, step 785, loss 0.013, test 0.173
Epoch 3, step 786, loss 0.101, test 0.197
Epoch 3, step 787, loss 0.029, test 0.194
Epoch 3, step 788, loss 0.039, test 0.188
Epoch 3, step 789, loss 0.036, test 0.193
Epoch 3, step 790, loss 0.029, test 0.189
Epoch 3, step 791, loss 0.480, test 0.195
Epoch 3, step 792, loss 0.049, test 0.198
Epoch 3, step 793, loss 0.158, test 0.219
Epoch 3, step 794, loss 0.074, test 0.225
Epoch 3, step 795, loss 0.355, test 0.249
Epoch 3, step 796, loss 0.044, test 0.258
Epoch 3, step 797, loss 0.015, test 0.262
Epoch 3, step 798, loss 0.024, test 0.266
Epoch 3, step 799, loss 0.012, test 0.266
Epoch 3, step 800, loss 0.028, test 0.263
Epoch 3, step 801, loss 0.059, test 0.254
Epoch 3, step 802, loss 0.005, test 0.252
Epoch 3, step 803, loss 0.180, test 0.246
Epoch 3, step 804, loss 0.428, test 0.224
Epoch 3, step 805, loss 0.004, test 0.219
Epoch 3, step 806, loss 0.026, test 0.216
Epoch 3, step 807, loss 0.028, test 0.214
Epoch 3, step 808, loss 0.000, test 0.213
Epoch 3, step 809, loss 0.136, test 0.216
Epoch 3, step 810, loss 0.005, test 0.216
Epoch 3, step 811, loss 0.163, test 0.235
Epoch 3, step 812, loss 0.748, test 0.225
Epoch 3, step 813, loss 0.029, test 0.221
Epoch 3, step 814, loss 0.136, test 0.225
Epoch 3, step 815, loss 0.108, test 0.228
Epoch 3, step 816, loss 0.180, test 0.198
Epoch 3, step 817, loss 0.052, test 0.190
Epoch 3, step 818, loss 0.042, test 0.186
Epoch 3, step 819, loss 0.000, test 0.185
Epoch 3, step 820, loss 0.374, test 0.174
Epoch 3, step 821, loss 0.012, test 0.171
Epoch 3, step 822, loss 0.014, test 0.164
Epoch 3, step 823, loss 0.643, test 0.220
Epoch 3, step 824, loss 0.144, test 0.272
Epoch 3, step 825, loss 0.016, test 0.285
Epoch 3, step 826, loss 0.014, test 0.268
Epoch 3, step 827, loss 0.000, test 0.270
Epoch 3, step 828, loss 0.110, test 0.218
Epoch 3, step 829, loss 0.043, test 0.181
Epoch 3, step 830, loss 0.111, test 0.182
Epoch 3, step 831, loss 0.000, test 0.180
Epoch 3, step 832, loss 0.002, test 0.179
Epoch 3, step 833, loss 0.002, test 0.179
Epoch 3, step 834, loss 0.041, test 0.180
Epoch 3, step 835, loss 0.063, test 0.180
Epoch 3, step 836, loss 0.473, test 0.162
Epoch 3, step 837, loss 0.125, test 0.156
Epoch 3, step 838, loss 0.477, test 0.157
Epoch 3, step 839, loss 0.022, test 0.153
Epoch 3, step 840, loss 0.171, test 0.173
Epoch 3, step 841, loss 0.002, test 0.183
Epoch 3, step 842, loss 0.084, test 0.209
Epoch 3, step 843, loss 0.456, test 0.213
Epoch 3, step 844, loss 0.021, test 0.226
Epoch 3, step 845, loss 0.380, test 0.239
Epoch 3, step 846, loss 0.013, test 0.241
Epoch 3, step 847, loss 0.052, test 0.236
Epoch 3, step 848, loss 0.438, test 0.239
Epoch 3, step 849, loss 0.002, test 0.239
Epoch 3, step 850, loss 0.114, test 0.220
Epoch 3, step 851, loss 0.004, test 0.211
Epoch 3, step 852, loss 0.260, test 0.205
Epoch 3, step 853, loss 0.086, test 0.195
Epoch 3, step 854, loss 0.018, test 0.195
Epoch 3, step 855, loss 0.191, test 0.195
Epoch 3, step 856, loss 0.108, test 0.187
Epoch 3, step 857, loss 0.120, test 0.182
Epoch 3, step 858, loss 0.025, test 0.182
Epoch 3, step 859, loss 0.009, test 0.187
Epoch 3, step 860, loss 0.014, test 0.189
Epoch 3, step 861, loss 0.119, test 0.181
Epoch 3, step 862, loss 0.185, test 0.193
Epoch 3, step 863, loss 0.156, test 0.202
Epoch 3, step 864, loss 0.231, test 0.139
Epoch 3, step 865, loss 0.609, test 0.139
Epoch 3, step 866, loss 0.183, test 0.124
Epoch 3, step 867, loss 0.112, test 0.136
Epoch 3, step 868, loss 0.051, test 0.135
Epoch 3, step 869, loss 0.096, test 0.120
Epoch 3, step 870, loss 0.153, test 0.110
Epoch 3, step 871, loss 0.001, test 0.105
Epoch 3, step 872, loss 0.262, test 0.105
Epoch 3, step 873, loss 0.070, test 0.096
Epoch 3, step 874, loss 0.110, test 0.092
Epoch 3, step 875, loss 0.805, test 0.096
Epoch 3, step 876, loss 0.017, test 0.096
Epoch 3, step 877, loss 0.010, test 0.098
Epoch 3, step 878, loss 0.418, test 0.117
Epoch 3, step 879, loss 0.028, test 0.126
Epoch 3, step 880, loss 0.060, test 0.131
Epoch 3, step 881, loss 0.198, test 0.119
Epoch 3, step 882, loss 0.000, test 0.119
Epoch 3, step 883, loss 0.005, test 0.123
Epoch 3, step 884, loss 0.246, test 0.128
Epoch 3, step 885, loss 0.010, test 0.129
Epoch 3, step 886, loss 0.009, test 0.130
Epoch 3, step 887, loss 0.031, test 0.118
Epoch 3, step 888, loss 0.166, test 0.119
Epoch 3, step 889, loss 0.064, test 0.104
Epoch 3, step 890, loss 0.119, test 0.104
Epoch 3, step 891, loss 0.134, test 0.095
Epoch 3, step 892, loss 0.113, test 0.090
Epoch 3, step 893, loss 0.059, test 0.091
Epoch 3, step 894, loss 0.457, test 0.095
Epoch 3, step 895, loss 0.035, test 0.094
Epoch 3, step 896, loss 0.054, test 0.096
Epoch 3, step 897, loss 0.028, test 0.097
Epoch 3, step 898, loss 0.018, test 0.096
Epoch 3, step 899, loss 0.007, test 0.094
Epoch 3, step 900, loss 0.511, test 0.091
Epoch 3, step 901, loss 0.003, test 0.090
Epoch 3, step 902, loss 0.017, test 0.088
Epoch 3, step 903, loss 0.074, test 0.080
Epoch 3, step 904, loss 0.202, test 0.079
Epoch 3, step 905, loss 0.052, test 0.078
Epoch 3, step 906, loss 0.010, test 0.079
Epoch 3, step 907, loss 0.005, test 0.079
Epoch 3, step 908, loss 0.005, test 0.080
Epoch 3, step 909, loss 0.389, test 0.085
Epoch 3, step 910, loss 0.007, test 0.086
Epoch 3, step 911, loss 0.139, test 0.085
Epoch 3, step 912, loss 0.030, test 0.090
Epoch 3, step 913, loss 0.035, test 0.084
Epoch 3, step 914, loss 0.001, test 0.084
Epoch 3, step 915, loss 0.098, test 0.084
Epoch 3, step 916, loss 0.100, test 0.084
Epoch 3, step 917, loss 0.005, test 0.084
Epoch 3, step 918, loss 0.191, test 0.085
Epoch 3, step 919, loss 0.028, test 0.090
Epoch 3, step 920, loss 0.711, test 0.110
Epoch 3, step 921, loss 0.051, test 0.105
Epoch 3, step 922, loss 0.003, test 0.104
Epoch 3, step 923, loss 0.113, test 0.091
Epoch 3, step 924, loss 0.075, test 0.089
Epoch 3, step 925, loss 0.044, test 0.094
Epoch 3, step 926, loss 0.113, test 0.107
Epoch 3, step 927, loss 0.080, test 0.111
Epoch 3, step 928, loss 0.027, test 0.107
Epoch 3, step 929, loss 0.316, test 0.105
Epoch 3, step 930, loss 0.032, test 0.104
Epoch 3, step 931, loss 0.000, test 0.104
Epoch 3, step 932, loss 0.033, test 0.103
Epoch 3, step 933, loss 0.038, test 0.103
Epoch 3, step 934, loss 0.021, test 0.104
Epoch 3, step 935, loss 0.011, test 0.108
Epoch 3, step 936, loss 0.237, test 0.124
Epoch 3, step 937, loss 0.001, test 0.126
Epoch 3, step 938, loss 0.160, test 0.129
Epoch 3, step 939, loss 0.040, test 0.130
Epoch 3, step 940, loss 0.013, test 0.128
Epoch 3, step 941, loss 0.241, test 0.087
Epoch 3, step 942, loss 1.117, test 0.086
Epoch 3, step 943, loss 0.019, test 0.084
Epoch 3, step 944, loss 0.001, test 0.083
Epoch 3, step 945, loss 0.029, test 0.083
Epoch 3, step 946, loss 0.184, test 0.089
Epoch 3, step 947, loss 0.009, test 0.088
Epoch 3, step 948, loss 0.001, test 0.089
Epoch 3, step 949, loss 0.621, test 0.079
Epoch 3, step 950, loss 0.073, test 0.079
Epoch 3, step 951, loss 0.286, test 0.076
Epoch 3, step 952, loss 0.005, test 0.076
Epoch 3, step 953, loss 0.010, test 0.076
Epoch 3, step 954, loss 0.182, test 0.076
Epoch 3, step 955, loss 0.011, test 0.076
Epoch 3, step 956, loss 0.000, test 0.076
Epoch 3, step 957, loss 0.266, test 0.076
Epoch 3, step 958, loss 0.281, test 0.076
Epoch 3, step 959, loss 0.163, test 0.077
Epoch 3, step 960, loss 0.038, test 0.075
Epoch 3, step 961, loss 0.029, test 0.074
Epoch 3, step 962, loss 0.398, test 0.076
Epoch 3, step 963, loss 0.015, test 0.076
Epoch 3, step 964, loss 0.005, test 0.076
Epoch 3, step 965, loss 0.019, test 0.076
Epoch 3, step 966, loss 0.020, test 0.075
Epoch 3, step 967, loss 0.021, test 0.075
Epoch 3, step 968, loss 0.527, test 0.076
Epoch 3, step 969, loss 0.001, test 0.077
Epoch 3, step 970, loss 0.140, test 0.075
Epoch 3, step 971, loss 0.002, test 0.076
Epoch 3, step 972, loss 0.081, test 0.075
Epoch 3, step 973, loss 0.179, test 0.075
Epoch 3, step 974, loss 0.187, test 0.074
Epoch 3, step 975, loss 0.018, test 0.074
Epoch 3, step 976, loss 0.003, test 0.074
Epoch 3, step 977, loss 0.592, test 0.073
Epoch 3, step 978, loss 0.002, test 0.072
Epoch 3, step 979, loss 0.114, test 0.072
Epoch 3, step 980, loss 0.082, test 0.072
Epoch 3, step 981, loss 0.086, test 0.072
Epoch 3, step 982, loss 0.027, test 0.073
Epoch 3, step 983, loss 0.186, test 0.072
Epoch 3, step 984, loss 0.009, test 0.073
Epoch 3, step 985, loss 0.371, test 0.073
Epoch 3, step 986, loss 0.095, test 0.073
Epoch 3, step 987, loss 0.009, test 0.073
Epoch 3, step 988, loss 0.044, test 0.076
Epoch 3, step 989, loss 0.377, test 0.075
Epoch 3, step 990, loss 0.367, test 0.074
Epoch 3, step 991, loss 0.020, test 0.075
Epoch 3, step 992, loss 1.380, test 0.095
Epoch 3, step 993, loss 0.143, test 0.104
Epoch 3, step 994, loss 0.385, test 0.104
Epoch 3, step 995, loss 0.079, test 0.111
Epoch 3, step 996, loss 0.159, test 0.110
Epoch 3, step 997, loss 0.017, test 0.114
Epoch 3, step 998, loss 0.036, test 0.114
Epoch 3, step 999, loss 0.151, test 0.106
Epoch 4, step 0, loss 0.345, test 0.109
Epoch 4, step 1, loss 0.184, test 0.107
Epoch 4, step 2, loss 0.001, test 0.107
Epoch 4, step 3, loss 0.006, test 0.104
Epoch 4, step 4, loss 0.121, test 0.101
Epoch 4, step 5, loss 0.128, test 0.094
Epoch 4, step 6, loss 0.062, test 0.100
Epoch 4, step 7, loss 0.394, test 0.081
Epoch 4, step 8, loss 0.046, test 0.087
Epoch 4, step 9, loss 0.213, test 0.079
Epoch 4, step 10, loss 0.009, test 0.079
Epoch 4, step 11, loss 0.109, test 0.081
Epoch 4, step 12, loss 0.160, test 0.083
Epoch 4, step 13, loss 0.094, test 0.083
Epoch 4, step 14, loss 0.633, test 0.082
Epoch 4, step 15, loss 0.011, test 0.082
Epoch 4, step 16, loss 0.002, test 0.083
Epoch 4, step 17, loss 0.161, test 0.083
Epoch 4, step 18, loss 0.001, test 0.083
Epoch 4, step 19, loss 0.059, test 0.081
Epoch 4, step 20, loss 0.000, test 0.080
Epoch 4, step 21, loss 0.004, test 0.080
Epoch 4, step 22, loss 0.029, test 0.081
Epoch 4, step 23, loss 0.008, test 0.081
Epoch 4, step 24, loss 0.012, test 0.080
Epoch 4, step 25, loss 0.027, test 0.082
Epoch 4, step 26, loss 0.369, test 0.077
Epoch 4, step 27, loss 0.096, test 0.079
Epoch 4, step 28, loss 0.109, test 0.079
Epoch 4, step 29, loss 0.411, test 0.078
Epoch 4, step 30, loss 0.017, test 0.079
Epoch 4, step 31, loss 0.059, test 0.079
Epoch 4, step 32, loss 0.010, test 0.079
Epoch 4, step 33, loss 0.000, test 0.079
Epoch 4, step 34, loss 0.026, test 0.081
Epoch 4, step 35, loss 0.004, test 0.084
Epoch 4, step 36, loss 0.004, test 0.085
Epoch 4, step 37, loss 0.007, test 0.087
Epoch 4, step 38, loss 0.000, test 0.087
Epoch 4, step 39, loss 0.007, test 0.086
Epoch 4, step 40, loss 0.000, test 0.086
Epoch 4, step 41, loss 0.100, test 0.084
Epoch 4, step 42, loss 0.000, test 0.084
Epoch 4, step 43, loss 0.179, test 0.083
Epoch 4, step 44, loss 0.220, test 0.084
Epoch 4, step 45, loss 0.343, test 0.083
Epoch 4, step 46, loss 0.001, test 0.084
Epoch 4, step 47, loss 0.235, test 0.086
Epoch 4, step 48, loss 0.130, test 0.081
Epoch 4, step 49, loss 0.008, test 0.080
Epoch 4, step 50, loss 0.015, test 0.080
Epoch 4, step 51, loss 0.428, test 0.077
Epoch 4, step 52, loss 0.039, test 0.077
Epoch 4, step 53, loss 0.010, test 0.077
Epoch 4, step 54, loss 0.037, test 0.076
Epoch 4, step 55, loss 0.068, test 0.076
Epoch 4, step 56, loss 0.012, test 0.076
Epoch 4, step 57, loss 0.126, test 0.076
Epoch 4, step 58, loss 0.117, test 0.077
Epoch 4, step 59, loss 0.007, test 0.080
Epoch 4, step 60, loss 0.017, test 0.081
Epoch 4, step 61, loss 0.109, test 0.078
Epoch 4, step 62, loss 0.000, test 0.078
Epoch 4, step 63, loss 0.044, test 0.091
Epoch 4, step 64, loss 0.009, test 0.094
Epoch 4, step 65, loss 0.010, test 0.096
Epoch 4, step 66, loss 0.043, test 0.099
Epoch 4, step 67, loss 0.000, test 0.100
Epoch 4, step 68, loss 0.000, test 0.101
Epoch 4, step 69, loss 0.084, test 0.131
Epoch 4, step 70, loss 0.001, test 0.137
Epoch 4, step 71, loss 0.102, test 0.130
Epoch 4, step 72, loss 0.004, test 0.135
Epoch 4, step 73, loss 0.036, test 0.119
Epoch 4, step 74, loss 0.072, test 0.113
Epoch 4, step 75, loss 0.009, test 0.105
Epoch 4, step 76, loss 0.471, test 0.088
Epoch 4, step 77, loss 0.320, test 0.091
Epoch 4, step 78, loss 0.011, test 0.094
Epoch 4, step 79, loss 0.010, test 0.095
Epoch 4, step 80, loss 0.047, test 0.096
Epoch 4, step 81, loss 0.130, test 0.098
Epoch 4, step 82, loss 0.027, test 0.099
Epoch 4, step 83, loss 0.189, test 0.087
Epoch 4, step 84, loss 0.090, test 0.087
Epoch 4, step 85, loss 0.034, test 0.085
Epoch 4, step 86, loss 0.127, test 0.086
Epoch 4, step 87, loss 0.459, test 0.089
Epoch 4, step 88, loss 0.045, test 0.091
Epoch 4, step 89, loss 0.612, test 0.090
Epoch 4, step 90, loss 0.049, test 0.090
Epoch 4, step 91, loss 0.051, test 0.090
Epoch 4, step 92, loss 0.037, test 0.090
Epoch 4, step 93, loss 0.012, test 0.090
Epoch 4, step 94, loss 0.133, test 0.091
Epoch 4, step 95, loss 0.231, test 0.092
Epoch 4, step 96, loss 0.050, test 0.092
Epoch 4, step 97, loss 0.331, test 0.093
Epoch 4, step 98, loss 0.020, test 0.093
Epoch 4, step 99, loss 0.002, test 0.094
Epoch 4, step 100, loss 0.043, test 0.099
Epoch 4, step 101, loss 0.171, test 0.097
Epoch 4, step 102, loss 0.004, test 0.097
Epoch 4, step 103, loss 0.003, test 0.097
Epoch 4, step 104, loss 0.013, test 0.097
Epoch 4, step 105, loss 0.026, test 0.098
Epoch 4, step 106, loss 0.000, test 0.099
Epoch 4, step 107, loss 0.168, test 0.096
Epoch 4, step 108, loss 0.115, test 0.095
Epoch 4, step 109, loss 0.317, test 0.095
Epoch 4, step 110, loss 0.058, test 0.094
Epoch 4, step 111, loss 0.087, test 0.095
Epoch 4, step 112, loss 0.033, test 0.096
Epoch 4, step 113, loss 0.016, test 0.096
Epoch 4, step 114, loss 0.001, test 0.096
Epoch 4, step 115, loss 0.118, test 0.097
Epoch 4, step 116, loss 0.005, test 0.098
Epoch 4, step 117, loss 0.047, test 0.099
Epoch 4, step 118, loss 0.208, test 0.096
Epoch 4, step 119, loss 0.064, test 0.096
Epoch 4, step 120, loss 0.035, test 0.098
Epoch 4, step 121, loss 0.116, test 0.097
Epoch 4, step 122, loss 0.038, test 0.097
Epoch 4, step 123, loss 0.077, test 0.099
Epoch 4, step 124, loss 0.706, test 0.116
Epoch 4, step 125, loss 0.088, test 0.123
Epoch 4, step 126, loss 0.189, test 0.162
Epoch 4, step 127, loss 0.201, test 0.155
Epoch 4, step 128, loss 0.147, test 0.155
Epoch 4, step 129, loss 0.169, test 0.164
Epoch 4, step 130, loss 0.035, test 0.166
Epoch 4, step 131, loss 0.285, test 0.141
Epoch 4, step 132, loss 0.518, test 0.114
Epoch 4, step 133, loss 0.010, test 0.111
Epoch 4, step 134, loss 0.000, test 0.108
Epoch 4, step 135, loss 0.042, test 0.105
Epoch 4, step 136, loss 0.002, test 0.103
Epoch 4, step 137, loss 0.192, test 0.103
Epoch 4, step 138, loss 0.328, test 0.101
Epoch 4, step 139, loss 0.018, test 0.100
Epoch 4, step 140, loss 0.055, test 0.099
Epoch 4, step 141, loss 0.002, test 0.099
Epoch 4, step 142, loss 0.080, test 0.100
Epoch 4, step 143, loss 0.021, test 0.100
Epoch 4, step 144, loss 0.141, test 0.142
Epoch 4, step 145, loss 0.121, test 0.177
Epoch 4, step 146, loss 0.047, test 0.198
Epoch 4, step 147, loss 0.150, test 0.216
Epoch 4, step 148, loss 0.011, test 0.213
Epoch 4, step 149, loss 0.020, test 0.214
Epoch 4, step 150, loss 0.302, test 0.253
Epoch 4, step 151, loss 0.120, test 0.256
Epoch 4, step 152, loss 0.253, test 0.253
Epoch 4, step 153, loss 0.016, test 0.268
Epoch 4, step 154, loss 0.003, test 0.272
Epoch 4, step 155, loss 0.173, test 0.269
Epoch 4, step 156, loss 0.113, test 0.236
Epoch 4, step 157, loss 0.018, test 0.248
Epoch 4, step 158, loss 0.006, test 0.252
Epoch 4, step 159, loss 0.014, test 0.255
Epoch 4, step 160, loss 0.023, test 0.257
Epoch 4, step 161, loss 0.239, test 0.254
Epoch 4, step 162, loss 0.118, test 0.259
Epoch 4, step 163, loss 0.127, test 0.247
Epoch 4, step 164, loss 0.013, test 0.239
Epoch 4, step 165, loss 0.033, test 0.249
Epoch 4, step 166, loss 0.151, test 0.212
Epoch 4, step 167, loss 0.000, test 0.207
Epoch 4, step 168, loss 0.001, test 0.205
Epoch 4, step 169, loss 0.000, test 0.203
Epoch 4, step 170, loss 0.000, test 0.203
Epoch 4, step 171, loss 0.010, test 0.200
Epoch 4, step 172, loss 0.167, test 0.207
Epoch 4, step 173, loss 0.699, test 0.212
Epoch 4, step 174, loss 0.008, test 0.210
Epoch 4, step 175, loss 0.195, test 0.141
Epoch 4, step 176, loss 0.078, test 0.120
Epoch 4, step 177, loss 0.000, test 0.115
Epoch 4, step 178, loss 0.116, test 0.114
Epoch 4, step 179, loss 0.062, test 0.134
Epoch 4, step 180, loss 0.026, test 0.134
Epoch 4, step 181, loss 0.234, test 0.136
Epoch 4, step 182, loss 0.208, test 0.151
Epoch 4, step 183, loss 0.018, test 0.157
Epoch 4, step 184, loss 0.058, test 0.158
Epoch 4, step 185, loss 0.220, test 0.157
Epoch 4, step 186, loss 0.062, test 0.164
Epoch 4, step 187, loss 0.089, test 0.167
Epoch 4, step 188, loss 0.090, test 0.163
Epoch 4, step 189, loss 0.015, test 0.164
Epoch 4, step 190, loss 0.154, test 0.154
Epoch 4, step 191, loss 0.173, test 0.154
Epoch 4, step 192, loss 0.098, test 0.152
Epoch 4, step 193, loss 0.040, test 0.151
Epoch 4, step 194, loss 0.072, test 0.151
Epoch 4, step 195, loss 0.357, test 0.157
Epoch 4, step 196, loss 0.234, test 0.178
Epoch 4, step 197, loss 0.081, test 0.205
Epoch 4, step 198, loss 0.000, test 0.211
Epoch 4, step 199, loss 0.056, test 0.205
Epoch 4, step 200, loss 0.000, test 0.206
Epoch 4, step 201, loss 0.018, test 0.208
Epoch 4, step 202, loss 0.219, test 0.213
Epoch 4, step 203, loss 0.022, test 0.209
Epoch 4, step 204, loss 0.355, test 0.287
Epoch 4, step 205, loss 0.018, test 0.279
Epoch 4, step 206, loss 0.024, test 0.271
Epoch 4, step 207, loss 0.031, test 0.269
Epoch 4, step 208, loss 0.013, test 0.274
Epoch 4, step 209, loss 0.140, test 0.271
Epoch 4, step 210, loss 0.065, test 0.268
Epoch 4, step 211, loss 0.063, test 0.294
Epoch 4, step 212, loss 0.341, test 0.291
Epoch 4, step 213, loss 0.000, test 0.291
Epoch 4, step 214, loss 0.008, test 0.297
Epoch 4, step 215, loss 0.051, test 0.285
Epoch 4, step 216, loss 0.419, test 0.295
Epoch 4, step 217, loss 0.332, test 0.305
Epoch 4, step 218, loss 0.282, test 0.326
Epoch 4, step 219, loss 0.158, test 0.316
Epoch 4, step 220, loss 0.026, test 0.312
Epoch 4, step 221, loss 0.012, test 0.313
Epoch 4, step 222, loss 0.015, test 0.300
Epoch 4, step 223, loss 0.166, test 0.306
Epoch 4, step 224, loss 0.142, test 0.280
Epoch 4, step 225, loss 0.168, test 0.283
Epoch 4, step 226, loss 0.007, test 0.285
Epoch 4, step 227, loss 0.127, test 0.274
Epoch 4, step 228, loss 0.001, test 0.273
Epoch 4, step 229, loss 0.004, test 0.278
Epoch 4, step 230, loss 0.099, test 0.264
Epoch 4, step 231, loss 0.003, test 0.264
Epoch 4, step 232, loss 0.057, test 0.258
Epoch 4, step 233, loss 0.016, test 0.259
Epoch 4, step 234, loss 0.005, test 0.269
Epoch 4, step 235, loss 0.103, test 0.280
Epoch 4, step 236, loss 0.005, test 0.282
Epoch 4, step 237, loss 0.004, test 0.282
Epoch 4, step 238, loss 0.615, test 0.263
Epoch 4, step 239, loss 0.000, test 0.261
Epoch 4, step 240, loss 0.584, test 0.223
Epoch 4, step 241, loss 0.071, test 0.214
Epoch 4, step 242, loss 0.027, test 0.212
Epoch 4, step 243, loss 0.068, test 0.175
Epoch 4, step 244, loss 0.153, test 0.168
Epoch 4, step 245, loss 0.051, test 0.162
Epoch 4, step 246, loss 0.113, test 0.153
Epoch 4, step 247, loss 0.000, test 0.150
Epoch 4, step 248, loss 0.039, test 0.154
Epoch 4, step 249, loss 0.000, test 0.155
Epoch 4, step 250, loss 0.315, test 0.158
Epoch 4, step 251, loss 0.260, test 0.180
Epoch 4, step 252, loss 0.019, test 0.193
Epoch 4, step 253, loss 0.099, test 0.180
Epoch 4, step 254, loss 0.073, test 0.163
Epoch 4, step 255, loss 0.007, test 0.160
Epoch 4, step 256, loss 0.048, test 0.157
Epoch 4, step 257, loss 0.295, test 0.186
Epoch 4, step 258, loss 0.092, test 0.194
Epoch 4, step 259, loss 0.508, test 0.171
Epoch 4, step 260, loss 0.040, test 0.162
Epoch 4, step 261, loss 0.102, test 0.176
Epoch 4, step 262, loss 0.044, test 0.173
Epoch 4, step 263, loss 0.000, test 0.173
Epoch 4, step 264, loss 0.001, test 0.174
Epoch 4, step 265, loss 0.245, test 0.210
Epoch 4, step 266, loss 0.004, test 0.218
Epoch 4, step 267, loss 0.308, test 0.218
Epoch 4, step 268, loss 0.095, test 0.228
Epoch 4, step 269, loss 0.083, test 0.222
Epoch 4, step 270, loss 0.033, test 0.223
Epoch 4, step 271, loss 0.068, test 0.228
Epoch 4, step 272, loss 0.204, test 0.232
Epoch 4, step 273, loss 0.014, test 0.235
Epoch 4, step 274, loss 0.261, test 0.232
Epoch 4, step 275, loss 0.203, test 0.236
Epoch 4, step 276, loss 0.196, test 0.155
Epoch 4, step 277, loss 0.023, test 0.180
Epoch 4, step 278, loss 0.069, test 0.178
Epoch 4, step 279, loss 0.022, test 0.169
Epoch 4, step 280, loss 0.000, test 0.168
Epoch 4, step 281, loss 0.283, test 0.171
Epoch 4, step 282, loss 0.146, test 0.157
Epoch 4, step 283, loss 0.085, test 0.156
Epoch 4, step 284, loss 1.185, test 0.169
Epoch 4, step 285, loss 0.081, test 0.172
Epoch 4, step 286, loss 0.000, test 0.173
Epoch 4, step 287, loss 0.414, test 0.114
Epoch 4, step 288, loss 0.004, test 0.108
Epoch 4, step 289, loss 0.077, test 0.095
Epoch 4, step 290, loss 0.281, test 0.092
Epoch 4, step 291, loss 0.173, test 0.159
Epoch 4, step 292, loss 0.075, test 0.175
Epoch 4, step 293, loss 0.117, test 0.145
Epoch 4, step 294, loss 0.017, test 0.145
Epoch 4, step 295, loss 0.004, test 0.146
Epoch 4, step 296, loss 0.024, test 0.145
Epoch 4, step 297, loss 0.322, test 0.133
Epoch 4, step 298, loss 0.026, test 0.133
Epoch 4, step 299, loss 1.123, test 0.120
Epoch 4, step 300, loss 0.005, test 0.118
Epoch 4, step 301, loss 0.012, test 0.119
Epoch 4, step 302, loss 0.171, test 0.104
Epoch 4, step 303, loss 0.216, test 0.103
Epoch 4, step 304, loss 0.071, test 0.103
Epoch 4, step 305, loss 0.022, test 0.103
Epoch 4, step 306, loss 0.098, test 0.103
Epoch 4, step 307, loss 0.011, test 0.104
Epoch 4, step 308, loss 0.022, test 0.111
Epoch 4, step 309, loss 0.111, test 0.113
Epoch 4, step 310, loss 0.284, test 0.103
Epoch 4, step 311, loss 0.284, test 0.102
Epoch 4, step 312, loss 0.119, test 0.097
Epoch 4, step 313, loss 0.075, test 0.096
Epoch 4, step 314, loss 0.028, test 0.093
Epoch 4, step 315, loss 0.007, test 0.092
Epoch 4, step 316, loss 0.034, test 0.088
Epoch 4, step 317, loss 0.000, test 0.088
Epoch 4, step 318, loss 0.030, test 0.087
Epoch 4, step 319, loss 0.151, test 0.087
Epoch 4, step 320, loss 0.020, test 0.087
Epoch 4, step 321, loss 0.000, test 0.087
Epoch 4, step 322, loss 0.075, test 0.087
Epoch 4, step 323, loss 0.278, test 0.089
Epoch 4, step 324, loss 0.209, test 0.102
Epoch 4, step 325, loss 0.055, test 0.115
Epoch 4, step 326, loss 0.005, test 0.121
Epoch 4, step 327, loss 0.002, test 0.125
Epoch 4, step 328, loss 0.261, test 0.122
Epoch 4, step 329, loss 0.391, test 0.102
Epoch 4, step 330, loss 0.152, test 0.097
Epoch 4, step 331, loss 0.000, test 0.096
Epoch 4, step 332, loss 0.185, test 0.120
Epoch 4, step 333, loss 0.362, test 0.121
Epoch 4, step 334, loss 0.037, test 0.121
Epoch 4, step 335, loss 0.284, test 0.092
Epoch 4, step 336, loss 0.029, test 0.090
Epoch 4, step 337, loss 0.208, test 0.112
Epoch 4, step 338, loss 0.000, test 0.115
Epoch 4, step 339, loss 1.435, test 0.137
Epoch 4, step 340, loss 0.098, test 0.134
Epoch 4, step 341, loss 0.067, test 0.141
Epoch 4, step 342, loss 0.009, test 0.136
Epoch 4, step 343, loss 0.008, test 0.138
Epoch 4, step 344, loss 0.191, test 0.150
Epoch 4, step 345, loss 0.029, test 0.150
Epoch 4, step 346, loss 0.022, test 0.148
Epoch 4, step 347, loss 0.332, test 0.153
Epoch 4, step 348, loss 0.087, test 0.150
Epoch 4, step 349, loss 0.822, test 0.142
Epoch 4, step 350, loss 0.333, test 0.098
Epoch 4, step 351, loss 0.000, test 0.093
Epoch 4, step 352, loss 0.325, test 0.086
Epoch 4, step 353, loss 0.059, test 0.087
Epoch 4, step 354, loss 0.001, test 0.086
Epoch 4, step 355, loss 0.072, test 0.093
Epoch 4, step 356, loss 0.450, test 0.074
Epoch 4, step 357, loss 0.063, test 0.077
Epoch 4, step 358, loss 0.079, test 0.079
Epoch 4, step 359, loss 0.039, test 0.081
Epoch 4, step 360, loss 0.000, test 0.082
Epoch 4, step 361, loss 0.048, test 0.081
Epoch 4, step 362, loss 0.068, test 0.081
Epoch 4, step 363, loss 0.074, test 0.081
Epoch 4, step 364, loss 0.023, test 0.081
Epoch 4, step 365, loss 0.078, test 0.078
Epoch 4, step 366, loss 0.998, test 0.081
Epoch 4, step 367, loss 0.020, test 0.107
Epoch 4, step 368, loss 0.004, test 0.111
Epoch 4, step 369, loss 0.063, test 0.109
Epoch 4, step 370, loss 0.010, test 0.109
Epoch 4, step 371, loss 0.029, test 0.107
Epoch 4, step 372, loss 0.013, test 0.106
Epoch 4, step 373, loss 0.001, test 0.106
Epoch 4, step 374, loss 0.344, test 0.075
Epoch 4, step 375, loss 0.167, test 0.074
Epoch 4, step 376, loss 0.119, test 0.075
Epoch 4, step 377, loss 0.000, test 0.076
Epoch 4, step 378, loss 0.094, test 0.076
Epoch 4, step 379, loss 0.026, test 0.077
Epoch 4, step 380, loss 0.045, test 0.076
Epoch 4, step 381, loss 0.024, test 0.077
Epoch 4, step 382, loss 0.486, test 0.077
Epoch 4, step 383, loss 0.091, test 0.081
Epoch 4, step 384, loss 0.042, test 0.084
Epoch 4, step 385, loss 0.138, test 0.086
Epoch 4, step 386, loss 0.062, test 0.089
Epoch 4, step 387, loss 0.093, test 0.088
Epoch 4, step 388, loss 0.168, test 0.086
Epoch 4, step 389, loss 0.016, test 0.087
Epoch 4, step 390, loss 0.011, test 0.087
Epoch 4, step 391, loss 0.128, test 0.087
Epoch 4, step 392, loss 0.000, test 0.087
Epoch 4, step 393, loss 0.033, test 0.084
Epoch 4, step 394, loss 0.063, test 0.084
Epoch 4, step 395, loss 0.000, test 0.084
Epoch 4, step 396, loss 0.044, test 0.085
Epoch 4, step 397, loss 0.056, test 0.085
Epoch 4, step 398, loss 0.023, test 0.088
Epoch 4, step 399, loss 0.101, test 0.086
Epoch 4, step 400, loss 0.062, test 0.090
Epoch 4, step 401, loss 0.036, test 0.091
Epoch 4, step 402, loss 0.061, test 0.096
Epoch 4, step 403, loss 0.104, test 0.151
Epoch 4, step 404, loss 0.010, test 0.164
Epoch 4, step 405, loss 0.061, test 0.160
Epoch 4, step 406, loss 0.066, test 0.155
Epoch 4, step 407, loss 0.180, test 0.152
Epoch 4, step 408, loss 0.038, test 0.152
Epoch 4, step 409, loss 0.104, test 0.174
Epoch 4, step 410, loss 0.335, test 0.111
Epoch 4, step 411, loss 0.035, test 0.105
Epoch 4, step 412, loss 0.017, test 0.109
Epoch 4, step 413, loss 0.128, test 0.096
Epoch 4, step 414, loss 0.058, test 0.093
Epoch 4, step 415, loss 0.084, test 0.091
Epoch 4, step 416, loss 0.327, test 0.087
Epoch 4, step 417, loss 0.130, test 0.088
Epoch 4, step 418, loss 0.501, test 0.084
Epoch 4, step 419, loss 0.001, test 0.084
Epoch 4, step 420, loss 0.016, test 0.083
Epoch 4, step 421, loss 0.043, test 0.085
Epoch 4, step 422, loss 0.001, test 0.085
Epoch 4, step 423, loss 0.006, test 0.086
Epoch 4, step 424, loss 0.043, test 0.082
Epoch 4, step 425, loss 0.001, test 0.082
Epoch 4, step 426, loss 0.147, test 0.080
Epoch 4, step 427, loss 0.091, test 0.080
Epoch 4, step 428, loss 0.128, test 0.080
Epoch 4, step 429, loss 0.052, test 0.081
Epoch 4, step 430, loss 0.092, test 0.081
Epoch 4, step 431, loss 0.002, test 0.081
Epoch 4, step 432, loss 0.173, test 0.095
Epoch 4, step 433, loss 0.007, test 0.101
Epoch 4, step 434, loss 0.127, test 0.085
Epoch 4, step 435, loss 0.002, test 0.083
Epoch 4, step 436, loss 0.182, test 0.079
Epoch 4, step 437, loss 0.299, test 0.083
Epoch 4, step 438, loss 0.050, test 0.087
Epoch 4, step 439, loss 0.005, test 0.089
Epoch 4, step 440, loss 0.038, test 0.089
Epoch 4, step 441, loss 0.123, test 0.085
Epoch 4, step 442, loss 0.083, test 0.080
Epoch 4, step 443, loss 0.457, test 0.080
Epoch 4, step 444, loss 0.001, test 0.079
Epoch 4, step 445, loss 0.276, test 0.079
Epoch 4, step 446, loss 0.014, test 0.079
Epoch 4, step 447, loss 0.142, test 0.077
Epoch 4, step 448, loss 0.043, test 0.077
Epoch 4, step 449, loss 0.177, test 0.114
Epoch 4, step 450, loss 0.016, test 0.129
Epoch 4, step 451, loss 0.078, test 0.096
Epoch 4, step 452, loss 0.009, test 0.094
Epoch 4, step 453, loss 0.040, test 0.100
Epoch 4, step 454, loss 0.108, test 0.099
Epoch 4, step 455, loss 0.010, test 0.100
Epoch 4, step 456, loss 0.000, test 0.100
Epoch 4, step 457, loss 0.210, test 0.087
Epoch 4, step 458, loss 0.024, test 0.085
Epoch 4, step 459, loss 0.008, test 0.085
Epoch 4, step 460, loss 0.004, test 0.085
Epoch 4, step 461, loss 0.018, test 0.085
Epoch 4, step 462, loss 0.008, test 0.085
Epoch 4, step 463, loss 0.041, test 0.087
Epoch 4, step 464, loss 0.067, test 0.089
Epoch 4, step 465, loss 0.403, test 0.089
Epoch 4, step 466, loss 0.133, test 0.089
Epoch 4, step 467, loss 0.018, test 0.088
Epoch 4, step 468, loss 0.099, test 0.087
Epoch 4, step 469, loss 0.033, test 0.088
Epoch 4, step 470, loss 0.076, test 0.090
Epoch 4, step 471, loss 0.364, test 0.112
Epoch 4, step 472, loss 0.180, test 0.118
Epoch 4, step 473, loss 0.000, test 0.122
Epoch 4, step 474, loss 0.216, test 0.122
Epoch 4, step 475, loss 0.038, test 0.118
Epoch 4, step 476, loss 0.090, test 0.117
Epoch 4, step 477, loss 0.072, test 0.100
Epoch 4, step 478, loss 0.074, test 0.100
Epoch 4, step 479, loss 0.047, test 0.097
Epoch 4, step 480, loss 0.004, test 0.098
Epoch 4, step 481, loss 0.367, test 0.108
Epoch 4, step 482, loss 0.243, test 0.113
Epoch 4, step 483, loss 0.005, test 0.112
Epoch 4, step 484, loss 0.768, test 0.115
Epoch 4, step 485, loss 0.100, test 0.119
Epoch 4, step 486, loss 0.110, test 0.128
Epoch 4, step 487, loss 0.005, test 0.130
Epoch 4, step 488, loss 0.006, test 0.132
Epoch 4, step 489, loss 1.156, test 0.397
Epoch 4, step 490, loss 0.277, test 0.587
Epoch 4, step 491, loss 0.012, test 0.686
Epoch 4, step 492, loss 0.380, test 0.783
Epoch 4, step 493, loss 0.064, test 0.828
Epoch 4, step 494, loss 0.023, test 0.852
Epoch 4, step 495, loss 2.018, test 0.250
Epoch 4, step 496, loss 0.018, test 0.190
Epoch 4, step 497, loss 0.116, test 0.163
Epoch 4, step 498, loss 0.002, test 0.151
Epoch 4, step 499, loss 0.401, test 0.122
Epoch 4, step 500, loss 0.109, test 0.095
Epoch 4, step 501, loss 0.028, test 0.088
Epoch 4, step 502, loss 0.013, test 0.085
Epoch 4, step 503, loss 0.002, test 0.085
Epoch 4, step 504, loss 0.000, test 0.084
Epoch 4, step 505, loss 0.028, test 0.087
Epoch 4, step 506, loss 0.127, test 0.085
Epoch 4, step 507, loss 0.027, test 0.084
Epoch 4, step 508, loss 0.201, test 0.086
Epoch 4, step 509, loss 0.002, test 0.086
Epoch 4, step 510, loss 0.012, test 0.087
Epoch 4, step 511, loss 0.146, test 0.090
Epoch 4, step 512, loss 0.008, test 0.089
Epoch 4, step 513, loss 0.031, test 0.085
Epoch 4, step 514, loss 0.018, test 0.084
Epoch 4, step 515, loss 0.203, test 0.081
Epoch 4, step 516, loss 0.016, test 0.080
Epoch 4, step 517, loss 0.001, test 0.080
Epoch 4, step 518, loss 0.096, test 0.080
Epoch 4, step 519, loss 0.004, test 0.080
Epoch 4, step 520, loss 0.035, test 0.080
Epoch 4, step 521, loss 0.175, test 0.080
Epoch 4, step 522, loss 0.004, test 0.080
Epoch 4, step 523, loss 0.100, test 0.077
Epoch 4, step 524, loss 0.566, test 0.079
Epoch 4, step 525, loss 0.010, test 0.079
Epoch 4, step 526, loss 0.255, test 0.079
Epoch 4, step 527, loss 0.080, test 0.076
Epoch 4, step 528, loss 0.492, test 0.074
Epoch 4, step 529, loss 0.096, test 0.073
Epoch 4, step 530, loss 0.155, test 0.074
Epoch 4, step 531, loss 0.016, test 0.074
Epoch 4, step 532, loss 0.046, test 0.074
Epoch 4, step 533, loss 0.008, test 0.074
Epoch 4, step 534, loss 0.006, test 0.074
Epoch 4, step 535, loss 0.414, test 0.075
Epoch 4, step 536, loss 0.003, test 0.075
Epoch 4, step 537, loss 0.074, test 0.074
Epoch 4, step 538, loss 0.720, test 0.076
Epoch 4, step 539, loss 0.339, test 0.114
Epoch 4, step 540, loss 0.183, test 0.128
Epoch 4, step 541, loss 0.336, test 0.135
Epoch 4, step 542, loss 0.005, test 0.136
Epoch 4, step 543, loss 0.071, test 0.136
Epoch 4, step 544, loss 0.437, test 0.150
Epoch 4, step 545, loss 0.100, test 0.148
Epoch 4, step 546, loss 0.011, test 0.139
Epoch 4, step 547, loss 0.430, test 0.151
Epoch 4, step 548, loss 1.101, test 0.167
Epoch 4, step 549, loss 0.056, test 0.178
Epoch 4, step 550, loss 0.011, test 0.171
Epoch 4, step 551, loss 0.135, test 0.086
Epoch 4, step 552, loss 0.116, test 0.099
Epoch 4, step 553, loss 0.028, test 0.111
Epoch 4, step 554, loss 0.045, test 0.118
Epoch 4, step 555, loss 0.022, test 0.120
Epoch 4, step 556, loss 0.051, test 0.112
Epoch 4, step 557, loss 0.048, test 0.117
Epoch 4, step 558, loss 0.001, test 0.116
Epoch 4, step 559, loss 0.285, test 0.119
Epoch 4, step 560, loss 0.040, test 0.152
Epoch 4, step 561, loss 0.026, test 0.157
Epoch 4, step 562, loss 0.133, test 0.142
Epoch 4, step 563, loss 0.450, test 0.148
Epoch 4, step 564, loss 0.285, test 0.152
Epoch 4, step 565, loss 0.001, test 0.152
Epoch 4, step 566, loss 0.095, test 0.160
Epoch 4, step 567, loss 0.022, test 0.139
Epoch 4, step 568, loss 0.078, test 0.142
Epoch 4, step 569, loss 0.055, test 0.135
Epoch 4, step 570, loss 0.179, test 0.117
Epoch 4, step 571, loss 0.402, test 0.109
Epoch 4, step 572, loss 0.590, test 0.112
Epoch 4, step 573, loss 0.131, test 0.123
Epoch 4, step 574, loss 0.001, test 0.126
Epoch 4, step 575, loss 0.063, test 0.119
Epoch 4, step 576, loss 0.113, test 0.106
Epoch 4, step 577, loss 0.000, test 0.104
Epoch 4, step 578, loss 0.333, test 0.077
Epoch 4, step 579, loss 0.134, test 0.075
Epoch 4, step 580, loss 1.109, test 0.079
Epoch 4, step 581, loss 0.004, test 0.079
Epoch 4, step 582, loss 0.143, test 0.079
Epoch 4, step 583, loss 0.249, test 0.077
Epoch 4, step 584, loss 0.015, test 0.078
Epoch 4, step 585, loss 0.302, test 0.082
Epoch 4, step 586, loss 0.025, test 0.081
Epoch 4, step 587, loss 0.000, test 0.081
Epoch 4, step 588, loss 0.203, test 0.094
Epoch 4, step 589, loss 0.138, test 0.089
Epoch 4, step 590, loss 0.008, test 0.088
Epoch 4, step 591, loss 0.090, test 0.091
Epoch 4, step 592, loss 0.030, test 0.088
Epoch 4, step 593, loss 0.004, test 0.086
Epoch 4, step 594, loss 0.002, test 0.086
Epoch 4, step 595, loss 0.030, test 0.085
Epoch 4, step 596, loss 0.009, test 0.087
Epoch 4, step 597, loss 0.079, test 0.085
Epoch 4, step 598, loss 0.013, test 0.085
Epoch 4, step 599, loss 0.002, test 0.085
Epoch 4, step 600, loss 0.005, test 0.086
Epoch 4, step 601, loss 0.029, test 0.087
Epoch 4, step 602, loss 0.309, test 0.084
Epoch 4, step 603, loss 0.024, test 0.081
Epoch 4, step 604, loss 0.080, test 0.075
Epoch 4, step 605, loss 0.350, test 0.073
Epoch 4, step 606, loss 0.000, test 0.073
Epoch 4, step 607, loss 0.000, test 0.072
Epoch 4, step 608, loss 0.537, test 0.075
Epoch 4, step 609, loss 0.001, test 0.076
Epoch 4, step 610, loss 0.637, test 0.080
Epoch 4, step 611, loss 0.045, test 0.075
Epoch 4, step 612, loss 0.002, test 0.075
Epoch 4, step 613, loss 0.002, test 0.075
Epoch 4, step 614, loss 0.181, test 0.074
Epoch 4, step 615, loss 0.183, test 0.085
Epoch 4, step 616, loss 0.007, test 0.090
Epoch 4, step 617, loss 0.002, test 0.093
Epoch 4, step 618, loss 0.280, test 0.099
Epoch 4, step 619, loss 0.032, test 0.097
Epoch 4, step 620, loss 0.002, test 0.097
Epoch 4, step 621, loss 0.100, test 0.088
Epoch 4, step 622, loss 0.145, test 0.097
Epoch 4, step 623, loss 0.281, test 0.095
Epoch 4, step 624, loss 0.005, test 0.095
Epoch 4, step 625, loss 0.009, test 0.094
Epoch 4, step 626, loss 0.011, test 0.095
Epoch 4, step 627, loss 0.275, test 0.100
Epoch 4, step 628, loss 0.250, test 0.088
Epoch 4, step 629, loss 0.075, test 0.100
Epoch 4, step 630, loss 0.050, test 0.103
Epoch 4, step 631, loss 0.012, test 0.105
Epoch 4, step 632, loss 0.008, test 0.107
Epoch 4, step 633, loss 0.317, test 0.104
Epoch 4, step 634, loss 0.099, test 0.080
Epoch 4, step 635, loss 0.011, test 0.079
Epoch 4, step 636, loss 0.114, test 0.078
Epoch 4, step 637, loss 0.086, test 0.078
Epoch 4, step 638, loss 0.004, test 0.078
Epoch 4, step 639, loss 0.003, test 0.078
Epoch 4, step 640, loss 0.333, test 0.079
Epoch 4, step 641, loss 0.001, test 0.079
Epoch 4, step 642, loss 0.007, test 0.079
Epoch 4, step 643, loss 0.079, test 0.079
Epoch 4, step 644, loss 0.073, test 0.079
Epoch 4, step 645, loss 0.436, test 0.077
Epoch 4, step 646, loss 0.157, test 0.077
Epoch 4, step 647, loss 0.093, test 0.075
Epoch 4, step 648, loss 0.053, test 0.077
Epoch 4, step 649, loss 0.141, test 0.074
Epoch 4, step 650, loss 0.261, test 0.075
Epoch 4, step 651, loss 0.013, test 0.075
Epoch 4, step 652, loss 0.061, test 0.076
Epoch 4, step 653, loss 0.075, test 0.075
Epoch 4, step 654, loss 0.004, test 0.075
Epoch 4, step 655, loss 0.050, test 0.075
Epoch 4, step 656, loss 0.244, test 0.075
Epoch 4, step 657, loss 0.173, test 0.075
Epoch 4, step 658, loss 0.003, test 0.075
Epoch 4, step 659, loss 0.027, test 0.075
Epoch 4, step 660, loss 0.003, test 0.075
Epoch 4, step 661, loss 0.011, test 0.076
Epoch 4, step 662, loss 0.038, test 0.075
Epoch 4, step 663, loss 0.158, test 0.076
Epoch 4, step 664, loss 0.118, test 0.076
Epoch 4, step 665, loss 0.010, test 0.075
Epoch 4, step 666, loss 0.000, test 0.075
Epoch 4, step 667, loss 0.022, test 0.076
Epoch 4, step 668, loss 0.014, test 0.075
Epoch 4, step 669, loss 0.121, test 0.075
Epoch 4, step 670, loss 0.371, test 0.080
Epoch 4, step 671, loss 0.247, test 0.077
Epoch 4, step 672, loss 0.288, test 0.079
Epoch 4, step 673, loss 0.015, test 0.078
Epoch 4, step 674, loss 0.395, test 0.076
Epoch 4, step 675, loss 0.055, test 0.077
Epoch 4, step 676, loss 0.640, test 0.103
Epoch 4, step 677, loss 0.025, test 0.116
Epoch 4, step 678, loss 0.135, test 0.095
Epoch 4, step 679, loss 0.000, test 0.093
Epoch 4, step 680, loss 0.023, test 0.096
Epoch 4, step 681, loss 0.426, test 0.105
Epoch 4, step 682, loss 0.296, test 0.103
Epoch 4, step 683, loss 0.002, test 0.103
Epoch 4, step 684, loss 0.001, test 0.104
Epoch 4, step 685, loss 0.119, test 0.117
Epoch 4, step 686, loss 0.031, test 0.117
Epoch 4, step 687, loss 0.149, test 0.126
Epoch 4, step 688, loss 0.017, test 0.125
Epoch 4, step 689, loss 0.162, test 0.121
Epoch 4, step 690, loss 0.032, test 0.122
Epoch 4, step 691, loss 0.158, test 0.116
Epoch 4, step 692, loss 0.009, test 0.115
Epoch 4, step 693, loss 0.254, test 0.111
Epoch 4, step 694, loss 0.062, test 0.106
Epoch 4, step 695, loss 0.120, test 0.102
Epoch 4, step 696, loss 0.051, test 0.103
Epoch 4, step 697, loss 0.008, test 0.102
Epoch 4, step 698, loss 0.070, test 0.101
Epoch 4, step 699, loss 0.071, test 0.085
Epoch 4, step 700, loss 0.001, test 0.082
Epoch 4, step 701, loss 0.255, test 0.085
Epoch 4, step 702, loss 0.378, test 0.074
Epoch 4, step 703, loss 0.058, test 0.076
Epoch 4, step 704, loss 0.187, test 0.078
Epoch 4, step 705, loss 0.044, test 0.079
Epoch 4, step 706, loss 0.262, test 0.078
Epoch 4, step 707, loss 0.001, test 0.078
Epoch 4, step 708, loss 0.001, test 0.078
Epoch 4, step 709, loss 0.000, test 0.078
Epoch 4, step 710, loss 0.005, test 0.077
Epoch 4, step 711, loss 0.464, test 0.079
Epoch 4, step 712, loss 0.024, test 0.080
Epoch 4, step 713, loss 0.190, test 0.083
Epoch 4, step 714, loss 0.305, test 0.081
Epoch 4, step 715, loss 0.002, test 0.081
Epoch 4, step 716, loss 0.098, test 0.078
Epoch 4, step 717, loss 0.011, test 0.078
Epoch 4, step 718, loss 0.465, test 0.076
Epoch 4, step 719, loss 0.100, test 0.075
Epoch 4, step 720, loss 0.053, test 0.076
Epoch 4, step 721, loss 0.123, test 0.076
Epoch 4, step 722, loss 0.344, test 0.119
Epoch 4, step 723, loss 0.022, test 0.132
Epoch 4, step 724, loss 0.216, test 0.155
Epoch 4, step 725, loss 0.419, test 0.122
Epoch 4, step 726, loss 0.023, test 0.127
Epoch 4, step 727, loss 0.231, test 0.125
Epoch 4, step 728, loss 0.202, test 0.127
Epoch 4, step 729, loss 0.013, test 0.127
Epoch 4, step 730, loss 0.185, test 0.104
Epoch 4, step 731, loss 0.114, test 0.097
Epoch 4, step 732, loss 0.000, test 0.096
Epoch 4, step 733, loss 0.043, test 0.094
Epoch 4, step 734, loss 0.015, test 0.094
Epoch 4, step 735, loss 0.004, test 0.097
Epoch 4, step 736, loss 0.189, test 0.098
Epoch 4, step 737, loss 0.475, test 0.099
Epoch 4, step 738, loss 0.006, test 0.099
Epoch 4, step 739, loss 0.149, test 0.102
Epoch 4, step 740, loss 0.399, test 0.103
Epoch 4, step 741, loss 0.014, test 0.104
Epoch 4, step 742, loss 0.064, test 0.104
Epoch 4, step 743, loss 0.137, test 0.105
Epoch 4, step 744, loss 0.001, test 0.105
Epoch 4, step 745, loss 0.228, test 0.105
Epoch 4, step 746, loss 0.092, test 0.132
Epoch 4, step 747, loss 0.333, test 0.110
Epoch 4, step 748, loss 0.004, test 0.106
Epoch 4, step 749, loss 0.001, test 0.105
Epoch 4, step 750, loss 0.019, test 0.105
Epoch 4, step 751, loss 0.021, test 0.109
Epoch 4, step 752, loss 0.029, test 0.110
Epoch 4, step 753, loss 0.031, test 0.111
Epoch 4, step 754, loss 0.014, test 0.111
Epoch 4, step 755, loss 0.039, test 0.112
Epoch 4, step 756, loss 0.003, test 0.111
Epoch 4, step 757, loss 0.050, test 0.114
Epoch 4, step 758, loss 0.378, test 0.115
Epoch 4, step 759, loss 0.292, test 0.117
Epoch 4, step 760, loss 0.184, test 0.123
Epoch 4, step 761, loss 0.141, test 0.123
Epoch 4, step 762, loss 0.003, test 0.122
Epoch 4, step 763, loss 0.035, test 0.123
Epoch 4, step 764, loss 0.140, test 0.113
Epoch 4, step 765, loss 0.089, test 0.109
Epoch 4, step 766, loss 0.017, test 0.109
Epoch 4, step 767, loss 0.006, test 0.110
Epoch 4, step 768, loss 0.804, test 0.111
Epoch 4, step 769, loss 0.073, test 0.113
Epoch 4, step 770, loss 0.327, test 0.100
Epoch 4, step 771, loss 0.028, test 0.098
Epoch 4, step 772, loss 1.206, test 0.100
Epoch 4, step 773, loss 0.157, test 0.092
Epoch 4, step 774, loss 0.002, test 0.092
Epoch 4, step 775, loss 0.020, test 0.091
Epoch 4, step 776, loss 0.003, test 0.090
Epoch 4, step 777, loss 0.024, test 0.089
Epoch 4, step 778, loss 0.004, test 0.088
Epoch 4, step 779, loss 0.156, test 0.087
Epoch 4, step 780, loss 0.078, test 0.087
Epoch 4, step 781, loss 0.311, test 0.096
Epoch 4, step 782, loss 0.036, test 0.105
Epoch 4, step 783, loss 0.034, test 0.107
Epoch 4, step 784, loss 0.114, test 0.109
Epoch 4, step 785, loss 0.112, test 0.111
Epoch 4, step 786, loss 0.478, test 0.110
Epoch 4, step 787, loss 0.289, test 0.212
Epoch 4, step 788, loss 0.066, test 0.257
Epoch 4, step 789, loss 0.339, test 0.201
Epoch 4, step 790, loss 0.019, test 0.198
Epoch 4, step 791, loss 0.001, test 0.198
Epoch 4, step 792, loss 0.600, test 0.183
Epoch 4, step 793, loss 0.030, test 0.188
Epoch 4, step 794, loss 1.615, test 0.102
Epoch 4, step 795, loss 0.012, test 0.144
Epoch 4, step 796, loss 0.021, test 0.192
Epoch 4, step 797, loss 0.157, test 0.205
Epoch 4, step 798, loss 0.037, test 0.211
Epoch 4, step 799, loss 0.045, test 0.205
Epoch 4, step 800, loss 0.727, test 0.096
Epoch 4, step 801, loss 0.000, test 0.086
Epoch 4, step 802, loss 0.380, test 0.073
Epoch 4, step 803, loss 0.096, test 0.088
Epoch 4, step 804, loss 0.190, test 0.076
Epoch 4, step 805, loss 0.205, test 0.076
Epoch 4, step 806, loss 0.229, test 0.076
Epoch 4, step 807, loss 0.493, test 0.084
Epoch 4, step 808, loss 0.282, test 0.089
Epoch 4, step 809, loss 0.031, test 0.089
Epoch 4, step 810, loss 0.022, test 0.090
Epoch 4, step 811, loss 0.206, test 0.091
Epoch 4, step 812, loss 0.001, test 0.091
Epoch 4, step 813, loss 0.001, test 0.091
Epoch 4, step 814, loss 0.168, test 0.093
Epoch 4, step 815, loss 0.058, test 0.091
Epoch 4, step 816, loss 0.006, test 0.091
Epoch 4, step 817, loss 0.029, test 0.090
Epoch 4, step 818, loss 0.138, test 0.089
Epoch 4, step 819, loss 0.090, test 0.118
Epoch 4, step 820, loss 0.009, test 0.124
Epoch 4, step 821, loss 0.024, test 0.127
Epoch 4, step 822, loss 0.000, test 0.129
Epoch 4, step 823, loss 0.041, test 0.125
Epoch 4, step 824, loss 0.113, test 0.122
Epoch 4, step 825, loss 0.240, test 0.226
Epoch 4, step 826, loss 0.021, test 0.250
Epoch 4, step 827, loss 0.147, test 0.275
Epoch 4, step 828, loss 0.940, test 0.137
Epoch 4, step 829, loss 0.378, test 0.096
Epoch 4, step 830, loss 0.114, test 0.087
Epoch 4, step 831, loss 0.010, test 0.083
Epoch 4, step 832, loss 0.005, test 0.079
Epoch 4, step 833, loss 0.005, test 0.078
Epoch 4, step 834, loss 0.117, test 0.090
Epoch 4, step 835, loss 0.511, test 0.110
Epoch 4, step 836, loss 0.032, test 0.127
Epoch 4, step 837, loss 0.010, test 0.133
Epoch 4, step 838, loss 0.002, test 0.134
Epoch 4, step 839, loss 0.117, test 0.116
Epoch 4, step 840, loss 0.002, test 0.114
Epoch 4, step 841, loss 0.008, test 0.114
Epoch 4, step 842, loss 0.397, test 0.099
Epoch 4, step 843, loss 0.015, test 0.093
Epoch 4, step 844, loss 0.339, test 0.088
Epoch 4, step 845, loss 0.082, test 0.088
Epoch 4, step 846, loss 0.007, test 0.088
Epoch 4, step 847, loss 0.019, test 0.086
Epoch 4, step 848, loss 0.000, test 0.086
Epoch 4, step 849, loss 0.027, test 0.087
Epoch 4, step 850, loss 0.390, test 0.091
Epoch 4, step 851, loss 0.083, test 0.081
Epoch 4, step 852, loss 0.429, test 0.078
Epoch 4, step 853, loss 0.498, test 0.224
Epoch 4, step 854, loss 0.019, test 0.273
Epoch 4, step 855, loss 0.001, test 0.304
Epoch 4, step 856, loss 0.162, test 0.330
Epoch 4, step 857, loss 0.123, test 0.325
Epoch 4, step 858, loss 0.000, test 0.327
Epoch 4, step 859, loss 0.023, test 0.303
Epoch 4, step 860, loss 0.009, test 0.296
Epoch 4, step 861, loss 0.021, test 0.295
Epoch 4, step 862, loss 0.137, test 0.234
Epoch 4, step 863, loss 0.078, test 0.222
Epoch 4, step 864, loss 0.851, test 0.197
Epoch 4, step 865, loss 0.060, test 0.242
Epoch 4, step 866, loss 0.024, test 0.239
Epoch 4, step 867, loss 0.202, test 0.269
Epoch 4, step 868, loss 0.003, test 0.275
Epoch 4, step 869, loss 0.000, test 0.278
Epoch 4, step 870, loss 0.456, test 0.173
Epoch 4, step 871, loss 0.092, test 0.146
Epoch 4, step 872, loss 0.119, test 0.136
Epoch 4, step 873, loss 0.062, test 0.128
Epoch 4, step 874, loss 0.896, test 0.117
Epoch 4, step 875, loss 0.079, test 0.123
Epoch 4, step 876, loss 0.084, test 0.128
Epoch 4, step 877, loss 0.119, test 0.142
Epoch 4, step 878, loss 0.035, test 0.146
Epoch 4, step 879, loss 0.013, test 0.151
Epoch 4, step 880, loss 0.194, test 0.151
Epoch 4, step 881, loss 0.216, test 0.152
Epoch 4, step 882, loss 0.035, test 0.157
Epoch 4, step 883, loss 0.108, test 0.160
Epoch 4, step 884, loss 0.095, test 0.163
Epoch 4, step 885, loss 0.056, test 0.163
Epoch 4, step 886, loss 0.173, test 0.164
Epoch 4, step 887, loss 0.005, test 0.164
Epoch 4, step 888, loss 0.003, test 0.161
Epoch 4, step 889, loss 0.203, test 0.131
Epoch 4, step 890, loss 0.000, test 0.127
Epoch 4, step 891, loss 0.029, test 0.126
Epoch 4, step 892, loss 0.012, test 0.123
Epoch 4, step 893, loss 0.005, test 0.123
Epoch 4, step 894, loss 0.116, test 0.123
Epoch 4, step 895, loss 0.097, test 0.122
Epoch 4, step 896, loss 0.933, test 0.133
Epoch 4, step 897, loss 0.000, test 0.137
Epoch 4, step 898, loss 0.002, test 0.139
Epoch 4, step 899, loss 0.076, test 0.138
Epoch 4, step 900, loss 0.230, test 0.138
Epoch 4, step 901, loss 0.002, test 0.138
Epoch 4, step 902, loss 0.131, test 0.128
Epoch 4, step 903, loss 0.035, test 0.130
Epoch 4, step 904, loss 0.448, test 0.132
Epoch 4, step 905, loss 0.520, test 0.176
Epoch 4, step 906, loss 0.101, test 0.192
Epoch 4, step 907, loss 0.000, test 0.200
Epoch 4, step 908, loss 0.076, test 0.208
Epoch 4, step 909, loss 0.285, test 0.217
Epoch 4, step 910, loss 0.020, test 0.216
Epoch 4, step 911, loss 0.077, test 0.227
Epoch 4, step 912, loss 0.121, test 0.190
Epoch 4, step 913, loss 0.141, test 0.156
Epoch 4, step 914, loss 0.012, test 0.153
Epoch 4, step 915, loss 0.002, test 0.149
Epoch 4, step 916, loss 0.219, test 0.144
Epoch 4, step 917, loss 0.189, test 0.141
Epoch 4, step 918, loss 0.167, test 0.142
Epoch 4, step 919, loss 0.013, test 0.141
Epoch 4, step 920, loss 0.152, test 0.131
Epoch 4, step 921, loss 0.092, test 0.121
Epoch 4, step 922, loss 0.052, test 0.120
Epoch 4, step 923, loss 0.091, test 0.108
Epoch 4, step 924, loss 0.339, test 0.112
Epoch 4, step 925, loss 0.098, test 0.115
Epoch 4, step 926, loss 0.016, test 0.116
Epoch 4, step 927, loss 0.038, test 0.128
Epoch 4, step 928, loss 0.028, test 0.162
Epoch 4, step 929, loss 0.058, test 0.157
Epoch 4, step 930, loss 0.119, test 0.196
Epoch 4, step 931, loss 0.007, test 0.205
Epoch 4, step 932, loss 0.204, test 0.197
Epoch 4, step 933, loss 0.367, test 0.191
Epoch 4, step 934, loss 0.232, test 0.181
Epoch 4, step 935, loss 0.025, test 0.176
Epoch 4, step 936, loss 0.006, test 0.177
Epoch 4, step 937, loss 0.254, test 0.187
Epoch 4, step 938, loss 0.017, test 0.183
Epoch 4, step 939, loss 0.083, test 0.181
Epoch 4, step 940, loss 0.101, test 0.191
Epoch 4, step 941, loss 0.153, test 0.197
Epoch 4, step 942, loss 0.002, test 0.199
Epoch 4, step 943, loss 0.575, test 0.218
Epoch 4, step 944, loss 0.120, test 0.193
Epoch 4, step 945, loss 0.000, test 0.191
Epoch 4, step 946, loss 0.015, test 0.186
Epoch 4, step 947, loss 0.195, test 0.156
Epoch 4, step 948, loss 0.000, test 0.151
Epoch 4, step 949, loss 0.141, test 0.144
Epoch 4, step 950, loss 0.102, test 0.133
Epoch 4, step 951, loss 0.001, test 0.131
Epoch 4, step 952, loss 0.177, test 0.131
Epoch 4, step 953, loss 0.627, test 0.168
Epoch 4, step 954, loss 0.012, test 0.145
Epoch 4, step 955, loss 0.021, test 0.130
Epoch 4, step 956, loss 0.065, test 0.130
Epoch 4, step 957, loss 0.006, test 0.131
Epoch 4, step 958, loss 0.366, test 0.132
Epoch 4, step 959, loss 0.245, test 0.103
Epoch 4, step 960, loss 0.147, test 0.099
Epoch 4, step 961, loss 0.116, test 0.099
Epoch 4, step 962, loss 0.000, test 0.098
Epoch 4, step 963, loss 0.007, test 0.097
Epoch 4, step 964, loss 0.002, test 0.097
Epoch 4, step 965, loss 0.045, test 0.089
Epoch 4, step 966, loss 0.991, test 0.090
Epoch 4, step 967, loss 0.076, test 0.092
Epoch 4, step 968, loss 0.122, test 0.098
Epoch 4, step 969, loss 0.658, test 0.098
Epoch 4, step 970, loss 0.026, test 0.098
Epoch 4, step 971, loss 0.025, test 0.098
Epoch 4, step 972, loss 0.013, test 0.098
Epoch 4, step 973, loss 0.135, test 0.101
Epoch 4, step 974, loss 0.010, test 0.102
Epoch 4, step 975, loss 0.045, test 0.102
Epoch 4, step 976, loss 0.051, test 0.103
Epoch 4, step 977, loss 0.220, test 0.099
Epoch 4, step 978, loss 0.031, test 0.105
Epoch 4, step 979, loss 0.373, test 0.103
Epoch 4, step 980, loss 0.141, test 0.103
Epoch 4, step 981, loss 0.008, test 0.103
Epoch 4, step 982, loss 0.015, test 0.102
Epoch 4, step 983, loss 0.054, test 0.098
Epoch 4, step 984, loss 0.248, test 0.108
Epoch 4, step 985, loss 0.162, test 0.112
Epoch 4, step 986, loss 0.166, test 0.116
Epoch 4, step 987, loss 0.046, test 0.111
Epoch 4, step 988, loss 0.180, test 0.206
Epoch 4, step 989, loss 0.081, test 0.246
Epoch 4, step 990, loss 0.050, test 0.254
Epoch 4, step 991, loss 0.308, test 0.221
Epoch 4, step 992, loss 0.160, test 0.238
Epoch 4, step 993, loss 0.055, test 0.242
Epoch 4, step 994, loss 0.033, test 0.244
Epoch 4, step 995, loss 0.688, test 0.232
Epoch 4, step 996, loss 0.079, test 0.232
Epoch 4, step 997, loss 0.150, test 0.238
Epoch 4, step 998, loss 0.034, test 0.241
Epoch 4, step 999, loss 0.011, test 0.243
Epoch 5, step 0, loss 0.158, test 0.252
Epoch 5, step 1, loss 0.002, test 0.253
Epoch 5, step 2, loss 0.069, test 0.252
Epoch 5, step 3, loss 0.046, test 0.261
Epoch 5, step 4, loss 0.007, test 0.260
Epoch 5, step 5, loss 0.183, test 0.344
Epoch 5, step 6, loss 0.981, test 0.146
Epoch 5, step 7, loss 0.038, test 0.128
Epoch 5, step 8, loss 0.030, test 0.132
Epoch 5, step 9, loss 0.000, test 0.130
Epoch 5, step 10, loss 0.019, test 0.129
Epoch 5, step 11, loss 0.009, test 0.128
Epoch 5, step 12, loss 0.021, test 0.127
Epoch 5, step 13, loss 0.059, test 0.128
Epoch 5, step 14, loss 0.000, test 0.128
Epoch 5, step 15, loss 0.273, test 0.123
Epoch 5, step 16, loss 0.010, test 0.123
Epoch 5, step 17, loss 0.264, test 0.119
Epoch 5, step 18, loss 0.120, test 0.117
Epoch 5, step 19, loss 0.052, test 0.119
Epoch 5, step 20, loss 0.128, test 0.115
Epoch 5, step 21, loss 0.014, test 0.115
Epoch 5, step 22, loss 0.247, test 0.115
Epoch 5, step 23, loss 0.047, test 0.120
Epoch 5, step 24, loss 0.556, test 0.103
Epoch 5, step 25, loss 0.036, test 0.102
Epoch 5, step 26, loss 0.237, test 0.102
Epoch 5, step 27, loss 0.020, test 0.102
Epoch 5, step 28, loss 0.024, test 0.102
Epoch 5, step 29, loss 0.000, test 0.102
Epoch 5, step 30, loss 0.028, test 0.102
Epoch 5, step 31, loss 0.522, test 0.102
Epoch 5, step 32, loss 0.078, test 0.101
Epoch 5, step 33, loss 0.048, test 0.101
Epoch 5, step 34, loss 0.027, test 0.102
Epoch 5, step 35, loss 0.456, test 0.104
Epoch 5, step 36, loss 0.013, test 0.105
Epoch 5, step 37, loss 0.076, test 0.104
Epoch 5, step 38, loss 0.245, test 0.104
Epoch 5, step 39, loss 0.010, test 0.105
Epoch 5, step 40, loss 0.000, test 0.105
Epoch 5, step 41, loss 0.004, test 0.104
Epoch 5, step 42, loss 0.083, test 0.104
Epoch 5, step 43, loss 0.005, test 0.104
Epoch 5, step 44, loss 0.007, test 0.107
Epoch 5, step 45, loss 0.163, test 0.107
Epoch 5, step 46, loss 0.040, test 0.109
Epoch 5, step 47, loss 0.589, test 0.111
Epoch 5, step 48, loss 0.002, test 0.112
Epoch 5, step 49, loss 0.016, test 0.111
Epoch 5, step 50, loss 0.054, test 0.115
Epoch 5, step 51, loss 0.019, test 0.116
Epoch 5, step 52, loss 0.014, test 0.117
Epoch 5, step 53, loss 0.043, test 0.117
Epoch 5, step 54, loss 0.149, test 0.119
Epoch 5, step 55, loss 0.043, test 0.124
Epoch 5, step 56, loss 0.236, test 0.128
Epoch 5, step 57, loss 0.008, test 0.130
Epoch 5, step 58, loss 0.072, test 0.122
Epoch 5, step 59, loss 0.014, test 0.117
Epoch 5, step 60, loss 0.029, test 0.114
Epoch 5, step 61, loss 0.303, test 0.113
Epoch 5, step 62, loss 0.047, test 0.107
Epoch 5, step 63, loss 0.019, test 0.127
Epoch 5, step 64, loss 0.035, test 0.136
Epoch 5, step 65, loss 0.030, test 0.175
Epoch 5, step 66, loss 0.043, test 0.187
Epoch 5, step 67, loss 0.179, test 0.197
Epoch 5, step 68, loss 0.103, test 0.208
Epoch 5, step 69, loss 0.032, test 0.208
Epoch 5, step 70, loss 0.629, test 0.103
Epoch 5, step 71, loss 0.174, test 0.099
Epoch 5, step 72, loss 0.000, test 0.100
Epoch 5, step 73, loss 0.032, test 0.100
Epoch 5, step 74, loss 0.003, test 0.100
Epoch 5, step 75, loss 0.002, test 0.101
Epoch 5, step 76, loss 0.499, test 0.092
Epoch 5, step 77, loss 1.237, test 0.117
Epoch 5, step 78, loss 0.080, test 0.124
Epoch 5, step 79, loss 0.006, test 0.129
Epoch 5, step 80, loss 0.000, test 0.131
Epoch 5, step 81, loss 0.001, test 0.131
Epoch 5, step 82, loss 0.057, test 0.133
Epoch 5, step 83, loss 0.086, test 0.143
Epoch 5, step 84, loss 0.038, test 0.140
Epoch 5, step 85, loss 0.180, test 0.130
Epoch 5, step 86, loss 0.035, test 0.127
Epoch 5, step 87, loss 0.057, test 0.122
Epoch 5, step 88, loss 0.057, test 0.123
Epoch 5, step 89, loss 0.475, test 0.129
Epoch 5, step 90, loss 0.041, test 0.127
Epoch 5, step 91, loss 0.077, test 0.124
Epoch 5, step 92, loss 0.221, test 0.151
Epoch 5, step 93, loss 0.024, test 0.213
Epoch 5, step 94, loss 0.060, test 0.255
Epoch 5, step 95, loss 0.658, test 0.233
Epoch 5, step 96, loss 0.136, test 0.237
Epoch 5, step 97, loss 0.038, test 0.214
Epoch 5, step 98, loss 0.035, test 0.208
Epoch 5, step 99, loss 0.631, test 0.148
Epoch 5, step 100, loss 0.006, test 0.138
Epoch 5, step 101, loss 0.019, test 0.138
Epoch 5, step 102, loss 0.145, test 0.140
Epoch 5, step 103, loss 0.087, test 0.138
Epoch 5, step 104, loss 0.176, test 0.135
Epoch 5, step 105, loss 0.000, test 0.135
Epoch 5, step 106, loss 0.023, test 0.131
Epoch 5, step 107, loss 0.012, test 0.130
Epoch 5, step 108, loss 0.146, test 0.125
Epoch 5, step 109, loss 0.103, test 0.123
Epoch 5, step 110, loss 0.185, test 0.105
Epoch 5, step 111, loss 0.114, test 0.098
Epoch 5, step 112, loss 0.486, test 0.096
Epoch 5, step 113, loss 0.057, test 0.100
Epoch 5, step 114, loss 0.008, test 0.100
Epoch 5, step 115, loss 0.016, test 0.100
Epoch 5, step 116, loss 0.080, test 0.104
Epoch 5, step 117, loss 0.090, test 0.102
Epoch 5, step 118, loss 0.011, test 0.100
Epoch 5, step 119, loss 0.090, test 0.105
Epoch 5, step 120, loss 0.010, test 0.103
Epoch 5, step 121, loss 0.011, test 0.103
Epoch 5, step 122, loss 0.001, test 0.103
Epoch 5, step 123, loss 0.419, test 0.137
Epoch 5, step 124, loss 1.470, test 0.120
Epoch 5, step 125, loss 0.185, test 0.120
Epoch 5, step 126, loss 0.000, test 0.122
Epoch 5, step 127, loss 0.004, test 0.122
Epoch 5, step 128, loss 0.001, test 0.123
Epoch 5, step 129, loss 1.225, test 0.148
Epoch 5, step 130, loss 0.074, test 0.157
Epoch 5, step 131, loss 0.213, test 0.155
Epoch 5, step 132, loss 0.075, test 0.158
Epoch 5, step 133, loss 0.080, test 0.159
Epoch 5, step 134, loss 0.002, test 0.159
Epoch 5, step 135, loss 0.000, test 0.159
Epoch 5, step 136, loss 0.002, test 0.159
Epoch 5, step 137, loss 0.259, test 0.176
Epoch 5, step 138, loss 0.000, test 0.180
Epoch 5, step 139, loss 0.001, test 0.182
Epoch 5, step 140, loss 0.040, test 0.186
Epoch 5, step 141, loss 0.181, test 0.193
Epoch 5, step 142, loss 0.082, test 0.203
Epoch 5, step 143, loss 0.001, test 0.205
Epoch 5, step 144, loss 0.154, test 0.194
Epoch 5, step 145, loss 0.019, test 0.191
Epoch 5, step 146, loss 0.005, test 0.203
Epoch 5, step 147, loss 0.059, test 0.176
Epoch 5, step 148, loss 0.000, test 0.173
Epoch 5, step 149, loss 0.002, test 0.171
Epoch 5, step 150, loss 0.047, test 0.184
Epoch 5, step 151, loss 0.074, test 0.184
Epoch 5, step 152, loss 0.216, test 0.188
Epoch 5, step 153, loss 0.186, test 0.191
Epoch 5, step 154, loss 0.115, test 0.201
Epoch 5, step 155, loss 0.000, test 0.203
Epoch 5, step 156, loss 0.001, test 0.203
Epoch 5, step 157, loss 0.002, test 0.204
Epoch 5, step 158, loss 0.515, test 0.141
Epoch 5, step 159, loss 0.001, test 0.134
Epoch 5, step 160, loss 0.020, test 0.132
Epoch 5, step 161, loss 0.033, test 0.135
Epoch 5, step 162, loss 0.010, test 0.135
Epoch 5, step 163, loss 0.395, test 0.145
Epoch 5, step 164, loss 0.000, test 0.147
Epoch 5, step 165, loss 0.148, test 0.147
Epoch 5, step 166, loss 0.202, test 0.151
Epoch 5, step 167, loss 0.006, test 0.154
Epoch 5, step 168, loss 0.347, test 0.143
Epoch 5, step 169, loss 0.189, test 0.146
Epoch 5, step 170, loss 0.002, test 0.145
Epoch 5, step 171, loss 0.644, test 0.143
Epoch 5, step 172, loss 0.035, test 0.144
Epoch 5, step 173, loss 0.001, test 0.144
Epoch 5, step 174, loss 0.644, test 0.153
Epoch 5, step 175, loss 0.224, test 0.144
Epoch 5, step 176, loss 0.744, test 0.188
Epoch 5, step 177, loss 0.025, test 0.191
Epoch 5, step 178, loss 0.002, test 0.194
Epoch 5, step 179, loss 0.166, test 0.202
Epoch 5, step 180, loss 0.003, test 0.203
Epoch 5, step 181, loss 0.029, test 0.200
Epoch 5, step 182, loss 0.329, test 0.148
Epoch 5, step 183, loss 1.065, test 0.175
Epoch 5, step 184, loss 0.005, test 0.179
Epoch 5, step 185, loss 0.076, test 0.178
Epoch 5, step 186, loss 0.481, test 0.173
Epoch 5, step 187, loss 0.005, test 0.174
Epoch 5, step 188, loss 0.150, test 0.177
Epoch 5, step 189, loss 0.101, test 0.179
Epoch 5, step 190, loss 0.013, test 0.181
Epoch 5, step 191, loss 0.080, test 0.178
Epoch 5, step 192, loss 0.524, test 0.150
Epoch 5, step 193, loss 0.002, test 0.166
Epoch 5, step 194, loss 0.048, test 0.180
Epoch 5, step 195, loss 0.145, test 0.189
Epoch 5, step 196, loss 0.011, test 0.190
Epoch 5, step 197, loss 0.026, test 0.189
Epoch 5, step 198, loss 0.201, test 0.175
Epoch 5, step 199, loss 0.252, test 0.171
Epoch 5, step 200, loss 0.345, test 0.182
Epoch 5, step 201, loss 0.348, test 0.188
Epoch 5, step 202, loss 0.001, test 0.190
Epoch 5, step 203, loss 0.317, test 0.188
Epoch 5, step 204, loss 0.086, test 0.182
Epoch 5, step 205, loss 0.141, test 0.176
Epoch 5, step 206, loss 0.121, test 0.178
Epoch 5, step 207, loss 0.268, test 0.182
Epoch 5, step 208, loss 0.078, test 0.184
Epoch 5, step 209, loss 0.211, test 0.128
Epoch 5, step 210, loss 0.008, test 0.126
Epoch 5, step 211, loss 0.002, test 0.124
Epoch 5, step 212, loss 0.913, test 0.127
Epoch 5, step 213, loss 0.026, test 0.131
Epoch 5, step 214, loss 0.015, test 0.133
Epoch 5, step 215, loss 0.036, test 0.133
Epoch 5, step 216, loss 0.261, test 0.134
Epoch 5, step 217, loss 0.003, test 0.136
Epoch 5, step 218, loss 0.006, test 0.137
Epoch 5, step 219, loss 0.049, test 0.146
Epoch 5, step 220, loss 0.190, test 0.138
Epoch 5, step 221, loss 0.212, test 0.116
Epoch 5, step 222, loss 0.016, test 0.113
Epoch 5, step 223, loss 0.288, test 0.111
Epoch 5, step 224, loss 0.191, test 0.116
Epoch 5, step 225, loss 0.001, test 0.118
Epoch 5, step 226, loss 0.332, test 0.094
Epoch 5, step 227, loss 0.037, test 0.094
Epoch 5, step 228, loss 0.013, test 0.094
Epoch 5, step 229, loss 0.131, test 0.094
Epoch 5, step 230, loss 0.009, test 0.094
Epoch 5, step 231, loss 0.042, test 0.094
Epoch 5, step 232, loss 0.000, test 0.094
Epoch 5, step 233, loss 0.123, test 0.095
Epoch 5, step 234, loss 0.170, test 0.102
Epoch 5, step 235, loss 0.028, test 0.103
Epoch 5, step 236, loss 0.034, test 0.104
Epoch 5, step 237, loss 0.151, test 0.127
Epoch 5, step 238, loss 0.010, test 0.131
Epoch 5, step 239, loss 0.004, test 0.132
Epoch 5, step 240, loss 0.075, test 0.130
Epoch 5, step 241, loss 0.201, test 0.112
Epoch 5, step 242, loss 0.023, test 0.103
Epoch 5, step 243, loss 0.008, test 0.102
Epoch 5, step 244, loss 0.078, test 0.091
Epoch 5, step 245, loss 0.090, test 0.088
Epoch 5, step 246, loss 0.116, test 0.085
Epoch 5, step 247, loss 0.018, test 0.085
Epoch 5, step 248, loss 0.129, test 0.082
Epoch 5, step 249, loss 0.314, test 0.081
Epoch 5, step 250, loss 0.028, test 0.080
Epoch 5, step 251, loss 0.000, test 0.080
Epoch 5, step 252, loss 0.112, test 0.081
Epoch 5, step 253, loss 0.142, test 0.084
Epoch 5, step 254, loss 0.013, test 0.084
Epoch 5, step 255, loss 0.000, test 0.085
Epoch 5, step 256, loss 0.086, test 0.085
Epoch 5, step 257, loss 0.330, test 0.085
Epoch 5, step 258, loss 0.020, test 0.083
Epoch 5, step 259, loss 0.078, test 0.086
Epoch 5, step 260, loss 0.576, test 0.081
Epoch 5, step 261, loss 0.010, test 0.081
Epoch 5, step 262, loss 0.007, test 0.081
Epoch 5, step 263, loss 0.016, test 0.081
Epoch 5, step 264, loss 0.025, test 0.078
Epoch 5, step 265, loss 0.002, test 0.078
Epoch 5, step 266, loss 0.233, test 0.077
Epoch 5, step 267, loss 0.004, test 0.077
Epoch 5, step 268, loss 0.108, test 0.078
Epoch 5, step 269, loss 0.011, test 0.078
Epoch 5, step 270, loss 0.013, test 0.078
Epoch 5, step 271, loss 0.238, test 0.078
Epoch 5, step 272, loss 0.244, test 0.079
Epoch 5, step 273, loss 0.118, test 0.077
Epoch 5, step 274, loss 0.218, test 0.087
Epoch 5, step 275, loss 0.178, test 0.091
Epoch 5, step 276, loss 0.000, test 0.092
Epoch 5, step 277, loss 0.004, test 0.093
Epoch 5, step 278, loss 0.003, test 0.091
Epoch 5, step 279, loss 0.057, test 0.096
Epoch 5, step 280, loss 0.155, test 0.103
Epoch 5, step 281, loss 0.031, test 0.113
Epoch 5, step 282, loss 0.114, test 0.113
Epoch 5, step 283, loss 0.038, test 0.088
Epoch 5, step 284, loss 0.003, test 0.085
Epoch 5, step 285, loss 0.004, test 0.084
Epoch 5, step 286, loss 0.004, test 0.082
Epoch 5, step 287, loss 0.001, test 0.082
Epoch 5, step 288, loss 0.106, test 0.082
Epoch 5, step 289, loss 0.021, test 0.091
Epoch 5, step 290, loss 0.131, test 0.096
Epoch 5, step 291, loss 0.004, test 0.093
Epoch 5, step 292, loss 0.027, test 0.098
Epoch 5, step 293, loss 0.141, test 0.092
Epoch 5, step 294, loss 0.000, test 0.092
Epoch 5, step 295, loss 0.234, test 0.103
Epoch 5, step 296, loss 0.174, test 0.101
Epoch 5, step 297, loss 0.009, test 0.100
Epoch 5, step 298, loss 0.212, test 0.099
Epoch 5, step 299, loss 0.234, test 0.098
Epoch 5, step 300, loss 0.353, test 0.098
Epoch 5, step 301, loss 0.034, test 0.109
Epoch 5, step 302, loss 0.074, test 0.118
Epoch 5, step 303, loss 0.103, test 0.120
Epoch 5, step 304, loss 0.248, test 0.119
Epoch 5, step 305, loss 0.001, test 0.121
Epoch 5, step 306, loss 0.048, test 0.124
Epoch 5, step 307, loss 0.059, test 0.139
Epoch 5, step 308, loss 0.081, test 0.137
Epoch 5, step 309, loss 0.011, test 0.138
Epoch 5, step 310, loss 0.049, test 0.137
Epoch 5, step 311, loss 0.073, test 0.116
Epoch 5, step 312, loss 0.001, test 0.112
Epoch 5, step 313, loss 0.186, test 0.113
Epoch 5, step 314, loss 0.101, test 0.110
Epoch 5, step 315, loss 0.000, test 0.109
Epoch 5, step 316, loss 0.093, test 0.111
Epoch 5, step 317, loss 0.111, test 0.106
Epoch 5, step 318, loss 0.344, test 0.109
Epoch 5, step 319, loss 0.013, test 0.109
Epoch 5, step 320, loss 0.001, test 0.109
Epoch 5, step 321, loss 0.161, test 0.105
Epoch 5, step 322, loss 0.159, test 0.106
Epoch 5, step 323, loss 0.013, test 0.105
Epoch 5, step 324, loss 0.092, test 0.103
Epoch 5, step 325, loss 1.606, test 0.091
Epoch 5, step 326, loss 0.025, test 0.097
Epoch 5, step 327, loss 0.066, test 0.108
Epoch 5, step 328, loss 0.199, test 0.104
Epoch 5, step 329, loss 0.366, test 0.086
Epoch 5, step 330, loss 1.324, test 0.121
Epoch 5, step 331, loss 0.080, test 0.119
Epoch 5, step 332, loss 0.002, test 0.119
Epoch 5, step 333, loss 0.005, test 0.119
Epoch 5, step 334, loss 0.445, test 0.124
Epoch 5, step 335, loss 0.111, test 0.112
Epoch 5, step 336, loss 0.006, test 0.105
Epoch 5, step 337, loss 0.218, test 0.099
Epoch 5, step 338, loss 0.325, test 0.099
Epoch 5, step 339, loss 0.001, test 0.099
Epoch 5, step 340, loss 0.004, test 0.098
Epoch 5, step 341, loss 0.000, test 0.098
Epoch 5, step 342, loss 0.320, test 0.099
Epoch 5, step 343, loss 0.000, test 0.099
Epoch 5, step 344, loss 0.016, test 0.100
Epoch 5, step 345, loss 0.179, test 0.098
Epoch 5, step 346, loss 0.493, test 0.099
Epoch 5, step 347, loss 0.230, test 0.095
Epoch 5, step 348, loss 0.018, test 0.094
Epoch 5, step 349, loss 0.054, test 0.091
Epoch 5, step 350, loss 0.028, test 0.090
Epoch 5, step 351, loss 0.037, test 0.089
Epoch 5, step 352, loss 0.103, test 0.090
Epoch 5, step 353, loss 0.104, test 0.091
Epoch 5, step 354, loss 0.000, test 0.091
Epoch 5, step 355, loss 0.204, test 0.093
Epoch 5, step 356, loss 0.351, test 0.093
Epoch 5, step 357, loss 0.071, test 0.094
Epoch 5, step 358, loss 0.096, test 0.091
Epoch 5, step 359, loss 0.000, test 0.090
Epoch 5, step 360, loss 0.109, test 0.089
Epoch 5, step 361, loss 0.010, test 0.088
Epoch 5, step 362, loss 0.005, test 0.087
Epoch 5, step 363, loss 0.080, test 0.087
Epoch 5, step 364, loss 0.084, test 0.085
Epoch 5, step 365, loss 0.020, test 0.086
Epoch 5, step 366, loss 0.000, test 0.086
Epoch 5, step 367, loss 0.000, test 0.086
Epoch 5, step 368, loss 0.004, test 0.086
Epoch 5, step 369, loss 0.021, test 0.085
Epoch 5, step 370, loss 0.219, test 0.086
Epoch 5, step 371, loss 0.004, test 0.085
Epoch 5, step 372, loss 0.020, test 0.086
Epoch 5, step 373, loss 0.000, test 0.086
Epoch 5, step 374, loss 0.442, test 0.272
Epoch 5, step 375, loss 0.001, test 0.333
Epoch 5, step 376, loss 0.144, test 0.382
Epoch 5, step 377, loss 0.041, test 0.390
Epoch 5, step 378, loss 0.376, test 0.388
Epoch 5, step 379, loss 0.008, test 0.387
Epoch 5, step 380, loss 0.052, test 0.380
Epoch 5, step 381, loss 0.058, test 0.371
Epoch 5, step 382, loss 0.004, test 0.368
Epoch 5, step 383, loss 0.390, test 0.381
Epoch 5, step 384, loss 0.029, test 0.387
Epoch 5, step 385, loss 0.373, test 0.402
Epoch 5, step 386, loss 0.009, test 0.404
Epoch 5, step 387, loss 0.001, test 0.406
Epoch 5, step 388, loss 0.014, test 0.410
Epoch 5, step 389, loss 0.202, test 0.378
Epoch 5, step 390, loss 0.008, test 0.378
Epoch 5, step 391, loss 0.016, test 0.379
Epoch 5, step 392, loss 0.098, test 0.384
Epoch 5, step 393, loss 0.049, test 0.382
Epoch 5, step 394, loss 0.130, test 0.350
Epoch 5, step 395, loss 0.003, test 0.348
Epoch 5, step 396, loss 0.184, test 0.334
Epoch 5, step 397, loss 0.661, test 0.316
Epoch 5, step 398, loss 0.034, test 0.318
Epoch 5, step 399, loss 0.163, test 0.370
Epoch 5, step 400, loss 0.483, test 0.242
Epoch 5, step 401, loss 0.027, test 0.224
Epoch 5, step 402, loss 0.084, test 0.220
Epoch 5, step 403, loss 0.230, test 0.210
Epoch 5, step 404, loss 0.184, test 0.211
Epoch 5, step 405, loss 0.002, test 0.208
Epoch 5, step 406, loss 0.181, test 0.153
Epoch 5, step 407, loss 0.112, test 0.142
Epoch 5, step 408, loss 0.074, test 0.151
Epoch 5, step 409, loss 0.224, test 0.149
Epoch 5, step 410, loss 0.038, test 0.155
Epoch 5, step 411, loss 0.000, test 0.156
Epoch 5, step 412, loss 0.003, test 0.154
Epoch 5, step 413, loss 0.033, test 0.146
Epoch 5, step 414, loss 0.000, test 0.144
Epoch 5, step 415, loss 0.138, test 0.168
Epoch 5, step 416, loss 0.003, test 0.175
Epoch 5, step 417, loss 0.088, test 0.183
Epoch 5, step 418, loss 0.024, test 0.178
Epoch 5, step 419, loss 0.202, test 0.174
Epoch 5, step 420, loss 0.052, test 0.169
Epoch 5, step 421, loss 0.000, test 0.169
Epoch 5, step 422, loss 0.053, test 0.171
Epoch 5, step 423, loss 0.061, test 0.173
Epoch 5, step 424, loss 0.612, test 0.187
Epoch 5, step 425, loss 0.327, test 0.185
Epoch 5, step 426, loss 0.055, test 0.161
Epoch 5, step 427, loss 0.457, test 0.154
Epoch 5, step 428, loss 0.004, test 0.150
Epoch 5, step 429, loss 0.272, test 0.129
Epoch 5, step 430, loss 0.030, test 0.130
Epoch 5, step 431, loss 0.113, test 0.127
Epoch 5, step 432, loss 0.200, test 0.128
Epoch 5, step 433, loss 0.002, test 0.129
Epoch 5, step 434, loss 0.001, test 0.129
Epoch 5, step 435, loss 0.186, test 0.127
Epoch 5, step 436, loss 0.469, test 0.132
Epoch 5, step 437, loss 0.102, test 0.135
Epoch 5, step 438, loss 0.010, test 0.146
Epoch 5, step 439, loss 0.054, test 0.147
Epoch 5, step 440, loss 0.022, test 0.144
Epoch 5, step 441, loss 0.117, test 0.147
Epoch 5, step 442, loss 0.136, test 0.134
Epoch 5, step 443, loss 0.069, test 0.124
Epoch 5, step 444, loss 0.008, test 0.121
Epoch 5, step 445, loss 0.097, test 0.117
Epoch 5, step 446, loss 0.119, test 0.114
Epoch 5, step 447, loss 0.041, test 0.115
Epoch 5, step 448, loss 0.183, test 0.110
Epoch 5, step 449, loss 0.056, test 0.114
Epoch 5, step 450, loss 0.170, test 0.123
Epoch 5, step 451, loss 0.040, test 0.110
Epoch 5, step 452, loss 0.000, test 0.108
Epoch 5, step 453, loss 0.088, test 0.204
Epoch 5, step 454, loss 0.106, test 0.228
Epoch 5, step 455, loss 0.066, test 0.248
Epoch 5, step 456, loss 0.203, test 0.263
Epoch 5, step 457, loss 0.144, test 0.262
Epoch 5, step 458, loss 0.155, test 0.257
Epoch 5, step 459, loss 0.092, test 0.297
Epoch 5, step 460, loss 0.064, test 0.299
Epoch 5, step 461, loss 0.077, test 0.255
Epoch 5, step 462, loss 0.029, test 0.241
Epoch 5, step 463, loss 0.393, test 0.132
Epoch 5, step 464, loss 0.209, test 0.130
Epoch 5, step 465, loss 0.098, test 0.123
Epoch 5, step 466, loss 0.122, test 0.123
Epoch 5, step 467, loss 0.124, test 0.118
Epoch 5, step 468, loss 0.030, test 0.123
Epoch 5, step 469, loss 0.133, test 0.126
Epoch 5, step 470, loss 0.141, test 0.135
Epoch 5, step 471, loss 0.051, test 0.143
Epoch 5, step 472, loss 0.003, test 0.144
Epoch 5, step 473, loss 0.009, test 0.143
Epoch 5, step 474, loss 0.205, test 0.151
Epoch 5, step 475, loss 0.113, test 0.156
Epoch 5, step 476, loss 0.121, test 0.156
Epoch 5, step 477, loss 0.002, test 0.156
Epoch 5, step 478, loss 0.029, test 0.164
Epoch 5, step 479, loss 0.015, test 0.167
Epoch 5, step 480, loss 0.010, test 0.166
Epoch 5, step 481, loss 0.113, test 0.157
Epoch 5, step 482, loss 0.023, test 0.156
Epoch 5, step 483, loss 0.045, test 0.168
Epoch 5, step 484, loss 0.022, test 0.163
Epoch 5, step 485, loss 0.161, test 0.127
Epoch 5, step 486, loss 1.684, test 0.151
Epoch 5, step 487, loss 0.043, test 0.158
Epoch 5, step 488, loss 0.016, test 0.160
Epoch 5, step 489, loss 0.146, test 0.182
Epoch 5, step 490, loss 0.216, test 0.180
Epoch 5, step 491, loss 0.000, test 0.181
Epoch 5, step 492, loss 0.362, test 0.186
Epoch 5, step 493, loss 0.138, test 0.190
Epoch 5, step 494, loss 0.029, test 0.186
Epoch 5, step 495, loss 0.904, test 0.161
Epoch 5, step 496, loss 0.250, test 0.153
Epoch 5, step 497, loss 0.279, test 0.094
Epoch 5, step 498, loss 0.047, test 0.090
Epoch 5, step 499, loss 0.249, test 0.090
Epoch 5, step 500, loss 0.051, test 0.088
Epoch 5, step 501, loss 0.011, test 0.088
Epoch 5, step 502, loss 0.023, test 0.088
Epoch 5, step 503, loss 0.020, test 0.087
Epoch 5, step 504, loss 0.017, test 0.087
Epoch 5, step 505, loss 0.013, test 0.087
Epoch 5, step 506, loss 0.108, test 0.086
Epoch 5, step 507, loss 0.098, test 0.085
Epoch 5, step 508, loss 0.013, test 0.084
Epoch 5, step 509, loss 0.371, test 0.132
Epoch 5, step 510, loss 0.095, test 0.138
Epoch 5, step 511, loss 0.004, test 0.153
Epoch 5, step 512, loss 0.006, test 0.153
Epoch 5, step 513, loss 0.124, test 0.153
Epoch 5, step 514, loss 0.064, test 0.137
Epoch 5, step 515, loss 0.004, test 0.136
Epoch 5, step 516, loss 0.052, test 0.131
Epoch 5, step 517, loss 0.030, test 0.129
Epoch 5, step 518, loss 0.517, test 0.091
Epoch 5, step 519, loss 0.143, test 0.080
Epoch 5, step 520, loss 0.076, test 0.079
Epoch 5, step 521, loss 0.077, test 0.077
Epoch 5, step 522, loss 0.200, test 0.080
Epoch 5, step 523, loss 0.108, test 0.091
Epoch 5, step 524, loss 0.002, test 0.094
Epoch 5, step 525, loss 0.298, test 0.095
Epoch 5, step 526, loss 0.078, test 0.094
Epoch 5, step 527, loss 0.012, test 0.095
Epoch 5, step 528, loss 0.123, test 0.094
Epoch 5, step 529, loss 0.002, test 0.094
Epoch 5, step 530, loss 0.044, test 0.096
Epoch 5, step 531, loss 0.221, test 0.098
Epoch 5, step 532, loss 0.032, test 0.097
Epoch 5, step 533, loss 0.147, test 0.108
Epoch 5, step 534, loss 0.086, test 0.102
Epoch 5, step 535, loss 0.123, test 0.122
Epoch 5, step 536, loss 0.154, test 0.114
Epoch 5, step 537, loss 0.026, test 0.111
Epoch 5, step 538, loss 0.256, test 0.083
Epoch 5, step 539, loss 0.078, test 0.080
Epoch 5, step 540, loss 0.026, test 0.080
Epoch 5, step 541, loss 0.030, test 0.080
Epoch 5, step 542, loss 0.124, test 0.079
Epoch 5, step 543, loss 0.003, test 0.079
Epoch 5, step 544, loss 0.020, test 0.079
Epoch 5, step 545, loss 0.000, test 0.079
Epoch 5, step 546, loss 0.103, test 0.078
Epoch 5, step 547, loss 0.000, test 0.077
Epoch 5, step 548, loss 0.348, test 0.079
Epoch 5, step 549, loss 0.006, test 0.079
Epoch 5, step 550, loss 0.058, test 0.078
Epoch 5, step 551, loss 0.043, test 0.078
Epoch 5, step 552, loss 0.002, test 0.078
Epoch 5, step 553, loss 0.046, test 0.079
Epoch 5, step 554, loss 0.012, test 0.079
Epoch 5, step 555, loss 0.244, test 0.078
Epoch 5, step 556, loss 0.083, test 0.075
Epoch 5, step 557, loss 0.289, test 0.076
Epoch 5, step 558, loss 0.237, test 0.073
Epoch 5, step 559, loss 0.094, test 0.072
Epoch 5, step 560, loss 0.019, test 0.072
Epoch 5, step 561, loss 0.053, test 0.072
Epoch 5, step 562, loss 0.020, test 0.072
Epoch 5, step 563, loss 0.224, test 0.093
Epoch 5, step 564, loss 0.006, test 0.100
Epoch 5, step 565, loss 0.257, test 0.102
Epoch 5, step 566, loss 0.074, test 0.112
Epoch 5, step 567, loss 0.016, test 0.114
Epoch 5, step 568, loss 0.631, test 0.109
Epoch 5, step 569, loss 0.017, test 0.109
Epoch 5, step 570, loss 0.006, test 0.108
Epoch 5, step 571, loss 0.048, test 0.109
Epoch 5, step 572, loss 0.016, test 0.118
Epoch 5, step 573, loss 0.036, test 0.118
Epoch 5, step 574, loss 0.012, test 0.121
Epoch 5, step 575, loss 0.003, test 0.122
Epoch 5, step 576, loss 0.001, test 0.123
Epoch 5, step 577, loss 0.027, test 0.125
Epoch 5, step 578, loss 0.018, test 0.122
Epoch 5, step 579, loss 0.004, test 0.122
Epoch 5, step 580, loss 0.344, test 0.119
Epoch 5, step 581, loss 0.026, test 0.122
Epoch 5, step 582, loss 0.083, test 0.114
Epoch 5, step 583, loss 0.002, test 0.113
Epoch 5, step 584, loss 0.048, test 0.115
Epoch 5, step 585, loss 0.075, test 0.114
Epoch 5, step 586, loss 0.291, test 0.112
Epoch 5, step 587, loss 0.019, test 0.102
Epoch 5, step 588, loss 0.460, test 0.098
Epoch 5, step 589, loss 0.000, test 0.096
Epoch 5, step 590, loss 0.110, test 0.096
Epoch 5, step 591, loss 0.008, test 0.097
Epoch 5, step 592, loss 0.005, test 0.097
Epoch 5, step 593, loss 0.080, test 0.090
Epoch 5, step 594, loss 0.095, test 0.090
Epoch 5, step 595, loss 0.014, test 0.088
Epoch 5, step 596, loss 0.122, test 0.087
Epoch 5, step 597, loss 0.006, test 0.086
Epoch 5, step 598, loss 0.052, test 0.084
Epoch 5, step 599, loss 0.081, test 0.084
Epoch 5, step 600, loss 0.165, test 0.085
Epoch 5, step 601, loss 0.088, test 0.086
Epoch 5, step 602, loss 0.047, test 0.087
Epoch 5, step 603, loss 0.063, test 0.087
Epoch 5, step 604, loss 0.219, test 0.083
Epoch 5, step 605, loss 0.627, test 0.080
Epoch 5, step 606, loss 0.002, test 0.079
Epoch 5, step 607, loss 0.166, test 0.080
Epoch 5, step 608, loss 0.123, test 0.081
Epoch 5, step 609, loss 0.005, test 0.081
Epoch 5, step 610, loss 0.023, test 0.081
Epoch 5, step 611, loss 0.339, test 0.082
Epoch 5, step 612, loss 0.181, test 0.076
Epoch 5, step 613, loss 0.283, test 0.078
Epoch 5, step 614, loss 0.001, test 0.078
Epoch 5, step 615, loss 0.199, test 0.077
Epoch 5, step 616, loss 0.012, test 0.076
Epoch 5, step 617, loss 0.273, test 0.093
Epoch 5, step 618, loss 0.046, test 0.099
Epoch 5, step 619, loss 0.030, test 0.105
Epoch 5, step 620, loss 0.820, test 0.104
Epoch 5, step 621, loss 0.000, test 0.106
Epoch 5, step 622, loss 0.033, test 0.105
Epoch 5, step 623, loss 0.000, test 0.106
Epoch 5, step 624, loss 0.000, test 0.106
Epoch 5, step 625, loss 0.120, test 0.110
Epoch 5, step 626, loss 0.007, test 0.106
Epoch 5, step 627, loss 0.027, test 0.100
Epoch 5, step 628, loss 1.039, test 0.111
Epoch 5, step 629, loss 0.175, test 0.105
Epoch 5, step 630, loss 0.076, test 0.104
Epoch 5, step 631, loss 0.029, test 0.101
Epoch 5, step 632, loss 0.039, test 0.101
Epoch 5, step 633, loss 0.614, test 0.103
Epoch 5, step 634, loss 0.005, test 0.102
Epoch 5, step 635, loss 0.228, test 0.106
Epoch 5, step 636, loss 0.334, test 0.092
Epoch 5, step 637, loss 0.039, test 0.089
Epoch 5, step 638, loss 0.017, test 0.079
Epoch 5, step 639, loss 0.004, test 0.078
Epoch 5, step 640, loss 0.261, test 0.078
Epoch 5, step 641, loss 0.093, test 0.081
Epoch 5, step 642, loss 0.006, test 0.081
Epoch 5, step 643, loss 0.019, test 0.081
Epoch 5, step 644, loss 0.187, test 0.079
Epoch 5, step 645, loss 0.090, test 0.081
Epoch 5, step 646, loss 0.003, test 0.082
Epoch 5, step 647, loss 0.072, test 0.082
Epoch 5, step 648, loss 0.088, test 0.085
Epoch 5, step 649, loss 0.011, test 0.086
Epoch 5, step 650, loss 0.100, test 0.089
Epoch 5, step 651, loss 0.038, test 0.087
Epoch 5, step 652, loss 0.296, test 0.086
Epoch 5, step 653, loss 0.049, test 0.088
Epoch 5, step 654, loss 0.006, test 0.089
Epoch 5, step 655, loss 1.063, test 0.083
Epoch 5, step 656, loss 0.023, test 0.084
Epoch 5, step 657, loss 0.045, test 0.084
Epoch 5, step 658, loss 0.107, test 0.083
Epoch 5, step 659, loss 0.334, test 0.086
Epoch 5, step 660, loss 0.133, test 0.086
Epoch 5, step 661, loss 0.000, test 0.087
Epoch 5, step 662, loss 0.138, test 0.086
Epoch 5, step 663, loss 0.454, test 0.086
Epoch 5, step 664, loss 0.080, test 0.085
Epoch 5, step 665, loss 0.250, test 0.090
Epoch 5, step 666, loss 0.010, test 0.091
Epoch 5, step 667, loss 0.170, test 0.154
Epoch 5, step 668, loss 0.114, test 0.140
Epoch 5, step 669, loss 0.046, test 0.150
Epoch 5, step 670, loss 0.066, test 0.151
Epoch 5, step 671, loss 0.000, test 0.152
Epoch 5, step 672, loss 0.210, test 0.138
Epoch 5, step 673, loss 0.144, test 0.138
Epoch 5, step 674, loss 0.001, test 0.137
Epoch 5, step 675, loss 0.124, test 0.134
Epoch 5, step 676, loss 0.051, test 0.134
Epoch 5, step 677, loss 0.257, test 0.128
Epoch 5, step 678, loss 0.003, test 0.129
Epoch 5, step 679, loss 1.145, test 0.219
Epoch 5, step 680, loss 0.090, test 0.215
Epoch 5, step 681, loss 0.206, test 0.156
Epoch 5, step 682, loss 0.034, test 0.152
Epoch 5, step 683, loss 0.007, test 0.151
Epoch 5, step 684, loss 0.445, test 0.278
Epoch 5, step 685, loss 0.144, test 0.308
Epoch 5, step 686, loss 0.024, test 0.334
Epoch 5, step 687, loss 0.186, test 0.351
Epoch 5, step 688, loss 0.000, test 0.359
Epoch 5, step 689, loss 0.016, test 0.370
Epoch 5, step 690, loss 0.041, test 0.362
Epoch 5, step 691, loss 0.152, test 0.366
Epoch 5, step 692, loss 0.045, test 0.364
Epoch 5, step 693, loss 0.008, test 0.363
Epoch 5, step 694, loss 0.034, test 0.314
Epoch 5, step 695, loss 0.072, test 0.215
Epoch 5, step 696, loss 0.010, test 0.195
Epoch 5, step 697, loss 0.101, test 0.157
Epoch 5, step 698, loss 0.391, test 0.156
Epoch 5, step 699, loss 0.188, test 0.156
Epoch 5, step 700, loss 0.000, test 0.156
Epoch 5, step 701, loss 0.005, test 0.155
Epoch 5, step 702, loss 0.003, test 0.155
Epoch 5, step 703, loss 0.032, test 0.155
Epoch 5, step 704, loss 0.090, test 0.153
Epoch 5, step 705, loss 0.106, test 0.154
Epoch 5, step 706, loss 0.171, test 0.180
Epoch 5, step 707, loss 0.068, test 0.170
Epoch 5, step 708, loss 0.320, test 0.139
Epoch 5, step 709, loss 0.017, test 0.130
Epoch 5, step 710, loss 0.339, test 0.129
Epoch 5, step 711, loss 0.040, test 0.127
Epoch 5, step 712, loss 0.043, test 0.121
Epoch 5, step 713, loss 0.455, test 0.107
Epoch 5, step 714, loss 0.010, test 0.107
Epoch 5, step 715, loss 0.075, test 0.118
Epoch 5, step 716, loss 0.022, test 0.119
Epoch 5, step 717, loss 0.001, test 0.120
Epoch 5, step 718, loss 0.022, test 0.117
Epoch 5, step 719, loss 0.017, test 0.116
Epoch 5, step 720, loss 0.311, test 0.120
Epoch 5, step 721, loss 0.065, test 0.110
Epoch 5, step 722, loss 0.509, test 0.112
Epoch 5, step 723, loss 0.033, test 0.115
Epoch 5, step 724, loss 0.071, test 0.115
Epoch 5, step 725, loss 0.021, test 0.123
Epoch 5, step 726, loss 0.253, test 0.132
Epoch 5, step 727, loss 0.001, test 0.135
Epoch 5, step 728, loss 0.033, test 0.138
Epoch 5, step 729, loss 0.001, test 0.139
Epoch 5, step 730, loss 0.055, test 0.106
Epoch 5, step 731, loss 0.040, test 0.098
Epoch 5, step 732, loss 0.005, test 0.097
Epoch 5, step 733, loss 0.163, test 0.091
Epoch 5, step 734, loss 0.645, test 0.090
Epoch 5, step 735, loss 0.009, test 0.089
Epoch 5, step 736, loss 0.226, test 0.089
Epoch 5, step 737, loss 0.001, test 0.089
Epoch 5, step 738, loss 0.001, test 0.088
Epoch 5, step 739, loss 0.056, test 0.084
Epoch 5, step 740, loss 0.331, test 0.088
Epoch 5, step 741, loss 0.039, test 0.089
Epoch 5, step 742, loss 0.725, test 0.086
Epoch 5, step 743, loss 0.022, test 0.086
Epoch 5, step 744, loss 0.007, test 0.085
Epoch 5, step 745, loss 0.165, test 0.086
Epoch 5, step 746, loss 0.011, test 0.086
Epoch 5, step 747, loss 0.052, test 0.086
Epoch 5, step 748, loss 1.516, test 0.080
Epoch 5, step 749, loss 0.075, test 0.081
Epoch 5, step 750, loss 0.021, test 0.081
Epoch 5, step 751, loss 0.067, test 0.082
Epoch 5, step 752, loss 0.005, test 0.082
Epoch 5, step 753, loss 0.251, test 0.090
Epoch 5, step 754, loss 0.154, test 0.089
Epoch 5, step 755, loss 0.063, test 0.097
Epoch 5, step 756, loss 0.123, test 0.108
Epoch 5, step 757, loss 0.115, test 0.108
Epoch 5, step 758, loss 0.069, test 0.112
Epoch 5, step 759, loss 0.008, test 0.110
Epoch 5, step 760, loss 0.062, test 0.130
Epoch 5, step 761, loss 0.002, test 0.134
Epoch 5, step 762, loss 0.569, test 0.130
Epoch 5, step 763, loss 0.000, test 0.130
Epoch 5, step 764, loss 0.016, test 0.100
Epoch 5, step 765, loss 0.016, test 0.095
Epoch 5, step 766, loss 0.073, test 0.092
Epoch 5, step 767, loss 0.196, test 0.090
Epoch 5, step 768, loss 0.100, test 0.087
Epoch 5, step 769, loss 0.034, test 0.087
Epoch 5, step 770, loss 0.301, test 0.089
Epoch 5, step 771, loss 0.025, test 0.089
Epoch 5, step 772, loss 0.093, test 0.093
Epoch 5, step 773, loss 0.007, test 0.094
Epoch 5, step 774, loss 0.000, test 0.094
Epoch 5, step 775, loss 0.869, test 0.096
Epoch 5, step 776, loss 0.136, test 0.097
Epoch 5, step 777, loss 0.746, test 0.095
Epoch 5, step 778, loss 0.209, test 0.097
Epoch 5, step 779, loss 0.050, test 0.098
Epoch 5, step 780, loss 0.027, test 0.096
Epoch 5, step 781, loss 0.367, test 0.189
Epoch 5, step 782, loss 0.157, test 0.183
Epoch 5, step 783, loss 0.021, test 0.190
Epoch 5, step 784, loss 0.654, test 0.179
Epoch 5, step 785, loss 0.268, test 0.246
Epoch 5, step 786, loss 0.322, test 0.240
Epoch 5, step 787, loss 0.000, test 0.243
Epoch 5, step 788, loss 0.007, test 0.243
Epoch 5, step 789, loss 0.022, test 0.240
Epoch 5, step 790, loss 0.300, test 0.222
Epoch 5, step 791, loss 0.372, test 0.224
Epoch 5, step 792, loss 0.002, test 0.224
Epoch 5, step 793, loss 0.000, test 0.224
Epoch 5, step 794, loss 0.025, test 0.216
Epoch 5, step 795, loss 0.000, test 0.215
Epoch 5, step 796, loss 0.134, test 0.173
Epoch 5, step 797, loss 0.079, test 0.174
Epoch 5, step 798, loss 0.000, test 0.170
Epoch 5, step 799, loss 0.185, test 0.149
Epoch 5, step 800, loss 0.013, test 0.146
Epoch 5, step 801, loss 1.102, test 0.156
Epoch 5, step 802, loss 0.001, test 0.157
Epoch 5, step 803, loss 0.003, test 0.158
Epoch 5, step 804, loss 0.063, test 0.155
Epoch 5, step 805, loss 0.631, test 0.145
Epoch 5, step 806, loss 0.008, test 0.142
Epoch 5, step 807, loss 0.203, test 0.133
Epoch 5, step 808, loss 0.173, test 0.110
Epoch 5, step 809, loss 0.352, test 0.108
Epoch 5, step 810, loss 0.002, test 0.110
Epoch 5, step 811, loss 0.044, test 0.108
Epoch 5, step 812, loss 0.237, test 0.109
Epoch 5, step 813, loss 0.036, test 0.111
Epoch 5, step 814, loss 0.028, test 0.107
Epoch 5, step 815, loss 0.005, test 0.107
Epoch 5, step 816, loss 0.001, test 0.107
Epoch 5, step 817, loss 0.009, test 0.105
Epoch 5, step 818, loss 0.397, test 0.107
Epoch 5, step 819, loss 0.039, test 0.110
Epoch 5, step 820, loss 0.024, test 0.112
Epoch 5, step 821, loss 0.167, test 0.128
Epoch 5, step 822, loss 0.051, test 0.133
Epoch 5, step 823, loss 0.014, test 0.131
Epoch 5, step 824, loss 0.105, test 0.126
Epoch 5, step 825, loss 0.174, test 0.110
Epoch 5, step 826, loss 0.372, test 0.111
Epoch 5, step 827, loss 0.000, test 0.110
Epoch 5, step 828, loss 0.004, test 0.110
Epoch 5, step 829, loss 1.613, test 0.083
Epoch 5, step 830, loss 0.004, test 0.082
Epoch 5, step 831, loss 0.147, test 0.084
Epoch 5, step 832, loss 0.067, test 0.086
Epoch 5, step 833, loss 0.223, test 0.103
Epoch 5, step 834, loss 0.005, test 0.107
Epoch 5, step 835, loss 0.016, test 0.110
Epoch 5, step 836, loss 0.212, test 0.112
Epoch 5, step 837, loss 0.185, test 0.137
Epoch 5, step 838, loss 0.306, test 0.127
Epoch 5, step 839, loss 0.103, test 0.122
Epoch 5, step 840, loss 0.003, test 0.117
Epoch 5, step 841, loss 0.077, test 0.117
Epoch 5, step 842, loss 0.060, test 0.126
Epoch 5, step 843, loss 0.065, test 0.128
Epoch 5, step 844, loss 0.082, test 0.130
Epoch 5, step 845, loss 0.354, test 0.133
Epoch 5, step 846, loss 0.106, test 0.140
Epoch 5, step 847, loss 0.015, test 0.143
Epoch 5, step 848, loss 0.115, test 0.138
Epoch 5, step 849, loss 0.176, test 0.135
Epoch 5, step 850, loss 0.937, test 0.111
Epoch 5, step 851, loss 0.100, test 0.097
Epoch 5, step 852, loss 0.001, test 0.095
Epoch 5, step 853, loss 0.143, test 0.094
Epoch 5, step 854, loss 0.001, test 0.093
Epoch 5, step 855, loss 0.097, test 0.093
Epoch 5, step 856, loss 0.016, test 0.096
Epoch 5, step 857, loss 0.028, test 0.095
Epoch 5, step 858, loss 0.044, test 0.096
Epoch 5, step 859, loss 0.244, test 0.099
Epoch 5, step 860, loss 0.323, test 0.099
Epoch 5, step 861, loss 0.001, test 0.099
Epoch 5, step 862, loss 0.005, test 0.100
Epoch 5, step 863, loss 0.020, test 0.102
Epoch 5, step 864, loss 0.001, test 0.104
Epoch 5, step 865, loss 0.000, test 0.104
Epoch 5, step 866, loss 0.167, test 0.104
Epoch 5, step 867, loss 0.039, test 0.104
Epoch 5, step 868, loss 0.007, test 0.103
Epoch 5, step 869, loss 0.083, test 0.104
Epoch 5, step 870, loss 0.002, test 0.103
Epoch 5, step 871, loss 0.025, test 0.103
Epoch 5, step 872, loss 0.023, test 0.103
Epoch 5, step 873, loss 0.004, test 0.102
Epoch 5, step 874, loss 0.123, test 0.110
Epoch 5, step 875, loss 0.163, test 0.099
Epoch 5, step 876, loss 0.017, test 0.097
Epoch 5, step 877, loss 0.023, test 0.097
Epoch 5, step 878, loss 0.007, test 0.098
Epoch 5, step 879, loss 0.056, test 0.097
Epoch 5, step 880, loss 0.005, test 0.096
Epoch 5, step 881, loss 0.132, test 0.096
Epoch 5, step 882, loss 0.081, test 0.098
Epoch 5, step 883, loss 0.564, test 0.085
Epoch 5, step 884, loss 0.052, test 0.088
Epoch 5, step 885, loss 0.361, test 0.086
Epoch 5, step 886, loss 0.069, test 0.087
Epoch 5, step 887, loss 0.264, test 0.085
Epoch 5, step 888, loss 0.188, test 0.079
Epoch 5, step 889, loss 0.048, test 0.078
Epoch 5, step 890, loss 0.078, test 0.084
Epoch 5, step 891, loss 0.026, test 0.086
Epoch 5, step 892, loss 0.297, test 0.098
Epoch 5, step 893, loss 0.002, test 0.100
Epoch 5, step 894, loss 0.297, test 0.105
Epoch 5, step 895, loss 0.248, test 0.080
Epoch 5, step 896, loss 0.038, test 0.078
Epoch 5, step 897, loss 0.006, test 0.076
Epoch 5, step 898, loss 0.856, test 0.076
Epoch 5, step 899, loss 0.003, test 0.076
Epoch 5, step 900, loss 0.095, test 0.076
Epoch 5, step 901, loss 0.014, test 0.078
Epoch 5, step 902, loss 0.002, test 0.078
Epoch 5, step 903, loss 0.009, test 0.078
Epoch 5, step 904, loss 0.274, test 0.078
Epoch 5, step 905, loss 0.543, test 0.079
Epoch 5, step 906, loss 0.153, test 0.079
Epoch 5, step 907, loss 0.166, test 0.108
Epoch 5, step 908, loss 0.143, test 0.112
Epoch 5, step 909, loss 0.065, test 0.106
Epoch 5, step 910, loss 0.013, test 0.111
Epoch 5, step 911, loss 0.038, test 0.116
Epoch 5, step 912, loss 0.078, test 0.112
Epoch 5, step 913, loss 0.029, test 0.109
Epoch 5, step 914, loss 0.018, test 0.112
Epoch 5, step 915, loss 0.010, test 0.113
Epoch 5, step 916, loss 0.284, test 0.115
Epoch 5, step 917, loss 0.022, test 0.115
Epoch 5, step 918, loss 0.044, test 0.120
Epoch 5, step 919, loss 0.002, test 0.121
Epoch 5, step 920, loss 0.311, test 0.109
Epoch 5, step 921, loss 0.011, test 0.110
Epoch 5, step 922, loss 0.191, test 0.110
Epoch 5, step 923, loss 0.569, test 0.109
Epoch 5, step 924, loss 0.201, test 0.109
Epoch 5, step 925, loss 0.145, test 0.110
Epoch 5, step 926, loss 0.675, test 0.110
Epoch 5, step 927, loss 0.005, test 0.110
Epoch 5, step 928, loss 0.023, test 0.112
Epoch 5, step 929, loss 0.023, test 0.112
Epoch 5, step 930, loss 0.081, test 0.101
Epoch 5, step 931, loss 0.239, test 0.097
Epoch 5, step 932, loss 0.109, test 0.097
Epoch 5, step 933, loss 0.178, test 0.090
Epoch 5, step 934, loss 0.031, test 0.092
Epoch 5, step 935, loss 0.233, test 0.092
Epoch 5, step 936, loss 0.478, test 0.153
Epoch 5, step 937, loss 0.033, test 0.178
Epoch 5, step 938, loss 0.256, test 0.166
Epoch 5, step 939, loss 0.027, test 0.170
Epoch 5, step 940, loss 0.097, test 0.177
Epoch 5, step 941, loss 0.332, test 0.174
Epoch 5, step 942, loss 0.001, test 0.175
Epoch 5, step 943, loss 0.201, test 0.178
Epoch 5, step 944, loss 0.174, test 0.163
Epoch 5, step 945, loss 0.008, test 0.161
Epoch 5, step 946, loss 0.186, test 0.163
Epoch 5, step 947, loss 0.180, test 0.160
Epoch 5, step 948, loss 0.097, test 0.151
Epoch 5, step 949, loss 0.275, test 0.157
Epoch 5, step 950, loss 0.109, test 0.135
Epoch 5, step 951, loss 0.740, test 0.133
Epoch 5, step 952, loss 0.000, test 0.131
Epoch 5, step 953, loss 0.000, test 0.131
Epoch 5, step 954, loss 0.159, test 0.129
Epoch 5, step 955, loss 0.013, test 0.129
Epoch 5, step 956, loss 0.171, test 0.128
Epoch 5, step 957, loss 0.004, test 0.128
Epoch 5, step 958, loss 0.026, test 0.127
Epoch 5, step 959, loss 0.104, test 0.135
Epoch 5, step 960, loss 0.328, test 0.134
Epoch 5, step 961, loss 0.043, test 0.135
Epoch 5, step 962, loss 0.047, test 0.132
Epoch 5, step 963, loss 0.212, test 0.147
Epoch 5, step 964, loss 0.009, test 0.149
Epoch 5, step 965, loss 0.101, test 0.155
Epoch 5, step 966, loss 0.009, test 0.158
Epoch 5, step 967, loss 0.000, test 0.160
Epoch 5, step 968, loss 0.002, test 0.164
Epoch 5, step 969, loss 0.152, test 0.168
Epoch 5, step 970, loss 0.490, test 0.222
Epoch 5, step 971, loss 0.025, test 0.308
Epoch 5, step 972, loss 0.005, test 0.345
Epoch 5, step 973, loss 0.070, test 0.397
Epoch 5, step 974, loss 0.162, test 0.431
Epoch 5, step 975, loss 0.039, test 0.434
Epoch 5, step 976, loss 0.056, test 0.444
Epoch 5, step 977, loss 0.169, test 0.454
Epoch 5, step 978, loss 0.007, test 0.467
Epoch 5, step 979, loss 0.093, test 0.459
Epoch 5, step 980, loss 0.012, test 0.467
Epoch 5, step 981, loss 0.325, test 0.359
Epoch 5, step 982, loss 0.062, test 0.347
Epoch 5, step 983, loss 0.930, test 0.113
Epoch 5, step 984, loss 0.081, test 0.097
Epoch 5, step 985, loss 0.159, test 0.094
Epoch 5, step 986, loss 0.009, test 0.091
Epoch 5, step 987, loss 0.128, test 0.084
Epoch 5, step 988, loss 0.013, test 0.082
Epoch 5, step 989, loss 0.007, test 0.081
Epoch 5, step 990, loss 0.017, test 0.079
Epoch 5, step 991, loss 0.012, test 0.080
Epoch 5, step 992, loss 0.217, test 0.078
Epoch 5, step 993, loss 0.095, test 0.078
Epoch 5, step 994, loss 0.418, test 0.278
Epoch 5, step 995, loss 0.078, test 0.316
Epoch 5, step 996, loss 0.122, test 0.361
Epoch 5, step 997, loss 0.044, test 0.356
Epoch 5, step 998, loss 0.005, test 0.355
Epoch 5, step 999, loss 0.013, test 0.358
Epoch 6, step 0, loss 0.002, test 0.363
Epoch 6, step 1, loss 0.050, test 0.361
Epoch 6, step 2, loss 1.515, test 0.094
Epoch 6, step 3, loss 0.003, test 0.080
Epoch 6, step 4, loss 0.016, test 0.077
Epoch 6, step 5, loss 0.078, test 0.075
Epoch 6, step 6, loss 0.018, test 0.075
Epoch 6, step 7, loss 0.037, test 0.075
Epoch 6, step 8, loss 0.023, test 0.074
Epoch 6, step 9, loss 0.067, test 0.074
Epoch 6, step 10, loss 0.026, test 0.074
Epoch 6, step 11, loss 0.067, test 0.076
Epoch 6, step 12, loss 0.043, test 0.081
Epoch 6, step 13, loss 0.039, test 0.082
Epoch 6, step 14, loss 0.028, test 0.084
Epoch 6, step 15, loss 0.071, test 0.083
Epoch 6, step 16, loss 0.004, test 0.083
Epoch 6, step 17, loss 0.055, test 0.083
Epoch 6, step 18, loss 0.170, test 0.161
Epoch 6, step 19, loss 0.008, test 0.197
Epoch 6, step 20, loss 0.026, test 0.217
Epoch 6, step 21, loss 0.047, test 0.223
Epoch 6, step 22, loss 0.024, test 0.213
Epoch 6, step 23, loss 0.027, test 0.212
Epoch 6, step 24, loss 0.000, test 0.212
Epoch 6, step 25, loss 0.059, test 0.215
Epoch 6, step 26, loss 0.050, test 0.241
Epoch 6, step 27, loss 0.014, test 0.247
Epoch 6, step 28, loss 0.350, test 0.221
Epoch 6, step 29, loss 0.181, test 0.179
Epoch 6, step 30, loss 0.074, test 0.178
Epoch 6, step 31, loss 0.028, test 0.191
Epoch 6, step 32, loss 0.543, test 0.177
Epoch 6, step 33, loss 0.013, test 0.174
Epoch 6, step 34, loss 0.028, test 0.171
Epoch 6, step 35, loss 0.071, test 0.169
Epoch 6, step 36, loss 0.769, test 0.086
Epoch 6, step 37, loss 0.267, test 0.096
Epoch 6, step 38, loss 0.055, test 0.110
Epoch 6, step 39, loss 0.203, test 0.111
Epoch 6, step 40, loss 0.000, test 0.113
Epoch 6, step 41, loss 0.007, test 0.114
Epoch 6, step 42, loss 0.046, test 0.122
Epoch 6, step 43, loss 0.067, test 0.125
Epoch 6, step 44, loss 0.823, test 0.103
Epoch 6, step 45, loss 0.002, test 0.100
Epoch 6, step 46, loss 0.037, test 0.101
Epoch 6, step 47, loss 0.022, test 0.100
Epoch 6, step 48, loss 0.061, test 0.102
Epoch 6, step 49, loss 0.586, test 0.111
Epoch 6, step 50, loss 0.258, test 0.109
Epoch 6, step 51, loss 0.212, test 0.119
Epoch 6, step 52, loss 0.036, test 0.123
Epoch 6, step 53, loss 0.088, test 0.120
Epoch 6, step 54, loss 0.009, test 0.121
Epoch 6, step 55, loss 0.033, test 0.111
Epoch 6, step 56, loss 0.326, test 0.112
Epoch 6, step 57, loss 0.002, test 0.112
Epoch 6, step 58, loss 0.016, test 0.113
Epoch 6, step 59, loss 0.029, test 0.113
Epoch 6, step 60, loss 0.000, test 0.112
Epoch 6, step 61, loss 0.009, test 0.111
Epoch 6, step 62, loss 0.251, test 0.127
Epoch 6, step 63, loss 0.188, test 0.116
Epoch 6, step 64, loss 0.040, test 0.125
Epoch 6, step 65, loss 0.038, test 0.128
Epoch 6, step 66, loss 0.057, test 0.113
Epoch 6, step 67, loss 0.035, test 0.112
Epoch 6, step 68, loss 1.508, test 0.115
Epoch 6, step 69, loss 0.025, test 0.122
Epoch 6, step 70, loss 0.043, test 0.128
Epoch 6, step 71, loss 0.006, test 0.131
Epoch 6, step 72, loss 0.077, test 0.124
Epoch 6, step 73, loss 0.035, test 0.121
Epoch 6, step 74, loss 0.002, test 0.120
Epoch 6, step 75, loss 0.008, test 0.120
Epoch 6, step 76, loss 0.043, test 0.142
Epoch 6, step 77, loss 0.004, test 0.152
Epoch 6, step 78, loss 0.054, test 0.149
Epoch 6, step 79, loss 0.014, test 0.144
Epoch 6, step 80, loss 0.015, test 0.148
Epoch 6, step 81, loss 0.074, test 0.148
Epoch 6, step 82, loss 0.096, test 0.150
Epoch 6, step 83, loss 0.047, test 0.142
Epoch 6, step 84, loss 0.189, test 0.140
Epoch 6, step 85, loss 0.085, test 0.143
Epoch 6, step 86, loss 0.290, test 0.139
Epoch 6, step 87, loss 0.254, test 0.138
Epoch 6, step 88, loss 0.001, test 0.138
Epoch 6, step 89, loss 0.005, test 0.137
Epoch 6, step 90, loss 0.387, test 0.112
Epoch 6, step 91, loss 0.268, test 0.104
Epoch 6, step 92, loss 0.128, test 0.102
Epoch 6, step 93, loss 0.048, test 0.113
Epoch 6, step 94, loss 0.277, test 0.119
Epoch 6, step 95, loss 0.011, test 0.125
Epoch 6, step 96, loss 0.291, test 0.120
Epoch 6, step 97, loss 0.262, test 0.117
Epoch 6, step 98, loss 0.082, test 0.115
Epoch 6, step 99, loss 0.144, test 0.117
Epoch 6, step 100, loss 0.000, test 0.118
Epoch 6, step 101, loss 0.008, test 0.115
Epoch 6, step 102, loss 0.134, test 0.107
Epoch 6, step 103, loss 0.020, test 0.109
Epoch 6, step 104, loss 0.007, test 0.108
Epoch 6, step 105, loss 0.029, test 0.107
Epoch 6, step 106, loss 0.024, test 0.104
Epoch 6, step 107, loss 0.469, test 0.108
Epoch 6, step 108, loss 0.301, test 0.106
Epoch 6, step 109, loss 0.140, test 0.105
Epoch 6, step 110, loss 0.004, test 0.103
Epoch 6, step 111, loss 0.077, test 0.103
Epoch 6, step 112, loss 0.107, test 0.089
Epoch 6, step 113, loss 0.146, test 0.090
Epoch 6, step 114, loss 0.121, test 0.093
Epoch 6, step 115, loss 0.012, test 0.093
Epoch 6, step 116, loss 0.021, test 0.094
Epoch 6, step 117, loss 0.051, test 0.093
Epoch 6, step 118, loss 0.329, test 0.131
Epoch 6, step 119, loss 0.007, test 0.143
Epoch 6, step 120, loss 0.169, test 0.147
Epoch 6, step 121, loss 0.107, test 0.147
Epoch 6, step 122, loss 0.037, test 0.150
Epoch 6, step 123, loss 0.243, test 0.118
Epoch 6, step 124, loss 0.113, test 0.119
Epoch 6, step 125, loss 0.034, test 0.123
Epoch 6, step 126, loss 0.617, test 0.101
Epoch 6, step 127, loss 0.000, test 0.100
Epoch 6, step 128, loss 0.004, test 0.099
Epoch 6, step 129, loss 0.021, test 0.099
Epoch 6, step 130, loss 0.242, test 0.098
Epoch 6, step 131, loss 0.052, test 0.096
Epoch 6, step 132, loss 0.035, test 0.096
Epoch 6, step 133, loss 0.027, test 0.099
Epoch 6, step 134, loss 0.033, test 0.099
Epoch 6, step 135, loss 0.578, test 0.095
Epoch 6, step 136, loss 0.034, test 0.095
Epoch 6, step 137, loss 0.003, test 0.094
Epoch 6, step 138, loss 0.283, test 0.091
Epoch 6, step 139, loss 0.157, test 0.091
Epoch 6, step 140, loss 0.000, test 0.091
Epoch 6, step 141, loss 0.279, test 0.086
Epoch 6, step 142, loss 0.583, test 0.091
Epoch 6, step 143, loss 0.032, test 0.092
Epoch 6, step 144, loss 0.062, test 0.103
Epoch 6, step 145, loss 0.107, test 0.104
Epoch 6, step 146, loss 0.063, test 0.099
Epoch 6, step 147, loss 0.016, test 0.096
Epoch 6, step 148, loss 0.187, test 0.126
Epoch 6, step 149, loss 1.089, test 0.197
Epoch 6, step 150, loss 0.012, test 0.216
Epoch 6, step 151, loss 0.564, test 0.102
Epoch 6, step 152, loss 0.250, test 0.102
Epoch 6, step 153, loss 0.002, test 0.110
Epoch 6, step 154, loss 0.046, test 0.106
Epoch 6, step 155, loss 0.062, test 0.104
Epoch 6, step 156, loss 0.249, test 0.104
Epoch 6, step 157, loss 0.070, test 0.104
Epoch 6, step 158, loss 0.107, test 0.103
Epoch 6, step 159, loss 0.117, test 0.102
Epoch 6, step 160, loss 0.015, test 0.100
Epoch 6, step 161, loss 0.057, test 0.100
Epoch 6, step 162, loss 0.164, test 0.101
Epoch 6, step 163, loss 0.044, test 0.102
Epoch 6, step 164, loss 0.039, test 0.102
Epoch 6, step 165, loss 0.499, test 0.101
Epoch 6, step 166, loss 0.001, test 0.101
Epoch 6, step 167, loss 0.042, test 0.100
Epoch 6, step 168, loss 0.196, test 0.108
Epoch 6, step 169, loss 0.002, test 0.110
Epoch 6, step 170, loss 0.058, test 0.111
Epoch 6, step 171, loss 0.117, test 0.108
Epoch 6, step 172, loss 0.022, test 0.104
Epoch 6, step 173, loss 0.046, test 0.102
Epoch 6, step 174, loss 0.493, test 0.102
Epoch 6, step 175, loss 0.006, test 0.102
Epoch 6, step 176, loss 0.001, test 0.102
Epoch 6, step 177, loss 0.281, test 0.099
Epoch 6, step 178, loss 0.058, test 0.099
Epoch 6, step 179, loss 0.010, test 0.099
Epoch 6, step 180, loss 0.428, test 0.106
Epoch 6, step 181, loss 0.082, test 0.107
Epoch 6, step 182, loss 0.110, test 0.107
Epoch 6, step 183, loss 0.031, test 0.108
Epoch 6, step 184, loss 0.068, test 0.109
Epoch 6, step 185, loss 0.022, test 0.110
Epoch 6, step 186, loss 0.912, test 0.135
Epoch 6, step 187, loss 0.028, test 0.140
Epoch 6, step 188, loss 0.196, test 0.141
Epoch 6, step 189, loss 0.008, test 0.143
Epoch 6, step 190, loss 0.020, test 0.143
Epoch 6, step 191, loss 0.105, test 0.139
Epoch 6, step 192, loss 0.008, test 0.142
Epoch 6, step 193, loss 0.162, test 0.144
Epoch 6, step 194, loss 0.003, test 0.144
Epoch 6, step 195, loss 0.088, test 0.143
Epoch 6, step 196, loss 0.109, test 0.149
Epoch 6, step 197, loss 0.128, test 0.148
Epoch 6, step 198, loss 0.628, test 0.183
Epoch 6, step 199, loss 0.160, test 0.168
Epoch 6, step 200, loss 0.100, test 0.171
Epoch 6, step 201, loss 1.147, test 0.179
Epoch 6, step 202, loss 0.010, test 0.182
Epoch 6, step 203, loss 0.008, test 0.183
Epoch 6, step 204, loss 0.052, test 0.181
Epoch 6, step 205, loss 0.025, test 0.185
Epoch 6, step 206, loss 0.162, test 0.187
Epoch 6, step 207, loss 0.061, test 0.191
Epoch 6, step 208, loss 0.067, test 0.196
Epoch 6, step 209, loss 0.682, test 0.133
Epoch 6, step 210, loss 0.041, test 0.125
Epoch 6, step 211, loss 0.602, test 0.107
Epoch 6, step 212, loss 0.575, test 0.105
Epoch 6, step 213, loss 0.104, test 0.101
Epoch 6, step 214, loss 0.215, test 0.092
Epoch 6, step 215, loss 0.079, test 0.090
Epoch 6, step 216, loss 0.070, test 0.094
Epoch 6, step 217, loss 0.055, test 0.097
Epoch 6, step 218, loss 0.265, test 0.142
Epoch 6, step 219, loss 0.014, test 0.159
Epoch 6, step 220, loss 0.005, test 0.169
Epoch 6, step 221, loss 0.357, test 0.179
Epoch 6, step 222, loss 0.076, test 0.171
Epoch 6, step 223, loss 0.130, test 0.156
Epoch 6, step 224, loss 0.000, test 0.154
Epoch 6, step 225, loss 0.977, test 0.170
Epoch 6, step 226, loss 0.175, test 0.193
Epoch 6, step 227, loss 0.002, test 0.199
Epoch 6, step 228, loss 0.060, test 0.208
Epoch 6, step 229, loss 0.001, test 0.212
Epoch 6, step 230, loss 0.086, test 0.189
Epoch 6, step 231, loss 0.018, test 0.194
Epoch 6, step 232, loss 0.070, test 0.187
Epoch 6, step 233, loss 0.108, test 0.228
Epoch 6, step 234, loss 0.659, test 0.212
Epoch 6, step 235, loss 0.151, test 0.178
Epoch 6, step 236, loss 0.427, test 0.163
Epoch 6, step 237, loss 0.023, test 0.158
Epoch 6, step 238, loss 0.035, test 0.154
Epoch 6, step 239, loss 0.041, test 0.152
Epoch 6, step 240, loss 0.014, test 0.136
Epoch 6, step 241, loss 0.001, test 0.132
Epoch 6, step 242, loss 0.409, test 0.100
Epoch 6, step 243, loss 0.515, test 0.160
Epoch 6, step 244, loss 0.168, test 0.153
Epoch 6, step 245, loss 0.008, test 0.156
Epoch 6, step 246, loss 0.038, test 0.159
Epoch 6, step 247, loss 0.001, test 0.161
Epoch 6, step 248, loss 0.109, test 0.163
Epoch 6, step 249, loss 0.001, test 0.163
Epoch 6, step 250, loss 0.260, test 0.156
Epoch 6, step 251, loss 0.002, test 0.155
Epoch 6, step 252, loss 0.077, test 0.147
Epoch 6, step 253, loss 0.110, test 0.138
Epoch 6, step 254, loss 0.005, test 0.129
Epoch 6, step 255, loss 0.509, test 0.117
Epoch 6, step 256, loss 0.014, test 0.120
Epoch 6, step 257, loss 0.171, test 0.119
Epoch 6, step 258, loss 0.140, test 0.118
Epoch 6, step 259, loss 0.064, test 0.117
Epoch 6, step 260, loss 0.180, test 0.113
Epoch 6, step 261, loss 0.061, test 0.112
Epoch 6, step 262, loss 0.007, test 0.113
Epoch 6, step 263, loss 0.015, test 0.112
Epoch 6, step 264, loss 1.114, test 0.107
Epoch 6, step 265, loss 0.004, test 0.107
Epoch 6, step 266, loss 0.024, test 0.109
Epoch 6, step 267, loss 0.000, test 0.109
Epoch 6, step 268, loss 0.001, test 0.109
Epoch 6, step 269, loss 0.119, test 0.109
Epoch 6, step 270, loss 0.418, test 0.211
Epoch 6, step 271, loss 0.158, test 0.149
Epoch 6, step 272, loss 0.163, test 0.158
Epoch 6, step 273, loss 0.000, test 0.160
Epoch 6, step 274, loss 0.059, test 0.159
Epoch 6, step 275, loss 0.012, test 0.163
Epoch 6, step 276, loss 0.111, test 0.222
Epoch 6, step 277, loss 0.212, test 0.242
Epoch 6, step 278, loss 0.099, test 0.252
Epoch 6, step 279, loss 0.193, test 0.230
Epoch 6, step 280, loss 0.101, test 0.253
Epoch 6, step 281, loss 0.180, test 0.259
Epoch 6, step 282, loss 0.039, test 0.260
Epoch 6, step 283, loss 0.012, test 0.270
Epoch 6, step 284, loss 0.042, test 0.271
Epoch 6, step 285, loss 0.002, test 0.277
Epoch 6, step 286, loss 0.000, test 0.279
Epoch 6, step 287, loss 0.263, test 0.290
Epoch 6, step 288, loss 0.181, test 0.287
Epoch 6, step 289, loss 0.011, test 0.275
Epoch 6, step 290, loss 0.002, test 0.272
Epoch 6, step 291, loss 0.036, test 0.257
Epoch 6, step 292, loss 0.001, test 0.257
Epoch 6, step 293, loss 0.000, test 0.256
Epoch 6, step 294, loss 0.005, test 0.255
Epoch 6, step 295, loss 0.662, test 0.112
Epoch 6, step 296, loss 0.254, test 0.115
Epoch 6, step 297, loss 0.213, test 0.123
Epoch 6, step 298, loss 0.000, test 0.129
Epoch 6, step 299, loss 0.027, test 0.134
Epoch 6, step 300, loss 0.002, test 0.134
Epoch 6, step 301, loss 0.313, test 0.139
Epoch 6, step 302, loss 0.022, test 0.138
Epoch 6, step 303, loss 0.020, test 0.152
Epoch 6, step 304, loss 0.023, test 0.171
Epoch 6, step 305, loss 0.142, test 0.187
Epoch 6, step 306, loss 0.061, test 0.216
Epoch 6, step 307, loss 0.279, test 0.231
Epoch 6, step 308, loss 0.240, test 0.208
Epoch 6, step 309, loss 0.147, test 0.195
Epoch 6, step 310, loss 0.001, test 0.192
Epoch 6, step 311, loss 0.479, test 0.169
Epoch 6, step 312, loss 0.251, test 0.127
Epoch 6, step 313, loss 0.040, test 0.118
Epoch 6, step 314, loss 0.222, test 0.114
Epoch 6, step 315, loss 0.137, test 0.112
Epoch 6, step 316, loss 0.019, test 0.111
Epoch 6, step 317, loss 0.015, test 0.111
Epoch 6, step 318, loss 0.036, test 0.110
Epoch 6, step 319, loss 0.090, test 0.109
Epoch 6, step 320, loss 0.046, test 0.109
Epoch 6, step 321, loss 0.127, test 0.107
Epoch 6, step 322, loss 0.008, test 0.106
Epoch 6, step 323, loss 0.033, test 0.105
Epoch 6, step 324, loss 0.026, test 0.104
Epoch 6, step 325, loss 0.259, test 0.105
Epoch 6, step 326, loss 0.001, test 0.105
Epoch 6, step 327, loss 0.156, test 0.105
Epoch 6, step 328, loss 0.010, test 0.105
Epoch 6, step 329, loss 0.110, test 0.104
Epoch 6, step 330, loss 0.060, test 0.107
Epoch 6, step 331, loss 0.414, test 0.112
Epoch 6, step 332, loss 0.019, test 0.111
Epoch 6, step 333, loss 0.039, test 0.113
Epoch 6, step 334, loss 0.111, test 0.114
Epoch 6, step 335, loss 0.001, test 0.115
Epoch 6, step 336, loss 0.390, test 0.126
Epoch 6, step 337, loss 0.005, test 0.129
Epoch 6, step 338, loss 0.002, test 0.130
Epoch 6, step 339, loss 0.002, test 0.130
Epoch 6, step 340, loss 0.011, test 0.130
Epoch 6, step 341, loss 0.172, test 0.132
Epoch 6, step 342, loss 0.009, test 0.119
Epoch 6, step 343, loss 0.014, test 0.118
Epoch 6, step 344, loss 0.003, test 0.118
Epoch 6, step 345, loss 1.388, test 0.106
Epoch 6, step 346, loss 0.011, test 0.105
Epoch 6, step 347, loss 0.052, test 0.103
Epoch 6, step 348, loss 0.035, test 0.101
Epoch 6, step 349, loss 0.000, test 0.100
Epoch 6, step 350, loss 0.006, test 0.100
Epoch 6, step 351, loss 0.214, test 0.098
Epoch 6, step 352, loss 0.116, test 0.098
Epoch 6, step 353, loss 0.024, test 0.099
Epoch 6, step 354, loss 0.070, test 0.100
Epoch 6, step 355, loss 0.355, test 0.100
Epoch 6, step 356, loss 0.019, test 0.101
Epoch 6, step 357, loss 0.192, test 0.106
Epoch 6, step 358, loss 0.050, test 0.104
Epoch 6, step 359, loss 0.046, test 0.101
Epoch 6, step 360, loss 0.129, test 0.103
Epoch 6, step 361, loss 0.478, test 0.122
Epoch 6, step 362, loss 0.825, test 0.142
Epoch 6, step 363, loss 0.576, test 0.156
Epoch 6, step 364, loss 0.250, test 0.166
Epoch 6, step 365, loss 0.195, test 0.164
Epoch 6, step 366, loss 0.159, test 0.124
Epoch 6, step 367, loss 0.024, test 0.120
Epoch 6, step 368, loss 0.009, test 0.119
Epoch 6, step 369, loss 0.000, test 0.119
Epoch 6, step 370, loss 0.051, test 0.114
Epoch 6, step 371, loss 0.032, test 0.108
Epoch 6, step 372, loss 0.047, test 0.106
Epoch 6, step 373, loss 0.997, test 0.120
Epoch 6, step 374, loss 0.165, test 0.256
Epoch 6, step 375, loss 0.050, test 0.304
Epoch 6, step 376, loss 0.117, test 0.369
Epoch 6, step 377, loss 0.640, test 0.377
Epoch 6, step 378, loss 0.010, test 0.384
Epoch 6, step 379, loss 0.238, test 0.396
Epoch 6, step 380, loss 0.039, test 0.385
Epoch 6, step 381, loss 0.000, test 0.385
Epoch 6, step 382, loss 0.096, test 0.376
Epoch 6, step 383, loss 0.219, test 0.413
Epoch 6, step 384, loss 0.058, test 0.412
Epoch 6, step 385, loss 0.037, test 0.417
Epoch 6, step 386, loss 0.121, test 0.454
Epoch 6, step 387, loss 0.318, test 0.445
Epoch 6, step 388, loss 0.116, test 0.460
Epoch 6, step 389, loss 0.071, test 0.473
Epoch 6, step 390, loss 0.457, test 0.528
Epoch 6, step 391, loss 0.213, test 0.549
Epoch 6, step 392, loss 0.174, test 0.546
Epoch 6, step 393, loss 0.628, test 0.594
Epoch 6, step 394, loss 0.107, test 0.539
Epoch 6, step 395, loss 0.449, test 0.465
Epoch 6, step 396, loss 0.008, test 0.462
Epoch 6, step 397, loss 0.130, test 0.392
Epoch 6, step 398, loss 0.272, test 0.473
Epoch 6, step 399, loss 0.692, test 0.608
Epoch 6, step 400, loss 0.242, test 0.626
Epoch 6, step 401, loss 0.131, test 0.625
Epoch 6, step 402, loss 0.135, test 0.608
Epoch 6, step 403, loss 1.068, test 0.387
Epoch 6, step 404, loss 0.107, test 0.361
Epoch 6, step 405, loss 0.249, test 0.287
Epoch 6, step 406, loss 0.029, test 0.276
Epoch 6, step 407, loss 0.010, test 0.279
Epoch 6, step 408, loss 0.025, test 0.274
Epoch 6, step 409, loss 0.109, test 0.264
Epoch 6, step 410, loss 0.056, test 0.249
Epoch 6, step 411, loss 0.080, test 0.257
Epoch 6, step 412, loss 0.000, test 0.257
Epoch 6, step 413, loss 0.028, test 0.250
Epoch 6, step 414, loss 0.003, test 0.249
Epoch 6, step 415, loss 0.223, test 0.213
Epoch 6, step 416, loss 0.301, test 0.196
Epoch 6, step 417, loss 0.003, test 0.190
Epoch 6, step 418, loss 0.013, test 0.190
Epoch 6, step 419, loss 0.032, test 0.201
Epoch 6, step 420, loss 0.017, test 0.204
Epoch 6, step 421, loss 0.188, test 0.212
Epoch 6, step 422, loss 0.004, test 0.213
Epoch 6, step 423, loss 0.073, test 0.211
Epoch 6, step 424, loss 1.042, test 0.232
Epoch 6, step 425, loss 0.010, test 0.233
Epoch 6, step 426, loss 0.025, test 0.239
Epoch 6, step 427, loss 0.012, test 0.232
Epoch 6, step 428, loss 0.001, test 0.233
Epoch 6, step 429, loss 0.262, test 0.207
Epoch 6, step 430, loss 0.011, test 0.199
Epoch 6, step 431, loss 0.010, test 0.202
Epoch 6, step 432, loss 0.110, test 0.244
Epoch 6, step 433, loss 0.091, test 0.244
Epoch 6, step 434, loss 0.339, test 0.227
Epoch 6, step 435, loss 0.144, test 0.232
Epoch 6, step 436, loss 0.110, test 0.210
Epoch 6, step 437, loss 0.169, test 0.148
Epoch 6, step 438, loss 0.009, test 0.140
Epoch 6, step 439, loss 0.004, test 0.134
Epoch 6, step 440, loss 0.063, test 0.105
Epoch 6, step 441, loss 0.002, test 0.100
Epoch 6, step 442, loss 0.025, test 0.089
Epoch 6, step 443, loss 0.037, test 0.092
Epoch 6, step 444, loss 0.239, test 0.100
Epoch 6, step 445, loss 0.096, test 0.129
Epoch 6, step 446, loss 0.235, test 0.140
Epoch 6, step 447, loss 0.025, test 0.153
Epoch 6, step 448, loss 0.151, test 0.183
Epoch 6, step 449, loss 0.170, test 0.195
Epoch 6, step 450, loss 0.044, test 0.202
Epoch 6, step 451, loss 0.382, test 0.194
Epoch 6, step 452, loss 0.038, test 0.189
Epoch 6, step 453, loss 0.138, test 0.184
Epoch 6, step 454, loss 0.024, test 0.186
Epoch 6, step 455, loss 0.510, test 0.199
Epoch 6, step 456, loss 0.049, test 0.194
Epoch 6, step 457, loss 0.053, test 0.183
Epoch 6, step 458, loss 0.012, test 0.177
Epoch 6, step 459, loss 0.008, test 0.171
Epoch 6, step 460, loss 0.382, test 0.164
Epoch 6, step 461, loss 0.409, test 0.152
Epoch 6, step 462, loss 0.051, test 0.152
Epoch 6, step 463, loss 0.081, test 0.132
Epoch 6, step 464, loss 0.607, test 0.111
Epoch 6, step 465, loss 0.373, test 0.084
Epoch 6, step 466, loss 0.069, test 0.083
Epoch 6, step 467, loss 0.454, test 0.078
Epoch 6, step 468, loss 0.085, test 0.090
Epoch 6, step 469, loss 0.002, test 0.092
Epoch 6, step 470, loss 0.068, test 0.107
Epoch 6, step 471, loss 0.019, test 0.112
Epoch 6, step 472, loss 0.990, test 0.114
Epoch 6, step 473, loss 0.071, test 0.149
Epoch 6, step 474, loss 0.000, test 0.170
Epoch 6, step 475, loss 0.317, test 0.110
Epoch 6, step 476, loss 0.012, test 0.115
Epoch 6, step 477, loss 0.021, test 0.111
Epoch 6, step 478, loss 0.199, test 0.123
Epoch 6, step 479, loss 0.404, test 0.131
Epoch 6, step 480, loss 0.026, test 0.132
Epoch 6, step 481, loss 0.078, test 0.132
Epoch 6, step 482, loss 0.026, test 0.127
Epoch 6, step 483, loss 0.020, test 0.132
Epoch 6, step 484, loss 0.004, test 0.133
Epoch 6, step 485, loss 0.001, test 0.134
Epoch 6, step 486, loss 0.036, test 0.132
Epoch 6, step 487, loss 0.196, test 0.134
Epoch 6, step 488, loss 0.175, test 0.137
Epoch 6, step 489, loss 0.119, test 0.130
Epoch 6, step 490, loss 0.001, test 0.128
Epoch 6, step 491, loss 0.019, test 0.126
Epoch 6, step 492, loss 0.209, test 0.116
Epoch 6, step 493, loss 0.172, test 0.102
Epoch 6, step 494, loss 0.182, test 0.090
Epoch 6, step 495, loss 0.118, test 0.080
Epoch 6, step 496, loss 0.155, test 0.078
Epoch 6, step 497, loss 0.051, test 0.077
Epoch 6, step 498, loss 0.186, test 0.076
Epoch 6, step 499, loss 0.023, test 0.076
Epoch 6, step 500, loss 0.135, test 0.078
Epoch 6, step 501, loss 0.004, test 0.078
Epoch 6, step 502, loss 0.009, test 0.082
Epoch 6, step 503, loss 0.160, test 0.085
Epoch 6, step 504, loss 0.002, test 0.087
Epoch 6, step 505, loss 0.173, test 0.091
Epoch 6, step 506, loss 0.054, test 0.094
Epoch 6, step 507, loss 0.077, test 0.089
Epoch 6, step 508, loss 0.282, test 0.077
Epoch 6, step 509, loss 0.358, test 0.081
Epoch 6, step 510, loss 0.009, test 0.081
Epoch 6, step 511, loss 0.016, test 0.081
Epoch 6, step 512, loss 0.000, test 0.081
Epoch 6, step 513, loss 0.052, test 0.081
Epoch 6, step 514, loss 0.139, test 0.093
Epoch 6, step 515, loss 0.198, test 0.092
Epoch 6, step 516, loss 0.195, test 0.092
Epoch 6, step 517, loss 0.031, test 0.090
Epoch 6, step 518, loss 0.213, test 0.083
Epoch 6, step 519, loss 0.047, test 0.089
Epoch 6, step 520, loss 0.048, test 0.092
Epoch 6, step 521, loss 0.022, test 0.095
Epoch 6, step 522, loss 0.067, test 0.097
Epoch 6, step 523, loss 0.015, test 0.095
Epoch 6, step 524, loss 0.443, test 0.098
Epoch 6, step 525, loss 0.024, test 0.106
Epoch 6, step 526, loss 0.055, test 0.109
Epoch 6, step 527, loss 0.255, test 0.096
Epoch 6, step 528, loss 0.296, test 0.097
Epoch 6, step 529, loss 0.001, test 0.096
Epoch 6, step 530, loss 0.184, test 0.079
Epoch 6, step 531, loss 0.177, test 0.079
Epoch 6, step 532, loss 0.044, test 0.079
Epoch 6, step 533, loss 0.166, test 0.083
Epoch 6, step 534, loss 0.081, test 0.083
Epoch 6, step 535, loss 0.068, test 0.083
Epoch 6, step 536, loss 0.042, test 0.084
Epoch 6, step 537, loss 0.009, test 0.084
Epoch 6, step 538, loss 0.254, test 0.085
Epoch 6, step 539, loss 0.007, test 0.084
Epoch 6, step 540, loss 0.157, test 0.084
Epoch 6, step 541, loss 0.062, test 0.084
Epoch 6, step 542, loss 0.007, test 0.084
Epoch 6, step 543, loss 0.002, test 0.084
Epoch 6, step 544, loss 0.150, test 0.085
Epoch 6, step 545, loss 0.099, test 0.084
Epoch 6, step 546, loss 0.151, test 0.085
Epoch 6, step 547, loss 0.002, test 0.085
Epoch 6, step 548, loss 0.066, test 0.089
Epoch 6, step 549, loss 0.053, test 0.086
Epoch 6, step 550, loss 0.009, test 0.086
Epoch 6, step 551, loss 0.004, test 0.086
Epoch 6, step 552, loss 0.009, test 0.085
Epoch 6, step 553, loss 0.152, test 0.084
Epoch 6, step 554, loss 0.275, test 0.083
Epoch 6, step 555, loss 0.112, test 0.083
Epoch 6, step 556, loss 0.607, test 0.084
Epoch 6, step 557, loss 0.027, test 0.083
Epoch 6, step 558, loss 0.021, test 0.083
Epoch 6, step 559, loss 0.143, test 0.084
Epoch 6, step 560, loss 0.007, test 0.085
Epoch 6, step 561, loss 0.046, test 0.084
Epoch 6, step 562, loss 0.033, test 0.084
Epoch 6, step 563, loss 0.009, test 0.084
Epoch 6, step 564, loss 0.295, test 0.084
Epoch 6, step 565, loss 0.047, test 0.084
Epoch 6, step 566, loss 0.249, test 0.084
Epoch 6, step 567, loss 0.018, test 0.084
Epoch 6, step 568, loss 0.041, test 0.084
Epoch 6, step 569, loss 0.145, test 0.084
Epoch 6, step 570, loss 0.125, test 0.088
Epoch 6, step 571, loss 0.113, test 0.089
Epoch 6, step 572, loss 0.279, test 0.099
Epoch 6, step 573, loss 0.114, test 0.103
Epoch 6, step 574, loss 0.172, test 0.101
Epoch 6, step 575, loss 0.028, test 0.099
Epoch 6, step 576, loss 0.019, test 0.100
Epoch 6, step 577, loss 0.118, test 0.106
Epoch 6, step 578, loss 0.001, test 0.106
Epoch 6, step 579, loss 0.003, test 0.105
Epoch 6, step 580, loss 0.225, test 0.114
Epoch 6, step 581, loss 0.344, test 0.085
Epoch 6, step 582, loss 0.128, test 0.097
Epoch 6, step 583, loss 0.002, test 0.098
Epoch 6, step 584, loss 0.461, test 0.103
Epoch 6, step 585, loss 0.094, test 0.102
Epoch 6, step 586, loss 0.235, test 0.141
Epoch 6, step 587, loss 0.532, test 0.118
Epoch 6, step 588, loss 0.526, test 0.085
Epoch 6, step 589, loss 0.117, test 0.089
Epoch 6, step 590, loss 0.023, test 0.092
Epoch 6, step 591, loss 0.102, test 0.093
Epoch 6, step 592, loss 0.102, test 0.092
Epoch 6, step 593, loss 0.017, test 0.091
Epoch 6, step 594, loss 0.817, test 0.090
Epoch 6, step 595, loss 0.063, test 0.086
Epoch 6, step 596, loss 0.125, test 0.090
Epoch 6, step 597, loss 0.053, test 0.092
Epoch 6, step 598, loss 0.001, test 0.092
Epoch 6, step 599, loss 0.003, test 0.092
Epoch 6, step 600, loss 0.028, test 0.094
Epoch 6, step 601, loss 0.089, test 0.093
Epoch 6, step 602, loss 0.087, test 0.104
Epoch 6, step 603, loss 0.006, test 0.106
Epoch 6, step 604, loss 0.628, test 0.094
Epoch 6, step 605, loss 0.050, test 0.097
Epoch 6, step 606, loss 0.052, test 0.098
Epoch 6, step 607, loss 0.215, test 0.097
Epoch 6, step 608, loss 0.001, test 0.097
Epoch 6, step 609, loss 0.537, test 0.089
Epoch 6, step 610, loss 0.009, test 0.088
Epoch 6, step 611, loss 0.024, test 0.085
Epoch 6, step 612, loss 0.004, test 0.084
Epoch 6, step 613, loss 0.062, test 0.082
Epoch 6, step 614, loss 0.008, test 0.082
Epoch 6, step 615, loss 0.000, test 0.082
Epoch 6, step 616, loss 0.005, test 0.082
Epoch 6, step 617, loss 0.279, test 0.077
Epoch 6, step 618, loss 0.147, test 0.076
Epoch 6, step 619, loss 0.005, test 0.075
Epoch 6, step 620, loss 0.014, test 0.074
Epoch 6, step 621, loss 0.637, test 0.074
Epoch 6, step 622, loss 0.045, test 0.075
Epoch 6, step 623, loss 0.030, test 0.077
Epoch 6, step 624, loss 0.107, test 0.075
Epoch 6, step 625, loss 0.322, test 0.076
Epoch 6, step 626, loss 0.071, test 0.077
Epoch 6, step 627, loss 0.009, test 0.077
Epoch 6, step 628, loss 0.264, test 0.088
Epoch 6, step 629, loss 0.008, test 0.099
Epoch 6, step 630, loss 0.082, test 0.078
Epoch 6, step 631, loss 0.012, test 0.076
Epoch 6, step 632, loss 0.072, test 0.078
Epoch 6, step 633, loss 0.030, test 0.080
Epoch 6, step 634, loss 0.250, test 0.077
Epoch 6, step 635, loss 0.012, test 0.074
Epoch 6, step 636, loss 0.023, test 0.074
Epoch 6, step 637, loss 0.221, test 0.074
Epoch 6, step 638, loss 0.013, test 0.074
Epoch 6, step 639, loss 0.000, test 0.074
Epoch 6, step 640, loss 0.054, test 0.073
Epoch 6, step 641, loss 0.006, test 0.073
Epoch 6, step 642, loss 0.315, test 0.076
Epoch 6, step 643, loss 0.057, test 0.075
Epoch 6, step 644, loss 0.428, test 0.074
Epoch 6, step 645, loss 0.104, test 0.074
Epoch 6, step 646, loss 0.011, test 0.074
Epoch 6, step 647, loss 0.000, test 0.074
Epoch 6, step 648, loss 0.036, test 0.076
Epoch 6, step 649, loss 0.082, test 0.075
Epoch 6, step 650, loss 0.024, test 0.077
Epoch 6, step 651, loss 0.000, test 0.077
Epoch 6, step 652, loss 0.005, test 0.077
Epoch 6, step 653, loss 0.000, test 0.077
Epoch 6, step 654, loss 0.244, test 0.077
Epoch 6, step 655, loss 0.223, test 0.141
Epoch 6, step 656, loss 0.257, test 0.137
Epoch 6, step 657, loss 0.075, test 0.146
Epoch 6, step 658, loss 0.011, test 0.149
Epoch 6, step 659, loss 0.113, test 0.148
Epoch 6, step 660, loss 0.000, test 0.148
Epoch 6, step 661, loss 0.227, test 0.150
Epoch 6, step 662, loss 0.099, test 0.157
Epoch 6, step 663, loss 0.060, test 0.131
Epoch 6, step 664, loss 0.056, test 0.127
Epoch 6, step 665, loss 0.058, test 0.124
Epoch 6, step 666, loss 0.012, test 0.123
Epoch 6, step 667, loss 0.380, test 0.120
Epoch 6, step 668, loss 0.139, test 0.171
Epoch 6, step 669, loss 0.176, test 0.170
Epoch 6, step 670, loss 0.158, test 0.165
Epoch 6, step 671, loss 0.087, test 0.167
Epoch 6, step 672, loss 0.066, test 0.169
Epoch 6, step 673, loss 0.119, test 0.161
Epoch 6, step 674, loss 0.174, test 0.140
Epoch 6, step 675, loss 0.111, test 0.138
Epoch 6, step 676, loss 0.122, test 0.128
Epoch 6, step 677, loss 0.032, test 0.128
Epoch 6, step 678, loss 0.239, test 0.115
Epoch 6, step 679, loss 0.008, test 0.114
Epoch 6, step 680, loss 0.050, test 0.114
Epoch 6, step 681, loss 0.009, test 0.114
Epoch 6, step 682, loss 0.306, test 0.117
Epoch 6, step 683, loss 0.052, test 0.121
Epoch 6, step 684, loss 0.011, test 0.121
Epoch 6, step 685, loss 0.016, test 0.122
Epoch 6, step 686, loss 0.743, test 0.135
Epoch 6, step 687, loss 0.133, test 0.125
Epoch 6, step 688, loss 0.000, test 0.126
Epoch 6, step 689, loss 0.000, test 0.126
Epoch 6, step 690, loss 0.043, test 0.112
Epoch 6, step 691, loss 0.077, test 0.123
Epoch 6, step 692, loss 0.139, test 0.112
Epoch 6, step 693, loss 0.037, test 0.112
Epoch 6, step 694, loss 0.091, test 0.110
Epoch 6, step 695, loss 0.563, test 0.100
Epoch 6, step 696, loss 0.005, test 0.094
Epoch 6, step 697, loss 0.000, test 0.093
Epoch 6, step 698, loss 0.069, test 0.094
Epoch 6, step 699, loss 0.029, test 0.094
Epoch 6, step 700, loss 0.197, test 0.092
Epoch 6, step 701, loss 0.015, test 0.091
Epoch 6, step 702, loss 0.060, test 0.090
Epoch 6, step 703, loss 0.534, test 0.086
Epoch 6, step 704, loss 0.034, test 0.087
Epoch 6, step 705, loss 0.294, test 0.087
Epoch 6, step 706, loss 0.340, test 0.087
Epoch 6, step 707, loss 0.015, test 0.090
Epoch 6, step 708, loss 0.288, test 0.103
Epoch 6, step 709, loss 0.038, test 0.116
Epoch 6, step 710, loss 0.206, test 0.117
Epoch 6, step 711, loss 0.670, test 0.077
Epoch 6, step 712, loss 0.294, test 0.089
Epoch 6, step 713, loss 0.113, test 0.089
Epoch 6, step 714, loss 1.082, test 0.095
Epoch 6, step 715, loss 0.230, test 0.091
Epoch 6, step 716, loss 0.003, test 0.090
Epoch 6, step 717, loss 0.125, test 0.088
Epoch 6, step 718, loss 0.026, test 0.087
Epoch 6, step 719, loss 0.146, test 0.085
Epoch 6, step 720, loss 0.068, test 0.085
Epoch 6, step 721, loss 0.148, test 0.087
Epoch 6, step 722, loss 0.844, test 0.079
Epoch 6, step 723, loss 0.000, test 0.078
Epoch 6, step 724, loss 0.029, test 0.078
Epoch 6, step 725, loss 0.034, test 0.076
Epoch 6, step 726, loss 0.000, test 0.076
Epoch 6, step 727, loss 0.357, test 0.083
Epoch 6, step 728, loss 0.184, test 0.083
Epoch 6, step 729, loss 0.019, test 0.083
Epoch 6, step 730, loss 0.000, test 0.083
Epoch 6, step 731, loss 0.023, test 0.081
Epoch 6, step 732, loss 0.190, test 0.079
Epoch 6, step 733, loss 0.087, test 0.080
Epoch 6, step 734, loss 0.012, test 0.080
Epoch 6, step 735, loss 0.055, test 0.072
Epoch 6, step 736, loss 0.029, test 0.072
Epoch 6, step 737, loss 0.093, test 0.072
Epoch 6, step 738, loss 0.015, test 0.073
Epoch 6, step 739, loss 0.322, test 0.073
Epoch 6, step 740, loss 0.204, test 0.079
Epoch 6, step 741, loss 0.117, test 0.074
Epoch 6, step 742, loss 0.527, test 0.074
Epoch 6, step 743, loss 0.010, test 0.074
Epoch 6, step 744, loss 0.262, test 0.074
Epoch 6, step 745, loss 0.069, test 0.078
Epoch 6, step 746, loss 0.143, test 0.079
Epoch 6, step 747, loss 0.000, test 0.080
Epoch 6, step 748, loss 0.093, test 0.079
Epoch 6, step 749, loss 0.034, test 0.079
Epoch 6, step 750, loss 0.056, test 0.083
Epoch 6, step 751, loss 0.006, test 0.084
Epoch 6, step 752, loss 0.002, test 0.085
Epoch 6, step 753, loss 0.353, test 0.084
Epoch 6, step 754, loss 0.004, test 0.085
Epoch 6, step 755, loss 0.217, test 0.075
Epoch 6, step 756, loss 0.009, test 0.074
Epoch 6, step 757, loss 0.167, test 0.075
Epoch 6, step 758, loss 0.033, test 0.074
Epoch 6, step 759, loss 0.038, test 0.075
Epoch 6, step 760, loss 0.112, test 0.075
Epoch 6, step 761, loss 0.037, test 0.076
Epoch 6, step 762, loss 0.129, test 0.078
Epoch 6, step 763, loss 0.237, test 0.082
Epoch 6, step 764, loss 0.525, test 0.071
Epoch 6, step 765, loss 0.123, test 0.117
Epoch 6, step 766, loss 0.047, test 0.130
Epoch 6, step 767, loss 0.145, test 0.140
Epoch 6, step 768, loss 0.264, test 0.135
Epoch 6, step 769, loss 0.000, test 0.136
Epoch 6, step 770, loss 0.029, test 0.140
Epoch 6, step 771, loss 0.034, test 0.138
Epoch 6, step 772, loss 0.040, test 0.139
Epoch 6, step 773, loss 0.083, test 0.138
Epoch 6, step 774, loss 0.031, test 0.124
Epoch 6, step 775, loss 0.079, test 0.120
Epoch 6, step 776, loss 0.149, test 0.132
Epoch 6, step 777, loss 0.187, test 0.110
Epoch 6, step 778, loss 0.436, test 0.104
Epoch 6, step 779, loss 0.131, test 0.100
Epoch 6, step 780, loss 0.070, test 0.110
Epoch 6, step 781, loss 0.011, test 0.118
Epoch 6, step 782, loss 0.031, test 0.125
Epoch 6, step 783, loss 0.064, test 0.125
Epoch 6, step 784, loss 0.096, test 0.124
Epoch 6, step 785, loss 0.004, test 0.127
Epoch 6, step 786, loss 0.018, test 0.130
Epoch 6, step 787, loss 0.001, test 0.129
Epoch 6, step 788, loss 0.550, test 0.133
Epoch 6, step 789, loss 0.020, test 0.130
Epoch 6, step 790, loss 0.003, test 0.130
Epoch 6, step 791, loss 0.576, test 0.133
Epoch 6, step 792, loss 0.001, test 0.131
Epoch 6, step 793, loss 0.115, test 0.127
Epoch 6, step 794, loss 0.573, test 0.118
Epoch 6, step 795, loss 0.050, test 0.118
Epoch 6, step 796, loss 0.011, test 0.116
Epoch 6, step 797, loss 1.444, test 0.080
Epoch 6, step 798, loss 0.034, test 0.077
Epoch 6, step 799, loss 0.205, test 0.076
Epoch 6, step 800, loss 0.117, test 0.089
Epoch 6, step 801, loss 0.051, test 0.095
Epoch 6, step 802, loss 0.621, test 0.095
Epoch 6, step 803, loss 0.373, test 0.093
Epoch 6, step 804, loss 0.014, test 0.091
Epoch 6, step 805, loss 0.507, test 0.106
Epoch 6, step 806, loss 1.412, test 0.110
Epoch 6, step 807, loss 0.383, test 0.105
Epoch 6, step 808, loss 0.060, test 0.108
Epoch 6, step 809, loss 0.009, test 0.112
Epoch 6, step 810, loss 0.046, test 0.111
Epoch 6, step 811, loss 0.002, test 0.111
Epoch 6, step 812, loss 0.007, test 0.099
Epoch 6, step 813, loss 0.008, test 0.097
Epoch 6, step 814, loss 0.006, test 0.097
Epoch 6, step 815, loss 0.060, test 0.081
Epoch 6, step 816, loss 0.006, test 0.080
Epoch 6, step 817, loss 0.323, test 0.078
Epoch 6, step 818, loss 0.041, test 0.078
Epoch 6, step 819, loss 0.006, test 0.078
Epoch 6, step 820, loss 0.201, test 0.077
Epoch 6, step 821, loss 0.071, test 0.078
Epoch 6, step 822, loss 0.261, test 0.078
Epoch 6, step 823, loss 0.215, test 0.079
Epoch 6, step 824, loss 0.162, test 0.079
Epoch 6, step 825, loss 0.002, test 0.079
Epoch 6, step 826, loss 0.145, test 0.078
Epoch 6, step 827, loss 0.102, test 0.078
Epoch 6, step 828, loss 0.080, test 0.077
Epoch 6, step 829, loss 0.002, test 0.077
Epoch 6, step 830, loss 0.004, test 0.077
Epoch 6, step 831, loss 0.594, test 0.077
Epoch 6, step 832, loss 0.156, test 0.077
Epoch 6, step 833, loss 0.031, test 0.077
Epoch 6, step 834, loss 0.024, test 0.077
Epoch 6, step 835, loss 0.263, test 0.077
Epoch 6, step 836, loss 0.053, test 0.077
Epoch 6, step 837, loss 0.002, test 0.077
Epoch 6, step 838, loss 0.037, test 0.077
Epoch 6, step 839, loss 0.013, test 0.078
Epoch 6, step 840, loss 0.006, test 0.078
Epoch 6, step 841, loss 0.608, test 0.305
Epoch 6, step 842, loss 4.079, test 0.535
Epoch 6, step 843, loss 0.105, test 0.811
Epoch 6, step 844, loss 0.139, test 0.911
Epoch 6, step 845, loss 0.256, test 0.935
Epoch 6, step 846, loss 0.007, test 0.968
Epoch 6, step 847, loss 0.406, test 0.953
Epoch 6, step 848, loss 0.012, test 0.939
Epoch 6, step 849, loss 0.044, test 0.942
Epoch 6, step 850, loss 0.000, test 0.943
Epoch 6, step 851, loss 2.141, test 0.321
Epoch 6, step 852, loss 0.039, test 0.269
Epoch 6, step 853, loss 0.035, test 0.250
Epoch 6, step 854, loss 0.004, test 0.241
Epoch 6, step 855, loss 0.031, test 0.243
Epoch 6, step 856, loss 0.189, test 0.248
Epoch 6, step 857, loss 0.230, test 0.246
Epoch 6, step 858, loss 0.065, test 0.247
Epoch 6, step 859, loss 0.009, test 0.249
Epoch 6, step 860, loss 0.134, test 0.250
Epoch 6, step 861, loss 0.054, test 0.248
Epoch 6, step 862, loss 0.011, test 0.246
Epoch 6, step 863, loss 0.010, test 0.245
Epoch 6, step 864, loss 0.082, test 0.243
Epoch 6, step 865, loss 0.132, test 0.256
Epoch 6, step 866, loss 0.327, test 0.278
Epoch 6, step 867, loss 0.292, test 0.261
Epoch 6, step 868, loss 0.109, test 0.259
Epoch 6, step 869, loss 0.007, test 0.259
Epoch 6, step 870, loss 0.020, test 0.263
Epoch 6, step 871, loss 0.000, test 0.264
Epoch 6, step 872, loss 0.057, test 0.273
Epoch 6, step 873, loss 0.021, test 0.273
Epoch 6, step 874, loss 0.142, test 0.272
Epoch 6, step 875, loss 0.001, test 0.274
Epoch 6, step 876, loss 0.332, test 0.269
Epoch 6, step 877, loss 0.111, test 0.244
Epoch 6, step 878, loss 0.188, test 0.258
Epoch 6, step 879, loss 0.184, test 0.247
Epoch 6, step 880, loss 0.146, test 0.247
Epoch 6, step 881, loss 0.235, test 0.240
Epoch 6, step 882, loss 0.054, test 0.234
Epoch 6, step 883, loss 0.035, test 0.242
Epoch 6, step 884, loss 0.127, test 0.245
Epoch 6, step 885, loss 0.002, test 0.246
Epoch 6, step 886, loss 0.267, test 0.244
Epoch 6, step 887, loss 0.055, test 0.249
Epoch 6, step 888, loss 0.085, test 0.241
Epoch 6, step 889, loss 0.005, test 0.241
Epoch 6, step 890, loss 0.026, test 0.241
Epoch 6, step 891, loss 0.380, test 0.249
Epoch 6, step 892, loss 0.007, test 0.249
Epoch 6, step 893, loss 0.012, test 0.251
Epoch 6, step 894, loss 0.008, test 0.248
Epoch 6, step 895, loss 0.044, test 0.237
Epoch 6, step 896, loss 0.264, test 0.239
Epoch 6, step 897, loss 0.000, test 0.238
Epoch 6, step 898, loss 0.001, test 0.238
Epoch 6, step 899, loss 0.007, test 0.238
Epoch 6, step 900, loss 0.463, test 0.245
Epoch 6, step 901, loss 0.058, test 0.244
Epoch 6, step 902, loss 0.002, test 0.244
Epoch 6, step 903, loss 1.327, test 0.281
Epoch 6, step 904, loss 0.185, test 0.286
Epoch 6, step 905, loss 0.100, test 0.263
Epoch 6, step 906, loss 0.047, test 0.261
Epoch 6, step 907, loss 0.039, test 0.276
Epoch 6, step 908, loss 0.000, test 0.278
Epoch 6, step 909, loss 0.137, test 0.272
Epoch 6, step 910, loss 0.000, test 0.271
Epoch 6, step 911, loss 0.004, test 0.270
Epoch 6, step 912, loss 0.003, test 0.280
Epoch 6, step 913, loss 0.010, test 0.280
Epoch 6, step 914, loss 0.156, test 0.272
Epoch 6, step 915, loss 0.015, test 0.280
Epoch 6, step 916, loss 0.110, test 0.258
Epoch 6, step 917, loss 0.118, test 0.256
Epoch 6, step 918, loss 0.000, test 0.254
Epoch 6, step 919, loss 0.036, test 0.253
Epoch 6, step 920, loss 0.001, test 0.252
Epoch 6, step 921, loss 0.196, test 0.263
Epoch 6, step 922, loss 0.005, test 0.265
Epoch 6, step 923, loss 0.413, test 0.207
Epoch 6, step 924, loss 0.044, test 0.178
Epoch 6, step 925, loss 0.012, test 0.175
Epoch 6, step 926, loss 0.119, test 0.171
Epoch 6, step 927, loss 0.142, test 0.167
Epoch 6, step 928, loss 0.000, test 0.166
Epoch 6, step 929, loss 0.000, test 0.166
Epoch 6, step 930, loss 0.202, test 0.159
Epoch 6, step 931, loss 0.252, test 0.159
Epoch 6, step 932, loss 0.003, test 0.154
Epoch 6, step 933, loss 0.018, test 0.154
Epoch 6, step 934, loss 0.005, test 0.154
Epoch 6, step 935, loss 0.352, test 0.215
Epoch 6, step 936, loss 0.015, test 0.220
Epoch 6, step 937, loss 0.512, test 0.185
Epoch 6, step 938, loss 0.001, test 0.182
Epoch 6, step 939, loss 0.155, test 0.187
Epoch 6, step 940, loss 0.019, test 0.186
Epoch 6, step 941, loss 0.007, test 0.185
Epoch 6, step 942, loss 0.012, test 0.186
Epoch 6, step 943, loss 0.052, test 0.197
Epoch 6, step 944, loss 0.009, test 0.197
Epoch 6, step 945, loss 0.995, test 0.093
Epoch 6, step 946, loss 0.016, test 0.090
Epoch 6, step 947, loss 0.037, test 0.090
Epoch 6, step 948, loss 0.012, test 0.090
Epoch 6, step 949, loss 0.067, test 0.090
Epoch 6, step 950, loss 0.324, test 0.099
Epoch 6, step 951, loss 0.650, test 0.104
Epoch 6, step 952, loss 0.145, test 0.107
Epoch 6, step 953, loss 0.001, test 0.108
Epoch 6, step 954, loss 0.078, test 0.114
Epoch 6, step 955, loss 0.223, test 0.113
Epoch 6, step 956, loss 0.000, test 0.114
Epoch 6, step 957, loss 0.025, test 0.162
Epoch 6, step 958, loss 0.937, test 0.138
Epoch 6, step 959, loss 0.175, test 0.116
Epoch 6, step 960, loss 0.108, test 0.111
Epoch 6, step 961, loss 0.000, test 0.109
Epoch 6, step 962, loss 0.036, test 0.109
Epoch 6, step 963, loss 0.005, test 0.110
Epoch 6, step 964, loss 0.016, test 0.116
Epoch 6, step 965, loss 0.043, test 0.104
Epoch 6, step 966, loss 0.014, test 0.102
Epoch 6, step 967, loss 0.064, test 0.100
Epoch 6, step 968, loss 0.141, test 0.109
Epoch 6, step 969, loss 0.093, test 0.109
Epoch 6, step 970, loss 0.001, test 0.108
Epoch 6, step 971, loss 0.200, test 0.107
Epoch 6, step 972, loss 0.006, test 0.110
Epoch 6, step 973, loss 0.000, test 0.110
Epoch 6, step 974, loss 0.019, test 0.120
Epoch 6, step 975, loss 0.023, test 0.104
Epoch 6, step 976, loss 0.150, test 0.089
Epoch 6, step 977, loss 0.034, test 0.089
Epoch 6, step 978, loss 0.053, test 0.117
Epoch 6, step 979, loss 0.179, test 0.130
Epoch 6, step 980, loss 0.006, test 0.135
Epoch 6, step 981, loss 0.577, test 0.141
Epoch 6, step 982, loss 0.011, test 0.142
Epoch 6, step 983, loss 0.162, test 0.141
Epoch 6, step 984, loss 0.289, test 0.087
Epoch 6, step 985, loss 0.098, test 0.090
Epoch 6, step 986, loss 0.069, test 0.089
Epoch 6, step 987, loss 0.117, test 0.097
Epoch 6, step 988, loss 0.011, test 0.100
Epoch 6, step 989, loss 0.460, test 0.117
Epoch 6, step 990, loss 0.102, test 0.116
Epoch 6, step 991, loss 0.142, test 0.121
Epoch 6, step 992, loss 0.174, test 0.133
Epoch 6, step 993, loss 0.038, test 0.135
Epoch 6, step 994, loss 0.018, test 0.138
Epoch 6, step 995, loss 0.027, test 0.130
Epoch 6, step 996, loss 0.031, test 0.116
Epoch 6, step 997, loss 0.143, test 0.106
Epoch 6, step 998, loss 0.019, test 0.104
Epoch 6, step 999, loss 0.001, test 0.103
Epoch 7, step 0, loss 0.009, test 0.104
Epoch 7, step 1, loss 0.091, test 0.110
Epoch 7, step 2, loss 0.024, test 0.110
Epoch 7, step 3, loss 0.036, test 0.110
Epoch 7, step 4, loss 0.074, test 0.110
Epoch 7, step 5, loss 0.035, test 0.105
Epoch 7, step 6, loss 0.086, test 0.106
Epoch 7, step 7, loss 0.044, test 0.102
Epoch 7, step 8, loss 0.062, test 0.101
Epoch 7, step 9, loss 0.299, test 0.084
Epoch 7, step 10, loss 0.278, test 0.085
Epoch 7, step 11, loss 0.215, test 0.086
Epoch 7, step 12, loss 0.245, test 0.086
Epoch 7, step 13, loss 0.130, test 0.087
Epoch 7, step 14, loss 0.004, test 0.087
Epoch 7, step 15, loss 0.027, test 0.086
Epoch 7, step 16, loss 0.041, test 0.088
Epoch 7, step 17, loss 0.000, test 0.088
Epoch 7, step 18, loss 0.240, test 0.089
Epoch 7, step 19, loss 0.210, test 0.090
Epoch 7, step 20, loss 0.159, test 0.089
Epoch 7, step 21, loss 0.200, test 0.116
Epoch 7, step 22, loss 0.189, test 0.136
Epoch 7, step 23, loss 0.118, test 0.169
Epoch 7, step 24, loss 0.000, test 0.179
Epoch 7, step 25, loss 0.084, test 0.181
Epoch 7, step 26, loss 0.067, test 0.190
Epoch 7, step 27, loss 0.000, test 0.192
Epoch 7, step 28, loss 0.115, test 0.187
Epoch 7, step 29, loss 0.001, test 0.187
Epoch 7, step 30, loss 0.100, test 0.163
Epoch 7, step 31, loss 0.002, test 0.160
Epoch 7, step 32, loss 0.683, test 0.148
Epoch 7, step 33, loss 0.066, test 0.148
Epoch 7, step 34, loss 0.177, test 0.149
Epoch 7, step 35, loss 0.209, test 0.142
Epoch 7, step 36, loss 1.352, test 0.283
Epoch 7, step 37, loss 0.007, test 0.402
Epoch 7, step 38, loss 0.182, test 0.448
Epoch 7, step 39, loss 0.134, test 0.472
Epoch 7, step 40, loss 0.310, test 0.355
Epoch 7, step 41, loss 0.101, test 0.345
Epoch 7, step 42, loss 0.024, test 0.318
Epoch 7, step 43, loss 0.046, test 0.298
Epoch 7, step 44, loss 0.027, test 0.294
Epoch 7, step 45, loss 0.086, test 0.299
Epoch 7, step 46, loss 0.109, test 0.295
Epoch 7, step 47, loss 0.011, test 0.308
Epoch 7, step 48, loss 0.016, test 0.312
Epoch 7, step 49, loss 0.065, test 0.309
Epoch 7, step 50, loss 0.000, test 0.309
Epoch 7, step 51, loss 0.064, test 0.301
Epoch 7, step 52, loss 0.021, test 0.283
Epoch 7, step 53, loss 0.003, test 0.278
Epoch 7, step 54, loss 0.065, test 0.280
Epoch 7, step 55, loss 0.014, test 0.277
Epoch 7, step 56, loss 0.010, test 0.278
Epoch 7, step 57, loss 0.065, test 0.307
Epoch 7, step 58, loss 0.174, test 0.297
Epoch 7, step 59, loss 0.202, test 0.270
Epoch 7, step 60, loss 0.004, test 0.268
Epoch 7, step 61, loss 0.351, test 0.259
Epoch 7, step 62, loss 0.174, test 0.250
Epoch 7, step 63, loss 0.089, test 0.245
Epoch 7, step 64, loss 0.000, test 0.243
Epoch 7, step 65, loss 0.007, test 0.238
Epoch 7, step 66, loss 0.494, test 0.231
Epoch 7, step 67, loss 0.229, test 0.321
Epoch 7, step 68, loss 0.765, test 0.317
Epoch 7, step 69, loss 0.528, test 0.332
Epoch 7, step 70, loss 0.087, test 0.341
Epoch 7, step 71, loss 0.105, test 0.272
Epoch 7, step 72, loss 0.016, test 0.302
Epoch 7, step 73, loss 0.553, test 0.283
Epoch 7, step 74, loss 0.415, test 0.246
Epoch 7, step 75, loss 0.069, test 0.285
Epoch 7, step 76, loss 0.048, test 0.291
Epoch 7, step 77, loss 0.020, test 0.303
Epoch 7, step 78, loss 0.014, test 0.306
Epoch 7, step 79, loss 0.015, test 0.314
Epoch 7, step 80, loss 0.274, test 0.325
Epoch 7, step 81, loss 2.337, test 0.736
Epoch 7, step 82, loss 0.000, test 1.134
Epoch 7, step 83, loss 0.012, test 1.365
Epoch 7, step 84, loss 0.009, test 1.487
Epoch 7, step 85, loss 0.012, test 1.547
Epoch 7, step 86, loss 0.146, test 1.546
Epoch 7, step 87, loss 0.301, test 1.525
Epoch 7, step 88, loss 0.039, test 1.476
Epoch 7, step 89, loss 0.100, test 1.399
Epoch 7, step 90, loss 0.346, test 1.434
Epoch 7, step 91, loss 0.082, test 1.419
Epoch 7, step 92, loss 0.002, test 1.418
Epoch 7, step 93, loss 0.000, test 1.416
Epoch 7, step 94, loss 1.042, test 0.942
Epoch 7, step 95, loss 0.014, test 0.881
Epoch 7, step 96, loss 0.188, test 0.820
Epoch 7, step 97, loss 0.992, test 0.375
Epoch 7, step 98, loss 0.006, test 0.325
Epoch 7, step 99, loss 0.024, test 0.302
Epoch 7, step 100, loss 0.107, test 0.260
Epoch 7, step 101, loss 0.276, test 0.173
Epoch 7, step 102, loss 0.106, test 0.162
Epoch 7, step 103, loss 0.367, test 0.208
Epoch 7, step 104, loss 1.002, test 0.214
Epoch 7, step 105, loss 0.302, test 0.289
Epoch 7, step 106, loss 0.478, test 0.307
Epoch 7, step 107, loss 0.143, test 0.319
Epoch 7, step 108, loss 0.037, test 0.337
Epoch 7, step 109, loss 0.280, test 0.283
Epoch 7, step 110, loss 0.017, test 0.274
Epoch 7, step 111, loss 0.042, test 0.278
Epoch 7, step 112, loss 0.399, test 0.292
Epoch 7, step 113, loss 0.542, test 0.079
Epoch 7, step 114, loss 0.121, test 0.086
Epoch 7, step 115, loss 0.060, test 0.096
Epoch 7, step 116, loss 0.006, test 0.103
Epoch 7, step 117, loss 0.053, test 0.106
Epoch 7, step 118, loss 0.047, test 0.107
Epoch 7, step 119, loss 0.043, test 0.106
Epoch 7, step 120, loss 0.199, test 0.111
Epoch 7, step 121, loss 0.013, test 0.112
Epoch 7, step 122, loss 0.069, test 0.104
Epoch 7, step 123, loss 0.004, test 0.102
Epoch 7, step 124, loss 0.958, test 0.132
Epoch 7, step 125, loss 0.050, test 0.122
Epoch 7, step 126, loss 0.063, test 0.116
Epoch 7, step 127, loss 0.094, test 0.114
Epoch 7, step 128, loss 0.176, test 0.118
Epoch 7, step 129, loss 0.015, test 0.121
Epoch 7, step 130, loss 0.034, test 0.121
Epoch 7, step 131, loss 0.000, test 0.121
Epoch 7, step 132, loss 1.497, test 0.138
Epoch 7, step 133, loss 0.000, test 0.141
Epoch 7, step 134, loss 0.041, test 0.140
Epoch 7, step 135, loss 0.146, test 0.143
Epoch 7, step 136, loss 0.135, test 0.111
Epoch 7, step 137, loss 0.002, test 0.107
Epoch 7, step 138, loss 0.725, test 0.101
Epoch 7, step 139, loss 0.005, test 0.103
Epoch 7, step 140, loss 0.001, test 0.104
Epoch 7, step 141, loss 0.005, test 0.105
Epoch 7, step 142, loss 0.030, test 0.105
Epoch 7, step 143, loss 0.008, test 0.104
Epoch 7, step 144, loss 0.014, test 0.104
Epoch 7, step 145, loss 0.146, test 0.107
Epoch 7, step 146, loss 0.000, test 0.109
Epoch 7, step 147, loss 0.221, test 0.113
Epoch 7, step 148, loss 0.164, test 0.116
Epoch 7, step 149, loss 0.034, test 0.115
Epoch 7, step 150, loss 0.034, test 0.117
Epoch 7, step 151, loss 0.004, test 0.117
Epoch 7, step 152, loss 0.183, test 0.119
Epoch 7, step 153, loss 0.054, test 0.120
Epoch 7, step 154, loss 0.127, test 0.124
Epoch 7, step 155, loss 0.130, test 0.121
Epoch 7, step 156, loss 0.065, test 0.121
Epoch 7, step 157, loss 0.006, test 0.121
Epoch 7, step 158, loss 0.035, test 0.121
Epoch 7, step 159, loss 0.198, test 0.123
Epoch 7, step 160, loss 0.064, test 0.120
Epoch 7, step 161, loss 0.051, test 0.125
Epoch 7, step 162, loss 0.001, test 0.127
Epoch 7, step 163, loss 0.000, test 0.128
Epoch 7, step 164, loss 0.054, test 0.126
Epoch 7, step 165, loss 0.767, test 0.146
Epoch 7, step 166, loss 0.024, test 0.152
Epoch 7, step 167, loss 0.011, test 0.156
Epoch 7, step 168, loss 0.224, test 0.137
Epoch 7, step 169, loss 0.036, test 0.135
Epoch 7, step 170, loss 0.032, test 0.139
Epoch 7, step 171, loss 0.515, test 0.133
Epoch 7, step 172, loss 0.109, test 0.124
Epoch 7, step 173, loss 0.288, test 0.126
Epoch 7, step 174, loss 0.143, test 0.127
Epoch 7, step 175, loss 0.004, test 0.126
Epoch 7, step 176, loss 0.000, test 0.126
Epoch 7, step 177, loss 0.002, test 0.127
Epoch 7, step 178, loss 0.365, test 0.116
Epoch 7, step 179, loss 0.032, test 0.115
Epoch 7, step 180, loss 0.291, test 0.147
Epoch 7, step 181, loss 0.249, test 0.111
Epoch 7, step 182, loss 0.030, test 0.096
Epoch 7, step 183, loss 0.124, test 0.081
Epoch 7, step 184, loss 0.996, test 0.082
Epoch 7, step 185, loss 0.104, test 0.081
Epoch 7, step 186, loss 0.027, test 0.080
Epoch 7, step 187, loss 0.092, test 0.080
Epoch 7, step 188, loss 0.000, test 0.080
Epoch 7, step 189, loss 0.872, test 0.080
Epoch 7, step 190, loss 0.000, test 0.080
Epoch 7, step 191, loss 0.196, test 0.080
Epoch 7, step 192, loss 0.001, test 0.080
Epoch 7, step 193, loss 0.042, test 0.078
Epoch 7, step 194, loss 0.105, test 0.077
Epoch 7, step 195, loss 0.349, test 0.090
Epoch 7, step 196, loss 0.016, test 0.099
Epoch 7, step 197, loss 0.027, test 0.104
Epoch 7, step 198, loss 0.039, test 0.107
Epoch 7, step 199, loss 0.034, test 0.112
Epoch 7, step 200, loss 0.003, test 0.114
Epoch 7, step 201, loss 0.099, test 0.117
Epoch 7, step 202, loss 0.001, test 0.119
Epoch 7, step 203, loss 0.183, test 0.100
Epoch 7, step 204, loss 0.007, test 0.100
Epoch 7, step 205, loss 0.203, test 0.098
Epoch 7, step 206, loss 0.156, test 0.087
Epoch 7, step 207, loss 0.267, test 0.085
Epoch 7, step 208, loss 0.174, test 0.085
Epoch 7, step 209, loss 0.083, test 0.084
Epoch 7, step 210, loss 0.059, test 0.084
Epoch 7, step 211, loss 0.018, test 0.084
Epoch 7, step 212, loss 0.057, test 0.089
Epoch 7, step 213, loss 0.032, test 0.091
Epoch 7, step 214, loss 0.075, test 0.106
Epoch 7, step 215, loss 0.419, test 0.105
Epoch 7, step 216, loss 0.036, test 0.104
Epoch 7, step 217, loss 0.009, test 0.105
Epoch 7, step 218, loss 0.004, test 0.105
Epoch 7, step 219, loss 0.071, test 0.107
Epoch 7, step 220, loss 0.000, test 0.108
Epoch 7, step 221, loss 0.002, test 0.113
Epoch 7, step 222, loss 0.088, test 0.116
Epoch 7, step 223, loss 0.188, test 0.111
Epoch 7, step 224, loss 1.162, test 0.082
Epoch 7, step 225, loss 0.011, test 0.084
Epoch 7, step 226, loss 0.243, test 0.093
Epoch 7, step 227, loss 0.018, test 0.097
Epoch 7, step 228, loss 0.006, test 0.098
Epoch 7, step 229, loss 0.002, test 0.099
Epoch 7, step 230, loss 0.136, test 0.090
Epoch 7, step 231, loss 0.132, test 0.094
Epoch 7, step 232, loss 0.034, test 0.093
Epoch 7, step 233, loss 0.026, test 0.096
Epoch 7, step 234, loss 0.124, test 0.097
Epoch 7, step 235, loss 0.002, test 0.097
Epoch 7, step 236, loss 0.268, test 0.094
Epoch 7, step 237, loss 0.272, test 0.096
Epoch 7, step 238, loss 0.006, test 0.103
Epoch 7, step 239, loss 0.003, test 0.104
Epoch 7, step 240, loss 1.046, test 0.090
Epoch 7, step 241, loss 0.045, test 0.085
Epoch 7, step 242, loss 0.000, test 0.085
Epoch 7, step 243, loss 0.018, test 0.087
Epoch 7, step 244, loss 0.001, test 0.087
Epoch 7, step 245, loss 0.295, test 0.090
Epoch 7, step 246, loss 0.026, test 0.093
Epoch 7, step 247, loss 0.051, test 0.094
Epoch 7, step 248, loss 0.053, test 0.096
Epoch 7, step 249, loss 0.034, test 0.092
Epoch 7, step 250, loss 0.178, test 0.091
Epoch 7, step 251, loss 0.000, test 0.091
Epoch 7, step 252, loss 0.013, test 0.090
Epoch 7, step 253, loss 0.014, test 0.089
Epoch 7, step 254, loss 0.076, test 0.087
Epoch 7, step 255, loss 0.564, test 0.107
Epoch 7, step 256, loss 0.295, test 0.119
Epoch 7, step 257, loss 0.001, test 0.124
Epoch 7, step 258, loss 0.531, test 0.135
Epoch 7, step 259, loss 0.122, test 0.141
Epoch 7, step 260, loss 0.008, test 0.145
Epoch 7, step 261, loss 0.283, test 0.086
Epoch 7, step 262, loss 0.074, test 0.081
Epoch 7, step 263, loss 0.559, test 0.076
Epoch 7, step 264, loss 0.017, test 0.076
Epoch 7, step 265, loss 0.149, test 0.078
Epoch 7, step 266, loss 0.310, test 0.076
Epoch 7, step 267, loss 0.011, test 0.077
Epoch 7, step 268, loss 0.020, test 0.077
Epoch 7, step 269, loss 0.153, test 0.077
Epoch 7, step 270, loss 0.000, test 0.077
Epoch 7, step 271, loss 0.077, test 0.077
Epoch 7, step 272, loss 0.091, test 0.077
Epoch 7, step 273, loss 0.028, test 0.079
Epoch 7, step 274, loss 0.135, test 0.080
Epoch 7, step 275, loss 0.002, test 0.080
Epoch 7, step 276, loss 0.060, test 0.079
Epoch 7, step 277, loss 0.001, test 0.078
Epoch 7, step 278, loss 0.519, test 0.077
Epoch 7, step 279, loss 0.000, test 0.078
Epoch 7, step 280, loss 0.206, test 0.077
Epoch 7, step 281, loss 0.391, test 0.146
Epoch 7, step 282, loss 0.077, test 0.173
Epoch 7, step 283, loss 0.051, test 0.184
Epoch 7, step 284, loss 0.073, test 0.208
Epoch 7, step 285, loss 0.489, test 0.199
Epoch 7, step 286, loss 0.027, test 0.208
Epoch 7, step 287, loss 0.015, test 0.212
Epoch 7, step 288, loss 0.011, test 0.214
Epoch 7, step 289, loss 0.209, test 0.203
Epoch 7, step 290, loss 0.008, test 0.201
Epoch 7, step 291, loss 0.133, test 0.197
Epoch 7, step 292, loss 0.002, test 0.199
Epoch 7, step 293, loss 0.060, test 0.191
Epoch 7, step 294, loss 0.216, test 0.192
Epoch 7, step 295, loss 0.432, test 0.188
Epoch 7, step 296, loss 0.007, test 0.190
Epoch 7, step 297, loss 0.159, test 0.177
Epoch 7, step 298, loss 0.046, test 0.174
Epoch 7, step 299, loss 0.003, test 0.170
Epoch 7, step 300, loss 0.101, test 0.171
Epoch 7, step 301, loss 0.179, test 0.151
Epoch 7, step 302, loss 0.127, test 0.149
Epoch 7, step 303, loss 0.092, test 0.146
Epoch 7, step 304, loss 0.160, test 0.118
Epoch 7, step 305, loss 0.048, test 0.115
Epoch 7, step 306, loss 0.022, test 0.114
Epoch 7, step 307, loss 0.023, test 0.121
Epoch 7, step 308, loss 0.011, test 0.121
Epoch 7, step 309, loss 1.357, test 0.102
Epoch 7, step 310, loss 0.309, test 0.105
Epoch 7, step 311, loss 0.011, test 0.105
Epoch 7, step 312, loss 0.091, test 0.108
Epoch 7, step 313, loss 0.144, test 0.110
Epoch 7, step 314, loss 0.129, test 0.110
Epoch 7, step 315, loss 0.000, test 0.110
Epoch 7, step 316, loss 0.001, test 0.110
Epoch 7, step 317, loss 0.550, test 0.124
Epoch 7, step 318, loss 0.095, test 0.117
Epoch 7, step 319, loss 0.058, test 0.108
Epoch 7, step 320, loss 0.463, test 0.106
Epoch 7, step 321, loss 0.632, test 0.103
Epoch 7, step 322, loss 0.122, test 0.103
Epoch 7, step 323, loss 0.002, test 0.102
Epoch 7, step 324, loss 0.001, test 0.102
Epoch 7, step 325, loss 0.063, test 0.102
Epoch 7, step 326, loss 0.005, test 0.102
Epoch 7, step 327, loss 0.000, test 0.102
Epoch 7, step 328, loss 0.020, test 0.104
Epoch 7, step 329, loss 0.266, test 0.109
Epoch 7, step 330, loss 0.162, test 0.121
Epoch 7, step 331, loss 0.091, test 0.123
Epoch 7, step 332, loss 0.016, test 0.125
Epoch 7, step 333, loss 0.224, test 0.128
Epoch 7, step 334, loss 0.034, test 0.131
Epoch 7, step 335, loss 0.046, test 0.129
Epoch 7, step 336, loss 0.054, test 0.125
Epoch 7, step 337, loss 0.002, test 0.124
Epoch 7, step 338, loss 0.202, test 0.123
Epoch 7, step 339, loss 0.002, test 0.123
Epoch 7, step 340, loss 0.205, test 0.120
Epoch 7, step 341, loss 0.000, test 0.120
Epoch 7, step 342, loss 0.063, test 0.117
Epoch 7, step 343, loss 0.212, test 0.122
Epoch 7, step 344, loss 0.059, test 0.124
Epoch 7, step 345, loss 0.020, test 0.131
Epoch 7, step 346, loss 0.049, test 0.139
Epoch 7, step 347, loss 0.034, test 0.117
Epoch 7, step 348, loss 1.029, test 0.120
Epoch 7, step 349, loss 0.092, test 0.124
Epoch 7, step 350, loss 0.071, test 0.120
Epoch 7, step 351, loss 0.012, test 0.116
Epoch 7, step 352, loss 0.009, test 0.116
Epoch 7, step 353, loss 0.355, test 0.112
Epoch 7, step 354, loss 0.119, test 0.108
Epoch 7, step 355, loss 0.009, test 0.109
Epoch 7, step 356, loss 0.006, test 0.108
Epoch 7, step 357, loss 0.108, test 0.113
Epoch 7, step 358, loss 0.319, test 0.111
Epoch 7, step 359, loss 0.022, test 0.111
Epoch 7, step 360, loss 0.393, test 0.114
Epoch 7, step 361, loss 0.734, test 0.137
Epoch 7, step 362, loss 0.026, test 0.165
Epoch 7, step 363, loss 0.877, test 0.158
Epoch 7, step 364, loss 0.041, test 0.169
Epoch 7, step 365, loss 0.032, test 0.165
Epoch 7, step 366, loss 0.257, test 0.142
Epoch 7, step 367, loss 0.202, test 0.141
Epoch 7, step 368, loss 0.148, test 0.139
Epoch 7, step 369, loss 0.007, test 0.139
Epoch 7, step 370, loss 0.031, test 0.162
Epoch 7, step 371, loss 0.401, test 0.152
Epoch 7, step 372, loss 0.000, test 0.152
Epoch 7, step 373, loss 0.389, test 0.152
Epoch 7, step 374, loss 0.077, test 0.152
Epoch 7, step 375, loss 0.046, test 0.148
Epoch 7, step 376, loss 0.047, test 0.143
Epoch 7, step 377, loss 0.044, test 0.141
Epoch 7, step 378, loss 0.053, test 0.138
Epoch 7, step 379, loss 0.024, test 0.141
Epoch 7, step 380, loss 1.392, test 0.142
Epoch 7, step 381, loss 0.001, test 0.143
Epoch 7, step 382, loss 0.000, test 0.144
Epoch 7, step 383, loss 0.332, test 0.122
Epoch 7, step 384, loss 0.028, test 0.123
Epoch 7, step 385, loss 0.133, test 0.129
Epoch 7, step 386, loss 0.002, test 0.131
Epoch 7, step 387, loss 0.022, test 0.130
Epoch 7, step 388, loss 0.042, test 0.129
Epoch 7, step 389, loss 0.006, test 0.132
Epoch 7, step 390, loss 0.134, test 0.129
Epoch 7, step 391, loss 0.113, test 0.129
Epoch 7, step 392, loss 0.009, test 0.129
Epoch 7, step 393, loss 0.130, test 0.114
Epoch 7, step 394, loss 0.151, test 0.111
Epoch 7, step 395, loss 0.001, test 0.110
Epoch 7, step 396, loss 0.034, test 0.110
Epoch 7, step 397, loss 0.151, test 0.109
Epoch 7, step 398, loss 0.239, test 0.107
Epoch 7, step 399, loss 0.138, test 0.107
Epoch 7, step 400, loss 0.029, test 0.103
Epoch 7, step 401, loss 0.018, test 0.104
Epoch 7, step 402, loss 0.122, test 0.103
Epoch 7, step 403, loss 0.112, test 0.100
Epoch 7, step 404, loss 0.075, test 0.097
Epoch 7, step 405, loss 0.036, test 0.100
Epoch 7, step 406, loss 0.065, test 0.095
Epoch 7, step 407, loss 0.043, test 0.095
Epoch 7, step 408, loss 0.006, test 0.096
Epoch 7, step 409, loss 0.008, test 0.095
Epoch 7, step 410, loss 0.002, test 0.094
Epoch 7, step 411, loss 0.008, test 0.094
Epoch 7, step 412, loss 0.044, test 0.096
Epoch 7, step 413, loss 0.003, test 0.097
Epoch 7, step 414, loss 0.000, test 0.097
Epoch 7, step 415, loss 0.823, test 0.097
Epoch 7, step 416, loss 0.111, test 0.098
Epoch 7, step 417, loss 0.141, test 0.097
Epoch 7, step 418, loss 0.011, test 0.097
Epoch 7, step 419, loss 0.049, test 0.096
Epoch 7, step 420, loss 0.011, test 0.096
Epoch 7, step 421, loss 0.179, test 0.102
Epoch 7, step 422, loss 0.013, test 0.104
Epoch 7, step 423, loss 0.182, test 0.104
Epoch 7, step 424, loss 0.086, test 0.110
Epoch 7, step 425, loss 0.013, test 0.113
Epoch 7, step 426, loss 0.043, test 0.116
Epoch 7, step 427, loss 0.036, test 0.113
Epoch 7, step 428, loss 0.123, test 0.115
Epoch 7, step 429, loss 0.086, test 0.114
Epoch 7, step 430, loss 0.010, test 0.113
Epoch 7, step 431, loss 0.000, test 0.113
Epoch 7, step 432, loss 0.079, test 0.119
Epoch 7, step 433, loss 0.011, test 0.122
Epoch 7, step 434, loss 0.029, test 0.119
Epoch 7, step 435, loss 0.001, test 0.119
Epoch 7, step 436, loss 0.146, test 0.117
Epoch 7, step 437, loss 0.134, test 0.102
Epoch 7, step 438, loss 0.225, test 0.121
Epoch 7, step 439, loss 0.007, test 0.134
Epoch 7, step 440, loss 0.000, test 0.141
Epoch 7, step 441, loss 0.030, test 0.145
Epoch 7, step 442, loss 0.018, test 0.165
Epoch 7, step 443, loss 0.050, test 0.168
Epoch 7, step 444, loss 0.149, test 0.185
Epoch 7, step 445, loss 0.032, test 0.196
Epoch 7, step 446, loss 0.017, test 0.200
Epoch 7, step 447, loss 0.042, test 0.198
Epoch 7, step 448, loss 0.034, test 0.203
Epoch 7, step 449, loss 0.001, test 0.204
Epoch 7, step 450, loss 0.054, test 0.203
Epoch 7, step 451, loss 0.162, test 0.201
Epoch 7, step 452, loss 0.054, test 0.195
Epoch 7, step 453, loss 0.107, test 0.191
Epoch 7, step 454, loss 0.852, test 0.157
Epoch 7, step 455, loss 0.018, test 0.157
Epoch 7, step 456, loss 0.002, test 0.153
Epoch 7, step 457, loss 0.311, test 0.155
Epoch 7, step 458, loss 0.556, test 0.173
Epoch 7, step 459, loss 0.020, test 0.192
Epoch 7, step 460, loss 0.002, test 0.190
Epoch 7, step 461, loss 0.242, test 0.226
Epoch 7, step 462, loss 0.010, test 0.228
Epoch 7, step 463, loss 0.077, test 0.226
Epoch 7, step 464, loss 0.016, test 0.228
Epoch 7, step 465, loss 0.001, test 0.229
Epoch 7, step 466, loss 0.123, test 0.188
Epoch 7, step 467, loss 0.001, test 0.182
Epoch 7, step 468, loss 0.002, test 0.178
Epoch 7, step 469, loss 0.001, test 0.177
Epoch 7, step 470, loss 0.023, test 0.173
Epoch 7, step 471, loss 0.054, test 0.166
Epoch 7, step 472, loss 0.070, test 0.167
Epoch 7, step 473, loss 0.235, test 0.143
Epoch 7, step 474, loss 0.019, test 0.140
Epoch 7, step 475, loss 0.018, test 0.139
Epoch 7, step 476, loss 0.444, test 0.140
Epoch 7, step 477, loss 0.159, test 0.138
Epoch 7, step 478, loss 0.007, test 0.134
Epoch 7, step 479, loss 0.065, test 0.134
Epoch 7, step 480, loss 0.018, test 0.132
Epoch 7, step 481, loss 0.262, test 0.128
Epoch 7, step 482, loss 0.194, test 0.098
Epoch 7, step 483, loss 0.499, test 0.098
Epoch 7, step 484, loss 0.835, test 0.116
Epoch 7, step 485, loss 0.086, test 0.127
Epoch 7, step 486, loss 0.964, test 0.182
Epoch 7, step 487, loss 0.510, test 0.187
Epoch 7, step 488, loss 0.389, test 0.177
Epoch 7, step 489, loss 0.077, test 0.176
Epoch 7, step 490, loss 0.057, test 0.181
Epoch 7, step 491, loss 0.088, test 0.183
Epoch 7, step 492, loss 0.000, test 0.184
Epoch 7, step 493, loss 0.163, test 0.182
Epoch 7, step 494, loss 0.049, test 0.201
Epoch 7, step 495, loss 0.038, test 0.207
Epoch 7, step 496, loss 0.125, test 0.199
Epoch 7, step 497, loss 0.007, test 0.196
Epoch 7, step 498, loss 0.037, test 0.189
Epoch 7, step 499, loss 0.034, test 0.189
Epoch 7, step 500, loss 0.002, test 0.192
Epoch 7, step 501, loss 0.351, test 0.198
Epoch 7, step 502, loss 0.067, test 0.206
Epoch 7, step 503, loss 0.118, test 0.213
Epoch 7, step 504, loss 0.197, test 0.178
Epoch 7, step 505, loss 0.310, test 0.167
Epoch 7, step 506, loss 0.006, test 0.164
Epoch 7, step 507, loss 0.099, test 0.171
Epoch 7, step 508, loss 0.015, test 0.170
Epoch 7, step 509, loss 0.019, test 0.171
Epoch 7, step 510, loss 0.004, test 0.173
Epoch 7, step 511, loss 0.313, test 0.154
Epoch 7, step 512, loss 0.004, test 0.152
Epoch 7, step 513, loss 0.000, test 0.151
Epoch 7, step 514, loss 0.006, test 0.154
Epoch 7, step 515, loss 0.082, test 0.152
Epoch 7, step 516, loss 0.225, test 0.143
Epoch 7, step 517, loss 0.030, test 0.148
Epoch 7, step 518, loss 0.161, test 0.132
Epoch 7, step 519, loss 0.037, test 0.130
Epoch 7, step 520, loss 0.079, test 0.130
Epoch 7, step 521, loss 0.007, test 0.130
Epoch 7, step 522, loss 0.719, test 0.139
Epoch 7, step 523, loss 0.011, test 0.143
Epoch 7, step 524, loss 0.040, test 0.142
Epoch 7, step 525, loss 0.520, test 0.176
Epoch 7, step 526, loss 0.159, test 0.195
Epoch 7, step 527, loss 0.084, test 0.201
Epoch 7, step 528, loss 0.025, test 0.203
Epoch 7, step 529, loss 0.027, test 0.204
Epoch 7, step 530, loss 0.550, test 0.217
Epoch 7, step 531, loss 0.022, test 0.215
Epoch 7, step 532, loss 0.143, test 0.200
Epoch 7, step 533, loss 0.426, test 0.206
Epoch 7, step 534, loss 0.101, test 0.201
Epoch 7, step 535, loss 0.002, test 0.200
Epoch 7, step 536, loss 0.002, test 0.199
Epoch 7, step 537, loss 0.001, test 0.197
Epoch 7, step 538, loss 0.032, test 0.196
Epoch 7, step 539, loss 0.003, test 0.195
Epoch 7, step 540, loss 0.600, test 0.212
Epoch 7, step 541, loss 0.059, test 0.282
Epoch 7, step 542, loss 0.193, test 0.171
Epoch 7, step 543, loss 0.184, test 0.164
Epoch 7, step 544, loss 0.108, test 0.180
Epoch 7, step 545, loss 0.197, test 0.191
Epoch 7, step 546, loss 0.028, test 0.195
Epoch 7, step 547, loss 0.002, test 0.196
Epoch 7, step 548, loss 0.334, test 0.201
Epoch 7, step 549, loss 0.008, test 0.206
Epoch 7, step 550, loss 0.001, test 0.207
Epoch 7, step 551, loss 0.000, test 0.206
Epoch 7, step 552, loss 0.053, test 0.203
Epoch 7, step 553, loss 0.004, test 0.205
Epoch 7, step 554, loss 0.060, test 0.191
Epoch 7, step 555, loss 0.503, test 0.165
Epoch 7, step 556, loss 0.167, test 0.167
Epoch 7, step 557, loss 0.162, test 0.149
Epoch 7, step 558, loss 0.240, test 0.136
Epoch 7, step 559, loss 0.027, test 0.122
Epoch 7, step 560, loss 0.023, test 0.118
Epoch 7, step 561, loss 0.057, test 0.117
Epoch 7, step 562, loss 0.001, test 0.117
Epoch 7, step 563, loss 0.071, test 0.114
Epoch 7, step 564, loss 0.000, test 0.114
Epoch 7, step 565, loss 0.000, test 0.114
Epoch 7, step 566, loss 0.017, test 0.114
Epoch 7, step 567, loss 0.051, test 0.115
Epoch 7, step 568, loss 0.075, test 0.113
Epoch 7, step 569, loss 0.190, test 0.109
Epoch 7, step 570, loss 0.008, test 0.109
Epoch 7, step 571, loss 0.315, test 0.107
Epoch 7, step 572, loss 0.107, test 0.098
Epoch 7, step 573, loss 0.095, test 0.097
Epoch 7, step 574, loss 0.072, test 0.095
Epoch 7, step 575, loss 0.005, test 0.094
Epoch 7, step 576, loss 0.144, test 0.094
Epoch 7, step 577, loss 0.111, test 0.097
Epoch 7, step 578, loss 0.305, test 0.094
Epoch 7, step 579, loss 0.009, test 0.094
Epoch 7, step 580, loss 0.009, test 0.094
Epoch 7, step 581, loss 0.221, test 0.097
Epoch 7, step 582, loss 0.018, test 0.098
Epoch 7, step 583, loss 0.008, test 0.098
Epoch 7, step 584, loss 0.053, test 0.096
Epoch 7, step 585, loss 0.527, test 0.093
Epoch 7, step 586, loss 0.234, test 0.096
Epoch 7, step 587, loss 0.350, test 0.098
Epoch 7, step 588, loss 0.259, test 0.095
Epoch 7, step 589, loss 0.407, test 0.126
Epoch 7, step 590, loss 0.015, test 0.122
Epoch 7, step 591, loss 0.078, test 0.125
Epoch 7, step 592, loss 0.685, test 0.097
Epoch 7, step 593, loss 0.000, test 0.095
Epoch 7, step 594, loss 0.001, test 0.096
Epoch 7, step 595, loss 0.523, test 0.097
Epoch 7, step 596, loss 0.001, test 0.097
Epoch 7, step 597, loss 0.029, test 0.090
Epoch 7, step 598, loss 0.075, test 0.091
Epoch 7, step 599, loss 0.295, test 0.088
Epoch 7, step 600, loss 0.002, test 0.089
Epoch 7, step 601, loss 0.042, test 0.090
Epoch 7, step 602, loss 0.006, test 0.090
Epoch 7, step 603, loss 0.011, test 0.089
Epoch 7, step 604, loss 0.002, test 0.089
Epoch 7, step 605, loss 0.016, test 0.088
Epoch 7, step 606, loss 0.559, test 0.086
Epoch 7, step 607, loss 0.527, test 0.091
Epoch 7, step 608, loss 0.131, test 0.091
Epoch 7, step 609, loss 0.006, test 0.090
Epoch 7, step 610, loss 0.003, test 0.090
Epoch 7, step 611, loss 0.033, test 0.089
Epoch 7, step 612, loss 0.514, test 0.095
Epoch 7, step 613, loss 0.019, test 0.105
Epoch 7, step 614, loss 0.242, test 0.116
Epoch 7, step 615, loss 0.277, test 0.117
Epoch 7, step 616, loss 0.003, test 0.113
Epoch 7, step 617, loss 0.123, test 0.109
Epoch 7, step 618, loss 0.000, test 0.108
Epoch 7, step 619, loss 0.004, test 0.109
Epoch 7, step 620, loss 0.085, test 0.111
Epoch 7, step 621, loss 0.260, test 0.088
Epoch 7, step 622, loss 0.049, test 0.086
Epoch 7, step 623, loss 0.002, test 0.084
Epoch 7, step 624, loss 0.715, test 0.086
Epoch 7, step 625, loss 0.060, test 0.089
Epoch 7, step 626, loss 0.058, test 0.088
Epoch 7, step 627, loss 0.005, test 0.088
Epoch 7, step 628, loss 0.097, test 0.082
Epoch 7, step 629, loss 0.194, test 0.079
Epoch 7, step 630, loss 0.172, test 0.078
Epoch 7, step 631, loss 0.071, test 0.078
Epoch 7, step 632, loss 0.010, test 0.079
Epoch 7, step 633, loss 0.000, test 0.079
Epoch 7, step 634, loss 0.000, test 0.079
Epoch 7, step 635, loss 0.056, test 0.083
Epoch 7, step 636, loss 0.010, test 0.084
Epoch 7, step 637, loss 0.168, test 0.087
Epoch 7, step 638, loss 0.382, test 0.079
Epoch 7, step 639, loss 0.000, test 0.080
Epoch 7, step 640, loss 0.092, test 0.082
Epoch 7, step 641, loss 0.000, test 0.082
Epoch 7, step 642, loss 0.007, test 0.082
Epoch 7, step 643, loss 0.190, test 0.082
Epoch 7, step 644, loss 0.010, test 0.083
Epoch 7, step 645, loss 0.030, test 0.083
Epoch 7, step 646, loss 0.020, test 0.083
Epoch 7, step 647, loss 0.009, test 0.083
Epoch 7, step 648, loss 0.062, test 0.084
Epoch 7, step 649, loss 0.033, test 0.083
Epoch 7, step 650, loss 0.022, test 0.082
Epoch 7, step 651, loss 0.008, test 0.082
Epoch 7, step 652, loss 0.012, test 0.084
Epoch 7, step 653, loss 0.701, test 0.084
Epoch 7, step 654, loss 0.078, test 0.085
Epoch 7, step 655, loss 0.016, test 0.086
Epoch 7, step 656, loss 0.015, test 0.087
Epoch 7, step 657, loss 0.220, test 0.089
Epoch 7, step 658, loss 0.041, test 0.091
Epoch 7, step 659, loss 0.086, test 0.092
Epoch 7, step 660, loss 0.194, test 0.094
Epoch 7, step 661, loss 0.284, test 0.094
Epoch 7, step 662, loss 0.146, test 0.097
Epoch 7, step 663, loss 0.053, test 0.102
Epoch 7, step 664, loss 0.064, test 0.103
Epoch 7, step 665, loss 0.191, test 0.115
Epoch 7, step 666, loss 0.062, test 0.118
Epoch 7, step 667, loss 0.071, test 0.118
Epoch 7, step 668, loss 0.223, test 0.115
Epoch 7, step 669, loss 0.071, test 0.191
Epoch 7, step 670, loss 0.167, test 0.208
Epoch 7, step 671, loss 0.134, test 0.226
Epoch 7, step 672, loss 0.718, test 0.079
Epoch 7, step 673, loss 0.035, test 0.079
Epoch 7, step 674, loss 0.362, test 0.082
Epoch 7, step 675, loss 0.002, test 0.083
Epoch 7, step 676, loss 0.021, test 0.084
Epoch 7, step 677, loss 0.066, test 0.084
Epoch 7, step 678, loss 0.028, test 0.084
Epoch 7, step 679, loss 0.132, test 0.080
Epoch 7, step 680, loss 0.015, test 0.080
Epoch 7, step 681, loss 1.412, test 0.130
Epoch 7, step 682, loss 0.039, test 0.112
Epoch 7, step 683, loss 0.004, test 0.113
Epoch 7, step 684, loss 0.000, test 0.113
Epoch 7, step 685, loss 0.018, test 0.113
Epoch 7, step 686, loss 0.001, test 0.113
Epoch 7, step 687, loss 0.017, test 0.109
Epoch 7, step 688, loss 0.025, test 0.118
Epoch 7, step 689, loss 0.043, test 0.107
Epoch 7, step 690, loss 0.097, test 0.105
Epoch 7, step 691, loss 0.029, test 0.104
Epoch 7, step 692, loss 0.020, test 0.105
Epoch 7, step 693, loss 0.017, test 0.096
Epoch 7, step 694, loss 0.017, test 0.092
Epoch 7, step 695, loss 0.190, test 0.090
Epoch 7, step 696, loss 0.298, test 0.088
Epoch 7, step 697, loss 0.099, test 0.088
Epoch 7, step 698, loss 0.003, test 0.087
Epoch 7, step 699, loss 0.174, test 0.090
Epoch 7, step 700, loss 0.009, test 0.091
Epoch 7, step 701, loss 0.248, test 0.088
Epoch 7, step 702, loss 0.153, test 0.087
Epoch 7, step 703, loss 0.140, test 0.087
Epoch 7, step 704, loss 0.073, test 0.086
Epoch 7, step 705, loss 0.265, test 0.086
Epoch 7, step 706, loss 0.044, test 0.086
Epoch 7, step 707, loss 0.110, test 0.087
Epoch 7, step 708, loss 0.015, test 0.088
Epoch 7, step 709, loss 0.053, test 0.087
Epoch 7, step 710, loss 0.005, test 0.087
Epoch 7, step 711, loss 0.000, test 0.087
Epoch 7, step 712, loss 0.199, test 0.087
Epoch 7, step 713, loss 0.107, test 0.092
Epoch 7, step 714, loss 0.150, test 0.105
Epoch 7, step 715, loss 0.433, test 0.120
Epoch 7, step 716, loss 0.924, test 0.113
Epoch 7, step 717, loss 0.031, test 0.128
Epoch 7, step 718, loss 0.008, test 0.137
Epoch 7, step 719, loss 0.126, test 0.135
Epoch 7, step 720, loss 0.096, test 0.108
Epoch 7, step 721, loss 0.007, test 0.105
Epoch 7, step 722, loss 0.003, test 0.104
Epoch 7, step 723, loss 0.236, test 0.104
Epoch 7, step 724, loss 0.038, test 0.100
Epoch 7, step 725, loss 0.125, test 0.102
Epoch 7, step 726, loss 0.050, test 0.105
Epoch 7, step 727, loss 0.026, test 0.105
Epoch 7, step 728, loss 0.048, test 0.105
Epoch 7, step 729, loss 0.158, test 0.105
Epoch 7, step 730, loss 0.074, test 0.108
Epoch 7, step 731, loss 0.082, test 0.101
Epoch 7, step 732, loss 0.211, test 0.103
Epoch 7, step 733, loss 0.196, test 0.104
Epoch 7, step 734, loss 0.042, test 0.104
Epoch 7, step 735, loss 0.273, test 0.114
Epoch 7, step 736, loss 0.013, test 0.116
Epoch 7, step 737, loss 0.004, test 0.117
Epoch 7, step 738, loss 0.016, test 0.116
Epoch 7, step 739, loss 0.033, test 0.116
Epoch 7, step 740, loss 0.201, test 0.111
Epoch 7, step 741, loss 0.020, test 0.108
Epoch 7, step 742, loss 0.130, test 0.112
Epoch 7, step 743, loss 0.146, test 0.128
Epoch 7, step 744, loss 0.002, test 0.132
Epoch 7, step 745, loss 0.006, test 0.134
Epoch 7, step 746, loss 0.549, test 0.109
Epoch 7, step 747, loss 0.048, test 0.114
Epoch 7, step 748, loss 0.326, test 0.114
Epoch 7, step 749, loss 0.064, test 0.107
Epoch 7, step 750, loss 0.002, test 0.106
Epoch 7, step 751, loss 0.011, test 0.107
Epoch 7, step 752, loss 0.126, test 0.111
Epoch 7, step 753, loss 0.038, test 0.153
Epoch 7, step 754, loss 0.034, test 0.163
Epoch 7, step 755, loss 0.001, test 0.169
Epoch 7, step 756, loss 0.008, test 0.172
Epoch 7, step 757, loss 0.004, test 0.179
Epoch 7, step 758, loss 0.124, test 0.189
Epoch 7, step 759, loss 0.001, test 0.193
Epoch 7, step 760, loss 0.005, test 0.184
Epoch 7, step 761, loss 0.155, test 0.187
Epoch 7, step 762, loss 0.137, test 0.237
Epoch 7, step 763, loss 0.004, test 0.248
Epoch 7, step 764, loss 0.060, test 0.250
Epoch 7, step 765, loss 0.161, test 0.249
Epoch 7, step 766, loss 0.039, test 0.247
Epoch 7, step 767, loss 0.014, test 0.248
Epoch 7, step 768, loss 0.574, test 0.254
Epoch 7, step 769, loss 0.005, test 0.256
Epoch 7, step 770, loss 0.027, test 0.241
Epoch 7, step 771, loss 0.300, test 0.233
Epoch 7, step 772, loss 0.007, test 0.221
Epoch 7, step 773, loss 0.467, test 0.205
Epoch 7, step 774, loss 0.000, test 0.205
Epoch 7, step 775, loss 0.061, test 0.213
Epoch 7, step 776, loss 0.174, test 0.185
Epoch 7, step 777, loss 0.070, test 0.168
Epoch 7, step 778, loss 0.120, test 0.162
Epoch 7, step 779, loss 0.024, test 0.165
Epoch 7, step 780, loss 0.209, test 0.166
Epoch 7, step 781, loss 0.213, test 0.136
Epoch 7, step 782, loss 0.241, test 0.124
Epoch 7, step 783, loss 0.026, test 0.122
Epoch 7, step 784, loss 0.046, test 0.122
Epoch 7, step 785, loss 0.071, test 0.120
Epoch 7, step 786, loss 0.195, test 0.120
Epoch 7, step 787, loss 0.158, test 0.119
Epoch 7, step 788, loss 0.422, test 0.119
Epoch 7, step 789, loss 0.002, test 0.118
Epoch 7, step 790, loss 0.573, test 0.144
Epoch 7, step 791, loss 0.120, test 0.137
Epoch 7, step 792, loss 0.016, test 0.140
Epoch 7, step 793, loss 0.004, test 0.142
Epoch 7, step 794, loss 0.002, test 0.143
Epoch 7, step 795, loss 0.039, test 0.143
Epoch 7, step 796, loss 0.106, test 0.145
Epoch 7, step 797, loss 0.015, test 0.139
Epoch 7, step 798, loss 0.059, test 0.132
Epoch 7, step 799, loss 0.005, test 0.132
Epoch 7, step 800, loss 0.004, test 0.132
Epoch 7, step 801, loss 0.033, test 0.146
Epoch 7, step 802, loss 0.008, test 0.155
Epoch 7, step 803, loss 0.269, test 0.160
Epoch 7, step 804, loss 0.128, test 0.247
Epoch 7, step 805, loss 0.457, test 0.199
Epoch 7, step 806, loss 0.007, test 0.198
Epoch 7, step 807, loss 1.083, test 0.213
Epoch 7, step 808, loss 0.195, test 0.219
Epoch 7, step 809, loss 0.097, test 0.153
Epoch 7, step 810, loss 0.164, test 0.147
Epoch 7, step 811, loss 0.013, test 0.126
Epoch 7, step 812, loss 0.000, test 0.122
Epoch 7, step 813, loss 0.048, test 0.119
Epoch 7, step 814, loss 0.264, test 0.164
Epoch 7, step 815, loss 0.039, test 0.173
Epoch 7, step 816, loss 0.003, test 0.178
Epoch 7, step 817, loss 0.019, test 0.174
Epoch 7, step 818, loss 0.010, test 0.174
Epoch 7, step 819, loss 0.031, test 0.179
Epoch 7, step 820, loss 0.090, test 0.172
Epoch 7, step 821, loss 0.149, test 0.165
Epoch 7, step 822, loss 0.152, test 0.180
Epoch 7, step 823, loss 0.153, test 0.186
Epoch 7, step 824, loss 0.087, test 0.154
Epoch 7, step 825, loss 0.043, test 0.149
Epoch 7, step 826, loss 0.017, test 0.148
Epoch 7, step 827, loss 1.065, test 0.114
Epoch 7, step 828, loss 0.128, test 0.112
Epoch 7, step 829, loss 0.034, test 0.107
Epoch 7, step 830, loss 0.085, test 0.110
Epoch 7, step 831, loss 0.033, test 0.110
Epoch 7, step 832, loss 0.031, test 0.107
Epoch 7, step 833, loss 0.034, test 0.110
Epoch 7, step 834, loss 0.061, test 0.110
Epoch 7, step 835, loss 0.032, test 0.113
Epoch 7, step 836, loss 0.880, test 0.097
Epoch 7, step 837, loss 0.089, test 0.095
Epoch 7, step 838, loss 0.016, test 0.090
Epoch 7, step 839, loss 0.025, test 0.090
Epoch 7, step 840, loss 0.033, test 0.089
Epoch 7, step 841, loss 0.012, test 0.089
Epoch 7, step 842, loss 0.110, test 0.090
Epoch 7, step 843, loss 0.013, test 0.090
Epoch 7, step 844, loss 0.010, test 0.091
Epoch 7, step 845, loss 0.000, test 0.091
Epoch 7, step 846, loss 0.038, test 0.091
Epoch 7, step 847, loss 0.097, test 0.095
Epoch 7, step 848, loss 0.007, test 0.096
Epoch 7, step 849, loss 0.004, test 0.096
Epoch 7, step 850, loss 0.020, test 0.097
Epoch 7, step 851, loss 0.421, test 0.139
Epoch 7, step 852, loss 0.068, test 0.137
Epoch 7, step 853, loss 0.015, test 0.137
Epoch 7, step 854, loss 0.243, test 0.142
Epoch 7, step 855, loss 0.096, test 0.140
Epoch 7, step 856, loss 0.006, test 0.136
Epoch 7, step 857, loss 0.070, test 0.116
Epoch 7, step 858, loss 0.093, test 0.111
Epoch 7, step 859, loss 0.046, test 0.097
Epoch 7, step 860, loss 0.005, test 0.093
Epoch 7, step 861, loss 0.712, test 0.095
Epoch 7, step 862, loss 0.077, test 0.099
Epoch 7, step 863, loss 0.014, test 0.100
Epoch 7, step 864, loss 0.241, test 0.099
Epoch 7, step 865, loss 0.022, test 0.099
Epoch 7, step 866, loss 1.241, test 0.074
Epoch 7, step 867, loss 0.134, test 0.083
Epoch 7, step 868, loss 0.147, test 0.092
Epoch 7, step 869, loss 0.060, test 0.093
Epoch 7, step 870, loss 0.014, test 0.094
Epoch 7, step 871, loss 0.122, test 0.093
Epoch 7, step 872, loss 0.164, test 0.094
Epoch 7, step 873, loss 0.058, test 0.093
Epoch 7, step 874, loss 0.236, test 0.077
Epoch 7, step 875, loss 0.029, test 0.075
Epoch 7, step 876, loss 0.087, test 0.073
Epoch 7, step 877, loss 0.013, test 0.072
Epoch 7, step 878, loss 0.044, test 0.073
Epoch 7, step 879, loss 0.194, test 0.073
Epoch 7, step 880, loss 0.002, test 0.073
Epoch 7, step 881, loss 0.068, test 0.073
Epoch 7, step 882, loss 1.131, test 0.074
Epoch 7, step 883, loss 0.001, test 0.074
Epoch 7, step 884, loss 0.000, test 0.074
Epoch 7, step 885, loss 0.137, test 0.077
Epoch 7, step 886, loss 0.129, test 0.080
Epoch 7, step 887, loss 0.008, test 0.080
Epoch 7, step 888, loss 0.000, test 0.080
Epoch 7, step 889, loss 0.673, test 0.088
Epoch 7, step 890, loss 0.007, test 0.090
Epoch 7, step 891, loss 0.741, test 0.087
Epoch 7, step 892, loss 0.872, test 0.076
Epoch 7, step 893, loss 1.023, test 0.087
Epoch 7, step 894, loss 0.000, test 0.089
Epoch 7, step 895, loss 0.516, test 0.097
Epoch 7, step 896, loss 0.009, test 0.098
Epoch 7, step 897, loss 0.155, test 0.101
Epoch 7, step 898, loss 0.066, test 0.108
Epoch 7, step 899, loss 0.099, test 0.107
Epoch 7, step 900, loss 0.033, test 0.119
Epoch 7, step 901, loss 0.008, test 0.120
Epoch 7, step 902, loss 0.252, test 0.118
Epoch 7, step 903, loss 0.000, test 0.118
Epoch 7, step 904, loss 0.122, test 0.124
Epoch 7, step 905, loss 0.068, test 0.118
Epoch 7, step 906, loss 0.057, test 0.114
Epoch 7, step 907, loss 0.568, test 0.110
Epoch 7, step 908, loss 0.049, test 0.096
Epoch 7, step 909, loss 0.057, test 0.095
Epoch 7, step 910, loss 0.026, test 0.092
Epoch 7, step 911, loss 0.013, test 0.091
Epoch 7, step 912, loss 0.023, test 0.103
Epoch 7, step 913, loss 0.306, test 0.108
Epoch 7, step 914, loss 0.284, test 0.104
Epoch 7, step 915, loss 0.049, test 0.100
Epoch 7, step 916, loss 0.248, test 0.098
Epoch 7, step 917, loss 0.018, test 0.099
Epoch 7, step 918, loss 0.579, test 0.088
Epoch 7, step 919, loss 0.010, test 0.087
Epoch 7, step 920, loss 0.029, test 0.088
Epoch 7, step 921, loss 0.014, test 0.088
Epoch 7, step 922, loss 0.081, test 0.089
Epoch 7, step 923, loss 0.018, test 0.089
Epoch 7, step 924, loss 0.021, test 0.090
Epoch 7, step 925, loss 0.120, test 0.092
Epoch 7, step 926, loss 0.074, test 0.091
Epoch 7, step 927, loss 0.222, test 0.092
Epoch 7, step 928, loss 0.088, test 0.092
Epoch 7, step 929, loss 0.526, test 0.091
Epoch 7, step 930, loss 0.019, test 0.087
Epoch 7, step 931, loss 0.574, test 0.091
Epoch 7, step 932, loss 0.055, test 0.091
Epoch 7, step 933, loss 0.083, test 0.089
Epoch 7, step 934, loss 0.000, test 0.091
Epoch 7, step 935, loss 0.001, test 0.092
Epoch 7, step 936, loss 0.087, test 0.093
Epoch 7, step 937, loss 0.004, test 0.094
Epoch 7, step 938, loss 0.074, test 0.093
Epoch 7, step 939, loss 0.162, test 0.087
Epoch 7, step 940, loss 0.011, test 0.086
Epoch 7, step 941, loss 0.049, test 0.083
Epoch 7, step 942, loss 0.511, test 0.079
Epoch 7, step 943, loss 0.526, test 0.079
Epoch 7, step 944, loss 0.054, test 0.079
Epoch 7, step 945, loss 0.133, test 0.078
Epoch 7, step 946, loss 0.010, test 0.078
Epoch 7, step 947, loss 0.063, test 0.079
Epoch 7, step 948, loss 0.102, test 0.146
Epoch 7, step 949, loss 0.024, test 0.164
Epoch 7, step 950, loss 0.060, test 0.186
Epoch 7, step 951, loss 0.350, test 0.122
Epoch 7, step 952, loss 0.091, test 0.085
Epoch 7, step 953, loss 0.007, test 0.080
Epoch 7, step 954, loss 0.169, test 0.076
Epoch 7, step 955, loss 0.040, test 0.074
Epoch 7, step 956, loss 0.018, test 0.074
Epoch 7, step 957, loss 0.133, test 0.072
Epoch 7, step 958, loss 0.216, test 0.086
Epoch 7, step 959, loss 0.000, test 0.089
Epoch 7, step 960, loss 0.011, test 0.092
Epoch 7, step 961, loss 0.010, test 0.094
Epoch 7, step 962, loss 0.023, test 0.102
Epoch 7, step 963, loss 0.001, test 0.103
Epoch 7, step 964, loss 0.389, test 0.109
Epoch 7, step 965, loss 0.242, test 0.083
Epoch 7, step 966, loss 0.375, test 0.100
Epoch 7, step 967, loss 1.109, test 0.092
Epoch 7, step 968, loss 0.140, test 0.098
Epoch 7, step 969, loss 0.016, test 0.100
Epoch 7, step 970, loss 0.381, test 0.074
Epoch 7, step 971, loss 0.001, test 0.076
Epoch 7, step 972, loss 0.514, test 0.079
Epoch 7, step 973, loss 0.002, test 0.081
Epoch 7, step 974, loss 0.391, test 0.078
Epoch 7, step 975, loss 0.007, test 0.079
Epoch 7, step 976, loss 0.053, test 0.080
Epoch 7, step 977, loss 0.652, test 0.088
Epoch 7, step 978, loss 0.523, test 0.081
Epoch 7, step 979, loss 0.876, test 0.090
Epoch 7, step 980, loss 0.000, test 0.093
Epoch 7, step 981, loss 0.006, test 0.094
Epoch 7, step 982, loss 0.341, test 0.103
Epoch 7, step 983, loss 0.347, test 0.237
Epoch 7, step 984, loss 0.000, test 0.273
Epoch 7, step 985, loss 0.643, test 0.275
Epoch 7, step 986, loss 0.372, test 0.223
Epoch 7, step 987, loss 0.089, test 0.213
Epoch 7, step 988, loss 0.060, test 0.252
Epoch 7, step 989, loss 0.043, test 0.249
Epoch 7, step 990, loss 0.019, test 0.240
Epoch 7, step 991, loss 0.002, test 0.248
Epoch 7, step 992, loss 0.004, test 0.244
Epoch 7, step 993, loss 0.004, test 0.245
Epoch 7, step 994, loss 0.147, test 0.224
Epoch 7, step 995, loss 0.009, test 0.214
Epoch 7, step 996, loss 0.171, test 0.215
Epoch 7, step 997, loss 0.277, test 0.210
Epoch 7, step 998, loss 0.076, test 0.207
Epoch 7, step 999, loss 0.244, test 0.156
Epoch 8, step 0, loss 0.040, test 0.145
Epoch 8, step 1, loss 0.137, test 0.147
Epoch 8, step 2, loss 0.412, test 0.130
Epoch 8, step 3, loss 0.239, test 0.117
Epoch 8, step 4, loss 0.000, test 0.115
Epoch 8, step 5, loss 0.222, test 0.111
Epoch 8, step 6, loss 0.005, test 0.109
Epoch 8, step 7, loss 0.037, test 0.108
Epoch 8, step 8, loss 0.020, test 0.109
Epoch 8, step 9, loss 0.010, test 0.108
Epoch 8, step 10, loss 0.061, test 0.106
Epoch 8, step 11, loss 0.337, test 0.108
Epoch 8, step 12, loss 0.005, test 0.107
Epoch 8, step 13, loss 0.117, test 0.106
Epoch 8, step 14, loss 0.224, test 0.135
Epoch 8, step 15, loss 0.004, test 0.135
Epoch 8, step 16, loss 0.089, test 0.142
Epoch 8, step 17, loss 0.998, test 0.087
Epoch 8, step 18, loss 0.120, test 0.083
Epoch 8, step 19, loss 0.166, test 0.079
Epoch 8, step 20, loss 0.063, test 0.080
Epoch 8, step 21, loss 0.093, test 0.078
Epoch 8, step 22, loss 0.000, test 0.077
Epoch 8, step 23, loss 0.019, test 0.078
Epoch 8, step 24, loss 0.012, test 0.078
Epoch 8, step 25, loss 0.202, test 0.079
Epoch 8, step 26, loss 0.016, test 0.079
Epoch 8, step 27, loss 0.000, test 0.079
Epoch 8, step 28, loss 0.000, test 0.079
Epoch 8, step 29, loss 0.000, test 0.079
Epoch 8, step 30, loss 0.033, test 0.080
Epoch 8, step 31, loss 0.011, test 0.080
Epoch 8, step 32, loss 0.044, test 0.080
Epoch 8, step 33, loss 0.815, test 0.082
Epoch 8, step 34, loss 0.031, test 0.083
Epoch 8, step 35, loss 0.055, test 0.084
Epoch 8, step 36, loss 0.129, test 0.081
Epoch 8, step 37, loss 0.203, test 0.093
Epoch 8, step 38, loss 0.352, test 0.097
Epoch 8, step 39, loss 0.059, test 0.104
Epoch 8, step 40, loss 0.406, test 0.114
Epoch 8, step 41, loss 0.264, test 0.089
Epoch 8, step 42, loss 0.445, test 0.084
Epoch 8, step 43, loss 0.008, test 0.083
Epoch 8, step 44, loss 0.061, test 0.085
Epoch 8, step 45, loss 0.214, test 0.073
Epoch 8, step 46, loss 0.000, test 0.072
Epoch 8, step 47, loss 0.000, test 0.072
Epoch 8, step 48, loss 0.003, test 0.072
Epoch 8, step 49, loss 0.001, test 0.072
Epoch 8, step 50, loss 0.116, test 0.072
Epoch 8, step 51, loss 0.062, test 0.073
Epoch 8, step 52, loss 0.200, test 0.074
Epoch 8, step 53, loss 0.055, test 0.074
Epoch 8, step 54, loss 0.054, test 0.075
Epoch 8, step 55, loss 0.037, test 0.073
Epoch 8, step 56, loss 0.254, test 0.073
Epoch 8, step 57, loss 0.007, test 0.073
Epoch 8, step 58, loss 0.026, test 0.072
Epoch 8, step 59, loss 0.093, test 0.073
Epoch 8, step 60, loss 0.087, test 0.074
Epoch 8, step 61, loss 0.146, test 0.076
Epoch 8, step 62, loss 0.067, test 0.078
Epoch 8, step 63, loss 0.314, test 0.076
Epoch 8, step 64, loss 0.001, test 0.076
Epoch 8, step 65, loss 0.115, test 0.073
Epoch 8, step 66, loss 0.010, test 0.073
Epoch 8, step 67, loss 0.013, test 0.073
Epoch 8, step 68, loss 0.210, test 0.073
Epoch 8, step 69, loss 0.178, test 0.074
Epoch 8, step 70, loss 0.004, test 0.074
Epoch 8, step 71, loss 0.028, test 0.074
Epoch 8, step 72, loss 0.248, test 0.075
Epoch 8, step 73, loss 0.105, test 0.075
Epoch 8, step 74, loss 0.011, test 0.075
Epoch 8, step 75, loss 0.143, test 0.076
Epoch 8, step 76, loss 0.051, test 0.084
Epoch 8, step 77, loss 0.494, test 0.076
Epoch 8, step 78, loss 0.060, test 0.076
Epoch 8, step 79, loss 0.048, test 0.076
Epoch 8, step 80, loss 0.013, test 0.077
Epoch 8, step 81, loss 0.025, test 0.079
Epoch 8, step 82, loss 0.093, test 0.081
Epoch 8, step 83, loss 0.176, test 0.081
Epoch 8, step 84, loss 0.154, test 0.075
Epoch 8, step 85, loss 0.010, test 0.075
Epoch 8, step 86, loss 1.422, test 0.087
Epoch 8, step 87, loss 0.003, test 0.093
Epoch 8, step 88, loss 0.021, test 0.098
Epoch 8, step 89, loss 0.004, test 0.100
Epoch 8, step 90, loss 0.474, test 0.097
Epoch 8, step 91, loss 0.003, test 0.097
Epoch 8, step 92, loss 0.016, test 0.096
Epoch 8, step 93, loss 0.149, test 0.090
Epoch 8, step 94, loss 0.060, test 0.088
Epoch 8, step 95, loss 0.020, test 0.087
Epoch 8, step 96, loss 0.045, test 0.089
Epoch 8, step 97, loss 0.111, test 0.088
Epoch 8, step 98, loss 0.038, test 0.091
Epoch 8, step 99, loss 0.000, test 0.091
Epoch 8, step 100, loss 0.042, test 0.085
Epoch 8, step 101, loss 0.033, test 0.083
Epoch 8, step 102, loss 0.038, test 0.083
Epoch 8, step 103, loss 0.013, test 0.080
Epoch 8, step 104, loss 0.133, test 0.078
Epoch 8, step 105, loss 0.001, test 0.077
Epoch 8, step 106, loss 0.297, test 0.075
Epoch 8, step 107, loss 0.107, test 0.074
Epoch 8, step 108, loss 0.294, test 0.072
Epoch 8, step 109, loss 0.005, test 0.076
Epoch 8, step 110, loss 0.038, test 0.077
Epoch 8, step 111, loss 0.034, test 0.080
Epoch 8, step 112, loss 0.078, test 0.079
Epoch 8, step 113, loss 1.096, test 0.084
Epoch 8, step 114, loss 0.663, test 0.157
Epoch 8, step 115, loss 0.037, test 0.169
Epoch 8, step 116, loss 0.035, test 0.188
Epoch 8, step 117, loss 0.309, test 0.191
Epoch 8, step 118, loss 0.032, test 0.203
Epoch 8, step 119, loss 0.008, test 0.226
Epoch 8, step 120, loss 0.076, test 0.225
Epoch 8, step 121, loss 0.017, test 0.218
Epoch 8, step 122, loss 0.413, test 0.150
Epoch 8, step 123, loss 0.001, test 0.141
Epoch 8, step 124, loss 0.004, test 0.137
Epoch 8, step 125, loss 0.020, test 0.128
Epoch 8, step 126, loss 0.097, test 0.128
Epoch 8, step 127, loss 0.177, test 0.122
Epoch 8, step 128, loss 0.008, test 0.121
Epoch 8, step 129, loss 0.237, test 0.130
Epoch 8, step 130, loss 0.013, test 0.130
Epoch 8, step 131, loss 0.074, test 0.128
Epoch 8, step 132, loss 0.080, test 0.113
Epoch 8, step 133, loss 0.033, test 0.111
Epoch 8, step 134, loss 0.090, test 0.112
Epoch 8, step 135, loss 0.365, test 0.075
Epoch 8, step 136, loss 0.099, test 0.074
Epoch 8, step 137, loss 0.012, test 0.074
Epoch 8, step 138, loss 0.074, test 0.075
Epoch 8, step 139, loss 0.001, test 0.075
Epoch 8, step 140, loss 0.307, test 0.074
Epoch 8, step 141, loss 0.079, test 0.074
Epoch 8, step 142, loss 0.000, test 0.074
Epoch 8, step 143, loss 0.173, test 0.075
Epoch 8, step 144, loss 0.014, test 0.075
Epoch 8, step 145, loss 0.063, test 0.075
Epoch 8, step 146, loss 0.028, test 0.075
Epoch 8, step 147, loss 0.198, test 0.077
Epoch 8, step 148, loss 0.002, test 0.077
Epoch 8, step 149, loss 0.164, test 0.077
Epoch 8, step 150, loss 0.124, test 0.078
Epoch 8, step 151, loss 0.049, test 0.079
Epoch 8, step 152, loss 0.194, test 0.077
Epoch 8, step 153, loss 0.029, test 0.078
Epoch 8, step 154, loss 0.166, test 0.081
Epoch 8, step 155, loss 0.020, test 0.079
Epoch 8, step 156, loss 0.018, test 0.079
Epoch 8, step 157, loss 0.000, test 0.079
Epoch 8, step 158, loss 0.499, test 0.078
Epoch 8, step 159, loss 0.529, test 0.078
Epoch 8, step 160, loss 0.002, test 0.079
Epoch 8, step 161, loss 0.428, test 0.106
Epoch 8, step 162, loss 0.031, test 0.113
Epoch 8, step 163, loss 0.000, test 0.117
Epoch 8, step 164, loss 0.079, test 0.126
Epoch 8, step 165, loss 0.001, test 0.128
Epoch 8, step 166, loss 0.056, test 0.128
Epoch 8, step 167, loss 0.176, test 0.141
Epoch 8, step 168, loss 0.434, test 0.140
Epoch 8, step 169, loss 0.016, test 0.139
Epoch 8, step 170, loss 0.007, test 0.130
Epoch 8, step 171, loss 0.003, test 0.126
Epoch 8, step 172, loss 0.111, test 0.119
Epoch 8, step 173, loss 0.012, test 0.103
Epoch 8, step 174, loss 0.131, test 0.088
Epoch 8, step 175, loss 0.003, test 0.085
Epoch 8, step 176, loss 0.044, test 0.089
Epoch 8, step 177, loss 0.124, test 0.093
Epoch 8, step 178, loss 0.060, test 0.092
Epoch 8, step 179, loss 0.407, test 0.088
Epoch 8, step 180, loss 0.255, test 0.074
Epoch 8, step 181, loss 0.010, test 0.074
Epoch 8, step 182, loss 0.001, test 0.074
Epoch 8, step 183, loss 0.105, test 0.076
Epoch 8, step 184, loss 0.032, test 0.092
Epoch 8, step 185, loss 0.171, test 0.093
Epoch 8, step 186, loss 0.000, test 0.095
Epoch 8, step 187, loss 0.162, test 0.094
Epoch 8, step 188, loss 0.001, test 0.094
Epoch 8, step 189, loss 0.177, test 0.085
Epoch 8, step 190, loss 0.026, test 0.085
Epoch 8, step 191, loss 0.059, test 0.087
Epoch 8, step 192, loss 0.274, test 0.107
Epoch 8, step 193, loss 0.092, test 0.121
Epoch 8, step 194, loss 0.021, test 0.135
Epoch 8, step 195, loss 0.002, test 0.142
Epoch 8, step 196, loss 0.005, test 0.146
Epoch 8, step 197, loss 1.496, test 0.116
Epoch 8, step 198, loss 0.049, test 0.122
Epoch 8, step 199, loss 0.968, test 0.123
Epoch 8, step 200, loss 0.127, test 0.124
Epoch 8, step 201, loss 0.304, test 0.108
Epoch 8, step 202, loss 0.130, test 0.123
Epoch 8, step 203, loss 0.003, test 0.126
Epoch 8, step 204, loss 0.246, test 0.124
Epoch 8, step 205, loss 0.128, test 0.125
Epoch 8, step 206, loss 0.001, test 0.125
Epoch 8, step 207, loss 0.188, test 0.126
Epoch 8, step 208, loss 0.090, test 0.129
Epoch 8, step 209, loss 0.181, test 0.129
Epoch 8, step 210, loss 0.159, test 0.132
Epoch 8, step 211, loss 0.051, test 0.133
Epoch 8, step 212, loss 0.126, test 0.135
Epoch 8, step 213, loss 0.484, test 0.136
Epoch 8, step 214, loss 0.101, test 0.139
Epoch 8, step 215, loss 0.131, test 0.138
Epoch 8, step 216, loss 0.091, test 0.144
Epoch 8, step 217, loss 0.049, test 0.146
Epoch 8, step 218, loss 0.114, test 0.137
Epoch 8, step 219, loss 0.001, test 0.136
Epoch 8, step 220, loss 0.008, test 0.136
Epoch 8, step 221, loss 0.000, test 0.136
Epoch 8, step 222, loss 0.023, test 0.136
Epoch 8, step 223, loss 0.116, test 0.136
Epoch 8, step 224, loss 0.014, test 0.126
Epoch 8, step 225, loss 0.026, test 0.126
Epoch 8, step 226, loss 0.034, test 0.127
Epoch 8, step 227, loss 0.021, test 0.124
Epoch 8, step 228, loss 0.007, test 0.123
Epoch 8, step 229, loss 0.326, test 0.120
Epoch 8, step 230, loss 0.077, test 0.123
Epoch 8, step 231, loss 0.009, test 0.124
Epoch 8, step 232, loss 0.050, test 0.124
Epoch 8, step 233, loss 0.000, test 0.125
Epoch 8, step 234, loss 0.099, test 0.125
Epoch 8, step 235, loss 0.006, test 0.125
Epoch 8, step 236, loss 0.024, test 0.128
Epoch 8, step 237, loss 0.012, test 0.129
Epoch 8, step 238, loss 0.018, test 0.128
Epoch 8, step 239, loss 0.351, test 0.129
Epoch 8, step 240, loss 0.015, test 0.129
Epoch 8, step 241, loss 0.000, test 0.129
Epoch 8, step 242, loss 0.083, test 0.124
Epoch 8, step 243, loss 0.047, test 0.124
Epoch 8, step 244, loss 0.327, test 0.121
Epoch 8, step 245, loss 0.240, test 0.123
Epoch 8, step 246, loss 0.004, test 0.124
Epoch 8, step 247, loss 0.009, test 0.126
Epoch 8, step 248, loss 0.034, test 0.124
Epoch 8, step 249, loss 0.005, test 0.119
Epoch 8, step 250, loss 0.020, test 0.116
Epoch 8, step 251, loss 0.000, test 0.116
Epoch 8, step 252, loss 0.025, test 0.115
Epoch 8, step 253, loss 0.657, test 0.106
Epoch 8, step 254, loss 0.290, test 0.103
Epoch 8, step 255, loss 0.001, test 0.102
Epoch 8, step 256, loss 0.174, test 0.099
Epoch 8, step 257, loss 0.050, test 0.099
Epoch 8, step 258, loss 0.186, test 0.098
Epoch 8, step 259, loss 0.003, test 0.098
Epoch 8, step 260, loss 0.059, test 0.097
Epoch 8, step 261, loss 0.103, test 0.096
Epoch 8, step 262, loss 0.035, test 0.099
Epoch 8, step 263, loss 1.206, test 0.101
Epoch 8, step 264, loss 0.181, test 0.101
Epoch 8, step 265, loss 0.016, test 0.104
Epoch 8, step 266, loss 0.000, test 0.104
Epoch 8, step 267, loss 0.192, test 0.104
Epoch 8, step 268, loss 0.053, test 0.106
Epoch 8, step 269, loss 0.008, test 0.101
Epoch 8, step 270, loss 0.032, test 0.100
Epoch 8, step 271, loss 0.082, test 0.095
Epoch 8, step 272, loss 0.238, test 0.098
Epoch 8, step 273, loss 0.007, test 0.098
Epoch 8, step 274, loss 0.289, test 0.097
Epoch 8, step 275, loss 0.031, test 0.099
Epoch 8, step 276, loss 0.040, test 0.099
Epoch 8, step 277, loss 0.069, test 0.099
Epoch 8, step 278, loss 0.014, test 0.099
Epoch 8, step 279, loss 0.168, test 0.107
Epoch 8, step 280, loss 0.073, test 0.108
Epoch 8, step 281, loss 0.002, test 0.108
Epoch 8, step 282, loss 0.164, test 0.097
Epoch 8, step 283, loss 0.098, test 0.091
Epoch 8, step 284, loss 0.044, test 0.090
Epoch 8, step 285, loss 0.004, test 0.089
Epoch 8, step 286, loss 0.005, test 0.089
Epoch 8, step 287, loss 0.354, test 0.120
Epoch 8, step 288, loss 0.042, test 0.124
Epoch 8, step 289, loss 0.400, test 0.126
Epoch 8, step 290, loss 0.001, test 0.129
Epoch 8, step 291, loss 0.291, test 0.127
Epoch 8, step 292, loss 0.005, test 0.127
Epoch 8, step 293, loss 0.162, test 0.120
Epoch 8, step 294, loss 0.193, test 0.118
Epoch 8, step 295, loss 0.040, test 0.119
Epoch 8, step 296, loss 0.003, test 0.117
Epoch 8, step 297, loss 0.126, test 0.130
Epoch 8, step 298, loss 0.478, test 0.130
Epoch 8, step 299, loss 0.009, test 0.118
Epoch 8, step 300, loss 0.008, test 0.121
Epoch 8, step 301, loss 0.516, test 0.111
Epoch 8, step 302, loss 0.417, test 0.108
Epoch 8, step 303, loss 0.034, test 0.107
Epoch 8, step 304, loss 0.002, test 0.106
Epoch 8, step 305, loss 0.011, test 0.111
Epoch 8, step 306, loss 0.261, test 0.114
Epoch 8, step 307, loss 0.003, test 0.114
Epoch 8, step 308, loss 0.000, test 0.114
Epoch 8, step 309, loss 0.137, test 0.108
Epoch 8, step 310, loss 0.390, test 0.104
Epoch 8, step 311, loss 0.034, test 0.103
Epoch 8, step 312, loss 0.066, test 0.092
Epoch 8, step 313, loss 0.000, test 0.090
Epoch 8, step 314, loss 0.048, test 0.090
Epoch 8, step 315, loss 0.007, test 0.091
Epoch 8, step 316, loss 0.045, test 0.091
Epoch 8, step 317, loss 1.309, test 0.086
Epoch 8, step 318, loss 0.129, test 0.086
Epoch 8, step 319, loss 0.070, test 0.091
Epoch 8, step 320, loss 0.017, test 0.092
Epoch 8, step 321, loss 0.405, test 0.084
Epoch 8, step 322, loss 0.430, test 0.087
Epoch 8, step 323, loss 0.052, test 0.087
Epoch 8, step 324, loss 0.022, test 0.087
Epoch 8, step 325, loss 0.010, test 0.087
Epoch 8, step 326, loss 0.056, test 0.086
Epoch 8, step 327, loss 0.015, test 0.085
Epoch 8, step 328, loss 0.037, test 0.084
Epoch 8, step 329, loss 0.385, test 0.083
Epoch 8, step 330, loss 0.008, test 0.084
Epoch 8, step 331, loss 0.615, test 0.084
Epoch 8, step 332, loss 0.036, test 0.085
Epoch 8, step 333, loss 0.011, test 0.086
Epoch 8, step 334, loss 0.047, test 0.089
Epoch 8, step 335, loss 0.056, test 0.089
Epoch 8, step 336, loss 0.005, test 0.091
Epoch 8, step 337, loss 0.061, test 0.092
Epoch 8, step 338, loss 0.309, test 0.085
Epoch 8, step 339, loss 0.023, test 0.085
Epoch 8, step 340, loss 0.003, test 0.086
Epoch 8, step 341, loss 0.107, test 0.090
Epoch 8, step 342, loss 0.018, test 0.094
Epoch 8, step 343, loss 0.111, test 0.097
Epoch 8, step 344, loss 0.435, test 0.093
Epoch 8, step 345, loss 0.157, test 0.092
Epoch 8, step 346, loss 0.032, test 0.092
Epoch 8, step 347, loss 0.338, test 0.091
Epoch 8, step 348, loss 0.018, test 0.090
Epoch 8, step 349, loss 0.004, test 0.090
Epoch 8, step 350, loss 0.061, test 0.089
Epoch 8, step 351, loss 0.016, test 0.089
Epoch 8, step 352, loss 0.002, test 0.088
Epoch 8, step 353, loss 0.057, test 0.088
Epoch 8, step 354, loss 0.099, test 0.087
Epoch 8, step 355, loss 0.064, test 0.086
Epoch 8, step 356, loss 0.146, test 0.085
Epoch 8, step 357, loss 0.060, test 0.085
Epoch 8, step 358, loss 0.546, test 0.085
Epoch 8, step 359, loss 0.360, test 0.084
Epoch 8, step 360, loss 0.020, test 0.084
Epoch 8, step 361, loss 0.001, test 0.084
Epoch 8, step 362, loss 0.006, test 0.084
Epoch 8, step 363, loss 0.002, test 0.084
Epoch 8, step 364, loss 0.027, test 0.084
Epoch 8, step 365, loss 0.002, test 0.084
Epoch 8, step 366, loss 0.228, test 0.086
Epoch 8, step 367, loss 0.130, test 0.087
Epoch 8, step 368, loss 0.061, test 0.087
Epoch 8, step 369, loss 0.011, test 0.087
Epoch 8, step 370, loss 0.000, test 0.087
Epoch 8, step 371, loss 0.038, test 0.086
Epoch 8, step 372, loss 0.028, test 0.085
Epoch 8, step 373, loss 0.046, test 0.085
Epoch 8, step 374, loss 0.001, test 0.084
Epoch 8, step 375, loss 0.037, test 0.084
Epoch 8, step 376, loss 0.002, test 0.084
Epoch 8, step 377, loss 0.314, test 0.084
Epoch 8, step 378, loss 0.052, test 0.085
Epoch 8, step 379, loss 0.099, test 0.086
Epoch 8, step 380, loss 0.000, test 0.086
Epoch 8, step 381, loss 0.064, test 0.113
Epoch 8, step 382, loss 0.056, test 0.119
Epoch 8, step 383, loss 0.134, test 0.099
Epoch 8, step 384, loss 0.334, test 0.097
Epoch 8, step 385, loss 0.049, test 0.117
Epoch 8, step 386, loss 0.135, test 0.126
Epoch 8, step 387, loss 0.001, test 0.128
Epoch 8, step 388, loss 0.184, test 0.126
Epoch 8, step 389, loss 0.003, test 0.123
Epoch 8, step 390, loss 0.001, test 0.123
Epoch 8, step 391, loss 0.442, test 0.117
Epoch 8, step 392, loss 0.006, test 0.116
Epoch 8, step 393, loss 0.126, test 0.108
Epoch 8, step 394, loss 0.266, test 0.102
Epoch 8, step 395, loss 0.223, test 0.105
Epoch 8, step 396, loss 0.001, test 0.104
Epoch 8, step 397, loss 0.184, test 0.112
Epoch 8, step 398, loss 0.402, test 0.103
Epoch 8, step 399, loss 0.007, test 0.103
Epoch 8, step 400, loss 0.152, test 0.117
Epoch 8, step 401, loss 0.670, test 0.115
Epoch 8, step 402, loss 0.045, test 0.115
Epoch 8, step 403, loss 0.057, test 0.113
Epoch 8, step 404, loss 0.027, test 0.114
Epoch 8, step 405, loss 0.070, test 0.117
Epoch 8, step 406, loss 0.067, test 0.119
Epoch 8, step 407, loss 0.193, test 0.109
Epoch 8, step 408, loss 0.247, test 0.100
Epoch 8, step 409, loss 0.044, test 0.100
Epoch 8, step 410, loss 0.008, test 0.100
Epoch 8, step 411, loss 0.039, test 0.099
Epoch 8, step 412, loss 0.010, test 0.093
Epoch 8, step 413, loss 0.061, test 0.087
Epoch 8, step 414, loss 0.223, test 0.084
Epoch 8, step 415, loss 0.185, test 0.078
Epoch 8, step 416, loss 0.002, test 0.078
Epoch 8, step 417, loss 0.168, test 0.076
Epoch 8, step 418, loss 0.000, test 0.076
Epoch 8, step 419, loss 0.245, test 0.077
Epoch 8, step 420, loss 0.071, test 0.077
Epoch 8, step 421, loss 0.000, test 0.077
Epoch 8, step 422, loss 0.001, test 0.077
Epoch 8, step 423, loss 0.289, test 0.077
Epoch 8, step 424, loss 0.000, test 0.077
Epoch 8, step 425, loss 0.073, test 0.078
Epoch 8, step 426, loss 0.017, test 0.078
Epoch 8, step 427, loss 0.138, test 0.079
Epoch 8, step 428, loss 0.434, test 0.121
Epoch 8, step 429, loss 0.000, test 0.142
Epoch 8, step 430, loss 0.000, test 0.153
Epoch 8, step 431, loss 0.272, test 0.126
Epoch 8, step 432, loss 0.001, test 0.124
Epoch 8, step 433, loss 0.022, test 0.122
Epoch 8, step 434, loss 0.053, test 0.116
Epoch 8, step 435, loss 0.023, test 0.114
Epoch 8, step 436, loss 0.005, test 0.112
Epoch 8, step 437, loss 0.011, test 0.111
Epoch 8, step 438, loss 0.004, test 0.108
Epoch 8, step 439, loss 0.569, test 0.101
Epoch 8, step 440, loss 0.131, test 0.102
Epoch 8, step 441, loss 0.005, test 0.100
Epoch 8, step 442, loss 0.005, test 0.100
Epoch 8, step 443, loss 0.001, test 0.098
Epoch 8, step 444, loss 0.015, test 0.097
Epoch 8, step 445, loss 0.196, test 0.124
Epoch 8, step 446, loss 0.029, test 0.131
Epoch 8, step 447, loss 0.067, test 0.134
Epoch 8, step 448, loss 0.004, test 0.136
Epoch 8, step 449, loss 0.040, test 0.130
Epoch 8, step 450, loss 0.162, test 0.126
Epoch 8, step 451, loss 0.107, test 0.146
Epoch 8, step 452, loss 0.021, test 0.147
Epoch 8, step 453, loss 0.263, test 0.146
Epoch 8, step 454, loss 0.002, test 0.147
Epoch 8, step 455, loss 0.137, test 0.114
Epoch 8, step 456, loss 0.006, test 0.110
Epoch 8, step 457, loss 0.190, test 0.121
Epoch 8, step 458, loss 0.763, test 0.128
Epoch 8, step 459, loss 0.086, test 0.113
Epoch 8, step 460, loss 0.065, test 0.121
Epoch 8, step 461, loss 0.131, test 0.119
Epoch 8, step 462, loss 0.065, test 0.118
Epoch 8, step 463, loss 0.105, test 0.115
Epoch 8, step 464, loss 0.142, test 0.118
Epoch 8, step 465, loss 0.038, test 0.122
Epoch 8, step 466, loss 0.194, test 0.147
Epoch 8, step 467, loss 0.001, test 0.154
Epoch 8, step 468, loss 0.411, test 0.151
Epoch 8, step 469, loss 0.017, test 0.153
Epoch 8, step 470, loss 0.099, test 0.157
Epoch 8, step 471, loss 0.010, test 0.132
Epoch 8, step 472, loss 0.001, test 0.128
Epoch 8, step 473, loss 0.189, test 0.118
Epoch 8, step 474, loss 0.028, test 0.112
Epoch 8, step 475, loss 1.189, test 0.085
Epoch 8, step 476, loss 0.173, test 0.083
Epoch 8, step 477, loss 0.182, test 0.076
Epoch 8, step 478, loss 0.377, test 0.084
Epoch 8, step 479, loss 0.073, test 0.089
Epoch 8, step 480, loss 0.070, test 0.088
Epoch 8, step 481, loss 0.003, test 0.089
Epoch 8, step 482, loss 0.065, test 0.090
Epoch 8, step 483, loss 0.301, test 0.088
Epoch 8, step 484, loss 0.110, test 0.096
Epoch 8, step 485, loss 0.269, test 0.101
Epoch 8, step 486, loss 0.009, test 0.102
Epoch 8, step 487, loss 0.000, test 0.102
Epoch 8, step 488, loss 0.014, test 0.102
Epoch 8, step 489, loss 0.013, test 0.105
Epoch 8, step 490, loss 0.553, test 0.109
Epoch 8, step 491, loss 0.106, test 0.116
Epoch 8, step 492, loss 0.027, test 0.119
Epoch 8, step 493, loss 0.031, test 0.117
Epoch 8, step 494, loss 0.047, test 0.105
Epoch 8, step 495, loss 0.000, test 0.104
Epoch 8, step 496, loss 0.133, test 0.101
Epoch 8, step 497, loss 0.055, test 0.098
Epoch 8, step 498, loss 0.105, test 0.099
Epoch 8, step 499, loss 0.134, test 0.101
Epoch 8, step 500, loss 0.396, test 0.081
Epoch 8, step 501, loss 0.422, test 0.083
Epoch 8, step 502, loss 0.145, test 0.083
Epoch 8, step 503, loss 0.161, test 0.083
Epoch 8, step 504, loss 0.092, test 0.082
Epoch 8, step 505, loss 0.297, test 0.084
Epoch 8, step 506, loss 0.087, test 0.085
Epoch 8, step 507, loss 0.090, test 0.086
Epoch 8, step 508, loss 0.098, test 0.092
Epoch 8, step 509, loss 0.282, test 0.086
Epoch 8, step 510, loss 0.227, test 0.108
Epoch 8, step 511, loss 0.000, test 0.117
Epoch 8, step 512, loss 0.228, test 0.124
Epoch 8, step 513, loss 0.027, test 0.126
Epoch 8, step 514, loss 0.003, test 0.126
Epoch 8, step 515, loss 0.179, test 0.107
Epoch 8, step 516, loss 1.199, test 0.108
Epoch 8, step 517, loss 0.050, test 0.106
Epoch 8, step 518, loss 0.028, test 0.102
Epoch 8, step 519, loss 0.052, test 0.103
Epoch 8, step 520, loss 0.168, test 0.103
Epoch 8, step 521, loss 0.027, test 0.105
Epoch 8, step 522, loss 0.009, test 0.106
Epoch 8, step 523, loss 0.934, test 0.103
Epoch 8, step 524, loss 0.028, test 0.103
Epoch 8, step 525, loss 0.013, test 0.102
Epoch 8, step 526, loss 0.190, test 0.105
Epoch 8, step 527, loss 0.795, test 0.104
Epoch 8, step 528, loss 0.022, test 0.105
Epoch 8, step 529, loss 0.122, test 0.105
Epoch 8, step 530, loss 0.173, test 0.104
Epoch 8, step 531, loss 0.231, test 0.106
Epoch 8, step 532, loss 0.433, test 0.101
Epoch 8, step 533, loss 0.004, test 0.101
Epoch 8, step 534, loss 0.201, test 0.139
Epoch 8, step 535, loss 0.267, test 0.144
Epoch 8, step 536, loss 0.103, test 0.147
Epoch 8, step 537, loss 0.224, test 0.155
Epoch 8, step 538, loss 0.031, test 0.152
Epoch 8, step 539, loss 0.363, test 0.149
Epoch 8, step 540, loss 0.026, test 0.148
Epoch 8, step 541, loss 0.009, test 0.148
Epoch 8, step 542, loss 0.103, test 0.136
Epoch 8, step 543, loss 0.001, test 0.134
Epoch 8, step 544, loss 0.051, test 0.132
Epoch 8, step 545, loss 0.339, test 0.133
Epoch 8, step 546, loss 0.000, test 0.132
Epoch 8, step 547, loss 0.013, test 0.135
Epoch 8, step 548, loss 0.043, test 0.123
Epoch 8, step 549, loss 0.002, test 0.121
Epoch 8, step 550, loss 0.046, test 0.122
Epoch 8, step 551, loss 0.000, test 0.121
Epoch 8, step 552, loss 0.042, test 0.120
Epoch 8, step 553, loss 0.006, test 0.124
Epoch 8, step 554, loss 0.115, test 0.125
Epoch 8, step 555, loss 0.037, test 0.127
Epoch 8, step 556, loss 0.326, test 0.150
Epoch 8, step 557, loss 0.506, test 0.145
Epoch 8, step 558, loss 0.032, test 0.139
Epoch 8, step 559, loss 0.051, test 0.141
Epoch 8, step 560, loss 0.198, test 0.139
Epoch 8, step 561, loss 0.014, test 0.136
Epoch 8, step 562, loss 0.349, test 0.144
Epoch 8, step 563, loss 0.152, test 0.138
Epoch 8, step 564, loss 0.227, test 0.139
Epoch 8, step 565, loss 0.000, test 0.139
Epoch 8, step 566, loss 0.067, test 0.126
Epoch 8, step 567, loss 0.389, test 0.128
Epoch 8, step 568, loss 0.002, test 0.130
Epoch 8, step 569, loss 0.110, test 0.128
Epoch 8, step 570, loss 0.038, test 0.130
Epoch 8, step 571, loss 0.095, test 0.129
Epoch 8, step 572, loss 0.007, test 0.128
Epoch 8, step 573, loss 0.039, test 0.129
Epoch 8, step 574, loss 0.050, test 0.123
Epoch 8, step 575, loss 0.415, test 0.103
Epoch 8, step 576, loss 0.415, test 0.112
Epoch 8, step 577, loss 0.197, test 0.113
Epoch 8, step 578, loss 0.769, test 0.138
Epoch 8, step 579, loss 0.185, test 0.129
Epoch 8, step 580, loss 0.004, test 0.132
Epoch 8, step 581, loss 0.000, test 0.133
Epoch 8, step 582, loss 0.240, test 0.129
Epoch 8, step 583, loss 0.026, test 0.125
Epoch 8, step 584, loss 0.000, test 0.125
Epoch 8, step 585, loss 0.847, test 0.130
Epoch 8, step 586, loss 0.332, test 0.120
Epoch 8, step 587, loss 0.009, test 0.119
Epoch 8, step 588, loss 0.007, test 0.119
Epoch 8, step 589, loss 0.099, test 0.131
Epoch 8, step 590, loss 0.011, test 0.133
Epoch 8, step 591, loss 0.355, test 0.136
Epoch 8, step 592, loss 0.125, test 0.135
Epoch 8, step 593, loss 0.045, test 0.143
Epoch 8, step 594, loss 0.014, test 0.143
Epoch 8, step 595, loss 0.030, test 0.126
Epoch 8, step 596, loss 0.063, test 0.123
Epoch 8, step 597, loss 0.160, test 0.108
Epoch 8, step 598, loss 0.000, test 0.106
Epoch 8, step 599, loss 0.026, test 0.106
Epoch 8, step 600, loss 0.002, test 0.105
Epoch 8, step 601, loss 0.011, test 0.105
Epoch 8, step 602, loss 0.006, test 0.105
Epoch 8, step 603, loss 0.039, test 0.105
Epoch 8, step 604, loss 0.056, test 0.104
Epoch 8, step 605, loss 0.037, test 0.104
Epoch 8, step 606, loss 0.497, test 0.109
Epoch 8, step 607, loss 0.118, test 0.109
Epoch 8, step 608, loss 0.308, test 0.117
Epoch 8, step 609, loss 0.104, test 0.082
Epoch 8, step 610, loss 0.165, test 0.080
Epoch 8, step 611, loss 0.023, test 0.080
Epoch 8, step 612, loss 0.006, test 0.080
Epoch 8, step 613, loss 0.191, test 0.082
Epoch 8, step 614, loss 0.108, test 0.159
Epoch 8, step 615, loss 0.105, test 0.192
Epoch 8, step 616, loss 0.304, test 0.112
Epoch 8, step 617, loss 0.164, test 0.103
Epoch 8, step 618, loss 0.040, test 0.098
Epoch 8, step 619, loss 0.405, test 0.092
Epoch 8, step 620, loss 0.154, test 0.085
Epoch 8, step 621, loss 0.007, test 0.084
Epoch 8, step 622, loss 0.022, test 0.084
Epoch 8, step 623, loss 0.149, test 0.078
Epoch 8, step 624, loss 0.232, test 0.076
Epoch 8, step 625, loss 0.013, test 0.074
Epoch 8, step 626, loss 0.157, test 0.075
Epoch 8, step 627, loss 0.013, test 0.075
Epoch 8, step 628, loss 0.049, test 0.074
Epoch 8, step 629, loss 0.115, test 0.073
Epoch 8, step 630, loss 0.329, test 0.080
Epoch 8, step 631, loss 0.095, test 0.081
Epoch 8, step 632, loss 0.066, test 0.075
Epoch 8, step 633, loss 0.002, test 0.074
Epoch 8, step 634, loss 0.097, test 0.073
Epoch 8, step 635, loss 0.015, test 0.073
Epoch 8, step 636, loss 0.042, test 0.073
Epoch 8, step 637, loss 0.184, test 0.072
Epoch 8, step 638, loss 0.219, test 0.072
Epoch 8, step 639, loss 0.004, test 0.073
Epoch 8, step 640, loss 0.009, test 0.072
Epoch 8, step 641, loss 0.186, test 0.073
Epoch 8, step 642, loss 0.001, test 0.073
Epoch 8, step 643, loss 0.016, test 0.073
Epoch 8, step 644, loss 0.018, test 0.073
Epoch 8, step 645, loss 0.035, test 0.073
Epoch 8, step 646, loss 0.006, test 0.073
Epoch 8, step 647, loss 0.065, test 0.079
Epoch 8, step 648, loss 0.133, test 0.076
Epoch 8, step 649, loss 0.247, test 0.082
Epoch 8, step 650, loss 0.022, test 0.089
Epoch 8, step 651, loss 0.016, test 0.092
Epoch 8, step 652, loss 0.231, test 0.123
Epoch 8, step 653, loss 0.006, test 0.131
Epoch 8, step 654, loss 0.004, test 0.134
Epoch 8, step 655, loss 0.860, test 0.092
Epoch 8, step 656, loss 0.003, test 0.089
Epoch 8, step 657, loss 0.000, test 0.088
Epoch 8, step 658, loss 0.298, test 0.091
Epoch 8, step 659, loss 0.005, test 0.092
Epoch 8, step 660, loss 0.001, test 0.092
Epoch 8, step 661, loss 0.285, test 0.097
Epoch 8, step 662, loss 0.008, test 0.097
Epoch 8, step 663, loss 0.042, test 0.100
Epoch 8, step 664, loss 0.007, test 0.101
Epoch 8, step 665, loss 0.070, test 0.112
Epoch 8, step 666, loss 0.224, test 0.116
Epoch 8, step 667, loss 0.030, test 0.118
Epoch 8, step 668, loss 0.026, test 0.115
Epoch 8, step 669, loss 0.318, test 0.113
Epoch 8, step 670, loss 0.125, test 0.110
Epoch 8, step 671, loss 0.004, test 0.108
Epoch 8, step 672, loss 0.003, test 0.108
Epoch 8, step 673, loss 0.359, test 0.108
Epoch 8, step 674, loss 0.134, test 0.118
Epoch 8, step 675, loss 0.104, test 0.115
Epoch 8, step 676, loss 0.070, test 0.096
Epoch 8, step 677, loss 0.502, test 0.237
Epoch 8, step 678, loss 0.145, test 0.305
Epoch 8, step 679, loss 0.002, test 0.333
Epoch 8, step 680, loss 0.453, test 0.381
Epoch 8, step 681, loss 0.079, test 0.362
Epoch 8, step 682, loss 0.010, test 0.374
Epoch 8, step 683, loss 0.008, test 0.362
Epoch 8, step 684, loss 0.007, test 0.362
Epoch 8, step 685, loss 0.021, test 0.357
Epoch 8, step 686, loss 0.031, test 0.352
Epoch 8, step 687, loss 0.194, test 0.342
Epoch 8, step 688, loss 0.004, test 0.339
Epoch 8, step 689, loss 0.280, test 0.351
Epoch 8, step 690, loss 0.222, test 0.318
Epoch 8, step 691, loss 0.410, test 0.275
Epoch 8, step 692, loss 0.013, test 0.264
Epoch 8, step 693, loss 0.022, test 0.255
Epoch 8, step 694, loss 0.365, test 0.205
Epoch 8, step 695, loss 0.001, test 0.196
Epoch 8, step 696, loss 0.186, test 0.175
Epoch 8, step 697, loss 0.004, test 0.171
Epoch 8, step 698, loss 0.075, test 0.140
Epoch 8, step 699, loss 0.317, test 0.131
Epoch 8, step 700, loss 0.014, test 0.127
Epoch 8, step 701, loss 0.511, test 0.141
Epoch 8, step 702, loss 0.017, test 0.133
Epoch 8, step 703, loss 0.093, test 0.151
Epoch 8, step 704, loss 0.050, test 0.159
Epoch 8, step 705, loss 0.008, test 0.160
Epoch 8, step 706, loss 0.000, test 0.161
Epoch 8, step 707, loss 0.031, test 0.163
Epoch 8, step 708, loss 0.207, test 0.159
Epoch 8, step 709, loss 0.016, test 0.160
Epoch 8, step 710, loss 0.318, test 0.094
Epoch 8, step 711, loss 0.130, test 0.081
Epoch 8, step 712, loss 0.128, test 0.077
Epoch 8, step 713, loss 0.043, test 0.077
Epoch 8, step 714, loss 0.066, test 0.072
Epoch 8, step 715, loss 0.001, test 0.072
Epoch 8, step 716, loss 0.001, test 0.072
Epoch 8, step 717, loss 0.375, test 0.085
Epoch 8, step 718, loss 0.001, test 0.095
Epoch 8, step 719, loss 0.044, test 0.092
Epoch 8, step 720, loss 0.106, test 0.087
Epoch 8, step 721, loss 0.257, test 0.078
Epoch 8, step 722, loss 0.016, test 0.076
Epoch 8, step 723, loss 0.033, test 0.076
Epoch 8, step 724, loss 0.006, test 0.075
Epoch 8, step 725, loss 0.327, test 0.169
Epoch 8, step 726, loss 0.001, test 0.211
Epoch 8, step 727, loss 0.138, test 0.225
Epoch 8, step 728, loss 0.028, test 0.230
Epoch 8, step 729, loss 0.030, test 0.240
Epoch 8, step 730, loss 0.003, test 0.241
Epoch 8, step 731, loss 0.095, test 0.239
Epoch 8, step 732, loss 0.047, test 0.237
Epoch 8, step 733, loss 0.000, test 0.237
Epoch 8, step 734, loss 0.019, test 0.235
Epoch 8, step 735, loss 0.295, test 0.213
Epoch 8, step 736, loss 0.308, test 0.162
Epoch 8, step 737, loss 0.223, test 0.207
Epoch 8, step 738, loss 0.090, test 0.196
Epoch 8, step 739, loss 0.355, test 0.205
Epoch 8, step 740, loss 0.587, test 0.217
Epoch 8, step 741, loss 0.019, test 0.214
Epoch 8, step 742, loss 0.338, test 0.194
Epoch 8, step 743, loss 0.019, test 0.181
Epoch 8, step 744, loss 0.026, test 0.194
Epoch 8, step 745, loss 0.000, test 0.195
Epoch 8, step 746, loss 0.788, test 0.183
Epoch 8, step 747, loss 0.000, test 0.181
Epoch 8, step 748, loss 0.000, test 0.180
Epoch 8, step 749, loss 0.370, test 0.116
Epoch 8, step 750, loss 0.004, test 0.106
Epoch 8, step 751, loss 1.019, test 0.111
Epoch 8, step 752, loss 0.597, test 0.106
Epoch 8, step 753, loss 0.021, test 0.108
Epoch 8, step 754, loss 0.002, test 0.109
Epoch 8, step 755, loss 0.021, test 0.104
Epoch 8, step 756, loss 0.138, test 0.102
Epoch 8, step 757, loss 0.047, test 0.139
Epoch 8, step 758, loss 0.418, test 0.138
Epoch 8, step 759, loss 0.116, test 0.138
Epoch 8, step 760, loss 0.130, test 0.141
Epoch 8, step 761, loss 0.160, test 0.167
Epoch 8, step 762, loss 0.063, test 0.169
Epoch 8, step 763, loss 0.014, test 0.172
Epoch 8, step 764, loss 0.049, test 0.179
Epoch 8, step 765, loss 0.076, test 0.174
Epoch 8, step 766, loss 0.000, test 0.174
Epoch 8, step 767, loss 0.045, test 0.185
Epoch 8, step 768, loss 0.715, test 0.196
Epoch 8, step 769, loss 0.013, test 0.182
Epoch 8, step 770, loss 0.081, test 0.186
Epoch 8, step 771, loss 0.031, test 0.184
Epoch 8, step 772, loss 0.013, test 0.185
Epoch 8, step 773, loss 0.244, test 0.171
Epoch 8, step 774, loss 0.520, test 0.173
Epoch 8, step 775, loss 0.001, test 0.172
Epoch 8, step 776, loss 0.000, test 0.172
Epoch 8, step 777, loss 0.006, test 0.169
Epoch 8, step 778, loss 0.012, test 0.162
Epoch 8, step 779, loss 0.000, test 0.161
Epoch 8, step 780, loss 0.006, test 0.161
Epoch 8, step 781, loss 0.006, test 0.157
Epoch 8, step 782, loss 0.104, test 0.149
Epoch 8, step 783, loss 0.237, test 0.145
Epoch 8, step 784, loss 0.201, test 0.158
Epoch 8, step 785, loss 0.254, test 0.103
Epoch 8, step 786, loss 0.116, test 0.103
Epoch 8, step 787, loss 0.005, test 0.100
Epoch 8, step 788, loss 0.053, test 0.097
Epoch 8, step 789, loss 0.062, test 0.096
Epoch 8, step 790, loss 0.028, test 0.095
Epoch 8, step 791, loss 0.054, test 0.091
Epoch 8, step 792, loss 0.201, test 0.093
Epoch 8, step 793, loss 0.194, test 0.089
Epoch 8, step 794, loss 0.469, test 0.085
Epoch 8, step 795, loss 0.257, test 0.072
Epoch 8, step 796, loss 0.005, test 0.073
Epoch 8, step 797, loss 0.039, test 0.074
Epoch 8, step 798, loss 0.023, test 0.075
Epoch 8, step 799, loss 0.005, test 0.076
Epoch 8, step 800, loss 0.263, test 0.079
Epoch 8, step 801, loss 0.001, test 0.080
Epoch 8, step 802, loss 0.052, test 0.082
Epoch 8, step 803, loss 0.239, test 0.073
Epoch 8, step 804, loss 0.012, test 0.074
Epoch 8, step 805, loss 0.000, test 0.075
Epoch 8, step 806, loss 0.023, test 0.076
Epoch 8, step 807, loss 0.088, test 0.076
Epoch 8, step 808, loss 0.006, test 0.076
Epoch 8, step 809, loss 0.054, test 0.076
Epoch 8, step 810, loss 0.201, test 0.073
Epoch 8, step 811, loss 0.025, test 0.073
Epoch 8, step 812, loss 0.012, test 0.074
Epoch 8, step 813, loss 0.021, test 0.075
Epoch 8, step 814, loss 0.129, test 0.074
Epoch 8, step 815, loss 0.002, test 0.074
Epoch 8, step 816, loss 0.011, test 0.074
Epoch 8, step 817, loss 1.694, test 0.082
Epoch 8, step 818, loss 0.258, test 0.102
Epoch 8, step 819, loss 0.016, test 0.109
Epoch 8, step 820, loss 0.327, test 0.119
Epoch 8, step 821, loss 0.001, test 0.123
Epoch 8, step 822, loss 0.059, test 0.127
Epoch 8, step 823, loss 0.000, test 0.128
Epoch 8, step 824, loss 0.033, test 0.130
Epoch 8, step 825, loss 0.047, test 0.115
Epoch 8, step 826, loss 0.406, test 0.160
Epoch 8, step 827, loss 0.139, test 0.164
Epoch 8, step 828, loss 0.002, test 0.168
Epoch 8, step 829, loss 0.204, test 0.157
Epoch 8, step 830, loss 0.090, test 0.152
Epoch 8, step 831, loss 0.351, test 0.128
Epoch 8, step 832, loss 0.089, test 0.131
Epoch 8, step 833, loss 0.000, test 0.131
Epoch 8, step 834, loss 0.051, test 0.128
Epoch 8, step 835, loss 0.217, test 0.130
Epoch 8, step 836, loss 0.275, test 0.123
Epoch 8, step 837, loss 0.019, test 0.126
Epoch 8, step 838, loss 0.048, test 0.119
Epoch 8, step 839, loss 0.066, test 0.092
Epoch 8, step 840, loss 0.119, test 0.092
Epoch 8, step 841, loss 0.000, test 0.091
Epoch 8, step 842, loss 0.105, test 0.093
Epoch 8, step 843, loss 0.019, test 0.094
Epoch 8, step 844, loss 0.116, test 0.092
Epoch 8, step 845, loss 0.036, test 0.092
Epoch 8, step 846, loss 0.185, test 0.089
Epoch 8, step 847, loss 0.056, test 0.090
Epoch 8, step 848, loss 0.220, test 0.090
Epoch 8, step 849, loss 0.125, test 0.089
Epoch 8, step 850, loss 0.016, test 0.089
Epoch 8, step 851, loss 0.002, test 0.090
Epoch 8, step 852, loss 0.008, test 0.090
Epoch 8, step 853, loss 0.091, test 0.090
Epoch 8, step 854, loss 0.006, test 0.090
Epoch 8, step 855, loss 0.072, test 0.092
Epoch 8, step 856, loss 0.060, test 0.093
Epoch 8, step 857, loss 0.001, test 0.094
Epoch 8, step 858, loss 0.010, test 0.095
Epoch 8, step 859, loss 0.125, test 0.107
Epoch 8, step 860, loss 0.055, test 0.111
Epoch 8, step 861, loss 0.048, test 0.122
Epoch 8, step 862, loss 0.017, test 0.115
Epoch 8, step 863, loss 0.099, test 0.119
Epoch 8, step 864, loss 0.003, test 0.119
Epoch 8, step 865, loss 0.047, test 0.122
Epoch 8, step 866, loss 0.080, test 0.117
Epoch 8, step 867, loss 0.003, test 0.117
Epoch 8, step 868, loss 0.000, test 0.117
Epoch 8, step 869, loss 0.298, test 0.135
Epoch 8, step 870, loss 0.002, test 0.140
Epoch 8, step 871, loss 0.016, test 0.139
Epoch 8, step 872, loss 0.040, test 0.144
Epoch 8, step 873, loss 0.070, test 0.148
Epoch 8, step 874, loss 0.135, test 0.158
Epoch 8, step 875, loss 0.337, test 0.099
Epoch 8, step 876, loss 0.082, test 0.098
Epoch 8, step 877, loss 0.014, test 0.093
Epoch 8, step 878, loss 0.002, test 0.093
Epoch 8, step 879, loss 0.150, test 0.094
Epoch 8, step 880, loss 0.004, test 0.095
Epoch 8, step 881, loss 0.002, test 0.095
Epoch 8, step 882, loss 0.005, test 0.095
Epoch 8, step 883, loss 0.086, test 0.095
Epoch 8, step 884, loss 0.230, test 0.092
Epoch 8, step 885, loss 0.254, test 0.092
Epoch 8, step 886, loss 0.328, test 0.087
Epoch 8, step 887, loss 1.140, test 0.082
Epoch 8, step 888, loss 0.008, test 0.083
Epoch 8, step 889, loss 0.092, test 0.082
Epoch 8, step 890, loss 0.020, test 0.082
Epoch 8, step 891, loss 0.586, test 0.082
Epoch 8, step 892, loss 0.124, test 0.078
Epoch 8, step 893, loss 0.021, test 0.077
Epoch 8, step 894, loss 0.013, test 0.077
Epoch 8, step 895, loss 0.005, test 0.077
Epoch 8, step 896, loss 0.003, test 0.077
Epoch 8, step 897, loss 0.350, test 0.076
Epoch 8, step 898, loss 0.080, test 0.074
Epoch 8, step 899, loss 0.051, test 0.075
Epoch 8, step 900, loss 0.002, test 0.075
Epoch 8, step 901, loss 0.029, test 0.075
Epoch 8, step 902, loss 0.005, test 0.075
Epoch 8, step 903, loss 0.001, test 0.075
Epoch 8, step 904, loss 0.010, test 0.075
Epoch 8, step 905, loss 0.062, test 0.080
Epoch 8, step 906, loss 0.376, test 0.079
Epoch 8, step 907, loss 0.030, test 0.081
Epoch 8, step 908, loss 0.210, test 0.080
Epoch 8, step 909, loss 0.176, test 0.080
Epoch 8, step 910, loss 0.111, test 0.074
Epoch 8, step 911, loss 0.044, test 0.074
Epoch 8, step 912, loss 0.357, test 0.158
Epoch 8, step 913, loss 0.052, test 0.186
Epoch 8, step 914, loss 0.046, test 0.202
Epoch 8, step 915, loss 0.012, test 0.218
Epoch 8, step 916, loss 0.002, test 0.226
Epoch 8, step 917, loss 0.082, test 0.232
Epoch 8, step 918, loss 0.143, test 0.269
Epoch 8, step 919, loss 0.034, test 0.260
Epoch 8, step 920, loss 0.080, test 0.265
Epoch 8, step 921, loss 0.188, test 0.255
Epoch 8, step 922, loss 0.121, test 0.230
Epoch 8, step 923, loss 0.018, test 0.224
Epoch 8, step 924, loss 0.653, test 0.245
Epoch 8, step 925, loss 0.108, test 0.243
Epoch 8, step 926, loss 0.018, test 0.226
Epoch 8, step 927, loss 0.394, test 0.144
Epoch 8, step 928, loss 0.066, test 0.121
Epoch 8, step 929, loss 0.293, test 0.121
Epoch 8, step 930, loss 0.004, test 0.118
Epoch 8, step 931, loss 0.117, test 0.110
Epoch 8, step 932, loss 0.118, test 0.115
Epoch 8, step 933, loss 0.003, test 0.114
Epoch 8, step 934, loss 0.168, test 0.119
Epoch 8, step 935, loss 0.026, test 0.172
Epoch 8, step 936, loss 0.038, test 0.185
Epoch 8, step 937, loss 0.129, test 0.185
Epoch 8, step 938, loss 0.021, test 0.186
Epoch 8, step 939, loss 0.057, test 0.197
Epoch 8, step 940, loss 0.001, test 0.200
Epoch 8, step 941, loss 0.289, test 0.166
Epoch 8, step 942, loss 0.373, test 0.171
Epoch 8, step 943, loss 0.428, test 0.164
Epoch 8, step 944, loss 0.000, test 0.163
Epoch 8, step 945, loss 0.192, test 0.152
Epoch 8, step 946, loss 0.003, test 0.147
Epoch 8, step 947, loss 0.050, test 0.121
Epoch 8, step 948, loss 0.011, test 0.117
Epoch 8, step 949, loss 0.022, test 0.115
Epoch 8, step 950, loss 0.203, test 0.121
Epoch 8, step 951, loss 0.067, test 0.119
Epoch 8, step 952, loss 0.056, test 0.123
Epoch 8, step 953, loss 0.047, test 0.121
Epoch 8, step 954, loss 0.166, test 0.140
Epoch 8, step 955, loss 0.256, test 0.137
Epoch 8, step 956, loss 0.000, test 0.137
Epoch 8, step 957, loss 0.243, test 0.102
Epoch 8, step 958, loss 0.000, test 0.098
Epoch 8, step 959, loss 0.000, test 0.096
Epoch 8, step 960, loss 0.033, test 0.089
Epoch 8, step 961, loss 0.291, test 0.074
Epoch 8, step 962, loss 0.001, test 0.074
Epoch 8, step 963, loss 0.152, test 0.078
Epoch 8, step 964, loss 0.346, test 0.077
Epoch 8, step 965, loss 0.027, test 0.079
Epoch 8, step 966, loss 0.082, test 0.081
Epoch 8, step 967, loss 0.081, test 0.083
Epoch 8, step 968, loss 0.135, test 0.089
Epoch 8, step 969, loss 0.173, test 0.101
Epoch 8, step 970, loss 0.130, test 0.102
Epoch 8, step 971, loss 0.050, test 0.111
Epoch 8, step 972, loss 0.050, test 0.111
Epoch 8, step 973, loss 0.036, test 0.115
Epoch 8, step 974, loss 0.373, test 0.108
Epoch 8, step 975, loss 0.010, test 0.109
Epoch 8, step 976, loss 0.037, test 0.107
Epoch 8, step 977, loss 0.000, test 0.107
Epoch 8, step 978, loss 0.178, test 0.102
Epoch 8, step 979, loss 0.014, test 0.100
Epoch 8, step 980, loss 0.135, test 0.091
Epoch 8, step 981, loss 0.304, test 0.083
Epoch 8, step 982, loss 0.045, test 0.089
Epoch 8, step 983, loss 0.088, test 0.091
Epoch 8, step 984, loss 0.023, test 0.087
Epoch 8, step 985, loss 0.161, test 0.082
Epoch 8, step 986, loss 0.025, test 0.080
Epoch 8, step 987, loss 0.009, test 0.076
Epoch 8, step 988, loss 0.403, test 0.074
Epoch 8, step 989, loss 0.081, test 0.074
Epoch 8, step 990, loss 0.006, test 0.075
Epoch 8, step 991, loss 0.606, test 0.073
Epoch 8, step 992, loss 0.098, test 0.072
Epoch 8, step 993, loss 0.535, test 0.073
Epoch 8, step 994, loss 0.357, test 0.072
Epoch 8, step 995, loss 0.000, test 0.072
Epoch 8, step 996, loss 0.458, test 0.087
Epoch 8, step 997, loss 0.005, test 0.090
Epoch 8, step 998, loss 0.144, test 0.080
Epoch 8, step 999, loss 0.001, test 0.079
Epoch 9, step 0, loss 0.019, test 0.078
Epoch 9, step 1, loss 0.069, test 0.078
Epoch 9, step 2, loss 0.162, test 0.075
Epoch 9, step 3, loss 0.226, test 0.072
Epoch 9, step 4, loss 0.005, test 0.072
Epoch 9, step 5, loss 0.205, test 0.074
Epoch 9, step 6, loss 0.119, test 0.074
Epoch 9, step 7, loss 0.016, test 0.074
Epoch 9, step 8, loss 0.002, test 0.074
Epoch 9, step 9, loss 0.333, test 0.074
Epoch 9, step 10, loss 0.571, test 0.086
Epoch 9, step 11, loss 0.055, test 0.086
Epoch 9, step 12, loss 0.145, test 0.098
Epoch 9, step 13, loss 0.811, test 0.107
Epoch 9, step 14, loss 0.001, test 0.109
Epoch 9, step 15, loss 0.005, test 0.109
Epoch 9, step 16, loss 1.136, test 0.165
Epoch 9, step 17, loss 0.009, test 0.175
Epoch 9, step 18, loss 0.275, test 0.174
Epoch 9, step 19, loss 0.231, test 0.139
Epoch 9, step 20, loss 0.576, test 0.130
Epoch 9, step 21, loss 0.007, test 0.127
Epoch 9, step 22, loss 0.688, test 0.080
Epoch 9, step 23, loss 0.141, test 0.080
Epoch 9, step 24, loss 0.001, test 0.082
Epoch 9, step 25, loss 0.026, test 0.082
Epoch 9, step 26, loss 0.000, test 0.083
Epoch 9, step 27, loss 0.009, test 0.083
Epoch 9, step 28, loss 0.141, test 0.116
Epoch 9, step 29, loss 0.164, test 0.146
Epoch 9, step 30, loss 0.071, test 0.159
Epoch 9, step 31, loss 0.008, test 0.158
Epoch 9, step 32, loss 0.004, test 0.160
Epoch 9, step 33, loss 0.000, test 0.161
Epoch 9, step 34, loss 0.212, test 0.139
Epoch 9, step 35, loss 1.324, test 0.117
Epoch 9, step 36, loss 0.002, test 0.154
Epoch 9, step 37, loss 0.141, test 0.230
Epoch 9, step 38, loss 0.016, test 0.254
Epoch 9, step 39, loss 0.003, test 0.268
Epoch 9, step 40, loss 1.040, test 0.089
Epoch 9, step 41, loss 0.302, test 0.076
Epoch 9, step 42, loss 0.338, test 0.094
Epoch 9, step 43, loss 0.872, test 0.158
Epoch 9, step 44, loss 0.503, test 0.185
Epoch 9, step 45, loss 0.276, test 0.189
Epoch 9, step 46, loss 0.023, test 0.192
Epoch 9, step 47, loss 0.269, test 0.203
Epoch 9, step 48, loss 0.003, test 0.209
Epoch 9, step 49, loss 0.009, test 0.208
Epoch 9, step 50, loss 0.128, test 0.201
Epoch 9, step 51, loss 0.006, test 0.195
Epoch 9, step 52, loss 0.072, test 0.199
Epoch 9, step 53, loss 0.011, test 0.198
Epoch 9, step 54, loss 0.000, test 0.198
Epoch 9, step 55, loss 0.002, test 0.195
Epoch 9, step 56, loss 0.155, test 0.102
Epoch 9, step 57, loss 0.154, test 0.095
Epoch 9, step 58, loss 0.120, test 0.093
Epoch 9, step 59, loss 0.010, test 0.091
Epoch 9, step 60, loss 0.030, test 0.092
Epoch 9, step 61, loss 0.000, test 0.092
Epoch 9, step 62, loss 0.038, test 0.091
Epoch 9, step 63, loss 0.115, test 0.093
Epoch 9, step 64, loss 0.003, test 0.094
Epoch 9, step 65, loss 0.323, test 0.089
Epoch 9, step 66, loss 0.001, test 0.089
Epoch 9, step 67, loss 0.001, test 0.089
Epoch 9, step 68, loss 0.011, test 0.088
Epoch 9, step 69, loss 0.128, test 0.087
Epoch 9, step 70, loss 0.072, test 0.088
Epoch 9, step 71, loss 0.017, test 0.087
Epoch 9, step 72, loss 0.045, test 0.088
Epoch 9, step 73, loss 0.004, test 0.089
Epoch 9, step 74, loss 0.008, test 0.088
Epoch 9, step 75, loss 0.050, test 0.089
Epoch 9, step 76, loss 0.160, test 0.092
Epoch 9, step 77, loss 0.034, test 0.088
Epoch 9, step 78, loss 0.221, test 0.099
Epoch 9, step 79, loss 0.157, test 0.096
Epoch 9, step 80, loss 0.004, test 0.098
Epoch 9, step 81, loss 0.013, test 0.099
Epoch 9, step 82, loss 0.000, test 0.099
Epoch 9, step 83, loss 0.145, test 0.112
Epoch 9, step 84, loss 0.093, test 0.113
Epoch 9, step 85, loss 0.054, test 0.113
Epoch 9, step 86, loss 0.031, test 0.115
Epoch 9, step 87, loss 0.006, test 0.115
Epoch 9, step 88, loss 0.015, test 0.117
Epoch 9, step 89, loss 0.378, test 0.112
Epoch 9, step 90, loss 0.102, test 0.092
Epoch 9, step 91, loss 0.048, test 0.084
Epoch 9, step 92, loss 0.005, test 0.083
Epoch 9, step 93, loss 0.015, test 0.082
Epoch 9, step 94, loss 0.004, test 0.081
Epoch 9, step 95, loss 0.008, test 0.081
Epoch 9, step 96, loss 0.077, test 0.082
Epoch 9, step 97, loss 0.093, test 0.090
Epoch 9, step 98, loss 0.029, test 0.090
Epoch 9, step 99, loss 0.079, test 0.101
Epoch 9, step 100, loss 0.143, test 0.109
Epoch 9, step 101, loss 0.000, test 0.111
Epoch 9, step 102, loss 0.000, test 0.112
Epoch 9, step 103, loss 0.176, test 0.078
Epoch 9, step 104, loss 0.027, test 0.075
Epoch 9, step 105, loss 0.004, test 0.074
Epoch 9, step 106, loss 0.181, test 0.074
Epoch 9, step 107, loss 0.076, test 0.074
Epoch 9, step 108, loss 0.078, test 0.073
Epoch 9, step 109, loss 0.149, test 0.077
Epoch 9, step 110, loss 0.472, test 0.081
Epoch 9, step 111, loss 0.010, test 0.082
Epoch 9, step 112, loss 0.228, test 0.073
Epoch 9, step 113, loss 0.212, test 0.089
Epoch 9, step 114, loss 0.005, test 0.091
Epoch 9, step 115, loss 0.152, test 0.096
Epoch 9, step 116, loss 0.431, test 0.104
Epoch 9, step 117, loss 0.001, test 0.106
Epoch 9, step 118, loss 0.165, test 0.106
Epoch 9, step 119, loss 0.070, test 0.100
Epoch 9, step 120, loss 0.022, test 0.104
Epoch 9, step 121, loss 0.019, test 0.105
Epoch 9, step 122, loss 0.082, test 0.094
Epoch 9, step 123, loss 0.067, test 0.091
Epoch 9, step 124, loss 0.025, test 0.090
Epoch 9, step 125, loss 0.299, test 0.088
Epoch 9, step 126, loss 0.032, test 0.091
Epoch 9, step 127, loss 0.010, test 0.092
Epoch 9, step 128, loss 0.535, test 0.109
Epoch 9, step 129, loss 0.000, test 0.112
Epoch 9, step 130, loss 0.220, test 0.082
Epoch 9, step 131, loss 0.094, test 0.081
Epoch 9, step 132, loss 0.567, test 0.079
Epoch 9, step 133, loss 0.011, test 0.080
Epoch 9, step 134, loss 0.042, test 0.079
Epoch 9, step 135, loss 0.019, test 0.079
Epoch 9, step 136, loss 0.018, test 0.079
Epoch 9, step 137, loss 0.015, test 0.079
Epoch 9, step 138, loss 0.093, test 0.080
Epoch 9, step 139, loss 0.098, test 0.080
Epoch 9, step 140, loss 0.085, test 0.078
Epoch 9, step 141, loss 0.005, test 0.079
Epoch 9, step 142, loss 0.080, test 0.079
Epoch 9, step 143, loss 0.008, test 0.079
Epoch 9, step 144, loss 0.002, test 0.079
Epoch 9, step 145, loss 0.087, test 0.080
Epoch 9, step 146, loss 0.014, test 0.080
Epoch 9, step 147, loss 0.122, test 0.080
Epoch 9, step 148, loss 0.006, test 0.080
Epoch 9, step 149, loss 0.253, test 0.079
Epoch 9, step 150, loss 0.182, test 0.100
Epoch 9, step 151, loss 0.119, test 0.118
Epoch 9, step 152, loss 0.057, test 0.136
Epoch 9, step 153, loss 0.128, test 0.149
Epoch 9, step 154, loss 0.011, test 0.153
Epoch 9, step 155, loss 0.055, test 0.159
Epoch 9, step 156, loss 0.057, test 0.158
Epoch 9, step 157, loss 0.095, test 0.140
Epoch 9, step 158, loss 0.069, test 0.117
Epoch 9, step 159, loss 0.210, test 0.110
Epoch 9, step 160, loss 0.024, test 0.110
Epoch 9, step 161, loss 0.149, test 0.112
Epoch 9, step 162, loss 0.024, test 0.109
Epoch 9, step 163, loss 0.339, test 0.104
Epoch 9, step 164, loss 0.023, test 0.102
Epoch 9, step 165, loss 0.334, test 0.087
Epoch 9, step 166, loss 0.209, test 0.087
Epoch 9, step 167, loss 0.001, test 0.087
Epoch 9, step 168, loss 0.041, test 0.085
Epoch 9, step 169, loss 0.360, test 0.083
Epoch 9, step 170, loss 0.010, test 0.082
Epoch 9, step 171, loss 0.038, test 0.084
Epoch 9, step 172, loss 0.044, test 0.084
Epoch 9, step 173, loss 0.162, test 0.082
Epoch 9, step 174, loss 0.003, test 0.083
Epoch 9, step 175, loss 0.089, test 0.083
Epoch 9, step 176, loss 0.019, test 0.083
Epoch 9, step 177, loss 0.107, test 0.090
Epoch 9, step 178, loss 0.076, test 0.090
Epoch 9, step 179, loss 0.019, test 0.089
Epoch 9, step 180, loss 0.001, test 0.088
Epoch 9, step 181, loss 0.074, test 0.092
Epoch 9, step 182, loss 0.022, test 0.090
Epoch 9, step 183, loss 0.136, test 0.096
Epoch 9, step 184, loss 0.005, test 0.098
Epoch 9, step 185, loss 0.009, test 0.098
Epoch 9, step 186, loss 0.012, test 0.095
Epoch 9, step 187, loss 0.448, test 0.089
Epoch 9, step 188, loss 0.104, test 0.086
Epoch 9, step 189, loss 0.094, test 0.100
Epoch 9, step 190, loss 0.030, test 0.103
Epoch 9, step 191, loss 0.017, test 0.105
Epoch 9, step 192, loss 0.099, test 0.110
Epoch 9, step 193, loss 0.113, test 0.106
Epoch 9, step 194, loss 0.111, test 0.122
Epoch 9, step 195, loss 0.438, test 0.104
Epoch 9, step 196, loss 0.199, test 0.110
Epoch 9, step 197, loss 0.007, test 0.112
Epoch 9, step 198, loss 0.002, test 0.111
Epoch 9, step 199, loss 0.008, test 0.112
Epoch 9, step 200, loss 0.086, test 0.107
Epoch 9, step 201, loss 0.056, test 0.117
Epoch 9, step 202, loss 0.002, test 0.117
Epoch 9, step 203, loss 0.000, test 0.118
Epoch 9, step 204, loss 0.000, test 0.118
Epoch 9, step 205, loss 0.312, test 0.131
Epoch 9, step 206, loss 0.208, test 0.112
Epoch 9, step 207, loss 0.186, test 0.091
Epoch 9, step 208, loss 0.021, test 0.086
Epoch 9, step 209, loss 0.057, test 0.080
Epoch 9, step 210, loss 0.113, test 0.078
Epoch 9, step 211, loss 0.190, test 0.079
Epoch 9, step 212, loss 0.017, test 0.081
Epoch 9, step 213, loss 0.014, test 0.095
Epoch 9, step 214, loss 0.001, test 0.098
Epoch 9, step 215, loss 0.135, test 0.098
Epoch 9, step 216, loss 0.141, test 0.096
Epoch 9, step 217, loss 0.275, test 0.123
Epoch 9, step 218, loss 0.057, test 0.127
Epoch 9, step 219, loss 0.264, test 0.092
Epoch 9, step 220, loss 0.051, test 0.086
Epoch 9, step 221, loss 0.000, test 0.085
Epoch 9, step 222, loss 0.001, test 0.084
Epoch 9, step 223, loss 0.006, test 0.083
Epoch 9, step 224, loss 0.186, test 0.086
Epoch 9, step 225, loss 0.001, test 0.087
Epoch 9, step 226, loss 0.210, test 0.089
Epoch 9, step 227, loss 0.036, test 0.084
Epoch 9, step 228, loss 0.061, test 0.083
Epoch 9, step 229, loss 0.018, test 0.083
Epoch 9, step 230, loss 0.110, test 0.083
Epoch 9, step 231, loss 0.140, test 0.080
Epoch 9, step 232, loss 0.001, test 0.080
Epoch 9, step 233, loss 0.132, test 0.078
Epoch 9, step 234, loss 0.019, test 0.078
Epoch 9, step 235, loss 0.022, test 0.078
Epoch 9, step 236, loss 0.002, test 0.077
Epoch 9, step 237, loss 0.514, test 0.081
Epoch 9, step 238, loss 0.011, test 0.083
Epoch 9, step 239, loss 0.007, test 0.085
Epoch 9, step 240, loss 0.000, test 0.085
Epoch 9, step 241, loss 0.103, test 0.087
Epoch 9, step 242, loss 0.012, test 0.089
Epoch 9, step 243, loss 0.155, test 0.098
Epoch 9, step 244, loss 0.037, test 0.106
Epoch 9, step 245, loss 0.011, test 0.108
Epoch 9, step 246, loss 0.108, test 0.142
Epoch 9, step 247, loss 0.004, test 0.147
Epoch 9, step 248, loss 0.049, test 0.158
Epoch 9, step 249, loss 0.153, test 0.164
Epoch 9, step 250, loss 0.010, test 0.167
Epoch 9, step 251, loss 0.279, test 0.159
Epoch 9, step 252, loss 0.128, test 0.179
Epoch 9, step 253, loss 0.324, test 0.173
Epoch 9, step 254, loss 0.006, test 0.168
Epoch 9, step 255, loss 0.173, test 0.164
Epoch 9, step 256, loss 0.554, test 0.136
Epoch 9, step 257, loss 0.144, test 0.145
Epoch 9, step 258, loss 0.134, test 0.140
Epoch 9, step 259, loss 0.013, test 0.141
Epoch 9, step 260, loss 0.031, test 0.127
Epoch 9, step 261, loss 0.115, test 0.101
Epoch 9, step 262, loss 0.030, test 0.093
Epoch 9, step 263, loss 0.004, test 0.091
Epoch 9, step 264, loss 0.068, test 0.105
Epoch 9, step 265, loss 0.025, test 0.106
Epoch 9, step 266, loss 0.012, test 0.103
Epoch 9, step 267, loss 0.003, test 0.102
Epoch 9, step 268, loss 0.063, test 0.103
Epoch 9, step 269, loss 0.006, test 0.114
Epoch 9, step 270, loss 0.747, test 0.106
Epoch 9, step 271, loss 0.008, test 0.126
Epoch 9, step 272, loss 0.002, test 0.139
Epoch 9, step 273, loss 0.043, test 0.140
Epoch 9, step 274, loss 0.002, test 0.141
Epoch 9, step 275, loss 0.088, test 0.139
Epoch 9, step 276, loss 0.034, test 0.133
Epoch 9, step 277, loss 0.063, test 0.135
Epoch 9, step 278, loss 0.093, test 0.133
Epoch 9, step 279, loss 0.124, test 0.170
Epoch 9, step 280, loss 0.199, test 0.173
Epoch 9, step 281, loss 0.050, test 0.172
Epoch 9, step 282, loss 0.034, test 0.168
Epoch 9, step 283, loss 0.029, test 0.172
Epoch 9, step 284, loss 0.060, test 0.176
Epoch 9, step 285, loss 0.193, test 0.171
Epoch 9, step 286, loss 0.069, test 0.129
Epoch 9, step 287, loss 0.169, test 0.125
Epoch 9, step 288, loss 0.116, test 0.120
Epoch 9, step 289, loss 0.131, test 0.104
Epoch 9, step 290, loss 0.336, test 0.101
Epoch 9, step 291, loss 0.254, test 0.097
Epoch 9, step 292, loss 0.021, test 0.099
Epoch 9, step 293, loss 0.061, test 0.100
Epoch 9, step 294, loss 0.161, test 0.103
Epoch 9, step 295, loss 0.014, test 0.102
Epoch 9, step 296, loss 0.002, test 0.102
Epoch 9, step 297, loss 0.000, test 0.102
Epoch 9, step 298, loss 0.138, test 0.104
Epoch 9, step 299, loss 0.084, test 0.107
Epoch 9, step 300, loss 0.016, test 0.109
Epoch 9, step 301, loss 0.004, test 0.110
Epoch 9, step 302, loss 0.008, test 0.111
Epoch 9, step 303, loss 0.004, test 0.112
Epoch 9, step 304, loss 0.006, test 0.109
Epoch 9, step 305, loss 0.001, test 0.109
Epoch 9, step 306, loss 0.013, test 0.110
Epoch 9, step 307, loss 0.011, test 0.109
Epoch 9, step 308, loss 0.025, test 0.113
Epoch 9, step 309, loss 0.050, test 0.112
Epoch 9, step 310, loss 0.026, test 0.114
Epoch 9, step 311, loss 0.067, test 0.117
Epoch 9, step 312, loss 0.052, test 0.118
Epoch 9, step 313, loss 0.004, test 0.118
Epoch 9, step 314, loss 0.165, test 0.112
Epoch 9, step 315, loss 0.069, test 0.113
Epoch 9, step 316, loss 0.015, test 0.114
Epoch 9, step 317, loss 0.008, test 0.112
Epoch 9, step 318, loss 0.054, test 0.114
Epoch 9, step 319, loss 0.063, test 0.106
Epoch 9, step 320, loss 0.103, test 0.103
Epoch 9, step 321, loss 0.474, test 0.115
Epoch 9, step 322, loss 0.038, test 0.105
Epoch 9, step 323, loss 0.281, test 0.101
Epoch 9, step 324, loss 0.918, test 0.129
Epoch 9, step 325, loss 0.081, test 0.113
Epoch 9, step 326, loss 0.012, test 0.113
Epoch 9, step 327, loss 0.031, test 0.111
Epoch 9, step 328, loss 0.012, test 0.110
Epoch 9, step 329, loss 0.090, test 0.115
Epoch 9, step 330, loss 0.025, test 0.115
Epoch 9, step 331, loss 0.255, test 0.108
Epoch 9, step 332, loss 0.084, test 0.097
Epoch 9, step 333, loss 0.004, test 0.098
Epoch 9, step 334, loss 0.015, test 0.099
Epoch 9, step 335, loss 0.101, test 0.101
Epoch 9, step 336, loss 0.018, test 0.097
Epoch 9, step 337, loss 0.131, test 0.099
Epoch 9, step 338, loss 0.017, test 0.098
Epoch 9, step 339, loss 0.988, test 0.122
Epoch 9, step 340, loss 0.122, test 0.150
Epoch 9, step 341, loss 0.013, test 0.164
Epoch 9, step 342, loss 0.603, test 0.128
Epoch 9, step 343, loss 0.000, test 0.124
Epoch 9, step 344, loss 0.002, test 0.122
Epoch 9, step 345, loss 0.020, test 0.121
Epoch 9, step 346, loss 0.243, test 0.122
Epoch 9, step 347, loss 0.178, test 0.122
Epoch 9, step 348, loss 0.006, test 0.121
Epoch 9, step 349, loss 0.020, test 0.123
Epoch 9, step 350, loss 0.001, test 0.123
Epoch 9, step 351, loss 0.050, test 0.121
Epoch 9, step 352, loss 0.047, test 0.118
Epoch 9, step 353, loss 0.265, test 0.146
Epoch 9, step 354, loss 0.014, test 0.160
Epoch 9, step 355, loss 0.102, test 0.173
Epoch 9, step 356, loss 0.043, test 0.169
Epoch 9, step 357, loss 0.003, test 0.170
Epoch 9, step 358, loss 0.019, test 0.185
Epoch 9, step 359, loss 0.152, test 0.191
Epoch 9, step 360, loss 0.043, test 0.194
Epoch 9, step 361, loss 0.084, test 0.193
Epoch 9, step 362, loss 0.018, test 0.197
Epoch 9, step 363, loss 0.010, test 0.200
Epoch 9, step 364, loss 0.016, test 0.204
Epoch 9, step 365, loss 0.223, test 0.218
Epoch 9, step 366, loss 0.287, test 0.211
Epoch 9, step 367, loss 0.035, test 0.210
Epoch 9, step 368, loss 0.089, test 0.167
Epoch 9, step 369, loss 0.053, test 0.165
Epoch 9, step 370, loss 0.029, test 0.166
Epoch 9, step 371, loss 0.011, test 0.166
Epoch 9, step 372, loss 0.174, test 0.168
Epoch 9, step 373, loss 0.001, test 0.170
Epoch 9, step 374, loss 0.641, test 0.142
Epoch 9, step 375, loss 0.037, test 0.140
Epoch 9, step 376, loss 0.028, test 0.139
Epoch 9, step 377, loss 0.000, test 0.139
Epoch 9, step 378, loss 0.247, test 0.132
Epoch 9, step 379, loss 0.192, test 0.132
Epoch 9, step 380, loss 0.197, test 0.125
Epoch 9, step 381, loss 0.054, test 0.123
Epoch 9, step 382, loss 0.007, test 0.123
Epoch 9, step 383, loss 0.025, test 0.123
Epoch 9, step 384, loss 0.004, test 0.123
Epoch 9, step 385, loss 0.488, test 0.158
Epoch 9, step 386, loss 0.311, test 0.126
Epoch 9, step 387, loss 0.036, test 0.124
Epoch 9, step 388, loss 0.124, test 0.102
Epoch 9, step 389, loss 0.016, test 0.103
Epoch 9, step 390, loss 0.048, test 0.112
Epoch 9, step 391, loss 0.297, test 0.160
Epoch 9, step 392, loss 0.012, test 0.174
Epoch 9, step 393, loss 0.073, test 0.156
Epoch 9, step 394, loss 0.172, test 0.123
Epoch 9, step 395, loss 0.753, test 0.122
Epoch 9, step 396, loss 0.376, test 0.125
Epoch 9, step 397, loss 1.719, test 0.114
Epoch 9, step 398, loss 0.188, test 0.112
Epoch 9, step 399, loss 0.029, test 0.112
Epoch 9, step 400, loss 0.040, test 0.117
Epoch 9, step 401, loss 0.140, test 0.117
Epoch 9, step 402, loss 0.013, test 0.117
Epoch 9, step 403, loss 0.336, test 0.093
Epoch 9, step 404, loss 0.072, test 0.091
Epoch 9, step 405, loss 0.005, test 0.090
Epoch 9, step 406, loss 0.077, test 0.089
Epoch 9, step 407, loss 0.050, test 0.096
Epoch 9, step 408, loss 0.434, test 0.101
Epoch 9, step 409, loss 0.436, test 0.088
Epoch 9, step 410, loss 0.010, test 0.086
Epoch 9, step 411, loss 0.018, test 0.085
Epoch 9, step 412, loss 0.005, test 0.085
Epoch 9, step 413, loss 0.150, test 0.087
Epoch 9, step 414, loss 0.054, test 0.087
Epoch 9, step 415, loss 0.002, test 0.087
Epoch 9, step 416, loss 0.040, test 0.089
Epoch 9, step 417, loss 0.011, test 0.089
Epoch 9, step 418, loss 0.249, test 0.167
Epoch 9, step 419, loss 0.323, test 0.167
Epoch 9, step 420, loss 0.027, test 0.145
Epoch 9, step 421, loss 0.080, test 0.147
Epoch 9, step 422, loss 0.030, test 0.148
Epoch 9, step 423, loss 0.089, test 0.142
Epoch 9, step 424, loss 0.002, test 0.142
Epoch 9, step 425, loss 0.555, test 0.146
Epoch 9, step 426, loss 0.067, test 0.163
Epoch 9, step 427, loss 0.234, test 0.172
Epoch 9, step 428, loss 0.009, test 0.179
Epoch 9, step 429, loss 0.049, test 0.180
Epoch 9, step 430, loss 0.155, test 0.198
Epoch 9, step 431, loss 0.202, test 0.157
Epoch 9, step 432, loss 0.784, test 0.097
Epoch 9, step 433, loss 0.010, test 0.125
Epoch 9, step 434, loss 0.039, test 0.134
Epoch 9, step 435, loss 0.161, test 0.148
Epoch 9, step 436, loss 0.375, test 0.162
Epoch 9, step 437, loss 0.031, test 0.173
Epoch 9, step 438, loss 0.000, test 0.177
Epoch 9, step 439, loss 0.011, test 0.170
Epoch 9, step 440, loss 0.098, test 0.135
Epoch 9, step 441, loss 0.031, test 0.131
Epoch 9, step 442, loss 0.020, test 0.123
Epoch 9, step 443, loss 0.026, test 0.126
Epoch 9, step 444, loss 0.030, test 0.127
Epoch 9, step 445, loss 0.227, test 0.139
Epoch 9, step 446, loss 0.126, test 0.145
Epoch 9, step 447, loss 0.004, test 0.147
Epoch 9, step 448, loss 0.028, test 0.149
Epoch 9, step 449, loss 0.002, test 0.151
Epoch 9, step 450, loss 0.229, test 0.157
Epoch 9, step 451, loss 0.017, test 0.154
Epoch 9, step 452, loss 0.239, test 0.172
Epoch 9, step 453, loss 0.326, test 0.120
Epoch 9, step 454, loss 0.618, test 0.121
Epoch 9, step 455, loss 0.029, test 0.120
Epoch 9, step 456, loss 0.094, test 0.124
Epoch 9, step 457, loss 0.004, test 0.122
Epoch 9, step 458, loss 0.122, test 0.126
Epoch 9, step 459, loss 0.014, test 0.122
Epoch 9, step 460, loss 0.093, test 0.135
Epoch 9, step 461, loss 0.013, test 0.139
Epoch 9, step 462, loss 0.164, test 0.105
Epoch 9, step 463, loss 0.011, test 0.103
Epoch 9, step 464, loss 0.043, test 0.112
Epoch 9, step 465, loss 0.072, test 0.119
Epoch 9, step 466, loss 0.080, test 0.126
Epoch 9, step 467, loss 0.083, test 0.114
Epoch 9, step 468, loss 0.036, test 0.115
Epoch 9, step 469, loss 0.035, test 0.116
Epoch 9, step 470, loss 0.137, test 0.113
Epoch 9, step 471, loss 0.002, test 0.113
Epoch 9, step 472, loss 0.000, test 0.113
Epoch 9, step 473, loss 0.002, test 0.112
Epoch 9, step 474, loss 0.088, test 0.110
Epoch 9, step 475, loss 0.028, test 0.108
Epoch 9, step 476, loss 0.004, test 0.109
Epoch 9, step 477, loss 0.004, test 0.108
Epoch 9, step 478, loss 0.042, test 0.108
Epoch 9, step 479, loss 0.341, test 0.106
Epoch 9, step 480, loss 0.300, test 0.106
Epoch 9, step 481, loss 0.001, test 0.106
Epoch 9, step 482, loss 0.199, test 0.102
Epoch 9, step 483, loss 0.021, test 0.106
Epoch 9, step 484, loss 0.007, test 0.108
Epoch 9, step 485, loss 0.118, test 0.110
Epoch 9, step 486, loss 0.532, test 0.105
Epoch 9, step 487, loss 0.063, test 0.104
Epoch 9, step 488, loss 0.862, test 0.101
Epoch 9, step 489, loss 0.068, test 0.102
Epoch 9, step 490, loss 0.006, test 0.100
Epoch 9, step 491, loss 0.004, test 0.101
Epoch 9, step 492, loss 0.004, test 0.103
Epoch 9, step 493, loss 0.012, test 0.102
Epoch 9, step 494, loss 0.000, test 0.102
Epoch 9, step 495, loss 0.059, test 0.101
Epoch 9, step 496, loss 0.069, test 0.102
Epoch 9, step 497, loss 0.053, test 0.102
Epoch 9, step 498, loss 0.384, test 0.106
Epoch 9, step 499, loss 0.158, test 0.104
Epoch 9, step 500, loss 0.007, test 0.104
Epoch 9, step 501, loss 0.139, test 0.104
Epoch 9, step 502, loss 0.610, test 0.102
Epoch 9, step 503, loss 1.217, test 0.115
Epoch 9, step 504, loss 0.050, test 0.119
Epoch 9, step 505, loss 0.030, test 0.115
Epoch 9, step 506, loss 0.128, test 0.135
Epoch 9, step 507, loss 0.001, test 0.139
Epoch 9, step 508, loss 1.373, test 0.161
Epoch 9, step 509, loss 0.038, test 0.164
Epoch 9, step 510, loss 0.872, test 0.090
Epoch 9, step 511, loss 0.309, test 0.084
Epoch 9, step 512, loss 0.007, test 0.084
Epoch 9, step 513, loss 0.112, test 0.082
Epoch 9, step 514, loss 0.302, test 0.081
Epoch 9, step 515, loss 0.580, test 0.090
Epoch 9, step 516, loss 0.308, test 0.098
Epoch 9, step 517, loss 0.088, test 0.102
Epoch 9, step 518, loss 0.063, test 0.109
Epoch 9, step 519, loss 0.057, test 0.102
Epoch 9, step 520, loss 0.052, test 0.091
Epoch 9, step 521, loss 1.085, test 0.081
Epoch 9, step 522, loss 0.066, test 0.083
Epoch 9, step 523, loss 0.025, test 0.083
Epoch 9, step 524, loss 0.001, test 0.083
Epoch 9, step 525, loss 0.085, test 0.082
Epoch 9, step 526, loss 0.121, test 0.083
Epoch 9, step 527, loss 0.084, test 0.082
Epoch 9, step 528, loss 0.008, test 0.081
Epoch 9, step 529, loss 0.029, test 0.080
Epoch 9, step 530, loss 0.001, test 0.080
Epoch 9, step 531, loss 0.356, test 0.127
Epoch 9, step 532, loss 0.011, test 0.146
Epoch 9, step 533, loss 0.009, test 0.151
Epoch 9, step 534, loss 0.008, test 0.156
Epoch 9, step 535, loss 0.015, test 0.161
Epoch 9, step 536, loss 0.075, test 0.115
Epoch 9, step 537, loss 0.287, test 0.117
Epoch 9, step 538, loss 0.242, test 0.114
Epoch 9, step 539, loss 0.011, test 0.111
Epoch 9, step 540, loss 0.008, test 0.119
Epoch 9, step 541, loss 0.064, test 0.121
Epoch 9, step 542, loss 0.070, test 0.118
Epoch 9, step 543, loss 0.259, test 0.114
Epoch 9, step 544, loss 0.069, test 0.109
Epoch 9, step 545, loss 0.232, test 0.104
Epoch 9, step 546, loss 0.004, test 0.104
Epoch 9, step 547, loss 0.000, test 0.103
Epoch 9, step 548, loss 0.015, test 0.100
Epoch 9, step 549, loss 0.140, test 0.093
Epoch 9, step 550, loss 0.079, test 0.093
Epoch 9, step 551, loss 0.046, test 0.094
Epoch 9, step 552, loss 0.008, test 0.094
Epoch 9, step 553, loss 0.101, test 0.096
Epoch 9, step 554, loss 0.251, test 0.103
Epoch 9, step 555, loss 0.072, test 0.105
Epoch 9, step 556, loss 0.020, test 0.106
Epoch 9, step 557, loss 0.003, test 0.106
Epoch 9, step 558, loss 0.000, test 0.106
Epoch 9, step 559, loss 0.004, test 0.106
Epoch 9, step 560, loss 0.020, test 0.107
Epoch 9, step 561, loss 0.169, test 0.101
Epoch 9, step 562, loss 0.001, test 0.101
Epoch 9, step 563, loss 0.002, test 0.102
Epoch 9, step 564, loss 0.007, test 0.103
Epoch 9, step 565, loss 0.289, test 0.104
Epoch 9, step 566, loss 0.043, test 0.105
Epoch 9, step 567, loss 0.815, test 0.118
Epoch 9, step 568, loss 0.027, test 0.121
Epoch 9, step 569, loss 0.102, test 0.133
Epoch 9, step 570, loss 0.002, test 0.136
Epoch 9, step 571, loss 0.042, test 0.140
Epoch 9, step 572, loss 0.481, test 0.136
Epoch 9, step 573, loss 0.310, test 0.172
Epoch 9, step 574, loss 0.013, test 0.177
Epoch 9, step 575, loss 0.191, test 0.183
Epoch 9, step 576, loss 0.000, test 0.185
Epoch 9, step 577, loss 0.328, test 0.179
Epoch 9, step 578, loss 0.071, test 0.181
Epoch 9, step 579, loss 0.068, test 0.186
Epoch 9, step 580, loss 0.107, test 0.189
Epoch 9, step 581, loss 0.018, test 0.199
Epoch 9, step 582, loss 0.219, test 0.205
Epoch 9, step 583, loss 0.033, test 0.208
Epoch 9, step 584, loss 0.054, test 0.203
Epoch 9, step 585, loss 0.663, test 0.198
Epoch 9, step 586, loss 0.174, test 0.193
Epoch 9, step 587, loss 0.035, test 0.194
Epoch 9, step 588, loss 0.654, test 0.180
Epoch 9, step 589, loss 0.201, test 0.149
Epoch 9, step 590, loss 0.335, test 0.167
Epoch 9, step 591, loss 0.000, test 0.171
Epoch 9, step 592, loss 0.354, test 0.165
Epoch 9, step 593, loss 0.021, test 0.169
Epoch 9, step 594, loss 0.173, test 0.172
Epoch 9, step 595, loss 0.518, test 0.207
Epoch 9, step 596, loss 0.199, test 0.217
Epoch 9, step 597, loss 0.072, test 0.219
Epoch 9, step 598, loss 0.074, test 0.217
Epoch 9, step 599, loss 0.001, test 0.215
Epoch 9, step 600, loss 0.029, test 0.216
Epoch 9, step 601, loss 0.066, test 0.208
Epoch 9, step 602, loss 0.002, test 0.206
Epoch 9, step 603, loss 0.039, test 0.208
Epoch 9, step 604, loss 0.089, test 0.204
Epoch 9, step 605, loss 0.229, test 0.213
Epoch 9, step 606, loss 0.051, test 0.224
Epoch 9, step 607, loss 0.130, test 0.185
Epoch 9, step 608, loss 0.053, test 0.171
Epoch 9, step 609, loss 0.044, test 0.178
Epoch 9, step 610, loss 0.160, test 0.170
Epoch 9, step 611, loss 0.108, test 0.169
Epoch 9, step 612, loss 0.138, test 0.146
Epoch 9, step 613, loss 0.000, test 0.143
Epoch 9, step 614, loss 0.364, test 0.131
Epoch 9, step 615, loss 0.060, test 0.128
Epoch 9, step 616, loss 0.013, test 0.126
Epoch 9, step 617, loss 0.049, test 0.129
Epoch 9, step 618, loss 0.019, test 0.133
Epoch 9, step 619, loss 0.004, test 0.137
Epoch 9, step 620, loss 0.025, test 0.146
Epoch 9, step 621, loss 0.099, test 0.144
Epoch 9, step 622, loss 0.252, test 0.152
Epoch 9, step 623, loss 0.046, test 0.156
Epoch 9, step 624, loss 0.337, test 0.162
Epoch 9, step 625, loss 0.016, test 0.161
Epoch 9, step 626, loss 0.268, test 0.147
Epoch 9, step 627, loss 0.301, test 0.148
Epoch 9, step 628, loss 0.050, test 0.152
Epoch 9, step 629, loss 0.001, test 0.152
Epoch 9, step 630, loss 0.136, test 0.155
Epoch 9, step 631, loss 0.459, test 0.138
Epoch 9, step 632, loss 0.019, test 0.136
Epoch 9, step 633, loss 0.002, test 0.136
Epoch 9, step 634, loss 0.017, test 0.131
Epoch 9, step 635, loss 0.112, test 0.152
Epoch 9, step 636, loss 0.110, test 0.153
Epoch 9, step 637, loss 0.228, test 0.150
Epoch 9, step 638, loss 0.003, test 0.151
Epoch 9, step 639, loss 0.003, test 0.151
Epoch 9, step 640, loss 0.011, test 0.151
Epoch 9, step 641, loss 0.050, test 0.152
Epoch 9, step 642, loss 0.005, test 0.153
Epoch 9, step 643, loss 0.178, test 0.153
Epoch 9, step 644, loss 0.054, test 0.148
Epoch 9, step 645, loss 0.007, test 0.146
Epoch 9, step 646, loss 0.030, test 0.140
Epoch 9, step 647, loss 0.000, test 0.139
Epoch 9, step 648, loss 0.048, test 0.140
Epoch 9, step 649, loss 0.001, test 0.140
Epoch 9, step 650, loss 0.119, test 0.139
Epoch 9, step 651, loss 0.230, test 0.139
Epoch 9, step 652, loss 0.000, test 0.139
Epoch 9, step 653, loss 1.236, test 0.142
Epoch 9, step 654, loss 0.360, test 0.119
Epoch 9, step 655, loss 0.105, test 0.123
Epoch 9, step 656, loss 0.004, test 0.126
Epoch 9, step 657, loss 0.011, test 0.126
Epoch 9, step 658, loss 0.056, test 0.126
Epoch 9, step 659, loss 0.163, test 0.146
Epoch 9, step 660, loss 0.345, test 0.155
Epoch 9, step 661, loss 0.545, test 0.136
Epoch 9, step 662, loss 0.202, test 0.137
Epoch 9, step 663, loss 0.013, test 0.136
Epoch 9, step 664, loss 0.188, test 0.144
Epoch 9, step 665, loss 0.016, test 0.146
Epoch 9, step 666, loss 0.407, test 0.165
Epoch 9, step 667, loss 0.007, test 0.164
Epoch 9, step 668, loss 0.697, test 0.169
Epoch 9, step 669, loss 0.009, test 0.173
Epoch 9, step 670, loss 0.336, test 0.178
Epoch 9, step 671, loss 0.046, test 0.187
Epoch 9, step 672, loss 0.236, test 0.185
Epoch 9, step 673, loss 0.000, test 0.185
Epoch 9, step 674, loss 0.001, test 0.185
Epoch 9, step 675, loss 0.000, test 0.186
Epoch 9, step 676, loss 1.009, test 0.179
Epoch 9, step 677, loss 0.220, test 0.187
Epoch 9, step 678, loss 0.064, test 0.187
Epoch 9, step 679, loss 0.568, test 0.172
Epoch 9, step 680, loss 0.001, test 0.170
Epoch 9, step 681, loss 0.201, test 0.166
Epoch 9, step 682, loss 0.086, test 0.181
Epoch 9, step 683, loss 0.014, test 0.196
Epoch 9, step 684, loss 0.098, test 0.186
Epoch 9, step 685, loss 0.236, test 0.220
Epoch 9, step 686, loss 0.036, test 0.243
Epoch 9, step 687, loss 0.149, test 0.253
Epoch 9, step 688, loss 0.075, test 0.243
Epoch 9, step 689, loss 0.144, test 0.233
Epoch 9, step 690, loss 0.240, test 0.189
Epoch 9, step 691, loss 0.002, test 0.181
Epoch 9, step 692, loss 0.405, test 0.181
Epoch 9, step 693, loss 0.014, test 0.182
Epoch 9, step 694, loss 0.000, test 0.182
Epoch 9, step 695, loss 0.008, test 0.177
Epoch 9, step 696, loss 0.001, test 0.175
Epoch 9, step 697, loss 0.011, test 0.174
Epoch 9, step 698, loss 0.146, test 0.131
Epoch 9, step 699, loss 0.054, test 0.124
Epoch 9, step 700, loss 0.013, test 0.119
Epoch 9, step 701, loss 0.103, test 0.124
Epoch 9, step 702, loss 0.206, test 0.108
Epoch 9, step 703, loss 0.034, test 0.110
Epoch 9, step 704, loss 0.117, test 0.125
Epoch 9, step 705, loss 0.008, test 0.118
Epoch 9, step 706, loss 0.492, test 0.108
Epoch 9, step 707, loss 0.121, test 0.104
Epoch 9, step 708, loss 0.013, test 0.104
Epoch 9, step 709, loss 0.016, test 0.103
Epoch 9, step 710, loss 0.083, test 0.101
Epoch 9, step 711, loss 0.053, test 0.100
Epoch 9, step 712, loss 0.006, test 0.101
Epoch 9, step 713, loss 0.147, test 0.100
Epoch 9, step 714, loss 0.169, test 0.099
Epoch 9, step 715, loss 0.040, test 0.100
Epoch 9, step 716, loss 0.021, test 0.102
Epoch 9, step 717, loss 0.320, test 0.104
Epoch 9, step 718, loss 0.067, test 0.106
Epoch 9, step 719, loss 0.601, test 0.112
Epoch 9, step 720, loss 0.232, test 0.124
Epoch 9, step 721, loss 0.043, test 0.123
Epoch 9, step 722, loss 0.022, test 0.119
Epoch 9, step 723, loss 0.089, test 0.117
Epoch 9, step 724, loss 0.147, test 0.118
Epoch 9, step 725, loss 0.051, test 0.120
Epoch 9, step 726, loss 0.420, test 0.123
Epoch 9, step 727, loss 0.067, test 0.122
Epoch 9, step 728, loss 0.197, test 0.121
Epoch 9, step 729, loss 0.000, test 0.120
Epoch 9, step 730, loss 0.013, test 0.120
Epoch 9, step 731, loss 0.193, test 0.107
Epoch 9, step 732, loss 0.005, test 0.106
Epoch 9, step 733, loss 0.049, test 0.100
Epoch 9, step 734, loss 0.346, test 0.098
Epoch 9, step 735, loss 0.300, test 0.103
Epoch 9, step 736, loss 0.076, test 0.103
Epoch 9, step 737, loss 0.591, test 0.104
Epoch 9, step 738, loss 0.001, test 0.105
Epoch 9, step 739, loss 0.092, test 0.106
Epoch 9, step 740, loss 0.051, test 0.109
Epoch 9, step 741, loss 0.028, test 0.103
Epoch 9, step 742, loss 0.087, test 0.103
Epoch 9, step 743, loss 0.032, test 0.103
Epoch 9, step 744, loss 0.036, test 0.101
Epoch 9, step 745, loss 0.051, test 0.100
Epoch 9, step 746, loss 0.044, test 0.101
Epoch 9, step 747, loss 0.070, test 0.101
Epoch 9, step 748, loss 0.008, test 0.101
Epoch 9, step 749, loss 0.157, test 0.100
Epoch 9, step 750, loss 0.178, test 0.100
Epoch 9, step 751, loss 0.040, test 0.099
Epoch 9, step 752, loss 0.014, test 0.099
Epoch 9, step 753, loss 0.032, test 0.095
Epoch 9, step 754, loss 0.002, test 0.095
Epoch 9, step 755, loss 0.019, test 0.102
Epoch 9, step 756, loss 0.000, test 0.103
Epoch 9, step 757, loss 0.000, test 0.104
Epoch 9, step 758, loss 0.000, test 0.105
Epoch 9, step 759, loss 0.005, test 0.105
Epoch 9, step 760, loss 0.014, test 0.105
Epoch 9, step 761, loss 0.344, test 0.103
Epoch 9, step 762, loss 0.013, test 0.102
Epoch 9, step 763, loss 0.000, test 0.101
Epoch 9, step 764, loss 0.233, test 0.098
Epoch 9, step 765, loss 0.168, test 0.098
Epoch 9, step 766, loss 0.233, test 0.097
Epoch 9, step 767, loss 0.004, test 0.097
Epoch 9, step 768, loss 0.004, test 0.097
Epoch 9, step 769, loss 0.007, test 0.097
Epoch 9, step 770, loss 0.077, test 0.098
Epoch 9, step 771, loss 0.030, test 0.098
Epoch 9, step 772, loss 0.030, test 0.091
Epoch 9, step 773, loss 0.000, test 0.090
Epoch 9, step 774, loss 0.136, test 0.096
Epoch 9, step 775, loss 0.090, test 0.101
Epoch 9, step 776, loss 0.011, test 0.108
Epoch 9, step 777, loss 0.046, test 0.105
Epoch 9, step 778, loss 0.137, test 0.125
Epoch 9, step 779, loss 0.016, test 0.129
Epoch 9, step 780, loss 0.010, test 0.130
Epoch 9, step 781, loss 0.513, test 0.117
Epoch 9, step 782, loss 0.043, test 0.101
Epoch 9, step 783, loss 0.006, test 0.100
Epoch 9, step 784, loss 0.028, test 0.103
Epoch 9, step 785, loss 0.026, test 0.095
Epoch 9, step 786, loss 0.002, test 0.095
Epoch 9, step 787, loss 0.001, test 0.094
Epoch 9, step 788, loss 0.312, test 0.092
Epoch 9, step 789, loss 0.145, test 0.090
Epoch 9, step 790, loss 0.468, test 0.387
Epoch 9, step 791, loss 0.309, test 0.300
Epoch 9, step 792, loss 0.000, test 0.321
Epoch 9, step 793, loss 0.092, test 0.304
Epoch 9, step 794, loss 0.015, test 0.304
Epoch 9, step 795, loss 0.143, test 0.310
Epoch 9, step 796, loss 0.039, test 0.314
Epoch 9, step 797, loss 0.008, test 0.317
Epoch 9, step 798, loss 0.003, test 0.316
Epoch 9, step 799, loss 0.008, test 0.320
Epoch 9, step 800, loss 0.004, test 0.313
Epoch 9, step 801, loss 0.003, test 0.310
Epoch 9, step 802, loss 0.172, test 0.351
Epoch 9, step 803, loss 0.156, test 0.321
Epoch 9, step 804, loss 0.361, test 0.311
Epoch 9, step 805, loss 0.074, test 0.311
Epoch 9, step 806, loss 0.006, test 0.302
Epoch 9, step 807, loss 0.037, test 0.284
Epoch 9, step 808, loss 0.046, test 0.275
Epoch 9, step 809, loss 0.563, test 0.265
Epoch 9, step 810, loss 0.351, test 0.243
Epoch 9, step 811, loss 0.256, test 0.235
Epoch 9, step 812, loss 0.098, test 0.228
Epoch 9, step 813, loss 0.193, test 0.240
Epoch 9, step 814, loss 0.237, test 0.249
Epoch 9, step 815, loss 0.027, test 0.243
Epoch 9, step 816, loss 0.197, test 0.237
Epoch 9, step 817, loss 0.006, test 0.236
Epoch 9, step 818, loss 0.137, test 0.202
Epoch 9, step 819, loss 0.022, test 0.200
Epoch 9, step 820, loss 0.245, test 0.188
Epoch 9, step 821, loss 0.003, test 0.186
Epoch 9, step 822, loss 0.169, test 0.180
Epoch 9, step 823, loss 0.030, test 0.172
Epoch 9, step 824, loss 0.000, test 0.170
Epoch 9, step 825, loss 0.070, test 0.166
Epoch 9, step 826, loss 0.018, test 0.163
Epoch 9, step 827, loss 0.770, test 0.347
Epoch 9, step 828, loss 0.025, test 0.484
Epoch 9, step 829, loss 0.211, test 0.557
Epoch 9, step 830, loss 0.009, test 0.597
Epoch 9, step 831, loss 0.129, test 0.608
Epoch 9, step 832, loss 0.001, test 0.614
Epoch 9, step 833, loss 0.428, test 0.632
Epoch 9, step 834, loss 0.005, test 0.632
Epoch 9, step 835, loss 0.278, test 0.616
Epoch 9, step 836, loss 0.151, test 0.555
Epoch 9, step 837, loss 0.265, test 0.509
Epoch 9, step 838, loss 0.853, test 0.635
Epoch 9, step 839, loss 0.131, test 0.697
Epoch 9, step 840, loss 0.059, test 0.761
Epoch 9, step 841, loss 0.096, test 0.752
Epoch 9, step 842, loss 0.052, test 0.736
Epoch 9, step 843, loss 0.097, test 0.726
Epoch 9, step 844, loss 0.036, test 0.738
Epoch 9, step 845, loss 0.459, test 0.499
Epoch 9, step 846, loss 0.803, test 0.442
Epoch 9, step 847, loss 0.003, test 0.406
Epoch 9, step 848, loss 0.188, test 0.308
Epoch 9, step 849, loss 0.018, test 0.296
Epoch 9, step 850, loss 0.010, test 0.283
Epoch 9, step 851, loss 0.014, test 0.275
Epoch 9, step 852, loss 0.094, test 0.267
Epoch 9, step 853, loss 0.242, test 0.237
Epoch 9, step 854, loss 0.103, test 0.209
Epoch 9, step 855, loss 0.083, test 0.206
Epoch 9, step 856, loss 0.007, test 0.201
Epoch 9, step 857, loss 0.071, test 0.231
Epoch 9, step 858, loss 0.011, test 0.235
Epoch 9, step 859, loss 0.089, test 0.162
Epoch 9, step 860, loss 1.856, test 0.087
Epoch 9, step 861, loss 0.920, test 0.087
Epoch 9, step 862, loss 0.006, test 0.085
Epoch 9, step 863, loss 0.020, test 0.086
Epoch 9, step 864, loss 0.311, test 0.087
Epoch 9, step 865, loss 0.027, test 0.088
Epoch 9, step 866, loss 0.153, test 0.087
Epoch 9, step 867, loss 0.021, test 0.087
Epoch 9, step 868, loss 0.015, test 0.088
Epoch 9, step 869, loss 0.049, test 0.088
Epoch 9, step 870, loss 0.021, test 0.087
Epoch 9, step 871, loss 0.056, test 0.082
Epoch 9, step 872, loss 0.101, test 0.081
Epoch 9, step 873, loss 0.208, test 0.081
Epoch 9, step 874, loss 0.033, test 0.080
Epoch 9, step 875, loss 0.042, test 0.081
Epoch 9, step 876, loss 0.103, test 0.084
Epoch 9, step 877, loss 0.000, test 0.084
Epoch 9, step 878, loss 0.007, test 0.084
Epoch 9, step 879, loss 0.056, test 0.081
Epoch 9, step 880, loss 0.319, test 0.156
Epoch 9, step 881, loss 0.027, test 0.150
Epoch 9, step 882, loss 0.047, test 0.162
Epoch 9, step 883, loss 0.200, test 0.155
Epoch 9, step 884, loss 0.021, test 0.156
Epoch 9, step 885, loss 0.040, test 0.213
Epoch 9, step 886, loss 0.301, test 0.213
Epoch 9, step 887, loss 0.011, test 0.216
Epoch 9, step 888, loss 0.057, test 0.220
Epoch 9, step 889, loss 0.140, test 0.186
Epoch 9, step 890, loss 0.140, test 0.174
Epoch 9, step 891, loss 0.021, test 0.186
Epoch 9, step 892, loss 0.046, test 0.193
Epoch 9, step 893, loss 0.080, test 0.192
Epoch 9, step 894, loss 0.064, test 0.194
Epoch 9, step 895, loss 0.042, test 0.192
Epoch 9, step 896, loss 0.098, test 0.195
Epoch 9, step 897, loss 0.010, test 0.197
Epoch 9, step 898, loss 0.104, test 0.143
Epoch 9, step 899, loss 0.176, test 0.133
Epoch 9, step 900, loss 0.033, test 0.133
Epoch 9, step 901, loss 0.187, test 0.113
Epoch 9, step 902, loss 0.014, test 0.110
Epoch 9, step 903, loss 0.048, test 0.109
Epoch 9, step 904, loss 0.097, test 0.105
Epoch 9, step 905, loss 0.019, test 0.103
Epoch 9, step 906, loss 0.241, test 0.098
Epoch 9, step 907, loss 0.002, test 0.096
Epoch 9, step 908, loss 0.049, test 0.093
Epoch 9, step 909, loss 0.022, test 0.093
Epoch 9, step 910, loss 0.004, test 0.092
Epoch 9, step 911, loss 0.001, test 0.091
Epoch 9, step 912, loss 0.367, test 0.085
Epoch 9, step 913, loss 0.091, test 0.103
Epoch 9, step 914, loss 0.013, test 0.106
Epoch 9, step 915, loss 0.037, test 0.113
Epoch 9, step 916, loss 0.055, test 0.114
Epoch 9, step 917, loss 0.098, test 0.109
Epoch 9, step 918, loss 0.087, test 0.120
Epoch 9, step 919, loss 0.045, test 0.123
Epoch 9, step 920, loss 0.083, test 0.120
Epoch 9, step 921, loss 0.011, test 0.119
Epoch 9, step 922, loss 0.097, test 0.113
Epoch 9, step 923, loss 0.014, test 0.118
Epoch 9, step 924, loss 0.039, test 0.120
Epoch 9, step 925, loss 0.065, test 0.123
Epoch 9, step 926, loss 0.187, test 0.122
Epoch 9, step 927, loss 0.271, test 0.127
Epoch 9, step 928, loss 0.142, test 0.114
Epoch 9, step 929, loss 0.141, test 0.114
Epoch 9, step 930, loss 0.006, test 0.116
Epoch 9, step 931, loss 0.015, test 0.112
Epoch 9, step 932, loss 0.001, test 0.110
Epoch 9, step 933, loss 0.088, test 0.108
Epoch 9, step 934, loss 0.170, test 0.105
Epoch 9, step 935, loss 0.011, test 0.104
Epoch 9, step 936, loss 0.000, test 0.104
Epoch 9, step 937, loss 0.010, test 0.103
Epoch 9, step 938, loss 0.153, test 0.101
Epoch 9, step 939, loss 0.064, test 0.098
Epoch 9, step 940, loss 0.000, test 0.098
Epoch 9, step 941, loss 0.055, test 0.097
Epoch 9, step 942, loss 0.034, test 0.098
Epoch 9, step 943, loss 0.030, test 0.096
Epoch 9, step 944, loss 0.430, test 0.092
Epoch 9, step 945, loss 0.305, test 0.108
Epoch 9, step 946, loss 0.154, test 0.117
Epoch 9, step 947, loss 0.007, test 0.125
Epoch 9, step 948, loss 0.014, test 0.126
Epoch 9, step 949, loss 0.006, test 0.123
Epoch 9, step 950, loss 0.472, test 0.093
Epoch 9, step 951, loss 0.205, test 0.079
Epoch 9, step 952, loss 0.065, test 0.077
Epoch 9, step 953, loss 0.036, test 0.075
Epoch 9, step 954, loss 0.132, test 0.076
Epoch 9, step 955, loss 0.324, test 0.125
Epoch 9, step 956, loss 0.031, test 0.147
Epoch 9, step 957, loss 0.120, test 0.142
Epoch 9, step 958, loss 0.005, test 0.141
Epoch 9, step 959, loss 0.012, test 0.146
Epoch 9, step 960, loss 0.067, test 0.193
Epoch 9, step 961, loss 0.020, test 0.200
Epoch 9, step 962, loss 0.009, test 0.205
Epoch 9, step 963, loss 0.058, test 0.192
Epoch 9, step 964, loss 0.070, test 0.225
Epoch 9, step 965, loss 0.235, test 0.196
Epoch 9, step 966, loss 0.050, test 0.192
Epoch 9, step 967, loss 0.059, test 0.184
Epoch 9, step 968, loss 0.099, test 0.179
Epoch 9, step 969, loss 0.007, test 0.185
Epoch 9, step 970, loss 0.318, test 0.180
Epoch 9, step 971, loss 0.225, test 0.177
Epoch 9, step 972, loss 0.119, test 0.154
Epoch 9, step 973, loss 0.465, test 0.154
Epoch 9, step 974, loss 0.002, test 0.153
Epoch 9, step 975, loss 0.074, test 0.159
Epoch 9, step 976, loss 0.021, test 0.153
Epoch 9, step 977, loss 0.120, test 0.143
Epoch 9, step 978, loss 0.267, test 0.116
Epoch 9, step 979, loss 0.263, test 0.123
Epoch 9, step 980, loss 0.106, test 0.126
Epoch 9, step 981, loss 0.347, test 0.145
Epoch 9, step 982, loss 0.009, test 0.152
Epoch 9, step 983, loss 0.294, test 0.150
Epoch 9, step 984, loss 0.024, test 0.179
Epoch 9, step 985, loss 0.003, test 0.189
Epoch 9, step 986, loss 0.007, test 0.197
Epoch 9, step 987, loss 0.006, test 0.197
Epoch 9, step 988, loss 0.001, test 0.196
Epoch 9, step 989, loss 0.000, test 0.196
Epoch 9, step 990, loss 0.000, test 0.196
Epoch 9, step 991, loss 0.332, test 0.139
Epoch 9, step 992, loss 0.305, test 0.127
Epoch 9, step 993, loss 0.411, test 0.126
Epoch 9, step 994, loss 0.031, test 0.125
Epoch 9, step 995, loss 0.016, test 0.124
Epoch 9, step 996, loss 0.001, test 0.125
Epoch 9, step 997, loss 0.253, test 0.139
Epoch 9, step 998, loss 0.006, test 0.146
Epoch 9, step 999, loss 0.011, test 0.150
Epoch 10, step 0, loss 0.001, test 0.151
Epoch 10, step 1, loss 0.010, test 0.154
Epoch 10, step 2, loss 0.033, test 0.139
Epoch 10, step 3, loss 0.036, test 0.146
Epoch 10, step 4, loss 0.014, test 0.138
Epoch 10, step 5, loss 0.002, test 0.137
Epoch 10, step 6, loss 0.123, test 0.138
Epoch 10, step 7, loss 0.038, test 0.139
Epoch 10, step 8, loss 0.392, test 0.147
Epoch 10, step 9, loss 0.015, test 0.148
Epoch 10, step 10, loss 0.018, test 0.157
Epoch 10, step 11, loss 0.145, test 0.175
Epoch 10, step 12, loss 0.016, test 0.182
Epoch 10, step 13, loss 0.088, test 0.192
Epoch 10, step 14, loss 0.235, test 0.164
Epoch 10, step 15, loss 0.004, test 0.160
Epoch 10, step 16, loss 0.195, test 0.161
Epoch 10, step 17, loss 1.546, test 0.099
Epoch 10, step 18, loss 0.013, test 0.091
Epoch 10, step 19, loss 0.570, test 0.090
Epoch 10, step 20, loss 0.148, test 0.142
Epoch 10, step 21, loss 0.007, test 0.155
Epoch 10, step 22, loss 0.033, test 0.160
Epoch 10, step 23, loss 0.084, test 0.160
Epoch 10, step 24, loss 0.149, test 0.181
Epoch 10, step 25, loss 0.191, test 0.181
Epoch 10, step 26, loss 0.014, test 0.168
Epoch 10, step 27, loss 0.115, test 0.177
Epoch 10, step 28, loss 0.017, test 0.174
Epoch 10, step 29, loss 0.028, test 0.171
Epoch 10, step 30, loss 0.017, test 0.164
Epoch 10, step 31, loss 0.109, test 0.150
Epoch 10, step 32, loss 0.023, test 0.140
Epoch 10, step 33, loss 0.072, test 0.127
Epoch 10, step 34, loss 1.508, test 0.094
Epoch 10, step 35, loss 0.097, test 0.091
Epoch 10, step 36, loss 0.165, test 0.086
Epoch 10, step 37, loss 0.019, test 0.090
Epoch 10, step 38, loss 0.070, test 0.094
Epoch 10, step 39, loss 0.010, test 0.094
Epoch 10, step 40, loss 0.036, test 0.098
Epoch 10, step 41, loss 0.157, test 0.110
Epoch 10, step 42, loss 0.039, test 0.108
Epoch 10, step 43, loss 0.021, test 0.111
Epoch 10, step 44, loss 0.927, test 0.165
Epoch 10, step 45, loss 0.110, test 0.183
Epoch 10, step 46, loss 0.002, test 0.191
Epoch 10, step 47, loss 0.000, test 0.195
Epoch 10, step 48, loss 0.291, test 0.106
Epoch 10, step 49, loss 0.376, test 0.094
Epoch 10, step 50, loss 0.010, test 0.091
Epoch 10, step 51, loss 0.028, test 0.091
Epoch 10, step 52, loss 0.026, test 0.086
Epoch 10, step 53, loss 0.017, test 0.085
Epoch 10, step 54, loss 0.072, test 0.087
Epoch 10, step 55, loss 0.009, test 0.088
Epoch 10, step 56, loss 0.222, test 0.085
Epoch 10, step 57, loss 0.217, test 0.087
Epoch 10, step 58, loss 0.010, test 0.086
Epoch 10, step 59, loss 0.000, test 0.086
Epoch 10, step 60, loss 0.000, test 0.086
Epoch 10, step 61, loss 0.072, test 0.088
Epoch 10, step 62, loss 0.062, test 0.085
Epoch 10, step 63, loss 0.820, test 0.082
Epoch 10, step 64, loss 0.008, test 0.080
Epoch 10, step 65, loss 0.150, test 0.082
Epoch 10, step 66, loss 0.118, test 0.083
Epoch 10, step 67, loss 0.000, test 0.084
Epoch 10, step 68, loss 0.005, test 0.084
Epoch 10, step 69, loss 0.016, test 0.085
Epoch 10, step 70, loss 0.906, test 0.101
Epoch 10, step 71, loss 0.096, test 0.102
Epoch 10, step 72, loss 0.057, test 0.099
Epoch 10, step 73, loss 0.139, test 0.085
Epoch 10, step 74, loss 0.021, test 0.084
Epoch 10, step 75, loss 0.152, test 0.082
Epoch 10, step 76, loss 0.468, test 0.085
Epoch 10, step 77, loss 0.258, test 0.090
Epoch 10, step 78, loss 0.277, test 0.101
Epoch 10, step 79, loss 0.000, test 0.107
Epoch 10, step 80, loss 0.057, test 0.109
Epoch 10, step 81, loss 0.077, test 0.115
Epoch 10, step 82, loss 0.091, test 0.109
Epoch 10, step 83, loss 0.085, test 0.108
Epoch 10, step 84, loss 0.074, test 0.104
Epoch 10, step 85, loss 0.013, test 0.104
Epoch 10, step 86, loss 0.161, test 0.099
Epoch 10, step 87, loss 0.004, test 0.099
Epoch 10, step 88, loss 0.001, test 0.099
Epoch 10, step 89, loss 0.006, test 0.099
Epoch 10, step 90, loss 0.000, test 0.099
Epoch 10, step 91, loss 0.007, test 0.099
Epoch 10, step 92, loss 0.264, test 0.101
Epoch 10, step 93, loss 0.073, test 0.102
Epoch 10, step 94, loss 0.003, test 0.102
Epoch 10, step 95, loss 0.173, test 0.116
Epoch 10, step 96, loss 0.153, test 0.136
Epoch 10, step 97, loss 0.001, test 0.141
Epoch 10, step 98, loss 0.223, test 0.146
Epoch 10, step 99, loss 0.088, test 0.149
Epoch 10, step 100, loss 0.074, test 0.173
Epoch 10, step 101, loss 0.033, test 0.175
Epoch 10, step 102, loss 0.000, test 0.177
Epoch 10, step 103, loss 0.273, test 0.189
Epoch 10, step 104, loss 0.047, test 0.131
Epoch 10, step 105, loss 0.023, test 0.119
Epoch 10, step 106, loss 0.147, test 0.111
Epoch 10, step 107, loss 0.010, test 0.110
Epoch 10, step 108, loss 0.001, test 0.111
Epoch 10, step 109, loss 0.047, test 0.111
Epoch 10, step 110, loss 0.003, test 0.114
Epoch 10, step 111, loss 0.300, test 0.119
Epoch 10, step 112, loss 0.011, test 0.131
Epoch 10, step 113, loss 0.015, test 0.134
Epoch 10, step 114, loss 0.017, test 0.141
Epoch 10, step 115, loss 0.000, test 0.143
Epoch 10, step 116, loss 0.096, test 0.148
Epoch 10, step 117, loss 0.000, test 0.150
Epoch 10, step 118, loss 0.085, test 0.147
Epoch 10, step 119, loss 0.118, test 0.148
Epoch 10, step 120, loss 0.002, test 0.150
Epoch 10, step 121, loss 0.115, test 0.159
Epoch 10, step 122, loss 0.019, test 0.160
Epoch 10, step 123, loss 0.079, test 0.162
Epoch 10, step 124, loss 0.001, test 0.163
Epoch 10, step 125, loss 0.043, test 0.162
Epoch 10, step 126, loss 0.484, test 0.121
Epoch 10, step 127, loss 0.027, test 0.119
Epoch 10, step 128, loss 0.002, test 0.114
Epoch 10, step 129, loss 0.001, test 0.110
Epoch 10, step 130, loss 0.006, test 0.111
Epoch 10, step 131, loss 0.322, test 0.222
Epoch 10, step 132, loss 0.032, test 0.250
Epoch 10, step 133, loss 0.285, test 0.101
Epoch 10, step 134, loss 0.058, test 0.098
Epoch 10, step 135, loss 0.056, test 0.104
Epoch 10, step 136, loss 0.263, test 0.106
Epoch 10, step 137, loss 0.709, test 0.102
Epoch 10, step 138, loss 0.001, test 0.102
Epoch 10, step 139, loss 0.081, test 0.113
Epoch 10, step 140, loss 0.058, test 0.120
Epoch 10, step 141, loss 0.111, test 0.119
Epoch 10, step 142, loss 0.103, test 0.122
Epoch 10, step 143, loss 0.575, test 0.122
Epoch 10, step 144, loss 0.002, test 0.121
Epoch 10, step 145, loss 0.117, test 0.124
Epoch 10, step 146, loss 0.105, test 0.128
Epoch 10, step 147, loss 0.074, test 0.130
Epoch 10, step 148, loss 0.002, test 0.131
Epoch 10, step 149, loss 0.145, test 0.121
Epoch 10, step 150, loss 1.110, test 0.125
Epoch 10, step 151, loss 0.018, test 0.122
Epoch 10, step 152, loss 0.045, test 0.124
Epoch 10, step 153, loss 0.124, test 0.134
Epoch 10, step 154, loss 0.021, test 0.139
Epoch 10, step 155, loss 0.013, test 0.139
Epoch 10, step 156, loss 0.153, test 0.137
Epoch 10, step 157, loss 0.158, test 0.178
Epoch 10, step 158, loss 0.052, test 0.188
Epoch 10, step 159, loss 0.041, test 0.189
Epoch 10, step 160, loss 0.026, test 0.193
Epoch 10, step 161, loss 0.033, test 0.191
Epoch 10, step 162, loss 0.003, test 0.193
Epoch 10, step 163, loss 0.152, test 0.188
Epoch 10, step 164, loss 0.032, test 0.189
Epoch 10, step 165, loss 0.054, test 0.178
Epoch 10, step 166, loss 0.010, test 0.177
Epoch 10, step 167, loss 0.024, test 0.182
Epoch 10, step 168, loss 0.014, test 0.182
Epoch 10, step 169, loss 0.025, test 0.185
Epoch 10, step 170, loss 0.008, test 0.196
Epoch 10, step 171, loss 0.090, test 0.189
Epoch 10, step 172, loss 0.133, test 0.199
Epoch 10, step 173, loss 0.025, test 0.199
Epoch 10, step 174, loss 0.199, test 0.234
Epoch 10, step 175, loss 0.006, test 0.239
Epoch 10, step 176, loss 0.005, test 0.236
Epoch 10, step 177, loss 0.148, test 0.200
Epoch 10, step 178, loss 0.183, test 0.198
Epoch 10, step 179, loss 0.130, test 0.189
Epoch 10, step 180, loss 0.038, test 0.176
Epoch 10, step 181, loss 0.007, test 0.166
Epoch 10, step 182, loss 0.291, test 0.161
Epoch 10, step 183, loss 0.005, test 0.161
Epoch 10, step 184, loss 0.312, test 0.117
Epoch 10, step 185, loss 1.208, test 0.197
Epoch 10, step 186, loss 0.010, test 0.212
Epoch 10, step 187, loss 0.000, test 0.220
Epoch 10, step 188, loss 1.066, test 0.092
Epoch 10, step 189, loss 0.052, test 0.109
Epoch 10, step 190, loss 1.167, test 0.187
Epoch 10, step 191, loss 0.236, test 0.225
Epoch 10, step 192, loss 0.001, test 0.242
Epoch 10, step 193, loss 0.233, test 0.120
Epoch 10, step 194, loss 0.075, test 0.123
Epoch 10, step 195, loss 0.041, test 0.121
Epoch 10, step 196, loss 0.882, test 0.127
Epoch 10, step 197, loss 0.146, test 0.125
Epoch 10, step 198, loss 0.097, test 0.147
Epoch 10, step 199, loss 0.442, test 0.207
Epoch 10, step 200, loss 0.238, test 0.213
Epoch 10, step 201, loss 0.053, test 0.207
Epoch 10, step 202, loss 0.067, test 0.189
Epoch 10, step 203, loss 0.009, test 0.180
Epoch 10, step 204, loss 0.122, test 0.175
Epoch 10, step 205, loss 0.133, test 0.135
Epoch 10, step 206, loss 0.035, test 0.127
Epoch 10, step 207, loss 0.279, test 0.145
Epoch 10, step 208, loss 0.005, test 0.152
Epoch 10, step 209, loss 0.010, test 0.155
Epoch 10, step 210, loss 0.095, test 0.176
Epoch 10, step 211, loss 0.206, test 0.125
Epoch 10, step 212, loss 0.007, test 0.118
Epoch 10, step 213, loss 0.052, test 0.135
Epoch 10, step 214, loss 0.000, test 0.137
Epoch 10, step 215, loss 0.126, test 0.135
Epoch 10, step 216, loss 0.007, test 0.137
Epoch 10, step 217, loss 0.248, test 0.105
Epoch 10, step 218, loss 0.031, test 0.096
Epoch 10, step 219, loss 0.382, test 0.100
Epoch 10, step 220, loss 0.356, test 0.097
Epoch 10, step 221, loss 0.148, test 0.094
Epoch 10, step 222, loss 0.573, test 0.096
Epoch 10, step 223, loss 0.091, test 0.110
Epoch 10, step 224, loss 0.149, test 0.148
Epoch 10, step 225, loss 0.114, test 0.148
Epoch 10, step 226, loss 1.089, test 0.133
Epoch 10, step 227, loss 0.006, test 0.168
Epoch 10, step 228, loss 0.042, test 0.187
Epoch 10, step 229, loss 0.366, test 0.193
Epoch 10, step 230, loss 0.487, test 0.182
Epoch 10, step 231, loss 0.648, test 0.186
Epoch 10, step 232, loss 0.341, test 0.198
Epoch 10, step 233, loss 0.025, test 0.201
Epoch 10, step 234, loss 0.000, test 0.202
Epoch 10, step 235, loss 0.015, test 0.203
Epoch 10, step 236, loss 0.000, test 0.204
Epoch 10, step 237, loss 0.451, test 0.192
Epoch 10, step 238, loss 0.009, test 0.185
Epoch 10, step 239, loss 0.115, test 0.165
Epoch 10, step 240, loss 0.126, test 0.166
Epoch 10, step 241, loss 0.021, test 0.147
Epoch 10, step 242, loss 0.169, test 0.142
Epoch 10, step 243, loss 0.123, test 0.139
Epoch 10, step 244, loss 0.009, test 0.138
Epoch 10, step 245, loss 0.003, test 0.138
Epoch 10, step 246, loss 0.226, test 0.161
Epoch 10, step 247, loss 0.020, test 0.142
Epoch 10, step 248, loss 0.001, test 0.140
Epoch 10, step 249, loss 0.114, test 0.141
Epoch 10, step 250, loss 0.003, test 0.136
Epoch 10, step 251, loss 0.049, test 0.128
Epoch 10, step 252, loss 0.093, test 0.128
Epoch 10, step 253, loss 0.044, test 0.127
Epoch 10, step 254, loss 0.033, test 0.122
Epoch 10, step 255, loss 0.198, test 0.120
Epoch 10, step 256, loss 0.092, test 0.119
Epoch 10, step 257, loss 0.051, test 0.117
Epoch 10, step 258, loss 0.169, test 0.119
Epoch 10, step 259, loss 0.147, test 0.117
Epoch 10, step 260, loss 0.167, test 0.109
Epoch 10, step 261, loss 0.056, test 0.113
Epoch 10, step 262, loss 0.026, test 0.114
Epoch 10, step 263, loss 0.219, test 0.117
Epoch 10, step 264, loss 0.073, test 0.119
Epoch 10, step 265, loss 0.095, test 0.103
Epoch 10, step 266, loss 0.129, test 0.155
Epoch 10, step 267, loss 0.003, test 0.165
Epoch 10, step 268, loss 0.116, test 0.162
Epoch 10, step 269, loss 0.014, test 0.159
Epoch 10, step 270, loss 0.281, test 0.161
Epoch 10, step 271, loss 0.055, test 0.160
Epoch 10, step 272, loss 0.010, test 0.154
Epoch 10, step 273, loss 0.176, test 0.161
Epoch 10, step 274, loss 0.021, test 0.161
Epoch 10, step 275, loss 0.197, test 0.273
Epoch 10, step 276, loss 0.105, test 0.302
Epoch 10, step 277, loss 0.069, test 0.257
Epoch 10, step 278, loss 0.234, test 0.208
Epoch 10, step 279, loss 0.000, test 0.199
Epoch 10, step 280, loss 0.011, test 0.193
Epoch 10, step 281, loss 0.007, test 0.198
Epoch 10, step 282, loss 0.005, test 0.199
Epoch 10, step 283, loss 1.440, test 0.090
Epoch 10, step 284, loss 0.059, test 0.116
Epoch 10, step 285, loss 0.037, test 0.131
Epoch 10, step 286, loss 0.040, test 0.138
Epoch 10, step 287, loss 0.416, test 0.157
Epoch 10, step 288, loss 0.000, test 0.162
Epoch 10, step 289, loss 0.021, test 0.166
Epoch 10, step 290, loss 0.114, test 0.152
Epoch 10, step 291, loss 0.133, test 0.131
Epoch 10, step 292, loss 0.026, test 0.127
Epoch 10, step 293, loss 0.166, test 0.119
Epoch 10, step 294, loss 0.748, test 0.130
Epoch 10, step 295, loss 0.001, test 0.167
Epoch 10, step 296, loss 0.148, test 0.186
Epoch 10, step 297, loss 0.470, test 0.204
Epoch 10, step 298, loss 0.090, test 0.243
Epoch 10, step 299, loss 0.051, test 0.249
Epoch 10, step 300, loss 0.021, test 0.257
Epoch 10, step 301, loss 0.000, test 0.260
Epoch 10, step 302, loss 0.000, test 0.262
Epoch 10, step 303, loss 0.074, test 0.265
Epoch 10, step 304, loss 0.021, test 0.263
Epoch 10, step 305, loss 0.000, test 0.263
Epoch 10, step 306, loss 0.236, test 0.268
Epoch 10, step 307, loss 0.106, test 0.261
Epoch 10, step 308, loss 0.030, test 0.247
Epoch 10, step 309, loss 0.644, test 0.099
Epoch 10, step 310, loss 0.035, test 0.092
Epoch 10, step 311, loss 0.020, test 0.089
Epoch 10, step 312, loss 0.003, test 0.089
Epoch 10, step 313, loss 0.219, test 0.086
Epoch 10, step 314, loss 0.058, test 0.086
Epoch 10, step 315, loss 0.115, test 0.088
Epoch 10, step 316, loss 0.024, test 0.088
Epoch 10, step 317, loss 0.047, test 0.089
Epoch 10, step 318, loss 0.190, test 0.087
Epoch 10, step 319, loss 0.196, test 0.086
Epoch 10, step 320, loss 0.032, test 0.085
Epoch 10, step 321, loss 0.128, test 0.087
Epoch 10, step 322, loss 0.144, test 0.087
Epoch 10, step 323, loss 0.023, test 0.091
Epoch 10, step 324, loss 0.025, test 0.092
Epoch 10, step 325, loss 0.001, test 0.093
Epoch 10, step 326, loss 1.281, test 0.084
Epoch 10, step 327, loss 0.191, test 0.080
Epoch 10, step 328, loss 0.066, test 0.081
Epoch 10, step 329, loss 0.001, test 0.081
Epoch 10, step 330, loss 0.002, test 0.081
Epoch 10, step 331, loss 0.051, test 0.081
Epoch 10, step 332, loss 0.232, test 0.084
Epoch 10, step 333, loss 0.000, test 0.084
Epoch 10, step 334, loss 0.205, test 0.085
Epoch 10, step 335, loss 0.000, test 0.085
Epoch 10, step 336, loss 0.011, test 0.085
Epoch 10, step 337, loss 0.016, test 0.085
Epoch 10, step 338, loss 0.018, test 0.088
Epoch 10, step 339, loss 0.137, test 0.081
Epoch 10, step 340, loss 0.082, test 0.080
Epoch 10, step 341, loss 0.005, test 0.080
Epoch 10, step 342, loss 0.010, test 0.080
Epoch 10, step 343, loss 0.060, test 0.079
Epoch 10, step 344, loss 0.321, test 0.079
Epoch 10, step 345, loss 0.037, test 0.080
Epoch 10, step 346, loss 0.001, test 0.080
Epoch 10, step 347, loss 0.048, test 0.080
Epoch 10, step 348, loss 0.125, test 0.085
Epoch 10, step 349, loss 0.092, test 0.086
Epoch 10, step 350, loss 0.063, test 0.087
Epoch 10, step 351, loss 0.004, test 0.087
Epoch 10, step 352, loss 0.310, test 0.089
Epoch 10, step 353, loss 0.152, test 0.089
Epoch 10, step 354, loss 0.568, test 0.093
Epoch 10, step 355, loss 0.287, test 0.101
Epoch 10, step 356, loss 0.291, test 0.102
Epoch 10, step 357, loss 0.090, test 0.099
Epoch 10, step 358, loss 0.006, test 0.105
Epoch 10, step 359, loss 0.026, test 0.132
Epoch 10, step 360, loss 0.392, test 0.084
Epoch 10, step 361, loss 0.320, test 0.084
Epoch 10, step 362, loss 0.095, test 0.086
Epoch 10, step 363, loss 0.088, test 0.090
Epoch 10, step 364, loss 0.002, test 0.093
Epoch 10, step 365, loss 0.074, test 0.091
Epoch 10, step 366, loss 0.124, test 0.087
Epoch 10, step 367, loss 0.005, test 0.093
Epoch 10, step 368, loss 0.309, test 0.105
Epoch 10, step 369, loss 0.015, test 0.125
Epoch 10, step 370, loss 0.053, test 0.133
Epoch 10, step 371, loss 0.003, test 0.140
Epoch 10, step 372, loss 0.014, test 0.147
Epoch 10, step 373, loss 0.067, test 0.148
Epoch 10, step 374, loss 0.175, test 0.207
Epoch 10, step 375, loss 0.009, test 0.218
Epoch 10, step 376, loss 0.020, test 0.215
Epoch 10, step 377, loss 0.050, test 0.215
Epoch 10, step 378, loss 0.001, test 0.216
Epoch 10, step 379, loss 0.000, test 0.216
Epoch 10, step 380, loss 0.526, test 0.223
Epoch 10, step 381, loss 0.012, test 0.230
Epoch 10, step 382, loss 0.034, test 0.229
Epoch 10, step 383, loss 0.042, test 0.234
Epoch 10, step 384, loss 0.033, test 0.257
Epoch 10, step 385, loss 0.402, test 0.280
Epoch 10, step 386, loss 0.115, test 0.252
Epoch 10, step 387, loss 0.024, test 0.247
Epoch 10, step 388, loss 0.001, test 0.247
Epoch 10, step 389, loss 0.713, test 0.208
Epoch 10, step 390, loss 1.191, test 0.181
Epoch 10, step 391, loss 0.057, test 0.174
Epoch 10, step 392, loss 0.091, test 0.169
Epoch 10, step 393, loss 0.456, test 0.175
Epoch 10, step 394, loss 0.207, test 0.151
Epoch 10, step 395, loss 0.205, test 0.144
Epoch 10, step 396, loss 0.003, test 0.145
Epoch 10, step 397, loss 0.071, test 0.136
Epoch 10, step 398, loss 0.004, test 0.128
Epoch 10, step 399, loss 0.472, test 0.117
Epoch 10, step 400, loss 0.010, test 0.116
Epoch 10, step 401, loss 0.013, test 0.102
Epoch 10, step 402, loss 0.075, test 0.090
Epoch 10, step 403, loss 0.660, test 0.121
Epoch 10, step 404, loss 0.038, test 0.132
Epoch 10, step 405, loss 0.363, test 0.079
Epoch 10, step 406, loss 0.004, test 0.082
Epoch 10, step 407, loss 0.196, test 0.086
Epoch 10, step 408, loss 0.100, test 0.109
Epoch 10, step 409, loss 0.107, test 0.079
Epoch 10, step 410, loss 0.008, test 0.077
Epoch 10, step 411, loss 0.010, test 0.078
Epoch 10, step 412, loss 0.071, test 0.080
Epoch 10, step 413, loss 0.004, test 0.081
Epoch 10, step 414, loss 0.001, test 0.081
Epoch 10, step 415, loss 0.085, test 0.097
Epoch 10, step 416, loss 0.193, test 0.102
Epoch 10, step 417, loss 0.005, test 0.105
Epoch 10, step 418, loss 0.116, test 0.113
Epoch 10, step 419, loss 0.017, test 0.116
Epoch 10, step 420, loss 0.030, test 0.111
Epoch 10, step 421, loss 0.044, test 0.112
Epoch 10, step 422, loss 0.021, test 0.111
Epoch 10, step 423, loss 0.330, test 0.102
Epoch 10, step 424, loss 0.031, test 0.101
Epoch 10, step 425, loss 0.127, test 0.103
Epoch 10, step 426, loss 0.130, test 0.099
Epoch 10, step 427, loss 0.045, test 0.098
Epoch 10, step 428, loss 0.122, test 0.099
Epoch 10, step 429, loss 0.009, test 0.100
Epoch 10, step 430, loss 0.118, test 0.101
Epoch 10, step 431, loss 0.157, test 0.104
Epoch 10, step 432, loss 0.027, test 0.105
Epoch 10, step 433, loss 0.012, test 0.102
Epoch 10, step 434, loss 0.171, test 0.097
Epoch 10, step 435, loss 0.175, test 0.099
Epoch 10, step 436, loss 0.262, test 0.085
Epoch 10, step 437, loss 0.222, test 0.075
Epoch 10, step 438, loss 0.037, test 0.075
Epoch 10, step 439, loss 0.032, test 0.074
Epoch 10, step 440, loss 0.016, test 0.074
Epoch 10, step 441, loss 0.016, test 0.075
Epoch 10, step 442, loss 0.003, test 0.075
Epoch 10, step 443, loss 0.478, test 0.076
Epoch 10, step 444, loss 0.324, test 0.077
Epoch 10, step 445, loss 0.278, test 0.094
Epoch 10, step 446, loss 0.003, test 0.106
Epoch 10, step 447, loss 0.010, test 0.112
Epoch 10, step 448, loss 0.002, test 0.115
Epoch 10, step 449, loss 0.027, test 0.109
Epoch 10, step 450, loss 0.413, test 0.087
Epoch 10, step 451, loss 0.004, test 0.084
Epoch 10, step 452, loss 0.002, test 0.083
Epoch 10, step 453, loss 0.160, test 0.081
Epoch 10, step 454, loss 0.263, test 0.187
Epoch 10, step 455, loss 0.000, test 0.236
Epoch 10, step 456, loss 0.364, test 0.255
Epoch 10, step 457, loss 0.019, test 0.265
Epoch 10, step 458, loss 0.003, test 0.272
Epoch 10, step 459, loss 0.215, test 0.293
Epoch 10, step 460, loss 0.164, test 0.281
Epoch 10, step 461, loss 0.378, test 0.299
Epoch 10, step 462, loss 0.619, test 0.164
Epoch 10, step 463, loss 0.004, test 0.149
Epoch 10, step 464, loss 0.025, test 0.140
Epoch 10, step 465, loss 0.011, test 0.134
Epoch 10, step 466, loss 0.434, test 0.100
Epoch 10, step 467, loss 0.180, test 0.093
Epoch 10, step 468, loss 0.304, test 0.073
Epoch 10, step 469, loss 0.157, test 0.074
Epoch 10, step 470, loss 0.174, test 0.074
Epoch 10, step 471, loss 0.009, test 0.074
Epoch 10, step 472, loss 0.275, test 0.079
Epoch 10, step 473, loss 0.024, test 0.077
Epoch 10, step 474, loss 0.000, test 0.077
Epoch 10, step 475, loss 0.373, test 0.082
Epoch 10, step 476, loss 0.004, test 0.084
Epoch 10, step 477, loss 0.118, test 0.084
Epoch 10, step 478, loss 0.283, test 0.075
Epoch 10, step 479, loss 0.001, test 0.077
Epoch 10, step 480, loss 0.030, test 0.075
Epoch 10, step 481, loss 0.004, test 0.076
Epoch 10, step 482, loss 0.131, test 0.075
Epoch 10, step 483, loss 0.005, test 0.076
Epoch 10, step 484, loss 0.002, test 0.075
Epoch 10, step 485, loss 0.048, test 0.077
Epoch 10, step 486, loss 0.328, test 0.080
Epoch 10, step 487, loss 0.114, test 0.095
Epoch 10, step 488, loss 0.086, test 0.107
Epoch 10, step 489, loss 0.156, test 0.100
Epoch 10, step 490, loss 0.367, test 0.097
Epoch 10, step 491, loss 0.204, test 0.078
Epoch 10, step 492, loss 0.166, test 0.080
Epoch 10, step 493, loss 0.050, test 0.079
Epoch 10, step 494, loss 0.127, test 0.081
Epoch 10, step 495, loss 0.032, test 0.081
Epoch 10, step 496, loss 0.076, test 0.083
Epoch 10, step 497, loss 0.001, test 0.084
Epoch 10, step 498, loss 0.089, test 0.077
Epoch 10, step 499, loss 0.565, test 0.076
Epoch 10, step 500, loss 0.057, test 0.083
Epoch 10, step 501, loss 0.212, test 0.084
Epoch 10, step 502, loss 0.195, test 0.082
Epoch 10, step 503, loss 0.062, test 0.090
Epoch 10, step 504, loss 0.058, test 0.094
Epoch 10, step 505, loss 0.073, test 0.077
Epoch 10, step 506, loss 0.108, test 0.076
Epoch 10, step 507, loss 0.186, test 0.077
Epoch 10, step 508, loss 0.003, test 0.077
Epoch 10, step 509, loss 0.001, test 0.077
Epoch 10, step 510, loss 0.007, test 0.077
Epoch 10, step 511, loss 0.020, test 0.077
Epoch 10, step 512, loss 0.358, test 0.076
Epoch 10, step 513, loss 0.162, test 0.075
Epoch 10, step 514, loss 0.062, test 0.075
Epoch 10, step 515, loss 0.262, test 0.074
Epoch 10, step 516, loss 0.034, test 0.075
Epoch 10, step 517, loss 0.242, test 0.076
Epoch 10, step 518, loss 0.020, test 0.076
Epoch 10, step 519, loss 0.078, test 0.077
Epoch 10, step 520, loss 0.035, test 0.075
Epoch 10, step 521, loss 0.000, test 0.075
Epoch 10, step 522, loss 0.513, test 0.075
Epoch 10, step 523, loss 0.166, test 0.076
Epoch 10, step 524, loss 0.061, test 0.076
Epoch 10, step 525, loss 0.063, test 0.077
Epoch 10, step 526, loss 0.001, test 0.077
Epoch 10, step 527, loss 0.096, test 0.083
Epoch 10, step 528, loss 0.126, test 0.083
Epoch 10, step 529, loss 0.126, test 0.083
Epoch 10, step 530, loss 0.694, test 0.082
Epoch 10, step 531, loss 0.002, test 0.080
Epoch 10, step 532, loss 0.001, test 0.079
Epoch 10, step 533, loss 0.252, test 0.080
Epoch 10, step 534, loss 0.001, test 0.081
Epoch 10, step 535, loss 0.166, test 0.105
Epoch 10, step 536, loss 0.264, test 0.122
Epoch 10, step 537, loss 0.031, test 0.125
Epoch 10, step 538, loss 0.039, test 0.111
Epoch 10, step 539, loss 0.002, test 0.112
Epoch 10, step 540, loss 0.043, test 0.107
Epoch 10, step 541, loss 0.048, test 0.107
Epoch 10, step 542, loss 0.000, test 0.106
Epoch 10, step 543, loss 0.000, test 0.106
Epoch 10, step 544, loss 0.149, test 0.107
Epoch 10, step 545, loss 0.073, test 0.107
Epoch 10, step 546, loss 0.075, test 0.109
Epoch 10, step 547, loss 0.183, test 0.107
Epoch 10, step 548, loss 0.032, test 0.106
Epoch 10, step 549, loss 0.001, test 0.106
Epoch 10, step 550, loss 0.015, test 0.107
Epoch 10, step 551, loss 0.116, test 0.101
Epoch 10, step 552, loss 0.008, test 0.102
Epoch 10, step 553, loss 0.480, test 0.140
Epoch 10, step 554, loss 0.078, test 0.153
Epoch 10, step 555, loss 0.006, test 0.155
Epoch 10, step 556, loss 0.229, test 0.150
Epoch 10, step 557, loss 1.068, test 0.258
Epoch 10, step 558, loss 0.824, test 0.262
Epoch 10, step 559, loss 0.227, test 0.255
Epoch 10, step 560, loss 0.159, test 0.251
Epoch 10, step 561, loss 0.543, test 0.258
Epoch 10, step 562, loss 0.001, test 0.258
Epoch 10, step 563, loss 0.015, test 0.243
Epoch 10, step 564, loss 0.280, test 0.186
Epoch 10, step 565, loss 0.135, test 0.172
Epoch 10, step 566, loss 0.100, test 0.172
Epoch 10, step 567, loss 0.081, test 0.169
Epoch 10, step 568, loss 0.207, test 0.124
Epoch 10, step 569, loss 0.148, test 0.117
Epoch 10, step 570, loss 0.267, test 0.116
Epoch 10, step 571, loss 0.023, test 0.114
Epoch 10, step 572, loss 0.057, test 0.113
Epoch 10, step 573, loss 0.010, test 0.114
Epoch 10, step 574, loss 0.152, test 0.114
Epoch 10, step 575, loss 0.001, test 0.114
Epoch 10, step 576, loss 0.010, test 0.114
Epoch 10, step 577, loss 0.001, test 0.114
Epoch 10, step 578, loss 0.087, test 0.106
Epoch 10, step 579, loss 0.027, test 0.105
Epoch 10, step 580, loss 0.021, test 0.105
Epoch 10, step 581, loss 0.170, test 0.105
Epoch 10, step 582, loss 0.276, test 0.106
Epoch 10, step 583, loss 0.028, test 0.106
Epoch 10, step 584, loss 1.579, test 0.095
Epoch 10, step 585, loss 0.002, test 0.094
Epoch 10, step 586, loss 0.003, test 0.094
Epoch 10, step 587, loss 0.099, test 0.093
Epoch 10, step 588, loss 0.002, test 0.093
Epoch 10, step 589, loss 0.000, test 0.093
Epoch 10, step 590, loss 0.009, test 0.093
Epoch 10, step 591, loss 0.116, test 0.095
Epoch 10, step 592, loss 0.151, test 0.096
Epoch 10, step 593, loss 0.596, test 0.092
Epoch 10, step 594, loss 0.142, test 0.093
Epoch 10, step 595, loss 0.017, test 0.092
Epoch 10, step 596, loss 0.030, test 0.092
Epoch 10, step 597, loss 0.523, test 0.151
Epoch 10, step 598, loss 0.086, test 0.169
Epoch 10, step 599, loss 0.051, test 0.181
Epoch 10, step 600, loss 0.052, test 0.186
Epoch 10, step 601, loss 1.608, test 0.153
Epoch 10, step 602, loss 0.052, test 0.151
Epoch 10, step 603, loss 0.214, test 0.155
Epoch 10, step 604, loss 0.054, test 0.162
Epoch 10, step 605, loss 0.001, test 0.162
Epoch 10, step 606, loss 0.081, test 0.160
Epoch 10, step 607, loss 0.049, test 0.157
Epoch 10, step 608, loss 0.488, test 0.238
Epoch 10, step 609, loss 0.115, test 0.303
Epoch 10, step 610, loss 0.010, test 0.354
Epoch 10, step 611, loss 0.008, test 0.379
Epoch 10, step 612, loss 0.098, test 0.356
Epoch 10, step 613, loss 0.097, test 0.349
Epoch 10, step 614, loss 0.026, test 0.327
Epoch 10, step 615, loss 0.031, test 0.316
Epoch 10, step 616, loss 0.212, test 0.263
Epoch 10, step 617, loss 0.407, test 0.170
Epoch 10, step 618, loss 0.141, test 0.117
Epoch 10, step 619, loss 0.023, test 0.103
Epoch 10, step 620, loss 0.045, test 0.114
Epoch 10, step 621, loss 0.348, test 0.108
Epoch 10, step 622, loss 0.317, test 0.103
Epoch 10, step 623, loss 0.124, test 0.096
Epoch 10, step 624, loss 0.163, test 0.104
Epoch 10, step 625, loss 0.047, test 0.098
Epoch 10, step 626, loss 0.212, test 0.101
Epoch 10, step 627, loss 0.382, test 0.097
Epoch 10, step 628, loss 0.337, test 0.102
Epoch 10, step 629, loss 0.032, test 0.097
Epoch 10, step 630, loss 0.007, test 0.096
Epoch 10, step 631, loss 0.151, test 0.088
Epoch 10, step 632, loss 0.087, test 0.088
Epoch 10, step 633, loss 0.006, test 0.087
Epoch 10, step 634, loss 0.080, test 0.085
Epoch 10, step 635, loss 0.020, test 0.087
Epoch 10, step 636, loss 0.042, test 0.088
Epoch 10, step 637, loss 0.075, test 0.082
Epoch 10, step 638, loss 0.521, test 0.129
Epoch 10, step 639, loss 0.103, test 0.146
Epoch 10, step 640, loss 0.395, test 0.186
Epoch 10, step 641, loss 0.164, test 0.202
Epoch 10, step 642, loss 0.085, test 0.190
Epoch 10, step 643, loss 0.680, test 0.184
Epoch 10, step 644, loss 0.033, test 0.182
Epoch 10, step 645, loss 0.063, test 0.184
Epoch 10, step 646, loss 0.056, test 0.181
Epoch 10, step 647, loss 0.626, test 0.185
Epoch 10, step 648, loss 0.021, test 0.177
Epoch 10, step 649, loss 0.019, test 0.189
Epoch 10, step 650, loss 0.441, test 0.185
Epoch 10, step 651, loss 0.011, test 0.182
Epoch 10, step 652, loss 0.190, test 0.188
Epoch 10, step 653, loss 1.044, test 0.183
Epoch 10, step 654, loss 0.000, test 0.184
Epoch 10, step 655, loss 0.006, test 0.185
Epoch 10, step 656, loss 0.001, test 0.185
Epoch 10, step 657, loss 0.088, test 0.181
Epoch 10, step 658, loss 0.022, test 0.179
Epoch 10, step 659, loss 0.027, test 0.181
Epoch 10, step 660, loss 0.054, test 0.180
Epoch 10, step 661, loss 0.023, test 0.175
Epoch 10, step 662, loss 0.309, test 0.168
Epoch 10, step 663, loss 0.151, test 0.159
Epoch 10, step 664, loss 0.018, test 0.158
Epoch 10, step 665, loss 0.047, test 0.158
Epoch 10, step 666, loss 0.313, test 0.138
Epoch 10, step 667, loss 0.604, test 0.141
Epoch 10, step 668, loss 0.342, test 0.109
Epoch 10, step 669, loss 0.005, test 0.107
Epoch 10, step 670, loss 0.124, test 0.105
Epoch 10, step 671, loss 0.171, test 0.104
Epoch 10, step 672, loss 0.008, test 0.105
Epoch 10, step 673, loss 0.001, test 0.105
Epoch 10, step 674, loss 0.005, test 0.105
Epoch 10, step 675, loss 0.001, test 0.104
Epoch 10, step 676, loss 0.016, test 0.099
Epoch 10, step 677, loss 0.073, test 0.104
Epoch 10, step 678, loss 0.003, test 0.105
Epoch 10, step 679, loss 0.062, test 0.104
Epoch 10, step 680, loss 0.060, test 0.101
Epoch 10, step 681, loss 0.008, test 0.104
Epoch 10, step 682, loss 0.016, test 0.105
Epoch 10, step 683, loss 0.049, test 0.109
Epoch 10, step 684, loss 0.181, test 0.107
Epoch 10, step 685, loss 0.012, test 0.106
Epoch 10, step 686, loss 0.065, test 0.105
Epoch 10, step 687, loss 0.017, test 0.105
Epoch 10, step 688, loss 0.555, test 0.108
Epoch 10, step 689, loss 0.058, test 0.108
Epoch 10, step 690, loss 0.004, test 0.108
Epoch 10, step 691, loss 0.001, test 0.109
Epoch 10, step 692, loss 0.121, test 0.093
Epoch 10, step 693, loss 0.189, test 0.093
Epoch 10, step 694, loss 0.018, test 0.093
Epoch 10, step 695, loss 0.171, test 0.094
Epoch 10, step 696, loss 0.450, test 0.109
Epoch 10, step 697, loss 0.008, test 0.114
Epoch 10, step 698, loss 0.028, test 0.116
Epoch 10, step 699, loss 0.104, test 0.101
Epoch 10, step 700, loss 0.158, test 0.100
Epoch 10, step 701, loss 0.011, test 0.109
Epoch 10, step 702, loss 0.180, test 0.109
Epoch 10, step 703, loss 0.026, test 0.112
Epoch 10, step 704, loss 0.000, test 0.112
Epoch 10, step 705, loss 0.223, test 0.111
Epoch 10, step 706, loss 0.101, test 0.109
Epoch 10, step 707, loss 0.181, test 0.104
Epoch 10, step 708, loss 0.000, test 0.103
Epoch 10, step 709, loss 0.089, test 0.099
Epoch 10, step 710, loss 0.013, test 0.100
Epoch 10, step 711, loss 0.131, test 0.102
Epoch 10, step 712, loss 0.001, test 0.104
Epoch 10, step 713, loss 0.286, test 0.106
Epoch 10, step 714, loss 0.086, test 0.108
Epoch 10, step 715, loss 0.642, test 0.111
Epoch 10, step 716, loss 0.269, test 0.103
Epoch 10, step 717, loss 0.045, test 0.100
Epoch 10, step 718, loss 0.001, test 0.098
Epoch 10, step 719, loss 0.000, test 0.097
Epoch 10, step 720, loss 0.118, test 0.093
Epoch 10, step 721, loss 0.004, test 0.092
Epoch 10, step 722, loss 0.005, test 0.092
Epoch 10, step 723, loss 0.018, test 0.090
Epoch 10, step 724, loss 0.005, test 0.090
Epoch 10, step 725, loss 0.362, test 0.093
Epoch 10, step 726, loss 0.102, test 0.092
Epoch 10, step 727, loss 0.017, test 0.091
Epoch 10, step 728, loss 0.100, test 0.090
Epoch 10, step 729, loss 0.018, test 0.090
Epoch 10, step 730, loss 0.002, test 0.090
Epoch 10, step 731, loss 0.004, test 0.090
Epoch 10, step 732, loss 0.102, test 0.089
Epoch 10, step 733, loss 0.225, test 0.086
Epoch 10, step 734, loss 0.236, test 0.085
Epoch 10, step 735, loss 0.163, test 0.090
Epoch 10, step 736, loss 0.008, test 0.090
Epoch 10, step 737, loss 0.001, test 0.090
Epoch 10, step 738, loss 0.068, test 0.090
Epoch 10, step 739, loss 0.970, test 0.086
Epoch 10, step 740, loss 0.090, test 0.092
Epoch 10, step 741, loss 0.055, test 0.091
Epoch 10, step 742, loss 0.244, test 0.083
Epoch 10, step 743, loss 0.472, test 0.089
Epoch 10, step 744, loss 0.005, test 0.091
Epoch 10, step 745, loss 0.213, test 0.095
Epoch 10, step 746, loss 0.002, test 0.096
Epoch 10, step 747, loss 0.086, test 0.108
Epoch 10, step 748, loss 1.420, test 0.127
Epoch 10, step 749, loss 0.026, test 0.139
Epoch 10, step 750, loss 0.027, test 0.139
Epoch 10, step 751, loss 0.007, test 0.140
Epoch 10, step 752, loss 0.142, test 0.146
Epoch 10, step 753, loss 0.008, test 0.141
Epoch 10, step 754, loss 0.025, test 0.136
Epoch 10, step 755, loss 0.095, test 0.130
Epoch 10, step 756, loss 0.008, test 0.124
Epoch 10, step 757, loss 0.200, test 0.119
Epoch 10, step 758, loss 0.005, test 0.120
Epoch 10, step 759, loss 0.639, test 0.103
Epoch 10, step 760, loss 0.066, test 0.103
Epoch 10, step 761, loss 0.038, test 0.104
Epoch 10, step 762, loss 0.001, test 0.103
Epoch 10, step 763, loss 0.225, test 0.106
Epoch 10, step 764, loss 0.199, test 0.115
Epoch 10, step 765, loss 0.140, test 0.124
Epoch 10, step 766, loss 0.052, test 0.122
Epoch 10, step 767, loss 0.049, test 0.126
Epoch 10, step 768, loss 0.072, test 0.123
Epoch 10, step 769, loss 0.000, test 0.123
Epoch 10, step 770, loss 0.011, test 0.122
Epoch 10, step 771, loss 0.042, test 0.120
Epoch 10, step 772, loss 0.066, test 0.117
Epoch 10, step 773, loss 0.574, test 0.112
Epoch 10, step 774, loss 0.014, test 0.111
Epoch 10, step 775, loss 0.152, test 0.114
Epoch 10, step 776, loss 0.003, test 0.115
Epoch 10, step 777, loss 0.013, test 0.115
Epoch 10, step 778, loss 0.228, test 0.125
Epoch 10, step 779, loss 0.018, test 0.126
Epoch 10, step 780, loss 0.049, test 0.139
Epoch 10, step 781, loss 0.024, test 0.143
Epoch 10, step 782, loss 0.066, test 0.122
Epoch 10, step 783, loss 0.011, test 0.117
Epoch 10, step 784, loss 0.024, test 0.114
Epoch 10, step 785, loss 0.048, test 0.101
Epoch 10, step 786, loss 0.017, test 0.099
Epoch 10, step 787, loss 0.012, test 0.098
Epoch 10, step 788, loss 0.002, test 0.097
Epoch 10, step 789, loss 0.096, test 0.095
Epoch 10, step 790, loss 0.113, test 0.094
Epoch 10, step 791, loss 0.056, test 0.082
Epoch 10, step 792, loss 0.035, test 0.081
Epoch 10, step 793, loss 0.180, test 0.074
Epoch 10, step 794, loss 0.301, test 0.097
Epoch 10, step 795, loss 0.051, test 0.105
Epoch 10, step 796, loss 0.052, test 0.107
Epoch 10, step 797, loss 0.005, test 0.108
Epoch 10, step 798, loss 0.000, test 0.109
Epoch 10, step 799, loss 0.331, test 0.106
Epoch 10, step 800, loss 0.059, test 0.121
Epoch 10, step 801, loss 0.000, test 0.124
Epoch 10, step 802, loss 0.135, test 0.121
Epoch 10, step 803, loss 0.016, test 0.122
Epoch 10, step 804, loss 0.001, test 0.123
Epoch 10, step 805, loss 0.120, test 0.116
Epoch 10, step 806, loss 0.033, test 0.111
Epoch 10, step 807, loss 0.017, test 0.106
Epoch 10, step 808, loss 0.204, test 0.102
Epoch 10, step 809, loss 0.202, test 0.121
Epoch 10, step 810, loss 0.642, test 0.130
Epoch 10, step 811, loss 0.000, test 0.133
Epoch 10, step 812, loss 0.009, test 0.135
Epoch 10, step 813, loss 0.048, test 0.132
Epoch 10, step 814, loss 0.005, test 0.136
Epoch 10, step 815, loss 0.152, test 0.160
Epoch 10, step 816, loss 0.001, test 0.157
Epoch 10, step 817, loss 0.097, test 0.160
Epoch 10, step 818, loss 0.000, test 0.161
Epoch 10, step 819, loss 0.000, test 0.161
Epoch 10, step 820, loss 0.252, test 0.170
Epoch 10, step 821, loss 0.002, test 0.168
Epoch 10, step 822, loss 0.081, test 0.148
Epoch 10, step 823, loss 0.002, test 0.145
Epoch 10, step 824, loss 0.395, test 0.095
Epoch 10, step 825, loss 0.002, test 0.091
Epoch 10, step 826, loss 0.124, test 0.090
Epoch 10, step 827, loss 0.008, test 0.087
Epoch 10, step 828, loss 0.697, test 0.073
Epoch 10, step 829, loss 0.025, test 0.074
Epoch 10, step 830, loss 0.000, test 0.075
Epoch 10, step 831, loss 0.588, test 0.074
Epoch 10, step 832, loss 0.829, test 0.413
Epoch 10, step 833, loss 0.011, test 0.528
Epoch 10, step 834, loss 0.079, test 0.614
Epoch 10, step 835, loss 0.001, test 0.654
Epoch 10, step 836, loss 0.612, test 0.638
Epoch 10, step 837, loss 0.002, test 0.655
Epoch 10, step 838, loss 0.235, test 0.646
Epoch 10, step 839, loss 0.103, test 0.662
Epoch 10, step 840, loss 0.034, test 0.671
Epoch 10, step 841, loss 0.070, test 0.684
Epoch 10, step 842, loss 0.027, test 0.692
Epoch 10, step 843, loss 0.014, test 0.705
Epoch 10, step 844, loss 0.042, test 0.687
Epoch 10, step 845, loss 0.416, test 0.515
Epoch 10, step 846, loss 0.253, test 0.452
Epoch 10, step 847, loss 0.190, test 0.424
Epoch 10, step 848, loss 0.159, test 0.375
Epoch 10, step 849, loss 0.342, test 0.254
Epoch 10, step 850, loss 0.078, test 0.226
Epoch 10, step 851, loss 0.000, test 0.216
Epoch 10, step 852, loss 0.095, test 0.215
Epoch 10, step 853, loss 0.098, test 0.210
Epoch 10, step 854, loss 0.016, test 0.207
Epoch 10, step 855, loss 0.298, test 0.175
Epoch 10, step 856, loss 0.069, test 0.166
Epoch 10, step 857, loss 0.451, test 0.069
Epoch 10, step 858, loss 0.233, test 0.071
Epoch 10, step 859, loss 0.000, test 0.074
Epoch 10, step 860, loss 0.079, test 0.079
Epoch 10, step 861, loss 0.271, test 0.069
Epoch 10, step 862, loss 0.034, test 0.069
Epoch 10, step 863, loss 0.042, test 0.069
Epoch 10, step 864, loss 0.000, test 0.070
Epoch 10, step 865, loss 0.000, test 0.070
Epoch 10, step 866, loss 0.170, test 0.070
Epoch 10, step 867, loss 0.001, test 0.070
Epoch 10, step 868, loss 0.132, test 0.075
Epoch 10, step 869, loss 0.012, test 0.073
Epoch 10, step 870, loss 0.026, test 0.071
Epoch 10, step 871, loss 0.267, test 0.069
Epoch 10, step 872, loss 0.070, test 0.069
Epoch 10, step 873, loss 0.072, test 0.069
Epoch 10, step 874, loss 1.167, test 0.097
Epoch 10, step 875, loss 0.086, test 0.109
Epoch 10, step 876, loss 0.630, test 0.126
Epoch 10, step 877, loss 1.418, test 0.160
Epoch 10, step 878, loss 0.366, test 0.083
Epoch 10, step 879, loss 0.392, test 0.087
Epoch 10, step 880, loss 0.131, test 0.104
Epoch 10, step 881, loss 0.013, test 0.114
Epoch 10, step 882, loss 0.080, test 0.116
Epoch 10, step 883, loss 0.367, test 0.122
Epoch 10, step 884, loss 0.135, test 0.119
Epoch 10, step 885, loss 0.000, test 0.120
Epoch 10, step 886, loss 0.104, test 0.108
Epoch 10, step 887, loss 0.248, test 0.103
Epoch 10, step 888, loss 0.186, test 0.121
Epoch 10, step 889, loss 0.089, test 0.116
Epoch 10, step 890, loss 0.094, test 0.117
Epoch 10, step 891, loss 0.018, test 0.118
Epoch 10, step 892, loss 0.003, test 0.121
Epoch 10, step 893, loss 0.013, test 0.114
Epoch 10, step 894, loss 0.011, test 0.114
Epoch 10, step 895, loss 0.024, test 0.107
Epoch 10, step 896, loss 0.001, test 0.107
Epoch 10, step 897, loss 0.115, test 0.121
Epoch 10, step 898, loss 0.028, test 0.128
Epoch 10, step 899, loss 0.038, test 0.131
Epoch 10, step 900, loss 0.078, test 0.142
Epoch 10, step 901, loss 0.649, test 0.186
Epoch 10, step 902, loss 0.047, test 0.200
Epoch 10, step 903, loss 0.317, test 0.083
Epoch 10, step 904, loss 0.032, test 0.077
Epoch 10, step 905, loss 0.100, test 0.074
Epoch 10, step 906, loss 0.000, test 0.073
Epoch 10, step 907, loss 0.181, test 0.100
Epoch 10, step 908, loss 0.148, test 0.100
Epoch 10, step 909, loss 0.069, test 0.105
Epoch 10, step 910, loss 0.089, test 0.122
Epoch 10, step 911, loss 0.054, test 0.130
Epoch 10, step 912, loss 0.136, test 0.131
Epoch 10, step 913, loss 0.064, test 0.163
Epoch 10, step 914, loss 0.074, test 0.159
Epoch 10, step 915, loss 0.002, test 0.160
Epoch 10, step 916, loss 0.002, test 0.160
Epoch 10, step 917, loss 0.010, test 0.159
Epoch 10, step 918, loss 0.012, test 0.157
Epoch 10, step 919, loss 0.344, test 0.167
Epoch 10, step 920, loss 0.141, test 0.157
Epoch 10, step 921, loss 1.476, test 0.105
Epoch 10, step 922, loss 0.001, test 0.100
Epoch 10, step 923, loss 0.199, test 0.104
Epoch 10, step 924, loss 0.006, test 0.108
Epoch 10, step 925, loss 0.351, test 0.107
Epoch 10, step 926, loss 0.093, test 0.103
Epoch 10, step 927, loss 0.116, test 0.105
Epoch 10, step 928, loss 0.080, test 0.121
Epoch 10, step 929, loss 0.003, test 0.131
Epoch 10, step 930, loss 0.035, test 0.122
Epoch 10, step 931, loss 0.417, test 0.129
Epoch 10, step 932, loss 0.034, test 0.126
Epoch 10, step 933, loss 0.100, test 0.129
Epoch 10, step 934, loss 0.022, test 0.131
Epoch 10, step 935, loss 0.049, test 0.115
Epoch 10, step 936, loss 0.028, test 0.099
Epoch 10, step 937, loss 0.381, test 0.100
Epoch 10, step 938, loss 0.303, test 0.102
Epoch 10, step 939, loss 0.023, test 0.117
Epoch 10, step 940, loss 0.055, test 0.114
Epoch 10, step 941, loss 0.162, test 0.119
Epoch 10, step 942, loss 0.371, test 0.126
Epoch 10, step 943, loss 0.015, test 0.129
Epoch 10, step 944, loss 0.078, test 0.128
Epoch 10, step 945, loss 0.070, test 0.132
Epoch 10, step 946, loss 0.007, test 0.128
Epoch 10, step 947, loss 0.019, test 0.126
Epoch 10, step 948, loss 0.011, test 0.123
Epoch 10, step 949, loss 0.042, test 0.109
Epoch 10, step 950, loss 0.178, test 0.105
Epoch 10, step 951, loss 0.027, test 0.102
Epoch 10, step 952, loss 0.046, test 0.099
Epoch 10, step 953, loss 0.437, test 0.108
Epoch 10, step 954, loss 0.048, test 0.109
Epoch 10, step 955, loss 0.057, test 0.107
Epoch 10, step 956, loss 0.008, test 0.107
Epoch 10, step 957, loss 0.029, test 0.110
Epoch 10, step 958, loss 0.551, test 0.072
Epoch 10, step 959, loss 0.018, test 0.073
Epoch 10, step 960, loss 0.157, test 0.075
Epoch 10, step 961, loss 0.066, test 0.077
Epoch 10, step 962, loss 0.106, test 0.077
Epoch 10, step 963, loss 0.002, test 0.075
Epoch 10, step 964, loss 0.291, test 0.075
Epoch 10, step 965, loss 0.196, test 0.098
Epoch 10, step 966, loss 0.002, test 0.104
Epoch 10, step 967, loss 0.001, test 0.107
Epoch 10, step 968, loss 0.287, test 0.107
Epoch 10, step 969, loss 0.359, test 0.098
Epoch 10, step 970, loss 0.107, test 0.089
Epoch 10, step 971, loss 0.043, test 0.087
Epoch 10, step 972, loss 0.212, test 0.095
Epoch 10, step 973, loss 0.004, test 0.097
Epoch 10, step 974, loss 0.407, test 0.112
Epoch 10, step 975, loss 0.002, test 0.116
Epoch 10, step 976, loss 0.019, test 0.126
Epoch 10, step 977, loss 0.359, test 0.089
Epoch 10, step 978, loss 0.548, test 0.088
Epoch 10, step 979, loss 0.068, test 0.087
Epoch 10, step 980, loss 0.012, test 0.087
Epoch 10, step 981, loss 0.002, test 0.082
Epoch 10, step 982, loss 0.072, test 0.077
Epoch 10, step 983, loss 0.108, test 0.074
Epoch 10, step 984, loss 0.001, test 0.074
Epoch 10, step 985, loss 0.022, test 0.091
Epoch 10, step 986, loss 0.224, test 0.096
Epoch 10, step 987, loss 0.008, test 0.100
Epoch 10, step 988, loss 0.002, test 0.101
Epoch 10, step 989, loss 0.146, test 0.111
Epoch 10, step 990, loss 1.520, test 0.076
Epoch 10, step 991, loss 0.220, test 0.073
Epoch 10, step 992, loss 0.108, test 0.081
Epoch 10, step 993, loss 0.005, test 0.083
Epoch 10, step 994, loss 0.128, test 0.084
Epoch 10, step 995, loss 0.046, test 0.085
Epoch 10, step 996, loss 0.003, test 0.085
Epoch 10, step 997, loss 0.143, test 0.084
Epoch 10, step 998, loss 0.057, test 0.084
Epoch 10, step 999, loss 0.397, test 0.085
Epoch 11, step 0, loss 0.004, test 0.085
Epoch 11, step 1, loss 0.013, test 0.087
Epoch 11, step 2, loss 0.001, test 0.085
Epoch 11, step 3, loss 0.068, test 0.084
Epoch 11, step 4, loss 0.000, test 0.083
Epoch 11, step 5, loss 0.096, test 0.084
Epoch 11, step 6, loss 0.067, test 0.085
Epoch 11, step 7, loss 0.160, test 0.085
Epoch 11, step 8, loss 0.328, test 0.074
Epoch 11, step 9, loss 0.013, test 0.074
Epoch 11, step 10, loss 0.010, test 0.074
Epoch 11, step 11, loss 0.274, test 0.074
Epoch 11, step 12, loss 0.003, test 0.074
Epoch 11, step 13, loss 0.006, test 0.074
Epoch 11, step 14, loss 0.055, test 0.075
Epoch 11, step 15, loss 0.021, test 0.075
Epoch 11, step 16, loss 0.017, test 0.075
Epoch 11, step 17, loss 0.001, test 0.075
Epoch 11, step 18, loss 0.001, test 0.075
Epoch 11, step 19, loss 0.153, test 0.075
Epoch 11, step 20, loss 0.253, test 0.076
Epoch 11, step 21, loss 0.005, test 0.076
Epoch 11, step 22, loss 0.192, test 0.076
Epoch 11, step 23, loss 0.001, test 0.077
Epoch 11, step 24, loss 0.173, test 0.077
Epoch 11, step 25, loss 0.044, test 0.081
Epoch 11, step 26, loss 0.135, test 0.077
Epoch 11, step 27, loss 0.000, test 0.077
Epoch 11, step 28, loss 0.023, test 0.077
Epoch 11, step 29, loss 0.003, test 0.077
Epoch 11, step 30, loss 0.142, test 0.077
Epoch 11, step 31, loss 0.097, test 0.079
Epoch 11, step 32, loss 0.055, test 0.082
Epoch 11, step 33, loss 0.274, test 0.086
Epoch 11, step 34, loss 0.346, test 0.085
Epoch 11, step 35, loss 0.137, test 0.087
Epoch 11, step 36, loss 0.283, test 0.095
Epoch 11, step 37, loss 0.072, test 0.098
Epoch 11, step 38, loss 0.007, test 0.102
Epoch 11, step 39, loss 0.003, test 0.105
Epoch 11, step 40, loss 0.000, test 0.105
Epoch 11, step 41, loss 0.257, test 0.104
Epoch 11, step 42, loss 0.114, test 0.103
Epoch 11, step 43, loss 0.119, test 0.105
Epoch 11, step 44, loss 0.003, test 0.104
Epoch 11, step 45, loss 0.326, test 0.099
Epoch 11, step 46, loss 0.028, test 0.099
Epoch 11, step 47, loss 0.516, test 0.083
Epoch 11, step 48, loss 0.083, test 0.081
Epoch 11, step 49, loss 0.128, test 0.081
Epoch 11, step 50, loss 0.067, test 0.080
Epoch 11, step 51, loss 0.039, test 0.079
Epoch 11, step 52, loss 0.140, test 0.078
Epoch 11, step 53, loss 0.041, test 0.078
Epoch 11, step 54, loss 0.017, test 0.078
Epoch 11, step 55, loss 0.233, test 0.079
Epoch 11, step 56, loss 0.000, test 0.080
Epoch 11, step 57, loss 0.077, test 0.079
Epoch 11, step 58, loss 0.003, test 0.080
Epoch 11, step 59, loss 0.325, test 0.082
Epoch 11, step 60, loss 0.029, test 0.084
Epoch 11, step 61, loss 0.367, test 0.085
Epoch 11, step 62, loss 0.187, test 0.086
Epoch 11, step 63, loss 0.004, test 0.091
Epoch 11, step 64, loss 0.169, test 0.078
Epoch 11, step 65, loss 0.088, test 0.079
Epoch 11, step 66, loss 0.048, test 0.078
Epoch 11, step 67, loss 0.202, test 0.079
Epoch 11, step 68, loss 0.035, test 0.079
Epoch 11, step 69, loss 0.496, test 0.103
Epoch 11, step 70, loss 0.046, test 0.111
Epoch 11, step 71, loss 0.050, test 0.110
Epoch 11, step 72, loss 0.000, test 0.111
Epoch 11, step 73, loss 0.161, test 0.106
Epoch 11, step 74, loss 0.089, test 0.102
Epoch 11, step 75, loss 0.004, test 0.102
Epoch 11, step 76, loss 0.129, test 0.105
Epoch 11, step 77, loss 0.153, test 0.084
Epoch 11, step 78, loss 0.114, test 0.079
Epoch 11, step 79, loss 0.054, test 0.079
Epoch 11, step 80, loss 0.005, test 0.078
Epoch 11, step 81, loss 0.079, test 0.079
Epoch 11, step 82, loss 0.167, test 0.078
Epoch 11, step 83, loss 0.051, test 0.077
Epoch 11, step 84, loss 0.071, test 0.085
Epoch 11, step 85, loss 0.179, test 0.078
Epoch 11, step 86, loss 0.002, test 0.077
Epoch 11, step 87, loss 0.361, test 0.078
Epoch 11, step 88, loss 0.008, test 0.077
Epoch 11, step 89, loss 0.129, test 0.142
Epoch 11, step 90, loss 0.057, test 0.158
Epoch 11, step 91, loss 0.000, test 0.171
Epoch 11, step 92, loss 0.001, test 0.177
Epoch 11, step 93, loss 0.019, test 0.182
Epoch 11, step 94, loss 0.081, test 0.181
Epoch 11, step 95, loss 0.165, test 0.186
Epoch 11, step 96, loss 0.000, test 0.187
Epoch 11, step 97, loss 0.007, test 0.189
Epoch 11, step 98, loss 0.262, test 0.171
Epoch 11, step 99, loss 0.347, test 0.112
Epoch 11, step 100, loss 0.150, test 0.102
Epoch 11, step 101, loss 0.552, test 0.107
Epoch 11, step 102, loss 0.133, test 0.103
Epoch 11, step 103, loss 0.125, test 0.101
Epoch 11, step 104, loss 1.450, test 0.427
Epoch 11, step 105, loss 0.739, test 0.288
Epoch 11, step 106, loss 0.468, test 0.261
Epoch 11, step 107, loss 0.218, test 0.231
Epoch 11, step 108, loss 0.074, test 0.225
Epoch 11, step 109, loss 0.220, test 0.234
Epoch 11, step 110, loss 0.000, test 0.235
Epoch 11, step 111, loss 0.004, test 0.236
Epoch 11, step 112, loss 0.745, test 0.211
Epoch 11, step 113, loss 0.000, test 0.208
Epoch 11, step 114, loss 0.008, test 0.207
Epoch 11, step 115, loss 0.065, test 0.217
Epoch 11, step 116, loss 0.046, test 0.209
Epoch 11, step 117, loss 0.000, test 0.209
Epoch 11, step 118, loss 0.060, test 0.213
Epoch 11, step 119, loss 0.039, test 0.211
Epoch 11, step 120, loss 0.049, test 0.234
Epoch 11, step 121, loss 0.090, test 0.209
Epoch 11, step 122, loss 0.082, test 0.207
Epoch 11, step 123, loss 0.084, test 0.205
Epoch 11, step 124, loss 0.030, test 0.202
Epoch 11, step 125, loss 0.023, test 0.210
Epoch 11, step 126, loss 0.010, test 0.211
Epoch 11, step 127, loss 0.002, test 0.211
Epoch 11, step 128, loss 0.001, test 0.213
Epoch 11, step 129, loss 0.288, test 0.236
Epoch 11, step 130, loss 0.000, test 0.237
Epoch 11, step 131, loss 0.051, test 0.252
Epoch 11, step 132, loss 0.118, test 0.249
Epoch 11, step 133, loss 0.049, test 0.243
Epoch 11, step 134, loss 0.164, test 0.238
Epoch 11, step 135, loss 0.024, test 0.242
Epoch 11, step 136, loss 0.171, test 0.200
Epoch 11, step 137, loss 0.012, test 0.193
Epoch 11, step 138, loss 0.298, test 0.170
Epoch 11, step 139, loss 0.310, test 0.128
Epoch 11, step 140, loss 0.025, test 0.122
Epoch 11, step 141, loss 0.001, test 0.120
Epoch 11, step 142, loss 0.018, test 0.119
Epoch 11, step 143, loss 0.005, test 0.119
Epoch 11, step 144, loss 0.018, test 0.118
Epoch 11, step 145, loss 0.024, test 0.118
Epoch 11, step 146, loss 0.030, test 0.116
Epoch 11, step 147, loss 0.149, test 0.115
Epoch 11, step 148, loss 0.008, test 0.113
Epoch 11, step 149, loss 0.000, test 0.113
Epoch 11, step 150, loss 0.024, test 0.114
Epoch 11, step 151, loss 0.086, test 0.116
Epoch 11, step 152, loss 0.142, test 0.119
Epoch 11, step 153, loss 1.164, test 0.160
Epoch 11, step 154, loss 0.057, test 0.171
Epoch 11, step 155, loss 1.038, test 0.176
Epoch 11, step 156, loss 0.028, test 0.186
Epoch 11, step 157, loss 0.140, test 0.178
Epoch 11, step 158, loss 0.062, test 0.153
Epoch 11, step 159, loss 0.082, test 0.150
Epoch 11, step 160, loss 0.620, test 0.125
Epoch 11, step 161, loss 0.383, test 0.170
Epoch 11, step 162, loss 0.020, test 0.182
Epoch 11, step 163, loss 0.355, test 0.187
Epoch 11, step 164, loss 0.060, test 0.189
Epoch 11, step 165, loss 0.004, test 0.191
Epoch 11, step 166, loss 0.022, test 0.187
Epoch 11, step 167, loss 0.048, test 0.188
Epoch 11, step 168, loss 0.067, test 0.187
Epoch 11, step 169, loss 0.788, test 0.231
Epoch 11, step 170, loss 0.135, test 0.249
Epoch 11, step 171, loss 0.026, test 0.251
Epoch 11, step 172, loss 0.000, test 0.253
Epoch 11, step 173, loss 0.040, test 0.239
Epoch 11, step 174, loss 0.059, test 0.241
Epoch 11, step 175, loss 0.160, test 0.254
Epoch 11, step 176, loss 0.001, test 0.256
Epoch 11, step 177, loss 0.144, test 0.273
Epoch 11, step 178, loss 0.414, test 0.248
Epoch 11, step 179, loss 0.050, test 0.242
Epoch 11, step 180, loss 0.107, test 0.248
Epoch 11, step 181, loss 0.016, test 0.246
Epoch 11, step 182, loss 0.443, test 0.204
Epoch 11, step 183, loss 0.053, test 0.215
Epoch 11, step 184, loss 0.125, test 0.212
Epoch 11, step 185, loss 0.023, test 0.215
Epoch 11, step 186, loss 0.160, test 0.250
Epoch 11, step 187, loss 0.285, test 0.247
Epoch 11, step 188, loss 0.036, test 0.270
Epoch 11, step 189, loss 0.002, test 0.273
Epoch 11, step 190, loss 0.085, test 0.282
Epoch 11, step 191, loss 0.000, test 0.284
Epoch 11, step 192, loss 0.074, test 0.287
Epoch 11, step 193, loss 0.043, test 0.300
Epoch 11, step 194, loss 0.000, test 0.303
Epoch 11, step 195, loss 0.070, test 0.290
Epoch 11, step 196, loss 0.078, test 0.284
Epoch 11, step 197, loss 0.180, test 0.277
Epoch 11, step 198, loss 0.000, test 0.275
Epoch 11, step 199, loss 0.033, test 0.293
Epoch 11, step 200, loss 0.261, test 0.241
Epoch 11, step 201, loss 0.018, test 0.240
Epoch 11, step 202, loss 0.119, test 0.235
Epoch 11, step 203, loss 0.079, test 0.244
Epoch 11, step 204, loss 0.017, test 0.247
Epoch 11, step 205, loss 0.096, test 0.241
Epoch 11, step 206, loss 0.604, test 0.122
Epoch 11, step 207, loss 0.001, test 0.130
Epoch 11, step 208, loss 0.185, test 0.136
Epoch 11, step 209, loss 0.170, test 0.154
Epoch 11, step 210, loss 0.015, test 0.159
Epoch 11, step 211, loss 0.186, test 0.147
Epoch 11, step 212, loss 0.168, test 0.143
Epoch 11, step 213, loss 0.023, test 0.142
Epoch 11, step 214, loss 0.044, test 0.140
Epoch 11, step 215, loss 0.339, test 0.158
Epoch 11, step 216, loss 0.000, test 0.163
Epoch 11, step 217, loss 0.003, test 0.166
Epoch 11, step 218, loss 0.436, test 0.142
Epoch 11, step 219, loss 0.026, test 0.137
Epoch 11, step 220, loss 0.995, test 0.115
Epoch 11, step 221, loss 0.005, test 0.115
Epoch 11, step 222, loss 0.111, test 0.118
Epoch 11, step 223, loss 0.184, test 0.131
Epoch 11, step 224, loss 0.008, test 0.137
Epoch 11, step 225, loss 0.071, test 0.140
Epoch 11, step 226, loss 0.070, test 0.130
Epoch 11, step 227, loss 0.010, test 0.125
Epoch 11, step 228, loss 0.050, test 0.124
Epoch 11, step 229, loss 0.047, test 0.122
Epoch 11, step 230, loss 0.686, test 0.117
Epoch 11, step 231, loss 0.624, test 0.122
Epoch 11, step 232, loss 0.195, test 0.120
Epoch 11, step 233, loss 0.063, test 0.123
Epoch 11, step 234, loss 0.014, test 0.123
Epoch 11, step 235, loss 0.032, test 0.129
Epoch 11, step 236, loss 0.449, test 0.118
Epoch 11, step 237, loss 0.158, test 0.112
Epoch 11, step 238, loss 0.064, test 0.117
Epoch 11, step 239, loss 0.003, test 0.118
Epoch 11, step 240, loss 0.011, test 0.119
Epoch 11, step 241, loss 0.134, test 0.108
Epoch 11, step 242, loss 0.083, test 0.106
Epoch 11, step 243, loss 0.860, test 0.202
Epoch 11, step 244, loss 0.287, test 0.168
Epoch 11, step 245, loss 0.006, test 0.171
Epoch 11, step 246, loss 0.081, test 0.176
Epoch 11, step 247, loss 0.015, test 0.170
Epoch 11, step 248, loss 0.022, test 0.197
Epoch 11, step 249, loss 0.011, test 0.203
Epoch 11, step 250, loss 0.109, test 0.210
Epoch 11, step 251, loss 0.123, test 0.220
Epoch 11, step 252, loss 0.163, test 0.168
Epoch 11, step 253, loss 0.033, test 0.148
Epoch 11, step 254, loss 0.015, test 0.142
Epoch 11, step 255, loss 0.038, test 0.138
Epoch 11, step 256, loss 0.182, test 0.142
Epoch 11, step 257, loss 0.308, test 0.139
Epoch 11, step 258, loss 0.000, test 0.138
Epoch 11, step 259, loss 0.041, test 0.136
Epoch 11, step 260, loss 0.066, test 0.151
Epoch 11, step 261, loss 0.125, test 0.148
Epoch 11, step 262, loss 0.072, test 0.150
Epoch 11, step 263, loss 0.010, test 0.162
Epoch 11, step 264, loss 0.059, test 0.153
Epoch 11, step 265, loss 0.004, test 0.152
Epoch 11, step 266, loss 0.001, test 0.152
Epoch 11, step 267, loss 0.028, test 0.170
Epoch 11, step 268, loss 0.295, test 0.138
Epoch 11, step 269, loss 0.290, test 0.137
Epoch 11, step 270, loss 0.010, test 0.132
Epoch 11, step 271, loss 0.001, test 0.130
Epoch 11, step 272, loss 0.022, test 0.126
Epoch 11, step 273, loss 0.014, test 0.121
Epoch 11, step 274, loss 0.207, test 0.129
Epoch 11, step 275, loss 0.005, test 0.130
Epoch 11, step 276, loss 0.367, test 0.177
Epoch 11, step 277, loss 0.004, test 0.187
Epoch 11, step 278, loss 0.169, test 0.169
Epoch 11, step 279, loss 0.063, test 0.185
Epoch 11, step 280, loss 0.206, test 0.184
Epoch 11, step 281, loss 0.042, test 0.172
Epoch 11, step 282, loss 0.125, test 0.176
Epoch 11, step 283, loss 0.167, test 0.173
Epoch 11, step 284, loss 0.037, test 0.174
Epoch 11, step 285, loss 0.465, test 0.094
Epoch 11, step 286, loss 0.301, test 0.088
Epoch 11, step 287, loss 0.088, test 0.089
Epoch 11, step 288, loss 0.057, test 0.086
Epoch 11, step 289, loss 0.080, test 0.086
Epoch 11, step 290, loss 0.052, test 0.087
Epoch 11, step 291, loss 0.187, test 0.090
Epoch 11, step 292, loss 0.022, test 0.091
Epoch 11, step 293, loss 0.015, test 0.092
Epoch 11, step 294, loss 0.001, test 0.093
Epoch 11, step 295, loss 0.342, test 0.090
Epoch 11, step 296, loss 0.017, test 0.091
Epoch 11, step 297, loss 0.085, test 0.092
Epoch 11, step 298, loss 0.001, test 0.092
Epoch 11, step 299, loss 0.003, test 0.093
Epoch 11, step 300, loss 0.022, test 0.094
Epoch 11, step 301, loss 0.001, test 0.094
Epoch 11, step 302, loss 0.064, test 0.106
Epoch 11, step 303, loss 0.001, test 0.109
Epoch 11, step 304, loss 0.002, test 0.109
Epoch 11, step 305, loss 0.423, test 0.102
Epoch 11, step 306, loss 0.048, test 0.103
Epoch 11, step 307, loss 0.250, test 0.108
Epoch 11, step 308, loss 0.109, test 0.113
Epoch 11, step 309, loss 0.190, test 0.111
Epoch 11, step 310, loss 0.094, test 0.103
Epoch 11, step 311, loss 1.442, test 0.105
Epoch 11, step 312, loss 0.032, test 0.118
Epoch 11, step 313, loss 0.049, test 0.117
Epoch 11, step 314, loss 0.109, test 0.119
Epoch 11, step 315, loss 0.097, test 0.125
Epoch 11, step 316, loss 0.039, test 0.134
Epoch 11, step 317, loss 0.147, test 0.140
Epoch 11, step 318, loss 0.001, test 0.142
Epoch 11, step 319, loss 0.013, test 0.145
Epoch 11, step 320, loss 0.006, test 0.146
Epoch 11, step 321, loss 0.092, test 0.126
Epoch 11, step 322, loss 0.039, test 0.123
Epoch 11, step 323, loss 0.252, test 0.122
Epoch 11, step 324, loss 0.002, test 0.122
Epoch 11, step 325, loss 0.388, test 0.126
Epoch 11, step 326, loss 0.010, test 0.120
Epoch 11, step 327, loss 0.003, test 0.119
Epoch 11, step 328, loss 0.009, test 0.119
Epoch 11, step 329, loss 0.017, test 0.118
Epoch 11, step 330, loss 0.015, test 0.119
Epoch 11, step 331, loss 0.009, test 0.119
Epoch 11, step 332, loss 0.468, test 0.120
Epoch 11, step 333, loss 0.111, test 0.120
Epoch 11, step 334, loss 0.057, test 0.119
Epoch 11, step 335, loss 0.012, test 0.119
Epoch 11, step 336, loss 0.375, test 0.123
Epoch 11, step 337, loss 0.011, test 0.124
Epoch 11, step 338, loss 0.075, test 0.129
Epoch 11, step 339, loss 0.129, test 0.131
Epoch 11, step 340, loss 0.104, test 0.125
Epoch 11, step 341, loss 0.000, test 0.125
Epoch 11, step 342, loss 0.065, test 0.125
Epoch 11, step 343, loss 0.216, test 0.119
Epoch 11, step 344, loss 0.035, test 0.120
Epoch 11, step 345, loss 0.022, test 0.118
Epoch 11, step 346, loss 0.150, test 0.118
Epoch 11, step 347, loss 0.060, test 0.119
Epoch 11, step 348, loss 0.041, test 0.119
Epoch 11, step 349, loss 0.056, test 0.116
Epoch 11, step 350, loss 0.095, test 0.116
Epoch 11, step 351, loss 0.009, test 0.116
Epoch 11, step 352, loss 0.100, test 0.115
Epoch 11, step 353, loss 0.182, test 0.112
Epoch 11, step 354, loss 0.185, test 0.115
Epoch 11, step 355, loss 0.043, test 0.120
Epoch 11, step 356, loss 0.333, test 0.098
Epoch 11, step 357, loss 0.385, test 0.100
Epoch 11, step 358, loss 0.185, test 0.094
Epoch 11, step 359, loss 0.255, test 0.100
Epoch 11, step 360, loss 0.009, test 0.102
Epoch 11, step 361, loss 0.064, test 0.113
Epoch 11, step 362, loss 0.385, test 0.158
Epoch 11, step 363, loss 0.005, test 0.168
Epoch 11, step 364, loss 0.068, test 0.177
Epoch 11, step 365, loss 0.055, test 0.178
Epoch 11, step 366, loss 0.125, test 0.176
Epoch 11, step 367, loss 0.000, test 0.176
Epoch 11, step 368, loss 0.213, test 0.139
Epoch 11, step 369, loss 0.280, test 0.127
Epoch 11, step 370, loss 0.164, test 0.129
Epoch 11, step 371, loss 0.017, test 0.127
Epoch 11, step 372, loss 0.088, test 0.132
Epoch 11, step 373, loss 0.042, test 0.131
Epoch 11, step 374, loss 0.013, test 0.131
Epoch 11, step 375, loss 0.001, test 0.131
Epoch 11, step 376, loss 0.018, test 0.109
Epoch 11, step 377, loss 0.009, test 0.107
Epoch 11, step 378, loss 0.166, test 0.108
Epoch 11, step 379, loss 0.061, test 0.100
Epoch 11, step 380, loss 0.154, test 0.100
Epoch 11, step 381, loss 0.006, test 0.100
Epoch 11, step 382, loss 0.048, test 0.104
Epoch 11, step 383, loss 0.006, test 0.105
Epoch 11, step 384, loss 0.143, test 0.104
Epoch 11, step 385, loss 0.044, test 0.097
Epoch 11, step 386, loss 0.010, test 0.085
Epoch 11, step 387, loss 0.234, test 0.089
Epoch 11, step 388, loss 0.243, test 0.085
Epoch 11, step 389, loss 0.130, test 0.087
Epoch 11, step 390, loss 0.332, test 0.089
Epoch 11, step 391, loss 0.024, test 0.091
Epoch 11, step 392, loss 0.480, test 0.093
Epoch 11, step 393, loss 0.024, test 0.094
Epoch 11, step 394, loss 0.027, test 0.094
Epoch 11, step 395, loss 0.017, test 0.093
Epoch 11, step 396, loss 0.019, test 0.095
Epoch 11, step 397, loss 0.147, test 0.097
Epoch 11, step 398, loss 0.076, test 0.096
Epoch 11, step 399, loss 0.349, test 0.102
Epoch 11, step 400, loss 0.279, test 0.107
Epoch 11, step 401, loss 0.105, test 0.107
Epoch 11, step 402, loss 0.060, test 0.116
Epoch 11, step 403, loss 0.077, test 0.131
Epoch 11, step 404, loss 0.647, test 0.080
Epoch 11, step 405, loss 0.068, test 0.078
Epoch 11, step 406, loss 0.256, test 0.077
Epoch 11, step 407, loss 0.006, test 0.077
Epoch 11, step 408, loss 0.017, test 0.078
Epoch 11, step 409, loss 0.012, test 0.078
Epoch 11, step 410, loss 0.021, test 0.078
Epoch 11, step 411, loss 0.006, test 0.079
Epoch 11, step 412, loss 0.020, test 0.079
Epoch 11, step 413, loss 0.086, test 0.079
Epoch 11, step 414, loss 0.113, test 0.079
Epoch 11, step 415, loss 0.320, test 0.080
Epoch 11, step 416, loss 0.029, test 0.082
Epoch 11, step 417, loss 0.009, test 0.083
Epoch 11, step 418, loss 0.096, test 0.082
Epoch 11, step 419, loss 0.042, test 0.088
Epoch 11, step 420, loss 0.035, test 0.092
Epoch 11, step 421, loss 0.081, test 0.118
Epoch 11, step 422, loss 0.021, test 0.133
Epoch 11, step 423, loss 0.003, test 0.142
Epoch 11, step 424, loss 0.254, test 0.150
Epoch 11, step 425, loss 0.062, test 0.154
Epoch 11, step 426, loss 0.176, test 0.154
Epoch 11, step 427, loss 0.155, test 0.149
Epoch 11, step 428, loss 0.255, test 0.143
Epoch 11, step 429, loss 0.270, test 0.147
Epoch 11, step 430, loss 0.162, test 0.134
Epoch 11, step 431, loss 0.367, test 0.110
Epoch 11, step 432, loss 0.003, test 0.107
Epoch 11, step 433, loss 0.018, test 0.105
Epoch 11, step 434, loss 0.002, test 0.105
Epoch 11, step 435, loss 0.047, test 0.102
Epoch 11, step 436, loss 0.034, test 0.102
Epoch 11, step 437, loss 0.025, test 0.106
Epoch 11, step 438, loss 0.001, test 0.108
Epoch 11, step 439, loss 0.008, test 0.110
Epoch 11, step 440, loss 0.003, test 0.110
Epoch 11, step 441, loss 0.869, test 0.104
Epoch 11, step 442, loss 0.151, test 0.098
Epoch 11, step 443, loss 0.001, test 0.096
Epoch 11, step 444, loss 0.035, test 0.095
Epoch 11, step 445, loss 0.000, test 0.095
Epoch 11, step 446, loss 0.019, test 0.095
Epoch 11, step 447, loss 0.006, test 0.095
Epoch 11, step 448, loss 0.007, test 0.095
Epoch 11, step 449, loss 0.015, test 0.095
Epoch 11, step 450, loss 0.000, test 0.094
Epoch 11, step 451, loss 0.025, test 0.100
Epoch 11, step 452, loss 0.034, test 0.103
Epoch 11, step 453, loss 0.148, test 0.104
Epoch 11, step 454, loss 0.008, test 0.105
Epoch 11, step 455, loss 0.255, test 0.112
Epoch 11, step 456, loss 0.000, test 0.114
Epoch 11, step 457, loss 0.057, test 0.114
Epoch 11, step 458, loss 0.155, test 0.101
Epoch 11, step 459, loss 0.000, test 0.099
Epoch 11, step 460, loss 0.059, test 0.099
Epoch 11, step 461, loss 0.010, test 0.096
Epoch 11, step 462, loss 0.279, test 0.089
Epoch 11, step 463, loss 0.049, test 0.088
Epoch 11, step 464, loss 0.208, test 0.087
Epoch 11, step 465, loss 0.058, test 0.087
Epoch 11, step 466, loss 0.034, test 0.087
Epoch 11, step 467, loss 0.015, test 0.088
Epoch 11, step 468, loss 0.010, test 0.088
Epoch 11, step 469, loss 0.009, test 0.089
Epoch 11, step 470, loss 0.027, test 0.088
Epoch 11, step 471, loss 0.011, test 0.088
Epoch 11, step 472, loss 0.330, test 0.096
Epoch 11, step 473, loss 0.041, test 0.095
Epoch 11, step 474, loss 0.389, test 0.096
Epoch 11, step 475, loss 0.031, test 0.101
Epoch 11, step 476, loss 0.287, test 0.104
Epoch 11, step 477, loss 0.060, test 0.104
Epoch 11, step 478, loss 0.031, test 0.114
Epoch 11, step 479, loss 0.001, test 0.118
Epoch 11, step 480, loss 0.272, test 0.121
Epoch 11, step 481, loss 0.683, test 0.115
Epoch 11, step 482, loss 0.258, test 0.116
Epoch 11, step 483, loss 0.063, test 0.113
Epoch 11, step 484, loss 0.060, test 0.111
Epoch 11, step 485, loss 0.121, test 0.098
Epoch 11, step 486, loss 0.005, test 0.096
Epoch 11, step 487, loss 0.121, test 0.157
Epoch 11, step 488, loss 0.029, test 0.150
Epoch 11, step 489, loss 0.053, test 0.142
Epoch 11, step 490, loss 0.046, test 0.139
Epoch 11, step 491, loss 0.009, test 0.139
Epoch 11, step 492, loss 0.135, test 0.137
Epoch 11, step 493, loss 0.165, test 0.144
Epoch 11, step 494, loss 0.261, test 0.150
Epoch 11, step 495, loss 0.115, test 0.154
Epoch 11, step 496, loss 0.006, test 0.156
Epoch 11, step 497, loss 1.284, test 0.115
Epoch 11, step 498, loss 0.206, test 0.110
Epoch 11, step 499, loss 0.001, test 0.109
Epoch 11, step 500, loss 0.011, test 0.108
Epoch 11, step 501, loss 0.019, test 0.109
Epoch 11, step 502, loss 0.429, test 0.110
Epoch 11, step 503, loss 0.002, test 0.110
Epoch 11, step 504, loss 0.123, test 0.111
Epoch 11, step 505, loss 0.021, test 0.111
Epoch 11, step 506, loss 0.014, test 0.111
Epoch 11, step 507, loss 0.411, test 0.112
Epoch 11, step 508, loss 0.038, test 0.113
Epoch 11, step 509, loss 0.060, test 0.114
Epoch 11, step 510, loss 0.176, test 0.112
Epoch 11, step 511, loss 0.001, test 0.114
Epoch 11, step 512, loss 0.140, test 0.112
Epoch 11, step 513, loss 0.534, test 0.116
Epoch 11, step 514, loss 0.026, test 0.113
Epoch 11, step 515, loss 0.015, test 0.110
Epoch 11, step 516, loss 0.065, test 0.121
Epoch 11, step 517, loss 0.235, test 0.103
Epoch 11, step 518, loss 0.013, test 0.096
Epoch 11, step 519, loss 0.055, test 0.096
Epoch 11, step 520, loss 0.119, test 0.095
Epoch 11, step 521, loss 0.992, test 0.122
Epoch 11, step 522, loss 0.029, test 0.128
Epoch 11, step 523, loss 0.119, test 0.121
Epoch 11, step 524, loss 0.131, test 0.120
Epoch 11, step 525, loss 0.027, test 0.123
Epoch 11, step 526, loss 0.113, test 0.123
Epoch 11, step 527, loss 0.182, test 0.126
Epoch 11, step 528, loss 0.407, test 0.144
Epoch 11, step 529, loss 0.285, test 0.181
Epoch 11, step 530, loss 0.003, test 0.223
Epoch 11, step 531, loss 0.332, test 0.244
Epoch 11, step 532, loss 0.013, test 0.253
Epoch 11, step 533, loss 0.108, test 0.202
Epoch 11, step 534, loss 0.197, test 0.205
Epoch 11, step 535, loss 0.002, test 0.204
Epoch 11, step 536, loss 0.631, test 0.219
Epoch 11, step 537, loss 0.060, test 0.223
Epoch 11, step 538, loss 0.226, test 0.312
Epoch 11, step 539, loss 0.127, test 0.317
Epoch 11, step 540, loss 0.019, test 0.329
Epoch 11, step 541, loss 0.008, test 0.327
Epoch 11, step 542, loss 0.100, test 0.364
Epoch 11, step 543, loss 0.002, test 0.374
Epoch 11, step 544, loss 0.052, test 0.376
Epoch 11, step 545, loss 0.106, test 0.383
Epoch 11, step 546, loss 0.061, test 0.360
Epoch 11, step 547, loss 0.120, test 0.370
Epoch 11, step 548, loss 0.011, test 0.355
Epoch 11, step 549, loss 0.511, test 0.318
Epoch 11, step 550, loss 0.005, test 0.309
Epoch 11, step 551, loss 0.009, test 0.306
Epoch 11, step 552, loss 0.048, test 0.299
Epoch 11, step 553, loss 0.055, test 0.284
Epoch 11, step 554, loss 0.030, test 0.282
Epoch 11, step 555, loss 0.292, test 0.241
Epoch 11, step 556, loss 0.094, test 0.238
Epoch 11, step 557, loss 0.002, test 0.235
Epoch 11, step 558, loss 0.122, test 0.232
Epoch 11, step 559, loss 0.009, test 0.231
Epoch 11, step 560, loss 0.013, test 0.237
Epoch 11, step 561, loss 0.000, test 0.237
Epoch 11, step 562, loss 0.956, test 0.213
Epoch 11, step 563, loss 0.096, test 0.211
Epoch 11, step 564, loss 0.264, test 0.208
Epoch 11, step 565, loss 0.058, test 0.212
Epoch 11, step 566, loss 0.020, test 0.216
Epoch 11, step 567, loss 0.041, test 0.218
Epoch 11, step 568, loss 0.187, test 0.184
Epoch 11, step 569, loss 0.001, test 0.179
Epoch 11, step 570, loss 0.044, test 0.177
Epoch 11, step 571, loss 0.109, test 0.176
Epoch 11, step 572, loss 0.010, test 0.171
Epoch 11, step 573, loss 0.056, test 0.169
Epoch 11, step 574, loss 0.003, test 0.168
Epoch 11, step 575, loss 0.030, test 0.168
Epoch 11, step 576, loss 0.014, test 0.175
Epoch 11, step 577, loss 0.048, test 0.174
Epoch 11, step 578, loss 0.020, test 0.174
Epoch 11, step 579, loss 0.089, test 0.175
Epoch 11, step 580, loss 0.085, test 0.174
Epoch 11, step 581, loss 0.121, test 0.175
Epoch 11, step 582, loss 0.034, test 0.175
Epoch 11, step 583, loss 0.011, test 0.178
Epoch 11, step 584, loss 0.498, test 0.179
Epoch 11, step 585, loss 0.116, test 0.181
Epoch 11, step 586, loss 0.217, test 0.183
Epoch 11, step 587, loss 0.002, test 0.183
Epoch 11, step 588, loss 0.031, test 0.186
Epoch 11, step 589, loss 0.221, test 0.190
Epoch 11, step 590, loss 0.122, test 0.207
Epoch 11, step 591, loss 0.392, test 0.200
Epoch 11, step 592, loss 0.014, test 0.198
Epoch 11, step 593, loss 0.085, test 0.189
Epoch 11, step 594, loss 0.263, test 0.162
Epoch 11, step 595, loss 0.002, test 0.159
Epoch 11, step 596, loss 0.020, test 0.157
Epoch 11, step 597, loss 0.123, test 0.161
Epoch 11, step 598, loss 0.075, test 0.161
Epoch 11, step 599, loss 0.133, test 0.161
Epoch 11, step 600, loss 0.092, test 0.160
Epoch 11, step 601, loss 0.040, test 0.154
Epoch 11, step 602, loss 0.280, test 0.151
Epoch 11, step 603, loss 0.076, test 0.147
Epoch 11, step 604, loss 0.066, test 0.152
Epoch 11, step 605, loss 0.004, test 0.154
Epoch 11, step 606, loss 0.405, test 0.156
Epoch 11, step 607, loss 0.004, test 0.157
Epoch 11, step 608, loss 0.162, test 0.156
Epoch 11, step 609, loss 0.308, test 0.132
Epoch 11, step 610, loss 0.582, test 0.131
Epoch 11, step 611, loss 0.138, test 0.132
Epoch 11, step 612, loss 0.004, test 0.129
Epoch 11, step 613, loss 0.011, test 0.128
Epoch 11, step 614, loss 0.000, test 0.128
Epoch 11, step 615, loss 0.059, test 0.134
Epoch 11, step 616, loss 0.141, test 0.134
Epoch 11, step 617, loss 0.000, test 0.134
Epoch 11, step 618, loss 0.270, test 0.138
Epoch 11, step 619, loss 0.982, test 0.249
Epoch 11, step 620, loss 0.060, test 0.295
Epoch 11, step 621, loss 0.364, test 0.348
Epoch 11, step 622, loss 0.005, test 0.372
Epoch 11, step 623, loss 0.199, test 0.389
Epoch 11, step 624, loss 0.215, test 0.339
Epoch 11, step 625, loss 0.007, test 0.337
Epoch 11, step 626, loss 0.027, test 0.312
Epoch 11, step 627, loss 0.173, test 0.301
Epoch 11, step 628, loss 0.054, test 0.295
Epoch 11, step 629, loss 0.009, test 0.288
Epoch 11, step 630, loss 0.027, test 0.278
Epoch 11, step 631, loss 0.099, test 0.273
Epoch 11, step 632, loss 0.128, test 0.262
Epoch 11, step 633, loss 0.017, test 0.257
Epoch 11, step 634, loss 0.443, test 0.248
Epoch 11, step 635, loss 0.033, test 0.233
Epoch 11, step 636, loss 0.000, test 0.230
Epoch 11, step 637, loss 0.502, test 0.237
Epoch 11, step 638, loss 0.018, test 0.236
Epoch 11, step 639, loss 0.026, test 0.223
Epoch 11, step 640, loss 0.080, test 0.185
Epoch 11, step 641, loss 0.331, test 0.191
Epoch 11, step 642, loss 0.036, test 0.177
Epoch 11, step 643, loss 0.039, test 0.173
Epoch 11, step 644, loss 0.036, test 0.170
Epoch 11, step 645, loss 0.496, test 0.181
Epoch 11, step 646, loss 0.227, test 0.140
Epoch 11, step 647, loss 0.097, test 0.128
Epoch 11, step 648, loss 0.092, test 0.106
Epoch 11, step 649, loss 0.007, test 0.103
Epoch 11, step 650, loss 0.483, test 0.086
Epoch 11, step 651, loss 0.005, test 0.084
Epoch 11, step 652, loss 0.053, test 0.083
Epoch 11, step 653, loss 0.001, test 0.083
Epoch 11, step 654, loss 0.000, test 0.083
Epoch 11, step 655, loss 0.115, test 0.094
Epoch 11, step 656, loss 0.864, test 0.120
Epoch 11, step 657, loss 0.002, test 0.144
Epoch 11, step 658, loss 0.550, test 0.172
Epoch 11, step 659, loss 0.002, test 0.184
Epoch 11, step 660, loss 0.164, test 0.184
Epoch 11, step 661, loss 0.079, test 0.176
Epoch 11, step 662, loss 0.109, test 0.174
Epoch 11, step 663, loss 0.002, test 0.174
Epoch 11, step 664, loss 0.052, test 0.172
Epoch 11, step 665, loss 0.104, test 0.173
Epoch 11, step 666, loss 0.536, test 0.162
Epoch 11, step 667, loss 0.000, test 0.159
Epoch 11, step 668, loss 0.000, test 0.158
Epoch 11, step 669, loss 0.048, test 0.165
Epoch 11, step 670, loss 0.011, test 0.164
Epoch 11, step 671, loss 0.017, test 0.160
Epoch 11, step 672, loss 0.527, test 0.155
Epoch 11, step 673, loss 0.016, test 0.160
Epoch 11, step 674, loss 1.009, test 0.103
Epoch 11, step 675, loss 0.279, test 0.113
Epoch 11, step 676, loss 0.284, test 0.118
Epoch 11, step 677, loss 0.096, test 0.116
Epoch 11, step 678, loss 0.009, test 0.117
Epoch 11, step 679, loss 0.062, test 0.122
Epoch 11, step 680, loss 0.029, test 0.124
Epoch 11, step 681, loss 0.344, test 0.122
Epoch 11, step 682, loss 0.013, test 0.128
Epoch 11, step 683, loss 0.013, test 0.129
Epoch 11, step 684, loss 0.000, test 0.130
Epoch 11, step 685, loss 0.064, test 0.131
Epoch 11, step 686, loss 0.143, test 0.126
Epoch 11, step 687, loss 0.014, test 0.125
Epoch 11, step 688, loss 0.018, test 0.124
Epoch 11, step 689, loss 0.020, test 0.113
Epoch 11, step 690, loss 0.149, test 0.122
Epoch 11, step 691, loss 0.230, test 0.123
Epoch 11, step 692, loss 0.169, test 0.137
Epoch 11, step 693, loss 0.133, test 0.138
Epoch 11, step 694, loss 0.166, test 0.120
Epoch 11, step 695, loss 0.074, test 0.112
Epoch 11, step 696, loss 0.171, test 0.113
Epoch 11, step 697, loss 0.031, test 0.112
Epoch 11, step 698, loss 0.125, test 0.116
Epoch 11, step 699, loss 0.017, test 0.116
Epoch 11, step 700, loss 0.037, test 0.120
Epoch 11, step 701, loss 0.494, test 0.119
Epoch 11, step 702, loss 0.227, test 0.125
Epoch 11, step 703, loss 0.015, test 0.126
Epoch 11, step 704, loss 0.011, test 0.126
Epoch 11, step 705, loss 0.169, test 0.128
Epoch 11, step 706, loss 0.119, test 0.134
Epoch 11, step 707, loss 0.161, test 0.136
Epoch 11, step 708, loss 0.273, test 0.113
Epoch 11, step 709, loss 0.002, test 0.112
Epoch 11, step 710, loss 1.486, test 0.112
Epoch 11, step 711, loss 0.075, test 0.112
Epoch 11, step 712, loss 0.380, test 0.111
Epoch 11, step 713, loss 0.063, test 0.102
Epoch 11, step 714, loss 0.243, test 0.108
Epoch 11, step 715, loss 0.003, test 0.111
Epoch 11, step 716, loss 0.008, test 0.112
Epoch 11, step 717, loss 0.108, test 0.109
Epoch 11, step 718, loss 0.057, test 0.106
Epoch 11, step 719, loss 0.081, test 0.104
Epoch 11, step 720, loss 0.063, test 0.099
Epoch 11, step 721, loss 0.030, test 0.098
Epoch 11, step 722, loss 0.043, test 0.099
Epoch 11, step 723, loss 0.000, test 0.099
Epoch 11, step 724, loss 0.028, test 0.100
Epoch 11, step 725, loss 0.007, test 0.100
Epoch 11, step 726, loss 0.019, test 0.100
Epoch 11, step 727, loss 0.007, test 0.103
Epoch 11, step 728, loss 0.619, test 0.091
Epoch 11, step 729, loss 0.147, test 0.119
Epoch 11, step 730, loss 0.204, test 0.122
Epoch 11, step 731, loss 0.454, test 0.103
Epoch 11, step 732, loss 0.001, test 0.116
Epoch 11, step 733, loss 0.166, test 0.130
Epoch 11, step 734, loss 0.066, test 0.141
Epoch 11, step 735, loss 0.017, test 0.144
Epoch 11, step 736, loss 0.018, test 0.147
Epoch 11, step 737, loss 0.144, test 0.152
Epoch 11, step 738, loss 0.096, test 0.156
Epoch 11, step 739, loss 0.001, test 0.155
Epoch 11, step 740, loss 0.006, test 0.139
Epoch 11, step 741, loss 0.083, test 0.145
Epoch 11, step 742, loss 0.124, test 0.152
Epoch 11, step 743, loss 0.022, test 0.155
Epoch 11, step 744, loss 0.008, test 0.155
Epoch 11, step 745, loss 0.017, test 0.149
Epoch 11, step 746, loss 0.027, test 0.143
Epoch 11, step 747, loss 0.064, test 0.137
Epoch 11, step 748, loss 0.081, test 0.129
Epoch 11, step 749, loss 0.012, test 0.131
Epoch 11, step 750, loss 0.868, test 0.127
Epoch 11, step 751, loss 0.510, test 0.131
Epoch 11, step 752, loss 0.040, test 0.132
Epoch 11, step 753, loss 0.050, test 0.127
Epoch 11, step 754, loss 0.124, test 0.109
Epoch 11, step 755, loss 0.120, test 0.098
Epoch 11, step 756, loss 0.907, test 0.090
Epoch 11, step 757, loss 0.023, test 0.090
Epoch 11, step 758, loss 0.159, test 0.085
Epoch 11, step 759, loss 0.341, test 0.085
Epoch 11, step 760, loss 0.276, test 0.084
Epoch 11, step 761, loss 0.004, test 0.084
Epoch 11, step 762, loss 0.091, test 0.084
Epoch 11, step 763, loss 0.340, test 0.088
Epoch 11, step 764, loss 0.043, test 0.086
Epoch 11, step 765, loss 0.480, test 0.084
Epoch 11, step 766, loss 0.004, test 0.084
Epoch 11, step 767, loss 0.065, test 0.084
Epoch 11, step 768, loss 0.048, test 0.083
Epoch 11, step 769, loss 0.174, test 0.079
Epoch 11, step 770, loss 0.210, test 0.082
Epoch 11, step 771, loss 0.202, test 0.220
Epoch 11, step 772, loss 0.135, test 0.245
Epoch 11, step 773, loss 0.004, test 0.269
Epoch 11, step 774, loss 0.002, test 0.280
Epoch 11, step 775, loss 0.274, test 0.282
Epoch 11, step 776, loss 0.024, test 0.282
Epoch 11, step 777, loss 0.154, test 0.302
Epoch 11, step 778, loss 0.053, test 0.302
Epoch 11, step 779, loss 0.041, test 0.308
Epoch 11, step 780, loss 0.010, test 0.311
Epoch 11, step 781, loss 0.002, test 0.313
Epoch 11, step 782, loss 0.001, test 0.313
Epoch 11, step 783, loss 0.065, test 0.321
Epoch 11, step 784, loss 0.482, test 0.253
Epoch 11, step 785, loss 0.603, test 0.250
Epoch 11, step 786, loss 0.084, test 0.202
Epoch 11, step 787, loss 1.122, test 0.174
Epoch 11, step 788, loss 0.376, test 0.175
Epoch 11, step 789, loss 0.009, test 0.178
Epoch 11, step 790, loss 0.260, test 0.186
Epoch 11, step 791, loss 0.047, test 0.191
Epoch 11, step 792, loss 0.022, test 0.193
Epoch 11, step 793, loss 0.011, test 0.187
Epoch 11, step 794, loss 0.163, test 0.189
Epoch 11, step 795, loss 0.019, test 0.190
Epoch 11, step 796, loss 0.004, test 0.187
Epoch 11, step 797, loss 0.245, test 0.190
Epoch 11, step 798, loss 0.103, test 0.175
Epoch 11, step 799, loss 0.001, test 0.173
Epoch 11, step 800, loss 0.068, test 0.169
Epoch 11, step 801, loss 1.220, test 0.178
Epoch 11, step 802, loss 0.074, test 0.182
Epoch 11, step 803, loss 0.388, test 0.195
Epoch 11, step 804, loss 0.019, test 0.238
Epoch 11, step 805, loss 0.594, test 0.212
Epoch 11, step 806, loss 0.279, test 0.129
Epoch 11, step 807, loss 0.085, test 0.126
Epoch 11, step 808, loss 0.541, test 0.119
Epoch 11, step 809, loss 0.238, test 0.081
Epoch 11, step 810, loss 0.267, test 0.082
Epoch 11, step 811, loss 0.068, test 0.082
Epoch 11, step 812, loss 0.008, test 0.082
Epoch 11, step 813, loss 0.033, test 0.082
Epoch 11, step 814, loss 0.003, test 0.082
Epoch 11, step 815, loss 0.060, test 0.083
Epoch 11, step 816, loss 0.012, test 0.085
Epoch 11, step 817, loss 0.143, test 0.087
Epoch 11, step 818, loss 0.552, test 0.083
Epoch 11, step 819, loss 0.002, test 0.082
Epoch 11, step 820, loss 0.061, test 0.081
Epoch 11, step 821, loss 0.039, test 0.112
Epoch 11, step 822, loss 0.017, test 0.121
Epoch 11, step 823, loss 0.062, test 0.112
Epoch 11, step 824, loss 0.047, test 0.113
Epoch 11, step 825, loss 0.011, test 0.114
Epoch 11, step 826, loss 0.002, test 0.115
Epoch 11, step 827, loss 0.000, test 0.116
Epoch 11, step 828, loss 0.014, test 0.120
Epoch 11, step 829, loss 0.099, test 0.095
Epoch 11, step 830, loss 0.060, test 0.092
Epoch 11, step 831, loss 0.006, test 0.091
Epoch 11, step 832, loss 0.472, test 0.075
Epoch 11, step 833, loss 0.002, test 0.074
Epoch 11, step 834, loss 0.236, test 0.077
Epoch 11, step 835, loss 0.017, test 0.079
Epoch 11, step 836, loss 0.038, test 0.079
Epoch 11, step 837, loss 0.002, test 0.079
Epoch 11, step 838, loss 0.007, test 0.080
Epoch 11, step 839, loss 0.312, test 0.078
Epoch 11, step 840, loss 0.008, test 0.077
Epoch 11, step 841, loss 0.005, test 0.076
Epoch 11, step 842, loss 0.013, test 0.076
Epoch 11, step 843, loss 0.001, test 0.076
Epoch 11, step 844, loss 0.003, test 0.075
Epoch 11, step 845, loss 0.005, test 0.075
Epoch 11, step 846, loss 0.557, test 0.074
Epoch 11, step 847, loss 0.078, test 0.073
Epoch 11, step 848, loss 0.333, test 0.083
Epoch 11, step 849, loss 0.018, test 0.084
Epoch 11, step 850, loss 0.053, test 0.086
Epoch 11, step 851, loss 0.000, test 0.087
Epoch 11, step 852, loss 0.001, test 0.087
Epoch 11, step 853, loss 0.130, test 0.089
Epoch 11, step 854, loss 0.002, test 0.089
Epoch 11, step 855, loss 0.058, test 0.111
Epoch 11, step 856, loss 0.001, test 0.115
Epoch 11, step 857, loss 0.244, test 0.115
Epoch 11, step 858, loss 0.104, test 0.118
Epoch 11, step 859, loss 0.003, test 0.119
Epoch 11, step 860, loss 0.105, test 0.135
Epoch 11, step 861, loss 0.237, test 0.121
Epoch 11, step 862, loss 0.003, test 0.122
Epoch 11, step 863, loss 0.003, test 0.124
Epoch 11, step 864, loss 0.487, test 0.129
Epoch 11, step 865, loss 0.570, test 0.124
Epoch 11, step 866, loss 0.378, test 0.117
Epoch 11, step 867, loss 0.596, test 0.125
Epoch 11, step 868, loss 0.301, test 0.139
Epoch 11, step 869, loss 0.030, test 0.134
Epoch 11, step 870, loss 0.002, test 0.133
Epoch 11, step 871, loss 0.387, test 0.140
Epoch 11, step 872, loss 0.028, test 0.145
Epoch 11, step 873, loss 0.006, test 0.141
Epoch 11, step 874, loss 0.133, test 0.136
Epoch 11, step 875, loss 0.230, test 0.168
Epoch 11, step 876, loss 0.054, test 0.176
Epoch 11, step 877, loss 0.000, test 0.180
Epoch 11, step 878, loss 0.016, test 0.185
Epoch 11, step 879, loss 0.068, test 0.183
Epoch 11, step 880, loss 0.015, test 0.185
Epoch 11, step 881, loss 0.156, test 0.163
Epoch 11, step 882, loss 0.003, test 0.157
Epoch 11, step 883, loss 0.022, test 0.149
Epoch 11, step 884, loss 0.141, test 0.150
Epoch 11, step 885, loss 0.062, test 0.154
Epoch 11, step 886, loss 0.218, test 0.162
Epoch 11, step 887, loss 0.184, test 0.150
Epoch 11, step 888, loss 0.017, test 0.150
Epoch 11, step 889, loss 0.011, test 0.146
Epoch 11, step 890, loss 0.108, test 0.154
Epoch 11, step 891, loss 0.053, test 0.179
Epoch 11, step 892, loss 0.043, test 0.178
Epoch 11, step 893, loss 0.008, test 0.178
Epoch 11, step 894, loss 0.007, test 0.179
Epoch 11, step 895, loss 0.685, test 0.081
Epoch 11, step 896, loss 0.012, test 0.077
Epoch 11, step 897, loss 0.000, test 0.077
Epoch 11, step 898, loss 0.283, test 0.090
Epoch 11, step 899, loss 0.120, test 0.123
Epoch 11, step 900, loss 0.000, test 0.134
Epoch 11, step 901, loss 0.087, test 0.136
Epoch 11, step 902, loss 0.012, test 0.140
Epoch 11, step 903, loss 0.000, test 0.140
Epoch 11, step 904, loss 0.167, test 0.146
Epoch 11, step 905, loss 0.228, test 0.139
Epoch 11, step 906, loss 0.005, test 0.138
Epoch 11, step 907, loss 0.021, test 0.134
Epoch 11, step 908, loss 0.958, test 0.128
Epoch 11, step 909, loss 0.034, test 0.125
Epoch 11, step 910, loss 0.002, test 0.124
Epoch 11, step 911, loss 0.001, test 0.123
Epoch 11, step 912, loss 0.231, test 0.122
Epoch 11, step 913, loss 0.128, test 0.123
Epoch 11, step 914, loss 0.005, test 0.133
Epoch 11, step 915, loss 0.019, test 0.137
Epoch 11, step 916, loss 0.199, test 0.166
Epoch 11, step 917, loss 0.046, test 0.171
Epoch 11, step 918, loss 0.120, test 0.180
Epoch 11, step 919, loss 0.289, test 0.168
Epoch 11, step 920, loss 0.047, test 0.156
Epoch 11, step 921, loss 0.019, test 0.179
Epoch 11, step 922, loss 0.078, test 0.184
Epoch 11, step 923, loss 0.158, test 0.178
Epoch 11, step 924, loss 0.084, test 0.181
Epoch 11, step 925, loss 0.108, test 0.162
Epoch 11, step 926, loss 0.021, test 0.151
Epoch 11, step 927, loss 0.268, test 0.151
Epoch 11, step 928, loss 0.192, test 0.170
Epoch 11, step 929, loss 0.537, test 0.118
Epoch 11, step 930, loss 0.130, test 0.116
Epoch 11, step 931, loss 0.008, test 0.115
Epoch 11, step 932, loss 0.614, test 0.207
Epoch 11, step 933, loss 0.119, test 0.211
Epoch 11, step 934, loss 0.149, test 0.249
Epoch 11, step 935, loss 0.300, test 0.251
Epoch 11, step 936, loss 0.005, test 0.251
Epoch 11, step 937, loss 0.181, test 0.248
Epoch 11, step 938, loss 0.004, test 0.250
Epoch 11, step 939, loss 0.073, test 0.246
Epoch 11, step 940, loss 0.044, test 0.250
Epoch 11, step 941, loss 0.069, test 0.281
Epoch 11, step 942, loss 0.074, test 0.270
Epoch 11, step 943, loss 0.184, test 0.258
Epoch 11, step 944, loss 0.000, test 0.256
Epoch 11, step 945, loss 0.047, test 0.245
Epoch 11, step 946, loss 0.064, test 0.240
Epoch 11, step 947, loss 0.186, test 0.247
Epoch 11, step 948, loss 0.050, test 0.251
Epoch 11, step 949, loss 0.004, test 0.254
Epoch 11, step 950, loss 0.080, test 0.257
Epoch 11, step 951, loss 0.356, test 0.186
Epoch 11, step 952, loss 0.128, test 0.181
Epoch 11, step 953, loss 0.000, test 0.177
Epoch 11, step 954, loss 0.333, test 0.118
Epoch 11, step 955, loss 0.027, test 0.112
Epoch 11, step 956, loss 0.226, test 0.110
Epoch 11, step 957, loss 0.144, test 0.109
Epoch 11, step 958, loss 0.161, test 0.108
Epoch 11, step 959, loss 0.262, test 0.109
Epoch 11, step 960, loss 0.000, test 0.109
Epoch 11, step 961, loss 0.083, test 0.102
Epoch 11, step 962, loss 0.000, test 0.101
Epoch 11, step 963, loss 0.002, test 0.101
Epoch 11, step 964, loss 0.008, test 0.100
Epoch 11, step 965, loss 0.036, test 0.099
Epoch 11, step 966, loss 0.289, test 0.102
Epoch 11, step 967, loss 0.001, test 0.103
Epoch 11, step 968, loss 0.081, test 0.108
Epoch 11, step 969, loss 0.056, test 0.109
Epoch 11, step 970, loss 0.032, test 0.107
Epoch 11, step 971, loss 0.102, test 0.111
Epoch 11, step 972, loss 0.310, test 0.112
Epoch 11, step 973, loss 0.025, test 0.113
Epoch 11, step 974, loss 0.038, test 0.108
Epoch 11, step 975, loss 0.308, test 0.110
Epoch 11, step 976, loss 0.185, test 0.113
Epoch 11, step 977, loss 0.064, test 0.115
Epoch 11, step 978, loss 0.002, test 0.114
Epoch 11, step 979, loss 0.281, test 0.108
Epoch 11, step 980, loss 0.008, test 0.107
Epoch 11, step 981, loss 0.035, test 0.104
Epoch 11, step 982, loss 0.012, test 0.103
Epoch 11, step 983, loss 0.006, test 0.103
Epoch 11, step 984, loss 0.095, test 0.104
Epoch 11, step 985, loss 0.180, test 0.101
Epoch 11, step 986, loss 0.064, test 0.100
Epoch 11, step 987, loss 0.146, test 0.101
Epoch 11, step 988, loss 0.179, test 0.100
Epoch 11, step 989, loss 0.417, test 0.093
Epoch 11, step 990, loss 0.467, test 0.091
Epoch 11, step 991, loss 0.005, test 0.090
Epoch 11, step 992, loss 0.257, test 0.090
Epoch 11, step 993, loss 0.015, test 0.090
Epoch 11, step 994, loss 0.135, test 0.098
Epoch 11, step 995, loss 0.093, test 0.097
Epoch 11, step 996, loss 0.020, test 0.099
Epoch 11, step 997, loss 0.111, test 0.102
Epoch 11, step 998, loss 0.078, test 0.104
Epoch 11, step 999, loss 0.094, test 0.105
Epoch 12, step 0, loss 0.134, test 0.104
Epoch 12, step 1, loss 0.023, test 0.104
Epoch 12, step 2, loss 0.352, test 0.104
Epoch 12, step 3, loss 0.120, test 0.103
Epoch 12, step 4, loss 0.660, test 0.097
Epoch 12, step 5, loss 0.293, test 0.098
Epoch 12, step 6, loss 0.009, test 0.097
Epoch 12, step 7, loss 0.109, test 0.099
Epoch 12, step 8, loss 0.087, test 0.098
Epoch 12, step 9, loss 0.763, test 0.097
Epoch 12, step 10, loss 0.164, test 0.097
Epoch 12, step 11, loss 0.000, test 0.097
Epoch 12, step 12, loss 0.610, test 0.096
Epoch 12, step 13, loss 0.000, test 0.097
Epoch 12, step 14, loss 0.576, test 0.100
Epoch 12, step 15, loss 0.392, test 0.100
Epoch 12, step 16, loss 0.056, test 0.100
Epoch 12, step 17, loss 0.018, test 0.101
Epoch 12, step 18, loss 0.310, test 0.082
Epoch 12, step 19, loss 0.033, test 0.080
Epoch 12, step 20, loss 0.463, test 0.081
Epoch 12, step 21, loss 0.106, test 0.080
Epoch 12, step 22, loss 0.199, test 0.080
Epoch 12, step 23, loss 0.166, test 0.080
Epoch 12, step 24, loss 0.005, test 0.080
Epoch 12, step 25, loss 0.025, test 0.081
Epoch 12, step 26, loss 0.148, test 0.080
Epoch 12, step 27, loss 0.006, test 0.080
Epoch 12, step 28, loss 0.148, test 0.078
Epoch 12, step 29, loss 0.084, test 0.077
Epoch 12, step 30, loss 0.000, test 0.077
Epoch 12, step 31, loss 1.111, test 0.079
Epoch 12, step 32, loss 0.071, test 0.080
Epoch 12, step 33, loss 0.281, test 0.072
Epoch 12, step 34, loss 0.004, test 0.072
Epoch 12, step 35, loss 0.338, test 0.076
Epoch 12, step 36, loss 0.036, test 0.078
Epoch 12, step 37, loss 0.177, test 0.078
Epoch 12, step 38, loss 0.167, test 0.109
Epoch 12, step 39, loss 0.014, test 0.114
Epoch 12, step 40, loss 0.002, test 0.118
Epoch 12, step 41, loss 0.117, test 0.123
Epoch 12, step 42, loss 0.054, test 0.120
Epoch 12, step 43, loss 1.097, test 0.114
Epoch 12, step 44, loss 0.295, test 0.116
Epoch 12, step 45, loss 0.036, test 0.126
Epoch 12, step 46, loss 0.076, test 0.130
Epoch 12, step 47, loss 0.018, test 0.131
Epoch 12, step 48, loss 0.006, test 0.133
Epoch 12, step 49, loss 0.626, test 0.141
Epoch 12, step 50, loss 0.004, test 0.143
Epoch 12, step 51, loss 0.072, test 0.146
Epoch 12, step 52, loss 0.061, test 0.184
Epoch 12, step 53, loss 0.204, test 0.201
Epoch 12, step 54, loss 0.303, test 0.200
Epoch 12, step 55, loss 0.416, test 0.184
Epoch 12, step 56, loss 0.009, test 0.179
Epoch 12, step 57, loss 0.627, test 0.197
Epoch 12, step 58, loss 0.013, test 0.199
Epoch 12, step 59, loss 0.015, test 0.198
Epoch 12, step 60, loss 0.433, test 0.131
Epoch 12, step 61, loss 0.002, test 0.117
Epoch 12, step 62, loss 0.068, test 0.113
Epoch 12, step 63, loss 0.078, test 0.113
Epoch 12, step 64, loss 0.003, test 0.106
Epoch 12, step 65, loss 0.075, test 0.120
Epoch 12, step 66, loss 0.000, test 0.121
Epoch 12, step 67, loss 0.021, test 0.128
Epoch 12, step 68, loss 0.253, test 0.117
Epoch 12, step 69, loss 0.017, test 0.115
Epoch 12, step 70, loss 0.045, test 0.113
Epoch 12, step 71, loss 0.011, test 0.112
Epoch 12, step 72, loss 0.203, test 0.108
Epoch 12, step 73, loss 0.251, test 0.079
Epoch 12, step 74, loss 0.421, test 0.076
Epoch 12, step 75, loss 0.197, test 0.075
Epoch 12, step 76, loss 0.076, test 0.074
Epoch 12, step 77, loss 0.098, test 0.073
Epoch 12, step 78, loss 0.585, test 0.074
Epoch 12, step 79, loss 0.011, test 0.075
Epoch 12, step 80, loss 0.115, test 0.075
Epoch 12, step 81, loss 0.179, test 0.076
Epoch 12, step 82, loss 0.044, test 0.077
Epoch 12, step 83, loss 0.002, test 0.077
Epoch 12, step 84, loss 0.000, test 0.077
Epoch 12, step 85, loss 0.279, test 0.077
Epoch 12, step 86, loss 0.097, test 0.077
Epoch 12, step 87, loss 0.030, test 0.078
Epoch 12, step 88, loss 0.000, test 0.078
Epoch 12, step 89, loss 0.181, test 0.078
Epoch 12, step 90, loss 0.000, test 0.078
Epoch 12, step 91, loss 0.023, test 0.078
Epoch 12, step 92, loss 0.151, test 0.078
Epoch 12, step 93, loss 0.223, test 0.078
Epoch 12, step 94, loss 0.197, test 0.082
Epoch 12, step 95, loss 0.000, test 0.082
Epoch 12, step 96, loss 0.183, test 0.080
Epoch 12, step 97, loss 0.011, test 0.080
Epoch 12, step 98, loss 0.173, test 0.083
Epoch 12, step 99, loss 0.000, test 0.084
Epoch 12, step 100, loss 0.012, test 0.084
Epoch 12, step 101, loss 0.012, test 0.083
Epoch 12, step 102, loss 0.060, test 0.087
Epoch 12, step 103, loss 0.163, test 0.085
Epoch 12, step 104, loss 0.002, test 0.085
Epoch 12, step 105, loss 0.145, test 0.082
Epoch 12, step 106, loss 0.165, test 0.089
Epoch 12, step 107, loss 0.839, test 0.089
Epoch 12, step 108, loss 0.111, test 0.091
Epoch 12, step 109, loss 0.062, test 0.093
Epoch 12, step 110, loss 0.190, test 0.083
Epoch 12, step 111, loss 0.000, test 0.082
Epoch 12, step 112, loss 0.176, test 0.082
Epoch 12, step 113, loss 0.149, test 0.085
Epoch 12, step 114, loss 0.022, test 0.086
Epoch 12, step 115, loss 0.313, test 0.088
Epoch 12, step 116, loss 0.008, test 0.091
Epoch 12, step 117, loss 0.220, test 0.096
Epoch 12, step 118, loss 0.249, test 0.081
Epoch 12, step 119, loss 0.005, test 0.080
Epoch 12, step 120, loss 0.001, test 0.079
Epoch 12, step 121, loss 0.488, test 0.074
Epoch 12, step 122, loss 0.093, test 0.073
Epoch 12, step 123, loss 0.032, test 0.073
Epoch 12, step 124, loss 0.271, test 0.074
Epoch 12, step 125, loss 0.152, test 0.078
Epoch 12, step 126, loss 0.002, test 0.079
Epoch 12, step 127, loss 0.175, test 0.078
Epoch 12, step 128, loss 0.020, test 0.079
Epoch 12, step 129, loss 0.344, test 0.082
Epoch 12, step 130, loss 0.051, test 0.082
Epoch 12, step 131, loss 0.016, test 0.082
Epoch 12, step 132, loss 0.055, test 0.080
Epoch 12, step 133, loss 0.065, test 0.084
Epoch 12, step 134, loss 0.206, test 0.087
Epoch 12, step 135, loss 0.011, test 0.110
Epoch 12, step 136, loss 0.008, test 0.119
Epoch 12, step 137, loss 0.021, test 0.126
Epoch 12, step 138, loss 0.301, test 0.121
Epoch 12, step 139, loss 0.117, test 0.119
Epoch 12, step 140, loss 1.606, test 0.147
Epoch 12, step 141, loss 0.187, test 0.148
Epoch 12, step 142, loss 0.030, test 0.156
Epoch 12, step 143, loss 0.054, test 0.151
Epoch 12, step 144, loss 0.003, test 0.150
Epoch 12, step 145, loss 0.033, test 0.162
Epoch 12, step 146, loss 0.024, test 0.166
Epoch 12, step 147, loss 0.076, test 0.163
Epoch 12, step 148, loss 0.083, test 0.188
Epoch 12, step 149, loss 0.198, test 0.187
Epoch 12, step 150, loss 0.554, test 0.200
Epoch 12, step 151, loss 0.270, test 0.164
Epoch 12, step 152, loss 0.006, test 0.160
Epoch 12, step 153, loss 0.123, test 0.161
Epoch 12, step 154, loss 0.048, test 0.155
Epoch 12, step 155, loss 0.021, test 0.150
Epoch 12, step 156, loss 0.006, test 0.148
Epoch 12, step 157, loss 0.005, test 0.155
Epoch 12, step 158, loss 0.003, test 0.156
Epoch 12, step 159, loss 0.055, test 0.151
Epoch 12, step 160, loss 0.313, test 0.162
Epoch 12, step 161, loss 0.288, test 0.159
Epoch 12, step 162, loss 1.233, test 0.141
Epoch 12, step 163, loss 0.042, test 0.133
Epoch 12, step 164, loss 0.171, test 0.162
Epoch 12, step 165, loss 0.276, test 0.130
Epoch 12, step 166, loss 0.016, test 0.118
Epoch 12, step 167, loss 0.003, test 0.114
Epoch 12, step 168, loss 0.029, test 0.120
Epoch 12, step 169, loss 0.019, test 0.126
Epoch 12, step 170, loss 0.011, test 0.128
Epoch 12, step 171, loss 0.000, test 0.129
Epoch 12, step 172, loss 0.086, test 0.118
Epoch 12, step 173, loss 0.000, test 0.117
Epoch 12, step 174, loss 0.005, test 0.115
Epoch 12, step 175, loss 0.085, test 0.116
Epoch 12, step 176, loss 0.006, test 0.111
Epoch 12, step 177, loss 0.054, test 0.102
Epoch 12, step 178, loss 0.161, test 0.096
Epoch 12, step 179, loss 0.092, test 0.105
Epoch 12, step 180, loss 0.220, test 0.110
Epoch 12, step 181, loss 0.591, test 0.072
Epoch 12, step 182, loss 0.006, test 0.071
Epoch 12, step 183, loss 0.141, test 0.072
Epoch 12, step 184, loss 0.042, test 0.072
Epoch 12, step 185, loss 0.044, test 0.073
Epoch 12, step 186, loss 0.060, test 0.076
Epoch 12, step 187, loss 0.052, test 0.079
Epoch 12, step 188, loss 0.507, test 0.075
Epoch 12, step 189, loss 0.002, test 0.076
Epoch 12, step 190, loss 0.000, test 0.076
Epoch 12, step 191, loss 0.476, test 0.071
Epoch 12, step 192, loss 0.012, test 0.070
Epoch 12, step 193, loss 0.121, test 0.070
Epoch 12, step 194, loss 0.021, test 0.070
Epoch 12, step 195, loss 0.403, test 0.070
Epoch 12, step 196, loss 0.064, test 0.131
Epoch 12, step 197, loss 0.264, test 0.142
Epoch 12, step 198, loss 0.614, test 0.184
Epoch 12, step 199, loss 0.142, test 0.145
Epoch 12, step 200, loss 0.442, test 0.113
Epoch 12, step 201, loss 0.048, test 0.108
Epoch 12, step 202, loss 0.037, test 0.111
Epoch 12, step 203, loss 0.034, test 0.110
Epoch 12, step 204, loss 0.005, test 0.110
Epoch 12, step 205, loss 0.124, test 0.112
Epoch 12, step 206, loss 0.020, test 0.098
Epoch 12, step 207, loss 0.000, test 0.097
Epoch 12, step 208, loss 0.077, test 0.095
Epoch 12, step 209, loss 0.272, test 0.096
Epoch 12, step 210, loss 0.001, test 0.098
Epoch 12, step 211, loss 0.130, test 0.103
Epoch 12, step 212, loss 0.002, test 0.104
Epoch 12, step 213, loss 0.215, test 0.112
Epoch 12, step 214, loss 0.019, test 0.113
Epoch 12, step 215, loss 0.379, test 0.121
Epoch 12, step 216, loss 0.001, test 0.122
Epoch 12, step 217, loss 0.052, test 0.143
Epoch 12, step 218, loss 1.164, test 0.126
Epoch 12, step 219, loss 0.210, test 0.096
Epoch 12, step 220, loss 0.311, test 0.089
Epoch 12, step 221, loss 0.076, test 0.083
Epoch 12, step 222, loss 0.003, test 0.082
Epoch 12, step 223, loss 0.095, test 0.081
Epoch 12, step 224, loss 0.141, test 0.080
Epoch 12, step 225, loss 0.767, test 0.078
Epoch 12, step 226, loss 0.749, test 0.077
Epoch 12, step 227, loss 0.071, test 0.073
Epoch 12, step 228, loss 0.000, test 0.073
Epoch 12, step 229, loss 0.094, test 0.071
Epoch 12, step 230, loss 0.160, test 0.081
Epoch 12, step 231, loss 0.157, test 0.091
Epoch 12, step 232, loss 0.060, test 0.117
Epoch 12, step 233, loss 0.029, test 0.112
Epoch 12, step 234, loss 0.000, test 0.114
Epoch 12, step 235, loss 0.159, test 0.101
Epoch 12, step 236, loss 0.011, test 0.100
Epoch 12, step 237, loss 0.072, test 0.092
Epoch 12, step 238, loss 0.033, test 0.090
Epoch 12, step 239, loss 0.280, test 0.088
Epoch 12, step 240, loss 0.138, test 0.080
Epoch 12, step 241, loss 0.171, test 0.083
Epoch 12, step 242, loss 0.221, test 0.079
Epoch 12, step 243, loss 0.106, test 0.079
Epoch 12, step 244, loss 0.005, test 0.079
Epoch 12, step 245, loss 0.013, test 0.079
Epoch 12, step 246, loss 0.017, test 0.078
Epoch 12, step 247, loss 0.083, test 0.078
Epoch 12, step 248, loss 0.967, test 0.078
Epoch 12, step 249, loss 0.409, test 0.081
Epoch 12, step 250, loss 0.001, test 0.081
Epoch 12, step 251, loss 0.009, test 0.082
Epoch 12, step 252, loss 0.290, test 0.084
Epoch 12, step 253, loss 0.141, test 0.087
Epoch 12, step 254, loss 0.331, test 0.085
Epoch 12, step 255, loss 0.034, test 0.085
Epoch 12, step 256, loss 0.081, test 0.086
Epoch 12, step 257, loss 0.016, test 0.088
Epoch 12, step 258, loss 0.073, test 0.091
Epoch 12, step 259, loss 0.050, test 0.081
Epoch 12, step 260, loss 1.116, test 0.084
Epoch 12, step 261, loss 0.053, test 0.096
Epoch 12, step 262, loss 0.024, test 0.095
Epoch 12, step 263, loss 0.012, test 0.097
Epoch 12, step 264, loss 0.094, test 0.092
Epoch 12, step 265, loss 0.004, test 0.098
Epoch 12, step 266, loss 0.107, test 0.095
Epoch 12, step 267, loss 0.495, test 0.173
Epoch 12, step 268, loss 0.047, test 0.223
Epoch 12, step 269, loss 0.020, test 0.260
Epoch 12, step 270, loss 0.075, test 0.229
Epoch 12, step 271, loss 0.017, test 0.227
Epoch 12, step 272, loss 0.060, test 0.225
Epoch 12, step 273, loss 0.007, test 0.224
Epoch 12, step 274, loss 0.094, test 0.226
Epoch 12, step 275, loss 0.008, test 0.229
Epoch 12, step 276, loss 0.034, test 0.209
Epoch 12, step 277, loss 0.004, test 0.207
Epoch 12, step 278, loss 0.150, test 0.203
Epoch 12, step 279, loss 0.257, test 0.213
Epoch 12, step 280, loss 0.278, test 0.218
Epoch 12, step 281, loss 0.099, test 0.222
Epoch 12, step 282, loss 0.417, test 0.150
Epoch 12, step 283, loss 0.029, test 0.136
Epoch 12, step 284, loss 0.065, test 0.138
Epoch 12, step 285, loss 0.024, test 0.133
Epoch 12, step 286, loss 0.005, test 0.131
Epoch 12, step 287, loss 0.190, test 0.135
Epoch 12, step 288, loss 0.006, test 0.132
Epoch 12, step 289, loss 0.373, test 0.076
Epoch 12, step 290, loss 0.006, test 0.076
Epoch 12, step 291, loss 0.249, test 0.075
Epoch 12, step 292, loss 0.081, test 0.083
Epoch 12, step 293, loss 0.084, test 0.094
Epoch 12, step 294, loss 0.018, test 0.083
Epoch 12, step 295, loss 0.000, test 0.083
Epoch 12, step 296, loss 0.024, test 0.083
Epoch 12, step 297, loss 0.064, test 0.082
Epoch 12, step 298, loss 0.020, test 0.076
Epoch 12, step 299, loss 0.157, test 0.077
Epoch 12, step 300, loss 0.223, test 0.079
Epoch 12, step 301, loss 0.010, test 0.080
Epoch 12, step 302, loss 0.037, test 0.082
Epoch 12, step 303, loss 0.033, test 0.080
Epoch 12, step 304, loss 0.186, test 0.079
Epoch 12, step 305, loss 0.000, test 0.079
Epoch 12, step 306, loss 0.154, test 0.079
Epoch 12, step 307, loss 0.057, test 0.077
Epoch 12, step 308, loss 0.150, test 0.077
Epoch 12, step 309, loss 0.033, test 0.078
Epoch 12, step 310, loss 0.113, test 0.180
Epoch 12, step 311, loss 0.053, test 0.218
Epoch 12, step 312, loss 0.121, test 0.235
Epoch 12, step 313, loss 0.060, test 0.234
Epoch 12, step 314, loss 0.005, test 0.252
Epoch 12, step 315, loss 0.013, test 0.262
Epoch 12, step 316, loss 0.001, test 0.266
Epoch 12, step 317, loss 0.001, test 0.267
Epoch 12, step 318, loss 0.039, test 0.270
Epoch 12, step 319, loss 0.005, test 0.256
Epoch 12, step 320, loss 0.193, test 0.258
Epoch 12, step 321, loss 0.033, test 0.256
Epoch 12, step 322, loss 0.000, test 0.256
Epoch 12, step 323, loss 0.336, test 0.221
Epoch 12, step 324, loss 0.016, test 0.208
Epoch 12, step 325, loss 0.001, test 0.202
Epoch 12, step 326, loss 0.017, test 0.201
Epoch 12, step 327, loss 0.019, test 0.201
Epoch 12, step 328, loss 0.024, test 0.202
Epoch 12, step 329, loss 0.464, test 0.214
Epoch 12, step 330, loss 0.118, test 0.247
Epoch 12, step 331, loss 0.093, test 0.209
Epoch 12, step 332, loss 0.270, test 0.157
Epoch 12, step 333, loss 0.033, test 0.149
Epoch 12, step 334, loss 0.057, test 0.152
Epoch 12, step 335, loss 0.124, test 0.153
Epoch 12, step 336, loss 0.097, test 0.149
Epoch 12, step 337, loss 0.121, test 0.131
Epoch 12, step 338, loss 0.051, test 0.132
Epoch 12, step 339, loss 0.319, test 0.130
Epoch 12, step 340, loss 0.003, test 0.129
Epoch 12, step 341, loss 0.198, test 0.136
Epoch 12, step 342, loss 0.000, test 0.138
Epoch 12, step 343, loss 0.153, test 0.155
Epoch 12, step 344, loss 0.041, test 0.137
Epoch 12, step 345, loss 0.177, test 0.141
Epoch 12, step 346, loss 0.035, test 0.137
Epoch 12, step 347, loss 1.194, test 0.108
Epoch 12, step 348, loss 0.009, test 0.106
Epoch 12, step 349, loss 0.134, test 0.106
Epoch 12, step 350, loss 0.155, test 0.100
Epoch 12, step 351, loss 0.002, test 0.100
Epoch 12, step 352, loss 0.003, test 0.101
Epoch 12, step 353, loss 0.055, test 0.099
Epoch 12, step 354, loss 0.002, test 0.098
Epoch 12, step 355, loss 0.108, test 0.099
Epoch 12, step 356, loss 0.266, test 0.104
Epoch 12, step 357, loss 0.005, test 0.105
Epoch 12, step 358, loss 0.070, test 0.106
Epoch 12, step 359, loss 0.632, test 0.360
Epoch 12, step 360, loss 0.152, test 0.430
Epoch 12, step 361, loss 0.001, test 0.480
Epoch 12, step 362, loss 0.576, test 0.454
Epoch 12, step 363, loss 2.225, test 0.120
Epoch 12, step 364, loss 0.010, test 0.116
Epoch 12, step 365, loss 0.000, test 0.119
Epoch 12, step 366, loss 0.033, test 0.119
Epoch 12, step 367, loss 0.293, test 0.118
Epoch 12, step 368, loss 0.267, test 0.117
Epoch 12, step 369, loss 0.049, test 0.114
Epoch 12, step 370, loss 0.004, test 0.114
Epoch 12, step 371, loss 0.407, test 0.109
Epoch 12, step 372, loss 0.137, test 0.111
Epoch 12, step 373, loss 0.005, test 0.112
Epoch 12, step 374, loss 1.150, test 0.112
Epoch 12, step 375, loss 0.055, test 0.109
Epoch 12, step 376, loss 0.064, test 0.112
Epoch 12, step 377, loss 0.056, test 0.113
Epoch 12, step 378, loss 0.061, test 0.112
Epoch 12, step 379, loss 0.013, test 0.112
Epoch 12, step 380, loss 0.065, test 0.109
Epoch 12, step 381, loss 0.585, test 0.101
Epoch 12, step 382, loss 0.004, test 0.100
Epoch 12, step 383, loss 0.005, test 0.099
Epoch 12, step 384, loss 0.041, test 0.102
Epoch 12, step 385, loss 0.036, test 0.103
Epoch 12, step 386, loss 0.126, test 0.111
Epoch 12, step 387, loss 0.081, test 0.114
Epoch 12, step 388, loss 0.021, test 0.109
Epoch 12, step 389, loss 0.016, test 0.107
Epoch 12, step 390, loss 1.154, test 0.103
Epoch 12, step 391, loss 0.105, test 0.103
Epoch 12, step 392, loss 0.059, test 0.103
Epoch 12, step 393, loss 0.044, test 0.103
Epoch 12, step 394, loss 0.106, test 0.102
Epoch 12, step 395, loss 0.114, test 0.105
Epoch 12, step 396, loss 0.002, test 0.106
Epoch 12, step 397, loss 0.124, test 0.101
Epoch 12, step 398, loss 0.091, test 0.110
Epoch 12, step 399, loss 0.271, test 0.111
Epoch 12, step 400, loss 0.000, test 0.112
Epoch 12, step 401, loss 0.905, test 0.117
Epoch 12, step 402, loss 0.013, test 0.121
Epoch 12, step 403, loss 0.711, test 0.119
Epoch 12, step 404, loss 0.102, test 0.117
Epoch 12, step 405, loss 0.368, test 0.114
Epoch 12, step 406, loss 0.007, test 0.114
Epoch 12, step 407, loss 0.000, test 0.115
Epoch 12, step 408, loss 0.008, test 0.117
Epoch 12, step 409, loss 0.494, test 0.095
Epoch 12, step 410, loss 0.023, test 0.093
Epoch 12, step 411, loss 0.074, test 0.090
Epoch 12, step 412, loss 0.025, test 0.089
Epoch 12, step 413, loss 0.163, test 0.088
Epoch 12, step 414, loss 0.020, test 0.087
Epoch 12, step 415, loss 0.196, test 0.084
Epoch 12, step 416, loss 0.006, test 0.083
Epoch 12, step 417, loss 0.156, test 0.083
Epoch 12, step 418, loss 0.106, test 0.090
Epoch 12, step 419, loss 0.104, test 0.087
Epoch 12, step 420, loss 0.007, test 0.087
Epoch 12, step 421, loss 0.017, test 0.084
Epoch 12, step 422, loss 0.008, test 0.083
Epoch 12, step 423, loss 0.045, test 0.083
Epoch 12, step 424, loss 0.007, test 0.085
Epoch 12, step 425, loss 0.020, test 0.086
Epoch 12, step 426, loss 0.003, test 0.086
Epoch 12, step 427, loss 0.141, test 0.082
Epoch 12, step 428, loss 0.224, test 0.081
Epoch 12, step 429, loss 0.002, test 0.081
Epoch 12, step 430, loss 0.035, test 0.081
Epoch 12, step 431, loss 0.319, test 0.084
Epoch 12, step 432, loss 0.002, test 0.085
Epoch 12, step 433, loss 0.027, test 0.084
Epoch 12, step 434, loss 0.224, test 0.084
Epoch 12, step 435, loss 0.011, test 0.082
Epoch 12, step 436, loss 0.377, test 0.083
Epoch 12, step 437, loss 0.171, test 0.083
Epoch 12, step 438, loss 0.001, test 0.084
Epoch 12, step 439, loss 0.005, test 0.084
Epoch 12, step 440, loss 0.032, test 0.089
Epoch 12, step 441, loss 0.002, test 0.091
Epoch 12, step 442, loss 0.023, test 0.092
Epoch 12, step 443, loss 0.388, test 0.094
Epoch 12, step 444, loss 0.140, test 0.096
Epoch 12, step 445, loss 0.052, test 0.097
Epoch 12, step 446, loss 0.100, test 0.091
Epoch 12, step 447, loss 0.053, test 0.091
Epoch 12, step 448, loss 0.127, test 0.091
Epoch 12, step 449, loss 0.000, test 0.092
Epoch 12, step 450, loss 0.000, test 0.092
Epoch 12, step 451, loss 0.049, test 0.091
Epoch 12, step 452, loss 0.021, test 0.101
Epoch 12, step 453, loss 0.154, test 0.104
Epoch 12, step 454, loss 0.016, test 0.103
Epoch 12, step 455, loss 0.000, test 0.103
Epoch 12, step 456, loss 0.116, test 0.110
Epoch 12, step 457, loss 0.079, test 0.113
Epoch 12, step 458, loss 0.034, test 0.116
Epoch 12, step 459, loss 0.125, test 0.114
Epoch 12, step 460, loss 0.059, test 0.082
Epoch 12, step 461, loss 0.011, test 0.079
Epoch 12, step 462, loss 0.000, test 0.079
Epoch 12, step 463, loss 0.000, test 0.078
Epoch 12, step 464, loss 0.027, test 0.078
Epoch 12, step 465, loss 0.003, test 0.078
Epoch 12, step 466, loss 0.876, test 0.078
Epoch 12, step 467, loss 0.848, test 0.079
Epoch 12, step 468, loss 0.108, test 0.079
Epoch 12, step 469, loss 0.046, test 0.080
Epoch 12, step 470, loss 0.792, test 0.083
Epoch 12, step 471, loss 0.026, test 0.085
Epoch 12, step 472, loss 0.116, test 0.086
Epoch 12, step 473, loss 0.070, test 0.090
Epoch 12, step 474, loss 0.042, test 0.095
Epoch 12, step 475, loss 0.014, test 0.096
Epoch 12, step 476, loss 0.148, test 0.092
Epoch 12, step 477, loss 0.000, test 0.091
Epoch 12, step 478, loss 0.243, test 0.094
Epoch 12, step 479, loss 0.678, test 0.081
Epoch 12, step 480, loss 0.327, test 0.113
Epoch 12, step 481, loss 0.165, test 0.173
Epoch 12, step 482, loss 0.869, test 0.172
Epoch 12, step 483, loss 0.290, test 0.190
Epoch 12, step 484, loss 0.004, test 0.196
Epoch 12, step 485, loss 0.074, test 0.209
Epoch 12, step 486, loss 0.223, test 0.219
Epoch 12, step 487, loss 0.046, test 0.214
Epoch 12, step 488, loss 0.175, test 0.250
Epoch 12, step 489, loss 0.028, test 0.255
Epoch 12, step 490, loss 0.060, test 0.217
Epoch 12, step 491, loss 0.203, test 0.216
Epoch 12, step 492, loss 0.044, test 0.195
Epoch 12, step 493, loss 0.316, test 0.158
Epoch 12, step 494, loss 0.503, test 0.121
Epoch 12, step 495, loss 0.265, test 0.117
Epoch 12, step 496, loss 0.030, test 0.109
Epoch 12, step 497, loss 0.219, test 0.087
Epoch 12, step 498, loss 0.017, test 0.081
Epoch 12, step 499, loss 0.005, test 0.079
Epoch 12, step 500, loss 0.278, test 0.079
Epoch 12, step 501, loss 0.005, test 0.077
Epoch 12, step 502, loss 0.089, test 0.077
Epoch 12, step 503, loss 0.033, test 0.075
Epoch 12, step 504, loss 0.000, test 0.074
Epoch 12, step 505, loss 0.205, test 0.074
Epoch 12, step 506, loss 0.029, test 0.074
Epoch 12, step 507, loss 0.012, test 0.074
Epoch 12, step 508, loss 0.116, test 0.078
Epoch 12, step 509, loss 0.001, test 0.080
Epoch 12, step 510, loss 0.051, test 0.080
Epoch 12, step 511, loss 0.926, test 0.125
Epoch 12, step 512, loss 0.219, test 0.148
Epoch 12, step 513, loss 0.002, test 0.158
Epoch 12, step 514, loss 0.007, test 0.159
Epoch 12, step 515, loss 0.005, test 0.162
Epoch 12, step 516, loss 0.103, test 0.155
Epoch 12, step 517, loss 0.010, test 0.169
Epoch 12, step 518, loss 0.035, test 0.178
Epoch 12, step 519, loss 0.047, test 0.172
Epoch 12, step 520, loss 0.329, test 0.192
Epoch 12, step 521, loss 0.244, test 0.184
Epoch 12, step 522, loss 0.037, test 0.178
Epoch 12, step 523, loss 0.057, test 0.121
Epoch 12, step 524, loss 0.143, test 0.108
Epoch 12, step 525, loss 0.021, test 0.099
Epoch 12, step 526, loss 0.001, test 0.097
Epoch 12, step 527, loss 0.054, test 0.108
Epoch 12, step 528, loss 0.024, test 0.105
Epoch 12, step 529, loss 0.253, test 0.100
Epoch 12, step 530, loss 0.001, test 0.100
Epoch 12, step 531, loss 0.050, test 0.103
Epoch 12, step 532, loss 0.068, test 0.093
Epoch 12, step 533, loss 0.010, test 0.092
Epoch 12, step 534, loss 0.057, test 0.086
Epoch 12, step 535, loss 0.095, test 0.092
Epoch 12, step 536, loss 0.051, test 0.093
Epoch 12, step 537, loss 1.246, test 0.143
Epoch 12, step 538, loss 0.389, test 0.145
Epoch 12, step 539, loss 1.236, test 0.706
Epoch 12, step 540, loss 0.009, test 1.002
Epoch 12, step 541, loss 1.287, test 0.844
Epoch 12, step 542, loss 0.231, test 0.764
Epoch 12, step 543, loss 0.046, test 0.768
Epoch 12, step 544, loss 0.089, test 0.712
Epoch 12, step 545, loss 0.045, test 0.659
Epoch 12, step 546, loss 0.028, test 0.622
Epoch 12, step 547, loss 0.091, test 0.621
Epoch 12, step 548, loss 0.029, test 0.601
Epoch 12, step 549, loss 0.032, test 0.595
Epoch 12, step 550, loss 0.316, test 0.503
Epoch 12, step 551, loss 0.151, test 0.492
Epoch 12, step 552, loss 0.042, test 0.464
Epoch 12, step 553, loss 0.238, test 0.395
Epoch 12, step 554, loss 0.940, test 0.323
Epoch 12, step 555, loss 0.086, test 0.299
Epoch 12, step 556, loss 0.000, test 0.290
Epoch 12, step 557, loss 0.142, test 0.242
Epoch 12, step 558, loss 0.512, test 0.205
Epoch 12, step 559, loss 0.951, test 0.172
Epoch 12, step 560, loss 0.001, test 0.167
Epoch 12, step 561, loss 0.109, test 0.165
Epoch 12, step 562, loss 0.725, test 0.166
Epoch 12, step 563, loss 0.002, test 0.166
Epoch 12, step 564, loss 0.057, test 0.166
Epoch 12, step 565, loss 0.367, test 0.168
Epoch 12, step 566, loss 0.013, test 0.169
Epoch 12, step 567, loss 0.022, test 0.169
Epoch 12, step 568, loss 0.078, test 0.174
Epoch 12, step 569, loss 0.048, test 0.170
Epoch 12, step 570, loss 0.381, test 0.178
Epoch 12, step 571, loss 0.763, test 0.177
Epoch 12, step 572, loss 0.009, test 0.173
Epoch 12, step 573, loss 0.061, test 0.172
Epoch 12, step 574, loss 0.145, test 0.171
Epoch 12, step 575, loss 0.026, test 0.158
Epoch 12, step 576, loss 0.037, test 0.148
Epoch 12, step 577, loss 0.164, test 0.149
Epoch 12, step 578, loss 0.133, test 0.157
Epoch 12, step 579, loss 0.065, test 0.159
Epoch 12, step 580, loss 0.101, test 0.156
Epoch 12, step 581, loss 0.008, test 0.156
Epoch 12, step 582, loss 0.176, test 0.161
Epoch 12, step 583, loss 0.233, test 0.160
Epoch 12, step 584, loss 0.092, test 0.186
Epoch 12, step 585, loss 0.599, test 0.225
Epoch 12, step 586, loss 0.169, test 0.258
Epoch 12, step 587, loss 0.080, test 0.268
Epoch 12, step 588, loss 0.088, test 0.269
Epoch 12, step 589, loss 0.866, test 0.251
Epoch 12, step 590, loss 0.111, test 0.265
Epoch 12, step 591, loss 0.201, test 0.264
Epoch 12, step 592, loss 0.016, test 0.262
Epoch 12, step 593, loss 0.026, test 0.262
Epoch 12, step 594, loss 0.764, test 0.188
Epoch 12, step 595, loss 0.046, test 0.189
Epoch 12, step 596, loss 0.000, test 0.191
Epoch 12, step 597, loss 0.173, test 0.168
Epoch 12, step 598, loss 0.091, test 0.166
Epoch 12, step 599, loss 0.115, test 0.161
Epoch 12, step 600, loss 0.001, test 0.159
Epoch 12, step 601, loss 0.301, test 0.157
Epoch 12, step 602, loss 0.044, test 0.153
Epoch 12, step 603, loss 0.398, test 0.145
Epoch 12, step 604, loss 0.017, test 0.143
Epoch 12, step 605, loss 0.002, test 0.142
Epoch 12, step 606, loss 0.096, test 0.145
Epoch 12, step 607, loss 0.547, test 0.147
Epoch 12, step 608, loss 0.286, test 0.146
Epoch 12, step 609, loss 0.114, test 0.157
Epoch 12, step 610, loss 0.106, test 0.157
Epoch 12, step 611, loss 0.041, test 0.156
Epoch 12, step 612, loss 0.000, test 0.157
Epoch 12, step 613, loss 0.010, test 0.155
Epoch 12, step 614, loss 0.421, test 0.141
Epoch 12, step 615, loss 0.258, test 0.136
Epoch 12, step 616, loss 0.003, test 0.133
Epoch 12, step 617, loss 0.071, test 0.134
Epoch 12, step 618, loss 0.046, test 0.124
Epoch 12, step 619, loss 0.219, test 0.122
Epoch 12, step 620, loss 0.035, test 0.125
Epoch 12, step 621, loss 0.006, test 0.124
Epoch 12, step 622, loss 0.006, test 0.125
Epoch 12, step 623, loss 0.208, test 0.121
Epoch 12, step 624, loss 0.000, test 0.123
Epoch 12, step 625, loss 0.068, test 0.124
Epoch 12, step 626, loss 0.041, test 0.122
Epoch 12, step 627, loss 0.012, test 0.122
Epoch 12, step 628, loss 0.040, test 0.119
Epoch 12, step 629, loss 0.020, test 0.117
Epoch 12, step 630, loss 0.118, test 0.119
Epoch 12, step 631, loss 0.255, test 0.117
Epoch 12, step 632, loss 0.531, test 0.113
Epoch 12, step 633, loss 0.005, test 0.112
Epoch 12, step 634, loss 0.103, test 0.114
Epoch 12, step 635, loss 0.006, test 0.113
Epoch 12, step 636, loss 0.020, test 0.113
Epoch 12, step 637, loss 0.035, test 0.111
Epoch 12, step 638, loss 0.033, test 0.110
Epoch 12, step 639, loss 0.188, test 0.106
Epoch 12, step 640, loss 0.018, test 0.106
Epoch 12, step 641, loss 0.105, test 0.108
Epoch 12, step 642, loss 0.006, test 0.109
Epoch 12, step 643, loss 0.279, test 0.111
Epoch 12, step 644, loss 0.004, test 0.113
Epoch 12, step 645, loss 1.340, test 0.107
Epoch 12, step 646, loss 0.110, test 0.110
Epoch 12, step 647, loss 0.001, test 0.112
Epoch 12, step 648, loss 0.015, test 0.110
Epoch 12, step 649, loss 0.001, test 0.110
Epoch 12, step 650, loss 0.024, test 0.112
Epoch 12, step 651, loss 0.037, test 0.122
Epoch 12, step 652, loss 0.032, test 0.125
Epoch 12, step 653, loss 0.602, test 0.142
Epoch 12, step 654, loss 0.104, test 0.151
Epoch 12, step 655, loss 0.007, test 0.156
Epoch 12, step 656, loss 0.077, test 0.152
Epoch 12, step 657, loss 0.054, test 0.175
Epoch 12, step 658, loss 0.129, test 0.180
Epoch 12, step 659, loss 0.145, test 0.184
Epoch 12, step 660, loss 0.035, test 0.179
Epoch 12, step 661, loss 0.017, test 0.186
Epoch 12, step 662, loss 0.080, test 0.188
Epoch 12, step 663, loss 0.023, test 0.190
Epoch 12, step 664, loss 0.011, test 0.191
Epoch 12, step 665, loss 0.088, test 0.196
Epoch 12, step 666, loss 0.036, test 0.190
Epoch 12, step 667, loss 0.005, test 0.192
Epoch 12, step 668, loss 0.075, test 0.146
Epoch 12, step 669, loss 0.004, test 0.141
Epoch 12, step 670, loss 0.025, test 0.137
Epoch 12, step 671, loss 0.010, test 0.130
Epoch 12, step 672, loss 0.001, test 0.132
Epoch 12, step 673, loss 0.123, test 0.125
Epoch 12, step 674, loss 0.011, test 0.125
Epoch 12, step 675, loss 0.055, test 0.125
Epoch 12, step 676, loss 0.243, test 0.121
Epoch 12, step 677, loss 0.023, test 0.118
Epoch 12, step 678, loss 0.156, test 0.117
Epoch 12, step 679, loss 0.114, test 0.117
Epoch 12, step 680, loss 0.528, test 0.119
Epoch 12, step 681, loss 0.001, test 0.118
Epoch 12, step 682, loss 0.022, test 0.118
Epoch 12, step 683, loss 0.006, test 0.117
Epoch 12, step 684, loss 0.020, test 0.117
Epoch 12, step 685, loss 0.151, test 0.114
Epoch 12, step 686, loss 0.004, test 0.113
Epoch 12, step 687, loss 0.045, test 0.112
Epoch 12, step 688, loss 0.102, test 0.105
Epoch 12, step 689, loss 0.483, test 0.103
Epoch 12, step 690, loss 0.116, test 0.105
Epoch 12, step 691, loss 0.034, test 0.102
Epoch 12, step 692, loss 0.026, test 0.103
Epoch 12, step 693, loss 0.063, test 0.104
Epoch 12, step 694, loss 0.002, test 0.104
Epoch 12, step 695, loss 0.203, test 0.106
Epoch 12, step 696, loss 0.046, test 0.111
Epoch 12, step 697, loss 0.482, test 0.110
Epoch 12, step 698, loss 0.268, test 0.107
Epoch 12, step 699, loss 0.311, test 0.106
Epoch 12, step 700, loss 0.000, test 0.105
Epoch 12, step 701, loss 0.001, test 0.106
Epoch 12, step 702, loss 0.124, test 0.109
Epoch 12, step 703, loss 0.013, test 0.110
Epoch 12, step 704, loss 0.098, test 0.112
Epoch 12, step 705, loss 0.145, test 0.137
Epoch 12, step 706, loss 0.407, test 0.140
Epoch 12, step 707, loss 0.047, test 0.144
Epoch 12, step 708, loss 0.770, test 0.143
Epoch 12, step 709, loss 0.013, test 0.143
Epoch 12, step 710, loss 0.174, test 0.135
Epoch 12, step 711, loss 0.000, test 0.135
Epoch 12, step 712, loss 0.016, test 0.135
Epoch 12, step 713, loss 0.020, test 0.135
Epoch 12, step 714, loss 0.006, test 0.138
Epoch 12, step 715, loss 0.099, test 0.139
Epoch 12, step 716, loss 0.550, test 0.147
Epoch 12, step 717, loss 0.014, test 0.148
Epoch 12, step 718, loss 0.047, test 0.146
Epoch 12, step 719, loss 0.121, test 0.150
Epoch 12, step 720, loss 0.011, test 0.149
Epoch 12, step 721, loss 0.071, test 0.159
Epoch 12, step 722, loss 0.043, test 0.159
Epoch 12, step 723, loss 0.581, test 0.121
Epoch 12, step 724, loss 0.006, test 0.116
Epoch 12, step 725, loss 0.000, test 0.114
Epoch 12, step 726, loss 0.706, test 0.114
Epoch 12, step 727, loss 0.003, test 0.114
Epoch 12, step 728, loss 0.002, test 0.113
Epoch 12, step 729, loss 0.126, test 0.114
Epoch 12, step 730, loss 0.063, test 0.108
Epoch 12, step 731, loss 0.259, test 0.107
Epoch 12, step 732, loss 0.225, test 0.111
Epoch 12, step 733, loss 0.039, test 0.111
Epoch 12, step 734, loss 0.010, test 0.111
Epoch 12, step 735, loss 0.004, test 0.110
Epoch 12, step 736, loss 0.025, test 0.112
Epoch 12, step 737, loss 0.067, test 0.111
Epoch 12, step 738, loss 0.000, test 0.111
Epoch 12, step 739, loss 0.012, test 0.114
Epoch 12, step 740, loss 0.227, test 0.124
Epoch 12, step 741, loss 0.168, test 0.105
Epoch 12, step 742, loss 0.000, test 0.103
Epoch 12, step 743, loss 0.036, test 0.101
Epoch 12, step 744, loss 0.117, test 0.103
Epoch 12, step 745, loss 0.046, test 0.104
Epoch 12, step 746, loss 0.005, test 0.103
Epoch 12, step 747, loss 0.004, test 0.103
Epoch 12, step 748, loss 0.002, test 0.103
Epoch 12, step 749, loss 0.534, test 0.092
Epoch 12, step 750, loss 0.502, test 0.095
Epoch 12, step 751, loss 0.049, test 0.095
Epoch 12, step 752, loss 0.081, test 0.091
Epoch 12, step 753, loss 0.100, test 0.091
Epoch 12, step 754, loss 0.004, test 0.091
Epoch 12, step 755, loss 0.000, test 0.091
Epoch 12, step 756, loss 0.003, test 0.091
Epoch 12, step 757, loss 0.029, test 0.090
Epoch 12, step 758, loss 0.282, test 0.091
Epoch 12, step 759, loss 0.351, test 0.102
Epoch 12, step 760, loss 0.221, test 0.107
Epoch 12, step 761, loss 0.875, test 0.111
Epoch 12, step 762, loss 0.143, test 0.115
Epoch 12, step 763, loss 0.108, test 0.115
Epoch 12, step 764, loss 0.023, test 0.116
Epoch 12, step 765, loss 0.014, test 0.117
Epoch 12, step 766, loss 0.697, test 0.115
Epoch 12, step 767, loss 0.008, test 0.115
Epoch 12, step 768, loss 0.073, test 0.116
Epoch 12, step 769, loss 0.051, test 0.115
Epoch 12, step 770, loss 0.055, test 0.115
Epoch 12, step 771, loss 0.032, test 0.114
Epoch 12, step 772, loss 0.114, test 0.115
Epoch 12, step 773, loss 0.330, test 0.117
Epoch 12, step 774, loss 0.008, test 0.118
Epoch 12, step 775, loss 0.903, test 0.109
Epoch 12, step 776, loss 0.153, test 0.107
Epoch 12, step 777, loss 0.015, test 0.109
Epoch 12, step 778, loss 0.196, test 0.111
Epoch 12, step 779, loss 0.358, test 0.113
Epoch 12, step 780, loss 0.028, test 0.107
Epoch 12, step 781, loss 0.040, test 0.105
Epoch 12, step 782, loss 0.560, test 0.107
Epoch 12, step 783, loss 0.020, test 0.107
Epoch 12, step 784, loss 0.337, test 0.104
Epoch 12, step 785, loss 0.233, test 0.097
Epoch 12, step 786, loss 0.021, test 0.095
Epoch 12, step 787, loss 0.003, test 0.094
Epoch 12, step 788, loss 0.001, test 0.093
Epoch 12, step 789, loss 0.203, test 0.091
Epoch 12, step 790, loss 0.005, test 0.090
Epoch 12, step 791, loss 0.065, test 0.091
Epoch 12, step 792, loss 0.064, test 0.093
Epoch 12, step 793, loss 0.031, test 0.092
Epoch 12, step 794, loss 0.029, test 0.093
Epoch 12, step 795, loss 0.005, test 0.093
Epoch 12, step 796, loss 0.082, test 0.094
Epoch 12, step 797, loss 0.012, test 0.095
Epoch 12, step 798, loss 0.004, test 0.094
Epoch 12, step 799, loss 0.145, test 0.096
Epoch 12, step 800, loss 0.044, test 0.105
Epoch 12, step 801, loss 0.295, test 0.110
Epoch 12, step 802, loss 0.158, test 0.125
Epoch 12, step 803, loss 0.359, test 0.136
Epoch 12, step 804, loss 0.005, test 0.142
Epoch 12, step 805, loss 0.101, test 0.147
Epoch 12, step 806, loss 0.021, test 0.150
Epoch 12, step 807, loss 0.063, test 0.148
Epoch 12, step 808, loss 0.371, test 0.121
Epoch 12, step 809, loss 0.343, test 0.116
Epoch 12, step 810, loss 0.191, test 0.115
Epoch 12, step 811, loss 0.004, test 0.114
Epoch 12, step 812, loss 0.360, test 0.115
Epoch 12, step 813, loss 0.004, test 0.113
Epoch 12, step 814, loss 0.028, test 0.113
Epoch 12, step 815, loss 0.070, test 0.107
Epoch 12, step 816, loss 0.007, test 0.106
Epoch 12, step 817, loss 0.000, test 0.105
Epoch 12, step 818, loss 0.000, test 0.105
Epoch 12, step 819, loss 0.009, test 0.107
Epoch 12, step 820, loss 0.007, test 0.108
Epoch 12, step 821, loss 0.395, test 0.110
Epoch 12, step 822, loss 0.418, test 0.149
Epoch 12, step 823, loss 0.219, test 0.152
Epoch 12, step 824, loss 0.005, test 0.156
Epoch 12, step 825, loss 0.192, test 0.148
Epoch 12, step 826, loss 0.016, test 0.147
Epoch 12, step 827, loss 0.017, test 0.139
Epoch 12, step 828, loss 0.077, test 0.142
Epoch 12, step 829, loss 0.009, test 0.143
Epoch 12, step 830, loss 0.027, test 0.122
Epoch 12, step 831, loss 0.066, test 0.116
Epoch 12, step 832, loss 0.078, test 0.121
Epoch 12, step 833, loss 0.009, test 0.117
Epoch 12, step 834, loss 0.136, test 0.120
Epoch 12, step 835, loss 0.112, test 0.118
Epoch 12, step 836, loss 0.001, test 0.118
Epoch 12, step 837, loss 0.446, test 0.101
Epoch 12, step 838, loss 0.002, test 0.100
Epoch 12, step 839, loss 0.231, test 0.099
Epoch 12, step 840, loss 0.003, test 0.099
Epoch 12, step 841, loss 0.011, test 0.101
Epoch 12, step 842, loss 0.242, test 0.096
Epoch 12, step 843, loss 0.253, test 0.083
Epoch 12, step 844, loss 0.034, test 0.082
Epoch 12, step 845, loss 0.157, test 0.083
Epoch 12, step 846, loss 0.043, test 0.084
Epoch 12, step 847, loss 0.240, test 0.083
Epoch 12, step 848, loss 0.025, test 0.083
Epoch 12, step 849, loss 0.014, test 0.082
Epoch 12, step 850, loss 0.035, test 0.083
Epoch 12, step 851, loss 0.407, test 0.083
Epoch 12, step 852, loss 0.020, test 0.082
Epoch 12, step 853, loss 0.400, test 0.082
Epoch 12, step 854, loss 0.041, test 0.080
Epoch 12, step 855, loss 0.055, test 0.081
Epoch 12, step 856, loss 0.012, test 0.081
Epoch 12, step 857, loss 0.028, test 0.082
Epoch 12, step 858, loss 0.008, test 0.080
Epoch 12, step 859, loss 0.024, test 0.080
Epoch 12, step 860, loss 0.103, test 0.081
Epoch 12, step 861, loss 0.083, test 0.079
Epoch 12, step 862, loss 0.572, test 0.078
Epoch 12, step 863, loss 0.005, test 0.077
Epoch 12, step 864, loss 0.011, test 0.078
Epoch 12, step 865, loss 0.596, test 0.082
Epoch 12, step 866, loss 0.052, test 0.083
Epoch 12, step 867, loss 0.001, test 0.083
Epoch 12, step 868, loss 0.031, test 0.082
Epoch 12, step 869, loss 0.170, test 0.083
Epoch 12, step 870, loss 0.047, test 0.085
Epoch 12, step 871, loss 0.010, test 0.092
Epoch 12, step 872, loss 0.025, test 0.089
Epoch 12, step 873, loss 0.005, test 0.090
Epoch 12, step 874, loss 0.008, test 0.089
Epoch 12, step 875, loss 0.319, test 0.081
Epoch 12, step 876, loss 0.013, test 0.080
Epoch 12, step 877, loss 0.046, test 0.077
Epoch 12, step 878, loss 0.020, test 0.076
Epoch 12, step 879, loss 0.004, test 0.076
Epoch 12, step 880, loss 0.016, test 0.075
Epoch 12, step 881, loss 0.000, test 0.075
Epoch 12, step 882, loss 0.218, test 0.075
Epoch 12, step 883, loss 0.170, test 0.076
Epoch 12, step 884, loss 0.160, test 0.078
Epoch 12, step 885, loss 0.000, test 0.078
Epoch 12, step 886, loss 0.084, test 0.078
Epoch 12, step 887, loss 0.108, test 0.078
Epoch 12, step 888, loss 0.166, test 0.079
Epoch 12, step 889, loss 0.419, test 0.079
Epoch 12, step 890, loss 0.000, test 0.079
Epoch 12, step 891, loss 0.039, test 0.080
Epoch 12, step 892, loss 0.078, test 0.080
Epoch 12, step 893, loss 0.092, test 0.080
Epoch 12, step 894, loss 0.140, test 0.086
Epoch 12, step 895, loss 0.311, test 0.087
Epoch 12, step 896, loss 0.217, test 0.083
Epoch 12, step 897, loss 0.176, test 0.082
Epoch 12, step 898, loss 0.001, test 0.082
Epoch 12, step 899, loss 0.045, test 0.082
Epoch 12, step 900, loss 0.027, test 0.082
Epoch 12, step 901, loss 0.058, test 0.080
Epoch 12, step 902, loss 0.043, test 0.080
Epoch 12, step 903, loss 0.101, test 0.080
Epoch 12, step 904, loss 0.000, test 0.080
Epoch 12, step 905, loss 0.001, test 0.080
Epoch 12, step 906, loss 0.008, test 0.080
Epoch 12, step 907, loss 0.019, test 0.081
Epoch 12, step 908, loss 0.276, test 0.085
Epoch 12, step 909, loss 0.164, test 0.086
Epoch 12, step 910, loss 0.036, test 0.086
Epoch 12, step 911, loss 0.344, test 0.086
Epoch 12, step 912, loss 0.095, test 0.083
Epoch 12, step 913, loss 0.030, test 0.084
Epoch 12, step 914, loss 0.275, test 0.085
Epoch 12, step 915, loss 0.156, test 0.097
Epoch 12, step 916, loss 0.166, test 0.119
Epoch 12, step 917, loss 0.018, test 0.130
Epoch 12, step 918, loss 0.004, test 0.135
Epoch 12, step 919, loss 0.256, test 0.128
Epoch 12, step 920, loss 0.092, test 0.123
Epoch 12, step 921, loss 0.008, test 0.123
Epoch 12, step 922, loss 0.406, test 0.240
Epoch 12, step 923, loss 0.002, test 0.317
Epoch 12, step 924, loss 0.013, test 0.345
Epoch 12, step 925, loss 0.001, test 0.366
Epoch 12, step 926, loss 0.576, test 0.354
Epoch 12, step 927, loss 0.549, test 0.335
Epoch 12, step 928, loss 0.001, test 0.333
Epoch 12, step 929, loss 0.005, test 0.332
Epoch 12, step 930, loss 0.018, test 0.337
Epoch 12, step 931, loss 0.012, test 0.340
Epoch 12, step 932, loss 0.010, test 0.340
Epoch 12, step 933, loss 0.037, test 0.342
Epoch 12, step 934, loss 0.665, test 0.357
Epoch 12, step 935, loss 0.001, test 0.360
Epoch 12, step 936, loss 0.042, test 0.358
Epoch 12, step 937, loss 0.000, test 0.358
Epoch 12, step 938, loss 0.018, test 0.351
Epoch 12, step 939, loss 0.029, test 0.364
Epoch 12, step 940, loss 0.109, test 0.397
Epoch 12, step 941, loss 0.029, test 0.405
Epoch 12, step 942, loss 0.024, test 0.393
Epoch 12, step 943, loss 0.281, test 0.293
Epoch 12, step 944, loss 0.027, test 0.285
Epoch 12, step 945, loss 0.019, test 0.281
Epoch 12, step 946, loss 0.226, test 0.250
Epoch 12, step 947, loss 0.018, test 0.239
Epoch 12, step 948, loss 0.032, test 0.234
Epoch 12, step 949, loss 0.907, test 0.156
Epoch 12, step 950, loss 0.163, test 0.144
Epoch 12, step 951, loss 0.205, test 0.138
Epoch 12, step 952, loss 0.041, test 0.135
Epoch 12, step 953, loss 0.116, test 0.136
Epoch 12, step 954, loss 0.253, test 0.138
Epoch 12, step 955, loss 0.025, test 0.134
Epoch 12, step 956, loss 0.046, test 0.132
Epoch 12, step 957, loss 0.100, test 0.128
Epoch 12, step 958, loss 0.009, test 0.128
Epoch 12, step 959, loss 0.044, test 0.130
Epoch 12, step 960, loss 0.016, test 0.130
Epoch 12, step 961, loss 0.003, test 0.129
Epoch 12, step 962, loss 0.095, test 0.129
Epoch 12, step 963, loss 0.066, test 0.132
Epoch 12, step 964, loss 0.001, test 0.133
Epoch 12, step 965, loss 0.034, test 0.139
Epoch 12, step 966, loss 0.007, test 0.141
Epoch 12, step 967, loss 0.145, test 0.144
Epoch 12, step 968, loss 0.008, test 0.144
Epoch 12, step 969, loss 0.070, test 0.144
Epoch 12, step 970, loss 0.166, test 0.138
Epoch 12, step 971, loss 0.000, test 0.137
Epoch 12, step 972, loss 0.056, test 0.135
Epoch 12, step 973, loss 0.058, test 0.133
Epoch 12, step 974, loss 0.009, test 0.131
Epoch 12, step 975, loss 0.101, test 0.129
Epoch 12, step 976, loss 0.078, test 0.131
Epoch 12, step 977, loss 0.161, test 0.137
Epoch 12, step 978, loss 0.070, test 0.141
Epoch 12, step 979, loss 0.014, test 0.143
Epoch 12, step 980, loss 0.064, test 0.148
Epoch 12, step 981, loss 0.219, test 0.160
Epoch 12, step 982, loss 0.002, test 0.165
Epoch 12, step 983, loss 0.125, test 0.171
Epoch 12, step 984, loss 0.014, test 0.168
Epoch 12, step 985, loss 0.032, test 0.167
Epoch 12, step 986, loss 0.026, test 0.166
Epoch 12, step 987, loss 0.003, test 0.167
Epoch 12, step 988, loss 0.336, test 0.157
Epoch 12, step 989, loss 0.564, test 0.160
Epoch 12, step 990, loss 0.067, test 0.162
Epoch 12, step 991, loss 0.290, test 0.170
Epoch 12, step 992, loss 0.138, test 0.196
Epoch 12, step 993, loss 0.247, test 0.181
Epoch 12, step 994, loss 0.175, test 0.201
Epoch 12, step 995, loss 0.005, test 0.207
Epoch 12, step 996, loss 0.094, test 0.213
Epoch 12, step 997, loss 0.058, test 0.195
Epoch 12, step 998, loss 0.020, test 0.194
Epoch 12, step 999, loss 0.047, test 0.194
Epoch 13, step 0, loss 0.090, test 0.190
Epoch 13, step 1, loss 0.001, test 0.189
Epoch 13, step 2, loss 0.014, test 0.185
Epoch 13, step 3, loss 0.036, test 0.258
Epoch 13, step 4, loss 0.382, test 0.185
Epoch 13, step 5, loss 0.599, test 0.173
Epoch 13, step 6, loss 0.002, test 0.171
Epoch 13, step 7, loss 0.069, test 0.161
Epoch 13, step 8, loss 0.754, test 0.149
Epoch 13, step 9, loss 0.023, test 0.144
Epoch 13, step 10, loss 0.014, test 0.141
Epoch 13, step 11, loss 0.184, test 0.144
Epoch 13, step 12, loss 0.079, test 0.154
Epoch 13, step 13, loss 0.003, test 0.156
Epoch 13, step 14, loss 0.024, test 0.166
Epoch 13, step 15, loss 0.154, test 0.129
Epoch 13, step 16, loss 0.010, test 0.126
Epoch 13, step 17, loss 0.018, test 0.128
Epoch 13, step 18, loss 0.157, test 0.130
Epoch 13, step 19, loss 0.023, test 0.129
Epoch 13, step 20, loss 0.000, test 0.130
Epoch 13, step 21, loss 0.002, test 0.130
Epoch 13, step 22, loss 0.225, test 0.149
Epoch 13, step 23, loss 0.159, test 0.141
Epoch 13, step 24, loss 0.291, test 0.135
Epoch 13, step 25, loss 0.000, test 0.134
Epoch 13, step 26, loss 0.250, test 0.137
Epoch 13, step 27, loss 0.009, test 0.139
Epoch 13, step 28, loss 0.011, test 0.142
Epoch 13, step 29, loss 0.044, test 0.144
Epoch 13, step 30, loss 0.001, test 0.144
Epoch 13, step 31, loss 1.062, test 0.132
Epoch 13, step 32, loss 0.050, test 0.166
Epoch 13, step 33, loss 0.014, test 0.191
Epoch 13, step 34, loss 0.012, test 0.205
Epoch 13, step 35, loss 0.002, test 0.213
Epoch 13, step 36, loss 0.000, test 0.216
Epoch 13, step 37, loss 0.013, test 0.219
Epoch 13, step 38, loss 0.870, test 0.196
Epoch 13, step 39, loss 0.452, test 0.202
Epoch 13, step 40, loss 0.246, test 0.168
Epoch 13, step 41, loss 0.027, test 0.180
Epoch 13, step 42, loss 0.000, test 0.179
Epoch 13, step 43, loss 0.035, test 0.180
Epoch 13, step 44, loss 0.089, test 0.188
Epoch 13, step 45, loss 0.121, test 0.170
Epoch 13, step 46, loss 0.021, test 0.168
Epoch 13, step 47, loss 0.000, test 0.171
Epoch 13, step 48, loss 0.100, test 0.159
Epoch 13, step 49, loss 0.003, test 0.156
Epoch 13, step 50, loss 0.173, test 0.152
Epoch 13, step 51, loss 0.056, test 0.147
Epoch 13, step 52, loss 0.017, test 0.148
Epoch 13, step 53, loss 0.298, test 0.158
Epoch 13, step 54, loss 0.045, test 0.163
Epoch 13, step 55, loss 0.017, test 0.157
Epoch 13, step 56, loss 0.598, test 0.162
Epoch 13, step 57, loss 0.028, test 0.158
Epoch 13, step 58, loss 0.019, test 0.157
Epoch 13, step 59, loss 0.004, test 0.157
Epoch 13, step 60, loss 0.146, test 0.141
Epoch 13, step 61, loss 0.228, test 0.137
Epoch 13, step 62, loss 0.233, test 0.101
Epoch 13, step 63, loss 0.011, test 0.101
Epoch 13, step 64, loss 0.105, test 0.146
Epoch 13, step 65, loss 0.434, test 0.151
Epoch 13, step 66, loss 0.046, test 0.156
Epoch 13, step 67, loss 0.007, test 0.149
Epoch 13, step 68, loss 0.147, test 0.131
Epoch 13, step 69, loss 0.033, test 0.122
Epoch 13, step 70, loss 0.115, test 0.116
Epoch 13, step 71, loss 0.105, test 0.113
Epoch 13, step 72, loss 0.010, test 0.110
Epoch 13, step 73, loss 0.053, test 0.114
Epoch 13, step 74, loss 0.012, test 0.115
Epoch 13, step 75, loss 0.005, test 0.115
Epoch 13, step 76, loss 0.056, test 0.114
Epoch 13, step 77, loss 0.079, test 0.114
Epoch 13, step 78, loss 0.146, test 0.092
Epoch 13, step 79, loss 0.030, test 0.091
Epoch 13, step 80, loss 0.134, test 0.089
Epoch 13, step 81, loss 0.007, test 0.089
Epoch 13, step 82, loss 0.061, test 0.088
Epoch 13, step 83, loss 0.379, test 0.089
Epoch 13, step 84, loss 0.336, test 0.100
Epoch 13, step 85, loss 0.277, test 0.106
Epoch 13, step 86, loss 0.054, test 0.112
Epoch 13, step 87, loss 0.055, test 0.120
Epoch 13, step 88, loss 0.113, test 0.125
Epoch 13, step 89, loss 0.164, test 0.116
Epoch 13, step 90, loss 0.606, test 0.116
Epoch 13, step 91, loss 0.014, test 0.122
Epoch 13, step 92, loss 0.061, test 0.123
Epoch 13, step 93, loss 0.492, test 0.126
Epoch 13, step 94, loss 0.068, test 0.131
Epoch 13, step 95, loss 0.319, test 0.097
Epoch 13, step 96, loss 0.114, test 0.092
Epoch 13, step 97, loss 0.000, test 0.091
Epoch 13, step 98, loss 0.025, test 0.091
Epoch 13, step 99, loss 0.003, test 0.091
Epoch 13, step 100, loss 0.037, test 0.087
Epoch 13, step 101, loss 0.049, test 0.088
Epoch 13, step 102, loss 0.057, test 0.087
Epoch 13, step 103, loss 0.529, test 0.091
Epoch 13, step 104, loss 0.542, test 0.091
Epoch 13, step 105, loss 0.057, test 0.093
Epoch 13, step 106, loss 0.011, test 0.094
Epoch 13, step 107, loss 0.215, test 0.120
Epoch 13, step 108, loss 0.176, test 0.122
Epoch 13, step 109, loss 0.288, test 0.121
Epoch 13, step 110, loss 0.005, test 0.122
Epoch 13, step 111, loss 0.298, test 0.127
Epoch 13, step 112, loss 0.871, test 0.111
Epoch 13, step 113, loss 0.001, test 0.108
Epoch 13, step 114, loss 0.394, test 0.084
Epoch 13, step 115, loss 0.003, test 0.082
Epoch 13, step 116, loss 0.102, test 0.079
Epoch 13, step 117, loss 0.026, test 0.080
Epoch 13, step 118, loss 0.101, test 0.086
Epoch 13, step 119, loss 0.009, test 0.087
Epoch 13, step 120, loss 0.206, test 0.090
Epoch 13, step 121, loss 0.199, test 0.093
Epoch 13, step 122, loss 0.053, test 0.097
Epoch 13, step 123, loss 0.100, test 0.111
Epoch 13, step 124, loss 0.018, test 0.113
Epoch 13, step 125, loss 0.004, test 0.114
Epoch 13, step 126, loss 0.253, test 0.125
Epoch 13, step 127, loss 0.012, test 0.126
Epoch 13, step 128, loss 0.020, test 0.126
Epoch 13, step 129, loss 0.134, test 0.128
Epoch 13, step 130, loss 0.007, test 0.130
Epoch 13, step 131, loss 0.009, test 0.129
Epoch 13, step 132, loss 0.468, test 0.147
Epoch 13, step 133, loss 0.078, test 0.130
Epoch 13, step 134, loss 0.194, test 0.131
Epoch 13, step 135, loss 0.022, test 0.132
Epoch 13, step 136, loss 0.033, test 0.128
Epoch 13, step 137, loss 0.098, test 0.104
Epoch 13, step 138, loss 0.040, test 0.100
Epoch 13, step 139, loss 0.071, test 0.101
Epoch 13, step 140, loss 0.157, test 0.086
Epoch 13, step 141, loss 0.022, test 0.084
Epoch 13, step 142, loss 0.055, test 0.086
Epoch 13, step 143, loss 0.113, test 0.080
Epoch 13, step 144, loss 0.008, test 0.078
Epoch 13, step 145, loss 0.044, test 0.076
Epoch 13, step 146, loss 0.030, test 0.075
Epoch 13, step 147, loss 0.267, test 0.078
Epoch 13, step 148, loss 0.643, test 0.075
Epoch 13, step 149, loss 0.130, test 0.083
Epoch 13, step 150, loss 0.531, test 0.119
Epoch 13, step 151, loss 0.246, test 0.080
Epoch 13, step 152, loss 0.005, test 0.082
Epoch 13, step 153, loss 0.350, test 0.085
Epoch 13, step 154, loss 0.259, test 0.091
Epoch 13, step 155, loss 0.008, test 0.093
Epoch 13, step 156, loss 0.169, test 0.085
Epoch 13, step 157, loss 0.143, test 0.084
Epoch 13, step 158, loss 0.134, test 0.082
Epoch 13, step 159, loss 0.114, test 0.082
Epoch 13, step 160, loss 0.255, test 0.080
Epoch 13, step 161, loss 0.054, test 0.079
Epoch 13, step 162, loss 0.379, test 0.081
Epoch 13, step 163, loss 0.759, test 0.088
Epoch 13, step 164, loss 0.052, test 0.090
Epoch 13, step 165, loss 0.015, test 0.090
Epoch 13, step 166, loss 0.068, test 0.095
Epoch 13, step 167, loss 0.064, test 0.126
Epoch 13, step 168, loss 0.008, test 0.137
Epoch 13, step 169, loss 0.009, test 0.144
Epoch 13, step 170, loss 0.383, test 0.114
Epoch 13, step 171, loss 0.128, test 0.131
Epoch 13, step 172, loss 0.011, test 0.134
Epoch 13, step 173, loss 0.054, test 0.133
Epoch 13, step 174, loss 0.009, test 0.137
Epoch 13, step 175, loss 0.001, test 0.137
Epoch 13, step 176, loss 0.454, test 0.102
Epoch 13, step 177, loss 0.161, test 0.097
Epoch 13, step 178, loss 0.023, test 0.096
Epoch 13, step 179, loss 0.016, test 0.097
Epoch 13, step 180, loss 0.003, test 0.096
Epoch 13, step 181, loss 0.315, test 0.090
Epoch 13, step 182, loss 0.058, test 0.090
Epoch 13, step 183, loss 0.108, test 0.092
Epoch 13, step 184, loss 0.001, test 0.093
Epoch 13, step 185, loss 0.011, test 0.094
Epoch 13, step 186, loss 0.000, test 0.094
Epoch 13, step 187, loss 0.005, test 0.095
Epoch 13, step 188, loss 0.051, test 0.093
Epoch 13, step 189, loss 0.068, test 0.092
Epoch 13, step 190, loss 0.112, test 0.091
Epoch 13, step 191, loss 0.056, test 0.091
Epoch 13, step 192, loss 0.029, test 0.089
Epoch 13, step 193, loss 0.126, test 0.091
Epoch 13, step 194, loss 0.151, test 0.089
Epoch 13, step 195, loss 1.484, test 0.085
Epoch 13, step 196, loss 0.048, test 0.085
Epoch 13, step 197, loss 0.050, test 0.082
Epoch 13, step 198, loss 0.045, test 0.082
Epoch 13, step 199, loss 0.053, test 0.082
Epoch 13, step 200, loss 0.012, test 0.082
Epoch 13, step 201, loss 0.071, test 0.084
Epoch 13, step 202, loss 0.858, test 0.080
Epoch 13, step 203, loss 0.025, test 0.080
Epoch 13, step 204, loss 0.067, test 0.080
Epoch 13, step 205, loss 0.044, test 0.079
Epoch 13, step 206, loss 0.016, test 0.079
Epoch 13, step 207, loss 0.017, test 0.079
Epoch 13, step 208, loss 0.069, test 0.079
Epoch 13, step 209, loss 0.273, test 0.078
Epoch 13, step 210, loss 0.022, test 0.078
Epoch 13, step 211, loss 0.009, test 0.077
Epoch 13, step 212, loss 0.053, test 0.077
Epoch 13, step 213, loss 0.060, test 0.077
Epoch 13, step 214, loss 0.580, test 0.075
Epoch 13, step 215, loss 0.155, test 0.076
Epoch 13, step 216, loss 0.107, test 0.078
Epoch 13, step 217, loss 0.347, test 0.084
Epoch 13, step 218, loss 0.062, test 0.089
Epoch 13, step 219, loss 0.095, test 0.100
Epoch 13, step 220, loss 0.001, test 0.104
Epoch 13, step 221, loss 0.042, test 0.095
Epoch 13, step 222, loss 0.197, test 0.108
Epoch 13, step 223, loss 1.222, test 0.098
Epoch 13, step 224, loss 0.022, test 0.095
Epoch 13, step 225, loss 0.089, test 0.091
Epoch 13, step 226, loss 0.023, test 0.089
Epoch 13, step 227, loss 0.100, test 0.101
Epoch 13, step 228, loss 0.011, test 0.109
Epoch 13, step 229, loss 0.012, test 0.102
Epoch 13, step 230, loss 0.011, test 0.101
Epoch 13, step 231, loss 0.008, test 0.111
Epoch 13, step 232, loss 0.004, test 0.110
Epoch 13, step 233, loss 0.003, test 0.111
Epoch 13, step 234, loss 0.045, test 0.114
Epoch 13, step 235, loss 0.015, test 0.116
Epoch 13, step 236, loss 0.091, test 0.106
Epoch 13, step 237, loss 0.201, test 0.094
Epoch 13, step 238, loss 0.254, test 0.094
Epoch 13, step 239, loss 0.117, test 0.092
Epoch 13, step 240, loss 0.006, test 0.091
Epoch 13, step 241, loss 0.155, test 0.092
Epoch 13, step 242, loss 0.083, test 0.093
Epoch 13, step 243, loss 0.448, test 0.081
Epoch 13, step 244, loss 0.038, test 0.079
Epoch 13, step 245, loss 0.000, test 0.078
Epoch 13, step 246, loss 0.272, test 0.072
Epoch 13, step 247, loss 0.039, test 0.072
Epoch 13, step 248, loss 0.048, test 0.072
Epoch 13, step 249, loss 0.001, test 0.072
Epoch 13, step 250, loss 0.162, test 0.104
Epoch 13, step 251, loss 0.005, test 0.112
Epoch 13, step 252, loss 0.360, test 0.101
Epoch 13, step 253, loss 0.014, test 0.104
Epoch 13, step 254, loss 0.046, test 0.102
Epoch 13, step 255, loss 1.131, test 0.083
Epoch 13, step 256, loss 0.003, test 0.085
Epoch 13, step 257, loss 0.147, test 0.101
Epoch 13, step 258, loss 0.005, test 0.106
Epoch 13, step 259, loss 0.092, test 0.106
Epoch 13, step 260, loss 0.006, test 0.105
Epoch 13, step 261, loss 0.042, test 0.106
Epoch 13, step 262, loss 0.017, test 0.102
Epoch 13, step 263, loss 0.063, test 0.100
Epoch 13, step 264, loss 0.020, test 0.097
Epoch 13, step 265, loss 0.049, test 0.098
Epoch 13, step 266, loss 0.134, test 0.098
Epoch 13, step 267, loss 0.018, test 0.098
Epoch 13, step 268, loss 0.071, test 0.102
Epoch 13, step 269, loss 0.037, test 0.105
Epoch 13, step 270, loss 0.351, test 0.101
Epoch 13, step 271, loss 0.088, test 0.098
Epoch 13, step 272, loss 0.004, test 0.097
Epoch 13, step 273, loss 0.312, test 0.094
Epoch 13, step 274, loss 0.540, test 0.088
Epoch 13, step 275, loss 0.137, test 0.095
Epoch 13, step 276, loss 0.377, test 0.089
Epoch 13, step 277, loss 0.000, test 0.088
Epoch 13, step 278, loss 0.002, test 0.088
Epoch 13, step 279, loss 0.495, test 0.090
Epoch 13, step 280, loss 0.082, test 0.091
Epoch 13, step 281, loss 0.264, test 0.090
Epoch 13, step 282, loss 0.164, test 0.091
Epoch 13, step 283, loss 1.713, test 0.098
Epoch 13, step 284, loss 0.755, test 0.099
Epoch 13, step 285, loss 0.011, test 0.100
Epoch 13, step 286, loss 0.064, test 0.096
Epoch 13, step 287, loss 0.370, test 0.097
Epoch 13, step 288, loss 0.208, test 0.096
Epoch 13, step 289, loss 0.040, test 0.093
Epoch 13, step 290, loss 0.006, test 0.093
Epoch 13, step 291, loss 0.046, test 0.092
Epoch 13, step 292, loss 0.015, test 0.092
Epoch 13, step 293, loss 0.042, test 0.089
Epoch 13, step 294, loss 0.051, test 0.088
Epoch 13, step 295, loss 0.154, test 0.090
Epoch 13, step 296, loss 0.033, test 0.093
Epoch 13, step 297, loss 0.080, test 0.091
Epoch 13, step 298, loss 0.288, test 0.090
Epoch 13, step 299, loss 0.095, test 0.090
Epoch 13, step 300, loss 0.306, test 0.093
Epoch 13, step 301, loss 0.155, test 0.094
Epoch 13, step 302, loss 0.072, test 0.093
Epoch 13, step 303, loss 0.077, test 0.094
Epoch 13, step 304, loss 0.049, test 0.093
Epoch 13, step 305, loss 0.013, test 0.093
Epoch 13, step 306, loss 0.105, test 0.097
Epoch 13, step 307, loss 0.003, test 0.096
Epoch 13, step 308, loss 0.002, test 0.096
Epoch 13, step 309, loss 0.010, test 0.096
Epoch 13, step 310, loss 0.145, test 0.096
Epoch 13, step 311, loss 0.003, test 0.095
Epoch 13, step 312, loss 0.024, test 0.093
Epoch 13, step 313, loss 0.001, test 0.094
Epoch 13, step 314, loss 0.054, test 0.090
Epoch 13, step 315, loss 0.419, test 0.087
Epoch 13, step 316, loss 0.000, test 0.086
Epoch 13, step 317, loss 0.006, test 0.087
Epoch 13, step 318, loss 0.190, test 0.088
Epoch 13, step 319, loss 0.103, test 0.088
Epoch 13, step 320, loss 0.026, test 0.088
Epoch 13, step 321, loss 0.255, test 0.087
Epoch 13, step 322, loss 0.113, test 0.097
Epoch 13, step 323, loss 0.351, test 0.100
Epoch 13, step 324, loss 0.892, test 0.079
Epoch 13, step 325, loss 0.509, test 0.079
Epoch 13, step 326, loss 0.837, test 0.083
Epoch 13, step 327, loss 0.071, test 0.084
Epoch 13, step 328, loss 0.037, test 0.083
Epoch 13, step 329, loss 0.147, test 0.082
Epoch 13, step 330, loss 0.059, test 0.083
Epoch 13, step 331, loss 0.018, test 0.083
Epoch 13, step 332, loss 0.233, test 0.107
Epoch 13, step 333, loss 0.078, test 0.123
Epoch 13, step 334, loss 0.125, test 0.124
Epoch 13, step 335, loss 0.047, test 0.126
Epoch 13, step 336, loss 0.076, test 0.123
Epoch 13, step 337, loss 0.171, test 0.124
Epoch 13, step 338, loss 0.478, test 0.139
Epoch 13, step 339, loss 0.108, test 0.112
Epoch 13, step 340, loss 0.000, test 0.107
Epoch 13, step 341, loss 0.098, test 0.114
Epoch 13, step 342, loss 0.004, test 0.115
Epoch 13, step 343, loss 0.142, test 0.122
Epoch 13, step 344, loss 0.001, test 0.124
Epoch 13, step 345, loss 0.032, test 0.124
Epoch 13, step 346, loss 0.057, test 0.126
Epoch 13, step 347, loss 0.181, test 0.121
Epoch 13, step 348, loss 0.026, test 0.119
Epoch 13, step 349, loss 0.038, test 0.115
Epoch 13, step 350, loss 0.006, test 0.113
Epoch 13, step 351, loss 0.017, test 0.104
Epoch 13, step 352, loss 0.722, test 0.106
Epoch 13, step 353, loss 0.012, test 0.104
Epoch 13, step 354, loss 0.228, test 0.079
Epoch 13, step 355, loss 0.000, test 0.081
Epoch 13, step 356, loss 0.026, test 0.084
Epoch 13, step 357, loss 0.010, test 0.084
Epoch 13, step 358, loss 0.023, test 0.088
Epoch 13, step 359, loss 0.038, test 0.088
Epoch 13, step 360, loss 0.136, test 0.086
Epoch 13, step 361, loss 0.182, test 0.088
Epoch 13, step 362, loss 0.084, test 0.089
Epoch 13, step 363, loss 0.008, test 0.089
Epoch 13, step 364, loss 0.005, test 0.094
Epoch 13, step 365, loss 0.000, test 0.095
Epoch 13, step 366, loss 0.233, test 0.107
Epoch 13, step 367, loss 0.009, test 0.121
Epoch 13, step 368, loss 0.005, test 0.125
Epoch 13, step 369, loss 0.013, test 0.141
Epoch 13, step 370, loss 0.106, test 0.147
Epoch 13, step 371, loss 1.016, test 0.093
Epoch 13, step 372, loss 0.472, test 0.087
Epoch 13, step 373, loss 0.056, test 0.091
Epoch 13, step 374, loss 0.277, test 0.104
Epoch 13, step 375, loss 0.009, test 0.109
Epoch 13, step 376, loss 0.244, test 0.124
Epoch 13, step 377, loss 0.107, test 0.125
Epoch 13, step 378, loss 0.071, test 0.129
Epoch 13, step 379, loss 0.042, test 0.133
Epoch 13, step 380, loss 0.347, test 0.115
Epoch 13, step 381, loss 0.045, test 0.112
Epoch 13, step 382, loss 0.003, test 0.112
Epoch 13, step 383, loss 0.166, test 0.114
Epoch 13, step 384, loss 0.031, test 0.122
Epoch 13, step 385, loss 0.000, test 0.125
Epoch 13, step 386, loss 0.079, test 0.111
Epoch 13, step 387, loss 0.246, test 0.109
Epoch 13, step 388, loss 0.001, test 0.109
Epoch 13, step 389, loss 0.124, test 0.108
Epoch 13, step 390, loss 0.004, test 0.109
Epoch 13, step 391, loss 0.407, test 0.109
Epoch 13, step 392, loss 0.011, test 0.123
Epoch 13, step 393, loss 0.001, test 0.130
Epoch 13, step 394, loss 0.025, test 0.133
Epoch 13, step 395, loss 0.004, test 0.136
Epoch 13, step 396, loss 0.053, test 0.120
Epoch 13, step 397, loss 0.024, test 0.116
Epoch 13, step 398, loss 0.123, test 0.113
Epoch 13, step 399, loss 0.000, test 0.111
Epoch 13, step 400, loss 0.089, test 0.116
Epoch 13, step 401, loss 0.736, test 0.076
Epoch 13, step 402, loss 0.571, test 0.075
Epoch 13, step 403, loss 0.005, test 0.076
Epoch 13, step 404, loss 0.032, test 0.076
Epoch 13, step 405, loss 0.026, test 0.075
Epoch 13, step 406, loss 0.018, test 0.074
Epoch 13, step 407, loss 0.001, test 0.074
Epoch 13, step 408, loss 0.006, test 0.074
Epoch 13, step 409, loss 0.000, test 0.074
Epoch 13, step 410, loss 0.034, test 0.075
Epoch 13, step 411, loss 0.136, test 0.074
Epoch 13, step 412, loss 0.827, test 0.072
Epoch 13, step 413, loss 0.003, test 0.073
Epoch 13, step 414, loss 0.382, test 0.112
Epoch 13, step 415, loss 0.020, test 0.129
Epoch 13, step 416, loss 0.190, test 0.108
Epoch 13, step 417, loss 0.135, test 0.114
Epoch 13, step 418, loss 0.014, test 0.114
Epoch 13, step 419, loss 0.754, test 0.120
Epoch 13, step 420, loss 0.371, test 0.110
Epoch 13, step 421, loss 0.000, test 0.109
Epoch 13, step 422, loss 0.263, test 0.093
Epoch 13, step 423, loss 0.198, test 0.130
Epoch 13, step 424, loss 0.023, test 0.130
Epoch 13, step 425, loss 0.035, test 0.130
Epoch 13, step 426, loss 0.311, test 0.134
Epoch 13, step 427, loss 0.043, test 0.137
Epoch 13, step 428, loss 0.000, test 0.138
Epoch 13, step 429, loss 0.145, test 0.141
Epoch 13, step 430, loss 0.155, test 0.182
Epoch 13, step 431, loss 0.205, test 0.196
Epoch 13, step 432, loss 0.150, test 0.166
Epoch 13, step 433, loss 0.148, test 0.126
Epoch 13, step 434, loss 0.140, test 0.187
Epoch 13, step 435, loss 0.081, test 0.200
Epoch 13, step 436, loss 0.112, test 0.218
Epoch 13, step 437, loss 0.095, test 0.202
Epoch 13, step 438, loss 0.009, test 0.199
Epoch 13, step 439, loss 0.031, test 0.196
Epoch 13, step 440, loss 0.397, test 0.217
Epoch 13, step 441, loss 0.062, test 0.196
Epoch 13, step 442, loss 0.045, test 0.196
Epoch 13, step 443, loss 0.002, test 0.196
Epoch 13, step 444, loss 0.004, test 0.193
Epoch 13, step 445, loss 0.016, test 0.189
Epoch 13, step 446, loss 0.069, test 0.197
Epoch 13, step 447, loss 0.000, test 0.198
Epoch 13, step 448, loss 0.000, test 0.201
Epoch 13, step 449, loss 0.008, test 0.196
Epoch 13, step 450, loss 0.028, test 0.177
Epoch 13, step 451, loss 0.037, test 0.231
Epoch 13, step 452, loss 0.049, test 0.228
Epoch 13, step 453, loss 0.539, test 0.140
Epoch 13, step 454, loss 0.048, test 0.130
Epoch 13, step 455, loss 0.307, test 0.123
Epoch 13, step 456, loss 0.000, test 0.121
Epoch 13, step 457, loss 0.175, test 0.116
Epoch 13, step 458, loss 0.094, test 0.112
Epoch 13, step 459, loss 0.475, test 0.085
Epoch 13, step 460, loss 0.014, test 0.106
Epoch 13, step 461, loss 0.047, test 0.084
Epoch 13, step 462, loss 0.307, test 0.097
Epoch 13, step 463, loss 0.046, test 0.104
Epoch 13, step 464, loss 1.217, test 0.096
Epoch 13, step 465, loss 0.767, test 0.089
Epoch 13, step 466, loss 0.000, test 0.088
Epoch 13, step 467, loss 0.008, test 0.087
Epoch 13, step 468, loss 0.000, test 0.087
Epoch 13, step 469, loss 0.117, test 0.087
Epoch 13, step 470, loss 0.009, test 0.087
Epoch 13, step 471, loss 0.095, test 0.089
Epoch 13, step 472, loss 0.140, test 0.089
Epoch 13, step 473, loss 0.221, test 0.093
Epoch 13, step 474, loss 0.189, test 0.084
Epoch 13, step 475, loss 0.036, test 0.097
Epoch 13, step 476, loss 0.000, test 0.100
Epoch 13, step 477, loss 0.013, test 0.100
Epoch 13, step 478, loss 0.000, test 0.101
Epoch 13, step 479, loss 0.001, test 0.101
Epoch 13, step 480, loss 0.008, test 0.101
Epoch 13, step 481, loss 0.095, test 0.127
Epoch 13, step 482, loss 0.021, test 0.140
Epoch 13, step 483, loss 0.025, test 0.143
Epoch 13, step 484, loss 0.051, test 0.149
Epoch 13, step 485, loss 0.150, test 0.148
Epoch 13, step 486, loss 0.099, test 0.145
Epoch 13, step 487, loss 0.000, test 0.145
Epoch 13, step 488, loss 0.027, test 0.149
Epoch 13, step 489, loss 0.175, test 0.172
Epoch 13, step 490, loss 0.228, test 0.173
Epoch 13, step 491, loss 0.305, test 0.093
Epoch 13, step 492, loss 0.066, test 0.085
Epoch 13, step 493, loss 0.373, test 0.084
Epoch 13, step 494, loss 0.001, test 0.083
Epoch 13, step 495, loss 0.018, test 0.083
Epoch 13, step 496, loss 0.512, test 0.178
Epoch 13, step 497, loss 0.726, test 0.091
Epoch 13, step 498, loss 0.205, test 0.080
Epoch 13, step 499, loss 0.002, test 0.078
Epoch 13, step 500, loss 0.049, test 0.078
Epoch 13, step 501, loss 0.013, test 0.079
Epoch 13, step 502, loss 0.003, test 0.078
Epoch 13, step 503, loss 0.821, test 0.070
Epoch 13, step 504, loss 0.273, test 0.082
Epoch 13, step 505, loss 0.116, test 0.082
Epoch 13, step 506, loss 0.002, test 0.085
Epoch 13, step 507, loss 0.226, test 0.081
Epoch 13, step 508, loss 0.095, test 0.081
Epoch 13, step 509, loss 0.201, test 0.078
Epoch 13, step 510, loss 0.482, test 0.079
Epoch 13, step 511, loss 0.094, test 0.080
Epoch 13, step 512, loss 0.149, test 0.077
Epoch 13, step 513, loss 0.308, test 0.077
Epoch 13, step 514, loss 0.002, test 0.077
Epoch 13, step 515, loss 0.049, test 0.076
Epoch 13, step 516, loss 0.026, test 0.076
Epoch 13, step 517, loss 0.296, test 0.087
Epoch 13, step 518, loss 0.154, test 0.097
Epoch 13, step 519, loss 0.182, test 0.080
Epoch 13, step 520, loss 0.510, test 0.079
Epoch 13, step 521, loss 0.176, test 0.087
Epoch 13, step 522, loss 0.000, test 0.089
Epoch 13, step 523, loss 0.029, test 0.088
Epoch 13, step 524, loss 0.085, test 0.088
Epoch 13, step 525, loss 0.025, test 0.089
Epoch 13, step 526, loss 0.281, test 0.085
Epoch 13, step 527, loss 0.016, test 0.083
Epoch 13, step 528, loss 0.161, test 0.080
Epoch 13, step 529, loss 0.433, test 0.082
Epoch 13, step 530, loss 0.015, test 0.078
Epoch 13, step 531, loss 0.001, test 0.078
Epoch 13, step 532, loss 0.675, test 0.081
Epoch 13, step 533, loss 0.284, test 0.086
Epoch 13, step 534, loss 0.102, test 0.075
Epoch 13, step 535, loss 0.082, test 0.074
Epoch 13, step 536, loss 0.009, test 0.074
Epoch 13, step 537, loss 0.013, test 0.073
Epoch 13, step 538, loss 0.182, test 0.074
Epoch 13, step 539, loss 0.108, test 0.078
Epoch 13, step 540, loss 0.271, test 0.080
Epoch 13, step 541, loss 0.006, test 0.080
Epoch 13, step 542, loss 0.013, test 0.080
Epoch 13, step 543, loss 0.065, test 0.074
Epoch 13, step 544, loss 0.003, test 0.073
Epoch 13, step 545, loss 0.073, test 0.072
Epoch 13, step 546, loss 0.024, test 0.072
Epoch 13, step 547, loss 0.205, test 0.078
Epoch 13, step 548, loss 0.048, test 0.079
Epoch 13, step 549, loss 0.233, test 0.078
Epoch 13, step 550, loss 0.063, test 0.073
Epoch 13, step 551, loss 0.055, test 0.072
Epoch 13, step 552, loss 0.203, test 0.070
Epoch 13, step 553, loss 0.087, test 0.070
Epoch 13, step 554, loss 0.399, test 0.071
Epoch 13, step 555, loss 0.062, test 0.070
Epoch 13, step 556, loss 0.342, test 0.101
Epoch 13, step 557, loss 0.254, test 0.115
Epoch 13, step 558, loss 0.190, test 0.129
Epoch 13, step 559, loss 0.082, test 0.131
Epoch 13, step 560, loss 0.818, test 0.110
Epoch 13, step 561, loss 0.906, test 0.089
Epoch 13, step 562, loss 0.037, test 0.095
Epoch 13, step 563, loss 0.040, test 0.099
Epoch 13, step 564, loss 0.042, test 0.097
Epoch 13, step 565, loss 0.036, test 0.097
Epoch 13, step 566, loss 0.135, test 0.098
Epoch 13, step 567, loss 0.499, test 0.102
Epoch 13, step 568, loss 0.025, test 0.094
Epoch 13, step 569, loss 0.013, test 0.092
Epoch 13, step 570, loss 0.062, test 0.095
Epoch 13, step 571, loss 0.148, test 0.089
Epoch 13, step 572, loss 0.000, test 0.088
Epoch 13, step 573, loss 0.113, test 0.089
Epoch 13, step 574, loss 0.111, test 0.090
Epoch 13, step 575, loss 0.001, test 0.091
Epoch 13, step 576, loss 0.054, test 0.090
Epoch 13, step 577, loss 0.262, test 0.091
Epoch 13, step 578, loss 0.014, test 0.092
Epoch 13, step 579, loss 0.146, test 0.093
Epoch 13, step 580, loss 0.065, test 0.117
Epoch 13, step 581, loss 0.130, test 0.124
Epoch 13, step 582, loss 0.007, test 0.125
Epoch 13, step 583, loss 0.300, test 0.178
Epoch 13, step 584, loss 0.002, test 0.191
Epoch 13, step 585, loss 0.002, test 0.201
Epoch 13, step 586, loss 0.001, test 0.204
Epoch 13, step 587, loss 0.547, test 0.191
Epoch 13, step 588, loss 0.270, test 0.167
Epoch 13, step 589, loss 0.012, test 0.158
Epoch 13, step 590, loss 0.763, test 0.128
Epoch 13, step 591, loss 0.260, test 0.102
Epoch 13, step 592, loss 0.060, test 0.097
Epoch 13, step 593, loss 0.115, test 0.096
Epoch 13, step 594, loss 0.003, test 0.096
Epoch 13, step 595, loss 0.019, test 0.092
Epoch 13, step 596, loss 0.030, test 0.087
Epoch 13, step 597, loss 0.248, test 0.083
Epoch 13, step 598, loss 0.621, test 0.086
Epoch 13, step 599, loss 0.163, test 0.081
Epoch 13, step 600, loss 0.462, test 0.082
Epoch 13, step 601, loss 0.202, test 0.078
Epoch 13, step 602, loss 0.164, test 0.074
Epoch 13, step 603, loss 0.010, test 0.075
Epoch 13, step 604, loss 0.202, test 0.073
Epoch 13, step 605, loss 0.181, test 0.070
Epoch 13, step 606, loss 0.004, test 0.070
Epoch 13, step 607, loss 1.827, test 0.077
Epoch 13, step 608, loss 0.035, test 0.076
Epoch 13, step 609, loss 0.007, test 0.076
Epoch 13, step 610, loss 0.149, test 0.089
Epoch 13, step 611, loss 0.073, test 0.093
Epoch 13, step 612, loss 0.140, test 0.097
Epoch 13, step 613, loss 0.245, test 0.088
Epoch 13, step 614, loss 0.002, test 0.088
Epoch 13, step 615, loss 0.005, test 0.088
Epoch 13, step 616, loss 0.011, test 0.088
Epoch 13, step 617, loss 0.036, test 0.088
Epoch 13, step 618, loss 0.026, test 0.086
Epoch 13, step 619, loss 0.003, test 0.086
Epoch 13, step 620, loss 0.056, test 0.076
Epoch 13, step 621, loss 0.003, test 0.075
Epoch 13, step 622, loss 0.230, test 0.072
Epoch 13, step 623, loss 0.020, test 0.071
Epoch 13, step 624, loss 0.119, test 0.078
Epoch 13, step 625, loss 0.008, test 0.081
Epoch 13, step 626, loss 0.007, test 0.082
Epoch 13, step 627, loss 0.090, test 0.077
Epoch 13, step 628, loss 0.024, test 0.073
Epoch 13, step 629, loss 0.130, test 0.074
Epoch 13, step 630, loss 0.081, test 0.071
Epoch 13, step 631, loss 0.051, test 0.071
Epoch 13, step 632, loss 0.135, test 0.070
Epoch 13, step 633, loss 0.062, test 0.071
Epoch 13, step 634, loss 0.009, test 0.071
Epoch 13, step 635, loss 0.072, test 0.070
Epoch 13, step 636, loss 0.186, test 0.071
Epoch 13, step 637, loss 0.001, test 0.071
Epoch 13, step 638, loss 0.316, test 0.070
Epoch 13, step 639, loss 0.042, test 0.071
Epoch 13, step 640, loss 0.131, test 0.070
Epoch 13, step 641, loss 0.097, test 0.070
Epoch 13, step 642, loss 0.244, test 0.098
Epoch 13, step 643, loss 0.440, test 0.118
Epoch 13, step 644, loss 0.152, test 0.121
Epoch 13, step 645, loss 0.270, test 0.128
Epoch 13, step 646, loss 0.063, test 0.137
Epoch 13, step 647, loss 0.010, test 0.141
Epoch 13, step 648, loss 0.030, test 0.144
Epoch 13, step 649, loss 0.113, test 0.143
Epoch 13, step 650, loss 0.421, test 0.094
Epoch 13, step 651, loss 0.037, test 0.089
Epoch 13, step 652, loss 0.000, test 0.087
Epoch 13, step 653, loss 0.001, test 0.086
Epoch 13, step 654, loss 0.102, test 0.088
Epoch 13, step 655, loss 0.192, test 0.087
Epoch 13, step 656, loss 0.014, test 0.090
Epoch 13, step 657, loss 0.000, test 0.090
Epoch 13, step 658, loss 0.038, test 0.091
Epoch 13, step 659, loss 0.046, test 0.090
Epoch 13, step 660, loss 0.000, test 0.090
Epoch 13, step 661, loss 0.030, test 0.091
Epoch 13, step 662, loss 0.010, test 0.090
Epoch 13, step 663, loss 0.018, test 0.095
Epoch 13, step 664, loss 0.090, test 0.095
Epoch 13, step 665, loss 0.004, test 0.096
Epoch 13, step 666, loss 0.161, test 0.085
Epoch 13, step 667, loss 0.041, test 0.083
Epoch 13, step 668, loss 0.007, test 0.081
Epoch 13, step 669, loss 0.000, test 0.081
Epoch 13, step 670, loss 0.076, test 0.079
Epoch 13, step 671, loss 0.001, test 0.077
Epoch 13, step 672, loss 0.760, test 0.074
Epoch 13, step 673, loss 0.078, test 0.072
Epoch 13, step 674, loss 0.434, test 0.075
Epoch 13, step 675, loss 0.112, test 0.071
Epoch 13, step 676, loss 0.520, test 0.071
Epoch 13, step 677, loss 0.020, test 0.071
Epoch 13, step 678, loss 0.089, test 0.071
Epoch 13, step 679, loss 0.000, test 0.071
Epoch 13, step 680, loss 0.234, test 0.081
Epoch 13, step 681, loss 0.088, test 0.085
Epoch 13, step 682, loss 0.456, test 0.079
Epoch 13, step 683, loss 0.610, test 0.074
Epoch 13, step 684, loss 0.028, test 0.073
Epoch 13, step 685, loss 0.023, test 0.073
Epoch 13, step 686, loss 0.012, test 0.073
Epoch 13, step 687, loss 0.167, test 0.074
Epoch 13, step 688, loss 0.408, test 0.075
Epoch 13, step 689, loss 0.190, test 0.076
Epoch 13, step 690, loss 0.128, test 0.075
Epoch 13, step 691, loss 0.226, test 0.074
Epoch 13, step 692, loss 0.199, test 0.074
Epoch 13, step 693, loss 0.247, test 0.074
Epoch 13, step 694, loss 0.164, test 0.074
Epoch 13, step 695, loss 0.027, test 0.074
Epoch 13, step 696, loss 0.005, test 0.074
Epoch 13, step 697, loss 0.172, test 0.074
Epoch 13, step 698, loss 0.194, test 0.076
Epoch 13, step 699, loss 0.235, test 0.087
Epoch 13, step 700, loss 0.026, test 0.091
Epoch 13, step 701, loss 0.000, test 0.093
Epoch 13, step 702, loss 0.044, test 0.093
Epoch 13, step 703, loss 0.206, test 0.091
Epoch 13, step 704, loss 0.073, test 0.091
Epoch 13, step 705, loss 0.060, test 0.087
Epoch 13, step 706, loss 0.007, test 0.087
Epoch 13, step 707, loss 0.011, test 0.088
Epoch 13, step 708, loss 0.203, test 0.085
Epoch 13, step 709, loss 0.013, test 0.085
Epoch 13, step 710, loss 0.015, test 0.086
Epoch 13, step 711, loss 0.002, test 0.084
Epoch 13, step 712, loss 0.181, test 0.095
Epoch 13, step 713, loss 0.006, test 0.099
Epoch 13, step 714, loss 0.131, test 0.104
Epoch 13, step 715, loss 0.053, test 0.107
Epoch 13, step 716, loss 0.268, test 0.105
Epoch 13, step 717, loss 0.019, test 0.106
Epoch 13, step 718, loss 0.012, test 0.105
Epoch 13, step 719, loss 0.082, test 0.121
Epoch 13, step 720, loss 0.130, test 0.110
Epoch 13, step 721, loss 0.000, test 0.110
Epoch 13, step 722, loss 0.131, test 0.106
Epoch 13, step 723, loss 0.234, test 0.090
Epoch 13, step 724, loss 0.097, test 0.082
Epoch 13, step 725, loss 0.141, test 0.077
Epoch 13, step 726, loss 0.145, test 0.082
Epoch 13, step 727, loss 0.008, test 0.084
Epoch 13, step 728, loss 0.070, test 0.084
Epoch 13, step 729, loss 0.007, test 0.084
Epoch 13, step 730, loss 0.004, test 0.084
Epoch 13, step 731, loss 0.165, test 0.086
Epoch 13, step 732, loss 0.078, test 0.085
Epoch 13, step 733, loss 0.007, test 0.085
Epoch 13, step 734, loss 0.000, test 0.085
Epoch 13, step 735, loss 0.361, test 0.084
Epoch 13, step 736, loss 0.216, test 0.081
Epoch 13, step 737, loss 0.006, test 0.079
Epoch 13, step 738, loss 0.051, test 0.078
Epoch 13, step 739, loss 0.023, test 0.078
Epoch 13, step 740, loss 0.378, test 0.079
Epoch 13, step 741, loss 0.020, test 0.080
Epoch 13, step 742, loss 0.140, test 0.079
Epoch 13, step 743, loss 0.156, test 0.083
Epoch 13, step 744, loss 0.019, test 0.081
Epoch 13, step 745, loss 0.046, test 0.081
Epoch 13, step 746, loss 0.464, test 0.173
Epoch 13, step 747, loss 0.173, test 0.197
Epoch 13, step 748, loss 0.165, test 0.220
Epoch 13, step 749, loss 0.053, test 0.232
Epoch 13, step 750, loss 0.024, test 0.234
Epoch 13, step 751, loss 0.031, test 0.259
Epoch 13, step 752, loss 0.020, test 0.262
Epoch 13, step 753, loss 0.008, test 0.254
Epoch 13, step 754, loss 0.252, test 0.219
Epoch 13, step 755, loss 0.031, test 0.211
Epoch 13, step 756, loss 0.077, test 0.210
Epoch 13, step 757, loss 0.083, test 0.176
Epoch 13, step 758, loss 0.433, test 0.178
Epoch 13, step 759, loss 0.041, test 0.180
Epoch 13, step 760, loss 0.030, test 0.173
Epoch 13, step 761, loss 0.210, test 0.199
Epoch 13, step 762, loss 0.000, test 0.203
Epoch 13, step 763, loss 0.232, test 0.195
Epoch 13, step 764, loss 0.178, test 0.200
Epoch 13, step 765, loss 0.091, test 0.226
Epoch 13, step 766, loss 0.339, test 0.300
Epoch 13, step 767, loss 0.133, test 0.326
Epoch 13, step 768, loss 0.117, test 0.307
Epoch 13, step 769, loss 0.215, test 0.343
Epoch 13, step 770, loss 0.068, test 0.354
Epoch 13, step 771, loss 0.078, test 0.371
Epoch 13, step 772, loss 0.003, test 0.374
Epoch 13, step 773, loss 0.021, test 0.380
Epoch 13, step 774, loss 0.067, test 0.387
Epoch 13, step 775, loss 0.010, test 0.391
Epoch 13, step 776, loss 0.050, test 0.400
Epoch 13, step 777, loss 0.010, test 0.390
Epoch 13, step 778, loss 0.008, test 0.398
Epoch 13, step 779, loss 1.208, test 0.456
Epoch 13, step 780, loss 0.723, test 0.189
Epoch 13, step 781, loss 0.103, test 0.157
Epoch 13, step 782, loss 0.273, test 0.136
Epoch 13, step 783, loss 0.333, test 0.103
Epoch 13, step 784, loss 0.279, test 0.095
Epoch 13, step 785, loss 0.481, test 0.086
Epoch 13, step 786, loss 0.007, test 0.085
Epoch 13, step 787, loss 0.140, test 0.086
Epoch 13, step 788, loss 0.080, test 0.084
Epoch 13, step 789, loss 0.000, test 0.084
Epoch 13, step 790, loss 0.049, test 0.085
Epoch 13, step 791, loss 0.304, test 0.077
Epoch 13, step 792, loss 0.005, test 0.076
Epoch 13, step 793, loss 0.092, test 0.077
Epoch 13, step 794, loss 0.095, test 0.078
Epoch 13, step 795, loss 0.005, test 0.079
Epoch 13, step 796, loss 0.031, test 0.080
Epoch 13, step 797, loss 0.105, test 0.083
Epoch 13, step 798, loss 0.504, test 0.089
Epoch 13, step 799, loss 0.050, test 0.091
Epoch 13, step 800, loss 0.611, test 0.089
Epoch 13, step 801, loss 0.011, test 0.087
Epoch 13, step 802, loss 0.033, test 0.088
Epoch 13, step 803, loss 0.232, test 0.086
Epoch 13, step 804, loss 0.193, test 0.081
Epoch 13, step 805, loss 0.110, test 0.082
Epoch 13, step 806, loss 0.016, test 0.080
Epoch 13, step 807, loss 0.073, test 0.079
Epoch 13, step 808, loss 0.007, test 0.080
Epoch 13, step 809, loss 0.023, test 0.079
Epoch 13, step 810, loss 0.072, test 0.075
Epoch 13, step 811, loss 0.315, test 0.080
Epoch 13, step 812, loss 0.201, test 0.088
Epoch 13, step 813, loss 0.039, test 0.084
Epoch 13, step 814, loss 0.004, test 0.084
Epoch 13, step 815, loss 0.003, test 0.085
Epoch 13, step 816, loss 0.607, test 0.088
Epoch 13, step 817, loss 0.032, test 0.090
Epoch 13, step 818, loss 0.052, test 0.089
Epoch 13, step 819, loss 0.010, test 0.090
Epoch 13, step 820, loss 0.013, test 0.090
Epoch 13, step 821, loss 0.001, test 0.091
Epoch 13, step 822, loss 0.165, test 0.089
Epoch 13, step 823, loss 0.134, test 0.086
Epoch 13, step 824, loss 0.123, test 0.084
Epoch 13, step 825, loss 0.008, test 0.083
Epoch 13, step 826, loss 0.000, test 0.082
Epoch 13, step 827, loss 0.014, test 0.086
Epoch 13, step 828, loss 0.137, test 0.085
Epoch 13, step 829, loss 0.163, test 0.088
Epoch 13, step 830, loss 0.083, test 0.090
Epoch 13, step 831, loss 0.000, test 0.091
Epoch 13, step 832, loss 0.043, test 0.096
Epoch 13, step 833, loss 0.207, test 0.076
Epoch 13, step 834, loss 0.180, test 0.075
Epoch 13, step 835, loss 0.238, test 0.074
Epoch 13, step 836, loss 0.156, test 0.075
Epoch 13, step 837, loss 0.224, test 0.074
Epoch 13, step 838, loss 0.008, test 0.074
Epoch 13, step 839, loss 0.001, test 0.074
Epoch 13, step 840, loss 0.057, test 0.073
Epoch 13, step 841, loss 0.148, test 0.073
Epoch 13, step 842, loss 0.183, test 0.075
Epoch 13, step 843, loss 0.066, test 0.075
Epoch 13, step 844, loss 0.157, test 0.077
Epoch 13, step 845, loss 0.157, test 0.081
Epoch 13, step 846, loss 0.001, test 0.082
Epoch 13, step 847, loss 0.333, test 0.086
Epoch 13, step 848, loss 1.902, test 0.080
Epoch 13, step 849, loss 0.040, test 0.082
Epoch 13, step 850, loss 0.032, test 0.094
Epoch 13, step 851, loss 0.504, test 0.081
Epoch 13, step 852, loss 0.034, test 0.080
Epoch 13, step 853, loss 0.218, test 0.080
Epoch 13, step 854, loss 0.000, test 0.080
Epoch 13, step 855, loss 0.005, test 0.080
Epoch 13, step 856, loss 0.015, test 0.080
Epoch 13, step 857, loss 0.314, test 0.082
Epoch 13, step 858, loss 0.195, test 0.074
Epoch 13, step 859, loss 0.446, test 0.075
Epoch 13, step 860, loss 0.004, test 0.075
Epoch 13, step 861, loss 0.277, test 0.073
Epoch 13, step 862, loss 0.409, test 0.075
Epoch 13, step 863, loss 0.010, test 0.074
Epoch 13, step 864, loss 0.171, test 0.074
Epoch 13, step 865, loss 0.091, test 0.073
Epoch 13, step 866, loss 0.030, test 0.073
Epoch 13, step 867, loss 0.003, test 0.073
Epoch 13, step 868, loss 0.056, test 0.074
Epoch 13, step 869, loss 0.011, test 0.074
Epoch 13, step 870, loss 0.115, test 0.080
Epoch 13, step 871, loss 0.009, test 0.081
Epoch 13, step 872, loss 0.989, test 0.111
Epoch 13, step 873, loss 0.012, test 0.120
Epoch 13, step 874, loss 0.354, test 0.098
Epoch 13, step 875, loss 0.009, test 0.094
Epoch 13, step 876, loss 0.058, test 0.087
Epoch 13, step 877, loss 0.018, test 0.080
Epoch 13, step 878, loss 0.015, test 0.088
Epoch 13, step 879, loss 0.347, test 0.075
Epoch 13, step 880, loss 0.003, test 0.074
Epoch 13, step 881, loss 0.583, test 0.076
Epoch 13, step 882, loss 0.048, test 0.078
Epoch 13, step 883, loss 0.216, test 0.077
Epoch 13, step 884, loss 0.019, test 0.077
Epoch 13, step 885, loss 0.001, test 0.078
Epoch 13, step 886, loss 0.317, test 0.075
Epoch 13, step 887, loss 0.100, test 0.074
Epoch 13, step 888, loss 0.357, test 0.081
Epoch 13, step 889, loss 0.500, test 0.089
Epoch 13, step 890, loss 0.028, test 0.090
Epoch 13, step 891, loss 0.007, test 0.101
Epoch 13, step 892, loss 0.031, test 0.098
Epoch 13, step 893, loss 0.020, test 0.098
Epoch 13, step 894, loss 0.019, test 0.091
Epoch 13, step 895, loss 0.029, test 0.088
Epoch 13, step 896, loss 0.816, test 0.099
Epoch 13, step 897, loss 0.027, test 0.092
Epoch 13, step 898, loss 0.000, test 0.091
Epoch 13, step 899, loss 0.308, test 0.087
Epoch 13, step 900, loss 0.173, test 0.085
Epoch 13, step 901, loss 0.217, test 0.083
Epoch 13, step 902, loss 0.016, test 0.082
Epoch 13, step 903, loss 0.286, test 0.209
Epoch 13, step 904, loss 0.101, test 0.266
Epoch 13, step 905, loss 0.140, test 0.313
Epoch 13, step 906, loss 0.035, test 0.336
Epoch 13, step 907, loss 0.000, test 0.347
Epoch 13, step 908, loss 0.181, test 0.324
Epoch 13, step 909, loss 0.343, test 0.316
Epoch 13, step 910, loss 0.057, test 0.317
Epoch 13, step 911, loss 0.000, test 0.318
Epoch 13, step 912, loss 0.000, test 0.317
Epoch 13, step 913, loss 0.028, test 0.321
Epoch 13, step 914, loss 0.045, test 0.344
Epoch 13, step 915, loss 0.173, test 0.343
Epoch 13, step 916, loss 0.012, test 0.342
Epoch 13, step 917, loss 0.001, test 0.343
Epoch 13, step 918, loss 0.022, test 0.333
Epoch 13, step 919, loss 0.002, test 0.331
Epoch 13, step 920, loss 0.024, test 0.328
Epoch 13, step 921, loss 0.101, test 0.318
Epoch 13, step 922, loss 0.699, test 0.128
Epoch 13, step 923, loss 0.043, test 0.112
Epoch 13, step 924, loss 0.332, test 0.113
Epoch 13, step 925, loss 0.028, test 0.113
Epoch 13, step 926, loss 0.050, test 0.112
Epoch 13, step 927, loss 0.133, test 0.111
Epoch 13, step 928, loss 0.030, test 0.110
Epoch 13, step 929, loss 0.015, test 0.111
Epoch 13, step 930, loss 0.219, test 0.112
Epoch 13, step 931, loss 0.173, test 0.112
Epoch 13, step 932, loss 0.061, test 0.130
Epoch 13, step 933, loss 0.020, test 0.135
Epoch 13, step 934, loss 0.004, test 0.136
Epoch 13, step 935, loss 0.167, test 0.140
Epoch 13, step 936, loss 0.170, test 0.193
Epoch 13, step 937, loss 0.010, test 0.203
Epoch 13, step 938, loss 0.077, test 0.247
Epoch 13, step 939, loss 0.056, test 0.240
Epoch 13, step 940, loss 0.052, test 0.227
Epoch 13, step 941, loss 0.446, test 0.141
Epoch 13, step 942, loss 0.000, test 0.129
Epoch 13, step 943, loss 0.339, test 0.122
Epoch 13, step 944, loss 0.047, test 0.109
Epoch 13, step 945, loss 0.055, test 0.106
Epoch 13, step 946, loss 0.093, test 0.108
Epoch 13, step 947, loss 0.002, test 0.108
Epoch 13, step 948, loss 0.030, test 0.109
Epoch 13, step 949, loss 0.012, test 0.107
Epoch 13, step 950, loss 0.014, test 0.107
Epoch 13, step 951, loss 0.001, test 0.107
Epoch 13, step 952, loss 0.038, test 0.105
Epoch 13, step 953, loss 0.401, test 0.085
Epoch 13, step 954, loss 0.279, test 0.085
Epoch 13, step 955, loss 0.260, test 0.085
Epoch 13, step 956, loss 0.010, test 0.084
Epoch 13, step 957, loss 0.205, test 0.078
Epoch 13, step 958, loss 0.348, test 0.083
Epoch 13, step 959, loss 0.143, test 0.077
Epoch 13, step 960, loss 0.021, test 0.079
Epoch 13, step 961, loss 0.221, test 0.075
Epoch 13, step 962, loss 0.130, test 0.082
Epoch 13, step 963, loss 0.006, test 0.084
Epoch 13, step 964, loss 0.044, test 0.084
Epoch 13, step 965, loss 0.135, test 0.088
Epoch 13, step 966, loss 0.001, test 0.088
Epoch 13, step 967, loss 0.218, test 0.077
Epoch 13, step 968, loss 0.112, test 0.075
Epoch 13, step 969, loss 0.342, test 0.077
Epoch 13, step 970, loss 0.005, test 0.078
Epoch 13, step 971, loss 0.521, test 0.075
Epoch 13, step 972, loss 0.028, test 0.075
Epoch 13, step 973, loss 0.592, test 0.076
Epoch 13, step 974, loss 0.052, test 0.076
Epoch 13, step 975, loss 0.001, test 0.076
Epoch 13, step 976, loss 0.004, test 0.076
Epoch 13, step 977, loss 0.036, test 0.074
Epoch 13, step 978, loss 0.022, test 0.073
Epoch 13, step 979, loss 0.171, test 0.073
Epoch 13, step 980, loss 0.079, test 0.073
Epoch 13, step 981, loss 0.070, test 0.074
Epoch 13, step 982, loss 0.434, test 0.076
Epoch 13, step 983, loss 0.194, test 0.076
Epoch 13, step 984, loss 0.014, test 0.077
Epoch 13, step 985, loss 0.007, test 0.078
Epoch 13, step 986, loss 0.237, test 0.078
Epoch 13, step 987, loss 0.125, test 0.077
Epoch 13, step 988, loss 0.158, test 0.079
Epoch 13, step 989, loss 0.000, test 0.079
Epoch 13, step 990, loss 0.011, test 0.079
Epoch 13, step 991, loss 0.098, test 0.078
Epoch 13, step 992, loss 0.008, test 0.077
Epoch 13, step 993, loss 0.341, test 0.092
Epoch 13, step 994, loss 0.017, test 0.097
Epoch 13, step 995, loss 0.176, test 0.099
Epoch 13, step 996, loss 0.084, test 0.097
Epoch 13, step 997, loss 0.100, test 0.099
Epoch 13, step 998, loss 0.024, test 0.090
Epoch 13, step 999, loss 0.003, test 0.089
Epoch 14, step 0, loss 0.380, test 0.088
Epoch 14, step 1, loss 0.015, test 0.089
Epoch 14, step 2, loss 0.051, test 0.089
Epoch 14, step 3, loss 0.065, test 0.089
Epoch 14, step 4, loss 0.054, test 0.100
Epoch 14, step 5, loss 0.001, test 0.103
Epoch 14, step 6, loss 0.843, test 0.076
Epoch 14, step 7, loss 0.017, test 0.074
Epoch 14, step 8, loss 0.017, test 0.074
Epoch 14, step 9, loss 0.398, test 0.074
Epoch 14, step 10, loss 0.000, test 0.074
Epoch 14, step 11, loss 0.290, test 0.078
Epoch 14, step 12, loss 0.072, test 0.094
Epoch 14, step 13, loss 0.006, test 0.099
Epoch 14, step 14, loss 0.162, test 0.087
Epoch 14, step 15, loss 0.039, test 0.086
Epoch 14, step 16, loss 0.002, test 0.087
Epoch 14, step 17, loss 0.029, test 0.088
Epoch 14, step 18, loss 0.005, test 0.089
Epoch 14, step 19, loss 0.244, test 0.090
Epoch 14, step 20, loss 0.151, test 0.092
Epoch 14, step 21, loss 0.010, test 0.093
Epoch 14, step 22, loss 0.007, test 0.094
Epoch 14, step 23, loss 0.006, test 0.094
Epoch 14, step 24, loss 0.060, test 0.103
Epoch 14, step 25, loss 0.367, test 0.101
Epoch 14, step 26, loss 0.281, test 0.087
Epoch 14, step 27, loss 0.516, test 0.087
Epoch 14, step 28, loss 0.412, test 0.091
Epoch 14, step 29, loss 0.001, test 0.092
Epoch 14, step 30, loss 0.062, test 0.101
Epoch 14, step 31, loss 0.170, test 0.107
Epoch 14, step 32, loss 0.119, test 0.110
Epoch 14, step 33, loss 0.073, test 0.113
Epoch 14, step 34, loss 0.305, test 0.118
Epoch 14, step 35, loss 0.069, test 0.115
Epoch 14, step 36, loss 0.012, test 0.113
Epoch 14, step 37, loss 0.635, test 0.107
Epoch 14, step 38, loss 0.178, test 0.105
Epoch 14, step 39, loss 0.074, test 0.103
Epoch 14, step 40, loss 0.007, test 0.105
Epoch 14, step 41, loss 0.007, test 0.107
Epoch 14, step 42, loss 0.160, test 0.091
Epoch 14, step 43, loss 0.006, test 0.089
Epoch 14, step 44, loss 0.016, test 0.088
Epoch 14, step 45, loss 0.064, test 0.088
Epoch 14, step 46, loss 0.089, test 0.090
Epoch 14, step 47, loss 0.024, test 0.090
Epoch 14, step 48, loss 0.257, test 0.086
Epoch 14, step 49, loss 0.012, test 0.083
Epoch 14, step 50, loss 0.054, test 0.084
Epoch 14, step 51, loss 0.083, test 0.082
Epoch 14, step 52, loss 0.132, test 0.083
Epoch 14, step 53, loss 0.026, test 0.080
Epoch 14, step 54, loss 0.052, test 0.080
Epoch 14, step 55, loss 0.031, test 0.077
Epoch 14, step 56, loss 0.015, test 0.076
Epoch 14, step 57, loss 0.668, test 0.075
Epoch 14, step 58, loss 0.569, test 0.177
Epoch 14, step 59, loss 0.147, test 0.209
Epoch 14, step 60, loss 0.349, test 0.170
Epoch 14, step 61, loss 0.023, test 0.195
Epoch 14, step 62, loss 0.016, test 0.200
Epoch 14, step 63, loss 0.002, test 0.202
Epoch 14, step 64, loss 0.001, test 0.205
Epoch 14, step 65, loss 0.023, test 0.204
Epoch 14, step 66, loss 0.445, test 0.119
Epoch 14, step 67, loss 0.143, test 0.111
Epoch 14, step 68, loss 0.001, test 0.104
Epoch 14, step 69, loss 0.084, test 0.087
Epoch 14, step 70, loss 0.238, test 0.081
Epoch 14, step 71, loss 0.003, test 0.079
Epoch 14, step 72, loss 0.009, test 0.078
Epoch 14, step 73, loss 0.007, test 0.078
Epoch 14, step 74, loss 0.617, test 0.079
Epoch 14, step 75, loss 0.054, test 0.079
Epoch 14, step 76, loss 0.273, test 0.229
Epoch 14, step 77, loss 0.048, test 0.282
Epoch 14, step 78, loss 0.000, test 0.308
Epoch 14, step 79, loss 0.000, test 0.321
Epoch 14, step 80, loss 0.022, test 0.324
Epoch 14, step 81, loss 0.079, test 0.335
Epoch 14, step 82, loss 0.001, test 0.338
Epoch 14, step 83, loss 0.073, test 0.336
Epoch 14, step 84, loss 0.015, test 0.338
Epoch 14, step 85, loss 0.018, test 0.337
Epoch 14, step 86, loss 0.016, test 0.335
Epoch 14, step 87, loss 0.199, test 0.322
Epoch 14, step 88, loss 0.164, test 0.271
Epoch 14, step 89, loss 0.000, test 0.257
Epoch 14, step 90, loss 0.242, test 0.245
Epoch 14, step 91, loss 0.012, test 0.243
Epoch 14, step 92, loss 0.040, test 0.209
Epoch 14, step 93, loss 0.016, test 0.214
Epoch 14, step 94, loss 0.045, test 0.214
Epoch 14, step 95, loss 0.186, test 0.187
Epoch 14, step 96, loss 0.159, test 0.185
Epoch 14, step 97, loss 0.158, test 0.187
Epoch 14, step 98, loss 0.027, test 0.197
Epoch 14, step 99, loss 0.017, test 0.181
Epoch 14, step 100, loss 0.003, test 0.180
Epoch 14, step 101, loss 0.037, test 0.168
Epoch 14, step 102, loss 0.054, test 0.164
Epoch 14, step 103, loss 0.006, test 0.162
Epoch 14, step 104, loss 0.001, test 0.160
Epoch 14, step 105, loss 0.010, test 0.159
Epoch 14, step 106, loss 0.083, test 0.164
Epoch 14, step 107, loss 0.034, test 0.151
Epoch 14, step 108, loss 0.095, test 0.171
Epoch 14, step 109, loss 0.332, test 0.178
Epoch 14, step 110, loss 0.042, test 0.179
Epoch 14, step 111, loss 0.112, test 0.183
Epoch 14, step 112, loss 0.212, test 0.176
Epoch 14, step 113, loss 0.020, test 0.168
Epoch 14, step 114, loss 0.101, test 0.177
Epoch 14, step 115, loss 0.123, test 0.163
Epoch 14, step 116, loss 0.023, test 0.163
Epoch 14, step 117, loss 0.061, test 0.168
Epoch 14, step 118, loss 0.337, test 0.119
Epoch 14, step 119, loss 0.192, test 0.084
Epoch 14, step 120, loss 0.005, test 0.083
Epoch 14, step 121, loss 0.010, test 0.084
Epoch 14, step 122, loss 0.068, test 0.082
Epoch 14, step 123, loss 0.006, test 0.082
Epoch 14, step 124, loss 0.024, test 0.082
Epoch 14, step 125, loss 0.260, test 0.091
Epoch 14, step 126, loss 0.171, test 0.092
Epoch 14, step 127, loss 0.754, test 0.092
Epoch 14, step 128, loss 0.212, test 0.093
Epoch 14, step 129, loss 1.502, test 0.101
Epoch 14, step 130, loss 0.020, test 0.105
Epoch 14, step 131, loss 0.079, test 0.091
Epoch 14, step 132, loss 0.040, test 0.090
Epoch 14, step 133, loss 0.206, test 0.095
Epoch 14, step 134, loss 0.578, test 0.099
Epoch 14, step 135, loss 0.073, test 0.091
Epoch 14, step 136, loss 0.065, test 0.100
Epoch 14, step 137, loss 0.014, test 0.105
Epoch 14, step 138, loss 0.072, test 0.105
Epoch 14, step 139, loss 0.601, test 0.097
Epoch 14, step 140, loss 0.005, test 0.096
Epoch 14, step 141, loss 0.110, test 0.097
Epoch 14, step 142, loss 0.013, test 0.097
Epoch 14, step 143, loss 0.186, test 0.098
Epoch 14, step 144, loss 0.062, test 0.093
Epoch 14, step 145, loss 0.291, test 0.090
Epoch 14, step 146, loss 0.151, test 0.091
Epoch 14, step 147, loss 0.397, test 0.173
Epoch 14, step 148, loss 0.157, test 0.214
Epoch 14, step 149, loss 0.056, test 0.242
Epoch 14, step 150, loss 0.008, test 0.249
Epoch 14, step 151, loss 0.056, test 0.252
Epoch 14, step 152, loss 0.068, test 0.263
Epoch 14, step 153, loss 0.096, test 0.260
Epoch 14, step 154, loss 0.015, test 0.262
Epoch 14, step 155, loss 0.274, test 0.199
Epoch 14, step 156, loss 0.019, test 0.192
Epoch 14, step 157, loss 0.061, test 0.201
Epoch 14, step 158, loss 0.314, test 0.191
Epoch 14, step 159, loss 0.000, test 0.189
Epoch 14, step 160, loss 0.009, test 0.178
Epoch 14, step 161, loss 0.388, test 0.119
Epoch 14, step 162, loss 0.009, test 0.113
Epoch 14, step 163, loss 0.029, test 0.116
Epoch 14, step 164, loss 0.008, test 0.116
Epoch 14, step 165, loss 0.011, test 0.112
Epoch 14, step 166, loss 0.135, test 0.113
Epoch 14, step 167, loss 0.190, test 0.112
Epoch 14, step 168, loss 0.123, test 0.113
Epoch 14, step 169, loss 0.064, test 0.156
Epoch 14, step 170, loss 0.201, test 0.142
Epoch 14, step 171, loss 0.002, test 0.142
Epoch 14, step 172, loss 0.108, test 0.145
Epoch 14, step 173, loss 0.034, test 0.157
Epoch 14, step 174, loss 0.154, test 0.174
Epoch 14, step 175, loss 0.025, test 0.180
Epoch 14, step 176, loss 0.249, test 0.179
Epoch 14, step 177, loss 0.436, test 0.188
Epoch 14, step 178, loss 0.015, test 0.191
Epoch 14, step 179, loss 0.021, test 0.186
Epoch 14, step 180, loss 0.082, test 0.187
Epoch 14, step 181, loss 0.144, test 0.185
Epoch 14, step 182, loss 0.380, test 0.145
Epoch 14, step 183, loss 1.422, test 0.537
Epoch 14, step 184, loss 0.046, test 0.777
Epoch 14, step 185, loss 0.313, test 0.861
Epoch 14, step 186, loss 0.016, test 0.912
Epoch 14, step 187, loss 0.634, test 0.661
Epoch 14, step 188, loss 0.017, test 0.595
Epoch 14, step 189, loss 0.006, test 0.577
Epoch 14, step 190, loss 0.064, test 0.556
Epoch 14, step 191, loss 0.063, test 0.538
Epoch 14, step 192, loss 0.125, test 0.551
Epoch 14, step 193, loss 0.422, test 0.523
Epoch 14, step 194, loss 0.025, test 0.514
Epoch 14, step 195, loss 0.158, test 0.497
Epoch 14, step 196, loss 0.135, test 0.482
Epoch 14, step 197, loss 0.019, test 0.473
Epoch 14, step 198, loss 0.052, test 0.452
Epoch 14, step 199, loss 0.951, test 0.092
Epoch 14, step 200, loss 0.241, test 0.077
Epoch 14, step 201, loss 0.160, test 0.071
Epoch 14, step 202, loss 0.176, test 0.071
Epoch 14, step 203, loss 1.142, test 0.079
Epoch 14, step 204, loss 0.002, test 0.081
Epoch 14, step 205, loss 0.038, test 0.084
Epoch 14, step 206, loss 0.503, test 0.088
Epoch 14, step 207, loss 0.068, test 0.084
Epoch 14, step 208, loss 0.032, test 0.079
Epoch 14, step 209, loss 0.218, test 0.077
Epoch 14, step 210, loss 0.020, test 0.075
Epoch 14, step 211, loss 0.061, test 0.080
Epoch 14, step 212, loss 0.002, test 0.082
Epoch 14, step 213, loss 0.002, test 0.082
Epoch 14, step 214, loss 0.069, test 0.081
Epoch 14, step 215, loss 0.271, test 0.098
Epoch 14, step 216, loss 0.032, test 0.104
Epoch 14, step 217, loss 0.003, test 0.106
Epoch 14, step 218, loss 0.056, test 0.124
Epoch 14, step 219, loss 0.004, test 0.126
Epoch 14, step 220, loss 0.040, test 0.133
Epoch 14, step 221, loss 0.307, test 0.128
Epoch 14, step 222, loss 0.016, test 0.130
Epoch 14, step 223, loss 0.009, test 0.130
Epoch 14, step 224, loss 0.184, test 0.125
Epoch 14, step 225, loss 0.171, test 0.122
Epoch 14, step 226, loss 0.037, test 0.117
Epoch 14, step 227, loss 0.001, test 0.116
Epoch 14, step 228, loss 0.030, test 0.110
Epoch 14, step 229, loss 0.200, test 0.112
Epoch 14, step 230, loss 0.068, test 0.124
Epoch 14, step 231, loss 0.201, test 0.131
Epoch 14, step 232, loss 0.103, test 0.131
Epoch 14, step 233, loss 0.000, test 0.131
Epoch 14, step 234, loss 0.077, test 0.135
Epoch 14, step 235, loss 0.064, test 0.137
Epoch 14, step 236, loss 0.048, test 0.148
Epoch 14, step 237, loss 0.879, test 0.117
Epoch 14, step 238, loss 0.133, test 0.106
Epoch 14, step 239, loss 1.440, test 0.120
Epoch 14, step 240, loss 0.247, test 0.109
Epoch 14, step 241, loss 0.165, test 0.262
Epoch 14, step 242, loss 0.185, test 0.307
Epoch 14, step 243, loss 0.029, test 0.314
Epoch 14, step 244, loss 0.007, test 0.308
Epoch 14, step 245, loss 0.034, test 0.329
Epoch 14, step 246, loss 0.482, test 0.277
Epoch 14, step 247, loss 0.043, test 0.272
Epoch 14, step 248, loss 0.002, test 0.269
Epoch 14, step 249, loss 0.001, test 0.268
Epoch 14, step 250, loss 0.567, test 0.194
Epoch 14, step 251, loss 0.290, test 0.111
Epoch 14, step 252, loss 0.154, test 0.103
Epoch 14, step 253, loss 0.000, test 0.099
Epoch 14, step 254, loss 0.151, test 0.093
Epoch 14, step 255, loss 0.050, test 0.088
Epoch 14, step 256, loss 0.002, test 0.086
Epoch 14, step 257, loss 0.018, test 0.083
Epoch 14, step 258, loss 0.014, test 0.082
Epoch 14, step 259, loss 0.198, test 0.084
Epoch 14, step 260, loss 0.178, test 0.089
Epoch 14, step 261, loss 0.051, test 0.090
Epoch 14, step 262, loss 0.290, test 0.096
Epoch 14, step 263, loss 0.045, test 0.098
Epoch 14, step 264, loss 0.014, test 0.099
Epoch 14, step 265, loss 0.100, test 0.104
Epoch 14, step 266, loss 0.024, test 0.103
Epoch 14, step 267, loss 0.075, test 0.102
Epoch 14, step 268, loss 0.008, test 0.096
Epoch 14, step 269, loss 0.014, test 0.096
Epoch 14, step 270, loss 0.167, test 0.097
Epoch 14, step 271, loss 0.084, test 0.096
Epoch 14, step 272, loss 0.116, test 0.101
Epoch 14, step 273, loss 0.102, test 0.108
Epoch 14, step 274, loss 0.621, test 0.106
Epoch 14, step 275, loss 0.110, test 0.120
Epoch 14, step 276, loss 0.002, test 0.121
Epoch 14, step 277, loss 0.010, test 0.119
Epoch 14, step 278, loss 0.007, test 0.109
Epoch 14, step 279, loss 0.445, test 0.086
Epoch 14, step 280, loss 0.038, test 0.090
Epoch 14, step 281, loss 0.680, test 0.134
Epoch 14, step 282, loss 0.027, test 0.153
Epoch 14, step 283, loss 0.000, test 0.165
Epoch 14, step 284, loss 0.098, test 0.169
Epoch 14, step 285, loss 0.001, test 0.171
Epoch 14, step 286, loss 0.144, test 0.170
Epoch 14, step 287, loss 0.015, test 0.174
Epoch 14, step 288, loss 0.041, test 0.171
Epoch 14, step 289, loss 0.035, test 0.173
Epoch 14, step 290, loss 0.097, test 0.147
Epoch 14, step 291, loss 0.062, test 0.142
Epoch 14, step 292, loss 0.066, test 0.140
Epoch 14, step 293, loss 0.116, test 0.144
Epoch 14, step 294, loss 0.008, test 0.145
Epoch 14, step 295, loss 0.089, test 0.147
Epoch 14, step 296, loss 1.390, test 0.471
Epoch 14, step 297, loss 0.044, test 0.695
Epoch 14, step 298, loss 0.209, test 0.865
Epoch 14, step 299, loss 0.417, test 0.888
Epoch 14, step 300, loss 0.851, test 0.889
Epoch 14, step 301, loss 0.110, test 0.857
Epoch 14, step 302, loss 0.006, test 0.863
Epoch 14, step 303, loss 0.013, test 0.861
Epoch 14, step 304, loss 0.215, test 0.909
Epoch 14, step 305, loss 0.420, test 0.903
Epoch 14, step 306, loss 0.643, test 0.880
Epoch 14, step 307, loss 0.141, test 0.846
Epoch 14, step 308, loss 0.062, test 0.827
Epoch 14, step 309, loss 0.000, test 0.822
Epoch 14, step 310, loss 0.009, test 0.817
Epoch 14, step 311, loss 0.057, test 0.823
Epoch 14, step 312, loss 0.567, test 0.737
Epoch 14, step 313, loss 0.082, test 0.730
Epoch 14, step 314, loss 0.058, test 0.720
Epoch 14, step 315, loss 0.007, test 0.723
Epoch 14, step 316, loss 0.117, test 0.690
Epoch 14, step 317, loss 6.449, test 0.601
Epoch 14, step 318, loss 0.001, test 1.029
Epoch 14, step 319, loss 0.003, test 1.293
Epoch 14, step 320, loss 0.794, test 1.414
Epoch 14, step 321, loss 0.085, test 1.477
Epoch 14, step 322, loss 0.183, test 1.430
Epoch 14, step 323, loss 0.327, test 1.419
Epoch 14, step 324, loss 0.187, test 1.431
Epoch 14, step 325, loss 0.428, test 1.248
Epoch 14, step 326, loss 0.000, test 1.221
Epoch 14, step 327, loss 0.090, test 1.134
Epoch 14, step 328, loss 1.434, test 0.847
Epoch 14, step 329, loss 0.201, test 0.839
Epoch 14, step 330, loss 0.011, test 0.815
Epoch 14, step 331, loss 0.258, test 0.780
Epoch 14, step 332, loss 0.035, test 0.767
Epoch 14, step 333, loss 0.135, test 0.748
Epoch 14, step 334, loss 0.001, test 0.746
Epoch 14, step 335, loss 0.555, test 0.757
Epoch 14, step 336, loss 1.208, test 0.653
Epoch 14, step 337, loss 0.012, test 0.633
Epoch 14, step 338, loss 0.055, test 0.601
Epoch 14, step 339, loss 0.031, test 0.589
Epoch 14, step 340, loss 0.058, test 0.582
Epoch 14, step 341, loss 0.712, test 0.599
Epoch 14, step 342, loss 0.000, test 0.601
Epoch 14, step 343, loss 0.011, test 0.599
Epoch 14, step 344, loss 0.294, test 0.570
Epoch 14, step 345, loss 0.586, test 0.374
Epoch 14, step 346, loss 0.267, test 0.275
Epoch 14, step 347, loss 0.002, test 0.254
Epoch 14, step 348, loss 0.014, test 0.247
Epoch 14, step 349, loss 0.012, test 0.243
Epoch 14, step 350, loss 0.374, test 0.245
Epoch 14, step 351, loss 0.035, test 0.243
Epoch 14, step 352, loss 0.031, test 0.252
Epoch 14, step 353, loss 0.000, test 0.253
Epoch 14, step 354, loss 0.108, test 0.245
Epoch 14, step 355, loss 0.012, test 0.246
Epoch 14, step 356, loss 0.153, test 0.238
Epoch 14, step 357, loss 0.090, test 0.243
Epoch 14, step 358, loss 0.053, test 0.245
Epoch 14, step 359, loss 0.036, test 0.248
Epoch 14, step 360, loss 0.001, test 0.249
Epoch 14, step 361, loss 0.317, test 0.175
Epoch 14, step 362, loss 0.195, test 0.168
Epoch 14, step 363, loss 0.007, test 0.165
Epoch 14, step 364, loss 0.016, test 0.166
Epoch 14, step 365, loss 0.064, test 0.166
Epoch 14, step 366, loss 0.004, test 0.166
Epoch 14, step 367, loss 0.004, test 0.170
Epoch 14, step 368, loss 0.064, test 0.158
Epoch 14, step 369, loss 0.001, test 0.156
Epoch 14, step 370, loss 0.024, test 0.174
Epoch 14, step 371, loss 0.019, test 0.177
Epoch 14, step 372, loss 0.086, test 0.187
Epoch 14, step 373, loss 0.000, test 0.190
Epoch 14, step 374, loss 0.045, test 0.190
Epoch 14, step 375, loss 0.012, test 0.191
Epoch 14, step 376, loss 0.001, test 0.189
Epoch 14, step 377, loss 0.035, test 0.194
Epoch 14, step 378, loss 0.045, test 0.150
Epoch 14, step 379, loss 0.017, test 0.143
Epoch 14, step 380, loss 0.104, test 0.150
Epoch 14, step 381, loss 0.006, test 0.152
Epoch 14, step 382, loss 0.631, test 0.137
Epoch 14, step 383, loss 0.507, test 0.141
Epoch 14, step 384, loss 0.030, test 0.155
Epoch 14, step 385, loss 0.186, test 0.145
Epoch 14, step 386, loss 0.135, test 0.134
Epoch 14, step 387, loss 0.401, test 0.215
Epoch 14, step 388, loss 0.180, test 0.215
Epoch 14, step 389, loss 0.184, test 0.210
Epoch 14, step 390, loss 0.006, test 0.213
Epoch 14, step 391, loss 0.012, test 0.216
Epoch 14, step 392, loss 0.072, test 0.205
Epoch 14, step 393, loss 0.055, test 0.202
Epoch 14, step 394, loss 0.244, test 0.198
Epoch 14, step 395, loss 0.209, test 0.174
Epoch 14, step 396, loss 0.042, test 0.173
Epoch 14, step 397, loss 0.030, test 0.170
Epoch 14, step 398, loss 0.093, test 0.172
Epoch 14, step 399, loss 0.375, test 0.175
Epoch 14, step 400, loss 0.005, test 0.177
Epoch 14, step 401, loss 0.003, test 0.177
Epoch 14, step 402, loss 0.001, test 0.174
Epoch 14, step 403, loss 0.000, test 0.173
Epoch 14, step 404, loss 0.058, test 0.147
Epoch 14, step 405, loss 0.059, test 0.144
Epoch 14, step 406, loss 0.072, test 0.121
Epoch 14, step 407, loss 0.035, test 0.114
Epoch 14, step 408, loss 0.001, test 0.112
Epoch 14, step 409, loss 0.002, test 0.111
Epoch 14, step 410, loss 0.205, test 0.111
Epoch 14, step 411, loss 0.333, test 0.127
Epoch 14, step 412, loss 0.110, test 0.121
Epoch 14, step 413, loss 0.087, test 0.125
Epoch 14, step 414, loss 0.089, test 0.129
Epoch 14, step 415, loss 0.027, test 0.130
Epoch 14, step 416, loss 0.115, test 0.120
Epoch 14, step 417, loss 0.001, test 0.118
Epoch 14, step 418, loss 0.005, test 0.117
Epoch 14, step 419, loss 0.004, test 0.115
Epoch 14, step 420, loss 0.093, test 0.116
Epoch 14, step 421, loss 0.000, test 0.117
Epoch 14, step 422, loss 0.052, test 0.148
Epoch 14, step 423, loss 0.088, test 0.156
Epoch 14, step 424, loss 0.010, test 0.158
Epoch 14, step 425, loss 0.085, test 0.154
Epoch 14, step 426, loss 0.017, test 0.163
Epoch 14, step 427, loss 0.097, test 0.159
Epoch 14, step 428, loss 0.274, test 0.174
Epoch 14, step 429, loss 0.027, test 0.176
Epoch 14, step 430, loss 0.032, test 0.181
Epoch 14, step 431, loss 0.157, test 0.178
Epoch 14, step 432, loss 0.570, test 0.129
Epoch 14, step 433, loss 0.079, test 0.108
Epoch 14, step 434, loss 0.001, test 0.102
Epoch 14, step 435, loss 0.072, test 0.101
Epoch 14, step 436, loss 0.170, test 0.097
Epoch 14, step 437, loss 0.145, test 0.093
Epoch 14, step 438, loss 0.003, test 0.092
Epoch 14, step 439, loss 0.186, test 0.091
Epoch 14, step 440, loss 0.124, test 0.085
Epoch 14, step 441, loss 0.063, test 0.087
Epoch 14, step 442, loss 0.056, test 0.087
Epoch 14, step 443, loss 0.044, test 0.090
Epoch 14, step 444, loss 0.038, test 0.093
Epoch 14, step 445, loss 0.310, test 0.099
Epoch 14, step 446, loss 0.287, test 0.107
Epoch 14, step 447, loss 0.009, test 0.111
Epoch 14, step 448, loss 0.229, test 0.110
Epoch 14, step 449, loss 0.252, test 0.088
Epoch 14, step 450, loss 0.317, test 0.085
Epoch 14, step 451, loss 0.169, test 0.087
Epoch 14, step 452, loss 0.611, test 0.089
Epoch 14, step 453, loss 0.204, test 0.087
Epoch 14, step 454, loss 0.092, test 0.094
Epoch 14, step 455, loss 0.062, test 0.095
Epoch 14, step 456, loss 0.645, test 0.140
Epoch 14, step 457, loss 0.019, test 0.163
Epoch 14, step 458, loss 0.006, test 0.176
Epoch 14, step 459, loss 0.538, test 0.202
Epoch 14, step 460, loss 0.000, test 0.210
Epoch 14, step 461, loss 0.003, test 0.210
Epoch 14, step 462, loss 0.037, test 0.208
Epoch 14, step 463, loss 0.609, test 0.213
Epoch 14, step 464, loss 0.384, test 0.186
Epoch 14, step 465, loss 0.080, test 0.173
Epoch 14, step 466, loss 0.097, test 0.204
Epoch 14, step 467, loss 0.039, test 0.211
Epoch 14, step 468, loss 0.028, test 0.229
Epoch 14, step 469, loss 0.061, test 0.231
Epoch 14, step 470, loss 0.004, test 0.235
Epoch 14, step 471, loss 0.193, test 0.220
Epoch 14, step 472, loss 0.001, test 0.218
Epoch 14, step 473, loss 0.005, test 0.205
Epoch 14, step 474, loss 0.001, test 0.202
Epoch 14, step 475, loss 0.129, test 0.193
Epoch 14, step 476, loss 0.036, test 0.199
Epoch 14, step 477, loss 0.000, test 0.199
Epoch 14, step 478, loss 0.197, test 0.156
Epoch 14, step 479, loss 0.519, test 0.159
Epoch 14, step 480, loss 0.011, test 0.162
Epoch 14, step 481, loss 0.771, test 0.167
Epoch 14, step 482, loss 0.131, test 0.172
Epoch 14, step 483, loss 0.074, test 0.148
Epoch 14, step 484, loss 0.157, test 0.142
Epoch 14, step 485, loss 0.270, test 0.137
Epoch 14, step 486, loss 0.106, test 0.173
Epoch 14, step 487, loss 0.004, test 0.196
Epoch 14, step 488, loss 0.020, test 0.204
Epoch 14, step 489, loss 0.036, test 0.204
Epoch 14, step 490, loss 0.000, test 0.205
Epoch 14, step 491, loss 0.845, test 0.185
Epoch 14, step 492, loss 0.123, test 0.167
Epoch 14, step 493, loss 0.057, test 0.110
Epoch 14, step 494, loss 0.258, test 0.117
Epoch 14, step 495, loss 0.417, test 0.079
Epoch 14, step 496, loss 0.002, test 0.077
Epoch 14, step 497, loss 0.067, test 0.077
Epoch 14, step 498, loss 0.016, test 0.077
Epoch 14, step 499, loss 0.064, test 0.078
Epoch 14, step 500, loss 0.030, test 0.078
Epoch 14, step 501, loss 0.044, test 0.078
Epoch 14, step 502, loss 0.553, test 0.095
Epoch 14, step 503, loss 0.007, test 0.101
Epoch 14, step 504, loss 0.094, test 0.106
Epoch 14, step 505, loss 0.100, test 0.114
Epoch 14, step 506, loss 0.061, test 0.114
Epoch 14, step 507, loss 0.005, test 0.114
Epoch 14, step 508, loss 0.235, test 0.103
Epoch 14, step 509, loss 0.148, test 0.090
Epoch 14, step 510, loss 0.115, test 0.090
Epoch 14, step 511, loss 0.000, test 0.090
Epoch 14, step 512, loss 0.014, test 0.089
Epoch 14, step 513, loss 0.039, test 0.090
Epoch 14, step 514, loss 0.000, test 0.090
Epoch 14, step 515, loss 0.018, test 0.087
Epoch 14, step 516, loss 0.009, test 0.088
Epoch 14, step 517, loss 0.528, test 0.092
Epoch 14, step 518, loss 0.018, test 0.091
Epoch 14, step 519, loss 0.199, test 0.093
Epoch 14, step 520, loss 0.065, test 0.102
Epoch 14, step 521, loss 0.152, test 0.099
Epoch 14, step 522, loss 0.184, test 0.094
Epoch 14, step 523, loss 0.320, test 0.085
Epoch 14, step 524, loss 0.038, test 0.086
Epoch 14, step 525, loss 0.008, test 0.086
Epoch 14, step 526, loss 0.047, test 0.090
Epoch 14, step 527, loss 0.005, test 0.089
Epoch 14, step 528, loss 0.021, test 0.087
Epoch 14, step 529, loss 0.089, test 0.088
Epoch 14, step 530, loss 0.137, test 0.085
Epoch 14, step 531, loss 0.227, test 0.087
Epoch 14, step 532, loss 0.007, test 0.090
Epoch 14, step 533, loss 0.003, test 0.090
Epoch 14, step 534, loss 0.000, test 0.091
Epoch 14, step 535, loss 0.226, test 0.109
Epoch 14, step 536, loss 0.347, test 0.109
Epoch 14, step 537, loss 0.162, test 0.108
Epoch 14, step 538, loss 0.126, test 0.114
Epoch 14, step 539, loss 0.042, test 0.132
Epoch 14, step 540, loss 0.650, test 0.130
Epoch 14, step 541, loss 0.036, test 0.123
Epoch 14, step 542, loss 0.201, test 0.132
Epoch 14, step 543, loss 0.103, test 0.120
Epoch 14, step 544, loss 0.006, test 0.115
Epoch 14, step 545, loss 0.029, test 0.110
Epoch 14, step 546, loss 0.003, test 0.109
Epoch 14, step 547, loss 0.023, test 0.107
Epoch 14, step 548, loss 0.416, test 0.111
Epoch 14, step 549, loss 0.683, test 0.098
Epoch 14, step 550, loss 0.096, test 0.098
Epoch 14, step 551, loss 0.000, test 0.098
Epoch 14, step 552, loss 0.050, test 0.096
Epoch 14, step 553, loss 0.086, test 0.094
Epoch 14, step 554, loss 0.131, test 0.096
Epoch 14, step 555, loss 0.011, test 0.095
Epoch 14, step 556, loss 0.429, test 0.092
Epoch 14, step 557, loss 0.013, test 0.092
Epoch 14, step 558, loss 0.118, test 0.100
Epoch 14, step 559, loss 0.005, test 0.101
Epoch 14, step 560, loss 0.084, test 0.110
Epoch 14, step 561, loss 0.077, test 0.111
Epoch 14, step 562, loss 0.129, test 0.117
Epoch 14, step 563, loss 0.032, test 0.117
Epoch 14, step 564, loss 0.109, test 0.121
Epoch 14, step 565, loss 0.004, test 0.123
Epoch 14, step 566, loss 0.084, test 0.128
Epoch 14, step 567, loss 0.055, test 0.135
Epoch 14, step 568, loss 0.091, test 0.135
Epoch 14, step 569, loss 0.003, test 0.136
Epoch 14, step 570, loss 0.095, test 0.142
Epoch 14, step 571, loss 0.213, test 0.141
Epoch 14, step 572, loss 0.136, test 0.136
Epoch 14, step 573, loss 0.022, test 0.135
Epoch 14, step 574, loss 0.287, test 0.121
Epoch 14, step 575, loss 0.598, test 0.108
Epoch 14, step 576, loss 0.143, test 0.107
Epoch 14, step 577, loss 0.004, test 0.102
Epoch 14, step 578, loss 0.149, test 0.100
Epoch 14, step 579, loss 0.265, test 0.100
Epoch 14, step 580, loss 0.061, test 0.101
Epoch 14, step 581, loss 0.132, test 0.095
Epoch 14, step 582, loss 0.097, test 0.095
Epoch 14, step 583, loss 0.136, test 0.087
Epoch 14, step 584, loss 0.133, test 0.087
Epoch 14, step 585, loss 0.067, test 0.085
Epoch 14, step 586, loss 1.462, test 0.125
Epoch 14, step 587, loss 0.011, test 0.138
Epoch 14, step 588, loss 0.026, test 0.146
Epoch 14, step 589, loss 0.156, test 0.139
Epoch 14, step 590, loss 0.004, test 0.139
Epoch 14, step 591, loss 0.012, test 0.139
Epoch 14, step 592, loss 0.070, test 0.128
Epoch 14, step 593, loss 0.098, test 0.126
Epoch 14, step 594, loss 0.026, test 0.120
Epoch 14, step 595, loss 0.440, test 0.118
Epoch 14, step 596, loss 0.020, test 0.114
Epoch 14, step 597, loss 0.115, test 0.112
Epoch 14, step 598, loss 0.015, test 0.113
Epoch 14, step 599, loss 0.264, test 0.114
Epoch 14, step 600, loss 0.011, test 0.118
Epoch 14, step 601, loss 0.846, test 0.126
Epoch 14, step 602, loss 0.000, test 0.129
Epoch 14, step 603, loss 0.101, test 0.132
Epoch 14, step 604, loss 0.036, test 0.129
Epoch 14, step 605, loss 0.089, test 0.125
Epoch 14, step 606, loss 0.201, test 0.129
Epoch 14, step 607, loss 0.072, test 0.124
Epoch 14, step 608, loss 0.109, test 0.126
Epoch 14, step 609, loss 0.001, test 0.126
Epoch 14, step 610, loss 0.021, test 0.126
Epoch 14, step 611, loss 0.000, test 0.126
Epoch 14, step 612, loss 0.045, test 0.123
Epoch 14, step 613, loss 0.004, test 0.125
Epoch 14, step 614, loss 0.040, test 0.124
Epoch 14, step 615, loss 0.003, test 0.123
Epoch 14, step 616, loss 1.396, test 0.129
Epoch 14, step 617, loss 0.238, test 0.128
Epoch 14, step 618, loss 0.001, test 0.129
Epoch 14, step 619, loss 0.094, test 0.132
Epoch 14, step 620, loss 0.320, test 0.127
Epoch 14, step 621, loss 0.023, test 0.125
Epoch 14, step 622, loss 0.116, test 0.129
Epoch 14, step 623, loss 0.001, test 0.129
Epoch 14, step 624, loss 0.093, test 0.144
Epoch 14, step 625, loss 0.003, test 0.144
Epoch 14, step 626, loss 0.200, test 0.151
Epoch 14, step 627, loss 0.012, test 0.150
Epoch 14, step 628, loss 0.119, test 0.154
Epoch 14, step 629, loss 0.086, test 0.157
Epoch 14, step 630, loss 0.278, test 0.154
Epoch 14, step 631, loss 0.053, test 0.116
Epoch 14, step 632, loss 0.082, test 0.115
Epoch 14, step 633, loss 0.170, test 0.104
Epoch 14, step 634, loss 0.261, test 0.102
Epoch 14, step 635, loss 0.341, test 0.108
Epoch 14, step 636, loss 0.242, test 0.108
Epoch 14, step 637, loss 0.736, test 0.100
Epoch 14, step 638, loss 0.038, test 0.103
Epoch 14, step 639, loss 0.037, test 0.103
Epoch 14, step 640, loss 0.010, test 0.102
Epoch 14, step 641, loss 0.005, test 0.101
Epoch 14, step 642, loss 0.681, test 0.100
Epoch 14, step 643, loss 0.122, test 0.101
Epoch 14, step 644, loss 0.010, test 0.100
Epoch 14, step 645, loss 0.000, test 0.100
Epoch 14, step 646, loss 0.119, test 0.100
Epoch 14, step 647, loss 0.029, test 0.099
Epoch 14, step 648, loss 0.074, test 0.101
Epoch 14, step 649, loss 0.028, test 0.101
Epoch 14, step 650, loss 0.003, test 0.101
Epoch 14, step 651, loss 0.028, test 0.102
Epoch 14, step 652, loss 0.261, test 0.101
Epoch 14, step 653, loss 0.095, test 0.102
Epoch 14, step 654, loss 0.251, test 0.103
Epoch 14, step 655, loss 0.046, test 0.104
Epoch 14, step 656, loss 0.049, test 0.106
Epoch 14, step 657, loss 0.001, test 0.107
Epoch 14, step 658, loss 0.163, test 0.106
Epoch 14, step 659, loss 0.144, test 0.107
Epoch 14, step 660, loss 0.004, test 0.107
Epoch 14, step 661, loss 0.001, test 0.105
Epoch 14, step 662, loss 0.010, test 0.102
Epoch 14, step 663, loss 0.103, test 0.105
Epoch 14, step 664, loss 0.599, test 0.134
Epoch 14, step 665, loss 0.079, test 0.125
Epoch 14, step 666, loss 0.142, test 0.122
Epoch 14, step 667, loss 0.102, test 0.124
Epoch 14, step 668, loss 0.067, test 0.123
Epoch 14, step 669, loss 0.171, test 0.125
Epoch 14, step 670, loss 0.037, test 0.118
Epoch 14, step 671, loss 0.045, test 0.113
Epoch 14, step 672, loss 0.037, test 0.111
Epoch 14, step 673, loss 0.001, test 0.110
Epoch 14, step 674, loss 0.008, test 0.122
Epoch 14, step 675, loss 0.010, test 0.125
Epoch 14, step 676, loss 0.025, test 0.159
Epoch 14, step 677, loss 0.217, test 0.163
Epoch 14, step 678, loss 0.151, test 0.154
Epoch 14, step 679, loss 0.000, test 0.153
Epoch 14, step 680, loss 0.000, test 0.152
Epoch 14, step 681, loss 0.051, test 0.155
Epoch 14, step 682, loss 0.086, test 0.157
Epoch 14, step 683, loss 0.044, test 0.160
Epoch 14, step 684, loss 0.078, test 0.181
Epoch 14, step 685, loss 0.001, test 0.184
Epoch 14, step 686, loss 0.095, test 0.177
Epoch 14, step 687, loss 0.000, test 0.177
Epoch 14, step 688, loss 0.092, test 0.179
Epoch 14, step 689, loss 0.142, test 0.175
Epoch 14, step 690, loss 0.019, test 0.173
Epoch 14, step 691, loss 0.001, test 0.174
Epoch 14, step 692, loss 0.018, test 0.179
Epoch 14, step 693, loss 0.000, test 0.179
Epoch 14, step 694, loss 0.001, test 0.181
Epoch 14, step 695, loss 0.021, test 0.176
Epoch 14, step 696, loss 0.112, test 0.151
Epoch 14, step 697, loss 0.017, test 0.148
Epoch 14, step 698, loss 0.040, test 0.151
Epoch 14, step 699, loss 0.015, test 0.151
Epoch 14, step 700, loss 0.044, test 0.152
Epoch 14, step 701, loss 0.000, test 0.152
Epoch 14, step 702, loss 0.385, test 0.111
Epoch 14, step 703, loss 0.064, test 0.106
Epoch 14, step 704, loss 0.001, test 0.104
Epoch 14, step 705, loss 0.016, test 0.098
Epoch 14, step 706, loss 0.056, test 0.097
Epoch 14, step 707, loss 0.269, test 0.095
Epoch 14, step 708, loss 0.071, test 0.094
Epoch 14, step 709, loss 0.003, test 0.093
Epoch 14, step 710, loss 0.127, test 0.093
Epoch 14, step 711, loss 0.090, test 0.093
Epoch 14, step 712, loss 0.031, test 0.091
Epoch 14, step 713, loss 0.018, test 0.091
Epoch 14, step 714, loss 0.005, test 0.091
Epoch 14, step 715, loss 0.032, test 0.091
Epoch 14, step 716, loss 0.220, test 0.097
Epoch 14, step 717, loss 0.000, test 0.097
Epoch 14, step 718, loss 0.001, test 0.098
Epoch 14, step 719, loss 0.146, test 0.099
Epoch 14, step 720, loss 0.002, test 0.099
Epoch 14, step 721, loss 0.009, test 0.102
Epoch 14, step 722, loss 0.001, test 0.102
Epoch 14, step 723, loss 0.210, test 0.103
Epoch 14, step 724, loss 0.013, test 0.105
Epoch 14, step 725, loss 0.007, test 0.101
Epoch 14, step 726, loss 0.077, test 0.101
Epoch 14, step 727, loss 0.459, test 0.102
Epoch 14, step 728, loss 0.002, test 0.103
Epoch 14, step 729, loss 0.182, test 0.111
Epoch 14, step 730, loss 0.018, test 0.113
Epoch 14, step 731, loss 0.034, test 0.110
Epoch 14, step 732, loss 0.145, test 0.111
Epoch 14, step 733, loss 0.008, test 0.114
Epoch 14, step 734, loss 0.360, test 0.115
Epoch 14, step 735, loss 0.087, test 0.115
Epoch 14, step 736, loss 0.166, test 0.118
Epoch 14, step 737, loss 0.096, test 0.157
Epoch 14, step 738, loss 0.106, test 0.162
Epoch 14, step 739, loss 0.160, test 0.158
Epoch 14, step 740, loss 0.021, test 0.155
Epoch 14, step 741, loss 0.115, test 0.154
Epoch 14, step 742, loss 0.096, test 0.153
Epoch 14, step 743, loss 0.151, test 0.154
Epoch 14, step 744, loss 0.131, test 0.166
Epoch 14, step 745, loss 0.154, test 0.157
Epoch 14, step 746, loss 0.154, test 0.168
Epoch 14, step 747, loss 0.042, test 0.172
Epoch 14, step 748, loss 0.060, test 0.173
Epoch 14, step 749, loss 0.019, test 0.153
Epoch 14, step 750, loss 0.104, test 0.149
Epoch 14, step 751, loss 0.034, test 0.147
Epoch 14, step 752, loss 0.021, test 0.147
Epoch 14, step 753, loss 0.312, test 0.146
Epoch 14, step 754, loss 0.148, test 0.150
Epoch 14, step 755, loss 0.073, test 0.151
Epoch 14, step 756, loss 0.362, test 0.157
Epoch 14, step 757, loss 0.848, test 0.147
Epoch 14, step 758, loss 0.047, test 0.144
Epoch 14, step 759, loss 0.314, test 0.145
Epoch 14, step 760, loss 0.012, test 0.144
Epoch 14, step 761, loss 0.148, test 0.142
Epoch 14, step 762, loss 0.552, test 0.140
Epoch 14, step 763, loss 0.011, test 0.139
Epoch 14, step 764, loss 1.181, test 0.129
Epoch 14, step 765, loss 0.060, test 0.128
Epoch 14, step 766, loss 0.036, test 0.127
Epoch 14, step 767, loss 0.032, test 0.126
Epoch 14, step 768, loss 0.062, test 0.123
Epoch 14, step 769, loss 0.002, test 0.122
Epoch 14, step 770, loss 0.660, test 0.119
Epoch 14, step 771, loss 0.034, test 0.117
Epoch 14, step 772, loss 0.377, test 0.113
Epoch 14, step 773, loss 0.153, test 0.112
Epoch 14, step 774, loss 0.079, test 0.112
Epoch 14, step 775, loss 0.128, test 0.111
Epoch 14, step 776, loss 0.037, test 0.111
Epoch 14, step 777, loss 0.166, test 0.111
Epoch 14, step 778, loss 0.053, test 0.111
Epoch 14, step 779, loss 0.003, test 0.111
Epoch 14, step 780, loss 0.112, test 0.111
Epoch 14, step 781, loss 0.052, test 0.107
Epoch 14, step 782, loss 0.129, test 0.130
Epoch 14, step 783, loss 0.023, test 0.141
Epoch 14, step 784, loss 0.001, test 0.146
Epoch 14, step 785, loss 0.001, test 0.149
Epoch 14, step 786, loss 0.072, test 0.151
Epoch 14, step 787, loss 0.115, test 0.147
Epoch 14, step 788, loss 0.000, test 0.147
Epoch 14, step 789, loss 0.000, test 0.147
Epoch 14, step 790, loss 0.689, test 0.144
Epoch 14, step 791, loss 0.001, test 0.142
Epoch 14, step 792, loss 0.050, test 0.141
Epoch 14, step 793, loss 0.021, test 0.141
Epoch 14, step 794, loss 0.377, test 0.149
Epoch 14, step 795, loss 0.003, test 0.152
Epoch 14, step 796, loss 0.038, test 0.145
Epoch 14, step 797, loss 0.069, test 0.145
Epoch 14, step 798, loss 0.121, test 0.140
Epoch 14, step 799, loss 0.064, test 0.144
Epoch 14, step 800, loss 0.001, test 0.142
Epoch 14, step 801, loss 0.039, test 0.142
Epoch 14, step 802, loss 0.171, test 0.123
Epoch 14, step 803, loss 0.083, test 0.120
Epoch 14, step 804, loss 0.012, test 0.123
Epoch 14, step 805, loss 0.140, test 0.123
Epoch 14, step 806, loss 0.001, test 0.122
Epoch 14, step 807, loss 0.073, test 0.125
Epoch 14, step 808, loss 0.001, test 0.125
Epoch 14, step 809, loss 0.000, test 0.125
Epoch 14, step 810, loss 0.001, test 0.124
Epoch 14, step 811, loss 0.005, test 0.124
Epoch 14, step 812, loss 0.000, test 0.124
Epoch 14, step 813, loss 0.293, test 0.126
Epoch 14, step 814, loss 0.015, test 0.123
Epoch 14, step 815, loss 0.050, test 0.109
Epoch 14, step 816, loss 0.068, test 0.109
Epoch 14, step 817, loss 0.386, test 0.105
Epoch 14, step 818, loss 0.000, test 0.105
Epoch 14, step 819, loss 0.041, test 0.102
Epoch 14, step 820, loss 0.024, test 0.102
Epoch 14, step 821, loss 0.147, test 0.096
Epoch 14, step 822, loss 0.000, test 0.096
Epoch 14, step 823, loss 0.105, test 0.095
Epoch 14, step 824, loss 0.208, test 0.092
Epoch 14, step 825, loss 0.089, test 0.093
Epoch 14, step 826, loss 0.007, test 0.093
Epoch 14, step 827, loss 0.015, test 0.093
Epoch 14, step 828, loss 0.008, test 0.093
Epoch 14, step 829, loss 0.079, test 0.093
Epoch 14, step 830, loss 0.000, test 0.093
Epoch 14, step 831, loss 0.072, test 0.092
Epoch 14, step 832, loss 0.003, test 0.091
Epoch 14, step 833, loss 0.058, test 0.094
Epoch 14, step 834, loss 0.183, test 0.098
Epoch 14, step 835, loss 0.000, test 0.098
Epoch 14, step 836, loss 0.584, test 0.093
Epoch 14, step 837, loss 0.000, test 0.092
Epoch 14, step 838, loss 0.001, test 0.091
Epoch 14, step 839, loss 0.222, test 0.097
Epoch 14, step 840, loss 0.257, test 0.099
Epoch 14, step 841, loss 0.083, test 0.124
Epoch 14, step 842, loss 0.009, test 0.135
Epoch 14, step 843, loss 0.018, test 0.138
Epoch 14, step 844, loss 0.177, test 0.126
Epoch 14, step 845, loss 0.016, test 0.125
Epoch 14, step 846, loss 0.016, test 0.125
Epoch 14, step 847, loss 0.002, test 0.125
Epoch 14, step 848, loss 0.163, test 0.113
Epoch 14, step 849, loss 0.018, test 0.111
Epoch 14, step 850, loss 0.004, test 0.110
Epoch 14, step 851, loss 0.148, test 0.108
Epoch 14, step 852, loss 0.045, test 0.109
Epoch 14, step 853, loss 0.029, test 0.108
Epoch 14, step 854, loss 0.009, test 0.108
Epoch 14, step 855, loss 0.024, test 0.104
Epoch 14, step 856, loss 0.038, test 0.104
Epoch 14, step 857, loss 0.075, test 0.103
Epoch 14, step 858, loss 0.043, test 0.105
Epoch 14, step 859, loss 0.020, test 0.105
Epoch 14, step 860, loss 0.073, test 0.100
Epoch 14, step 861, loss 0.306, test 0.104
Epoch 14, step 862, loss 0.003, test 0.105
Epoch 14, step 863, loss 0.003, test 0.107
Epoch 14, step 864, loss 0.202, test 0.107
Epoch 14, step 865, loss 0.943, test 0.107
Epoch 14, step 866, loss 0.121, test 0.107
Epoch 14, step 867, loss 0.002, test 0.107
Epoch 14, step 868, loss 0.010, test 0.107
Epoch 14, step 869, loss 0.001, test 0.108
Epoch 14, step 870, loss 0.001, test 0.108
Epoch 14, step 871, loss 0.031, test 0.109
Epoch 14, step 872, loss 0.000, test 0.109
Epoch 14, step 873, loss 0.036, test 0.107
Epoch 14, step 874, loss 0.089, test 0.104
Epoch 14, step 875, loss 0.096, test 0.098
Epoch 14, step 876, loss 0.378, test 0.098
Epoch 14, step 877, loss 0.075, test 0.095
Epoch 14, step 878, loss 0.108, test 0.095
Epoch 14, step 879, loss 0.019, test 0.103
Epoch 14, step 880, loss 0.208, test 0.106
Epoch 14, step 881, loss 0.015, test 0.107
Epoch 14, step 882, loss 0.094, test 0.102
Epoch 14, step 883, loss 0.043, test 0.099
Epoch 14, step 884, loss 0.006, test 0.098
Epoch 14, step 885, loss 0.029, test 0.102
Epoch 14, step 886, loss 0.078, test 0.129
Epoch 14, step 887, loss 0.268, test 0.132
Epoch 14, step 888, loss 0.017, test 0.141
Epoch 14, step 889, loss 0.017, test 0.146
Epoch 14, step 890, loss 0.004, test 0.149
Epoch 14, step 891, loss 0.027, test 0.145
Epoch 14, step 892, loss 0.001, test 0.145
Epoch 14, step 893, loss 0.138, test 0.151
Epoch 14, step 894, loss 0.277, test 0.143
Epoch 14, step 895, loss 0.007, test 0.135
Epoch 14, step 896, loss 0.544, test 0.125
Epoch 14, step 897, loss 0.083, test 0.113
Epoch 14, step 898, loss 0.015, test 0.113
Epoch 14, step 899, loss 0.031, test 0.112
Epoch 14, step 900, loss 0.509, test 0.184
Epoch 14, step 901, loss 0.409, test 0.197
Epoch 14, step 902, loss 0.005, test 0.204
Epoch 14, step 903, loss 0.026, test 0.190
Epoch 14, step 904, loss 0.013, test 0.188
Epoch 14, step 905, loss 0.034, test 0.162
Epoch 14, step 906, loss 0.014, test 0.157
Epoch 14, step 907, loss 0.128, test 0.182
Epoch 14, step 908, loss 0.024, test 0.196
Epoch 14, step 909, loss 0.091, test 0.137
Epoch 14, step 910, loss 0.005, test 0.124
Epoch 14, step 911, loss 0.112, test 0.123
Epoch 14, step 912, loss 0.090, test 0.134
Epoch 14, step 913, loss 0.025, test 0.136
Epoch 14, step 914, loss 0.140, test 0.138
Epoch 14, step 915, loss 0.221, test 0.141
Epoch 14, step 916, loss 0.121, test 0.150
Epoch 14, step 917, loss 0.058, test 0.142
Epoch 14, step 918, loss 0.200, test 0.109
Epoch 14, step 919, loss 0.003, test 0.110
Epoch 14, step 920, loss 0.000, test 0.111
Epoch 14, step 921, loss 0.012, test 0.112
Epoch 14, step 922, loss 0.126, test 0.121
Epoch 14, step 923, loss 0.068, test 0.123
Epoch 14, step 924, loss 0.149, test 0.124
Epoch 14, step 925, loss 0.589, test 0.123
Epoch 14, step 926, loss 0.013, test 0.125
Epoch 14, step 927, loss 0.001, test 0.124
Epoch 14, step 928, loss 0.075, test 0.125
Epoch 14, step 929, loss 0.043, test 0.127
Epoch 14, step 930, loss 0.220, test 0.127
Epoch 14, step 931, loss 0.145, test 0.128
Epoch 14, step 932, loss 1.456, test 0.136
Epoch 14, step 933, loss 0.791, test 0.144
Epoch 14, step 934, loss 0.074, test 0.145
Epoch 14, step 935, loss 0.186, test 0.128
Epoch 14, step 936, loss 0.322, test 0.123
Epoch 14, step 937, loss 0.460, test 0.117
Epoch 14, step 938, loss 0.027, test 0.116
Epoch 14, step 939, loss 0.099, test 0.114
Epoch 14, step 940, loss 0.067, test 0.102
Epoch 14, step 941, loss 0.043, test 0.098
Epoch 14, step 942, loss 0.000, test 0.097
Epoch 14, step 943, loss 0.010, test 0.096
Epoch 14, step 944, loss 0.133, test 0.097
Epoch 14, step 945, loss 0.054, test 0.095
Epoch 14, step 946, loss 0.028, test 0.091
Epoch 14, step 947, loss 0.201, test 0.091
Epoch 14, step 948, loss 0.012, test 0.090
Epoch 14, step 949, loss 0.021, test 0.088
Epoch 14, step 950, loss 0.388, test 0.091
Epoch 14, step 951, loss 0.740, test 0.095
Epoch 14, step 952, loss 0.028, test 0.097
Epoch 14, step 953, loss 0.005, test 0.099
Epoch 14, step 954, loss 0.094, test 0.102
Epoch 14, step 955, loss 0.016, test 0.103
Epoch 14, step 956, loss 0.206, test 0.096
Epoch 14, step 957, loss 0.023, test 0.096
Epoch 14, step 958, loss 0.021, test 0.095
Epoch 14, step 959, loss 0.012, test 0.094
Epoch 14, step 960, loss 0.218, test 0.093
Epoch 14, step 961, loss 0.021, test 0.092
Epoch 14, step 962, loss 0.137, test 0.094
Epoch 14, step 963, loss 0.098, test 0.095
Epoch 14, step 964, loss 0.362, test 0.095
Epoch 14, step 965, loss 0.352, test 0.094
Epoch 14, step 966, loss 0.245, test 0.093
Epoch 14, step 967, loss 0.008, test 0.092
Epoch 14, step 968, loss 0.222, test 0.091
Epoch 14, step 969, loss 0.049, test 0.091
Epoch 14, step 970, loss 0.038, test 0.090
Epoch 14, step 971, loss 0.035, test 0.088
Epoch 14, step 972, loss 0.360, test 0.093
Epoch 14, step 973, loss 0.000, test 0.094
Epoch 14, step 974, loss 0.056, test 0.095
Epoch 14, step 975, loss 0.120, test 0.098
Epoch 14, step 976, loss 0.227, test 0.096
Epoch 14, step 977, loss 0.052, test 0.097
Epoch 14, step 978, loss 0.004, test 0.097
Epoch 14, step 979, loss 0.020, test 0.098
Epoch 14, step 980, loss 0.004, test 0.098
Epoch 14, step 981, loss 0.097, test 0.101
Epoch 14, step 982, loss 0.045, test 0.102
Epoch 14, step 983, loss 0.035, test 0.098
Epoch 14, step 984, loss 0.107, test 0.097
Epoch 14, step 985, loss 0.044, test 0.097
Epoch 14, step 986, loss 0.018, test 0.096
Epoch 14, step 987, loss 0.004, test 0.096
Epoch 14, step 988, loss 0.452, test 0.100
Epoch 14, step 989, loss 0.000, test 0.100
Epoch 14, step 990, loss 0.006, test 0.102
Epoch 14, step 991, loss 0.000, test 0.102
Epoch 14, step 992, loss 0.137, test 0.097
Epoch 14, step 993, loss 0.231, test 0.092
Epoch 14, step 994, loss 0.407, test 0.091
Epoch 14, step 995, loss 0.061, test 0.100
Epoch 14, step 996, loss 0.000, test 0.104
Epoch 14, step 997, loss 0.005, test 0.105
Epoch 14, step 998, loss 0.160, test 0.089
Epoch 14, step 999, loss 0.006, test 0.093
Epoch 15, step 0, loss 0.113, test 0.094
Epoch 15, step 1, loss 0.019, test 0.092
Epoch 15, step 2, loss 0.061, test 0.091
Epoch 15, step 3, loss 0.005, test 0.091
Epoch 15, step 4, loss 0.049, test 0.092
Epoch 15, step 5, loss 0.130, test 0.095
Epoch 15, step 6, loss 0.006, test 0.096
Epoch 15, step 7, loss 0.004, test 0.096
Epoch 15, step 8, loss 0.070, test 0.099
Epoch 15, step 9, loss 0.011, test 0.099
Epoch 15, step 10, loss 0.048, test 0.100
Epoch 15, step 11, loss 0.069, test 0.098
Epoch 15, step 12, loss 0.198, test 0.100
Epoch 15, step 13, loss 0.420, test 0.097
Epoch 15, step 14, loss 0.152, test 0.115
Epoch 15, step 15, loss 0.009, test 0.121
Epoch 15, step 16, loss 0.028, test 0.125
Epoch 15, step 17, loss 0.541, test 0.125
Epoch 15, step 18, loss 0.032, test 0.126
Epoch 15, step 19, loss 0.333, test 0.134
Epoch 15, step 20, loss 0.045, test 0.139
Epoch 15, step 21, loss 0.058, test 0.129
Epoch 15, step 22, loss 0.075, test 0.130
Epoch 15, step 23, loss 0.136, test 0.117
Epoch 15, step 24, loss 0.090, test 0.109
Epoch 15, step 25, loss 0.098, test 0.108
Epoch 15, step 26, loss 0.035, test 0.108
Epoch 15, step 27, loss 0.001, test 0.108
Epoch 15, step 28, loss 0.301, test 0.105
Epoch 15, step 29, loss 1.415, test 0.100
Epoch 15, step 30, loss 0.176, test 0.102
Epoch 15, step 31, loss 0.412, test 0.185
Epoch 15, step 32, loss 0.001, test 0.215
Epoch 15, step 33, loss 0.274, test 0.216
Epoch 15, step 34, loss 0.007, test 0.210
Epoch 15, step 35, loss 0.006, test 0.202
Epoch 15, step 36, loss 0.000, test 0.201
Epoch 15, step 37, loss 0.003, test 0.204
Epoch 15, step 38, loss 0.005, test 0.203
Epoch 15, step 39, loss 0.291, test 0.215
Epoch 15, step 40, loss 0.065, test 0.230
Epoch 15, step 41, loss 0.480, test 0.138
Epoch 15, step 42, loss 0.008, test 0.125
Epoch 15, step 43, loss 0.008, test 0.121
Epoch 15, step 44, loss 0.121, test 0.123
Epoch 15, step 45, loss 0.341, test 0.100
Epoch 15, step 46, loss 0.346, test 0.103
Epoch 15, step 47, loss 1.341, test 0.093
Epoch 15, step 48, loss 0.206, test 0.093
Epoch 15, step 49, loss 0.063, test 0.094
Epoch 15, step 50, loss 0.237, test 0.094
Epoch 15, step 51, loss 0.116, test 0.096
Epoch 15, step 52, loss 0.174, test 0.101
Epoch 15, step 53, loss 0.386, test 0.104
Epoch 15, step 54, loss 0.433, test 0.110
Epoch 15, step 55, loss 0.013, test 0.113
Epoch 15, step 56, loss 0.390, test 0.115
Epoch 15, step 57, loss 0.006, test 0.118
Epoch 15, step 58, loss 0.037, test 0.119
Epoch 15, step 59, loss 0.010, test 0.120
Epoch 15, step 60, loss 0.001, test 0.120
Epoch 15, step 61, loss 0.014, test 0.121
Epoch 15, step 62, loss 0.043, test 0.118
Epoch 15, step 63, loss 0.115, test 0.118
Epoch 15, step 64, loss 0.000, test 0.117
Epoch 15, step 65, loss 0.034, test 0.118
Epoch 15, step 66, loss 0.003, test 0.117
Epoch 15, step 67, loss 0.025, test 0.116
Epoch 15, step 68, loss 0.289, test 0.116
Epoch 15, step 69, loss 0.063, test 0.143
Epoch 15, step 70, loss 0.232, test 0.150
Epoch 15, step 71, loss 0.001, test 0.154
Epoch 15, step 72, loss 0.005, test 0.157
Epoch 15, step 73, loss 0.036, test 0.156
Epoch 15, step 74, loss 0.000, test 0.157
Epoch 15, step 75, loss 0.033, test 0.154
Epoch 15, step 76, loss 0.007, test 0.146
Epoch 15, step 77, loss 0.003, test 0.145
Epoch 15, step 78, loss 0.001, test 0.144
Epoch 15, step 79, loss 0.035, test 0.143
Epoch 15, step 80, loss 0.082, test 0.134
Epoch 15, step 81, loss 0.001, test 0.133
Epoch 15, step 82, loss 0.006, test 0.133
Epoch 15, step 83, loss 0.116, test 0.131
Epoch 15, step 84, loss 0.009, test 0.132
Epoch 15, step 85, loss 0.000, test 0.132
Epoch 15, step 86, loss 0.000, test 0.131
Epoch 15, step 87, loss 0.134, test 0.129
Epoch 15, step 88, loss 0.806, test 0.130
Epoch 15, step 89, loss 0.093, test 0.130
Epoch 15, step 90, loss 1.063, test 0.118
Epoch 15, step 91, loss 0.145, test 0.120
Epoch 15, step 92, loss 0.013, test 0.121
Epoch 15, step 93, loss 0.011, test 0.122
Epoch 15, step 94, loss 0.106, test 0.119
Epoch 15, step 95, loss 0.119, test 0.167
Epoch 15, step 96, loss 0.040, test 0.180
Epoch 15, step 97, loss 0.036, test 0.192
Epoch 15, step 98, loss 0.671, test 0.236
Epoch 15, step 99, loss 0.093, test 0.249
Epoch 15, step 100, loss 0.013, test 0.251
Epoch 15, step 101, loss 0.017, test 0.246
Epoch 15, step 102, loss 0.253, test 0.222
Epoch 15, step 103, loss 0.041, test 0.217
Epoch 15, step 104, loss 0.147, test 0.228
Epoch 15, step 105, loss 0.001, test 0.228
Epoch 15, step 106, loss 0.096, test 0.203
Epoch 15, step 107, loss 0.055, test 0.170
Epoch 15, step 108, loss 0.000, test 0.164
Epoch 15, step 109, loss 0.694, test 0.152
Epoch 15, step 110, loss 0.156, test 0.157
Epoch 15, step 111, loss 0.133, test 0.167
Epoch 15, step 112, loss 0.019, test 0.168
Epoch 15, step 113, loss 0.036, test 0.168
Epoch 15, step 114, loss 0.195, test 0.170
Epoch 15, step 115, loss 0.015, test 0.159
Epoch 15, step 116, loss 0.126, test 0.162
Epoch 15, step 117, loss 0.143, test 0.165
Epoch 15, step 118, loss 0.313, test 0.126
Epoch 15, step 119, loss 0.012, test 0.123
Epoch 15, step 120, loss 0.034, test 0.123
Epoch 15, step 121, loss 0.010, test 0.123
Epoch 15, step 122, loss 0.100, test 0.123
Epoch 15, step 123, loss 0.025, test 0.132
Epoch 15, step 124, loss 0.020, test 0.122
Epoch 15, step 125, loss 0.207, test 0.135
Epoch 15, step 126, loss 0.000, test 0.137
Epoch 15, step 127, loss 0.509, test 0.133
Epoch 15, step 128, loss 0.441, test 0.135
Epoch 15, step 129, loss 0.174, test 0.134
Epoch 15, step 130, loss 0.098, test 0.143
Epoch 15, step 131, loss 0.117, test 0.143
Epoch 15, step 132, loss 0.143, test 0.147
Epoch 15, step 133, loss 0.117, test 0.152
Epoch 15, step 134, loss 0.201, test 0.136
Epoch 15, step 135, loss 0.016, test 0.123
Epoch 15, step 136, loss 0.037, test 0.133
Epoch 15, step 137, loss 0.013, test 0.134
Epoch 15, step 138, loss 0.122, test 0.133
Epoch 15, step 139, loss 0.001, test 0.133
Epoch 15, step 140, loss 0.244, test 0.134
Epoch 15, step 141, loss 0.127, test 0.129
Epoch 15, step 142, loss 0.004, test 0.128
Epoch 15, step 143, loss 0.017, test 0.133
Epoch 15, step 144, loss 0.001, test 0.133
Epoch 15, step 145, loss 0.099, test 0.126
Epoch 15, step 146, loss 0.135, test 0.125
Epoch 15, step 147, loss 0.043, test 0.122
Epoch 15, step 148, loss 0.009, test 0.125
Epoch 15, step 149, loss 0.246, test 0.149
Epoch 15, step 150, loss 0.001, test 0.154
Epoch 15, step 151, loss 0.142, test 0.152
Epoch 15, step 152, loss 0.004, test 0.152
Epoch 15, step 153, loss 0.199, test 0.154
Epoch 15, step 154, loss 0.124, test 0.116
Epoch 15, step 155, loss 0.000, test 0.112
Epoch 15, step 156, loss 0.054, test 0.106
Epoch 15, step 157, loss 0.047, test 0.106
Epoch 15, step 158, loss 0.005, test 0.107
Epoch 15, step 159, loss 0.078, test 0.111
Epoch 15, step 160, loss 0.169, test 0.113
Epoch 15, step 161, loss 0.353, test 0.132
Epoch 15, step 162, loss 0.000, test 0.136
Epoch 15, step 163, loss 0.083, test 0.119
Epoch 15, step 164, loss 0.070, test 0.114
Epoch 15, step 165, loss 0.014, test 0.113
Epoch 15, step 166, loss 0.333, test 0.117
Epoch 15, step 167, loss 0.065, test 0.117
Epoch 15, step 168, loss 0.016, test 0.117
Epoch 15, step 169, loss 0.423, test 0.122
Epoch 15, step 170, loss 0.082, test 0.124
Epoch 15, step 171, loss 0.076, test 0.128
Epoch 15, step 172, loss 0.043, test 0.131
Epoch 15, step 173, loss 0.052, test 0.135
Epoch 15, step 174, loss 0.067, test 0.139
Epoch 15, step 175, loss 0.023, test 0.142
Epoch 15, step 176, loss 0.062, test 0.147
Epoch 15, step 177, loss 0.005, test 0.151
Epoch 15, step 178, loss 0.386, test 0.160
Epoch 15, step 179, loss 0.002, test 0.163
Epoch 15, step 180, loss 0.026, test 0.164
Epoch 15, step 181, loss 0.051, test 0.163
Epoch 15, step 182, loss 0.012, test 0.149
Epoch 15, step 183, loss 0.191, test 0.139
Epoch 15, step 184, loss 0.035, test 0.147
Epoch 15, step 185, loss 0.098, test 0.155
Epoch 15, step 186, loss 0.001, test 0.156
Epoch 15, step 187, loss 0.114, test 0.158
Epoch 15, step 188, loss 0.244, test 0.148
Epoch 15, step 189, loss 0.166, test 0.129
Epoch 15, step 190, loss 0.005, test 0.127
Epoch 15, step 191, loss 0.023, test 0.128
Epoch 15, step 192, loss 0.343, test 0.130
Epoch 15, step 193, loss 0.025, test 0.133
Epoch 15, step 194, loss 0.394, test 0.135
Epoch 15, step 195, loss 0.422, test 0.154
Epoch 15, step 196, loss 0.008, test 0.163
Epoch 15, step 197, loss 0.019, test 0.149
Epoch 15, step 198, loss 0.184, test 0.147
Epoch 15, step 199, loss 0.030, test 0.145
Epoch 15, step 200, loss 0.101, test 0.143
Epoch 15, step 201, loss 0.116, test 0.143
Epoch 15, step 202, loss 0.002, test 0.144
Epoch 15, step 203, loss 0.111, test 0.145
Epoch 15, step 204, loss 0.155, test 0.149
Epoch 15, step 205, loss 0.018, test 0.149
Epoch 15, step 206, loss 0.010, test 0.151
Epoch 15, step 207, loss 0.007, test 0.148
Epoch 15, step 208, loss 0.046, test 0.150
Epoch 15, step 209, loss 0.142, test 0.155
Epoch 15, step 210, loss 0.462, test 0.161
Epoch 15, step 211, loss 0.000, test 0.163
Epoch 15, step 212, loss 0.605, test 0.179
Epoch 15, step 213, loss 0.008, test 0.180
Epoch 15, step 214, loss 0.048, test 0.170
Epoch 15, step 215, loss 0.596, test 0.108
Epoch 15, step 216, loss 0.045, test 0.124
Epoch 15, step 217, loss 0.052, test 0.136
Epoch 15, step 218, loss 0.042, test 0.145
Epoch 15, step 219, loss 0.000, test 0.149
Epoch 15, step 220, loss 0.084, test 0.149
Epoch 15, step 221, loss 0.038, test 0.154
Epoch 15, step 222, loss 0.129, test 0.125
Epoch 15, step 223, loss 0.241, test 0.127
Epoch 15, step 224, loss 0.006, test 0.126
Epoch 15, step 225, loss 0.001, test 0.126
Epoch 15, step 226, loss 0.087, test 0.132
Epoch 15, step 227, loss 0.021, test 0.129
Epoch 15, step 228, loss 0.040, test 0.127
Epoch 15, step 229, loss 0.000, test 0.126
Epoch 15, step 230, loss 0.025, test 0.132
Epoch 15, step 231, loss 0.008, test 0.133
Epoch 15, step 232, loss 0.000, test 0.135
Epoch 15, step 233, loss 0.292, test 0.184
Epoch 15, step 234, loss 0.009, test 0.245
Epoch 15, step 235, loss 0.028, test 0.275
Epoch 15, step 236, loss 0.018, test 0.293
Epoch 15, step 237, loss 0.209, test 0.196
Epoch 15, step 238, loss 0.162, test 0.170
Epoch 15, step 239, loss 0.009, test 0.162
Epoch 15, step 240, loss 0.104, test 0.160
Epoch 15, step 241, loss 0.008, test 0.159
Epoch 15, step 242, loss 0.000, test 0.159
Epoch 15, step 243, loss 0.016, test 0.165
Epoch 15, step 244, loss 0.004, test 0.166
Epoch 15, step 245, loss 0.125, test 0.168
Epoch 15, step 246, loss 0.031, test 0.164
Epoch 15, step 247, loss 0.004, test 0.165
Epoch 15, step 248, loss 0.048, test 0.160
Epoch 15, step 249, loss 0.099, test 0.155
Epoch 15, step 250, loss 0.016, test 0.154
Epoch 15, step 251, loss 0.047, test 0.153
Epoch 15, step 252, loss 0.004, test 0.153
Epoch 15, step 253, loss 0.050, test 0.147
Epoch 15, step 254, loss 0.037, test 0.143
Epoch 15, step 255, loss 0.089, test 0.139
Epoch 15, step 256, loss 0.002, test 0.139
Epoch 15, step 257, loss 0.214, test 0.131
Epoch 15, step 258, loss 0.023, test 0.134
Epoch 15, step 259, loss 0.634, test 0.132
Epoch 15, step 260, loss 0.022, test 0.129
Epoch 15, step 261, loss 0.080, test 0.131
Epoch 15, step 262, loss 0.128, test 0.139
Epoch 15, step 263, loss 0.016, test 0.142
Epoch 15, step 264, loss 0.011, test 0.143
Epoch 15, step 265, loss 0.134, test 0.144
Epoch 15, step 266, loss 0.095, test 0.143
Epoch 15, step 267, loss 0.016, test 0.142
Epoch 15, step 268, loss 0.034, test 0.170
Epoch 15, step 269, loss 0.059, test 0.177
Epoch 15, step 270, loss 0.000, test 0.182
Epoch 15, step 271, loss 0.012, test 0.182
Epoch 15, step 272, loss 0.062, test 0.181
Epoch 15, step 273, loss 0.298, test 0.165
Epoch 15, step 274, loss 0.030, test 0.161
Epoch 15, step 275, loss 0.292, test 0.158
Epoch 15, step 276, loss 0.199, test 0.145
Epoch 15, step 277, loss 0.000, test 0.143
Epoch 15, step 278, loss 0.017, test 0.149
Epoch 15, step 279, loss 0.001, test 0.149
Epoch 15, step 280, loss 0.173, test 0.167
Epoch 15, step 281, loss 0.292, test 0.179
Epoch 15, step 282, loss 0.000, test 0.182
Epoch 15, step 283, loss 0.086, test 0.190
Epoch 15, step 284, loss 0.099, test 0.178
Epoch 15, step 285, loss 0.057, test 0.191
Epoch 15, step 286, loss 0.992, test 0.099
Epoch 15, step 287, loss 0.096, test 0.097
Epoch 15, step 288, loss 0.000, test 0.097
Epoch 15, step 289, loss 0.344, test 0.105
Epoch 15, step 290, loss 0.030, test 0.108
Epoch 15, step 291, loss 0.001, test 0.109
Epoch 15, step 292, loss 0.071, test 0.108
Epoch 15, step 293, loss 0.353, test 0.109
Epoch 15, step 294, loss 0.040, test 0.109
Epoch 15, step 295, loss 0.051, test 0.112
Epoch 15, step 296, loss 0.049, test 0.114
Epoch 15, step 297, loss 0.856, test 0.389
Epoch 15, step 298, loss 0.001, test 0.527
Epoch 15, step 299, loss 0.256, test 0.615
Epoch 15, step 300, loss 1.859, test 0.187
Epoch 15, step 301, loss 1.434, test 0.072
Epoch 15, step 302, loss 0.118, test 0.073
Epoch 15, step 303, loss 0.056, test 0.075
Epoch 15, step 304, loss 0.014, test 0.077
Epoch 15, step 305, loss 0.153, test 0.079
Epoch 15, step 306, loss 0.026, test 0.079
Epoch 15, step 307, loss 0.005, test 0.078
Epoch 15, step 308, loss 0.033, test 0.076
Epoch 15, step 309, loss 0.006, test 0.076
Epoch 15, step 310, loss 0.006, test 0.076
Epoch 15, step 311, loss 0.077, test 0.089
Epoch 15, step 312, loss 0.003, test 0.092
Epoch 15, step 313, loss 0.039, test 0.093
Epoch 15, step 314, loss 0.005, test 0.095
Epoch 15, step 315, loss 0.306, test 0.091
Epoch 15, step 316, loss 0.105, test 0.105
Epoch 15, step 317, loss 0.051, test 0.106
Epoch 15, step 318, loss 0.004, test 0.112
Epoch 15, step 319, loss 0.026, test 0.115
Epoch 15, step 320, loss 0.048, test 0.117
Epoch 15, step 321, loss 0.200, test 0.110
Epoch 15, step 322, loss 0.689, test 0.114
Epoch 15, step 323, loss 0.072, test 0.113
Epoch 15, step 324, loss 0.546, test 0.087
Epoch 15, step 325, loss 0.167, test 0.085
Epoch 15, step 326, loss 0.014, test 0.084
Epoch 15, step 327, loss 0.021, test 0.093
Epoch 15, step 328, loss 0.350, test 0.087
Epoch 15, step 329, loss 0.297, test 0.084
Epoch 15, step 330, loss 0.017, test 0.084
Epoch 15, step 331, loss 0.081, test 0.082
Epoch 15, step 332, loss 0.075, test 0.086
Epoch 15, step 333, loss 0.054, test 0.086
Epoch 15, step 334, loss 0.008, test 0.086
Epoch 15, step 335, loss 0.046, test 0.088
Epoch 15, step 336, loss 0.116, test 0.084
Epoch 15, step 337, loss 0.015, test 0.082
Epoch 15, step 338, loss 0.084, test 0.080
Epoch 15, step 339, loss 0.008, test 0.083
Epoch 15, step 340, loss 0.002, test 0.085
Epoch 15, step 341, loss 0.054, test 0.082
Epoch 15, step 342, loss 0.122, test 0.079
Epoch 15, step 343, loss 0.409, test 0.079
Epoch 15, step 344, loss 0.217, test 0.083
Epoch 15, step 345, loss 0.002, test 0.083
Epoch 15, step 346, loss 0.032, test 0.083
Epoch 15, step 347, loss 0.222, test 0.082
Epoch 15, step 348, loss 0.030, test 0.083
Epoch 15, step 349, loss 0.073, test 0.084
Epoch 15, step 350, loss 0.092, test 0.086
Epoch 15, step 351, loss 0.000, test 0.087
Epoch 15, step 352, loss 0.179, test 0.096
Epoch 15, step 353, loss 0.006, test 0.098
Epoch 15, step 354, loss 0.466, test 0.080
Epoch 15, step 355, loss 0.103, test 0.082
Epoch 15, step 356, loss 0.239, test 0.090
Epoch 15, step 357, loss 0.065, test 0.094
Epoch 15, step 358, loss 0.124, test 0.150
Epoch 15, step 359, loss 0.340, test 0.142
Epoch 15, step 360, loss 0.468, test 0.161
Epoch 15, step 361, loss 0.171, test 0.139
Epoch 15, step 362, loss 0.166, test 0.155
Epoch 15, step 363, loss 0.047, test 0.162
Epoch 15, step 364, loss 0.240, test 0.078
Epoch 15, step 365, loss 0.143, test 0.075
Epoch 15, step 366, loss 0.046, test 0.074
Epoch 15, step 367, loss 0.021, test 0.074
Epoch 15, step 368, loss 0.049, test 0.071
Epoch 15, step 369, loss 0.219, test 0.072
Epoch 15, step 370, loss 0.033, test 0.073
Epoch 15, step 371, loss 0.064, test 0.074
Epoch 15, step 372, loss 0.205, test 0.074
Epoch 15, step 373, loss 0.369, test 0.074
Epoch 15, step 374, loss 0.003, test 0.074
Epoch 15, step 375, loss 0.301, test 0.076
Epoch 15, step 376, loss 0.058, test 0.082
Epoch 15, step 377, loss 0.056, test 0.080
Epoch 15, step 378, loss 0.015, test 0.080
Epoch 15, step 379, loss 0.362, test 0.082
Epoch 15, step 380, loss 1.011, test 0.095
Epoch 15, step 381, loss 0.214, test 0.082
Epoch 15, step 382, loss 0.201, test 0.078
Epoch 15, step 383, loss 0.015, test 0.077
Epoch 15, step 384, loss 0.214, test 0.077
Epoch 15, step 385, loss 0.010, test 0.090
Epoch 15, step 386, loss 0.012, test 0.092
Epoch 15, step 387, loss 0.035, test 0.093
Epoch 15, step 388, loss 0.151, test 0.097
Epoch 15, step 389, loss 0.003, test 0.098
Epoch 15, step 390, loss 0.560, test 0.088
Epoch 15, step 391, loss 0.073, test 0.083
Epoch 15, step 392, loss 0.049, test 0.082
Epoch 15, step 393, loss 0.005, test 0.080
Epoch 15, step 394, loss 0.122, test 0.077
Epoch 15, step 395, loss 0.051, test 0.077
Epoch 15, step 396, loss 0.004, test 0.076
Epoch 15, step 397, loss 0.441, test 0.076
Epoch 15, step 398, loss 0.022, test 0.076
Epoch 15, step 399, loss 0.012, test 0.080
Epoch 15, step 400, loss 0.003, test 0.081
Epoch 15, step 401, loss 0.814, test 0.148
Epoch 15, step 402, loss 1.038, test 0.159
Epoch 15, step 403, loss 0.237, test 0.126
Epoch 15, step 404, loss 0.001, test 0.124
Epoch 15, step 405, loss 0.009, test 0.119
Epoch 15, step 406, loss 0.223, test 0.112
Epoch 15, step 407, loss 0.002, test 0.107
Epoch 15, step 408, loss 0.057, test 0.104
Epoch 15, step 409, loss 0.035, test 0.103
Epoch 15, step 410, loss 0.447, test 0.101
Epoch 15, step 411, loss 0.021, test 0.097
Epoch 15, step 412, loss 0.038, test 0.097
Epoch 15, step 413, loss 0.015, test 0.097
Epoch 15, step 414, loss 0.068, test 0.105
Epoch 15, step 415, loss 0.056, test 0.107
Epoch 15, step 416, loss 0.117, test 0.105
Epoch 15, step 417, loss 0.042, test 0.124
Epoch 15, step 418, loss 0.044, test 0.127
Epoch 15, step 419, loss 0.028, test 0.133
Epoch 15, step 420, loss 0.123, test 0.138
Epoch 15, step 421, loss 0.004, test 0.143
Epoch 15, step 422, loss 0.205, test 0.163
Epoch 15, step 423, loss 0.720, test 0.176
Epoch 15, step 424, loss 0.004, test 0.179
Epoch 15, step 425, loss 0.055, test 0.186
Epoch 15, step 426, loss 0.110, test 0.162
Epoch 15, step 427, loss 0.320, test 0.129
Epoch 15, step 428, loss 0.871, test 0.115
Epoch 15, step 429, loss 0.152, test 0.114
Epoch 15, step 430, loss 0.025, test 0.115
Epoch 15, step 431, loss 0.027, test 0.114
Epoch 15, step 432, loss 0.036, test 0.111
Epoch 15, step 433, loss 0.141, test 0.106
Epoch 15, step 434, loss 0.027, test 0.121
Epoch 15, step 435, loss 0.009, test 0.124
Epoch 15, step 436, loss 1.304, test 0.229
Epoch 15, step 437, loss 0.142, test 0.241
Epoch 15, step 438, loss 0.221, test 0.193
Epoch 15, step 439, loss 0.010, test 0.194
Epoch 15, step 440, loss 0.188, test 0.196
Epoch 15, step 441, loss 0.142, test 0.198
Epoch 15, step 442, loss 0.680, test 0.204
Epoch 15, step 443, loss 0.091, test 0.201
Epoch 15, step 444, loss 0.117, test 0.185
Epoch 15, step 445, loss 0.026, test 0.180
Epoch 15, step 446, loss 0.011, test 0.180
Epoch 15, step 447, loss 0.079, test 0.183
Epoch 15, step 448, loss 0.366, test 0.186
Epoch 15, step 449, loss 0.004, test 0.181
Epoch 15, step 450, loss 0.199, test 0.173
Epoch 15, step 451, loss 0.086, test 0.177
Epoch 15, step 452, loss 0.004, test 0.177
Epoch 15, step 453, loss 0.083, test 0.187
Epoch 15, step 454, loss 0.000, test 0.188
Epoch 15, step 455, loss 0.080, test 0.186
Epoch 15, step 456, loss 0.016, test 0.185
Epoch 15, step 457, loss 0.159, test 0.180
Epoch 15, step 458, loss 0.116, test 0.159
Epoch 15, step 459, loss 0.130, test 0.158
Epoch 15, step 460, loss 0.163, test 0.155
Epoch 15, step 461, loss 0.016, test 0.166
Epoch 15, step 462, loss 0.135, test 0.155
Epoch 15, step 463, loss 0.136, test 0.138
Epoch 15, step 464, loss 0.013, test 0.158
Epoch 15, step 465, loss 0.006, test 0.161
Epoch 15, step 466, loss 0.018, test 0.163
Epoch 15, step 467, loss 0.013, test 0.162
Epoch 15, step 468, loss 0.038, test 0.175
Epoch 15, step 469, loss 0.039, test 0.176
Epoch 15, step 470, loss 0.079, test 0.173
Epoch 15, step 471, loss 0.081, test 0.176
Epoch 15, step 472, loss 0.352, test 0.173
Epoch 15, step 473, loss 0.098, test 0.171
Epoch 15, step 474, loss 0.008, test 0.171
Epoch 15, step 475, loss 0.062, test 0.169
Epoch 15, step 476, loss 0.025, test 0.168
Epoch 15, step 477, loss 0.260, test 0.159
Epoch 15, step 478, loss 0.009, test 0.153
Epoch 15, step 479, loss 0.010, test 0.152
Epoch 15, step 480, loss 0.024, test 0.152
Epoch 15, step 481, loss 0.214, test 0.155
Epoch 15, step 482, loss 0.270, test 0.120
Epoch 15, step 483, loss 0.096, test 0.114
Epoch 15, step 484, loss 0.002, test 0.111
Epoch 15, step 485, loss 0.044, test 0.109
Epoch 15, step 486, loss 0.268, test 0.108
Epoch 15, step 487, loss 0.353, test 0.106
Epoch 15, step 488, loss 0.380, test 0.105
Epoch 15, step 489, loss 0.091, test 0.105
Epoch 15, step 490, loss 0.838, test 0.119
Epoch 15, step 491, loss 0.275, test 0.110
Epoch 15, step 492, loss 0.382, test 0.115
Epoch 15, step 493, loss 0.094, test 0.113
Epoch 15, step 494, loss 0.212, test 0.109
Epoch 15, step 495, loss 0.074, test 0.107
Epoch 15, step 496, loss 0.023, test 0.105
Epoch 15, step 497, loss 0.003, test 0.104
Epoch 15, step 498, loss 0.000, test 0.104
Epoch 15, step 499, loss 0.055, test 0.104
Epoch 15, step 500, loss 0.032, test 0.103
Epoch 15, step 501, loss 0.014, test 0.104
Epoch 15, step 502, loss 0.023, test 0.106
Epoch 15, step 503, loss 0.077, test 0.107
Epoch 15, step 504, loss 0.128, test 0.101
Epoch 15, step 505, loss 0.046, test 0.110
Epoch 15, step 506, loss 0.458, test 0.109
Epoch 15, step 507, loss 0.139, test 0.121
Epoch 15, step 508, loss 0.091, test 0.142
Epoch 15, step 509, loss 0.013, test 0.144
Epoch 15, step 510, loss 0.026, test 0.157
Epoch 15, step 511, loss 0.001, test 0.159
Epoch 15, step 512, loss 0.010, test 0.157
Epoch 15, step 513, loss 0.001, test 0.157
Epoch 15, step 514, loss 0.094, test 0.184
Epoch 15, step 515, loss 0.396, test 0.179
Epoch 15, step 516, loss 0.000, test 0.180
Epoch 15, step 517, loss 0.269, test 0.188
Epoch 15, step 518, loss 0.071, test 0.187
Epoch 15, step 519, loss 0.021, test 0.185
Epoch 15, step 520, loss 0.435, test 0.179
Epoch 15, step 521, loss 0.121, test 0.185
Epoch 15, step 522, loss 0.024, test 0.185
Epoch 15, step 523, loss 0.090, test 0.193
Epoch 15, step 524, loss 0.025, test 0.193
Epoch 15, step 525, loss 0.325, test 0.187
Epoch 15, step 526, loss 0.001, test 0.185
Epoch 15, step 527, loss 0.004, test 0.184
Epoch 15, step 528, loss 0.038, test 0.185
Epoch 15, step 529, loss 0.008, test 0.186
Epoch 15, step 530, loss 0.002, test 0.183
Epoch 15, step 531, loss 0.100, test 0.210
Epoch 15, step 532, loss 0.000, test 0.215
Epoch 15, step 533, loss 0.033, test 0.195
Epoch 15, step 534, loss 0.096, test 0.212
Epoch 15, step 535, loss 0.087, test 0.194
Epoch 15, step 536, loss 0.000, test 0.192
Epoch 15, step 537, loss 0.271, test 0.149
Epoch 15, step 538, loss 0.017, test 0.142
Epoch 15, step 539, loss 0.011, test 0.136
Epoch 15, step 540, loss 0.048, test 0.131
Epoch 15, step 541, loss 0.226, test 0.132
Epoch 15, step 542, loss 0.505, test 0.100
Epoch 15, step 543, loss 0.036, test 0.093
Epoch 15, step 544, loss 0.025, test 0.091
Epoch 15, step 545, loss 0.085, test 0.090
Epoch 15, step 546, loss 0.023, test 0.089
Epoch 15, step 547, loss 0.020, test 0.088
Epoch 15, step 548, loss 0.052, test 0.088
Epoch 15, step 549, loss 0.119, test 0.088
Epoch 15, step 550, loss 0.067, test 0.089
Epoch 15, step 551, loss 0.004, test 0.088
Epoch 15, step 552, loss 0.000, test 0.088
Epoch 15, step 553, loss 0.243, test 0.089
Epoch 15, step 554, loss 0.091, test 0.092
Epoch 15, step 555, loss 0.289, test 0.091
Epoch 15, step 556, loss 0.144, test 0.142
Epoch 15, step 557, loss 0.149, test 0.165
Epoch 15, step 558, loss 0.004, test 0.179
Epoch 15, step 559, loss 0.088, test 0.189
Epoch 15, step 560, loss 0.004, test 0.196
Epoch 15, step 561, loss 0.001, test 0.199
Epoch 15, step 562, loss 0.004, test 0.201
Epoch 15, step 563, loss 0.008, test 0.201
Epoch 15, step 564, loss 0.019, test 0.192
Epoch 15, step 565, loss 0.260, test 0.201
Epoch 15, step 566, loss 0.319, test 0.207
Epoch 15, step 567, loss 0.269, test 0.205
Epoch 15, step 568, loss 0.003, test 0.205
Epoch 15, step 569, loss 0.590, test 0.196
Epoch 15, step 570, loss 0.001, test 0.196
Epoch 15, step 571, loss 0.006, test 0.202
Epoch 15, step 572, loss 0.107, test 0.195
Epoch 15, step 573, loss 0.088, test 0.196
Epoch 15, step 574, loss 0.039, test 0.201
Epoch 15, step 575, loss 0.324, test 0.206
Epoch 15, step 576, loss 0.232, test 0.174
Epoch 15, step 577, loss 0.000, test 0.170
Epoch 15, step 578, loss 0.003, test 0.168
Epoch 15, step 579, loss 1.044, test 0.181
Epoch 15, step 580, loss 0.000, test 0.183
Epoch 15, step 581, loss 0.197, test 0.199
Epoch 15, step 582, loss 0.026, test 0.205
Epoch 15, step 583, loss 0.349, test 0.116
Epoch 15, step 584, loss 0.020, test 0.107
Epoch 15, step 585, loss 0.061, test 0.106
Epoch 15, step 586, loss 0.022, test 0.107
Epoch 15, step 587, loss 0.120, test 0.106
Epoch 15, step 588, loss 0.055, test 0.107
Epoch 15, step 589, loss 0.205, test 0.102
Epoch 15, step 590, loss 0.087, test 0.102
Epoch 15, step 591, loss 0.038, test 0.099
Epoch 15, step 592, loss 0.056, test 0.098
Epoch 15, step 593, loss 0.142, test 0.097
Epoch 15, step 594, loss 0.014, test 0.097
Epoch 15, step 595, loss 0.130, test 0.103
Epoch 15, step 596, loss 0.328, test 0.139
Epoch 15, step 597, loss 0.093, test 0.155
Epoch 15, step 598, loss 0.002, test 0.157
Epoch 15, step 599, loss 0.036, test 0.154
Epoch 15, step 600, loss 0.043, test 0.163
Epoch 15, step 601, loss 0.005, test 0.164
Epoch 15, step 602, loss 0.026, test 0.163
Epoch 15, step 603, loss 0.004, test 0.163
Epoch 15, step 604, loss 0.229, test 0.135
Epoch 15, step 605, loss 0.039, test 0.132
Epoch 15, step 606, loss 0.320, test 0.128
Epoch 15, step 607, loss 0.307, test 0.129
Epoch 15, step 608, loss 0.315, test 0.085
Epoch 15, step 609, loss 0.355, test 0.107
Epoch 15, step 610, loss 0.041, test 0.117
Epoch 15, step 611, loss 0.081, test 0.103
Epoch 15, step 612, loss 0.007, test 0.101
Epoch 15, step 613, loss 0.016, test 0.101
Epoch 15, step 614, loss 0.018, test 0.100
Epoch 15, step 615, loss 0.137, test 0.100
Epoch 15, step 616, loss 0.006, test 0.099
Epoch 15, step 617, loss 0.334, test 0.103
Epoch 15, step 618, loss 0.108, test 0.103
Epoch 15, step 619, loss 0.004, test 0.102
Epoch 15, step 620, loss 0.151, test 0.104
Epoch 15, step 621, loss 0.007, test 0.105
Epoch 15, step 622, loss 0.000, test 0.105
Epoch 15, step 623, loss 0.005, test 0.102
Epoch 15, step 624, loss 0.115, test 0.093
Epoch 15, step 625, loss 0.062, test 0.094
Epoch 15, step 626, loss 0.465, test 0.103
Epoch 15, step 627, loss 0.138, test 0.107
Epoch 15, step 628, loss 0.037, test 0.111
Epoch 15, step 629, loss 0.007, test 0.118
Epoch 15, step 630, loss 0.150, test 0.119
Epoch 15, step 631, loss 0.001, test 0.118
Epoch 15, step 632, loss 0.000, test 0.119
Epoch 15, step 633, loss 0.070, test 0.122
Epoch 15, step 634, loss 0.169, test 0.125
Epoch 15, step 635, loss 0.138, test 0.138
Epoch 15, step 636, loss 0.036, test 0.137
Epoch 15, step 637, loss 0.042, test 0.133
Epoch 15, step 638, loss 0.174, test 0.090
Epoch 15, step 639, loss 0.149, test 0.087
Epoch 15, step 640, loss 0.006, test 0.085
Epoch 15, step 641, loss 0.017, test 0.085
Epoch 15, step 642, loss 0.061, test 0.084
Epoch 15, step 643, loss 0.159, test 0.086
Epoch 15, step 644, loss 0.086, test 0.085
Epoch 15, step 645, loss 0.182, test 0.086
Epoch 15, step 646, loss 0.068, test 0.086
Epoch 15, step 647, loss 0.000, test 0.086
Epoch 15, step 648, loss 0.240, test 0.086
Epoch 15, step 649, loss 0.076, test 0.084
Epoch 15, step 650, loss 0.159, test 0.085
Epoch 15, step 651, loss 0.134, test 0.084
Epoch 15, step 652, loss 0.068, test 0.083
Epoch 15, step 653, loss 0.000, test 0.084
Epoch 15, step 654, loss 0.250, test 0.090
Epoch 15, step 655, loss 0.067, test 0.093
Epoch 15, step 656, loss 0.022, test 0.097
Epoch 15, step 657, loss 0.008, test 0.100
Epoch 15, step 658, loss 1.225, test 0.090
Epoch 15, step 659, loss 0.070, test 0.089
Epoch 15, step 660, loss 0.123, test 0.147
Epoch 15, step 661, loss 0.239, test 0.164
Epoch 15, step 662, loss 0.531, test 0.177
Epoch 15, step 663, loss 0.019, test 0.192
Epoch 15, step 664, loss 0.251, test 0.208
Epoch 15, step 665, loss 0.001, test 0.212
Epoch 15, step 666, loss 0.095, test 0.222
Epoch 15, step 667, loss 0.065, test 0.218
Epoch 15, step 668, loss 0.461, test 0.127
Epoch 15, step 669, loss 0.026, test 0.117
Epoch 15, step 670, loss 0.000, test 0.112
Epoch 15, step 671, loss 0.015, test 0.102
Epoch 15, step 672, loss 0.233, test 0.095
Epoch 15, step 673, loss 0.101, test 0.094
Epoch 15, step 674, loss 0.074, test 0.079
Epoch 15, step 675, loss 0.499, test 0.072
Epoch 15, step 676, loss 0.105, test 0.071
Epoch 15, step 677, loss 0.134, test 0.077
Epoch 15, step 678, loss 0.007, test 0.078
Epoch 15, step 679, loss 0.105, test 0.078
Epoch 15, step 680, loss 0.045, test 0.077
Epoch 15, step 681, loss 0.001, test 0.078
Epoch 15, step 682, loss 0.001, test 0.078
Epoch 15, step 683, loss 0.022, test 0.076
Epoch 15, step 684, loss 0.042, test 0.076
Epoch 15, step 685, loss 0.269, test 0.071
Epoch 15, step 686, loss 0.020, test 0.070
Epoch 15, step 687, loss 0.399, test 0.070
Epoch 15, step 688, loss 0.180, test 0.070
Epoch 15, step 689, loss 0.000, test 0.070
Epoch 15, step 690, loss 0.579, test 0.070
Epoch 15, step 691, loss 0.037, test 0.070
Epoch 15, step 692, loss 0.000, test 0.070
Epoch 15, step 693, loss 0.034, test 0.070
Epoch 15, step 694, loss 0.251, test 0.072
Epoch 15, step 695, loss 0.095, test 0.071
Epoch 15, step 696, loss 0.299, test 0.072
Epoch 15, step 697, loss 0.075, test 0.071
Epoch 15, step 698, loss 0.047, test 0.071
Epoch 15, step 699, loss 0.104, test 0.072
Epoch 15, step 700, loss 0.602, test 0.075
Epoch 15, step 701, loss 0.001, test 0.075
Epoch 15, step 702, loss 0.193, test 0.077
Epoch 15, step 703, loss 0.288, test 0.084
Epoch 15, step 704, loss 0.345, test 0.075
Epoch 15, step 705, loss 0.014, test 0.074
Epoch 15, step 706, loss 0.026, test 0.074
Epoch 15, step 707, loss 0.580, test 0.073
Epoch 15, step 708, loss 0.107, test 0.075
Epoch 15, step 709, loss 0.024, test 0.077
Epoch 15, step 710, loss 0.075, test 0.076
Epoch 15, step 711, loss 0.517, test 0.084
Epoch 15, step 712, loss 0.039, test 0.082
Epoch 15, step 713, loss 0.007, test 0.080
Epoch 15, step 714, loss 0.028, test 0.081
Epoch 15, step 715, loss 0.000, test 0.081
Epoch 15, step 716, loss 0.061, test 0.082
Epoch 15, step 717, loss 0.164, test 0.083
Epoch 15, step 718, loss 0.021, test 0.085
Epoch 15, step 719, loss 0.000, test 0.086
Epoch 15, step 720, loss 0.355, test 0.089
Epoch 15, step 721, loss 0.005, test 0.091
Epoch 15, step 722, loss 0.192, test 0.094
Epoch 15, step 723, loss 0.029, test 0.094
Epoch 15, step 724, loss 0.066, test 0.116
Epoch 15, step 725, loss 0.268, test 0.124
Epoch 15, step 726, loss 0.011, test 0.125
Epoch 15, step 727, loss 0.141, test 0.109
Epoch 15, step 728, loss 0.021, test 0.113
Epoch 15, step 729, loss 0.161, test 0.119
Epoch 15, step 730, loss 0.037, test 0.133
Epoch 15, step 731, loss 0.020, test 0.130
Epoch 15, step 732, loss 0.125, test 0.101
Epoch 15, step 733, loss 0.076, test 0.096
Epoch 15, step 734, loss 0.162, test 0.099
Epoch 15, step 735, loss 0.003, test 0.099
Epoch 15, step 736, loss 0.137, test 0.098
Epoch 15, step 737, loss 0.621, test 0.093
Epoch 15, step 738, loss 0.002, test 0.094
Epoch 15, step 739, loss 0.019, test 0.096
Epoch 15, step 740, loss 0.009, test 0.095
Epoch 15, step 741, loss 0.512, test 0.087
Epoch 15, step 742, loss 0.038, test 0.082
Epoch 15, step 743, loss 0.002, test 0.080
Epoch 15, step 744, loss 0.560, test 0.084
Epoch 15, step 745, loss 0.225, test 0.086
Epoch 15, step 746, loss 0.104, test 0.084
Epoch 15, step 747, loss 0.057, test 0.093
Epoch 15, step 748, loss 0.028, test 0.094
Epoch 15, step 749, loss 0.437, test 0.131
Epoch 15, step 750, loss 0.300, test 0.161
Epoch 15, step 751, loss 0.007, test 0.164
Epoch 15, step 752, loss 0.001, test 0.166
Epoch 15, step 753, loss 0.008, test 0.167
Epoch 15, step 754, loss 0.013, test 0.162
Epoch 15, step 755, loss 0.017, test 0.164
Epoch 15, step 756, loss 0.033, test 0.166
Epoch 15, step 757, loss 0.412, test 0.130
Epoch 15, step 758, loss 0.945, test 0.169
Epoch 15, step 759, loss 0.530, test 0.144
Epoch 15, step 760, loss 0.027, test 0.155
Epoch 15, step 761, loss 0.055, test 0.158
Epoch 15, step 762, loss 0.161, test 0.164
Epoch 15, step 763, loss 0.483, test 0.176
Epoch 15, step 764, loss 0.293, test 0.165
Epoch 15, step 765, loss 0.042, test 0.179
Epoch 15, step 766, loss 0.256, test 0.148
Epoch 15, step 767, loss 0.028, test 0.145
Epoch 15, step 768, loss 0.027, test 0.142
Epoch 15, step 769, loss 0.422, test 0.136
Epoch 15, step 770, loss 0.033, test 0.138
Epoch 15, step 771, loss 0.140, test 0.130
Epoch 15, step 772, loss 0.011, test 0.130
Epoch 15, step 773, loss 0.346, test 0.122
Epoch 15, step 774, loss 0.111, test 0.124
Epoch 15, step 775, loss 0.672, test 0.080
Epoch 15, step 776, loss 0.067, test 0.078
Epoch 15, step 777, loss 0.379, test 0.076
Epoch 15, step 778, loss 0.059, test 0.075
Epoch 15, step 779, loss 0.238, test 0.075
Epoch 15, step 780, loss 0.001, test 0.075
Epoch 15, step 781, loss 0.489, test 0.076
Epoch 15, step 782, loss 0.105, test 0.076
Epoch 15, step 783, loss 0.201, test 0.075
Epoch 15, step 784, loss 0.001, test 0.075
Epoch 15, step 785, loss 0.043, test 0.075
Epoch 15, step 786, loss 0.240, test 0.075
Epoch 15, step 787, loss 0.002, test 0.075
Epoch 15, step 788, loss 0.151, test 0.084
Epoch 15, step 789, loss 0.053, test 0.086
Epoch 15, step 790, loss 0.204, test 0.087
Epoch 15, step 791, loss 0.226, test 0.086
Epoch 15, step 792, loss 0.110, test 0.088
Epoch 15, step 793, loss 0.018, test 0.089
Epoch 15, step 794, loss 1.193, test 0.075
Epoch 15, step 795, loss 0.127, test 0.074
Epoch 15, step 796, loss 0.266, test 0.075
Epoch 15, step 797, loss 0.009, test 0.075
Epoch 15, step 798, loss 0.015, test 0.076
Epoch 15, step 799, loss 0.012, test 0.075
Epoch 15, step 800, loss 0.002, test 0.074
Epoch 15, step 801, loss 0.031, test 0.077
Epoch 15, step 802, loss 0.012, test 0.078
Epoch 15, step 803, loss 0.293, test 0.083
Epoch 15, step 804, loss 0.039, test 0.085
Epoch 15, step 805, loss 0.020, test 0.088
Epoch 15, step 806, loss 0.158, test 0.076
Epoch 15, step 807, loss 0.592, test 0.074
Epoch 15, step 808, loss 0.161, test 0.074
Epoch 15, step 809, loss 0.008, test 0.075
Epoch 15, step 810, loss 0.053, test 0.075
Epoch 15, step 811, loss 0.132, test 0.074
Epoch 15, step 812, loss 0.137, test 0.075
Epoch 15, step 813, loss 0.286, test 0.075
Epoch 15, step 814, loss 0.000, test 0.075
Epoch 15, step 815, loss 0.383, test 0.075
Epoch 15, step 816, loss 0.026, test 0.076
Epoch 15, step 817, loss 0.517, test 0.075
Epoch 15, step 818, loss 0.189, test 0.076
Epoch 15, step 819, loss 0.000, test 0.076
Epoch 15, step 820, loss 0.000, test 0.076
Epoch 15, step 821, loss 0.017, test 0.075
Epoch 15, step 822, loss 0.042, test 0.078
Epoch 15, step 823, loss 0.001, test 0.078
Epoch 15, step 824, loss 0.001, test 0.078
Epoch 15, step 825, loss 0.018, test 0.078
Epoch 15, step 826, loss 0.071, test 0.077
Epoch 15, step 827, loss 0.268, test 0.086
Epoch 15, step 828, loss 0.814, test 0.135
Epoch 15, step 829, loss 0.003, test 0.167
Epoch 15, step 830, loss 0.101, test 0.190
Epoch 15, step 831, loss 0.365, test 0.208
Epoch 15, step 832, loss 0.188, test 0.188
Epoch 15, step 833, loss 0.006, test 0.188
Epoch 15, step 834, loss 0.008, test 0.188
Epoch 15, step 835, loss 0.205, test 0.160
Epoch 15, step 836, loss 0.014, test 0.155
Epoch 15, step 837, loss 0.092, test 0.157
Epoch 15, step 838, loss 0.060, test 0.179
Epoch 15, step 839, loss 0.352, test 0.101
Epoch 15, step 840, loss 0.239, test 0.106
Epoch 15, step 841, loss 0.226, test 0.102
Epoch 15, step 842, loss 0.000, test 0.103
Epoch 15, step 843, loss 0.007, test 0.103
Epoch 15, step 844, loss 0.117, test 0.105
Epoch 15, step 845, loss 0.298, test 0.103
Epoch 15, step 846, loss 0.163, test 0.110
Epoch 15, step 847, loss 0.002, test 0.111
Epoch 15, step 848, loss 0.516, test 0.112
Epoch 15, step 849, loss 0.004, test 0.113
Epoch 15, step 850, loss 0.254, test 0.114
Epoch 15, step 851, loss 0.004, test 0.114
Epoch 15, step 852, loss 0.003, test 0.114
Epoch 15, step 853, loss 0.025, test 0.114
Epoch 15, step 854, loss 0.139, test 0.113
Epoch 15, step 855, loss 0.008, test 0.113
Epoch 15, step 856, loss 0.417, test 0.112
Epoch 15, step 857, loss 0.134, test 0.117
Epoch 15, step 858, loss 0.141, test 0.124
Epoch 15, step 859, loss 0.393, test 0.127
Epoch 15, step 860, loss 0.003, test 0.129
Epoch 15, step 861, loss 0.007, test 0.134
Epoch 15, step 862, loss 0.023, test 0.153
Epoch 15, step 863, loss 0.038, test 0.158
Epoch 15, step 864, loss 0.138, test 0.173
Epoch 15, step 865, loss 0.276, test 0.186
Epoch 15, step 866, loss 0.099, test 0.196
Epoch 15, step 867, loss 0.262, test 0.233
Epoch 15, step 868, loss 0.378, test 0.173
Epoch 15, step 869, loss 0.130, test 0.148
Epoch 15, step 870, loss 0.015, test 0.142
Epoch 15, step 871, loss 0.012, test 0.144
Epoch 15, step 872, loss 0.329, test 0.146
Epoch 15, step 873, loss 0.391, test 0.143
Epoch 15, step 874, loss 0.013, test 0.142
Epoch 15, step 875, loss 0.148, test 0.130
Epoch 15, step 876, loss 0.146, test 0.127
Epoch 15, step 877, loss 0.001, test 0.126
Epoch 15, step 878, loss 0.173, test 0.128
Epoch 15, step 879, loss 0.006, test 0.124
Epoch 15, step 880, loss 1.076, test 0.130
Epoch 15, step 881, loss 0.243, test 0.123
Epoch 15, step 882, loss 0.171, test 0.158
Epoch 15, step 883, loss 0.092, test 0.163
Epoch 15, step 884, loss 0.020, test 0.180
Epoch 15, step 885, loss 0.034, test 0.199
Epoch 15, step 886, loss 0.030, test 0.200
Epoch 15, step 887, loss 0.131, test 0.192
Epoch 15, step 888, loss 0.069, test 0.201
Epoch 15, step 889, loss 0.108, test 0.219
Epoch 15, step 890, loss 1.115, test 0.237
Epoch 15, step 891, loss 0.032, test 0.243
Epoch 15, step 892, loss 0.035, test 0.230
Epoch 15, step 893, loss 0.944, test 0.251
Epoch 15, step 894, loss 0.016, test 0.256
Epoch 15, step 895, loss 0.008, test 0.254
Epoch 15, step 896, loss 0.079, test 0.252
Epoch 15, step 897, loss 0.197, test 0.116
Epoch 15, step 898, loss 0.707, test 0.087
Epoch 15, step 899, loss 0.030, test 0.079
Epoch 15, step 900, loss 0.043, test 0.077
Epoch 15, step 901, loss 0.044, test 0.076
Epoch 15, step 902, loss 0.091, test 0.076
Epoch 15, step 903, loss 0.068, test 0.076
Epoch 15, step 904, loss 0.036, test 0.076
Epoch 15, step 905, loss 0.004, test 0.076
Epoch 15, step 906, loss 0.000, test 0.076
Epoch 15, step 907, loss 0.000, test 0.076
Epoch 15, step 908, loss 0.000, test 0.076
Epoch 15, step 909, loss 0.001, test 0.075
Epoch 15, step 910, loss 0.207, test 0.076
Epoch 15, step 911, loss 0.018, test 0.076
Epoch 15, step 912, loss 0.092, test 0.076
Epoch 15, step 913, loss 0.584, test 0.074
Epoch 15, step 914, loss 0.051, test 0.076
Epoch 15, step 915, loss 0.363, test 0.077
Epoch 15, step 916, loss 0.544, test 0.078
Epoch 15, step 917, loss 0.003, test 0.079
Epoch 15, step 918, loss 0.032, test 0.079
Epoch 15, step 919, loss 0.009, test 0.080
Epoch 15, step 920, loss 0.214, test 0.072
Epoch 15, step 921, loss 0.059, test 0.071
Epoch 15, step 922, loss 0.378, test 0.072
Epoch 15, step 923, loss 0.214, test 0.072
Epoch 15, step 924, loss 0.198, test 0.073
Epoch 15, step 925, loss 0.020, test 0.074
Epoch 15, step 926, loss 0.136, test 0.084
Epoch 15, step 927, loss 0.013, test 0.089
Epoch 15, step 928, loss 0.688, test 0.099
Epoch 15, step 929, loss 0.092, test 0.100
Epoch 15, step 930, loss 0.077, test 0.089
Epoch 15, step 931, loss 0.085, test 0.070
Epoch 15, step 932, loss 0.187, test 0.071
Epoch 15, step 933, loss 0.012, test 0.072
Epoch 15, step 934, loss 0.221, test 0.073
Epoch 15, step 935, loss 0.002, test 0.074
Epoch 15, step 936, loss 0.029, test 0.074
Epoch 15, step 937, loss 0.012, test 0.074
Epoch 15, step 938, loss 0.063, test 0.074
Epoch 15, step 939, loss 0.262, test 0.075
Epoch 15, step 940, loss 0.127, test 0.072
Epoch 15, step 941, loss 0.066, test 0.071
Epoch 15, step 942, loss 0.535, test 0.072
Epoch 15, step 943, loss 0.405, test 0.071
Epoch 15, step 944, loss 0.054, test 0.072
Epoch 15, step 945, loss 1.022, test 0.101
Epoch 15, step 946, loss 0.002, test 0.111
Epoch 15, step 947, loss 0.060, test 0.112
Epoch 15, step 948, loss 0.020, test 0.104
Epoch 15, step 949, loss 0.000, test 0.104
Epoch 15, step 950, loss 0.142, test 0.110
Epoch 15, step 951, loss 0.025, test 0.110
Epoch 15, step 952, loss 0.010, test 0.110
Epoch 15, step 953, loss 0.014, test 0.103
Epoch 15, step 954, loss 0.109, test 0.109
Epoch 15, step 955, loss 0.020, test 0.121
Epoch 15, step 956, loss 0.002, test 0.121
Epoch 15, step 957, loss 0.001, test 0.121
Epoch 15, step 958, loss 0.081, test 0.111
Epoch 15, step 959, loss 0.007, test 0.112
Epoch 15, step 960, loss 0.158, test 0.119
Epoch 15, step 961, loss 0.098, test 0.118
Epoch 15, step 962, loss 0.394, test 0.109
Epoch 15, step 963, loss 0.186, test 0.103
Epoch 15, step 964, loss 0.002, test 0.102
Epoch 15, step 965, loss 0.174, test 0.124
Epoch 15, step 966, loss 0.386, test 0.179
Epoch 15, step 967, loss 0.144, test 0.173
Epoch 15, step 968, loss 0.021, test 0.176
Epoch 15, step 969, loss 0.003, test 0.178
Epoch 15, step 970, loss 0.113, test 0.186
Epoch 15, step 971, loss 0.012, test 0.194
Epoch 15, step 972, loss 0.137, test 0.175
Epoch 15, step 973, loss 0.126, test 0.169
Epoch 15, step 974, loss 0.162, test 0.171
Epoch 15, step 975, loss 0.000, test 0.172
Epoch 15, step 976, loss 0.369, test 0.186
Epoch 15, step 977, loss 0.025, test 0.179
Epoch 15, step 978, loss 0.022, test 0.180
Epoch 15, step 979, loss 0.027, test 0.168
Epoch 15, step 980, loss 0.137, test 0.169
Epoch 15, step 981, loss 0.019, test 0.168
Epoch 15, step 982, loss 0.029, test 0.164
Epoch 15, step 983, loss 0.008, test 0.165
Epoch 15, step 984, loss 0.459, test 0.140
Epoch 15, step 985, loss 0.040, test 0.149
Epoch 15, step 986, loss 0.003, test 0.154
Epoch 15, step 987, loss 0.305, test 0.155
Epoch 15, step 988, loss 0.162, test 0.165
Epoch 15, step 989, loss 0.001, test 0.166
Epoch 15, step 990, loss 0.383, test 0.167
Epoch 15, step 991, loss 0.382, test 0.170
Epoch 15, step 992, loss 0.018, test 0.173
Epoch 15, step 993, loss 0.047, test 0.167
Epoch 15, step 994, loss 0.267, test 0.169
Epoch 15, step 995, loss 0.026, test 0.174
Epoch 15, step 996, loss 0.102, test 0.188
Epoch 15, step 997, loss 0.093, test 0.191
Epoch 15, step 998, loss 0.025, test 0.195
Epoch 15, step 999, loss 0.006, test 0.196
Epoch 16, step 0, loss 0.332, test 0.223
Epoch 16, step 1, loss 0.000, test 0.229
Epoch 16, step 2, loss 0.084, test 0.229
Epoch 16, step 3, loss 0.445, test 0.162
Epoch 16, step 4, loss 0.766, test 0.157
Epoch 16, step 5, loss 0.295, test 0.154
Epoch 16, step 6, loss 0.184, test 0.153
Epoch 16, step 7, loss 0.001, test 0.152
Epoch 16, step 8, loss 0.131, test 0.146
Epoch 16, step 9, loss 0.000, test 0.144
Epoch 16, step 10, loss 0.041, test 0.171
Epoch 16, step 11, loss 0.000, test 0.176
Epoch 16, step 12, loss 0.002, test 0.178
Epoch 16, step 13, loss 0.000, test 0.178
Epoch 16, step 14, loss 0.214, test 0.175
Epoch 16, step 15, loss 0.007, test 0.177
Epoch 16, step 16, loss 0.042, test 0.160
Epoch 16, step 17, loss 0.084, test 0.154
Epoch 16, step 18, loss 0.021, test 0.151
Epoch 16, step 19, loss 0.158, test 0.142
Epoch 16, step 20, loss 0.541, test 0.131
Epoch 16, step 21, loss 0.007, test 0.137
Epoch 16, step 22, loss 0.063, test 0.145
Epoch 16, step 23, loss 0.043, test 0.147
Epoch 16, step 24, loss 0.001, test 0.149
Epoch 16, step 25, loss 0.053, test 0.152
Epoch 16, step 26, loss 0.552, test 0.159
Epoch 16, step 27, loss 0.580, test 0.118
Epoch 16, step 28, loss 0.132, test 0.116
Epoch 16, step 29, loss 0.000, test 0.114
Epoch 16, step 30, loss 0.017, test 0.110
Epoch 16, step 31, loss 0.062, test 0.106
Epoch 16, step 32, loss 0.024, test 0.105
Epoch 16, step 33, loss 0.051, test 0.100
Epoch 16, step 34, loss 0.065, test 0.095
Epoch 16, step 35, loss 0.238, test 0.095
Epoch 16, step 36, loss 0.150, test 0.098
Epoch 16, step 37, loss 0.013, test 0.098
Epoch 16, step 38, loss 0.009, test 0.099
Epoch 16, step 39, loss 0.007, test 0.097
Epoch 16, step 40, loss 0.017, test 0.097
Epoch 16, step 41, loss 0.487, test 0.103
Epoch 16, step 42, loss 0.011, test 0.104
Epoch 16, step 43, loss 0.333, test 0.097
Epoch 16, step 44, loss 0.158, test 0.099
Epoch 16, step 45, loss 0.027, test 0.099
Epoch 16, step 46, loss 0.000, test 0.099
Epoch 16, step 47, loss 0.112, test 0.097
Epoch 16, step 48, loss 0.370, test 0.096
Epoch 16, step 49, loss 0.002, test 0.096
Epoch 16, step 50, loss 0.171, test 0.095
Epoch 16, step 51, loss 0.160, test 0.121
Epoch 16, step 52, loss 0.001, test 0.129
Epoch 16, step 53, loss 0.035, test 0.130
Epoch 16, step 54, loss 0.103, test 0.127
Epoch 16, step 55, loss 0.009, test 0.122
Epoch 16, step 56, loss 0.135, test 0.124
Epoch 16, step 57, loss 0.036, test 0.125
Epoch 16, step 58, loss 0.000, test 0.125
Epoch 16, step 59, loss 0.001, test 0.125
Epoch 16, step 60, loss 0.095, test 0.124
Epoch 16, step 61, loss 0.249, test 0.126
Epoch 16, step 62, loss 0.012, test 0.124
Epoch 16, step 63, loss 0.185, test 0.114
Epoch 16, step 64, loss 0.021, test 0.112
Epoch 16, step 65, loss 0.006, test 0.110
Epoch 16, step 66, loss 0.155, test 0.110
Epoch 16, step 67, loss 0.051, test 0.101
Epoch 16, step 68, loss 0.258, test 0.103
Epoch 16, step 69, loss 0.759, test 0.105
Epoch 16, step 70, loss 0.360, test 0.135
Epoch 16, step 71, loss 0.093, test 0.164
Epoch 16, step 72, loss 0.011, test 0.174
Epoch 16, step 73, loss 0.106, test 0.183
Epoch 16, step 74, loss 0.075, test 0.182
Epoch 16, step 75, loss 0.155, test 0.179
Epoch 16, step 76, loss 0.078, test 0.172
Epoch 16, step 77, loss 0.001, test 0.172
Epoch 16, step 78, loss 0.058, test 0.167
Epoch 16, step 79, loss 0.011, test 0.165
Epoch 16, step 80, loss 0.088, test 0.192
Epoch 16, step 81, loss 0.096, test 0.205
Epoch 16, step 82, loss 0.021, test 0.210
Epoch 16, step 83, loss 0.164, test 0.188
Epoch 16, step 84, loss 0.086, test 0.193
Epoch 16, step 85, loss 0.040, test 0.195
Epoch 16, step 86, loss 0.423, test 0.189
Epoch 16, step 87, loss 0.001, test 0.189
Epoch 16, step 88, loss 0.012, test 0.191
Epoch 16, step 89, loss 0.055, test 0.186
Epoch 16, step 90, loss 0.001, test 0.184
Epoch 16, step 91, loss 0.005, test 0.184
Epoch 16, step 92, loss 0.015, test 0.177
Epoch 16, step 93, loss 0.138, test 0.157
Epoch 16, step 94, loss 0.021, test 0.150
Epoch 16, step 95, loss 0.111, test 0.145
Epoch 16, step 96, loss 0.109, test 0.151
Epoch 16, step 97, loss 0.022, test 0.147
Epoch 16, step 98, loss 0.224, test 0.090
Epoch 16, step 99, loss 0.073, test 0.085
Epoch 16, step 100, loss 0.639, test 0.085
Epoch 16, step 101, loss 0.042, test 0.084
Epoch 16, step 102, loss 0.371, test 0.083
Epoch 16, step 103, loss 0.075, test 0.083
Epoch 16, step 104, loss 0.025, test 0.084
Epoch 16, step 105, loss 0.058, test 0.084
Epoch 16, step 106, loss 0.000, test 0.085
Epoch 16, step 107, loss 0.140, test 0.083
Epoch 16, step 108, loss 0.076, test 0.083
Epoch 16, step 109, loss 0.026, test 0.081
Epoch 16, step 110, loss 0.060, test 0.081
Epoch 16, step 111, loss 0.039, test 0.081
Epoch 16, step 112, loss 0.020, test 0.082
Epoch 16, step 113, loss 0.002, test 0.082
Epoch 16, step 114, loss 0.151, test 0.080
Epoch 16, step 115, loss 0.144, test 0.079
Epoch 16, step 116, loss 0.024, test 0.079
Epoch 16, step 117, loss 0.648, test 0.079
Epoch 16, step 118, loss 0.052, test 0.078
Epoch 16, step 119, loss 0.272, test 0.082
Epoch 16, step 120, loss 1.427, test 0.077
Epoch 16, step 121, loss 0.031, test 0.077
Epoch 16, step 122, loss 0.052, test 0.077
Epoch 16, step 123, loss 0.058, test 0.078
Epoch 16, step 124, loss 0.055, test 0.078
Epoch 16, step 125, loss 0.148, test 0.080
Epoch 16, step 126, loss 0.024, test 0.081
Epoch 16, step 127, loss 0.319, test 0.081
Epoch 16, step 128, loss 0.142, test 0.080
Epoch 16, step 129, loss 0.045, test 0.081
Epoch 16, step 130, loss 0.153, test 0.104
Epoch 16, step 131, loss 0.118, test 0.114
Epoch 16, step 132, loss 0.052, test 0.120
Epoch 16, step 133, loss 0.124, test 0.105
Epoch 16, step 134, loss 0.392, test 0.107
Epoch 16, step 135, loss 0.039, test 0.106
Epoch 16, step 136, loss 0.358, test 0.106
Epoch 16, step 137, loss 0.146, test 0.101
Epoch 16, step 138, loss 0.004, test 0.101
Epoch 16, step 139, loss 0.249, test 0.104
Epoch 16, step 140, loss 0.331, test 0.093
Epoch 16, step 141, loss 0.080, test 0.090
Epoch 16, step 142, loss 0.125, test 0.088
Epoch 16, step 143, loss 0.004, test 0.086
Epoch 16, step 144, loss 0.023, test 0.087
Epoch 16, step 145, loss 0.098, test 0.086
Epoch 16, step 146, loss 0.630, test 0.178
Epoch 16, step 147, loss 0.017, test 0.209
Epoch 16, step 148, loss 0.703, test 0.215
Epoch 16, step 149, loss 0.526, test 0.237
Epoch 16, step 150, loss 0.128, test 0.237
Epoch 16, step 151, loss 0.110, test 0.235
Epoch 16, step 152, loss 0.000, test 0.234
Epoch 16, step 153, loss 0.051, test 0.228
Epoch 16, step 154, loss 0.146, test 0.223
Epoch 16, step 155, loss 0.354, test 0.248
Epoch 16, step 156, loss 0.015, test 0.250
Epoch 16, step 157, loss 0.190, test 0.243
Epoch 16, step 158, loss 0.004, test 0.243
Epoch 16, step 159, loss 0.117, test 0.239
Epoch 16, step 160, loss 0.000, test 0.239
Epoch 16, step 161, loss 0.158, test 0.175
Epoch 16, step 162, loss 0.004, test 0.169
Epoch 16, step 163, loss 0.002, test 0.165
Epoch 16, step 164, loss 0.036, test 0.158
Epoch 16, step 165, loss 0.132, test 0.166
Epoch 16, step 166, loss 0.082, test 0.164
Epoch 16, step 167, loss 0.131, test 0.177
Epoch 16, step 168, loss 0.291, test 0.169
Epoch 16, step 169, loss 0.563, test 0.183
Epoch 16, step 170, loss 0.931, test 0.139
Epoch 16, step 171, loss 0.166, test 0.131
Epoch 16, step 172, loss 0.100, test 0.129
Epoch 16, step 173, loss 0.096, test 0.124
Epoch 16, step 174, loss 0.106, test 0.126
Epoch 16, step 175, loss 0.011, test 0.127
Epoch 16, step 176, loss 0.020, test 0.125
Epoch 16, step 177, loss 0.080, test 0.131
Epoch 16, step 178, loss 0.014, test 0.134
Epoch 16, step 179, loss 0.148, test 0.140
Epoch 16, step 180, loss 1.157, test 0.126
Epoch 16, step 181, loss 0.558, test 0.120
Epoch 16, step 182, loss 0.221, test 0.121
Epoch 16, step 183, loss 0.231, test 0.118
Epoch 16, step 184, loss 0.003, test 0.118
Epoch 16, step 185, loss 0.015, test 0.116
Epoch 16, step 186, loss 0.066, test 0.126
Epoch 16, step 187, loss 0.003, test 0.127
Epoch 16, step 188, loss 0.003, test 0.127
Epoch 16, step 189, loss 0.282, test 0.121
Epoch 16, step 190, loss 0.008, test 0.118
Epoch 16, step 191, loss 0.238, test 0.138
Epoch 16, step 192, loss 0.008, test 0.143
Epoch 16, step 193, loss 0.579, test 0.151
Epoch 16, step 194, loss 0.008, test 0.157
Epoch 16, step 195, loss 0.417, test 0.180
Epoch 16, step 196, loss 1.064, test 0.159
Epoch 16, step 197, loss 0.090, test 0.142
Epoch 16, step 198, loss 0.017, test 0.138
Epoch 16, step 199, loss 0.083, test 0.143
Epoch 16, step 200, loss 1.134, test 0.106
Epoch 16, step 201, loss 0.065, test 0.130
Epoch 16, step 202, loss 0.000, test 0.147
Epoch 16, step 203, loss 0.072, test 0.162
Epoch 16, step 204, loss 0.001, test 0.168
Epoch 16, step 205, loss 0.048, test 0.176
Epoch 16, step 206, loss 0.047, test 0.176
Epoch 16, step 207, loss 0.001, test 0.177
Epoch 16, step 208, loss 0.020, test 0.168
Epoch 16, step 209, loss 0.017, test 0.166
Epoch 16, step 210, loss 1.742, test 0.385
Epoch 16, step 211, loss 0.037, test 0.546
Epoch 16, step 212, loss 0.002, test 0.639
Epoch 16, step 213, loss 0.285, test 0.599
Epoch 16, step 214, loss 0.028, test 0.612
Epoch 16, step 215, loss 0.043, test 0.609
Epoch 16, step 216, loss 0.011, test 0.612
Epoch 16, step 217, loss 0.325, test 0.603
Epoch 16, step 218, loss 0.006, test 0.596
Epoch 16, step 219, loss 0.017, test 0.589
Epoch 16, step 220, loss 0.225, test 0.529
Epoch 16, step 221, loss 0.104, test 0.530
Epoch 16, step 222, loss 0.218, test 0.469
Epoch 16, step 223, loss 0.029, test 0.461
Epoch 16, step 224, loss 0.053, test 0.453
Epoch 16, step 225, loss 0.067, test 0.390
Epoch 16, step 226, loss 0.445, test 0.333
Epoch 16, step 227, loss 0.000, test 0.321
Epoch 16, step 228, loss 0.174, test 0.331
Epoch 16, step 229, loss 0.001, test 0.331
Epoch 16, step 230, loss 0.024, test 0.339
Epoch 16, step 231, loss 0.060, test 0.344
Epoch 16, step 232, loss 0.002, test 0.343
Epoch 16, step 233, loss 0.000, test 0.343
Epoch 16, step 234, loss 0.004, test 0.338
Epoch 16, step 235, loss 0.005, test 0.338
Epoch 16, step 236, loss 0.039, test 0.289
Epoch 16, step 237, loss 0.070, test 0.279
Epoch 16, step 238, loss 0.002, test 0.271
Epoch 16, step 239, loss 0.082, test 0.286
Epoch 16, step 240, loss 0.060, test 0.314
Epoch 16, step 241, loss 0.008, test 0.318
Epoch 16, step 242, loss 0.045, test 0.318
Epoch 16, step 243, loss 0.003, test 0.318
Epoch 16, step 244, loss 0.069, test 0.308
Epoch 16, step 245, loss 0.034, test 0.304
Epoch 16, step 246, loss 0.085, test 0.330
Epoch 16, step 247, loss 0.393, test 0.341
Epoch 16, step 248, loss 0.022, test 0.346
Epoch 16, step 249, loss 0.527, test 0.357
Epoch 16, step 250, loss 0.782, test 0.298
Epoch 16, step 251, loss 0.056, test 0.287
Epoch 16, step 252, loss 0.074, test 0.314
Epoch 16, step 253, loss 0.022, test 0.323
Epoch 16, step 254, loss 2.408, test 0.130
Epoch 16, step 255, loss 0.477, test 0.184
Epoch 16, step 256, loss 0.322, test 0.172
Epoch 16, step 257, loss 0.134, test 0.176
Epoch 16, step 258, loss 0.354, test 0.099
Epoch 16, step 259, loss 0.219, test 0.095
Epoch 16, step 260, loss 0.193, test 0.094
Epoch 16, step 261, loss 0.593, test 0.091
Epoch 16, step 262, loss 0.258, test 0.093
Epoch 16, step 263, loss 0.000, test 0.094
Epoch 16, step 264, loss 0.001, test 0.091
Epoch 16, step 265, loss 0.000, test 0.091
Epoch 16, step 266, loss 0.000, test 0.092
Epoch 16, step 267, loss 0.128, test 0.092
Epoch 16, step 268, loss 0.071, test 0.095
Epoch 16, step 269, loss 0.003, test 0.096
Epoch 16, step 270, loss 0.012, test 0.095
Epoch 16, step 271, loss 0.113, test 0.090
Epoch 16, step 272, loss 0.257, test 0.085
Epoch 16, step 273, loss 0.002, test 0.085
Epoch 16, step 274, loss 0.059, test 0.086
Epoch 16, step 275, loss 0.102, test 0.089
Epoch 16, step 276, loss 0.024, test 0.089
Epoch 16, step 277, loss 0.004, test 0.089
Epoch 16, step 278, loss 0.080, test 0.088
Epoch 16, step 279, loss 1.106, test 0.088
Epoch 16, step 280, loss 0.081, test 0.092
Epoch 16, step 281, loss 0.128, test 0.098
Epoch 16, step 282, loss 0.282, test 0.097
Epoch 16, step 283, loss 0.129, test 0.102
Epoch 16, step 284, loss 0.209, test 0.103
Epoch 16, step 285, loss 0.020, test 0.104
Epoch 16, step 286, loss 0.163, test 0.108
Epoch 16, step 287, loss 0.076, test 0.121
Epoch 16, step 288, loss 0.002, test 0.128
Epoch 16, step 289, loss 0.044, test 0.131
Epoch 16, step 290, loss 0.001, test 0.131
Epoch 16, step 291, loss 0.005, test 0.132
Epoch 16, step 292, loss 0.000, test 0.132
Epoch 16, step 293, loss 0.020, test 0.132
Epoch 16, step 294, loss 0.091, test 0.143
Epoch 16, step 295, loss 0.000, test 0.145
Epoch 16, step 296, loss 0.032, test 0.143
Epoch 16, step 297, loss 0.031, test 0.142
Epoch 16, step 298, loss 0.349, test 0.145
Epoch 16, step 299, loss 0.020, test 0.151
Epoch 16, step 300, loss 0.055, test 0.154
Epoch 16, step 301, loss 0.003, test 0.158
Epoch 16, step 302, loss 0.002, test 0.159
Epoch 16, step 303, loss 0.268, test 0.152
Epoch 16, step 304, loss 0.110, test 0.149
Epoch 16, step 305, loss 0.171, test 0.128
Epoch 16, step 306, loss 0.023, test 0.139
Epoch 16, step 307, loss 0.109, test 0.141
Epoch 16, step 308, loss 0.157, test 0.143
Epoch 16, step 309, loss 0.108, test 0.128
Epoch 16, step 310, loss 0.001, test 0.126
Epoch 16, step 311, loss 0.264, test 0.129
Epoch 16, step 312, loss 0.073, test 0.131
Epoch 16, step 313, loss 0.031, test 0.131
Epoch 16, step 314, loss 0.014, test 0.134
Epoch 16, step 315, loss 0.018, test 0.135
Epoch 16, step 316, loss 0.056, test 0.123
Epoch 16, step 317, loss 0.085, test 0.117
Epoch 16, step 318, loss 0.150, test 0.121
Epoch 16, step 319, loss 0.014, test 0.122
Epoch 16, step 320, loss 0.125, test 0.124
Epoch 16, step 321, loss 0.010, test 0.125
Epoch 16, step 322, loss 0.061, test 0.125
Epoch 16, step 323, loss 0.431, test 0.158
Epoch 16, step 324, loss 0.167, test 0.145
Epoch 16, step 325, loss 0.014, test 0.146
Epoch 16, step 326, loss 0.386, test 0.134
Epoch 16, step 327, loss 0.063, test 0.133
Epoch 16, step 328, loss 0.303, test 0.135
Epoch 16, step 329, loss 0.016, test 0.135
Epoch 16, step 330, loss 0.212, test 0.110
Epoch 16, step 331, loss 0.049, test 0.108
Epoch 16, step 332, loss 0.291, test 0.107
Epoch 16, step 333, loss 0.136, test 0.103
Epoch 16, step 334, loss 0.001, test 0.102
Epoch 16, step 335, loss 0.171, test 0.101
Epoch 16, step 336, loss 0.147, test 0.095
Epoch 16, step 337, loss 0.094, test 0.089
Epoch 16, step 338, loss 0.126, test 0.091
Epoch 16, step 339, loss 0.205, test 0.093
Epoch 16, step 340, loss 0.098, test 0.092
Epoch 16, step 341, loss 0.000, test 0.092
Epoch 16, step 342, loss 0.265, test 0.184
Epoch 16, step 343, loss 0.043, test 0.200
Epoch 16, step 344, loss 0.001, test 0.213
Epoch 16, step 345, loss 0.150, test 0.193
Epoch 16, step 346, loss 0.114, test 0.189
Epoch 16, step 347, loss 0.145, test 0.196
Epoch 16, step 348, loss 0.053, test 0.199
Epoch 16, step 349, loss 0.173, test 0.180
Epoch 16, step 350, loss 0.051, test 0.165
Epoch 16, step 351, loss 0.017, test 0.166
Epoch 16, step 352, loss 0.001, test 0.165
Epoch 16, step 353, loss 0.012, test 0.163
Epoch 16, step 354, loss 0.000, test 0.163
Epoch 16, step 355, loss 0.141, test 0.170
Epoch 16, step 356, loss 0.000, test 0.171
Epoch 16, step 357, loss 0.108, test 0.175
Epoch 16, step 358, loss 0.345, test 0.187
Epoch 16, step 359, loss 0.662, test 0.182
Epoch 16, step 360, loss 0.154, test 0.163
Epoch 16, step 361, loss 0.088, test 0.145
Epoch 16, step 362, loss 0.161, test 0.131
Epoch 16, step 363, loss 0.536, test 0.160
Epoch 16, step 364, loss 0.116, test 0.157
Epoch 16, step 365, loss 0.251, test 0.124
Epoch 16, step 366, loss 0.061, test 0.124
Epoch 16, step 367, loss 0.131, test 0.128
Epoch 16, step 368, loss 0.091, test 0.129
Epoch 16, step 369, loss 0.243, test 0.137
Epoch 16, step 370, loss 0.022, test 0.132
Epoch 16, step 371, loss 0.202, test 0.133
Epoch 16, step 372, loss 0.106, test 0.132
Epoch 16, step 373, loss 0.008, test 0.131
Epoch 16, step 374, loss 0.018, test 0.130
Epoch 16, step 375, loss 0.113, test 0.131
Epoch 16, step 376, loss 0.068, test 0.135
Epoch 16, step 377, loss 0.005, test 0.135
Epoch 16, step 378, loss 0.162, test 0.149
Epoch 16, step 379, loss 0.002, test 0.151
Epoch 16, step 380, loss 0.037, test 0.146
Epoch 16, step 381, loss 0.175, test 0.136
Epoch 16, step 382, loss 0.020, test 0.134
Epoch 16, step 383, loss 0.146, test 0.129
Epoch 16, step 384, loss 0.519, test 0.128
Epoch 16, step 385, loss 0.134, test 0.127
Epoch 16, step 386, loss 0.030, test 0.127
Epoch 16, step 387, loss 0.116, test 0.118
Epoch 16, step 388, loss 0.059, test 0.118
Epoch 16, step 389, loss 0.023, test 0.120
Epoch 16, step 390, loss 0.202, test 0.126
Epoch 16, step 391, loss 0.086, test 0.123
Epoch 16, step 392, loss 0.117, test 0.124
Epoch 16, step 393, loss 0.200, test 0.125
Epoch 16, step 394, loss 0.079, test 0.128
Epoch 16, step 395, loss 0.066, test 0.125
Epoch 16, step 396, loss 0.017, test 0.125
Epoch 16, step 397, loss 0.003, test 0.124
Epoch 16, step 398, loss 0.014, test 0.130
Epoch 16, step 399, loss 0.111, test 0.141
Epoch 16, step 400, loss 0.241, test 0.254
Epoch 16, step 401, loss 0.098, test 0.295
Epoch 16, step 402, loss 0.235, test 0.344
Epoch 16, step 403, loss 0.205, test 0.347
Epoch 16, step 404, loss 0.066, test 0.337
Epoch 16, step 405, loss 0.342, test 0.279
Epoch 16, step 406, loss 0.096, test 0.275
Epoch 16, step 407, loss 0.213, test 0.350
Epoch 16, step 408, loss 0.010, test 0.362
Epoch 16, step 409, loss 0.170, test 0.355
Epoch 16, step 410, loss 0.129, test 0.444
Epoch 16, step 411, loss 0.103, test 0.464
Epoch 16, step 412, loss 0.012, test 0.483
Epoch 16, step 413, loss 0.225, test 0.482
Epoch 16, step 414, loss 0.034, test 0.490
Epoch 16, step 415, loss 0.048, test 0.487
Epoch 16, step 416, loss 0.041, test 0.457
Epoch 16, step 417, loss 0.008, test 0.451
Epoch 16, step 418, loss 0.070, test 0.452
Epoch 16, step 419, loss 0.000, test 0.450
Epoch 16, step 420, loss 0.004, test 0.437
Epoch 16, step 421, loss 0.003, test 0.442
Epoch 16, step 422, loss 0.234, test 0.437
Epoch 16, step 423, loss 0.139, test 0.421
Epoch 16, step 424, loss 0.087, test 0.426
Epoch 16, step 425, loss 0.316, test 0.327
Epoch 16, step 426, loss 0.278, test 0.294
Epoch 16, step 427, loss 0.342, test 0.241
Epoch 16, step 428, loss 0.035, test 0.233
Epoch 16, step 429, loss 0.606, test 0.186
Epoch 16, step 430, loss 0.044, test 0.180
Epoch 16, step 431, loss 0.217, test 0.177
Epoch 16, step 432, loss 0.164, test 0.176
Epoch 16, step 433, loss 0.047, test 0.176
Epoch 16, step 434, loss 0.038, test 0.169
Epoch 16, step 435, loss 0.095, test 0.164
Epoch 16, step 436, loss 0.169, test 0.162
Epoch 16, step 437, loss 0.145, test 0.175
Epoch 16, step 438, loss 0.068, test 0.184
Epoch 16, step 439, loss 0.007, test 0.189
Epoch 16, step 440, loss 0.164, test 0.298
Epoch 16, step 441, loss 0.000, test 0.325
Epoch 16, step 442, loss 0.117, test 0.218
Epoch 16, step 443, loss 0.093, test 0.203
Epoch 16, step 444, loss 0.063, test 0.200
Epoch 16, step 445, loss 0.015, test 0.204
Epoch 16, step 446, loss 0.004, test 0.203
Epoch 16, step 447, loss 0.086, test 0.197
Epoch 16, step 448, loss 0.017, test 0.196
Epoch 16, step 449, loss 0.010, test 0.194
Epoch 16, step 450, loss 0.220, test 0.202
Epoch 16, step 451, loss 0.111, test 0.206
Epoch 16, step 452, loss 0.203, test 0.204
Epoch 16, step 453, loss 0.032, test 0.205
Epoch 16, step 454, loss 0.020, test 0.206
Epoch 16, step 455, loss 0.164, test 0.228
Epoch 16, step 456, loss 0.026, test 0.250
Epoch 16, step 457, loss 0.190, test 0.266
Epoch 16, step 458, loss 0.038, test 0.292
Epoch 16, step 459, loss 0.127, test 0.261
Epoch 16, step 460, loss 0.003, test 0.258
Epoch 16, step 461, loss 0.109, test 0.260
Epoch 16, step 462, loss 0.160, test 0.264
Epoch 16, step 463, loss 0.192, test 0.268
Epoch 16, step 464, loss 0.011, test 0.258
Epoch 16, step 465, loss 0.003, test 0.258
Epoch 16, step 466, loss 0.005, test 0.262
Epoch 16, step 467, loss 0.110, test 0.260
Epoch 16, step 468, loss 0.461, test 0.255
Epoch 16, step 469, loss 0.020, test 0.251
Epoch 16, step 470, loss 0.043, test 0.260
Epoch 16, step 471, loss 0.028, test 0.255
Epoch 16, step 472, loss 0.033, test 0.247
Epoch 16, step 473, loss 0.000, test 0.246
Epoch 16, step 474, loss 0.008, test 0.246
Epoch 16, step 475, loss 0.081, test 0.290
Epoch 16, step 476, loss 0.010, test 0.305
Epoch 16, step 477, loss 0.038, test 0.322
Epoch 16, step 478, loss 0.194, test 0.290
Epoch 16, step 479, loss 0.008, test 0.291
Epoch 16, step 480, loss 0.128, test 0.292
Epoch 16, step 481, loss 0.001, test 0.293
Epoch 16, step 482, loss 1.255, test 0.219
Epoch 16, step 483, loss 0.245, test 0.173
Epoch 16, step 484, loss 0.076, test 0.165
Epoch 16, step 485, loss 0.167, test 0.165
Epoch 16, step 486, loss 0.243, test 0.164
Epoch 16, step 487, loss 0.000, test 0.164
Epoch 16, step 488, loss 0.114, test 0.226
Epoch 16, step 489, loss 0.315, test 0.258
Epoch 16, step 490, loss 2.187, test 0.134
Epoch 16, step 491, loss 0.006, test 0.168
Epoch 16, step 492, loss 0.452, test 0.183
Epoch 16, step 493, loss 0.452, test 0.188
Epoch 16, step 494, loss 0.009, test 0.190
Epoch 16, step 495, loss 0.271, test 0.184
Epoch 16, step 496, loss 0.062, test 0.192
Epoch 16, step 497, loss 0.138, test 0.201
Epoch 16, step 498, loss 1.444, test 0.246
Epoch 16, step 499, loss 0.463, test 0.091
Epoch 16, step 500, loss 0.000, test 0.085
Epoch 16, step 501, loss 0.029, test 0.085
Epoch 16, step 502, loss 0.151, test 0.086
Epoch 16, step 503, loss 0.005, test 0.086
Epoch 16, step 504, loss 0.001, test 0.086
Epoch 16, step 505, loss 0.145, test 0.087
Epoch 16, step 506, loss 0.002, test 0.087
Epoch 16, step 507, loss 0.117, test 0.087
Epoch 16, step 508, loss 0.009, test 0.087
Epoch 16, step 509, loss 0.051, test 0.087
Epoch 16, step 510, loss 0.241, test 0.084
Epoch 16, step 511, loss 0.001, test 0.084
Epoch 16, step 512, loss 0.127, test 0.089
Epoch 16, step 513, loss 0.039, test 0.091
Epoch 16, step 514, loss 0.261, test 0.100
Epoch 16, step 515, loss 0.036, test 0.102
Epoch 16, step 516, loss 0.008, test 0.103
Epoch 16, step 517, loss 0.249, test 0.103
Epoch 16, step 518, loss 0.006, test 0.106
Epoch 16, step 519, loss 0.079, test 0.103
Epoch 16, step 520, loss 0.047, test 0.106
Epoch 16, step 521, loss 0.018, test 0.106
Epoch 16, step 522, loss 0.001, test 0.106
Epoch 16, step 523, loss 0.045, test 0.107
Epoch 16, step 524, loss 0.009, test 0.109
Epoch 16, step 525, loss 0.129, test 0.108
Epoch 16, step 526, loss 0.133, test 0.115
Epoch 16, step 527, loss 0.162, test 0.117
Epoch 16, step 528, loss 0.000, test 0.118
Epoch 16, step 529, loss 0.005, test 0.122
Epoch 16, step 530, loss 0.024, test 0.110
Epoch 16, step 531, loss 0.026, test 0.107
Epoch 16, step 532, loss 0.092, test 0.106
Epoch 16, step 533, loss 0.305, test 0.121
Epoch 16, step 534, loss 0.044, test 0.125
Epoch 16, step 535, loss 0.013, test 0.129
Epoch 16, step 536, loss 0.064, test 0.134
Epoch 16, step 537, loss 0.031, test 0.136
Epoch 16, step 538, loss 0.192, test 0.152
Epoch 16, step 539, loss 0.166, test 0.152
Epoch 16, step 540, loss 0.099, test 0.155
Epoch 16, step 541, loss 0.009, test 0.157
Epoch 16, step 542, loss 0.012, test 0.147
Epoch 16, step 543, loss 0.007, test 0.147
Epoch 16, step 544, loss 0.004, test 0.142
Epoch 16, step 545, loss 0.003, test 0.140
Epoch 16, step 546, loss 0.098, test 0.141
Epoch 16, step 547, loss 0.000, test 0.141
Epoch 16, step 548, loss 0.001, test 0.141
Epoch 16, step 549, loss 0.127, test 0.192
Epoch 16, step 550, loss 0.107, test 0.197
Epoch 16, step 551, loss 0.010, test 0.201
Epoch 16, step 552, loss 0.008, test 0.202
Epoch 16, step 553, loss 0.157, test 0.193
Epoch 16, step 554, loss 0.139, test 0.189
Epoch 16, step 555, loss 0.012, test 0.184
Epoch 16, step 556, loss 0.064, test 0.181
Epoch 16, step 557, loss 0.007, test 0.181
Epoch 16, step 558, loss 0.153, test 0.178
Epoch 16, step 559, loss 0.251, test 0.144
Epoch 16, step 560, loss 0.011, test 0.129
Epoch 16, step 561, loss 0.053, test 0.124
Epoch 16, step 562, loss 0.263, test 0.120
Epoch 16, step 563, loss 0.004, test 0.119
Epoch 16, step 564, loss 0.023, test 0.121
Epoch 16, step 565, loss 0.018, test 0.118
Epoch 16, step 566, loss 0.007, test 0.115
Epoch 16, step 567, loss 0.245, test 0.126
Epoch 16, step 568, loss 0.141, test 0.123
Epoch 16, step 569, loss 0.012, test 0.119
Epoch 16, step 570, loss 0.035, test 0.118
Epoch 16, step 571, loss 0.323, test 0.129
Epoch 16, step 572, loss 0.469, test 0.136
Epoch 16, step 573, loss 0.029, test 0.126
Epoch 16, step 574, loss 0.005, test 0.122
Epoch 16, step 575, loss 0.104, test 0.080
Epoch 16, step 576, loss 0.003, test 0.078
Epoch 16, step 577, loss 0.027, test 0.077
Epoch 16, step 578, loss 0.000, test 0.077
Epoch 16, step 579, loss 0.021, test 0.077
Epoch 16, step 580, loss 0.130, test 0.084
Epoch 16, step 581, loss 0.008, test 0.087
Epoch 16, step 582, loss 0.017, test 0.090
Epoch 16, step 583, loss 0.242, test 0.084
Epoch 16, step 584, loss 0.124, test 0.085
Epoch 16, step 585, loss 0.133, test 0.084
Epoch 16, step 586, loss 0.105, test 0.086
Epoch 16, step 587, loss 0.009, test 0.088
Epoch 16, step 588, loss 0.043, test 0.088
Epoch 16, step 589, loss 0.000, test 0.087
Epoch 16, step 590, loss 0.121, test 0.098
Epoch 16, step 591, loss 0.445, test 0.098
Epoch 16, step 592, loss 0.019, test 0.097
Epoch 16, step 593, loss 0.319, test 0.088
Epoch 16, step 594, loss 0.389, test 0.088
Epoch 16, step 595, loss 0.003, test 0.088
Epoch 16, step 596, loss 0.021, test 0.087
Epoch 16, step 597, loss 0.056, test 0.086
Epoch 16, step 598, loss 0.072, test 0.086
Epoch 16, step 599, loss 0.047, test 0.086
Epoch 16, step 600, loss 0.000, test 0.086
Epoch 16, step 601, loss 0.060, test 0.083
Epoch 16, step 602, loss 0.061, test 0.080
Epoch 16, step 603, loss 0.155, test 0.081
Epoch 16, step 604, loss 0.065, test 0.084
Epoch 16, step 605, loss 0.688, test 0.084
Epoch 16, step 606, loss 0.091, test 0.085
Epoch 16, step 607, loss 0.385, test 0.085
Epoch 16, step 608, loss 0.002, test 0.086
Epoch 16, step 609, loss 0.195, test 0.093
Epoch 16, step 610, loss 0.040, test 0.100
Epoch 16, step 611, loss 0.361, test 0.091
Epoch 16, step 612, loss 0.007, test 0.092
Epoch 16, step 613, loss 0.001, test 0.093
Epoch 16, step 614, loss 0.004, test 0.093
Epoch 16, step 615, loss 0.083, test 0.092
Epoch 16, step 616, loss 0.514, test 0.089
Epoch 16, step 617, loss 0.117, test 0.093
Epoch 16, step 618, loss 0.165, test 0.094
Epoch 16, step 619, loss 0.481, test 0.121
Epoch 16, step 620, loss 0.006, test 0.128
Epoch 16, step 621, loss 0.072, test 0.130
Epoch 16, step 622, loss 1.249, test 0.118
Epoch 16, step 623, loss 0.157, test 0.121
Epoch 16, step 624, loss 0.143, test 0.113
Epoch 16, step 625, loss 0.138, test 0.116
Epoch 16, step 626, loss 0.008, test 0.115
Epoch 16, step 627, loss 0.092, test 0.117
Epoch 16, step 628, loss 0.008, test 0.115
Epoch 16, step 629, loss 0.040, test 0.114
Epoch 16, step 630, loss 0.037, test 0.120
Epoch 16, step 631, loss 0.134, test 0.155
Epoch 16, step 632, loss 0.133, test 0.170
Epoch 16, step 633, loss 0.158, test 0.135
Epoch 16, step 634, loss 0.099, test 0.138
Epoch 16, step 635, loss 0.004, test 0.137
Epoch 16, step 636, loss 0.045, test 0.124
Epoch 16, step 637, loss 0.008, test 0.121
Epoch 16, step 638, loss 0.123, test 0.122
Epoch 16, step 639, loss 0.013, test 0.135
Epoch 16, step 640, loss 0.032, test 0.146
Epoch 16, step 641, loss 0.044, test 0.147
Epoch 16, step 642, loss 0.002, test 0.149
Epoch 16, step 643, loss 0.360, test 0.124
Epoch 16, step 644, loss 0.143, test 0.119
Epoch 16, step 645, loss 0.045, test 0.122
Epoch 16, step 646, loss 0.136, test 0.159
Epoch 16, step 647, loss 0.465, test 0.174
Epoch 16, step 648, loss 0.059, test 0.177
Epoch 16, step 649, loss 0.255, test 0.122
Epoch 16, step 650, loss 0.033, test 0.115
Epoch 16, step 651, loss 0.083, test 0.113
Epoch 16, step 652, loss 0.016, test 0.110
Epoch 16, step 653, loss 0.593, test 0.095
Epoch 16, step 654, loss 0.003, test 0.093
Epoch 16, step 655, loss 0.081, test 0.091
Epoch 16, step 656, loss 0.051, test 0.091
Epoch 16, step 657, loss 0.033, test 0.102
Epoch 16, step 658, loss 0.139, test 0.106
Epoch 16, step 659, loss 0.005, test 0.107
Epoch 16, step 660, loss 0.083, test 0.112
Epoch 16, step 661, loss 0.000, test 0.112
Epoch 16, step 662, loss 0.055, test 0.110
Epoch 16, step 663, loss 0.041, test 0.113
Epoch 16, step 664, loss 0.025, test 0.111
Epoch 16, step 665, loss 0.350, test 0.117
Epoch 16, step 666, loss 0.201, test 0.146
Epoch 16, step 667, loss 0.879, test 0.131
Epoch 16, step 668, loss 0.281, test 0.105
Epoch 16, step 669, loss 0.007, test 0.100
Epoch 16, step 670, loss 0.027, test 0.100
Epoch 16, step 671, loss 0.006, test 0.099
Epoch 16, step 672, loss 0.012, test 0.111
Epoch 16, step 673, loss 0.004, test 0.114
Epoch 16, step 674, loss 0.021, test 0.117
Epoch 16, step 675, loss 0.160, test 0.150
Epoch 16, step 676, loss 0.046, test 0.151
Epoch 16, step 677, loss 0.000, test 0.153
Epoch 16, step 678, loss 0.018, test 0.158
Epoch 16, step 679, loss 0.015, test 0.157
Epoch 16, step 680, loss 0.026, test 0.156
Epoch 16, step 681, loss 0.013, test 0.155
Epoch 16, step 682, loss 0.029, test 0.158
Epoch 16, step 683, loss 0.020, test 0.156
Epoch 16, step 684, loss 0.093, test 0.154
Epoch 16, step 685, loss 0.054, test 0.136
Epoch 16, step 686, loss 0.237, test 0.111
Epoch 16, step 687, loss 0.549, test 0.115
Epoch 16, step 688, loss 0.347, test 0.120
Epoch 16, step 689, loss 0.015, test 0.128
Epoch 16, step 690, loss 0.052, test 0.141
Epoch 16, step 691, loss 0.000, test 0.146
Epoch 16, step 692, loss 0.155, test 0.143
Epoch 16, step 693, loss 0.024, test 0.144
Epoch 16, step 694, loss 0.065, test 0.141
Epoch 16, step 695, loss 0.369, test 0.142
Epoch 16, step 696, loss 0.086, test 0.142
Epoch 16, step 697, loss 0.029, test 0.138
Epoch 16, step 698, loss 0.495, test 0.140
Epoch 16, step 699, loss 0.090, test 0.141
Epoch 16, step 700, loss 0.206, test 0.136
Epoch 16, step 701, loss 0.049, test 0.123
Epoch 16, step 702, loss 0.100, test 0.124
Epoch 16, step 703, loss 0.088, test 0.122
Epoch 16, step 704, loss 0.019, test 0.124
Epoch 16, step 705, loss 0.089, test 0.123
Epoch 16, step 706, loss 0.000, test 0.123
Epoch 16, step 707, loss 0.052, test 0.123
Epoch 16, step 708, loss 0.000, test 0.123
Epoch 16, step 709, loss 0.012, test 0.123
Epoch 16, step 710, loss 0.006, test 0.125
Epoch 16, step 711, loss 0.022, test 0.124
Epoch 16, step 712, loss 0.016, test 0.124
Epoch 16, step 713, loss 0.211, test 0.127
Epoch 16, step 714, loss 0.118, test 0.129
Epoch 16, step 715, loss 0.049, test 0.129
Epoch 16, step 716, loss 0.160, test 0.132
Epoch 16, step 717, loss 0.041, test 0.132
Epoch 16, step 718, loss 0.011, test 0.132
Epoch 16, step 719, loss 0.064, test 0.121
Epoch 16, step 720, loss 0.135, test 0.125
Epoch 16, step 721, loss 0.249, test 0.116
Epoch 16, step 722, loss 0.033, test 0.115
Epoch 16, step 723, loss 0.010, test 0.116
Epoch 16, step 724, loss 0.036, test 0.117
Epoch 16, step 725, loss 0.267, test 0.114
Epoch 16, step 726, loss 0.139, test 0.105
Epoch 16, step 727, loss 0.264, test 0.112
Epoch 16, step 728, loss 0.007, test 0.113
Epoch 16, step 729, loss 0.102, test 0.112
Epoch 16, step 730, loss 0.468, test 0.104
Epoch 16, step 731, loss 0.106, test 0.108
Epoch 16, step 732, loss 0.351, test 0.109
Epoch 16, step 733, loss 0.002, test 0.110
Epoch 16, step 734, loss 0.046, test 0.108
Epoch 16, step 735, loss 0.139, test 0.109
Epoch 16, step 736, loss 0.193, test 0.108
Epoch 16, step 737, loss 0.161, test 0.107
Epoch 16, step 738, loss 0.018, test 0.108
Epoch 16, step 739, loss 0.300, test 0.109
Epoch 16, step 740, loss 0.007, test 0.109
Epoch 16, step 741, loss 0.007, test 0.109
Epoch 16, step 742, loss 0.011, test 0.106
Epoch 16, step 743, loss 0.034, test 0.105
Epoch 16, step 744, loss 0.000, test 0.107
Epoch 16, step 745, loss 0.031, test 0.107
Epoch 16, step 746, loss 0.002, test 0.108
Epoch 16, step 747, loss 0.088, test 0.107
Epoch 16, step 748, loss 0.279, test 0.113
Epoch 16, step 749, loss 0.226, test 0.105
Epoch 16, step 750, loss 0.332, test 0.101
Epoch 16, step 751, loss 0.000, test 0.100
Epoch 16, step 752, loss 0.461, test 0.109
Epoch 16, step 753, loss 0.045, test 0.152
Epoch 16, step 754, loss 0.183, test 0.182
Epoch 16, step 755, loss 0.197, test 0.189
Epoch 16, step 756, loss 0.158, test 0.186
Epoch 16, step 757, loss 0.077, test 0.190
Epoch 16, step 758, loss 0.176, test 0.182
Epoch 16, step 759, loss 0.054, test 0.167
Epoch 16, step 760, loss 0.047, test 0.171
Epoch 16, step 761, loss 0.003, test 0.173
Epoch 16, step 762, loss 0.032, test 0.139
Epoch 16, step 763, loss 0.314, test 0.100
Epoch 16, step 764, loss 0.009, test 0.093
Epoch 16, step 765, loss 0.037, test 0.091
Epoch 16, step 766, loss 0.177, test 0.089
Epoch 16, step 767, loss 0.056, test 0.087
Epoch 16, step 768, loss 0.001, test 0.086
Epoch 16, step 769, loss 0.071, test 0.085
Epoch 16, step 770, loss 0.258, test 0.088
Epoch 16, step 771, loss 0.036, test 0.088
Epoch 16, step 772, loss 0.614, test 0.082
Epoch 16, step 773, loss 0.292, test 0.135
Epoch 16, step 774, loss 0.179, test 0.156
Epoch 16, step 775, loss 0.001, test 0.165
Epoch 16, step 776, loss 0.300, test 0.254
Epoch 16, step 777, loss 0.074, test 0.277
Epoch 16, step 778, loss 0.173, test 0.274
Epoch 16, step 779, loss 0.109, test 0.262
Epoch 16, step 780, loss 0.586, test 0.159
Epoch 16, step 781, loss 0.013, test 0.133
Epoch 16, step 782, loss 0.000, test 0.126
Epoch 16, step 783, loss 0.056, test 0.126
Epoch 16, step 784, loss 0.017, test 0.132
Epoch 16, step 785, loss 0.034, test 0.134
Epoch 16, step 786, loss 0.201, test 0.197
Epoch 16, step 787, loss 0.001, test 0.212
Epoch 16, step 788, loss 0.108, test 0.192
Epoch 16, step 789, loss 0.101, test 0.196
Epoch 16, step 790, loss 0.634, test 0.112
Epoch 16, step 791, loss 0.006, test 0.108
Epoch 16, step 792, loss 0.050, test 0.107
Epoch 16, step 793, loss 0.076, test 0.104
Epoch 16, step 794, loss 0.053, test 0.103
Epoch 16, step 795, loss 0.033, test 0.106
Epoch 16, step 796, loss 0.059, test 0.105
Epoch 16, step 797, loss 0.009, test 0.105
Epoch 16, step 798, loss 0.311, test 0.103
Epoch 16, step 799, loss 0.020, test 0.107
Epoch 16, step 800, loss 0.157, test 0.107
Epoch 16, step 801, loss 0.027, test 0.106
Epoch 16, step 802, loss 0.000, test 0.106
Epoch 16, step 803, loss 0.098, test 0.109
Epoch 16, step 804, loss 0.044, test 0.111
Epoch 16, step 805, loss 0.020, test 0.113
Epoch 16, step 806, loss 0.071, test 0.112
Epoch 16, step 807, loss 0.066, test 0.109
Epoch 16, step 808, loss 0.523, test 0.112
Epoch 16, step 809, loss 0.000, test 0.112
Epoch 16, step 810, loss 0.012, test 0.113
Epoch 16, step 811, loss 0.021, test 0.113
Epoch 16, step 812, loss 0.014, test 0.114
Epoch 16, step 813, loss 0.199, test 0.113
Epoch 16, step 814, loss 0.015, test 0.113
Epoch 16, step 815, loss 0.032, test 0.112
Epoch 16, step 816, loss 0.337, test 0.116
Epoch 16, step 817, loss 0.052, test 0.129
Epoch 16, step 818, loss 0.006, test 0.135
Epoch 16, step 819, loss 0.078, test 0.131
Epoch 16, step 820, loss 0.014, test 0.110
Epoch 16, step 821, loss 0.049, test 0.107
Epoch 16, step 822, loss 0.020, test 0.111
Epoch 16, step 823, loss 0.260, test 0.112
Epoch 16, step 824, loss 1.715, test 0.107
Epoch 16, step 825, loss 0.019, test 0.100
Epoch 16, step 826, loss 0.252, test 0.092
Epoch 16, step 827, loss 0.068, test 0.094
Epoch 16, step 828, loss 0.391, test 0.094
Epoch 16, step 829, loss 0.009, test 0.094
Epoch 16, step 830, loss 0.027, test 0.094
Epoch 16, step 831, loss 0.495, test 0.097
Epoch 16, step 832, loss 0.263, test 0.099
Epoch 16, step 833, loss 0.032, test 0.094
Epoch 16, step 834, loss 0.031, test 0.100
Epoch 16, step 835, loss 0.123, test 0.100
Epoch 16, step 836, loss 0.024, test 0.102
Epoch 16, step 837, loss 0.140, test 0.115
Epoch 16, step 838, loss 0.035, test 0.118
Epoch 16, step 839, loss 0.158, test 0.116
Epoch 16, step 840, loss 0.050, test 0.117
Epoch 16, step 841, loss 0.116, test 0.116
Epoch 16, step 842, loss 0.111, test 0.119
Epoch 16, step 843, loss 0.466, test 0.125
Epoch 16, step 844, loss 0.028, test 0.111
Epoch 16, step 845, loss 0.003, test 0.110
Epoch 16, step 846, loss 0.065, test 0.102
Epoch 16, step 847, loss 0.001, test 0.101
Epoch 16, step 848, loss 0.458, test 0.104
Epoch 16, step 849, loss 0.030, test 0.104
Epoch 16, step 850, loss 0.083, test 0.090
Epoch 16, step 851, loss 0.372, test 0.086
Epoch 16, step 852, loss 0.000, test 0.085
Epoch 16, step 853, loss 0.064, test 0.087
Epoch 16, step 854, loss 0.035, test 0.088
Epoch 16, step 855, loss 0.140, test 0.088
Epoch 16, step 856, loss 0.021, test 0.089
Epoch 16, step 857, loss 0.197, test 0.097
Epoch 16, step 858, loss 0.173, test 0.088
Epoch 16, step 859, loss 0.215, test 0.088
Epoch 16, step 860, loss 0.018, test 0.087
Epoch 16, step 861, loss 0.001, test 0.087
Epoch 16, step 862, loss 0.013, test 0.088
Epoch 16, step 863, loss 0.065, test 0.088
Epoch 16, step 864, loss 0.002, test 0.088
Epoch 16, step 865, loss 0.003, test 0.088
Epoch 16, step 866, loss 0.064, test 0.087
Epoch 16, step 867, loss 0.037, test 0.088
Epoch 16, step 868, loss 0.340, test 0.089
Epoch 16, step 869, loss 0.014, test 0.090
Epoch 16, step 870, loss 0.318, test 0.085
Epoch 16, step 871, loss 0.017, test 0.084
Epoch 16, step 872, loss 0.219, test 0.081
Epoch 16, step 873, loss 0.006, test 0.080
Epoch 16, step 874, loss 0.000, test 0.080
Epoch 16, step 875, loss 0.017, test 0.079
Epoch 16, step 876, loss 0.142, test 0.079
Epoch 16, step 877, loss 0.230, test 0.080
Epoch 16, step 878, loss 0.399, test 0.080
Epoch 16, step 879, loss 0.002, test 0.080
Epoch 16, step 880, loss 0.253, test 0.078
Epoch 16, step 881, loss 0.014, test 0.079
Epoch 16, step 882, loss 0.401, test 0.076
Epoch 16, step 883, loss 0.077, test 0.077
Epoch 16, step 884, loss 0.056, test 0.076
Epoch 16, step 885, loss 0.515, test 0.081
Epoch 16, step 886, loss 0.068, test 0.087
Epoch 16, step 887, loss 0.188, test 0.083
Epoch 16, step 888, loss 0.005, test 0.083
Epoch 16, step 889, loss 0.014, test 0.084
Epoch 16, step 890, loss 0.318, test 0.077
Epoch 16, step 891, loss 0.407, test 0.075
Epoch 16, step 892, loss 0.352, test 0.074
Epoch 16, step 893, loss 0.079, test 0.075
Epoch 16, step 894, loss 0.310, test 0.074
Epoch 16, step 895, loss 0.045, test 0.074
Epoch 16, step 896, loss 0.268, test 0.074
Epoch 16, step 897, loss 0.021, test 0.074
Epoch 16, step 898, loss 0.000, test 0.074
Epoch 16, step 899, loss 0.080, test 0.074
Epoch 16, step 900, loss 0.005, test 0.075
Epoch 16, step 901, loss 0.300, test 0.074
Epoch 16, step 902, loss 0.008, test 0.075
Epoch 16, step 903, loss 0.007, test 0.075
Epoch 16, step 904, loss 0.301, test 0.076
Epoch 16, step 905, loss 0.000, test 0.077
Epoch 16, step 906, loss 0.003, test 0.077
Epoch 16, step 907, loss 0.011, test 0.077
Epoch 16, step 908, loss 0.027, test 0.077
Epoch 16, step 909, loss 0.245, test 0.077
Epoch 16, step 910, loss 0.015, test 0.077
Epoch 16, step 911, loss 0.000, test 0.077
Epoch 16, step 912, loss 0.048, test 0.077
Epoch 16, step 913, loss 0.165, test 0.078
Epoch 16, step 914, loss 0.203, test 0.080
Epoch 16, step 915, loss 0.267, test 0.107
Epoch 16, step 916, loss 0.170, test 0.109
Epoch 16, step 917, loss 0.426, test 0.082
Epoch 16, step 918, loss 0.006, test 0.091
Epoch 16, step 919, loss 0.280, test 0.095
Epoch 16, step 920, loss 0.046, test 0.099
Epoch 16, step 921, loss 0.011, test 0.100
Epoch 16, step 922, loss 0.103, test 0.106
Epoch 16, step 923, loss 0.140, test 0.121
Epoch 16, step 924, loss 0.032, test 0.126
Epoch 16, step 925, loss 0.131, test 0.137
Epoch 16, step 926, loss 0.029, test 0.141
Epoch 16, step 927, loss 0.051, test 0.166
Epoch 16, step 928, loss 0.244, test 0.158
Epoch 16, step 929, loss 0.154, test 0.162
Epoch 16, step 930, loss 0.034, test 0.146
Epoch 16, step 931, loss 0.085, test 0.131
Epoch 16, step 932, loss 0.237, test 0.132
Epoch 16, step 933, loss 0.144, test 0.153
Epoch 16, step 934, loss 0.030, test 0.148
Epoch 16, step 935, loss 0.055, test 0.155
Epoch 16, step 936, loss 0.039, test 0.138
Epoch 16, step 937, loss 0.002, test 0.135
Epoch 16, step 938, loss 0.937, test 0.104
Epoch 16, step 939, loss 0.108, test 0.134
Epoch 16, step 940, loss 0.365, test 0.149
Epoch 16, step 941, loss 0.192, test 0.148
Epoch 16, step 942, loss 0.339, test 0.168
Epoch 16, step 943, loss 0.011, test 0.181
Epoch 16, step 944, loss 0.020, test 0.186
Epoch 16, step 945, loss 0.382, test 0.196
Epoch 16, step 946, loss 0.168, test 0.185
Epoch 16, step 947, loss 0.052, test 0.174
Epoch 16, step 948, loss 0.085, test 0.170
Epoch 16, step 949, loss 0.001, test 0.169
Epoch 16, step 950, loss 0.592, test 0.109
Epoch 16, step 951, loss 0.037, test 0.103
Epoch 16, step 952, loss 0.127, test 0.085
Epoch 16, step 953, loss 0.661, test 0.077
Epoch 16, step 954, loss 0.064, test 0.079
Epoch 16, step 955, loss 0.014, test 0.080
Epoch 16, step 956, loss 0.052, test 0.080
Epoch 16, step 957, loss 0.765, test 0.081
Epoch 16, step 958, loss 0.043, test 0.082
Epoch 16, step 959, loss 0.027, test 0.084
Epoch 16, step 960, loss 0.006, test 0.085
Epoch 16, step 961, loss 0.165, test 0.085
Epoch 16, step 962, loss 0.081, test 0.085
Epoch 16, step 963, loss 0.000, test 0.085
Epoch 16, step 964, loss 0.341, test 0.086
Epoch 16, step 965, loss 0.056, test 0.086
Epoch 16, step 966, loss 0.011, test 0.087
Epoch 16, step 967, loss 0.098, test 0.086
Epoch 16, step 968, loss 0.001, test 0.086
Epoch 16, step 969, loss 0.025, test 0.086
Epoch 16, step 970, loss 0.073, test 0.086
Epoch 16, step 971, loss 0.043, test 0.095
Epoch 16, step 972, loss 0.021, test 0.091
Epoch 16, step 973, loss 0.009, test 0.090
Epoch 16, step 974, loss 0.085, test 0.091
Epoch 16, step 975, loss 0.236, test 0.096
Epoch 16, step 976, loss 0.268, test 0.079
Epoch 16, step 977, loss 0.194, test 0.078
Epoch 16, step 978, loss 0.018, test 0.077
Epoch 16, step 979, loss 0.206, test 0.082
Epoch 16, step 980, loss 0.120, test 0.089
Epoch 16, step 981, loss 0.043, test 0.091
Epoch 16, step 982, loss 0.035, test 0.092
Epoch 16, step 983, loss 0.119, test 0.092
Epoch 16, step 984, loss 0.003, test 0.091
Epoch 16, step 985, loss 0.020, test 0.091
Epoch 16, step 986, loss 0.103, test 0.086
Epoch 16, step 987, loss 0.011, test 0.084
Epoch 16, step 988, loss 0.000, test 0.084
Epoch 16, step 989, loss 0.011, test 0.085
Epoch 16, step 990, loss 0.012, test 0.085
Epoch 16, step 991, loss 0.002, test 0.084
Epoch 16, step 992, loss 0.030, test 0.083
Epoch 16, step 993, loss 0.005, test 0.082
Epoch 16, step 994, loss 0.127, test 0.093
Epoch 16, step 995, loss 0.060, test 0.098
Epoch 16, step 996, loss 0.006, test 0.100
Epoch 16, step 997, loss 0.227, test 0.106
Epoch 16, step 998, loss 0.248, test 0.097
Epoch 16, step 999, loss 0.009, test 0.092
Epoch 17, step 0, loss 0.039, test 0.106
Epoch 17, step 1, loss 0.000, test 0.107
Epoch 17, step 2, loss 0.006, test 0.106
Epoch 17, step 3, loss 0.082, test 0.102
Epoch 17, step 4, loss 0.066, test 0.100
Epoch 17, step 5, loss 0.000, test 0.099
Epoch 17, step 6, loss 0.047, test 0.095
Epoch 17, step 7, loss 0.189, test 0.096
Epoch 17, step 8, loss 0.047, test 0.103
Epoch 17, step 9, loss 0.012, test 0.104
Epoch 17, step 10, loss 0.174, test 0.114
Epoch 17, step 11, loss 0.033, test 0.108
Epoch 17, step 12, loss 0.073, test 0.146
Epoch 17, step 13, loss 0.001, test 0.155
Epoch 17, step 14, loss 0.062, test 0.156
Epoch 17, step 15, loss 0.314, test 0.153
Epoch 17, step 16, loss 0.160, test 0.142
Epoch 17, step 17, loss 0.325, test 0.100
Epoch 17, step 18, loss 0.000, test 0.095
Epoch 17, step 19, loss 0.014, test 0.093
Epoch 17, step 20, loss 0.068, test 0.091
Epoch 17, step 21, loss 0.117, test 0.091
Epoch 17, step 22, loss 0.000, test 0.091
Epoch 17, step 23, loss 0.119, test 0.188
Epoch 17, step 24, loss 0.001, test 0.212
Epoch 17, step 25, loss 0.006, test 0.224
Epoch 17, step 26, loss 0.249, test 0.200
Epoch 17, step 27, loss 0.022, test 0.197
Epoch 17, step 28, loss 0.132, test 0.206
Epoch 17, step 29, loss 0.203, test 0.197
Epoch 17, step 30, loss 0.465, test 0.205
Epoch 17, step 31, loss 0.008, test 0.206
Epoch 17, step 32, loss 0.217, test 0.218
Epoch 17, step 33, loss 0.176, test 0.213
Epoch 17, step 34, loss 0.026, test 0.212
Epoch 17, step 35, loss 0.074, test 0.265
Epoch 17, step 36, loss 0.277, test 0.284
Epoch 17, step 37, loss 0.298, test 0.285
Epoch 17, step 38, loss 0.002, test 0.289
Epoch 17, step 39, loss 0.022, test 0.280
Epoch 17, step 40, loss 0.050, test 0.260
Epoch 17, step 41, loss 0.001, test 0.258
Epoch 17, step 42, loss 0.003, test 0.254
Epoch 17, step 43, loss 0.023, test 0.225
Epoch 17, step 44, loss 0.002, test 0.218
Epoch 17, step 45, loss 0.042, test 0.196
Epoch 17, step 46, loss 0.013, test 0.193
Epoch 17, step 47, loss 0.020, test 0.182
Epoch 17, step 48, loss 0.016, test 0.173
Epoch 17, step 49, loss 0.127, test 0.143
Epoch 17, step 50, loss 0.328, test 0.126
Epoch 17, step 51, loss 0.017, test 0.122
Epoch 17, step 52, loss 0.003, test 0.120
Epoch 17, step 53, loss 0.013, test 0.117
Epoch 17, step 54, loss 0.264, test 0.114
Epoch 17, step 55, loss 0.000, test 0.114
Epoch 17, step 56, loss 0.435, test 0.112
Epoch 17, step 57, loss 0.337, test 0.111
Epoch 17, step 58, loss 0.127, test 0.111
Epoch 17, step 59, loss 0.057, test 0.111
Epoch 17, step 60, loss 0.043, test 0.116
Epoch 17, step 61, loss 0.413, test 0.087
Epoch 17, step 62, loss 0.001, test 0.096
Epoch 17, step 63, loss 0.015, test 0.101
Epoch 17, step 64, loss 0.090, test 0.079
Epoch 17, step 65, loss 0.003, test 0.078
Epoch 17, step 66, loss 0.003, test 0.078
Epoch 17, step 67, loss 0.000, test 0.079
Epoch 17, step 68, loss 0.039, test 0.079
Epoch 17, step 69, loss 0.017, test 0.080
Epoch 17, step 70, loss 0.029, test 0.081
Epoch 17, step 71, loss 0.035, test 0.080
Epoch 17, step 72, loss 0.280, test 0.088
Epoch 17, step 73, loss 0.111, test 0.092
Epoch 17, step 74, loss 0.005, test 0.093
Epoch 17, step 75, loss 0.024, test 0.091
Epoch 17, step 76, loss 0.038, test 0.087
Epoch 17, step 77, loss 0.025, test 0.086
Epoch 17, step 78, loss 0.033, test 0.091
Epoch 17, step 79, loss 0.241, test 0.083
Epoch 17, step 80, loss 0.049, test 0.082
Epoch 17, step 81, loss 0.161, test 0.087
Epoch 17, step 82, loss 0.038, test 0.092
Epoch 17, step 83, loss 0.041, test 0.080
Epoch 17, step 84, loss 0.156, test 0.081
Epoch 17, step 85, loss 0.042, test 0.082
Epoch 17, step 86, loss 0.098, test 0.081
Epoch 17, step 87, loss 0.171, test 0.084
Epoch 17, step 88, loss 0.014, test 0.085
Epoch 17, step 89, loss 0.037, test 0.088
Epoch 17, step 90, loss 0.018, test 0.087
Epoch 17, step 91, loss 0.174, test 0.082
Epoch 17, step 92, loss 0.064, test 0.080
Epoch 17, step 93, loss 0.031, test 0.081
Epoch 17, step 94, loss 0.129, test 0.080
Epoch 17, step 95, loss 0.145, test 0.079
Epoch 17, step 96, loss 0.001, test 0.078
Epoch 17, step 97, loss 0.091, test 0.078
Epoch 17, step 98, loss 0.066, test 0.078
Epoch 17, step 99, loss 0.074, test 0.079
Epoch 17, step 100, loss 0.526, test 0.077
Epoch 17, step 101, loss 0.128, test 0.078
Epoch 17, step 102, loss 0.001, test 0.078
Epoch 17, step 103, loss 0.084, test 0.077
Epoch 17, step 104, loss 0.000, test 0.077
Epoch 17, step 105, loss 0.238, test 0.078
Epoch 17, step 106, loss 0.265, test 0.080
Epoch 17, step 107, loss 0.035, test 0.079
Epoch 17, step 108, loss 0.006, test 0.079
Epoch 17, step 109, loss 0.035, test 0.079
Epoch 17, step 110, loss 0.036, test 0.079
Epoch 17, step 111, loss 0.006, test 0.079
Epoch 17, step 112, loss 0.018, test 0.081
Epoch 17, step 113, loss 0.000, test 0.081
Epoch 17, step 114, loss 0.329, test 0.081
Epoch 17, step 115, loss 0.105, test 0.082
Epoch 17, step 116, loss 0.054, test 0.083
Epoch 17, step 117, loss 0.071, test 0.081
Epoch 17, step 118, loss 0.017, test 0.081
Epoch 17, step 119, loss 0.461, test 0.081
Epoch 17, step 120, loss 0.137, test 0.089
Epoch 17, step 121, loss 0.004, test 0.094
Epoch 17, step 122, loss 0.019, test 0.092
Epoch 17, step 123, loss 0.014, test 0.089
Epoch 17, step 124, loss 0.037, test 0.088
Epoch 17, step 125, loss 0.034, test 0.088
Epoch 17, step 126, loss 0.481, test 0.094
Epoch 17, step 127, loss 0.283, test 0.091
Epoch 17, step 128, loss 0.208, test 0.084
Epoch 17, step 129, loss 0.258, test 0.087
Epoch 17, step 130, loss 0.622, test 0.083
Epoch 17, step 131, loss 0.583, test 0.084
Epoch 17, step 132, loss 0.308, test 0.085
Epoch 17, step 133, loss 0.297, test 0.085
Epoch 17, step 134, loss 0.002, test 0.085
Epoch 17, step 135, loss 0.008, test 0.085
Epoch 17, step 136, loss 0.000, test 0.086
Epoch 17, step 137, loss 0.037, test 0.090
Epoch 17, step 138, loss 0.588, test 0.088
Epoch 17, step 139, loss 0.018, test 0.090
Epoch 17, step 140, loss 0.128, test 0.101
Epoch 17, step 141, loss 0.002, test 0.103
Epoch 17, step 142, loss 0.009, test 0.107
Epoch 17, step 143, loss 0.960, test 0.100
Epoch 17, step 144, loss 0.025, test 0.096
Epoch 17, step 145, loss 0.000, test 0.095
Epoch 17, step 146, loss 0.000, test 0.095
Epoch 17, step 147, loss 0.132, test 0.093
Epoch 17, step 148, loss 0.003, test 0.095
Epoch 17, step 149, loss 0.038, test 0.097
Epoch 17, step 150, loss 0.321, test 0.134
Epoch 17, step 151, loss 0.266, test 0.130
Epoch 17, step 152, loss 0.104, test 0.135
Epoch 17, step 153, loss 0.085, test 0.134
Epoch 17, step 154, loss 0.175, test 0.117
Epoch 17, step 155, loss 0.117, test 0.110
Epoch 17, step 156, loss 0.002, test 0.107
Epoch 17, step 157, loss 0.110, test 0.099
Epoch 17, step 158, loss 0.119, test 0.112
Epoch 17, step 159, loss 0.002, test 0.116
Epoch 17, step 160, loss 0.004, test 0.116
Epoch 17, step 161, loss 0.228, test 0.125
Epoch 17, step 162, loss 0.148, test 0.121
Epoch 17, step 163, loss 0.075, test 0.111
Epoch 17, step 164, loss 0.006, test 0.109
Epoch 17, step 165, loss 0.192, test 0.104
Epoch 17, step 166, loss 0.626, test 0.109
Epoch 17, step 167, loss 0.283, test 0.091
Epoch 17, step 168, loss 0.287, test 0.088
Epoch 17, step 169, loss 0.020, test 0.086
Epoch 17, step 170, loss 0.006, test 0.087
Epoch 17, step 171, loss 0.123, test 0.113
Epoch 17, step 172, loss 0.000, test 0.119
Epoch 17, step 173, loss 0.002, test 0.123
Epoch 17, step 174, loss 0.136, test 0.079
Epoch 17, step 175, loss 0.432, test 0.078
Epoch 17, step 176, loss 0.008, test 0.079
Epoch 17, step 177, loss 0.070, test 0.075
Epoch 17, step 178, loss 0.203, test 0.076
Epoch 17, step 179, loss 0.314, test 0.074
Epoch 17, step 180, loss 0.165, test 0.075
Epoch 17, step 181, loss 0.003, test 0.075
Epoch 17, step 182, loss 0.062, test 0.075
Epoch 17, step 183, loss 0.027, test 0.074
Epoch 17, step 184, loss 0.151, test 0.075
Epoch 17, step 185, loss 0.009, test 0.076
Epoch 17, step 186, loss 0.127, test 0.078
Epoch 17, step 187, loss 0.077, test 0.079
Epoch 17, step 188, loss 0.049, test 0.082
Epoch 17, step 189, loss 0.283, test 0.086
Epoch 17, step 190, loss 0.102, test 0.093
Epoch 17, step 191, loss 0.110, test 0.100
Epoch 17, step 192, loss 0.082, test 0.099
Epoch 17, step 193, loss 0.203, test 0.092
Epoch 17, step 194, loss 0.071, test 0.111
Epoch 17, step 195, loss 0.005, test 0.115
Epoch 17, step 196, loss 0.448, test 0.091
Epoch 17, step 197, loss 0.000, test 0.089
Epoch 17, step 198, loss 0.328, test 0.077
Epoch 17, step 199, loss 0.188, test 0.080
Epoch 17, step 200, loss 0.003, test 0.084
Epoch 17, step 201, loss 0.014, test 0.087
Epoch 17, step 202, loss 0.031, test 0.088
Epoch 17, step 203, loss 0.070, test 0.088
Epoch 17, step 204, loss 0.173, test 0.088
Epoch 17, step 205, loss 0.003, test 0.088
Epoch 17, step 206, loss 0.190, test 0.127
Epoch 17, step 207, loss 0.028, test 0.145
Epoch 17, step 208, loss 0.000, test 0.152
Epoch 17, step 209, loss 0.117, test 0.160
Epoch 17, step 210, loss 0.129, test 0.173
Epoch 17, step 211, loss 0.106, test 0.178
Epoch 17, step 212, loss 0.590, test 0.163
Epoch 17, step 213, loss 0.024, test 0.151
Epoch 17, step 214, loss 0.147, test 0.146
Epoch 17, step 215, loss 0.010, test 0.142
Epoch 17, step 216, loss 0.001, test 0.142
Epoch 17, step 217, loss 0.145, test 0.145
Epoch 17, step 218, loss 0.013, test 0.145
Epoch 17, step 219, loss 0.516, test 0.154
Epoch 17, step 220, loss 0.001, test 0.153
Epoch 17, step 221, loss 0.021, test 0.190
Epoch 17, step 222, loss 0.000, test 0.198
Epoch 17, step 223, loss 0.029, test 0.203
Epoch 17, step 224, loss 0.281, test 0.169
Epoch 17, step 225, loss 0.032, test 0.163
Epoch 17, step 226, loss 1.528, test 0.472
Epoch 17, step 227, loss 0.001, test 0.691
Epoch 17, step 228, loss 0.008, test 0.806
Epoch 17, step 229, loss 0.025, test 0.868
Epoch 17, step 230, loss 0.134, test 0.855
Epoch 17, step 231, loss 0.002, test 0.865
Epoch 17, step 232, loss 0.227, test 0.808
Epoch 17, step 233, loss 0.203, test 0.820
Epoch 17, step 234, loss 0.011, test 0.800
Epoch 17, step 235, loss 0.075, test 0.728
Epoch 17, step 236, loss 0.019, test 0.721
Epoch 17, step 237, loss 1.156, test 0.392
Epoch 17, step 238, loss 0.005, test 0.344
Epoch 17, step 239, loss 0.793, test 0.154
Epoch 17, step 240, loss 0.000, test 0.130
Epoch 17, step 241, loss 0.236, test 0.123
Epoch 17, step 242, loss 0.202, test 0.123
Epoch 17, step 243, loss 0.058, test 0.128
Epoch 17, step 244, loss 0.008, test 0.126
Epoch 17, step 245, loss 0.131, test 0.185
Epoch 17, step 246, loss 0.110, test 0.193
Epoch 17, step 247, loss 0.115, test 0.177
Epoch 17, step 248, loss 0.036, test 0.174
Epoch 17, step 249, loss 0.395, test 0.181
Epoch 17, step 250, loss 0.224, test 0.174
Epoch 17, step 251, loss 0.006, test 0.172
Epoch 17, step 252, loss 0.078, test 0.150
Epoch 17, step 253, loss 0.016, test 0.148
Epoch 17, step 254, loss 0.329, test 0.087
Epoch 17, step 255, loss 1.044, test 0.115
Epoch 17, step 256, loss 0.037, test 0.133
Epoch 17, step 257, loss 0.179, test 0.135
Epoch 17, step 258, loss 0.384, test 0.119
Epoch 17, step 259, loss 0.120, test 0.115
Epoch 17, step 260, loss 0.845, test 0.119
Epoch 17, step 261, loss 0.050, test 0.121
Epoch 17, step 262, loss 0.125, test 0.120
Epoch 17, step 263, loss 0.161, test 0.121
Epoch 17, step 264, loss 0.306, test 0.120
Epoch 17, step 265, loss 0.158, test 0.119
Epoch 17, step 266, loss 0.113, test 0.130
Epoch 17, step 267, loss 0.067, test 0.134
Epoch 17, step 268, loss 0.359, test 0.125
Epoch 17, step 269, loss 0.204, test 0.124
Epoch 17, step 270, loss 0.416, test 0.128
Epoch 17, step 271, loss 0.014, test 0.131
Epoch 17, step 272, loss 0.049, test 0.134
Epoch 17, step 273, loss 0.009, test 0.134
Epoch 17, step 274, loss 0.120, test 0.125
Epoch 17, step 275, loss 0.216, test 0.133
Epoch 17, step 276, loss 0.006, test 0.135
Epoch 17, step 277, loss 0.005, test 0.137
Epoch 17, step 278, loss 0.324, test 0.131
Epoch 17, step 279, loss 0.015, test 0.129
Epoch 17, step 280, loss 0.002, test 0.129
Epoch 17, step 281, loss 0.201, test 0.129
Epoch 17, step 282, loss 0.051, test 0.123
Epoch 17, step 283, loss 0.072, test 0.123
Epoch 17, step 284, loss 0.107, test 0.126
Epoch 17, step 285, loss 0.093, test 0.137
Epoch 17, step 286, loss 0.113, test 0.134
Epoch 17, step 287, loss 0.018, test 0.135
Epoch 17, step 288, loss 0.109, test 0.154
Epoch 17, step 289, loss 0.023, test 0.155
Epoch 17, step 290, loss 0.202, test 0.163
Epoch 17, step 291, loss 0.116, test 0.145
Epoch 17, step 292, loss 0.806, test 0.150
Epoch 17, step 293, loss 0.974, test 0.121
Epoch 17, step 294, loss 0.003, test 0.117
Epoch 17, step 295, loss 0.139, test 0.111
Epoch 17, step 296, loss 0.001, test 0.110
Epoch 17, step 297, loss 0.163, test 0.110
Epoch 17, step 298, loss 0.029, test 0.100
Epoch 17, step 299, loss 0.000, test 0.098
Epoch 17, step 300, loss 0.028, test 0.098
Epoch 17, step 301, loss 0.027, test 0.098
Epoch 17, step 302, loss 0.133, test 0.092
Epoch 17, step 303, loss 0.028, test 0.093
Epoch 17, step 304, loss 0.154, test 0.097
Epoch 17, step 305, loss 0.001, test 0.098
Epoch 17, step 306, loss 0.031, test 0.097
Epoch 17, step 307, loss 0.152, test 0.097
Epoch 17, step 308, loss 0.085, test 0.098
Epoch 17, step 309, loss 0.008, test 0.099
Epoch 17, step 310, loss 0.012, test 0.101
Epoch 17, step 311, loss 0.068, test 0.101
Epoch 17, step 312, loss 0.150, test 0.100
Epoch 17, step 313, loss 0.065, test 0.099
Epoch 17, step 314, loss 0.010, test 0.099
Epoch 17, step 315, loss 0.073, test 0.160
Epoch 17, step 316, loss 0.031, test 0.180
Epoch 17, step 317, loss 0.017, test 0.190
Epoch 17, step 318, loss 0.016, test 0.211
Epoch 17, step 319, loss 0.001, test 0.216
Epoch 17, step 320, loss 0.602, test 0.209
Epoch 17, step 321, loss 0.128, test 0.202
Epoch 17, step 322, loss 0.123, test 0.178
Epoch 17, step 323, loss 0.089, test 0.176
Epoch 17, step 324, loss 0.106, test 0.162
Epoch 17, step 325, loss 0.016, test 0.155
Epoch 17, step 326, loss 0.021, test 0.151
Epoch 17, step 327, loss 0.413, test 0.159
Epoch 17, step 328, loss 0.043, test 0.159
Epoch 17, step 329, loss 0.253, test 0.157
Epoch 17, step 330, loss 0.030, test 0.137
Epoch 17, step 331, loss 0.044, test 0.135
Epoch 17, step 332, loss 0.000, test 0.134
Epoch 17, step 333, loss 0.124, test 0.138
Epoch 17, step 334, loss 0.285, test 0.153
Epoch 17, step 335, loss 0.470, test 0.154
Epoch 17, step 336, loss 0.279, test 0.141
Epoch 17, step 337, loss 0.008, test 0.142
Epoch 17, step 338, loss 0.044, test 0.143
Epoch 17, step 339, loss 0.157, test 0.113
Epoch 17, step 340, loss 0.018, test 0.108
Epoch 17, step 341, loss 0.013, test 0.110
Epoch 17, step 342, loss 0.253, test 0.111
Epoch 17, step 343, loss 0.024, test 0.106
Epoch 17, step 344, loss 0.135, test 0.104
Epoch 17, step 345, loss 0.125, test 0.104
Epoch 17, step 346, loss 0.109, test 0.104
Epoch 17, step 347, loss 0.059, test 0.105
Epoch 17, step 348, loss 0.182, test 0.112
Epoch 17, step 349, loss 0.055, test 0.110
Epoch 17, step 350, loss 0.179, test 0.112
Epoch 17, step 351, loss 0.782, test 0.116
Epoch 17, step 352, loss 0.050, test 0.119
Epoch 17, step 353, loss 0.011, test 0.113
Epoch 17, step 354, loss 0.932, test 0.113
Epoch 17, step 355, loss 0.010, test 0.113
Epoch 17, step 356, loss 0.182, test 0.114
Epoch 17, step 357, loss 0.079, test 0.122
Epoch 17, step 358, loss 0.353, test 0.110
Epoch 17, step 359, loss 0.116, test 0.107
Epoch 17, step 360, loss 0.001, test 0.106
Epoch 17, step 361, loss 0.000, test 0.107
Epoch 17, step 362, loss 0.007, test 0.108
Epoch 17, step 363, loss 0.010, test 0.108
Epoch 17, step 364, loss 0.071, test 0.104
Epoch 17, step 365, loss 0.220, test 0.096
Epoch 17, step 366, loss 0.288, test 0.129
Epoch 17, step 367, loss 0.109, test 0.158
Epoch 17, step 368, loss 0.922, test 0.102
Epoch 17, step 369, loss 0.023, test 0.099
Epoch 17, step 370, loss 0.032, test 0.095
Epoch 17, step 371, loss 0.001, test 0.094
Epoch 17, step 372, loss 0.655, test 0.095
Epoch 17, step 373, loss 0.012, test 0.096
Epoch 17, step 374, loss 0.000, test 0.096
Epoch 17, step 375, loss 0.000, test 0.096
Epoch 17, step 376, loss 0.003, test 0.097
Epoch 17, step 377, loss 0.050, test 0.097
Epoch 17, step 378, loss 0.722, test 0.086
Epoch 17, step 379, loss 0.369, test 0.084
Epoch 17, step 380, loss 0.030, test 0.083
Epoch 17, step 381, loss 0.006, test 0.084
Epoch 17, step 382, loss 0.010, test 0.080
Epoch 17, step 383, loss 0.069, test 0.079
Epoch 17, step 384, loss 0.020, test 0.079
Epoch 17, step 385, loss 0.013, test 0.079
Epoch 17, step 386, loss 0.229, test 0.078
Epoch 17, step 387, loss 0.004, test 0.078
Epoch 17, step 388, loss 0.016, test 0.078
Epoch 17, step 389, loss 0.119, test 0.078
Epoch 17, step 390, loss 0.134, test 0.078
Epoch 17, step 391, loss 0.192, test 0.078
Epoch 17, step 392, loss 0.210, test 0.080
Epoch 17, step 393, loss 0.101, test 0.096
Epoch 17, step 394, loss 0.013, test 0.100
Epoch 17, step 395, loss 0.036, test 0.104
Epoch 17, step 396, loss 0.002, test 0.106
Epoch 17, step 397, loss 0.133, test 0.115
Epoch 17, step 398, loss 0.001, test 0.116
Epoch 17, step 399, loss 0.015, test 0.125
Epoch 17, step 400, loss 0.159, test 0.124
Epoch 17, step 401, loss 0.011, test 0.121
Epoch 17, step 402, loss 0.069, test 0.120
Epoch 17, step 403, loss 0.165, test 0.105
Epoch 17, step 404, loss 0.006, test 0.102
Epoch 17, step 405, loss 0.037, test 0.101
Epoch 17, step 406, loss 0.006, test 0.098
Epoch 17, step 407, loss 0.011, test 0.101
Epoch 17, step 408, loss 0.041, test 0.101
Epoch 17, step 409, loss 0.023, test 0.101
Epoch 17, step 410, loss 0.022, test 0.093
Epoch 17, step 411, loss 0.108, test 0.094
Epoch 17, step 412, loss 0.260, test 0.094
Epoch 17, step 413, loss 0.056, test 0.090
Epoch 17, step 414, loss 0.109, test 0.083
Epoch 17, step 415, loss 0.025, test 0.085
Epoch 17, step 416, loss 0.004, test 0.085
Epoch 17, step 417, loss 0.003, test 0.085
Epoch 17, step 418, loss 0.003, test 0.085
Epoch 17, step 419, loss 0.055, test 0.086
Epoch 17, step 420, loss 0.123, test 0.079
Epoch 17, step 421, loss 0.000, test 0.078
Epoch 17, step 422, loss 1.002, test 0.091
Epoch 17, step 423, loss 0.282, test 0.091
Epoch 17, step 424, loss 0.020, test 0.094
Epoch 17, step 425, loss 0.037, test 0.100
Epoch 17, step 426, loss 0.088, test 0.100
Epoch 17, step 427, loss 0.001, test 0.100
Epoch 17, step 428, loss 0.011, test 0.099
Epoch 17, step 429, loss 0.081, test 0.096
Epoch 17, step 430, loss 0.033, test 0.098
Epoch 17, step 431, loss 0.298, test 0.265
Epoch 17, step 432, loss 0.053, test 0.336
Epoch 17, step 433, loss 0.235, test 0.242
Epoch 17, step 434, loss 0.004, test 0.239
Epoch 17, step 435, loss 0.011, test 0.240
Epoch 17, step 436, loss 0.035, test 0.236
Epoch 17, step 437, loss 0.058, test 0.222
Epoch 17, step 438, loss 0.058, test 0.209
Epoch 17, step 439, loss 0.017, test 0.202
Epoch 17, step 440, loss 0.036, test 0.201
Epoch 17, step 441, loss 0.050, test 0.194
Epoch 17, step 442, loss 0.000, test 0.193
Epoch 17, step 443, loss 0.262, test 0.127
Epoch 17, step 444, loss 0.137, test 0.116
Epoch 17, step 445, loss 0.001, test 0.116
Epoch 17, step 446, loss 0.211, test 0.123
Epoch 17, step 447, loss 0.078, test 0.119
Epoch 17, step 448, loss 0.038, test 0.118
Epoch 17, step 449, loss 0.004, test 0.117
Epoch 17, step 450, loss 0.031, test 0.118
Epoch 17, step 451, loss 0.003, test 0.117
Epoch 17, step 452, loss 0.000, test 0.117
Epoch 17, step 453, loss 0.090, test 0.123
Epoch 17, step 454, loss 0.205, test 0.125
Epoch 17, step 455, loss 0.179, test 0.126
Epoch 17, step 456, loss 0.063, test 0.127
Epoch 17, step 457, loss 0.117, test 0.128
Epoch 17, step 458, loss 0.003, test 0.129
Epoch 17, step 459, loss 0.155, test 0.128
Epoch 17, step 460, loss 0.209, test 0.118
Epoch 17, step 461, loss 0.284, test 0.114
Epoch 17, step 462, loss 0.712, test 0.118
Epoch 17, step 463, loss 0.109, test 0.118
Epoch 17, step 464, loss 0.001, test 0.119
Epoch 17, step 465, loss 0.044, test 0.117
Epoch 17, step 466, loss 0.013, test 0.119
Epoch 17, step 467, loss 0.048, test 0.117
Epoch 17, step 468, loss 0.004, test 0.117
Epoch 17, step 469, loss 0.193, test 0.131
Epoch 17, step 470, loss 0.010, test 0.121
Epoch 17, step 471, loss 0.011, test 0.122
Epoch 17, step 472, loss 0.504, test 0.119
Epoch 17, step 473, loss 0.004, test 0.120
Epoch 17, step 474, loss 0.083, test 0.116
Epoch 17, step 475, loss 0.023, test 0.114
Epoch 17, step 476, loss 0.002, test 0.114
Epoch 17, step 477, loss 0.015, test 0.118
Epoch 17, step 478, loss 0.006, test 0.119
Epoch 17, step 479, loss 1.271, test 0.102
Epoch 17, step 480, loss 0.080, test 0.118
Epoch 17, step 481, loss 0.483, test 0.116
Epoch 17, step 482, loss 0.012, test 0.112
Epoch 17, step 483, loss 0.042, test 0.110
Epoch 17, step 484, loss 0.088, test 0.111
Epoch 17, step 485, loss 0.000, test 0.111
Epoch 17, step 486, loss 0.051, test 0.100
Epoch 17, step 487, loss 0.016, test 0.095
Epoch 17, step 488, loss 0.261, test 0.095
Epoch 17, step 489, loss 0.610, test 0.090
Epoch 17, step 490, loss 0.144, test 0.093
Epoch 17, step 491, loss 0.053, test 0.094
Epoch 17, step 492, loss 0.036, test 0.095
Epoch 17, step 493, loss 0.077, test 0.094
Epoch 17, step 494, loss 0.016, test 0.094
Epoch 17, step 495, loss 0.274, test 0.083
Epoch 17, step 496, loss 0.020, test 0.082
Epoch 17, step 497, loss 0.014, test 0.081
Epoch 17, step 498, loss 0.032, test 0.080
Epoch 17, step 499, loss 0.007, test 0.080
Epoch 17, step 500, loss 0.000, test 0.080
Epoch 17, step 501, loss 0.004, test 0.079
Epoch 17, step 502, loss 0.044, test 0.080
Epoch 17, step 503, loss 0.595, test 0.152
Epoch 17, step 504, loss 0.015, test 0.172
Epoch 17, step 505, loss 0.028, test 0.184
Epoch 17, step 506, loss 0.001, test 0.190
Epoch 17, step 507, loss 0.171, test 0.187
Epoch 17, step 508, loss 0.829, test 0.204
Epoch 17, step 509, loss 0.081, test 0.198
Epoch 17, step 510, loss 0.002, test 0.198
Epoch 17, step 511, loss 0.042, test 0.201
Epoch 17, step 512, loss 0.307, test 0.192
Epoch 17, step 513, loss 0.013, test 0.187
Epoch 17, step 514, loss 0.131, test 0.181
Epoch 17, step 515, loss 0.050, test 0.178
Epoch 17, step 516, loss 0.035, test 0.166
Epoch 17, step 517, loss 0.152, test 0.168
Epoch 17, step 518, loss 0.000, test 0.167
Epoch 17, step 519, loss 0.016, test 0.190
Epoch 17, step 520, loss 0.013, test 0.195
Epoch 17, step 521, loss 0.002, test 0.198
Epoch 17, step 522, loss 0.002, test 0.201
Epoch 17, step 523, loss 0.002, test 0.202
Epoch 17, step 524, loss 0.003, test 0.203
Epoch 17, step 525, loss 0.126, test 0.206
Epoch 17, step 526, loss 0.244, test 0.203
Epoch 17, step 527, loss 0.000, test 0.203
Epoch 17, step 528, loss 0.484, test 0.218
Epoch 17, step 529, loss 0.024, test 0.199
Epoch 17, step 530, loss 0.003, test 0.196
Epoch 17, step 531, loss 0.205, test 0.230
Epoch 17, step 532, loss 0.071, test 0.238
Epoch 17, step 533, loss 0.534, test 0.232
Epoch 17, step 534, loss 0.345, test 0.212
Epoch 17, step 535, loss 0.180, test 0.219
Epoch 17, step 536, loss 0.115, test 0.203
Epoch 17, step 537, loss 0.188, test 0.192
Epoch 17, step 538, loss 0.097, test 0.192
Epoch 17, step 539, loss 0.000, test 0.191
Epoch 17, step 540, loss 0.150, test 0.187
Epoch 17, step 541, loss 0.066, test 0.207
Epoch 17, step 542, loss 0.001, test 0.211
Epoch 17, step 543, loss 0.361, test 0.193
Epoch 17, step 544, loss 0.011, test 0.190
Epoch 17, step 545, loss 0.010, test 0.188
Epoch 17, step 546, loss 0.104, test 0.164
Epoch 17, step 547, loss 0.018, test 0.161
Epoch 17, step 548, loss 0.440, test 0.163
Epoch 17, step 549, loss 0.059, test 0.171
Epoch 17, step 550, loss 0.039, test 0.174
Epoch 17, step 551, loss 0.049, test 0.174
Epoch 17, step 552, loss 0.047, test 0.172
Epoch 17, step 553, loss 0.050, test 0.147
Epoch 17, step 554, loss 0.406, test 0.113
Epoch 17, step 555, loss 0.017, test 0.126
Epoch 17, step 556, loss 0.013, test 0.137
Epoch 17, step 557, loss 0.179, test 0.133
Epoch 17, step 558, loss 0.260, test 0.136
Epoch 17, step 559, loss 0.039, test 0.138
Epoch 17, step 560, loss 0.003, test 0.138
Epoch 17, step 561, loss 0.019, test 0.137
Epoch 17, step 562, loss 0.134, test 0.152
Epoch 17, step 563, loss 0.043, test 0.158
Epoch 17, step 564, loss 0.013, test 0.159
Epoch 17, step 565, loss 0.069, test 0.148
Epoch 17, step 566, loss 0.032, test 0.144
Epoch 17, step 567, loss 0.002, test 0.144
Epoch 17, step 568, loss 0.618, test 0.131
Epoch 17, step 569, loss 0.000, test 0.129
Epoch 17, step 570, loss 0.076, test 0.127
Epoch 17, step 571, loss 0.093, test 0.130
Epoch 17, step 572, loss 0.093, test 0.132
Epoch 17, step 573, loss 0.013, test 0.130
Epoch 17, step 574, loss 0.119, test 0.124
Epoch 17, step 575, loss 0.014, test 0.125
Epoch 17, step 576, loss 0.015, test 0.125
Epoch 17, step 577, loss 0.028, test 0.126
Epoch 17, step 578, loss 0.017, test 0.129
Epoch 17, step 579, loss 0.081, test 0.128
Epoch 17, step 580, loss 0.132, test 0.132
Epoch 17, step 581, loss 0.000, test 0.133
Epoch 17, step 582, loss 0.317, test 0.153
Epoch 17, step 583, loss 0.079, test 0.162
Epoch 17, step 584, loss 0.158, test 0.160
Epoch 17, step 585, loss 0.242, test 0.124
Epoch 17, step 586, loss 0.017, test 0.120
Epoch 17, step 587, loss 0.173, test 0.117
Epoch 17, step 588, loss 0.090, test 0.118
Epoch 17, step 589, loss 0.011, test 0.118
Epoch 17, step 590, loss 0.044, test 0.115
Epoch 17, step 591, loss 0.124, test 0.114
Epoch 17, step 592, loss 0.117, test 0.116
Epoch 17, step 593, loss 0.006, test 0.117
Epoch 17, step 594, loss 0.083, test 0.110
Epoch 17, step 595, loss 0.433, test 0.113
Epoch 17, step 596, loss 0.012, test 0.113
Epoch 17, step 597, loss 0.005, test 0.113
Epoch 17, step 598, loss 0.069, test 0.102
Epoch 17, step 599, loss 0.594, test 0.103
Epoch 17, step 600, loss 0.018, test 0.104
Epoch 17, step 601, loss 0.167, test 0.089
Epoch 17, step 602, loss 0.221, test 0.091
Epoch 17, step 603, loss 1.533, test 0.092
Epoch 17, step 604, loss 0.046, test 0.093
Epoch 17, step 605, loss 0.029, test 0.093
Epoch 17, step 606, loss 0.112, test 0.093
Epoch 17, step 607, loss 0.020, test 0.093
Epoch 17, step 608, loss 0.023, test 0.093
Epoch 17, step 609, loss 0.040, test 0.095
Epoch 17, step 610, loss 0.340, test 0.096
Epoch 17, step 611, loss 0.060, test 0.088
Epoch 17, step 612, loss 0.027, test 0.088
Epoch 17, step 613, loss 0.002, test 0.088
Epoch 17, step 614, loss 0.005, test 0.088
Epoch 17, step 615, loss 0.054, test 0.091
Epoch 17, step 616, loss 0.150, test 0.098
Epoch 17, step 617, loss 0.214, test 0.124
Epoch 17, step 618, loss 0.150, test 0.126
Epoch 17, step 619, loss 0.315, test 0.131
Epoch 17, step 620, loss 0.025, test 0.140
Epoch 17, step 621, loss 0.087, test 0.133
Epoch 17, step 622, loss 0.003, test 0.133
Epoch 17, step 623, loss 0.251, test 0.131
Epoch 17, step 624, loss 0.004, test 0.131
Epoch 17, step 625, loss 0.138, test 0.136
Epoch 17, step 626, loss 0.000, test 0.137
Epoch 17, step 627, loss 0.079, test 0.139
Epoch 17, step 628, loss 0.031, test 0.134
Epoch 17, step 629, loss 0.034, test 0.133
Epoch 17, step 630, loss 0.030, test 0.135
Epoch 17, step 631, loss 0.060, test 0.134
Epoch 17, step 632, loss 0.322, test 0.189
Epoch 17, step 633, loss 0.014, test 0.205
Epoch 17, step 634, loss 0.107, test 0.166
Epoch 17, step 635, loss 0.346, test 0.154
Epoch 17, step 636, loss 0.208, test 0.153
Epoch 17, step 637, loss 0.491, test 0.154
Epoch 17, step 638, loss 0.019, test 0.158
Epoch 17, step 639, loss 0.403, test 0.120
Epoch 17, step 640, loss 0.073, test 0.120
Epoch 17, step 641, loss 0.620, test 0.106
Epoch 17, step 642, loss 0.080, test 0.107
Epoch 17, step 643, loss 0.209, test 0.112
Epoch 17, step 644, loss 0.001, test 0.112
Epoch 17, step 645, loss 0.138, test 0.114
Epoch 17, step 646, loss 0.023, test 0.110
Epoch 17, step 647, loss 0.411, test 0.108
Epoch 17, step 648, loss 0.178, test 0.108
Epoch 17, step 649, loss 0.117, test 0.106
Epoch 17, step 650, loss 0.008, test 0.105
Epoch 17, step 651, loss 0.044, test 0.105
Epoch 17, step 652, loss 0.440, test 0.104
Epoch 17, step 653, loss 0.096, test 0.107
Epoch 17, step 654, loss 0.237, test 0.099
Epoch 17, step 655, loss 0.204, test 0.100
Epoch 17, step 656, loss 0.455, test 0.157
Epoch 17, step 657, loss 0.101, test 0.160
Epoch 17, step 658, loss 0.092, test 0.171
Epoch 17, step 659, loss 0.204, test 0.177
Epoch 17, step 660, loss 0.004, test 0.182
Epoch 17, step 661, loss 0.765, test 0.127
Epoch 17, step 662, loss 0.218, test 0.121
Epoch 17, step 663, loss 0.289, test 0.123
Epoch 17, step 664, loss 0.488, test 0.125
Epoch 17, step 665, loss 0.180, test 0.123
Epoch 17, step 666, loss 0.034, test 0.145
Epoch 17, step 667, loss 0.015, test 0.144
Epoch 17, step 668, loss 0.047, test 0.143
Epoch 17, step 669, loss 0.398, test 0.086
Epoch 17, step 670, loss 0.527, test 0.083
Epoch 17, step 671, loss 0.001, test 0.083
Epoch 17, step 672, loss 0.162, test 0.086
Epoch 17, step 673, loss 0.100, test 0.086
Epoch 17, step 674, loss 0.019, test 0.087
Epoch 17, step 675, loss 0.068, test 0.087
Epoch 17, step 676, loss 0.003, test 0.088
Epoch 17, step 677, loss 0.197, test 0.106
Epoch 17, step 678, loss 0.008, test 0.107
Epoch 17, step 679, loss 0.213, test 0.103
Epoch 17, step 680, loss 0.060, test 0.101
Epoch 17, step 681, loss 0.138, test 0.095
Epoch 17, step 682, loss 0.409, test 0.079
Epoch 17, step 683, loss 0.988, test 0.090
Epoch 17, step 684, loss 0.019, test 0.093
Epoch 17, step 685, loss 0.002, test 0.095
Epoch 17, step 686, loss 0.119, test 0.097
Epoch 17, step 687, loss 0.212, test 0.094
Epoch 17, step 688, loss 0.122, test 0.098
Epoch 17, step 689, loss 0.029, test 0.093
Epoch 17, step 690, loss 0.014, test 0.094
Epoch 17, step 691, loss 0.026, test 0.088
Epoch 17, step 692, loss 0.116, test 0.087
Epoch 17, step 693, loss 0.006, test 0.086
Epoch 17, step 694, loss 0.029, test 0.087
Epoch 17, step 695, loss 0.006, test 0.087
Epoch 17, step 696, loss 0.061, test 0.082
Epoch 17, step 697, loss 0.008, test 0.084
Epoch 17, step 698, loss 0.116, test 0.090
Epoch 17, step 699, loss 0.110, test 0.097
Epoch 17, step 700, loss 0.005, test 0.097
Epoch 17, step 701, loss 0.015, test 0.100
Epoch 17, step 702, loss 0.115, test 0.108
Epoch 17, step 703, loss 1.495, test 0.088
Epoch 17, step 704, loss 0.036, test 0.089
Epoch 17, step 705, loss 0.027, test 0.090
Epoch 17, step 706, loss 0.123, test 0.092
Epoch 17, step 707, loss 0.008, test 0.093
Epoch 17, step 708, loss 0.019, test 0.093
Epoch 17, step 709, loss 0.112, test 0.092
Epoch 17, step 710, loss 0.168, test 0.093
Epoch 17, step 711, loss 0.429, test 0.092
Epoch 17, step 712, loss 0.092, test 0.092
Epoch 17, step 713, loss 0.027, test 0.093
Epoch 17, step 714, loss 0.008, test 0.094
Epoch 17, step 715, loss 0.058, test 0.092
Epoch 17, step 716, loss 0.003, test 0.092
Epoch 17, step 717, loss 0.144, test 0.091
Epoch 17, step 718, loss 0.052, test 0.091
Epoch 17, step 719, loss 0.038, test 0.090
Epoch 17, step 720, loss 0.014, test 0.092
Epoch 17, step 721, loss 0.122, test 0.090
Epoch 17, step 722, loss 0.058, test 0.090
Epoch 17, step 723, loss 0.002, test 0.090
Epoch 17, step 724, loss 0.066, test 0.088
Epoch 17, step 725, loss 0.000, test 0.088
Epoch 17, step 726, loss 0.370, test 0.091
Epoch 17, step 727, loss 0.030, test 0.090
Epoch 17, step 728, loss 0.001, test 0.091
Epoch 17, step 729, loss 0.001, test 0.090
Epoch 17, step 730, loss 0.070, test 0.092
Epoch 17, step 731, loss 0.025, test 0.093
Epoch 17, step 732, loss 0.229, test 0.080
Epoch 17, step 733, loss 0.053, test 0.079
Epoch 17, step 734, loss 0.100, test 0.078
Epoch 17, step 735, loss 0.034, test 0.086
Epoch 17, step 736, loss 0.305, test 0.082
Epoch 17, step 737, loss 0.000, test 0.083
Epoch 17, step 738, loss 0.362, test 0.081
Epoch 17, step 739, loss 0.000, test 0.081
Epoch 17, step 740, loss 0.029, test 0.082
Epoch 17, step 741, loss 0.017, test 0.081
Epoch 17, step 742, loss 0.001, test 0.080
Epoch 17, step 743, loss 0.025, test 0.078
Epoch 17, step 744, loss 0.083, test 0.074
Epoch 17, step 745, loss 0.005, test 0.075
Epoch 17, step 746, loss 0.006, test 0.074
Epoch 17, step 747, loss 0.013, test 0.074
Epoch 17, step 748, loss 0.095, test 0.074
Epoch 17, step 749, loss 0.019, test 0.074
Epoch 17, step 750, loss 0.196, test 0.078
Epoch 17, step 751, loss 0.266, test 0.078
Epoch 17, step 752, loss 0.600, test 0.103
Epoch 17, step 753, loss 0.020, test 0.109
Epoch 17, step 754, loss 0.018, test 0.113
Epoch 17, step 755, loss 0.026, test 0.111
Epoch 17, step 756, loss 0.316, test 0.127
Epoch 17, step 757, loss 0.022, test 0.128
Epoch 17, step 758, loss 0.150, test 0.127
Epoch 17, step 759, loss 0.037, test 0.123
Epoch 17, step 760, loss 0.234, test 0.117
Epoch 17, step 761, loss 0.082, test 0.113
Epoch 17, step 762, loss 0.003, test 0.109
Epoch 17, step 763, loss 0.003, test 0.109
Epoch 17, step 764, loss 0.007, test 0.108
Epoch 17, step 765, loss 0.002, test 0.107
Epoch 17, step 766, loss 0.019, test 0.108
Epoch 17, step 767, loss 0.058, test 0.103
Epoch 17, step 768, loss 0.325, test 0.116
Epoch 17, step 769, loss 0.042, test 0.121
Epoch 17, step 770, loss 0.202, test 0.127
Epoch 17, step 771, loss 0.003, test 0.126
Epoch 17, step 772, loss 0.563, test 0.074
Epoch 17, step 773, loss 0.327, test 0.077
Epoch 17, step 774, loss 0.007, test 0.076
Epoch 17, step 775, loss 0.127, test 0.076
Epoch 17, step 776, loss 0.019, test 0.076
Epoch 17, step 777, loss 0.106, test 0.076
Epoch 17, step 778, loss 0.017, test 0.080
Epoch 17, step 779, loss 0.073, test 0.080
Epoch 17, step 780, loss 0.003, test 0.081
Epoch 17, step 781, loss 0.003, test 0.081
Epoch 17, step 782, loss 0.013, test 0.081
Epoch 17, step 783, loss 0.014, test 0.081
Epoch 17, step 784, loss 0.168, test 0.081
Epoch 17, step 785, loss 0.148, test 0.083
Epoch 17, step 786, loss 0.042, test 0.083
Epoch 17, step 787, loss 0.227, test 0.098
Epoch 17, step 788, loss 0.271, test 0.147
Epoch 17, step 789, loss 0.028, test 0.153
Epoch 17, step 790, loss 0.034, test 0.171
Epoch 17, step 791, loss 0.003, test 0.178
Epoch 17, step 792, loss 0.289, test 0.177
Epoch 17, step 793, loss 0.073, test 0.176
Epoch 17, step 794, loss 0.102, test 0.178
Epoch 17, step 795, loss 0.074, test 0.165
Epoch 17, step 796, loss 0.029, test 0.159
Epoch 17, step 797, loss 0.005, test 0.151
Epoch 17, step 798, loss 0.444, test 0.143
Epoch 17, step 799, loss 0.308, test 0.084
Epoch 17, step 800, loss 0.023, test 0.083
Epoch 17, step 801, loss 0.002, test 0.083
Epoch 17, step 802, loss 0.287, test 0.099
Epoch 17, step 803, loss 0.174, test 0.113
Epoch 17, step 804, loss 0.115, test 0.151
Epoch 17, step 805, loss 0.000, test 0.163
Epoch 17, step 806, loss 0.098, test 0.156
Epoch 17, step 807, loss 0.004, test 0.158
Epoch 17, step 808, loss 0.027, test 0.143
Epoch 17, step 809, loss 0.025, test 0.146
Epoch 17, step 810, loss 0.001, test 0.146
Epoch 17, step 811, loss 0.058, test 0.168
Epoch 17, step 812, loss 0.369, test 0.181
Epoch 17, step 813, loss 0.131, test 0.202
Epoch 17, step 814, loss 0.002, test 0.205
Epoch 17, step 815, loss 0.483, test 0.191
Epoch 17, step 816, loss 0.002, test 0.190
Epoch 17, step 817, loss 0.199, test 0.136
Epoch 17, step 818, loss 0.002, test 0.129
Epoch 17, step 819, loss 0.039, test 0.129
Epoch 17, step 820, loss 0.338, test 0.084
Epoch 17, step 821, loss 0.018, test 0.079
Epoch 17, step 822, loss 0.035, test 0.077
Epoch 17, step 823, loss 0.027, test 0.077
Epoch 17, step 824, loss 0.005, test 0.076
Epoch 17, step 825, loss 0.139, test 0.078
Epoch 17, step 826, loss 0.119, test 0.092
Epoch 17, step 827, loss 0.000, test 0.096
Epoch 17, step 828, loss 0.026, test 0.093
Epoch 17, step 829, loss 0.244, test 0.095
Epoch 17, step 830, loss 0.040, test 0.088
Epoch 17, step 831, loss 0.000, test 0.087
Epoch 17, step 832, loss 0.554, test 0.219
Epoch 17, step 833, loss 0.032, test 0.282
Epoch 17, step 834, loss 0.125, test 0.323
Epoch 17, step 835, loss 0.073, test 0.339
Epoch 17, step 836, loss 1.648, test 0.289
Epoch 17, step 837, loss 0.392, test 0.277
Epoch 17, step 838, loss 0.254, test 0.268
Epoch 17, step 839, loss 0.002, test 0.263
Epoch 17, step 840, loss 0.030, test 0.252
Epoch 17, step 841, loss 0.070, test 0.267
Epoch 17, step 842, loss 0.234, test 0.352
Epoch 17, step 843, loss 0.021, test 0.354
Epoch 17, step 844, loss 0.603, test 0.372
Epoch 17, step 845, loss 0.055, test 0.400
Epoch 17, step 846, loss 0.092, test 0.424
Epoch 17, step 847, loss 0.694, test 0.376
Epoch 17, step 848, loss 0.005, test 0.377
Epoch 17, step 849, loss 0.254, test 0.345
Epoch 17, step 850, loss 0.013, test 0.334
Epoch 17, step 851, loss 0.125, test 0.335
Epoch 17, step 852, loss 0.779, test 0.164
Epoch 17, step 853, loss 0.046, test 0.147
Epoch 17, step 854, loss 0.000, test 0.138
Epoch 17, step 855, loss 0.011, test 0.137
Epoch 17, step 856, loss 0.015, test 0.130
Epoch 17, step 857, loss 0.007, test 0.131
Epoch 17, step 858, loss 0.015, test 0.132
Epoch 17, step 859, loss 0.036, test 0.131
Epoch 17, step 860, loss 0.593, test 0.233
Epoch 17, step 861, loss 0.014, test 0.259
Epoch 17, step 862, loss 0.036, test 0.269
Epoch 17, step 863, loss 0.001, test 0.275
Epoch 17, step 864, loss 0.000, test 0.278
Epoch 17, step 865, loss 0.008, test 0.279
Epoch 17, step 866, loss 0.198, test 0.286
Epoch 17, step 867, loss 0.008, test 0.273
Epoch 17, step 868, loss 0.161, test 0.256
Epoch 17, step 869, loss 0.043, test 0.254
Epoch 17, step 870, loss 0.001, test 0.254
Epoch 17, step 871, loss 0.179, test 0.249
Epoch 17, step 872, loss 0.084, test 0.253
Epoch 17, step 873, loss 0.114, test 0.259
Epoch 17, step 874, loss 0.002, test 0.259
Epoch 17, step 875, loss 0.437, test 0.092
Epoch 17, step 876, loss 0.178, test 0.088
Epoch 17, step 877, loss 0.107, test 0.091
Epoch 17, step 878, loss 0.002, test 0.093
Epoch 17, step 879, loss 0.278, test 0.099
Epoch 17, step 880, loss 0.001, test 0.100
Epoch 17, step 881, loss 0.852, test 0.077
Epoch 17, step 882, loss 0.010, test 0.077
Epoch 17, step 883, loss 0.002, test 0.077
Epoch 17, step 884, loss 0.036, test 0.077
Epoch 17, step 885, loss 0.079, test 0.077
Epoch 17, step 886, loss 0.262, test 0.077
Epoch 17, step 887, loss 0.006, test 0.077
Epoch 17, step 888, loss 0.024, test 0.077
Epoch 17, step 889, loss 0.293, test 0.082
Epoch 17, step 890, loss 0.139, test 0.083
Epoch 17, step 891, loss 0.003, test 0.084
Epoch 17, step 892, loss 0.093, test 0.085
Epoch 17, step 893, loss 0.035, test 0.084
Epoch 17, step 894, loss 0.018, test 0.084
Epoch 17, step 895, loss 0.252, test 0.084
Epoch 17, step 896, loss 0.089, test 0.086
Epoch 17, step 897, loss 0.005, test 0.086
Epoch 17, step 898, loss 0.090, test 0.084
Epoch 17, step 899, loss 0.039, test 0.086
Epoch 17, step 900, loss 0.149, test 0.087
Epoch 17, step 901, loss 0.118, test 0.084
Epoch 17, step 902, loss 0.042, test 0.083
Epoch 17, step 903, loss 0.005, test 0.084
Epoch 17, step 904, loss 0.057, test 0.084
Epoch 17, step 905, loss 0.036, test 0.083
Epoch 17, step 906, loss 0.131, test 0.078
Epoch 17, step 907, loss 0.047, test 0.078
Epoch 17, step 908, loss 0.134, test 0.078
Epoch 17, step 909, loss 0.000, test 0.078
Epoch 17, step 910, loss 0.163, test 0.079
Epoch 17, step 911, loss 0.307, test 0.080
Epoch 17, step 912, loss 0.003, test 0.080
Epoch 17, step 913, loss 0.007, test 0.080
Epoch 17, step 914, loss 0.081, test 0.080
Epoch 17, step 915, loss 0.147, test 0.082
Epoch 17, step 916, loss 0.324, test 0.088
Epoch 17, step 917, loss 0.260, test 0.090
Epoch 17, step 918, loss 0.142, test 0.092
Epoch 17, step 919, loss 0.003, test 0.092
Epoch 17, step 920, loss 1.396, test 0.169
Epoch 17, step 921, loss 0.353, test 0.184
Epoch 17, step 922, loss 0.073, test 0.191
Epoch 17, step 923, loss 0.031, test 0.192
Epoch 17, step 924, loss 0.014, test 0.196
Epoch 17, step 925, loss 0.061, test 0.190
Epoch 17, step 926, loss 0.003, test 0.187
Epoch 17, step 927, loss 0.461, test 0.100
Epoch 17, step 928, loss 0.140, test 0.100
Epoch 17, step 929, loss 0.457, test 0.105
Epoch 17, step 930, loss 0.100, test 0.104
Epoch 17, step 931, loss 0.024, test 0.105
Epoch 17, step 932, loss 0.258, test 0.095
Epoch 17, step 933, loss 0.001, test 0.094
Epoch 17, step 934, loss 0.040, test 0.095
Epoch 17, step 935, loss 0.061, test 0.094
Epoch 17, step 936, loss 0.161, test 0.094
Epoch 17, step 937, loss 0.131, test 0.094
Epoch 17, step 938, loss 0.002, test 0.094
Epoch 17, step 939, loss 0.023, test 0.095
Epoch 17, step 940, loss 0.008, test 0.096
Epoch 17, step 941, loss 0.053, test 0.094
Epoch 17, step 942, loss 0.137, test 0.100
Epoch 17, step 943, loss 0.053, test 0.100
Epoch 17, step 944, loss 0.174, test 0.102
Epoch 17, step 945, loss 0.042, test 0.102
Epoch 17, step 946, loss 0.028, test 0.101
Epoch 17, step 947, loss 0.102, test 0.100
Epoch 17, step 948, loss 0.016, test 0.100
Epoch 17, step 949, loss 0.324, test 0.102
Epoch 17, step 950, loss 0.163, test 0.103
Epoch 17, step 951, loss 0.118, test 0.097
Epoch 17, step 952, loss 0.002, test 0.097
Epoch 17, step 953, loss 0.168, test 0.098
Epoch 17, step 954, loss 0.001, test 0.098
Epoch 17, step 955, loss 0.002, test 0.098
Epoch 17, step 956, loss 0.140, test 0.098
Epoch 17, step 957, loss 0.162, test 0.098
Epoch 17, step 958, loss 0.132, test 0.105
Epoch 17, step 959, loss 0.082, test 0.106
Epoch 17, step 960, loss 0.002, test 0.106
Epoch 17, step 961, loss 0.293, test 0.081
Epoch 17, step 962, loss 0.005, test 0.080
Epoch 17, step 963, loss 0.064, test 0.079
Epoch 17, step 964, loss 0.028, test 0.079
Epoch 17, step 965, loss 0.000, test 0.079
Epoch 17, step 966, loss 0.018, test 0.078
Epoch 17, step 967, loss 0.193, test 0.078
Epoch 17, step 968, loss 0.005, test 0.078
Epoch 17, step 969, loss 0.017, test 0.077
Epoch 17, step 970, loss 0.189, test 0.078
Epoch 17, step 971, loss 0.008, test 0.079
Epoch 17, step 972, loss 0.095, test 0.076
Epoch 17, step 973, loss 0.069, test 0.076
Epoch 17, step 974, loss 0.199, test 0.081
Epoch 17, step 975, loss 0.030, test 0.080
Epoch 17, step 976, loss 0.232, test 0.085
Epoch 17, step 977, loss 0.049, test 0.086
Epoch 17, step 978, loss 0.006, test 0.085
Epoch 17, step 979, loss 0.000, test 0.086
Epoch 17, step 980, loss 0.104, test 0.086
Epoch 17, step 981, loss 0.017, test 0.085
Epoch 17, step 982, loss 0.050, test 0.085
Epoch 17, step 983, loss 0.394, test 0.086
Epoch 17, step 984, loss 0.062, test 0.086
Epoch 17, step 985, loss 0.012, test 0.084
Epoch 17, step 986, loss 0.149, test 0.084
Epoch 17, step 987, loss 0.063, test 0.084
Epoch 17, step 988, loss 0.020, test 0.084
Epoch 17, step 989, loss 0.028, test 0.084
Epoch 17, step 990, loss 0.012, test 0.085
Epoch 17, step 991, loss 0.348, test 0.083
Epoch 17, step 992, loss 0.068, test 0.083
Epoch 17, step 993, loss 0.041, test 0.088
Epoch 17, step 994, loss 0.112, test 0.088
Epoch 17, step 995, loss 0.011, test 0.089
Epoch 17, step 996, loss 0.018, test 0.090
Epoch 17, step 997, loss 0.048, test 0.090
Epoch 17, step 998, loss 0.016, test 0.089
Epoch 17, step 999, loss 0.010, test 0.090
Epoch 18, step 0, loss 0.009, test 0.090
Epoch 18, step 1, loss 0.310, test 0.091
Epoch 18, step 2, loss 0.274, test 0.090
Epoch 18, step 3, loss 0.039, test 0.091
Epoch 18, step 4, loss 0.567, test 0.081
Epoch 18, step 5, loss 0.013, test 0.080
Epoch 18, step 6, loss 0.003, test 0.079
Epoch 18, step 7, loss 0.114, test 0.079
Epoch 18, step 8, loss 0.081, test 0.080
Epoch 18, step 9, loss 0.045, test 0.080
Epoch 18, step 10, loss 0.392, test 0.204
Epoch 18, step 11, loss 0.156, test 0.255
Epoch 18, step 12, loss 0.063, test 0.287
Epoch 18, step 13, loss 0.056, test 0.305
Epoch 18, step 14, loss 0.038, test 0.328
Epoch 18, step 15, loss 0.003, test 0.330
Epoch 18, step 16, loss 0.543, test 0.218
Epoch 18, step 17, loss 0.829, test 0.190
Epoch 18, step 18, loss 0.357, test 0.193
Epoch 18, step 19, loss 0.119, test 0.197
Epoch 18, step 20, loss 0.649, test 0.132
Epoch 18, step 21, loss 0.033, test 0.120
Epoch 18, step 22, loss 0.088, test 0.118
Epoch 18, step 23, loss 0.062, test 0.114
Epoch 18, step 24, loss 0.105, test 0.113
Epoch 18, step 25, loss 0.605, test 0.115
Epoch 18, step 26, loss 0.425, test 0.106
Epoch 18, step 27, loss 0.039, test 0.104
Epoch 18, step 28, loss 0.119, test 0.100
Epoch 18, step 29, loss 0.054, test 0.103
Epoch 18, step 30, loss 0.324, test 0.107
Epoch 18, step 31, loss 0.000, test 0.108
Epoch 18, step 32, loss 0.001, test 0.108
Epoch 18, step 33, loss 0.013, test 0.108
Epoch 18, step 34, loss 0.126, test 0.108
Epoch 18, step 35, loss 0.037, test 0.115
Epoch 18, step 36, loss 0.260, test 0.118
Epoch 18, step 37, loss 0.025, test 0.124
Epoch 18, step 38, loss 0.004, test 0.129
Epoch 18, step 39, loss 0.000, test 0.131
Epoch 18, step 40, loss 0.000, test 0.132
Epoch 18, step 41, loss 0.056, test 0.134
Epoch 18, step 42, loss 0.042, test 0.132
Epoch 18, step 43, loss 0.038, test 0.137
Epoch 18, step 44, loss 0.527, test 0.135
Epoch 18, step 45, loss 0.002, test 0.136
Epoch 18, step 46, loss 0.178, test 0.133
Epoch 18, step 47, loss 0.240, test 0.142
Epoch 18, step 48, loss 0.067, test 0.142
Epoch 18, step 49, loss 0.298, test 0.140
Epoch 18, step 50, loss 0.010, test 0.141
Epoch 18, step 51, loss 0.175, test 0.137
Epoch 18, step 52, loss 0.079, test 0.138
Epoch 18, step 53, loss 0.015, test 0.139
Epoch 18, step 54, loss 0.004, test 0.141
Epoch 18, step 55, loss 0.028, test 0.140
Epoch 18, step 56, loss 0.020, test 0.139
Epoch 18, step 57, loss 0.029, test 0.140
Epoch 18, step 58, loss 0.009, test 0.140
Epoch 18, step 59, loss 0.023, test 0.110
Epoch 18, step 60, loss 0.017, test 0.107
Epoch 18, step 61, loss 0.003, test 0.101
Epoch 18, step 62, loss 0.009, test 0.100
Epoch 18, step 63, loss 0.007, test 0.100
Epoch 18, step 64, loss 0.011, test 0.100
Epoch 18, step 65, loss 0.074, test 0.097
Epoch 18, step 66, loss 0.162, test 0.095
Epoch 18, step 67, loss 0.101, test 0.095
Epoch 18, step 68, loss 0.268, test 0.096
Epoch 18, step 69, loss 0.034, test 0.096
Epoch 18, step 70, loss 0.538, test 0.098
Epoch 18, step 71, loss 0.065, test 0.097
Epoch 18, step 72, loss 0.065, test 0.097
Epoch 18, step 73, loss 0.096, test 0.098
Epoch 18, step 74, loss 0.014, test 0.099
Epoch 18, step 75, loss 0.043, test 0.101
Epoch 18, step 76, loss 0.361, test 0.103
Epoch 18, step 77, loss 0.017, test 0.103
Epoch 18, step 78, loss 0.066, test 0.103
Epoch 18, step 79, loss 0.044, test 0.113
Epoch 18, step 80, loss 0.009, test 0.112
Epoch 18, step 81, loss 0.422, test 0.106
Epoch 18, step 82, loss 0.051, test 0.107
Epoch 18, step 83, loss 0.009, test 0.111
Epoch 18, step 84, loss 0.072, test 0.111
Epoch 18, step 85, loss 0.010, test 0.113
Epoch 18, step 86, loss 0.092, test 0.115
Epoch 18, step 87, loss 0.005, test 0.115
Epoch 18, step 88, loss 0.190, test 0.153
Epoch 18, step 89, loss 0.205, test 0.142
Epoch 18, step 90, loss 0.001, test 0.142
Epoch 18, step 91, loss 0.000, test 0.142
Epoch 18, step 92, loss 0.049, test 0.123
Epoch 18, step 93, loss 0.008, test 0.120
Epoch 18, step 94, loss 0.084, test 0.116
Epoch 18, step 95, loss 0.064, test 0.163
Epoch 18, step 96, loss 0.008, test 0.172
Epoch 18, step 97, loss 0.114, test 0.174
Epoch 18, step 98, loss 0.131, test 0.174
Epoch 18, step 99, loss 0.031, test 0.177
Epoch 18, step 100, loss 0.217, test 0.175
Epoch 18, step 101, loss 0.209, test 0.156
Epoch 18, step 102, loss 0.017, test 0.155
Epoch 18, step 103, loss 0.122, test 0.157
Epoch 18, step 104, loss 0.049, test 0.162
Epoch 18, step 105, loss 0.005, test 0.158
Epoch 18, step 106, loss 0.432, test 0.186
Epoch 18, step 107, loss 0.096, test 0.178
Epoch 18, step 108, loss 0.111, test 0.168
Epoch 18, step 109, loss 0.001, test 0.165
Epoch 18, step 110, loss 0.021, test 0.169
Epoch 18, step 111, loss 0.106, test 0.173
Epoch 18, step 112, loss 0.060, test 0.179
Epoch 18, step 113, loss 0.067, test 0.179
Epoch 18, step 114, loss 0.014, test 0.179
Epoch 18, step 115, loss 0.439, test 0.125
Epoch 18, step 116, loss 0.025, test 0.119
Epoch 18, step 117, loss 0.016, test 0.109
Epoch 18, step 118, loss 0.004, test 0.106
Epoch 18, step 119, loss 0.157, test 0.100
Epoch 18, step 120, loss 0.553, test 0.100
Epoch 18, step 121, loss 1.081, test 0.104
Epoch 18, step 122, loss 0.307, test 0.108
Epoch 18, step 123, loss 0.025, test 0.111
Epoch 18, step 124, loss 0.065, test 0.130
Epoch 18, step 125, loss 0.369, test 0.132
Epoch 18, step 126, loss 0.023, test 0.143
Epoch 18, step 127, loss 0.030, test 0.180
Epoch 18, step 128, loss 0.864, test 0.174
Epoch 18, step 129, loss 0.133, test 0.193
Epoch 18, step 130, loss 0.012, test 0.199
Epoch 18, step 131, loss 0.081, test 0.199
Epoch 18, step 132, loss 0.017, test 0.202
Epoch 18, step 133, loss 0.006, test 0.199
Epoch 18, step 134, loss 0.004, test 0.198
Epoch 18, step 135, loss 0.007, test 0.198
Epoch 18, step 136, loss 0.000, test 0.198
Epoch 18, step 137, loss 0.405, test 0.199
Epoch 18, step 138, loss 0.033, test 0.199
Epoch 18, step 139, loss 0.002, test 0.199
Epoch 18, step 140, loss 0.008, test 0.200
Epoch 18, step 141, loss 0.018, test 0.200
Epoch 18, step 142, loss 0.047, test 0.202
Epoch 18, step 143, loss 0.004, test 0.198
Epoch 18, step 144, loss 0.001, test 0.197
Epoch 18, step 145, loss 0.017, test 0.203
Epoch 18, step 146, loss 0.006, test 0.205
Epoch 18, step 147, loss 0.001, test 0.206
Epoch 18, step 148, loss 0.069, test 0.176
Epoch 18, step 149, loss 0.000, test 0.173
Epoch 18, step 150, loss 0.004, test 0.172
Epoch 18, step 151, loss 0.010, test 0.166
Epoch 18, step 152, loss 0.036, test 0.159
Epoch 18, step 153, loss 0.017, test 0.161
Epoch 18, step 154, loss 0.562, test 0.159
Epoch 18, step 155, loss 0.062, test 0.160
Epoch 18, step 156, loss 0.015, test 0.150
Epoch 18, step 157, loss 0.004, test 0.147
Epoch 18, step 158, loss 0.096, test 0.147
Epoch 18, step 159, loss 0.318, test 0.146
Epoch 18, step 160, loss 0.053, test 0.138
Epoch 18, step 161, loss 0.494, test 0.137
Epoch 18, step 162, loss 0.152, test 0.127
Epoch 18, step 163, loss 0.109, test 0.128
Epoch 18, step 164, loss 0.761, test 0.131
Epoch 18, step 165, loss 0.103, test 0.134
Epoch 18, step 166, loss 0.018, test 0.137
Epoch 18, step 167, loss 0.017, test 0.137
Epoch 18, step 168, loss 0.052, test 0.135
Epoch 18, step 169, loss 0.139, test 0.135
Epoch 18, step 170, loss 0.009, test 0.136
Epoch 18, step 171, loss 0.001, test 0.136
Epoch 18, step 172, loss 0.044, test 0.143
Epoch 18, step 173, loss 0.029, test 0.144
Epoch 18, step 174, loss 0.028, test 0.141
Epoch 18, step 175, loss 0.101, test 0.147
Epoch 18, step 176, loss 0.011, test 0.152
Epoch 18, step 177, loss 0.010, test 0.155
Epoch 18, step 178, loss 0.035, test 0.139
Epoch 18, step 179, loss 0.246, test 0.136
Epoch 18, step 180, loss 0.028, test 0.134
Epoch 18, step 181, loss 0.030, test 0.129
Epoch 18, step 182, loss 0.055, test 0.128
Epoch 18, step 183, loss 0.142, test 0.128
Epoch 18, step 184, loss 0.023, test 0.125
Epoch 18, step 185, loss 0.075, test 0.124
Epoch 18, step 186, loss 0.163, test 0.118
Epoch 18, step 187, loss 0.130, test 0.118
Epoch 18, step 188, loss 0.009, test 0.120
Epoch 18, step 189, loss 0.029, test 0.123
Epoch 18, step 190, loss 0.028, test 0.126
Epoch 18, step 191, loss 0.002, test 0.127
Epoch 18, step 192, loss 0.039, test 0.126
Epoch 18, step 193, loss 0.065, test 0.126
Epoch 18, step 194, loss 0.085, test 0.122
Epoch 18, step 195, loss 0.094, test 0.121
Epoch 18, step 196, loss 0.422, test 0.119
Epoch 18, step 197, loss 0.055, test 0.113
Epoch 18, step 198, loss 0.094, test 0.112
Epoch 18, step 199, loss 0.336, test 0.114
Epoch 18, step 200, loss 0.088, test 0.115
Epoch 18, step 201, loss 0.055, test 0.115
Epoch 18, step 202, loss 0.132, test 0.117
Epoch 18, step 203, loss 0.059, test 0.115
Epoch 18, step 204, loss 0.491, test 0.143
Epoch 18, step 205, loss 0.021, test 0.152
Epoch 18, step 206, loss 0.004, test 0.157
Epoch 18, step 207, loss 0.040, test 0.159
Epoch 18, step 208, loss 1.016, test 0.124
Epoch 18, step 209, loss 0.101, test 0.146
Epoch 18, step 210, loss 0.255, test 0.170
Epoch 18, step 211, loss 0.763, test 0.261
Epoch 18, step 212, loss 0.057, test 0.279
Epoch 18, step 213, loss 0.023, test 0.289
Epoch 18, step 214, loss 0.042, test 0.302
Epoch 18, step 215, loss 0.080, test 0.315
Epoch 18, step 216, loss 0.058, test 0.316
Epoch 18, step 217, loss 0.010, test 0.312
Epoch 18, step 218, loss 0.177, test 0.316
Epoch 18, step 219, loss 0.317, test 0.308
Epoch 18, step 220, loss 0.308, test 0.298
Epoch 18, step 221, loss 0.208, test 0.304
Epoch 18, step 222, loss 0.006, test 0.307
Epoch 18, step 223, loss 0.002, test 0.313
Epoch 18, step 224, loss 0.044, test 0.319
Epoch 18, step 225, loss 0.414, test 0.341
Epoch 18, step 226, loss 0.061, test 0.339
Epoch 18, step 227, loss 0.006, test 0.356
Epoch 18, step 228, loss 0.005, test 0.357
Epoch 18, step 229, loss 0.040, test 0.362
Epoch 18, step 230, loss 0.393, test 0.372
Epoch 18, step 231, loss 0.008, test 0.373
Epoch 18, step 232, loss 0.517, test 0.364
Epoch 18, step 233, loss 0.908, test 0.341
Epoch 18, step 234, loss 0.330, test 0.348
Epoch 18, step 235, loss 0.601, test 0.339
Epoch 18, step 236, loss 0.017, test 0.332
Epoch 18, step 237, loss 0.003, test 0.333
Epoch 18, step 238, loss 0.001, test 0.333
Epoch 18, step 239, loss 0.091, test 0.349
Epoch 18, step 240, loss 0.758, test 0.165
Epoch 18, step 241, loss 0.019, test 0.144
Epoch 18, step 242, loss 0.022, test 0.148
Epoch 18, step 243, loss 0.114, test 0.121
Epoch 18, step 244, loss 0.018, test 0.115
Epoch 18, step 245, loss 0.354, test 0.117
Epoch 18, step 246, loss 0.318, test 0.098
Epoch 18, step 247, loss 0.266, test 0.094
Epoch 18, step 248, loss 0.002, test 0.093
Epoch 18, step 249, loss 0.366, test 0.094
Epoch 18, step 250, loss 0.128, test 0.096
Epoch 18, step 251, loss 0.080, test 0.095
Epoch 18, step 252, loss 0.037, test 0.098
Epoch 18, step 253, loss 0.176, test 0.097
Epoch 18, step 254, loss 0.073, test 0.098
Epoch 18, step 255, loss 0.014, test 0.099
Epoch 18, step 256, loss 0.002, test 0.100
Epoch 18, step 257, loss 0.086, test 0.103
Epoch 18, step 258, loss 0.087, test 0.105
Epoch 18, step 259, loss 0.003, test 0.104
Epoch 18, step 260, loss 0.105, test 0.082
Epoch 18, step 261, loss 0.017, test 0.081
Epoch 18, step 262, loss 0.268, test 0.079
Epoch 18, step 263, loss 0.037, test 0.080
Epoch 18, step 264, loss 0.154, test 0.080
Epoch 18, step 265, loss 0.035, test 0.082
Epoch 18, step 266, loss 0.043, test 0.082
Epoch 18, step 267, loss 0.000, test 0.082
Epoch 18, step 268, loss 0.002, test 0.083
Epoch 18, step 269, loss 0.180, test 0.083
Epoch 18, step 270, loss 0.002, test 0.083
Epoch 18, step 271, loss 0.104, test 0.083
Epoch 18, step 272, loss 0.195, test 0.085
Epoch 18, step 273, loss 0.508, test 0.086
Epoch 18, step 274, loss 0.055, test 0.090
Epoch 18, step 275, loss 0.165, test 0.091
Epoch 18, step 276, loss 0.006, test 0.094
Epoch 18, step 277, loss 0.006, test 0.100
Epoch 18, step 278, loss 0.008, test 0.100
Epoch 18, step 279, loss 0.005, test 0.101
Epoch 18, step 280, loss 0.042, test 0.102
Epoch 18, step 281, loss 0.344, test 0.101
Epoch 18, step 282, loss 0.022, test 0.101
Epoch 18, step 283, loss 0.185, test 0.105
Epoch 18, step 284, loss 0.048, test 0.105
Epoch 18, step 285, loss 0.113, test 0.099
Epoch 18, step 286, loss 0.212, test 0.099
Epoch 18, step 287, loss 0.011, test 0.103
Epoch 18, step 288, loss 0.314, test 0.110
Epoch 18, step 289, loss 0.008, test 0.112
Epoch 18, step 290, loss 0.012, test 0.114
Epoch 18, step 291, loss 0.134, test 0.104
Epoch 18, step 292, loss 0.179, test 0.101
Epoch 18, step 293, loss 0.090, test 0.105
Epoch 18, step 294, loss 0.188, test 0.098
Epoch 18, step 295, loss 0.131, test 0.098
Epoch 18, step 296, loss 0.204, test 0.107
Epoch 18, step 297, loss 0.126, test 0.127
Epoch 18, step 298, loss 0.019, test 0.135
Epoch 18, step 299, loss 0.110, test 0.127
Epoch 18, step 300, loss 0.069, test 0.129
Epoch 18, step 301, loss 0.165, test 0.132
Epoch 18, step 302, loss 0.576, test 0.127
Epoch 18, step 303, loss 0.104, test 0.118
Epoch 18, step 304, loss 0.240, test 0.103
Epoch 18, step 305, loss 0.004, test 0.098
Epoch 18, step 306, loss 0.126, test 0.097
Epoch 18, step 307, loss 0.135, test 0.097
Epoch 18, step 308, loss 0.171, test 0.097
Epoch 18, step 309, loss 0.291, test 0.091
Epoch 18, step 310, loss 0.044, test 0.090
Epoch 18, step 311, loss 0.132, test 0.090
Epoch 18, step 312, loss 0.037, test 0.091
Epoch 18, step 313, loss 0.063, test 0.092
Epoch 18, step 314, loss 0.126, test 0.090
Epoch 18, step 315, loss 0.011, test 0.090
Epoch 18, step 316, loss 0.068, test 0.089
Epoch 18, step 317, loss 0.042, test 0.089
Epoch 18, step 318, loss 0.355, test 0.086
Epoch 18, step 319, loss 0.590, test 0.087
Epoch 18, step 320, loss 0.093, test 0.087
Epoch 18, step 321, loss 0.005, test 0.086
Epoch 18, step 322, loss 0.110, test 0.087
Epoch 18, step 323, loss 0.013, test 0.087
Epoch 18, step 324, loss 0.280, test 0.087
Epoch 18, step 325, loss 0.002, test 0.088
Epoch 18, step 326, loss 0.586, test 0.091
Epoch 18, step 327, loss 0.144, test 0.088
Epoch 18, step 328, loss 0.131, test 0.088
Epoch 18, step 329, loss 0.165, test 0.091
Epoch 18, step 330, loss 0.115, test 0.091
Epoch 18, step 331, loss 0.793, test 0.105
Epoch 18, step 332, loss 0.017, test 0.119
Epoch 18, step 333, loss 0.216, test 0.139
Epoch 18, step 334, loss 0.099, test 0.122
Epoch 18, step 335, loss 0.000, test 0.121
Epoch 18, step 336, loss 0.045, test 0.118
Epoch 18, step 337, loss 0.246, test 0.117
Epoch 18, step 338, loss 0.003, test 0.117
Epoch 18, step 339, loss 0.257, test 0.163
Epoch 18, step 340, loss 0.246, test 0.180
Epoch 18, step 341, loss 0.181, test 0.185
Epoch 18, step 342, loss 0.034, test 0.185
Epoch 18, step 343, loss 0.083, test 0.182
Epoch 18, step 344, loss 0.002, test 0.177
Epoch 18, step 345, loss 0.002, test 0.173
Epoch 18, step 346, loss 0.022, test 0.170
Epoch 18, step 347, loss 0.050, test 0.167
Epoch 18, step 348, loss 0.029, test 0.165
Epoch 18, step 349, loss 1.055, test 0.130
Epoch 18, step 350, loss 0.063, test 0.131
Epoch 18, step 351, loss 0.286, test 0.098
Epoch 18, step 352, loss 0.000, test 0.094
Epoch 18, step 353, loss 0.044, test 0.092
Epoch 18, step 354, loss 0.113, test 0.092
Epoch 18, step 355, loss 0.094, test 0.092
Epoch 18, step 356, loss 0.015, test 0.093
Epoch 18, step 357, loss 0.213, test 0.096
Epoch 18, step 358, loss 0.001, test 0.097
Epoch 18, step 359, loss 0.103, test 0.097
Epoch 18, step 360, loss 0.036, test 0.103
Epoch 18, step 361, loss 0.068, test 0.103
Epoch 18, step 362, loss 0.378, test 0.102
Epoch 18, step 363, loss 0.183, test 0.103
Epoch 18, step 364, loss 0.267, test 0.102
Epoch 18, step 365, loss 0.013, test 0.102
Epoch 18, step 366, loss 0.088, test 0.097
Epoch 18, step 367, loss 0.058, test 0.096
Epoch 18, step 368, loss 0.335, test 0.094
Epoch 18, step 369, loss 0.013, test 0.094
Epoch 18, step 370, loss 0.000, test 0.094
Epoch 18, step 371, loss 0.035, test 0.097
Epoch 18, step 372, loss 0.057, test 0.099
Epoch 18, step 373, loss 0.000, test 0.099
Epoch 18, step 374, loss 0.171, test 0.106
Epoch 18, step 375, loss 0.000, test 0.107
Epoch 18, step 376, loss 0.236, test 0.111
Epoch 18, step 377, loss 0.005, test 0.113
Epoch 18, step 378, loss 0.086, test 0.112
Epoch 18, step 379, loss 0.402, test 0.191
Epoch 18, step 380, loss 0.001, test 0.232
Epoch 18, step 381, loss 0.007, test 0.256
Epoch 18, step 382, loss 0.000, test 0.269
Epoch 18, step 383, loss 0.000, test 0.276
Epoch 18, step 384, loss 0.139, test 0.273
Epoch 18, step 385, loss 0.284, test 0.254
Epoch 18, step 386, loss 0.034, test 0.253
Epoch 18, step 387, loss 0.000, test 0.252
Epoch 18, step 388, loss 0.269, test 0.248
Epoch 18, step 389, loss 0.051, test 0.273
Epoch 18, step 390, loss 0.004, test 0.281
Epoch 18, step 391, loss 0.000, test 0.286
Epoch 18, step 392, loss 0.076, test 0.248
Epoch 18, step 393, loss 0.023, test 0.241
Epoch 18, step 394, loss 0.035, test 0.247
Epoch 18, step 395, loss 0.038, test 0.225
Epoch 18, step 396, loss 0.002, test 0.221
Epoch 18, step 397, loss 0.065, test 0.220
Epoch 18, step 398, loss 0.444, test 0.226
Epoch 18, step 399, loss 0.280, test 0.230
Epoch 18, step 400, loss 0.020, test 0.245
Epoch 18, step 401, loss 0.007, test 0.248
Epoch 18, step 402, loss 0.261, test 0.212
Epoch 18, step 403, loss 0.084, test 0.209
Epoch 18, step 404, loss 0.000, test 0.208
Epoch 18, step 405, loss 0.014, test 0.206
Epoch 18, step 406, loss 0.114, test 0.215
Epoch 18, step 407, loss 0.663, test 0.232
Epoch 18, step 408, loss 0.040, test 0.219
Epoch 18, step 409, loss 0.033, test 0.209
Epoch 18, step 410, loss 0.007, test 0.195
Epoch 18, step 411, loss 0.040, test 0.201
Epoch 18, step 412, loss 0.065, test 0.198
Epoch 18, step 413, loss 0.425, test 0.201
Epoch 18, step 414, loss 0.202, test 0.204
Epoch 18, step 415, loss 0.009, test 0.195
Epoch 18, step 416, loss 0.160, test 0.202
Epoch 18, step 417, loss 0.101, test 0.200
Epoch 18, step 418, loss 0.020, test 0.175
Epoch 18, step 419, loss 0.040, test 0.179
Epoch 18, step 420, loss 1.081, test 0.110
Epoch 18, step 421, loss 0.807, test 0.103
Epoch 18, step 422, loss 0.336, test 0.099
Epoch 18, step 423, loss 0.004, test 0.099
Epoch 18, step 424, loss 0.007, test 0.098
Epoch 18, step 425, loss 0.278, test 0.095
Epoch 18, step 426, loss 0.071, test 0.094
Epoch 18, step 427, loss 0.115, test 0.093
Epoch 18, step 428, loss 0.029, test 0.094
Epoch 18, step 429, loss 0.017, test 0.096
Epoch 18, step 430, loss 0.057, test 0.108
Epoch 18, step 431, loss 0.006, test 0.111
Epoch 18, step 432, loss 0.128, test 0.118
Epoch 18, step 433, loss 0.096, test 0.112
Epoch 18, step 434, loss 0.267, test 0.112
Epoch 18, step 435, loss 0.007, test 0.112
Epoch 18, step 436, loss 0.003, test 0.112
Epoch 18, step 437, loss 0.368, test 0.114
Epoch 18, step 438, loss 0.004, test 0.115
Epoch 18, step 439, loss 0.008, test 0.116
Epoch 18, step 440, loss 0.069, test 0.116
Epoch 18, step 441, loss 0.012, test 0.115
Epoch 18, step 442, loss 0.182, test 0.120
Epoch 18, step 443, loss 0.439, test 0.121
Epoch 18, step 444, loss 0.250, test 0.131
Epoch 18, step 445, loss 0.009, test 0.136
Epoch 18, step 446, loss 0.015, test 0.145
Epoch 18, step 447, loss 0.008, test 0.150
Epoch 18, step 448, loss 0.126, test 0.156
Epoch 18, step 449, loss 0.031, test 0.159
Epoch 18, step 450, loss 0.006, test 0.163
Epoch 18, step 451, loss 0.004, test 0.167
Epoch 18, step 452, loss 0.018, test 0.175
Epoch 18, step 453, loss 0.065, test 0.175
Epoch 18, step 454, loss 0.230, test 0.180
Epoch 18, step 455, loss 0.035, test 0.197
Epoch 18, step 456, loss 0.037, test 0.198
Epoch 18, step 457, loss 0.200, test 0.203
Epoch 18, step 458, loss 0.128, test 0.187
Epoch 18, step 459, loss 0.018, test 0.187
Epoch 18, step 460, loss 0.034, test 0.185
Epoch 18, step 461, loss 0.086, test 0.179
Epoch 18, step 462, loss 0.448, test 0.109
Epoch 18, step 463, loss 0.084, test 0.101
Epoch 18, step 464, loss 0.893, test 0.098
Epoch 18, step 465, loss 0.176, test 0.106
Epoch 18, step 466, loss 0.864, test 0.106
Epoch 18, step 467, loss 0.011, test 0.105
Epoch 18, step 468, loss 1.419, test 0.138
Epoch 18, step 469, loss 0.255, test 0.138
Epoch 18, step 470, loss 0.059, test 0.138
Epoch 18, step 471, loss 0.003, test 0.139
Epoch 18, step 472, loss 0.165, test 0.146
Epoch 18, step 473, loss 0.226, test 0.147
Epoch 18, step 474, loss 0.103, test 0.150
Epoch 18, step 475, loss 0.004, test 0.150
Epoch 18, step 476, loss 1.536, test 0.149
Epoch 18, step 477, loss 0.068, test 0.149
Epoch 18, step 478, loss 0.095, test 0.153
Epoch 18, step 479, loss 0.061, test 0.152
Epoch 18, step 480, loss 0.182, test 0.152
Epoch 18, step 481, loss 1.367, test 0.143
Epoch 18, step 482, loss 0.417, test 0.141
Epoch 18, step 483, loss 0.019, test 0.139
Epoch 18, step 484, loss 0.011, test 0.139
Epoch 18, step 485, loss 0.046, test 0.153
Epoch 18, step 486, loss 0.017, test 0.155
Epoch 18, step 487, loss 0.298, test 0.158
Epoch 18, step 488, loss 0.059, test 0.159
Epoch 18, step 489, loss 0.015, test 0.153
Epoch 18, step 490, loss 1.477, test 0.158
Epoch 18, step 491, loss 0.008, test 0.160
Epoch 18, step 492, loss 0.067, test 0.158
Epoch 18, step 493, loss 0.047, test 0.163
Epoch 18, step 494, loss 0.424, test 0.157
Epoch 18, step 495, loss 0.010, test 0.157
Epoch 18, step 496, loss 0.049, test 0.157
Epoch 18, step 497, loss 0.029, test 0.158
Epoch 18, step 498, loss 0.000, test 0.159
Epoch 18, step 499, loss 0.002, test 0.159
Epoch 18, step 500, loss 0.020, test 0.157
Epoch 18, step 501, loss 0.003, test 0.157
Epoch 18, step 502, loss 0.094, test 0.167
Epoch 18, step 503, loss 0.002, test 0.169
Epoch 18, step 504, loss 0.016, test 0.171
Epoch 18, step 505, loss 0.023, test 0.163
Epoch 18, step 506, loss 0.095, test 0.160
Epoch 18, step 507, loss 0.010, test 0.158
Epoch 18, step 508, loss 0.059, test 0.154
Epoch 18, step 509, loss 0.130, test 0.150
Epoch 18, step 510, loss 0.012, test 0.148
Epoch 18, step 511, loss 0.003, test 0.148
Epoch 18, step 512, loss 0.253, test 0.148
Epoch 18, step 513, loss 0.154, test 0.149
Epoch 18, step 514, loss 0.012, test 0.150
Epoch 18, step 515, loss 0.022, test 0.150
Epoch 18, step 516, loss 0.009, test 0.151
Epoch 18, step 517, loss 0.016, test 0.151
Epoch 18, step 518, loss 0.000, test 0.151
Epoch 18, step 519, loss 0.009, test 0.151
Epoch 18, step 520, loss 0.056, test 0.151
Epoch 18, step 521, loss 0.229, test 0.137
Epoch 18, step 522, loss 0.040, test 0.134
Epoch 18, step 523, loss 0.219, test 0.134
Epoch 18, step 524, loss 0.079, test 0.132
Epoch 18, step 525, loss 0.082, test 0.132
Epoch 18, step 526, loss 0.444, test 0.132
Epoch 18, step 527, loss 0.115, test 0.131
Epoch 18, step 528, loss 0.006, test 0.128
Epoch 18, step 529, loss 0.038, test 0.126
Epoch 18, step 530, loss 0.130, test 0.125
Epoch 18, step 531, loss 0.065, test 0.127
Epoch 18, step 532, loss 0.156, test 0.126
Epoch 18, step 533, loss 0.136, test 0.124
Epoch 18, step 534, loss 0.227, test 0.123
Epoch 18, step 535, loss 0.020, test 0.121
Epoch 18, step 536, loss 0.282, test 0.241
Epoch 18, step 537, loss 0.086, test 0.281
Epoch 18, step 538, loss 0.151, test 0.271
Epoch 18, step 539, loss 0.025, test 0.268
Epoch 18, step 540, loss 0.339, test 0.262
Epoch 18, step 541, loss 0.033, test 0.271
Epoch 18, step 542, loss 0.098, test 0.269
Epoch 18, step 543, loss 0.004, test 0.270
Epoch 18, step 544, loss 0.363, test 0.279
Epoch 18, step 545, loss 0.410, test 0.275
Epoch 18, step 546, loss 0.081, test 0.228
Epoch 18, step 547, loss 0.005, test 0.232
Epoch 18, step 548, loss 0.033, test 0.224
Epoch 18, step 549, loss 0.006, test 0.226
Epoch 18, step 550, loss 0.234, test 0.230
Epoch 18, step 551, loss 0.215, test 0.234
Epoch 18, step 552, loss 0.036, test 0.231
Epoch 18, step 553, loss 0.248, test 0.234
Epoch 18, step 554, loss 0.010, test 0.233
Epoch 18, step 555, loss 0.048, test 0.237
Epoch 18, step 556, loss 0.000, test 0.237
Epoch 18, step 557, loss 0.017, test 0.236
Epoch 18, step 558, loss 0.302, test 0.240
Epoch 18, step 559, loss 0.238, test 0.253
Epoch 18, step 560, loss 0.044, test 0.259
Epoch 18, step 561, loss 0.095, test 0.267
Epoch 18, step 562, loss 0.066, test 0.266
Epoch 18, step 563, loss 0.009, test 0.268
Epoch 18, step 564, loss 0.215, test 0.282
Epoch 18, step 565, loss 0.015, test 0.293
Epoch 18, step 566, loss 0.096, test 0.273
Epoch 18, step 567, loss 0.342, test 0.223
Epoch 18, step 568, loss 1.107, test 0.455
Epoch 18, step 569, loss 0.264, test 0.647
Epoch 18, step 570, loss 0.001, test 0.772
Epoch 18, step 571, loss 0.065, test 0.818
Epoch 18, step 572, loss 1.244, test 0.556
Epoch 18, step 573, loss 0.099, test 0.519
Epoch 18, step 574, loss 0.014, test 0.501
Epoch 18, step 575, loss 0.075, test 0.485
Epoch 18, step 576, loss 0.018, test 0.474
Epoch 18, step 577, loss 2.248, test 0.107
Epoch 18, step 578, loss 0.038, test 0.146
Epoch 18, step 579, loss 0.002, test 0.178
Epoch 18, step 580, loss 0.117, test 0.199
Epoch 18, step 581, loss 0.030, test 0.217
Epoch 18, step 582, loss 0.143, test 0.226
Epoch 18, step 583, loss 0.001, test 0.229
Epoch 18, step 584, loss 1.310, test 0.458
Epoch 18, step 585, loss 0.557, test 0.713
Epoch 18, step 586, loss 0.411, test 0.916
Epoch 18, step 587, loss 0.112, test 0.947
Epoch 18, step 588, loss 0.030, test 0.974
Epoch 18, step 589, loss 0.205, test 1.000
Epoch 18, step 590, loss 0.010, test 1.007
Epoch 18, step 591, loss 0.471, test 1.047
Epoch 18, step 592, loss 0.006, test 1.053
Epoch 18, step 593, loss 0.001, test 1.054
Epoch 18, step 594, loss 0.073, test 1.002
Epoch 18, step 595, loss 0.025, test 0.986
Epoch 18, step 596, loss 0.034, test 0.973
Epoch 18, step 597, loss 2.335, test 0.340
Epoch 18, step 598, loss 0.019, test 0.273
Epoch 18, step 599, loss 0.045, test 0.246
Epoch 18, step 600, loss 0.698, test 0.115
Epoch 18, step 601, loss 0.353, test 0.107
Epoch 18, step 602, loss 0.026, test 0.103
Epoch 18, step 603, loss 0.100, test 0.102
Epoch 18, step 604, loss 0.060, test 0.099
Epoch 18, step 605, loss 0.024, test 0.098
Epoch 18, step 606, loss 0.027, test 0.097
Epoch 18, step 607, loss 0.010, test 0.097
Epoch 18, step 608, loss 0.581, test 0.095
Epoch 18, step 609, loss 0.049, test 0.095
Epoch 18, step 610, loss 0.952, test 0.090
Epoch 18, step 611, loss 0.053, test 0.090
Epoch 18, step 612, loss 0.226, test 0.118
Epoch 18, step 613, loss 0.000, test 0.125
Epoch 18, step 614, loss 0.014, test 0.131
Epoch 18, step 615, loss 0.229, test 0.120
Epoch 18, step 616, loss 0.192, test 0.103
Epoch 18, step 617, loss 0.307, test 0.091
Epoch 18, step 618, loss 0.314, test 0.096
Epoch 18, step 619, loss 0.230, test 0.099
Epoch 18, step 620, loss 0.260, test 0.099
Epoch 18, step 621, loss 0.283, test 0.099
Epoch 18, step 622, loss 0.205, test 0.098
Epoch 18, step 623, loss 0.061, test 0.111
Epoch 18, step 624, loss 0.038, test 0.113
Epoch 18, step 625, loss 0.002, test 0.115
Epoch 18, step 626, loss 0.043, test 0.130
Epoch 18, step 627, loss 0.220, test 0.176
Epoch 18, step 628, loss 0.063, test 0.190
Epoch 18, step 629, loss 0.030, test 0.200
Epoch 18, step 630, loss 0.001, test 0.205
Epoch 18, step 631, loss 0.284, test 0.116
Epoch 18, step 632, loss 0.095, test 0.115
Epoch 18, step 633, loss 0.026, test 0.112
Epoch 18, step 634, loss 0.001, test 0.111
Epoch 18, step 635, loss 0.025, test 0.114
Epoch 18, step 636, loss 0.030, test 0.111
Epoch 18, step 637, loss 0.005, test 0.110
Epoch 18, step 638, loss 0.065, test 0.108
Epoch 18, step 639, loss 0.029, test 0.107
Epoch 18, step 640, loss 0.000, test 0.107
Epoch 18, step 641, loss 0.010, test 0.093
Epoch 18, step 642, loss 0.607, test 0.094
Epoch 18, step 643, loss 0.205, test 0.077
Epoch 18, step 644, loss 0.343, test 0.075
Epoch 18, step 645, loss 0.020, test 0.076
Epoch 18, step 646, loss 0.036, test 0.076
Epoch 18, step 647, loss 0.019, test 0.077
Epoch 18, step 648, loss 0.189, test 0.077
Epoch 18, step 649, loss 0.015, test 0.077
Epoch 18, step 650, loss 0.085, test 0.077
Epoch 18, step 651, loss 0.205, test 0.077
Epoch 18, step 652, loss 0.008, test 0.077
Epoch 18, step 653, loss 0.022, test 0.077
Epoch 18, step 654, loss 0.188, test 0.079
Epoch 18, step 655, loss 0.040, test 0.081
Epoch 18, step 656, loss 0.041, test 0.082
Epoch 18, step 657, loss 0.077, test 0.082
Epoch 18, step 658, loss 0.289, test 0.083
Epoch 18, step 659, loss 0.070, test 0.117
Epoch 18, step 660, loss 0.010, test 0.132
Epoch 18, step 661, loss 0.120, test 0.142
Epoch 18, step 662, loss 0.429, test 0.138
Epoch 18, step 663, loss 0.042, test 0.121
Epoch 18, step 664, loss 0.087, test 0.121
Epoch 18, step 665, loss 0.106, test 0.115
Epoch 18, step 666, loss 0.002, test 0.114
Epoch 18, step 667, loss 0.030, test 0.122
Epoch 18, step 668, loss 0.000, test 0.124
Epoch 18, step 669, loss 0.036, test 0.128
Epoch 18, step 670, loss 0.009, test 0.128
Epoch 18, step 671, loss 0.004, test 0.127
Epoch 18, step 672, loss 0.000, test 0.126
Epoch 18, step 673, loss 0.006, test 0.122
Epoch 18, step 674, loss 0.005, test 0.121
Epoch 18, step 675, loss 0.272, test 0.090
Epoch 18, step 676, loss 0.073, test 0.088
Epoch 18, step 677, loss 0.003, test 0.090
Epoch 18, step 678, loss 0.091, test 0.099
Epoch 18, step 679, loss 0.007, test 0.101
Epoch 18, step 680, loss 0.030, test 0.105
Epoch 18, step 681, loss 0.634, test 0.104
Epoch 18, step 682, loss 0.077, test 0.100
Epoch 18, step 683, loss 0.079, test 0.086
Epoch 18, step 684, loss 0.001, test 0.083
Epoch 18, step 685, loss 0.010, test 0.084
Epoch 18, step 686, loss 0.001, test 0.083
Epoch 18, step 687, loss 0.001, test 0.082
Epoch 18, step 688, loss 0.055, test 0.081
Epoch 18, step 689, loss 0.100, test 0.092
Epoch 18, step 690, loss 0.817, test 0.089
Epoch 18, step 691, loss 0.000, test 0.089
Epoch 18, step 692, loss 0.281, test 0.091
Epoch 18, step 693, loss 0.018, test 0.092
Epoch 18, step 694, loss 0.059, test 0.085
Epoch 18, step 695, loss 0.057, test 0.081
Epoch 18, step 696, loss 0.033, test 0.081
Epoch 18, step 697, loss 0.001, test 0.081
Epoch 18, step 698, loss 0.038, test 0.081
Epoch 18, step 699, loss 0.052, test 0.082
Epoch 18, step 700, loss 0.072, test 0.088
Epoch 18, step 701, loss 0.011, test 0.090
Epoch 18, step 702, loss 0.025, test 0.087
Epoch 18, step 703, loss 0.000, test 0.086
Epoch 18, step 704, loss 0.151, test 0.086
Epoch 18, step 705, loss 0.152, test 0.090
Epoch 18, step 706, loss 0.349, test 0.092
Epoch 18, step 707, loss 0.202, test 0.081
Epoch 18, step 708, loss 0.046, test 0.081
Epoch 18, step 709, loss 0.023, test 0.081
Epoch 18, step 710, loss 0.053, test 0.081
Epoch 18, step 711, loss 0.002, test 0.081
Epoch 18, step 712, loss 0.036, test 0.081
Epoch 18, step 713, loss 0.420, test 0.083
Epoch 18, step 714, loss 0.038, test 0.085
Epoch 18, step 715, loss 0.011, test 0.084
Epoch 18, step 716, loss 0.070, test 0.084
Epoch 18, step 717, loss 0.078, test 0.082
Epoch 18, step 718, loss 0.141, test 0.082
Epoch 18, step 719, loss 0.003, test 0.082
Epoch 18, step 720, loss 0.744, test 0.135
Epoch 18, step 721, loss 0.273, test 0.144
Epoch 18, step 722, loss 0.044, test 0.157
Epoch 18, step 723, loss 0.020, test 0.173
Epoch 18, step 724, loss 0.240, test 0.187
Epoch 18, step 725, loss 0.047, test 0.198
Epoch 18, step 726, loss 0.019, test 0.179
Epoch 18, step 727, loss 1.086, test 0.076
Epoch 18, step 728, loss 0.082, test 0.076
Epoch 18, step 729, loss 0.004, test 0.078
Epoch 18, step 730, loss 0.044, test 0.080
Epoch 18, step 731, loss 0.000, test 0.081
Epoch 18, step 732, loss 0.105, test 0.080
Epoch 18, step 733, loss 0.077, test 0.080
Epoch 18, step 734, loss 0.496, test 0.081
Epoch 18, step 735, loss 0.238, test 0.081
Epoch 18, step 736, loss 0.685, test 0.143
Epoch 18, step 737, loss 0.429, test 0.178
Epoch 18, step 738, loss 1.546, test 0.595
Epoch 18, step 739, loss 0.014, test 0.846
Epoch 18, step 740, loss 0.556, test 0.706
Epoch 18, step 741, loss 1.072, test 0.538
Epoch 18, step 742, loss 0.039, test 0.496
Epoch 18, step 743, loss 0.044, test 0.487
Epoch 18, step 744, loss 0.320, test 0.488
Epoch 18, step 745, loss 0.013, test 0.484
Epoch 18, step 746, loss 0.018, test 0.481
Epoch 18, step 747, loss 0.190, test 0.493
Epoch 18, step 748, loss 0.144, test 0.516
Epoch 18, step 749, loss 0.166, test 0.486
Epoch 18, step 750, loss 0.431, test 0.492
Epoch 18, step 751, loss 0.237, test 0.413
Epoch 18, step 752, loss 0.181, test 0.312
Epoch 18, step 753, loss 0.547, test 0.255
Epoch 18, step 754, loss 0.121, test 0.227
Epoch 18, step 755, loss 0.019, test 0.219
Epoch 18, step 756, loss 0.232, test 0.211
Epoch 18, step 757, loss 0.095, test 0.241
Epoch 18, step 758, loss 0.032, test 0.234
Epoch 18, step 759, loss 0.062, test 0.242
Epoch 18, step 760, loss 0.019, test 0.264
Epoch 18, step 761, loss 0.000, test 0.269
Epoch 18, step 762, loss 0.161, test 0.228
Epoch 18, step 763, loss 0.032, test 0.226
Epoch 18, step 764, loss 0.130, test 0.278
Epoch 18, step 765, loss 0.055, test 0.275
Epoch 18, step 766, loss 0.013, test 0.279
Epoch 18, step 767, loss 0.018, test 0.279
Epoch 18, step 768, loss 0.099, test 0.249
Epoch 18, step 769, loss 0.438, test 0.249
Epoch 18, step 770, loss 0.111, test 0.196
Epoch 18, step 771, loss 0.005, test 0.189
Epoch 18, step 772, loss 0.000, test 0.186
Epoch 18, step 773, loss 0.099, test 0.197
Epoch 18, step 774, loss 0.352, test 0.142
Epoch 18, step 775, loss 0.319, test 0.138
Epoch 18, step 776, loss 0.030, test 0.134
Epoch 18, step 777, loss 0.000, test 0.133
Epoch 18, step 778, loss 0.152, test 0.131
Epoch 18, step 779, loss 0.093, test 0.131
Epoch 18, step 780, loss 0.024, test 0.138
Epoch 18, step 781, loss 0.521, test 0.242
Epoch 18, step 782, loss 0.099, test 0.278
Epoch 18, step 783, loss 0.179, test 0.297
Epoch 18, step 784, loss 0.000, test 0.313
Epoch 18, step 785, loss 0.027, test 0.313
Epoch 18, step 786, loss 0.019, test 0.313
Epoch 18, step 787, loss 0.005, test 0.310
Epoch 18, step 788, loss 0.007, test 0.307
Epoch 18, step 789, loss 0.434, test 0.286
Epoch 18, step 790, loss 0.041, test 0.275
Epoch 18, step 791, loss 0.071, test 0.275
Epoch 18, step 792, loss 0.026, test 0.252
Epoch 18, step 793, loss 0.174, test 0.243
Epoch 18, step 794, loss 0.237, test 0.235
Epoch 18, step 795, loss 0.004, test 0.242
Epoch 18, step 796, loss 0.100, test 0.225
Epoch 18, step 797, loss 0.023, test 0.229
Epoch 18, step 798, loss 0.403, test 0.137
Epoch 18, step 799, loss 0.013, test 0.110
Epoch 18, step 800, loss 0.030, test 0.103
Epoch 18, step 801, loss 0.033, test 0.101
Epoch 18, step 802, loss 0.178, test 0.097
Epoch 18, step 803, loss 0.424, test 0.093
Epoch 18, step 804, loss 0.208, test 0.095
Epoch 18, step 805, loss 0.001, test 0.095
Epoch 18, step 806, loss 0.215, test 0.089
Epoch 18, step 807, loss 0.113, test 0.082
Epoch 18, step 808, loss 0.222, test 0.084
Epoch 18, step 809, loss 0.010, test 0.084
Epoch 18, step 810, loss 0.000, test 0.085
Epoch 18, step 811, loss 0.136, test 0.085
Epoch 18, step 812, loss 0.103, test 0.084
Epoch 18, step 813, loss 0.005, test 0.083
Epoch 18, step 814, loss 0.061, test 0.083
Epoch 18, step 815, loss 0.127, test 0.084
Epoch 18, step 816, loss 0.004, test 0.084
Epoch 18, step 817, loss 0.004, test 0.085
Epoch 18, step 818, loss 0.010, test 0.085
Epoch 18, step 819, loss 0.083, test 0.091
Epoch 18, step 820, loss 0.007, test 0.092
Epoch 18, step 821, loss 0.013, test 0.095
Epoch 18, step 822, loss 0.096, test 0.098
Epoch 18, step 823, loss 0.000, test 0.099
Epoch 18, step 824, loss 0.018, test 0.098
Epoch 18, step 825, loss 0.098, test 0.098
Epoch 18, step 826, loss 0.000, test 0.098
Epoch 18, step 827, loss 0.000, test 0.098
Epoch 18, step 828, loss 0.004, test 0.099
Epoch 18, step 829, loss 0.001, test 0.097
Epoch 18, step 830, loss 0.000, test 0.097
Epoch 18, step 831, loss 0.088, test 0.084
Epoch 18, step 832, loss 0.044, test 0.083
Epoch 18, step 833, loss 0.561, test 0.081
Epoch 18, step 834, loss 0.006, test 0.080
Epoch 18, step 835, loss 0.015, test 0.079
Epoch 18, step 836, loss 0.174, test 0.078
Epoch 18, step 837, loss 0.197, test 0.142
Epoch 18, step 838, loss 0.092, test 0.169
Epoch 18, step 839, loss 0.176, test 0.180
Epoch 18, step 840, loss 0.380, test 0.150
Epoch 18, step 841, loss 0.022, test 0.150
Epoch 18, step 842, loss 0.329, test 0.169
Epoch 18, step 843, loss 0.012, test 0.173
Epoch 18, step 844, loss 0.103, test 0.159
Epoch 18, step 845, loss 0.045, test 0.158
Epoch 18, step 846, loss 0.005, test 0.159
Epoch 18, step 847, loss 0.029, test 0.132
Epoch 18, step 848, loss 0.565, test 0.115
Epoch 18, step 849, loss 0.205, test 0.117
Epoch 18, step 850, loss 0.188, test 0.130
Epoch 18, step 851, loss 0.062, test 0.114
Epoch 18, step 852, loss 0.005, test 0.113
Epoch 18, step 853, loss 0.003, test 0.111
Epoch 18, step 854, loss 0.169, test 0.138
Epoch 18, step 855, loss 0.110, test 0.151
Epoch 18, step 856, loss 0.039, test 0.193
Epoch 18, step 857, loss 0.153, test 0.198
Epoch 18, step 858, loss 0.103, test 0.197
Epoch 18, step 859, loss 0.061, test 0.202
Epoch 18, step 860, loss 0.005, test 0.192
Epoch 18, step 861, loss 0.002, test 0.189
Epoch 18, step 862, loss 0.147, test 0.185
Epoch 18, step 863, loss 0.062, test 0.183
Epoch 18, step 864, loss 0.001, test 0.180
Epoch 18, step 865, loss 0.005, test 0.181
Epoch 18, step 866, loss 1.455, test 0.117
Epoch 18, step 867, loss 0.058, test 0.156
Epoch 18, step 868, loss 0.003, test 0.159
Epoch 18, step 869, loss 0.161, test 0.158
Epoch 18, step 870, loss 0.135, test 0.156
Epoch 18, step 871, loss 0.093, test 0.142
Epoch 18, step 872, loss 0.462, test 0.112
Epoch 18, step 873, loss 0.678, test 0.093
Epoch 18, step 874, loss 0.091, test 0.102
Epoch 18, step 875, loss 0.038, test 0.107
Epoch 18, step 876, loss 0.019, test 0.108
Epoch 18, step 877, loss 0.076, test 0.108
Epoch 18, step 878, loss 0.013, test 0.109
Epoch 18, step 879, loss 0.165, test 0.118
Epoch 18, step 880, loss 0.070, test 0.119
Epoch 18, step 881, loss 0.021, test 0.119
Epoch 18, step 882, loss 0.000, test 0.119
Epoch 18, step 883, loss 0.267, test 0.114
Epoch 18, step 884, loss 0.036, test 0.113
Epoch 18, step 885, loss 0.135, test 0.114
Epoch 18, step 886, loss 0.011, test 0.114
Epoch 18, step 887, loss 0.178, test 0.117
Epoch 18, step 888, loss 0.009, test 0.117
Epoch 18, step 889, loss 0.134, test 0.119
Epoch 18, step 890, loss 0.060, test 0.117
Epoch 18, step 891, loss 0.077, test 0.114
Epoch 18, step 892, loss 0.024, test 0.114
Epoch 18, step 893, loss 0.046, test 0.113
Epoch 18, step 894, loss 0.159, test 0.118
Epoch 18, step 895, loss 0.000, test 0.120
Epoch 18, step 896, loss 0.002, test 0.121
Epoch 18, step 897, loss 0.036, test 0.123
Epoch 18, step 898, loss 0.031, test 0.123
Epoch 18, step 899, loss 0.512, test 0.125
Epoch 18, step 900, loss 0.071, test 0.124
Epoch 18, step 901, loss 0.005, test 0.125
Epoch 18, step 902, loss 0.085, test 0.126
Epoch 18, step 903, loss 0.028, test 0.120
Epoch 18, step 904, loss 0.024, test 0.120
Epoch 18, step 905, loss 0.127, test 0.115
Epoch 18, step 906, loss 0.027, test 0.115
Epoch 18, step 907, loss 0.057, test 0.112
Epoch 18, step 908, loss 1.051, test 0.104
Epoch 18, step 909, loss 0.139, test 0.104
Epoch 18, step 910, loss 0.019, test 0.104
Epoch 18, step 911, loss 0.096, test 0.105
Epoch 18, step 912, loss 0.206, test 0.107
Epoch 18, step 913, loss 0.032, test 0.108
Epoch 18, step 914, loss 0.311, test 0.109
Epoch 18, step 915, loss 0.026, test 0.112
Epoch 18, step 916, loss 1.323, test 0.099
Epoch 18, step 917, loss 0.057, test 0.099
Epoch 18, step 918, loss 0.164, test 0.120
Epoch 18, step 919, loss 0.011, test 0.127
Epoch 18, step 920, loss 0.024, test 0.128
Epoch 18, step 921, loss 0.000, test 0.130
Epoch 18, step 922, loss 0.011, test 0.131
Epoch 18, step 923, loss 0.262, test 0.107
Epoch 18, step 924, loss 0.062, test 0.091
Epoch 18, step 925, loss 0.018, test 0.086
Epoch 18, step 926, loss 0.072, test 0.086
Epoch 18, step 927, loss 0.013, test 0.085
Epoch 18, step 928, loss 0.001, test 0.085
Epoch 18, step 929, loss 0.003, test 0.084
Epoch 18, step 930, loss 0.042, test 0.082
Epoch 18, step 931, loss 0.365, test 0.080
Epoch 18, step 932, loss 0.564, test 0.081
Epoch 18, step 933, loss 0.002, test 0.081
Epoch 18, step 934, loss 0.029, test 0.081
Epoch 18, step 935, loss 0.002, test 0.081
Epoch 18, step 936, loss 0.001, test 0.081
Epoch 18, step 937, loss 0.150, test 0.082
Epoch 18, step 938, loss 0.012, test 0.082
Epoch 18, step 939, loss 0.561, test 0.082
Epoch 18, step 940, loss 0.026, test 0.082
Epoch 18, step 941, loss 0.029, test 0.083
Epoch 18, step 942, loss 0.109, test 0.082
Epoch 18, step 943, loss 0.069, test 0.082
Epoch 18, step 944, loss 0.004, test 0.082
Epoch 18, step 945, loss 0.085, test 0.082
Epoch 18, step 946, loss 0.003, test 0.084
Epoch 18, step 947, loss 0.192, test 0.087
Epoch 18, step 948, loss 0.029, test 0.087
Epoch 18, step 949, loss 0.734, test 0.087
Epoch 18, step 950, loss 0.047, test 0.089
Epoch 18, step 951, loss 0.389, test 0.090
Epoch 18, step 952, loss 0.001, test 0.090
Epoch 18, step 953, loss 0.178, test 0.085
Epoch 18, step 954, loss 0.271, test 0.105
Epoch 18, step 955, loss 0.037, test 0.103
Epoch 18, step 956, loss 0.031, test 0.095
Epoch 18, step 957, loss 0.259, test 0.100
Epoch 18, step 958, loss 0.208, test 0.101
Epoch 18, step 959, loss 0.000, test 0.101
Epoch 18, step 960, loss 0.000, test 0.101
Epoch 18, step 961, loss 0.083, test 0.110
Epoch 18, step 962, loss 0.709, test 0.107
Epoch 18, step 963, loss 0.039, test 0.108
Epoch 18, step 964, loss 1.236, test 0.098
Epoch 18, step 965, loss 0.392, test 0.097
Epoch 18, step 966, loss 0.000, test 0.096
Epoch 18, step 967, loss 1.172, test 0.103
Epoch 18, step 968, loss 0.059, test 0.110
Epoch 18, step 969, loss 0.016, test 0.117
Epoch 18, step 970, loss 0.001, test 0.122
Epoch 18, step 971, loss 0.007, test 0.124
Epoch 18, step 972, loss 0.114, test 0.125
Epoch 18, step 973, loss 0.104, test 0.125
Epoch 18, step 974, loss 0.087, test 0.127
Epoch 18, step 975, loss 0.071, test 0.140
Epoch 18, step 976, loss 0.145, test 0.153
Epoch 18, step 977, loss 0.787, test 0.175
Epoch 18, step 978, loss 0.044, test 0.170
Epoch 18, step 979, loss 0.173, test 0.173
Epoch 18, step 980, loss 0.026, test 0.176
Epoch 18, step 981, loss 0.131, test 0.196
Epoch 18, step 982, loss 0.249, test 0.163
Epoch 18, step 983, loss 0.020, test 0.159
Epoch 18, step 984, loss 0.001, test 0.157
Epoch 18, step 985, loss 0.205, test 0.121
Epoch 18, step 986, loss 0.020, test 0.113
Epoch 18, step 987, loss 0.188, test 0.113
Epoch 18, step 988, loss 1.320, test 0.099
Epoch 18, step 989, loss 0.192, test 0.093
Epoch 18, step 990, loss 0.347, test 0.110
Epoch 18, step 991, loss 0.003, test 0.113
Epoch 18, step 992, loss 0.274, test 0.112
Epoch 18, step 993, loss 0.101, test 0.120
Epoch 18, step 994, loss 0.000, test 0.122
Epoch 18, step 995, loss 0.351, test 0.176
Epoch 18, step 996, loss 0.096, test 0.186
Epoch 18, step 997, loss 0.027, test 0.187
Epoch 18, step 998, loss 0.278, test 0.192
Epoch 18, step 999, loss 0.037, test 0.230
Epoch 19, step 0, loss 0.725, test 0.203
Epoch 19, step 1, loss 0.051, test 0.219
Epoch 19, step 2, loss 0.007, test 0.222
Epoch 19, step 3, loss 0.333, test 0.153
Epoch 19, step 4, loss 0.029, test 0.143
Epoch 19, step 5, loss 0.528, test 0.146
Epoch 19, step 6, loss 0.003, test 0.143
Epoch 19, step 7, loss 0.108, test 0.151
Epoch 19, step 8, loss 0.015, test 0.158
Epoch 19, step 9, loss 0.265, test 0.163
Epoch 19, step 10, loss 0.260, test 0.136
Epoch 19, step 11, loss 0.315, test 0.106
Epoch 19, step 12, loss 0.072, test 0.099
Epoch 19, step 13, loss 0.122, test 0.145
Epoch 19, step 14, loss 0.046, test 0.155
Epoch 19, step 15, loss 0.257, test 0.155
Epoch 19, step 16, loss 0.081, test 0.159
Epoch 19, step 17, loss 0.016, test 0.187
Epoch 19, step 18, loss 0.011, test 0.197
Epoch 19, step 19, loss 0.025, test 0.198
Epoch 19, step 20, loss 0.020, test 0.204
Epoch 19, step 21, loss 0.019, test 0.203
Epoch 19, step 22, loss 0.053, test 0.209
Epoch 19, step 23, loss 0.120, test 0.205
Epoch 19, step 24, loss 0.001, test 0.209
Epoch 19, step 25, loss 0.002, test 0.211
Epoch 19, step 26, loss 0.003, test 0.196
Epoch 19, step 27, loss 0.053, test 0.199
Epoch 19, step 28, loss 0.022, test 0.201
Epoch 19, step 29, loss 0.003, test 0.201
Epoch 19, step 30, loss 0.030, test 0.189
Epoch 19, step 31, loss 0.146, test 0.183
Epoch 19, step 32, loss 0.383, test 0.163
Epoch 19, step 33, loss 0.078, test 0.160
Epoch 19, step 34, loss 0.135, test 0.138
Epoch 19, step 35, loss 0.242, test 0.141
Epoch 19, step 36, loss 0.229, test 0.142
Epoch 19, step 37, loss 0.060, test 0.141
Epoch 19, step 38, loss 0.047, test 0.153
Epoch 19, step 39, loss 0.002, test 0.155
Epoch 19, step 40, loss 0.216, test 0.167
Epoch 19, step 41, loss 0.117, test 0.183
Epoch 19, step 42, loss 0.000, test 0.187
Epoch 19, step 43, loss 0.040, test 0.195
Epoch 19, step 44, loss 1.097, test 0.178
Epoch 19, step 45, loss 0.062, test 0.128
Epoch 19, step 46, loss 0.127, test 0.162
Epoch 19, step 47, loss 0.013, test 0.153
Epoch 19, step 48, loss 0.760, test 0.143
Epoch 19, step 49, loss 0.062, test 0.136
Epoch 19, step 50, loss 0.000, test 0.134
Epoch 19, step 51, loss 0.234, test 0.152
Epoch 19, step 52, loss 0.002, test 0.155
Epoch 19, step 53, loss 0.236, test 0.084
Epoch 19, step 54, loss 0.011, test 0.081
Epoch 19, step 55, loss 0.155, test 0.096
Epoch 19, step 56, loss 0.000, test 0.103
Epoch 19, step 57, loss 0.220, test 0.104
Epoch 19, step 58, loss 0.230, test 0.101
Epoch 19, step 59, loss 0.618, test 0.087
Epoch 19, step 60, loss 0.961, test 0.098
Epoch 19, step 61, loss 0.112, test 0.107
Epoch 19, step 62, loss 0.159, test 0.103
Epoch 19, step 63, loss 0.296, test 0.104
Epoch 19, step 64, loss 0.242, test 0.107
Epoch 19, step 65, loss 0.059, test 0.117
Epoch 19, step 66, loss 0.054, test 0.122
Epoch 19, step 67, loss 0.033, test 0.123
Epoch 19, step 68, loss 0.047, test 0.126
Epoch 19, step 69, loss 0.021, test 0.131
Epoch 19, step 70, loss 0.038, test 0.133
Epoch 19, step 71, loss 0.072, test 0.132
Epoch 19, step 72, loss 0.017, test 0.132
Epoch 19, step 73, loss 0.027, test 0.126
Epoch 19, step 74, loss 0.009, test 0.127
Epoch 19, step 75, loss 0.091, test 0.124
Epoch 19, step 76, loss 0.001, test 0.123
Epoch 19, step 77, loss 0.085, test 0.108
Epoch 19, step 78, loss 0.174, test 0.111
Epoch 19, step 79, loss 0.018, test 0.112
Epoch 19, step 80, loss 0.041, test 0.113
Epoch 19, step 81, loss 0.257, test 0.112
Epoch 19, step 82, loss 0.080, test 0.116
Epoch 19, step 83, loss 0.029, test 0.117
Epoch 19, step 84, loss 0.003, test 0.117
Epoch 19, step 85, loss 0.546, test 0.117
Epoch 19, step 86, loss 0.086, test 0.117
Epoch 19, step 87, loss 0.003, test 0.117
Epoch 19, step 88, loss 0.076, test 0.117
Epoch 19, step 89, loss 0.001, test 0.117
Epoch 19, step 90, loss 0.314, test 0.119
Epoch 19, step 91, loss 0.021, test 0.118
Epoch 19, step 92, loss 0.070, test 0.123
Epoch 19, step 93, loss 0.255, test 0.130
Epoch 19, step 94, loss 0.072, test 0.133
Epoch 19, step 95, loss 0.140, test 0.134
Epoch 19, step 96, loss 0.083, test 0.135
Epoch 19, step 97, loss 0.002, test 0.135
Epoch 19, step 98, loss 0.001, test 0.136
Epoch 19, step 99, loss 0.004, test 0.136
Epoch 19, step 100, loss 0.006, test 0.136
Epoch 19, step 101, loss 0.144, test 0.165
Epoch 19, step 102, loss 0.077, test 0.164
Epoch 19, step 103, loss 0.086, test 0.163
Epoch 19, step 104, loss 0.267, test 0.166
Epoch 19, step 105, loss 0.035, test 0.152
Epoch 19, step 106, loss 0.060, test 0.149
Epoch 19, step 107, loss 0.005, test 0.147
Epoch 19, step 108, loss 0.104, test 0.146
Epoch 19, step 109, loss 0.019, test 0.146
Epoch 19, step 110, loss 0.108, test 0.144
Epoch 19, step 111, loss 0.002, test 0.144
Epoch 19, step 112, loss 0.134, test 0.133
Epoch 19, step 113, loss 0.093, test 0.131
Epoch 19, step 114, loss 0.063, test 0.127
Epoch 19, step 115, loss 1.162, test 0.119
Epoch 19, step 116, loss 0.030, test 0.118
Epoch 19, step 117, loss 0.333, test 0.125
Epoch 19, step 118, loss 0.052, test 0.120
Epoch 19, step 119, loss 0.308, test 0.124
Epoch 19, step 120, loss 0.017, test 0.125
Epoch 19, step 121, loss 0.439, test 0.115
Epoch 19, step 122, loss 0.013, test 0.115
Epoch 19, step 123, loss 0.283, test 0.116
Epoch 19, step 124, loss 0.000, test 0.115
Epoch 19, step 125, loss 0.181, test 0.106
Epoch 19, step 126, loss 0.164, test 0.107
Epoch 19, step 127, loss 0.184, test 0.111
Epoch 19, step 128, loss 0.600, test 0.110
Epoch 19, step 129, loss 0.068, test 0.111
Epoch 19, step 130, loss 0.052, test 0.112
Epoch 19, step 131, loss 0.099, test 0.113
Epoch 19, step 132, loss 0.008, test 0.113
Epoch 19, step 133, loss 0.295, test 0.115
Epoch 19, step 134, loss 0.066, test 0.133
Epoch 19, step 135, loss 0.006, test 0.137
Epoch 19, step 136, loss 0.021, test 0.141
Epoch 19, step 137, loss 0.090, test 0.144
Epoch 19, step 138, loss 0.010, test 0.139
Epoch 19, step 139, loss 0.042, test 0.137
Epoch 19, step 140, loss 0.008, test 0.138
Epoch 19, step 141, loss 0.001, test 0.137
Epoch 19, step 142, loss 0.014, test 0.140
Epoch 19, step 143, loss 0.002, test 0.143
Epoch 19, step 144, loss 0.001, test 0.144
Epoch 19, step 145, loss 0.030, test 0.143
Epoch 19, step 146, loss 0.074, test 0.144
Epoch 19, step 147, loss 0.230, test 0.135
Epoch 19, step 148, loss 0.081, test 0.128
Epoch 19, step 149, loss 0.011, test 0.129
Epoch 19, step 150, loss 0.330, test 0.127
Epoch 19, step 151, loss 0.059, test 0.129
Epoch 19, step 152, loss 0.123, test 0.128
Epoch 19, step 153, loss 0.015, test 0.129
Epoch 19, step 154, loss 0.429, test 0.126
Epoch 19, step 155, loss 0.006, test 0.129
Epoch 19, step 156, loss 1.318, test 0.117
Epoch 19, step 157, loss 0.526, test 0.116
Epoch 19, step 158, loss 0.241, test 0.109
Epoch 19, step 159, loss 0.024, test 0.108
Epoch 19, step 160, loss 0.613, test 0.368
Epoch 19, step 161, loss 0.013, test 0.473
Epoch 19, step 162, loss 0.013, test 0.552
Epoch 19, step 163, loss 0.272, test 0.546
Epoch 19, step 164, loss 0.608, test 0.362
Epoch 19, step 165, loss 2.599, test 0.333
Epoch 19, step 166, loss 0.093, test 0.531
Epoch 19, step 167, loss 0.210, test 0.627
Epoch 19, step 168, loss 0.009, test 0.702
Epoch 19, step 169, loss 2.449, test 0.210
Epoch 19, step 170, loss 0.000, test 0.168
Epoch 19, step 171, loss 0.001, test 0.149
Epoch 19, step 172, loss 0.574, test 0.105
Epoch 19, step 173, loss 0.004, test 0.094
Epoch 19, step 174, loss 0.225, test 0.083
Epoch 19, step 175, loss 0.009, test 0.082
Epoch 19, step 176, loss 0.136, test 0.091
Epoch 19, step 177, loss 0.000, test 0.098
Epoch 19, step 178, loss 0.076, test 0.113
Epoch 19, step 179, loss 0.407, test 0.102
Epoch 19, step 180, loss 0.904, test 0.130
Epoch 19, step 181, loss 0.021, test 0.136
Epoch 19, step 182, loss 0.159, test 0.105
Epoch 19, step 183, loss 0.197, test 0.111
Epoch 19, step 184, loss 0.261, test 0.115
Epoch 19, step 185, loss 0.052, test 0.110
Epoch 19, step 186, loss 0.347, test 0.107
Epoch 19, step 187, loss 0.023, test 0.107
Epoch 19, step 188, loss 0.088, test 0.105
Epoch 19, step 189, loss 0.019, test 0.101
Epoch 19, step 190, loss 0.003, test 0.100
Epoch 19, step 191, loss 0.093, test 0.103
Epoch 19, step 192, loss 0.089, test 0.101
Epoch 19, step 193, loss 0.192, test 0.096
Epoch 19, step 194, loss 0.012, test 0.096
Epoch 19, step 195, loss 0.091, test 0.096
Epoch 19, step 196, loss 0.016, test 0.095
Epoch 19, step 197, loss 0.028, test 0.093
Epoch 19, step 198, loss 0.047, test 0.091
Epoch 19, step 199, loss 0.357, test 0.091
Epoch 19, step 200, loss 0.062, test 0.090
Epoch 19, step 201, loss 0.068, test 0.091
Epoch 19, step 202, loss 0.052, test 0.091
Epoch 19, step 203, loss 0.008, test 0.092
Epoch 19, step 204, loss 0.028, test 0.093
Epoch 19, step 205, loss 0.119, test 0.095
Epoch 19, step 206, loss 0.040, test 0.095
Epoch 19, step 207, loss 0.404, test 0.096
Epoch 19, step 208, loss 0.009, test 0.096
Epoch 19, step 209, loss 0.030, test 0.096
Epoch 19, step 210, loss 0.044, test 0.097
Epoch 19, step 211, loss 0.104, test 0.095
Epoch 19, step 212, loss 0.022, test 0.095
Epoch 19, step 213, loss 0.235, test 0.094
Epoch 19, step 214, loss 0.018, test 0.094
Epoch 19, step 215, loss 0.010, test 0.094
Epoch 19, step 216, loss 0.289, test 0.097
Epoch 19, step 217, loss 0.029, test 0.097
Epoch 19, step 218, loss 0.049, test 0.095
Epoch 19, step 219, loss 0.005, test 0.093
Epoch 19, step 220, loss 0.039, test 0.094
Epoch 19, step 221, loss 0.029, test 0.094
Epoch 19, step 222, loss 0.035, test 0.093
Epoch 19, step 223, loss 0.003, test 0.093
Epoch 19, step 224, loss 0.028, test 0.093
Epoch 19, step 225, loss 0.083, test 0.099
Epoch 19, step 226, loss 0.108, test 0.099
Epoch 19, step 227, loss 0.029, test 0.099
Epoch 19, step 228, loss 0.099, test 0.098
Epoch 19, step 229, loss 0.046, test 0.100
Epoch 19, step 230, loss 0.098, test 0.101
Epoch 19, step 231, loss 0.173, test 0.100
Epoch 19, step 232, loss 1.283, test 0.094
Epoch 19, step 233, loss 0.004, test 0.093
Epoch 19, step 234, loss 0.089, test 0.094
Epoch 19, step 235, loss 0.065, test 0.091
Epoch 19, step 236, loss 0.028, test 0.091
Epoch 19, step 237, loss 0.074, test 0.094
Epoch 19, step 238, loss 0.062, test 0.104
Epoch 19, step 239, loss 0.004, test 0.111
Epoch 19, step 240, loss 0.014, test 0.112
Epoch 19, step 241, loss 0.025, test 0.114
Epoch 19, step 242, loss 0.063, test 0.106
Epoch 19, step 243, loss 0.050, test 0.113
Epoch 19, step 244, loss 0.011, test 0.115
Epoch 19, step 245, loss 0.001, test 0.115
Epoch 19, step 246, loss 0.009, test 0.115
Epoch 19, step 247, loss 0.000, test 0.116
Epoch 19, step 248, loss 0.156, test 0.117
Epoch 19, step 249, loss 0.046, test 0.116
Epoch 19, step 250, loss 0.025, test 0.116
Epoch 19, step 251, loss 0.025, test 0.110
Epoch 19, step 252, loss 0.051, test 0.110
Epoch 19, step 253, loss 0.017, test 0.112
Epoch 19, step 254, loss 0.272, test 0.105
Epoch 19, step 255, loss 0.054, test 0.092
Epoch 19, step 256, loss 0.002, test 0.090
Epoch 19, step 257, loss 0.109, test 0.089
Epoch 19, step 258, loss 0.000, test 0.089
Epoch 19, step 259, loss 0.040, test 0.084
Epoch 19, step 260, loss 0.144, test 0.084
Epoch 19, step 261, loss 0.168, test 0.087
Epoch 19, step 262, loss 0.007, test 0.088
Epoch 19, step 263, loss 0.060, test 0.087
Epoch 19, step 264, loss 0.007, test 0.086
Epoch 19, step 265, loss 0.001, test 0.086
Epoch 19, step 266, loss 0.001, test 0.085
Epoch 19, step 267, loss 0.042, test 0.085
Epoch 19, step 268, loss 0.041, test 0.090
Epoch 19, step 269, loss 0.219, test 0.092
Epoch 19, step 270, loss 0.202, test 0.085
Epoch 19, step 271, loss 0.013, test 0.084
Epoch 19, step 272, loss 0.156, test 0.084
Epoch 19, step 273, loss 0.156, test 0.084
Epoch 19, step 274, loss 0.076, test 0.082
Epoch 19, step 275, loss 0.124, test 0.081
Epoch 19, step 276, loss 0.002, test 0.081
Epoch 19, step 277, loss 0.279, test 0.081
Epoch 19, step 278, loss 0.001, test 0.081
Epoch 19, step 279, loss 0.202, test 0.083
Epoch 19, step 280, loss 0.005, test 0.083
Epoch 19, step 281, loss 0.167, test 0.083
Epoch 19, step 282, loss 0.125, test 0.082
Epoch 19, step 283, loss 0.036, test 0.082
Epoch 19, step 284, loss 0.038, test 0.091
Epoch 19, step 285, loss 0.045, test 0.093
Epoch 19, step 286, loss 0.055, test 0.095
Epoch 19, step 287, loss 0.156, test 0.085
Epoch 19, step 288, loss 0.034, test 0.088
Epoch 19, step 289, loss 0.021, test 0.085
Epoch 19, step 290, loss 0.055, test 0.084
Epoch 19, step 291, loss 0.312, test 0.082
Epoch 19, step 292, loss 0.000, test 0.082
Epoch 19, step 293, loss 0.040, test 0.081
Epoch 19, step 294, loss 0.039, test 0.082
Epoch 19, step 295, loss 0.000, test 0.082
Epoch 19, step 296, loss 0.005, test 0.082
Epoch 19, step 297, loss 0.002, test 0.082
Epoch 19, step 298, loss 0.062, test 0.081
Epoch 19, step 299, loss 0.255, test 0.090
Epoch 19, step 300, loss 0.076, test 0.100
Epoch 19, step 301, loss 0.084, test 0.108
Epoch 19, step 302, loss 0.038, test 0.110
Epoch 19, step 303, loss 0.234, test 0.122
Epoch 19, step 304, loss 0.070, test 0.123
Epoch 19, step 305, loss 0.041, test 0.119
Epoch 19, step 306, loss 0.639, test 0.089
Epoch 19, step 307, loss 0.046, test 0.101
Epoch 19, step 308, loss 1.360, test 0.097
Epoch 19, step 309, loss 0.028, test 0.098
Epoch 19, step 310, loss 0.010, test 0.100
Epoch 19, step 311, loss 0.118, test 0.099
Epoch 19, step 312, loss 0.006, test 0.099
Epoch 19, step 313, loss 0.042, test 0.099
Epoch 19, step 314, loss 0.356, test 0.103
Epoch 19, step 315, loss 0.002, test 0.103
Epoch 19, step 316, loss 0.007, test 0.104
Epoch 19, step 317, loss 0.324, test 0.105
Epoch 19, step 318, loss 0.127, test 0.110
Epoch 19, step 319, loss 0.102, test 0.122
Epoch 19, step 320, loss 0.017, test 0.125
Epoch 19, step 321, loss 0.152, test 0.130
Epoch 19, step 322, loss 0.028, test 0.123
Epoch 19, step 323, loss 0.111, test 0.110
Epoch 19, step 324, loss 0.001, test 0.108
Epoch 19, step 325, loss 0.109, test 0.153
Epoch 19, step 326, loss 0.374, test 0.165
Epoch 19, step 327, loss 0.078, test 0.174
Epoch 19, step 328, loss 0.014, test 0.179
Epoch 19, step 329, loss 0.000, test 0.181
Epoch 19, step 330, loss 0.371, test 0.179
Epoch 19, step 331, loss 0.005, test 0.177
Epoch 19, step 332, loss 0.330, test 0.131
Epoch 19, step 333, loss 0.003, test 0.125
Epoch 19, step 334, loss 0.144, test 0.121
Epoch 19, step 335, loss 0.123, test 0.138
Epoch 19, step 336, loss 0.032, test 0.141
Epoch 19, step 337, loss 0.025, test 0.117
Epoch 19, step 338, loss 0.014, test 0.115
Epoch 19, step 339, loss 0.005, test 0.114
Epoch 19, step 340, loss 0.407, test 0.113
Epoch 19, step 341, loss 0.000, test 0.113
Epoch 19, step 342, loss 0.086, test 0.157
Epoch 19, step 343, loss 0.009, test 0.165
Epoch 19, step 344, loss 0.000, test 0.169
Epoch 19, step 345, loss 0.161, test 0.199
Epoch 19, step 346, loss 0.002, test 0.202
Epoch 19, step 347, loss 0.295, test 0.209
Epoch 19, step 348, loss 0.033, test 0.218
Epoch 19, step 349, loss 0.048, test 0.222
Epoch 19, step 350, loss 0.159, test 0.215
Epoch 19, step 351, loss 0.062, test 0.218
Epoch 19, step 352, loss 0.265, test 0.181
Epoch 19, step 353, loss 0.510, test 0.115
Epoch 19, step 354, loss 0.016, test 0.104
Epoch 19, step 355, loss 0.091, test 0.098
Epoch 19, step 356, loss 0.032, test 0.100
Epoch 19, step 357, loss 0.035, test 0.097
Epoch 19, step 358, loss 0.003, test 0.097
Epoch 19, step 359, loss 0.041, test 0.098
Epoch 19, step 360, loss 0.001, test 0.098
Epoch 19, step 361, loss 0.038, test 0.098
Epoch 19, step 362, loss 0.101, test 0.100
Epoch 19, step 363, loss 0.003, test 0.099
Epoch 19, step 364, loss 0.081, test 0.095
Epoch 19, step 365, loss 0.033, test 0.095
Epoch 19, step 366, loss 0.000, test 0.095
Epoch 19, step 367, loss 0.030, test 0.096
Epoch 19, step 368, loss 0.053, test 0.096
Epoch 19, step 369, loss 0.274, test 0.094
Epoch 19, step 370, loss 0.102, test 0.093
Epoch 19, step 371, loss 0.039, test 0.091
Epoch 19, step 372, loss 0.269, test 0.096
Epoch 19, step 373, loss 0.169, test 0.098
Epoch 19, step 374, loss 0.015, test 0.098
Epoch 19, step 375, loss 0.001, test 0.099
Epoch 19, step 376, loss 0.014, test 0.098
Epoch 19, step 377, loss 0.305, test 0.106
Epoch 19, step 378, loss 0.068, test 0.104
Epoch 19, step 379, loss 0.294, test 0.105
Epoch 19, step 380, loss 0.944, test 0.112
Epoch 19, step 381, loss 0.002, test 0.114
Epoch 19, step 382, loss 0.418, test 0.115
Epoch 19, step 383, loss 0.267, test 0.108
Epoch 19, step 384, loss 0.021, test 0.107
Epoch 19, step 385, loss 0.223, test 0.113
Epoch 19, step 386, loss 0.103, test 0.114
Epoch 19, step 387, loss 0.054, test 0.120
Epoch 19, step 388, loss 0.166, test 0.124
Epoch 19, step 389, loss 0.009, test 0.130
Epoch 19, step 390, loss 0.233, test 0.133
Epoch 19, step 391, loss 0.090, test 0.134
Epoch 19, step 392, loss 0.000, test 0.134
Epoch 19, step 393, loss 0.001, test 0.136
Epoch 19, step 394, loss 0.016, test 0.135
Epoch 19, step 395, loss 0.581, test 0.182
Epoch 19, step 396, loss 0.131, test 0.197
Epoch 19, step 397, loss 0.360, test 0.129
Epoch 19, step 398, loss 0.044, test 0.125
Epoch 19, step 399, loss 0.395, test 0.118
Epoch 19, step 400, loss 0.024, test 0.119
Epoch 19, step 401, loss 0.002, test 0.120
Epoch 19, step 402, loss 0.408, test 0.121
Epoch 19, step 403, loss 0.005, test 0.121
Epoch 19, step 404, loss 0.107, test 0.122
Epoch 19, step 405, loss 1.263, test 0.183
Epoch 19, step 406, loss 0.569, test 0.272
Epoch 19, step 407, loss 0.058, test 0.305
Epoch 19, step 408, loss 0.017, test 0.313
Epoch 19, step 409, loss 0.004, test 0.320
Epoch 19, step 410, loss 0.169, test 0.262
Epoch 19, step 411, loss 0.003, test 0.255
Epoch 19, step 412, loss 0.006, test 0.248
Epoch 19, step 413, loss 0.016, test 0.243
Epoch 19, step 414, loss 0.000, test 0.241
Epoch 19, step 415, loss 0.910, test 0.197
Epoch 19, step 416, loss 0.000, test 0.193
Epoch 19, step 417, loss 0.009, test 0.182
Epoch 19, step 418, loss 0.114, test 0.150
Epoch 19, step 419, loss 0.000, test 0.144
Epoch 19, step 420, loss 0.766, test 0.143
Epoch 19, step 421, loss 0.050, test 0.111
Epoch 19, step 422, loss 0.077, test 0.097
Epoch 19, step 423, loss 0.337, test 0.099
Epoch 19, step 424, loss 0.042, test 0.100
Epoch 19, step 425, loss 0.008, test 0.098
Epoch 19, step 426, loss 0.042, test 0.098
Epoch 19, step 427, loss 0.000, test 0.098
Epoch 19, step 428, loss 0.208, test 0.099
Epoch 19, step 429, loss 0.877, test 0.099
Epoch 19, step 430, loss 0.037, test 0.098
Epoch 19, step 431, loss 0.063, test 0.104
Epoch 19, step 432, loss 0.061, test 0.099
Epoch 19, step 433, loss 0.020, test 0.101
Epoch 19, step 434, loss 0.259, test 0.104
Epoch 19, step 435, loss 0.005, test 0.100
Epoch 19, step 436, loss 0.111, test 0.098
Epoch 19, step 437, loss 0.210, test 0.098
Epoch 19, step 438, loss 0.032, test 0.097
Epoch 19, step 439, loss 0.000, test 0.097
Epoch 19, step 440, loss 0.389, test 0.096
Epoch 19, step 441, loss 0.374, test 0.097
Epoch 19, step 442, loss 0.023, test 0.097
Epoch 19, step 443, loss 0.085, test 0.091
Epoch 19, step 444, loss 0.022, test 0.090
Epoch 19, step 445, loss 0.024, test 0.090
Epoch 19, step 446, loss 0.711, test 0.151
Epoch 19, step 447, loss 0.249, test 0.148
Epoch 19, step 448, loss 0.075, test 0.159
Epoch 19, step 449, loss 0.369, test 0.156
Epoch 19, step 450, loss 0.093, test 0.137
Epoch 19, step 451, loss 0.013, test 0.132
Epoch 19, step 452, loss 0.010, test 0.133
Epoch 19, step 453, loss 0.000, test 0.134
Epoch 19, step 454, loss 0.000, test 0.133
Epoch 19, step 455, loss 0.012, test 0.134
Epoch 19, step 456, loss 0.495, test 0.140
Epoch 19, step 457, loss 0.001, test 0.141
Epoch 19, step 458, loss 0.326, test 0.123
Epoch 19, step 459, loss 0.152, test 0.124
Epoch 19, step 460, loss 0.051, test 0.122
Epoch 19, step 461, loss 0.046, test 0.115
Epoch 19, step 462, loss 0.009, test 0.118
Epoch 19, step 463, loss 0.031, test 0.117
Epoch 19, step 464, loss 0.099, test 0.113
Epoch 19, step 465, loss 0.067, test 0.118
Epoch 19, step 466, loss 0.031, test 0.125
Epoch 19, step 467, loss 0.145, test 0.130
Epoch 19, step 468, loss 0.002, test 0.131
Epoch 19, step 469, loss 0.237, test 0.091
Epoch 19, step 470, loss 0.290, test 0.085
Epoch 19, step 471, loss 0.031, test 0.082
Epoch 19, step 472, loss 0.334, test 0.079
Epoch 19, step 473, loss 0.014, test 0.080
Epoch 19, step 474, loss 0.010, test 0.083
Epoch 19, step 475, loss 0.114, test 0.086
Epoch 19, step 476, loss 0.002, test 0.086
Epoch 19, step 477, loss 0.037, test 0.086
Epoch 19, step 478, loss 0.250, test 0.088
Epoch 19, step 479, loss 0.169, test 0.088
Epoch 19, step 480, loss 0.436, test 0.100
Epoch 19, step 481, loss 0.314, test 0.103
Epoch 19, step 482, loss 0.019, test 0.107
Epoch 19, step 483, loss 0.074, test 0.110
Epoch 19, step 484, loss 0.006, test 0.114
Epoch 19, step 485, loss 0.043, test 0.103
Epoch 19, step 486, loss 0.093, test 0.094
Epoch 19, step 487, loss 0.002, test 0.092
Epoch 19, step 488, loss 0.804, test 0.089
Epoch 19, step 489, loss 0.001, test 0.089
Epoch 19, step 490, loss 0.016, test 0.085
Epoch 19, step 491, loss 1.604, test 0.080
Epoch 19, step 492, loss 0.095, test 0.077
Epoch 19, step 493, loss 0.001, test 0.078
Epoch 19, step 494, loss 0.341, test 0.075
Epoch 19, step 495, loss 0.071, test 0.080
Epoch 19, step 496, loss 0.033, test 0.085
Epoch 19, step 497, loss 0.054, test 0.086
Epoch 19, step 498, loss 0.267, test 0.102
Epoch 19, step 499, loss 0.094, test 0.111
Epoch 19, step 500, loss 0.087, test 0.110
Epoch 19, step 501, loss 0.004, test 0.113
Epoch 19, step 502, loss 0.011, test 0.117
Epoch 19, step 503, loss 0.034, test 0.116
Epoch 19, step 504, loss 0.007, test 0.116
Epoch 19, step 505, loss 0.012, test 0.117
Epoch 19, step 506, loss 0.127, test 0.120
Epoch 19, step 507, loss 0.003, test 0.120
Epoch 19, step 508, loss 0.203, test 0.101
Epoch 19, step 509, loss 0.128, test 0.104
Epoch 19, step 510, loss 0.343, test 0.095
Epoch 19, step 511, loss 0.019, test 0.093
Epoch 19, step 512, loss 0.002, test 0.092
Epoch 19, step 513, loss 0.186, test 0.095
Epoch 19, step 514, loss 0.073, test 0.096
Epoch 19, step 515, loss 0.166, test 0.081
Epoch 19, step 516, loss 0.170, test 0.079
Epoch 19, step 517, loss 0.120, test 0.080
Epoch 19, step 518, loss 0.131, test 0.080
Epoch 19, step 519, loss 0.511, test 0.078
Epoch 19, step 520, loss 0.004, test 0.078
Epoch 19, step 521, loss 0.005, test 0.077
Epoch 19, step 522, loss 0.013, test 0.076
Epoch 19, step 523, loss 0.397, test 0.076
Epoch 19, step 524, loss 0.131, test 0.074
Epoch 19, step 525, loss 0.022, test 0.074
Epoch 19, step 526, loss 0.037, test 0.074
Epoch 19, step 527, loss 0.570, test 0.073
Epoch 19, step 528, loss 0.160, test 0.077
Epoch 19, step 529, loss 0.040, test 0.081
Epoch 19, step 530, loss 0.158, test 0.084
Epoch 19, step 531, loss 0.304, test 0.081
Epoch 19, step 532, loss 0.010, test 0.080
Epoch 19, step 533, loss 0.111, test 0.078
Epoch 19, step 534, loss 0.031, test 0.080
Epoch 19, step 535, loss 0.118, test 0.082
Epoch 19, step 536, loss 0.059, test 0.081
Epoch 19, step 537, loss 0.007, test 0.082
Epoch 19, step 538, loss 0.292, test 0.079
Epoch 19, step 539, loss 0.012, test 0.078
Epoch 19, step 540, loss 0.094, test 0.084
Epoch 19, step 541, loss 0.174, test 0.084
Epoch 19, step 542, loss 0.124, test 0.086
Epoch 19, step 543, loss 0.048, test 0.086
Epoch 19, step 544, loss 0.128, test 0.084
Epoch 19, step 545, loss 0.547, test 0.072
Epoch 19, step 546, loss 0.204, test 0.071
Epoch 19, step 547, loss 0.084, test 0.071
Epoch 19, step 548, loss 0.000, test 0.071
Epoch 19, step 549, loss 0.011, test 0.071
Epoch 19, step 550, loss 0.222, test 0.091
Epoch 19, step 551, loss 0.000, test 0.098
Epoch 19, step 552, loss 0.001, test 0.102
Epoch 19, step 553, loss 0.003, test 0.105
Epoch 19, step 554, loss 0.244, test 0.104
Epoch 19, step 555, loss 0.091, test 0.095
Epoch 19, step 556, loss 0.351, test 0.087
Epoch 19, step 557, loss 0.034, test 0.085
Epoch 19, step 558, loss 0.233, test 0.089
Epoch 19, step 559, loss 0.205, test 0.090
Epoch 19, step 560, loss 0.012, test 0.091
Epoch 19, step 561, loss 0.002, test 0.090
Epoch 19, step 562, loss 0.000, test 0.091
Epoch 19, step 563, loss 0.044, test 0.089
Epoch 19, step 564, loss 0.006, test 0.088
Epoch 19, step 565, loss 0.002, test 0.088
Epoch 19, step 566, loss 0.263, test 0.077
Epoch 19, step 567, loss 0.144, test 0.076
Epoch 19, step 568, loss 0.024, test 0.075
Epoch 19, step 569, loss 0.461, test 0.075
Epoch 19, step 570, loss 0.076, test 0.075
Epoch 19, step 571, loss 0.071, test 0.076
Epoch 19, step 572, loss 0.875, test 0.074
Epoch 19, step 573, loss 0.020, test 0.076
Epoch 19, step 574, loss 0.035, test 0.076
Epoch 19, step 575, loss 0.017, test 0.076
Epoch 19, step 576, loss 0.003, test 0.076
Epoch 19, step 577, loss 0.009, test 0.076
Epoch 19, step 578, loss 0.279, test 0.076
Epoch 19, step 579, loss 0.057, test 0.076
Epoch 19, step 580, loss 0.183, test 0.074
Epoch 19, step 581, loss 0.021, test 0.074
Epoch 19, step 582, loss 0.021, test 0.075
Epoch 19, step 583, loss 0.124, test 0.075
Epoch 19, step 584, loss 0.256, test 0.109
Epoch 19, step 585, loss 0.007, test 0.124
Epoch 19, step 586, loss 0.444, test 0.149
Epoch 19, step 587, loss 0.056, test 0.160
Epoch 19, step 588, loss 0.051, test 0.161
Epoch 19, step 589, loss 0.146, test 0.167
Epoch 19, step 590, loss 0.203, test 0.164
Epoch 19, step 591, loss 0.104, test 0.161
Epoch 19, step 592, loss 0.000, test 0.160
Epoch 19, step 593, loss 0.027, test 0.158
Epoch 19, step 594, loss 0.062, test 0.161
Epoch 19, step 595, loss 0.002, test 0.164
Epoch 19, step 596, loss 0.005, test 0.165
Epoch 19, step 597, loss 0.002, test 0.167
Epoch 19, step 598, loss 0.093, test 0.161
Epoch 19, step 599, loss 0.263, test 0.152
Epoch 19, step 600, loss 0.015, test 0.149
Epoch 19, step 601, loss 0.046, test 0.146
Epoch 19, step 602, loss 0.117, test 0.154
Epoch 19, step 603, loss 0.008, test 0.154
Epoch 19, step 604, loss 0.327, test 0.140
Epoch 19, step 605, loss 0.083, test 0.135
Epoch 19, step 606, loss 0.064, test 0.116
Epoch 19, step 607, loss 0.865, test 0.120
Epoch 19, step 608, loss 0.000, test 0.120
Epoch 19, step 609, loss 0.009, test 0.119
Epoch 19, step 610, loss 0.090, test 0.122
Epoch 19, step 611, loss 0.262, test 0.126
Epoch 19, step 612, loss 0.055, test 0.128
Epoch 19, step 613, loss 0.003, test 0.128
Epoch 19, step 614, loss 0.000, test 0.129
Epoch 19, step 615, loss 0.003, test 0.131
Epoch 19, step 616, loss 0.007, test 0.132
Epoch 19, step 617, loss 0.032, test 0.138
Epoch 19, step 618, loss 0.017, test 0.144
Epoch 19, step 619, loss 0.002, test 0.146
Epoch 19, step 620, loss 0.017, test 0.150
Epoch 19, step 621, loss 0.032, test 0.144
Epoch 19, step 622, loss 0.036, test 0.150
Epoch 19, step 623, loss 0.948, test 0.113
Epoch 19, step 624, loss 0.045, test 0.114
Epoch 19, step 625, loss 0.458, test 0.117
Epoch 19, step 626, loss 0.016, test 0.118
Epoch 19, step 627, loss 0.003, test 0.119
Epoch 19, step 628, loss 0.019, test 0.116
Epoch 19, step 629, loss 0.297, test 0.111
Epoch 19, step 630, loss 0.008, test 0.111
Epoch 19, step 631, loss 0.002, test 0.113
Epoch 19, step 632, loss 0.013, test 0.114
Epoch 19, step 633, loss 0.013, test 0.116
Epoch 19, step 634, loss 0.573, test 0.107
Epoch 19, step 635, loss 0.145, test 0.102
Epoch 19, step 636, loss 0.082, test 0.103
Epoch 19, step 637, loss 0.042, test 0.106
Epoch 19, step 638, loss 0.010, test 0.106
Epoch 19, step 639, loss 0.006, test 0.106
Epoch 19, step 640, loss 0.099, test 0.113
Epoch 19, step 641, loss 0.272, test 0.118
Epoch 19, step 642, loss 0.009, test 0.124
Epoch 19, step 643, loss 0.001, test 0.125
Epoch 19, step 644, loss 0.001, test 0.129
Epoch 19, step 645, loss 0.111, test 0.127
Epoch 19, step 646, loss 0.003, test 0.126
Epoch 19, step 647, loss 0.927, test 0.135
Epoch 19, step 648, loss 0.768, test 0.147
Epoch 19, step 649, loss 0.108, test 0.167
Epoch 19, step 650, loss 0.046, test 0.163
Epoch 19, step 651, loss 0.688, test 0.157
Epoch 19, step 652, loss 0.740, test 0.129
Epoch 19, step 653, loss 0.090, test 0.114
Epoch 19, step 654, loss 0.020, test 0.109
Epoch 19, step 655, loss 0.494, test 0.112
Epoch 19, step 656, loss 0.005, test 0.112
Epoch 19, step 657, loss 0.186, test 0.106
Epoch 19, step 658, loss 1.059, test 0.113
Epoch 19, step 659, loss 0.240, test 0.112
Epoch 19, step 660, loss 0.046, test 0.100
Epoch 19, step 661, loss 0.155, test 0.087
Epoch 19, step 662, loss 0.029, test 0.092
Epoch 19, step 663, loss 0.007, test 0.092
Epoch 19, step 664, loss 0.010, test 0.093
Epoch 19, step 665, loss 0.001, test 0.093
Epoch 19, step 666, loss 0.000, test 0.093
Epoch 19, step 667, loss 0.582, test 0.089
Epoch 19, step 668, loss 0.046, test 0.088
Epoch 19, step 669, loss 0.024, test 0.088
Epoch 19, step 670, loss 0.023, test 0.088
Epoch 19, step 671, loss 0.047, test 0.088
Epoch 19, step 672, loss 0.004, test 0.088
Epoch 19, step 673, loss 0.001, test 0.088
Epoch 19, step 674, loss 0.236, test 0.087
Epoch 19, step 675, loss 0.284, test 0.087
Epoch 19, step 676, loss 0.140, test 0.088
Epoch 19, step 677, loss 0.149, test 0.090
Epoch 19, step 678, loss 0.020, test 0.091
Epoch 19, step 679, loss 0.005, test 0.091
Epoch 19, step 680, loss 0.259, test 0.094
Epoch 19, step 681, loss 0.020, test 0.094
Epoch 19, step 682, loss 0.742, test 0.100
Epoch 19, step 683, loss 0.076, test 0.106
Epoch 19, step 684, loss 0.113, test 0.107
Epoch 19, step 685, loss 0.003, test 0.107
Epoch 19, step 686, loss 0.037, test 0.108
Epoch 19, step 687, loss 0.307, test 0.109
Epoch 19, step 688, loss 0.184, test 0.115
Epoch 19, step 689, loss 0.117, test 0.115
Epoch 19, step 690, loss 0.004, test 0.117
Epoch 19, step 691, loss 0.022, test 0.115
Epoch 19, step 692, loss 0.219, test 0.112
Epoch 19, step 693, loss 0.014, test 0.111
Epoch 19, step 694, loss 0.052, test 0.110
Epoch 19, step 695, loss 0.110, test 0.121
Epoch 19, step 696, loss 0.021, test 0.124
Epoch 19, step 697, loss 0.048, test 0.120
Epoch 19, step 698, loss 0.043, test 0.118
Epoch 19, step 699, loss 0.051, test 0.116
Epoch 19, step 700, loss 0.036, test 0.101
Epoch 19, step 701, loss 0.321, test 0.094
Epoch 19, step 702, loss 0.267, test 0.094
Epoch 19, step 703, loss 0.043, test 0.090
Epoch 19, step 704, loss 0.066, test 0.090
Epoch 19, step 705, loss 0.194, test 0.091
Epoch 19, step 706, loss 0.001, test 0.091
Epoch 19, step 707, loss 0.000, test 0.091
Epoch 19, step 708, loss 0.058, test 0.093
Epoch 19, step 709, loss 0.326, test 0.090
Epoch 19, step 710, loss 0.086, test 0.090
Epoch 19, step 711, loss 0.079, test 0.089
Epoch 19, step 712, loss 0.320, test 0.126
Epoch 19, step 713, loss 0.109, test 0.121
Epoch 19, step 714, loss 0.149, test 0.122
Epoch 19, step 715, loss 0.201, test 0.108
Epoch 19, step 716, loss 0.001, test 0.107
Epoch 19, step 717, loss 0.020, test 0.100
Epoch 19, step 718, loss 0.025, test 0.099
Epoch 19, step 719, loss 0.483, test 0.086
Epoch 19, step 720, loss 0.112, test 0.082
Epoch 19, step 721, loss 0.078, test 0.081
Epoch 19, step 722, loss 0.076, test 0.081
Epoch 19, step 723, loss 0.272, test 0.079
Epoch 19, step 724, loss 1.009, test 0.089
Epoch 19, step 725, loss 0.279, test 0.086
Epoch 19, step 726, loss 0.254, test 0.088
Epoch 19, step 727, loss 0.131, test 0.086
Epoch 19, step 728, loss 0.208, test 0.087
Epoch 19, step 729, loss 0.047, test 0.097
Epoch 19, step 730, loss 0.075, test 0.102
Epoch 19, step 731, loss 0.123, test 0.101
Epoch 19, step 732, loss 1.127, test 0.090
Epoch 19, step 733, loss 0.029, test 0.092
Epoch 19, step 734, loss 0.018, test 0.093
Epoch 19, step 735, loss 0.068, test 0.089
Epoch 19, step 736, loss 0.308, test 0.083
Epoch 19, step 737, loss 0.014, test 0.082
Epoch 19, step 738, loss 0.112, test 0.082
Epoch 19, step 739, loss 0.587, test 0.172
Epoch 19, step 740, loss 0.435, test 0.178
Epoch 19, step 741, loss 0.004, test 0.182
Epoch 19, step 742, loss 0.004, test 0.190
Epoch 19, step 743, loss 0.237, test 0.198
Epoch 19, step 744, loss 0.009, test 0.201
Epoch 19, step 745, loss 0.023, test 0.205
Epoch 19, step 746, loss 0.012, test 0.205
Epoch 19, step 747, loss 0.171, test 0.200
Epoch 19, step 748, loss 0.023, test 0.202
Epoch 19, step 749, loss 0.042, test 0.219
Epoch 19, step 750, loss 0.115, test 0.227
Epoch 19, step 751, loss 0.009, test 0.230
Epoch 19, step 752, loss 0.595, test 0.224
Epoch 19, step 753, loss 0.071, test 0.234
Epoch 19, step 754, loss 0.002, test 0.237
Epoch 19, step 755, loss 0.017, test 0.240
Epoch 19, step 756, loss 0.018, test 0.242
Epoch 19, step 757, loss 0.474, test 0.268
Epoch 19, step 758, loss 0.017, test 0.258
Epoch 19, step 759, loss 0.008, test 0.252
Epoch 19, step 760, loss 0.037, test 0.257
Epoch 19, step 761, loss 0.083, test 0.251
Epoch 19, step 762, loss 0.221, test 0.190
Epoch 19, step 763, loss 0.000, test 0.181
Epoch 19, step 764, loss 0.054, test 0.179
Epoch 19, step 765, loss 0.290, test 0.153
Epoch 19, step 766, loss 0.022, test 0.148
Epoch 19, step 767, loss 0.001, test 0.145
Epoch 19, step 768, loss 0.050, test 0.123
Epoch 19, step 769, loss 0.071, test 0.123
Epoch 19, step 770, loss 0.243, test 0.093
Epoch 19, step 771, loss 0.101, test 0.091
Epoch 19, step 772, loss 0.010, test 0.089
Epoch 19, step 773, loss 0.077, test 0.091
Epoch 19, step 774, loss 0.163, test 0.095
Epoch 19, step 775, loss 0.063, test 0.096
Epoch 19, step 776, loss 0.334, test 0.080
Epoch 19, step 777, loss 0.010, test 0.079
Epoch 19, step 778, loss 0.153, test 0.078
Epoch 19, step 779, loss 0.002, test 0.077
Epoch 19, step 780, loss 0.261, test 0.076
Epoch 19, step 781, loss 0.236, test 0.078
Epoch 19, step 782, loss 0.008, test 0.077
Epoch 19, step 783, loss 0.027, test 0.078
Epoch 19, step 784, loss 0.000, test 0.078
Epoch 19, step 785, loss 0.002, test 0.078
Epoch 19, step 786, loss 0.172, test 0.079
Epoch 19, step 787, loss 0.005, test 0.079
Epoch 19, step 788, loss 0.175, test 0.077
Epoch 19, step 789, loss 0.001, test 0.077
Epoch 19, step 790, loss 0.078, test 0.076
Epoch 19, step 791, loss 0.113, test 0.075
Epoch 19, step 792, loss 0.219, test 0.076
Epoch 19, step 793, loss 0.015, test 0.075
Epoch 19, step 794, loss 0.161, test 0.077
Epoch 19, step 795, loss 0.002, test 0.077
Epoch 19, step 796, loss 0.016, test 0.077
Epoch 19, step 797, loss 0.300, test 0.095
Epoch 19, step 798, loss 0.158, test 0.101
Epoch 19, step 799, loss 0.163, test 0.115
Epoch 19, step 800, loss 0.034, test 0.120
Epoch 19, step 801, loss 0.089, test 0.125
Epoch 19, step 802, loss 0.009, test 0.125
Epoch 19, step 803, loss 0.007, test 0.127
Epoch 19, step 804, loss 0.001, test 0.127
Epoch 19, step 805, loss 0.138, test 0.084
Epoch 19, step 806, loss 0.031, test 0.080
Epoch 19, step 807, loss 0.005, test 0.079
Epoch 19, step 808, loss 0.058, test 0.080
Epoch 19, step 809, loss 0.006, test 0.080
Epoch 19, step 810, loss 0.062, test 0.080
Epoch 19, step 811, loss 0.138, test 0.082
Epoch 19, step 812, loss 0.041, test 0.083
Epoch 19, step 813, loss 1.491, test 0.087
Epoch 19, step 814, loss 0.013, test 0.087
Epoch 19, step 815, loss 0.022, test 0.084
Epoch 19, step 816, loss 0.151, test 0.084
Epoch 19, step 817, loss 0.113, test 0.084
Epoch 19, step 818, loss 0.187, test 0.082
Epoch 19, step 819, loss 0.020, test 0.083
Epoch 19, step 820, loss 0.027, test 0.083
Epoch 19, step 821, loss 0.231, test 0.087
Epoch 19, step 822, loss 0.000, test 0.088
Epoch 19, step 823, loss 0.298, test 0.090
Epoch 19, step 824, loss 0.266, test 0.094
Epoch 19, step 825, loss 0.006, test 0.096
Epoch 19, step 826, loss 0.004, test 0.098
Epoch 19, step 827, loss 0.252, test 0.099
Epoch 19, step 828, loss 0.001, test 0.099
Epoch 19, step 829, loss 0.094, test 0.099
Epoch 19, step 830, loss 0.007, test 0.099
Epoch 19, step 831, loss 0.143, test 0.095
Epoch 19, step 832, loss 0.003, test 0.095
Epoch 19, step 833, loss 0.168, test 0.104
Epoch 19, step 834, loss 0.019, test 0.106
Epoch 19, step 835, loss 0.001, test 0.107
Epoch 19, step 836, loss 0.006, test 0.107
Epoch 19, step 837, loss 0.111, test 0.108
Epoch 19, step 838, loss 0.085, test 0.111
Epoch 19, step 839, loss 0.159, test 0.110
Epoch 19, step 840, loss 0.038, test 0.111
Epoch 19, step 841, loss 0.348, test 0.106
Epoch 19, step 842, loss 0.012, test 0.105
Epoch 19, step 843, loss 0.106, test 0.103
Epoch 19, step 844, loss 0.040, test 0.109
Epoch 19, step 845, loss 0.115, test 0.109
Epoch 19, step 846, loss 0.444, test 0.085
Epoch 19, step 847, loss 0.007, test 0.082
Epoch 19, step 848, loss 0.018, test 0.082
Epoch 19, step 849, loss 0.060, test 0.082
Epoch 19, step 850, loss 0.002, test 0.082
Epoch 19, step 851, loss 0.198, test 0.083
Epoch 19, step 852, loss 0.343, test 0.156
Epoch 19, step 853, loss 0.117, test 0.155
Epoch 19, step 854, loss 0.002, test 0.164
Epoch 19, step 855, loss 0.008, test 0.169
Epoch 19, step 856, loss 0.037, test 0.173
Epoch 19, step 857, loss 0.030, test 0.159
Epoch 19, step 858, loss 0.090, test 0.155
Epoch 19, step 859, loss 0.034, test 0.147
Epoch 19, step 860, loss 0.018, test 0.148
Epoch 19, step 861, loss 0.018, test 0.152
Epoch 19, step 862, loss 0.183, test 0.145
Epoch 19, step 863, loss 0.003, test 0.150
Epoch 19, step 864, loss 1.327, test 0.107
Epoch 19, step 865, loss 0.187, test 0.088
Epoch 19, step 866, loss 0.000, test 0.087
Epoch 19, step 867, loss 0.086, test 0.088
Epoch 19, step 868, loss 0.002, test 0.088
Epoch 19, step 869, loss 0.037, test 0.088
Epoch 19, step 870, loss 0.019, test 0.088
Epoch 19, step 871, loss 0.257, test 0.090
Epoch 19, step 872, loss 0.029, test 0.089
Epoch 19, step 873, loss 0.102, test 0.089
Epoch 19, step 874, loss 0.000, test 0.089
Epoch 19, step 875, loss 0.087, test 0.090
Epoch 19, step 876, loss 0.002, test 0.090
Epoch 19, step 877, loss 0.031, test 0.091
Epoch 19, step 878, loss 0.588, test 0.093
Epoch 19, step 879, loss 0.470, test 0.079
Epoch 19, step 880, loss 0.016, test 0.078
Epoch 19, step 881, loss 0.033, test 0.080
Epoch 19, step 882, loss 0.016, test 0.080
Epoch 19, step 883, loss 0.028, test 0.080
Epoch 19, step 884, loss 0.271, test 0.084
Epoch 19, step 885, loss 0.001, test 0.086
Epoch 19, step 886, loss 0.258, test 0.084
Epoch 19, step 887, loss 0.049, test 0.083
Epoch 19, step 888, loss 0.001, test 0.083
Epoch 19, step 889, loss 0.348, test 0.079
Epoch 19, step 890, loss 0.248, test 0.080
Epoch 19, step 891, loss 0.000, test 0.080
Epoch 19, step 892, loss 0.033, test 0.080
Epoch 19, step 893, loss 0.045, test 0.079
Epoch 19, step 894, loss 0.005, test 0.079
Epoch 19, step 895, loss 0.009, test 0.079
Epoch 19, step 896, loss 0.003, test 0.079
Epoch 19, step 897, loss 0.195, test 0.081
Epoch 19, step 898, loss 0.204, test 0.080
Epoch 19, step 899, loss 0.137, test 0.084
Epoch 19, step 900, loss 0.034, test 0.082
Epoch 19, step 901, loss 0.000, test 0.082
Epoch 19, step 902, loss 0.343, test 0.096
Epoch 19, step 903, loss 0.014, test 0.104
Epoch 19, step 904, loss 0.004, test 0.108
Epoch 19, step 905, loss 0.509, test 0.094
Epoch 19, step 906, loss 0.043, test 0.102
Epoch 19, step 907, loss 0.075, test 0.099
Epoch 19, step 908, loss 0.035, test 0.109
Epoch 19, step 909, loss 0.000, test 0.111
Epoch 19, step 910, loss 0.212, test 0.115
Epoch 19, step 911, loss 0.159, test 0.106
Epoch 19, step 912, loss 0.380, test 0.098
Epoch 19, step 913, loss 0.118, test 0.092
Epoch 19, step 914, loss 0.127, test 0.089
Epoch 19, step 915, loss 0.162, test 0.092
Epoch 19, step 916, loss 0.104, test 0.085
Epoch 19, step 917, loss 0.148, test 0.086
Epoch 19, step 918, loss 0.026, test 0.087
Epoch 19, step 919, loss 0.005, test 0.087
Epoch 19, step 920, loss 0.125, test 0.112
Epoch 19, step 921, loss 0.123, test 0.115
Epoch 19, step 922, loss 0.002, test 0.118
Epoch 19, step 923, loss 0.226, test 0.148
Epoch 19, step 924, loss 0.024, test 0.153
Epoch 19, step 925, loss 0.509, test 0.101
Epoch 19, step 926, loss 0.013, test 0.097
Epoch 19, step 927, loss 0.558, test 0.089
Epoch 19, step 928, loss 0.000, test 0.087
Epoch 19, step 929, loss 0.056, test 0.091
Epoch 19, step 930, loss 0.003, test 0.092
Epoch 19, step 931, loss 0.002, test 0.092
Epoch 19, step 932, loss 0.604, test 0.076
Epoch 19, step 933, loss 0.050, test 0.078
Epoch 19, step 934, loss 0.000, test 0.079
Epoch 19, step 935, loss 0.022, test 0.080
Epoch 19, step 936, loss 0.021, test 0.083
Epoch 19, step 937, loss 0.714, test 0.084
Epoch 19, step 938, loss 0.568, test 0.206
Epoch 19, step 939, loss 0.102, test 0.243
Epoch 19, step 940, loss 0.021, test 0.264
Epoch 19, step 941, loss 0.000, test 0.276
Epoch 19, step 942, loss 0.000, test 0.281
Epoch 19, step 943, loss 0.232, test 0.269
Epoch 19, step 944, loss 0.094, test 0.260
Epoch 19, step 945, loss 0.004, test 0.260
Epoch 19, step 946, loss 0.011, test 0.261
Epoch 19, step 947, loss 0.004, test 0.258
Epoch 19, step 948, loss 0.076, test 0.242
Epoch 19, step 949, loss 0.011, test 0.238
Epoch 19, step 950, loss 0.016, test 0.237
Epoch 19, step 951, loss 0.001, test 0.237
Epoch 19, step 952, loss 0.178, test 0.232
Epoch 19, step 953, loss 0.282, test 0.237
Epoch 19, step 954, loss 0.002, test 0.239
Epoch 19, step 955, loss 0.162, test 0.244
Epoch 19, step 956, loss 0.391, test 0.263
Epoch 19, step 957, loss 0.077, test 0.270
Epoch 19, step 958, loss 0.139, test 0.233
Epoch 19, step 959, loss 0.005, test 0.230
Epoch 19, step 960, loss 0.549, test 0.197
Epoch 19, step 961, loss 0.356, test 0.133
Epoch 19, step 962, loss 0.137, test 0.122
Epoch 19, step 963, loss 0.463, test 0.115
Epoch 19, step 964, loss 0.015, test 0.116
Epoch 19, step 965, loss 0.066, test 0.103
Epoch 19, step 966, loss 0.004, test 0.101
Epoch 19, step 967, loss 0.822, test 0.097
Epoch 19, step 968, loss 0.017, test 0.103
Epoch 19, step 969, loss 0.345, test 0.088
Epoch 19, step 970, loss 0.000, test 0.087
Epoch 19, step 971, loss 0.010, test 0.086
Epoch 19, step 972, loss 0.146, test 0.087
Epoch 19, step 973, loss 0.016, test 0.087
Epoch 19, step 974, loss 0.071, test 0.088
Epoch 19, step 975, loss 0.257, test 0.091
Epoch 19, step 976, loss 0.124, test 0.109
Epoch 19, step 977, loss 0.174, test 0.114
Epoch 19, step 978, loss 0.022, test 0.115
Epoch 19, step 979, loss 0.001, test 0.118
Epoch 19, step 980, loss 0.218, test 0.137
Epoch 19, step 981, loss 0.394, test 0.137
Epoch 19, step 982, loss 0.168, test 0.144
Epoch 19, step 983, loss 0.007, test 0.146
Epoch 19, step 984, loss 0.018, test 0.145
Epoch 19, step 985, loss 0.041, test 0.126
Epoch 19, step 986, loss 0.242, test 0.118
Epoch 19, step 987, loss 0.110, test 0.122
Epoch 19, step 988, loss 0.015, test 0.123
Epoch 19, step 989, loss 0.033, test 0.110
Epoch 19, step 990, loss 0.205, test 0.105
Epoch 19, step 991, loss 0.036, test 0.106
Epoch 19, step 992, loss 0.397, test 0.076
Epoch 19, step 993, loss 0.068, test 0.077
Epoch 19, step 994, loss 0.232, test 0.081
Epoch 19, step 995, loss 0.001, test 0.083
Epoch 19, step 996, loss 0.109, test 0.086
Epoch 19, step 997, loss 0.274, test 0.080
Epoch 19, step 998, loss 0.009, test 0.087
Epoch 19, step 999, loss 0.066, test 0.120

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()
ax.plot(thetas[:, 1], thetas[:, 2], alpha=0.5, lw=0.5, 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)
sns.despine(trim=True);

# Parameters per iteration
fig, ax = plt.subplots()
ax.plot(thetas[:, 0], label=r"$\theta_0$")
ax.plot([-2] * thetas.shape[0], '--', label="True value")
ax.plot(thetas[:, 1], label=r"$\theta_1$")
ax.plot([1.5] * thetas.shape[0], '--', label="True value")
ax.plot(thetas[:, 2], label=r"$\theta_2$")
ax.plot([0] * thetas.shape[0], '--', label="True value")
ax.set(xlabel="Iteration $\\times$ 100", ylabel=r"$\theta$", title="SGD path")
plt.legend(loc='best', frameon=False)
sns.despine(trim=True);
../_images/dc85b525c96ef5fe2c6b0a9e1692d18fa419e63d65f678a373a03aa9a2f4ed07.svg../_images/29a58268115d9df75ebdfe5cf5c8e7572c4774e1acdf37d02854d33449658f80.svg

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()
ax.plot(losses, label="Train")
ax.plot(test_losses, label="Test")
ax.set(xlabel="Iteration $\\times$ 100", ylabel="Loss", title="Loss")
plt.legend(loc='best', frameon=False)
sns.despine(trim=True);
../_images/2a89f099f787d956aa5fd0b54bc3ac377de74b8bb3b7ba27ffc7a8d550bc2c77.svg

To make SGD converge, we need to use a decaying learning rate. Theoretically, the learning rate needs to satisfy the Robbins-Monro conditions:

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

This means that the learning rate needs to decay to zero but not too fast. In practice, we are not really going to bother enforcing the condition. We just need something that decays.

# 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()
iterations = np.arange(20 * N)
ax.plot(iterations, learning_rate_schedule(iterations))
ax.set(xlabel="Iteration $\\times$ 100", ylabel="Learning rate", title="Learning rate schedule")
sns.despine(trim=True);
../_images/bf57255301602f798e17b46142461a397a4d515c20ece6c693b7a3d11089eed1.svg

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,
)
Hide code cell output
Epoch 0, step 0, loss 0.274, test 70.417
Epoch 0, step 1, loss 3.078, test 69.315
Epoch 0, step 2, loss 8.955, test 66.495
Epoch 0, step 3, loss 1.464, test 66.569
Epoch 0, step 4, loss 22.827, test 58.563
Epoch 0, step 5, loss 37.208, test 46.084
Epoch 0, step 6, loss 0.018, test 43.889
Epoch 0, step 7, loss 1.097, test 42.894
Epoch 0, step 8, loss 1.006, test 42.616
Epoch 0, step 9, loss 1.675, test 41.861
Epoch 0, step 10, loss 0.006, test 41.677
Epoch 0, step 11, loss 1.452, test 42.145
Epoch 0, step 12, loss 0.000, test 42.183
Epoch 0, step 13, loss 0.550, test 42.455
Epoch 0, step 14, loss 22.786, test 34.452
Epoch 0, step 15, loss 0.816, test 33.309
Epoch 0, step 16, loss 2.285, test 31.817
Epoch 0, step 17, loss 0.130, test 30.802
Epoch 0, step 18, loss 2.966, test 29.497
Epoch 0, step 19, loss 12.788, test 24.334
Epoch 0, step 20, loss 0.207, test 23.483
Epoch 0, step 21, loss 0.816, test 22.766
Epoch 0, step 22, loss 1.196, test 22.016
Epoch 0, step 23, loss 0.321, test 21.854
Epoch 0, step 24, loss 0.916, test 22.159
Epoch 0, step 25, loss 0.143, test 22.061
Epoch 0, step 26, loss 1.119, test 22.236
Epoch 0, step 27, loss 0.036, test 22.537
Epoch 0, step 28, loss 0.601, test 22.680
Epoch 0, step 29, loss 0.528, test 21.771
Epoch 0, step 30, loss 0.966, test 21.204
Epoch 0, step 31, loss 4.257, test 19.635
Epoch 0, step 32, loss 0.248, test 19.046
Epoch 0, step 33, loss 0.028, test 18.869
Epoch 0, step 34, loss 0.071, test 18.796
Epoch 0, step 35, loss 0.663, test 18.881
Epoch 0, step 36, loss 0.298, test 18.922
Epoch 0, step 37, loss 0.627, test 18.556
Epoch 0, step 38, loss 22.037, test 11.565
Epoch 0, step 39, loss 0.521, test 10.626
Epoch 0, step 40, loss 7.854, test 7.209
Epoch 0, step 41, loss 0.637, test 6.631
Epoch 0, step 42, loss 0.529, test 6.368
Epoch 0, step 43, loss 0.942, test 6.293
Epoch 0, step 44, loss 0.014, test 6.238
Epoch 0, step 45, loss 0.324, test 6.221
Epoch 0, step 46, loss 0.312, test 6.095
Epoch 0, step 47, loss 0.123, test 5.983
Epoch 0, step 48, loss 1.104, test 6.307
Epoch 0, step 49, loss 0.375, test 6.503
Epoch 0, step 50, loss 0.046, test 6.579
Epoch 0, step 51, loss 1.109, test 6.670
Epoch 0, step 52, loss 1.285, test 6.727
Epoch 0, step 53, loss 1.549, test 6.867
Epoch 0, step 54, loss 0.491, test 6.919
Epoch 0, step 55, loss 9.791, test 4.094
Epoch 0, step 56, loss 1.121, test 4.086
Epoch 0, step 57, loss 0.748, test 4.199
Epoch 0, step 58, loss 0.010, test 4.173
Epoch 0, step 59, loss 0.402, test 4.188
Epoch 0, step 60, loss 0.092, test 4.151
Epoch 0, step 61, loss 0.007, test 4.141
Epoch 0, step 62, loss 1.051, test 4.154
Epoch 0, step 63, loss 0.218, test 3.981
Epoch 0, step 64, loss 1.810, test 3.222
Epoch 0, step 65, loss 0.001, test 3.106
Epoch 0, step 66, loss 0.489, test 2.962
Epoch 0, step 67, loss 1.422, test 2.941
Epoch 0, step 68, loss 0.005, test 2.926
Epoch 0, step 69, loss 0.729, test 2.930
Epoch 0, step 70, loss 1.975, test 2.949
Epoch 0, step 71, loss 4.261, test 1.654
Epoch 0, step 72, loss 0.917, test 1.515
Epoch 0, step 73, loss 0.059, test 1.458
Epoch 0, step 74, loss 0.074, test 1.381
Epoch 0, step 75, loss 0.105, test 1.354
Epoch 0, step 76, loss 0.006, test 1.341
Epoch 0, step 77, loss 0.570, test 1.214
Epoch 0, step 78, loss 1.936, test 1.649
Epoch 0, step 79, loss 0.001, test 1.776
Epoch 0, step 80, loss 0.276, test 1.856
Epoch 0, step 81, loss 0.002, test 1.896
Epoch 0, step 82, loss 0.005, test 1.929
Epoch 0, step 83, loss 0.134, test 2.084
Epoch 0, step 84, loss 0.051, test 2.063
Epoch 0, step 85, loss 0.176, test 2.120
Epoch 0, step 86, loss 0.144, test 2.150
Epoch 0, step 87, loss 0.076, test 2.164
Epoch 0, step 88, loss 0.614, test 2.184
Epoch 0, step 89, loss 0.152, test 2.206
Epoch 0, step 90, loss 0.336, test 2.223
Epoch 0, step 91, loss 0.018, test 2.238
Epoch 0, step 92, loss 0.068, test 2.221
Epoch 0, step 93, loss 0.638, test 2.248
Epoch 0, step 94, loss 0.448, test 2.272
Epoch 0, step 95, loss 0.003, test 2.267
Epoch 0, step 96, loss 0.130, test 2.334
Epoch 0, step 97, loss 2.722, test 1.160
Epoch 0, step 98, loss 1.130, test 1.072
Epoch 0, step 99, loss 0.073, test 1.014
Epoch 0, step 100, loss 0.191, test 0.993
Epoch 0, step 101, loss 1.559, test 0.974
Epoch 0, step 102, loss 0.055, test 0.947
Epoch 0, step 103, loss 0.232, test 0.960
Epoch 0, step 104, loss 0.038, test 0.963
Epoch 0, step 105, loss 0.066, test 0.976
Epoch 0, step 106, loss 0.223, test 0.982
Epoch 0, step 107, loss 0.804, test 0.791
Epoch 0, step 108, loss 0.459, test 0.785
Epoch 0, step 109, loss 0.087, test 0.781
Epoch 0, step 110, loss 0.090, test 0.780
Epoch 0, step 111, loss 2.484, test 0.755
Epoch 0, step 112, loss 1.136, test 0.787
Epoch 0, step 113, loss 0.002, test 0.802
Epoch 0, step 114, loss 1.194, test 0.648
Epoch 0, step 115, loss 0.017, test 0.626
Epoch 0, step 116, loss 0.987, test 0.497
Epoch 0, step 117, loss 0.130, test 0.474
Epoch 0, step 118, loss 0.069, test 0.464
Epoch 0, step 119, loss 0.363, test 0.450
Epoch 0, step 120, loss 0.007, test 0.446
Epoch 0, step 121, loss 0.089, test 0.430
Epoch 0, step 122, loss 0.043, test 0.425
Epoch 0, step 123, loss 0.007, test 0.424
Epoch 0, step 124, loss 0.582, test 0.414
Epoch 0, step 125, loss 0.114, test 0.406
Epoch 0, step 126, loss 0.006, test 0.405
Epoch 0, step 127, loss 0.001, test 0.404
Epoch 0, step 128, loss 0.230, test 0.402
Epoch 0, step 129, loss 0.523, test 0.368
Epoch 0, step 130, loss 0.479, test 0.362
Epoch 0, step 131, loss 0.674, test 0.367
Epoch 0, step 132, loss 0.243, test 0.362
Epoch 0, step 133, loss 0.003, test 0.360
Epoch 0, step 134, loss 0.081, test 0.360
Epoch 0, step 135, loss 0.029, test 0.367
Epoch 0, step 136, loss 0.031, test 0.364
Epoch 0, step 137, loss 0.128, test 0.341
Epoch 0, step 138, loss 0.178, test 0.347
Epoch 0, step 139, loss 0.007, test 0.347
Epoch 0, step 140, loss 0.006, test 0.349
Epoch 0, step 141, loss 0.002, test 0.351
Epoch 0, step 142, loss 0.440, test 0.358
Epoch 0, step 143, loss 0.014, test 0.368
Epoch 0, step 144, loss 0.057, test 0.369
Epoch 0, step 145, loss 0.023, test 0.373
Epoch 0, step 146, loss 0.022, test 0.374
Epoch 0, step 147, loss 0.019, test 0.381
Epoch 0, step 148, loss 0.138, test 0.382
Epoch 0, step 149, loss 0.026, test 0.367
Epoch 0, step 150, loss 1.068, test 0.375
Epoch 0, step 151, loss 0.000, test 0.376
Epoch 0, step 152, loss 0.341, test 0.381
Epoch 0, step 153, loss 0.099, test 0.382
Epoch 0, step 154, loss 0.063, test 0.390
Epoch 0, step 155, loss 0.076, test 0.402
Epoch 0, step 156, loss 0.157, test 0.412
Epoch 0, step 157, loss 0.584, test 0.424
Epoch 0, step 158, loss 0.027, test 0.431
Epoch 0, step 159, loss 0.776, test 0.295
Epoch 0, step 160, loss 0.008, test 0.278
Epoch 0, step 161, loss 0.015, test 0.272
Epoch 0, step 162, loss 0.010, test 0.268
Epoch 0, step 163, loss 0.089, test 0.231
Epoch 0, step 164, loss 0.390, test 0.248
Epoch 0, step 165, loss 0.000, test 0.250
Epoch 0, step 166, loss 0.174, test 0.255
Epoch 0, step 167, loss 0.009, test 0.256
Epoch 0, step 168, loss 0.145, test 0.245
Epoch 0, step 169, loss 0.183, test 0.254
Epoch 0, step 170, loss 0.877, test 0.257
Epoch 0, step 171, loss 0.001, test 0.258
Epoch 0, step 172, loss 0.043, test 0.247
Epoch 0, step 173, loss 0.000, test 0.245
Epoch 0, step 174, loss 0.111, test 0.256
Epoch 0, step 175, loss 0.163, test 0.264
Epoch 0, step 176, loss 0.043, test 0.274
Epoch 0, step 177, loss 0.113, test 0.261
Epoch 0, step 178, loss 0.013, test 0.248
Epoch 0, step 179, loss 0.007, test 0.249
Epoch 0, step 180, loss 0.110, test 0.250
Epoch 0, step 181, loss 0.151, test 0.254
Epoch 0, step 182, loss 0.077, test 0.257
Epoch 0, step 183, loss 0.143, test 0.272
Epoch 0, step 184, loss 0.165, test 0.188
Epoch 0, step 185, loss 0.013, test 0.173
Epoch 0, step 186, loss 0.001, test 0.166
Epoch 0, step 187, loss 0.150, test 0.162
Epoch 0, step 188, loss 0.085, test 0.161
Epoch 0, step 189, loss 0.048, test 0.160
Epoch 0, step 190, loss 0.002, test 0.159
Epoch 0, step 191, loss 0.009, test 0.159
Epoch 0, step 192, loss 0.262, test 0.171
Epoch 0, step 193, loss 0.290, test 0.174
Epoch 0, step 194, loss 0.143, test 0.172
Epoch 0, step 195, loss 0.046, test 0.161
Epoch 0, step 196, loss 0.134, test 0.160
Epoch 0, step 197, loss 0.229, test 0.165
Epoch 0, step 198, loss 0.109, test 0.150
Epoch 0, step 199, loss 0.100, test 0.141
Epoch 0, step 200, loss 0.004, test 0.141
Epoch 0, step 201, loss 0.066, test 0.145
Epoch 0, step 202, loss 0.326, test 0.145
Epoch 0, step 203, loss 0.739, test 0.134
Epoch 0, step 204, loss 0.136, test 0.136
Epoch 0, step 205, loss 0.039, test 0.135
Epoch 0, step 206, loss 0.203, test 0.151
Epoch 0, step 207, loss 0.108, test 0.169
Epoch 0, step 208, loss 0.042, test 0.159
Epoch 0, step 209, loss 0.422, test 0.162
Epoch 0, step 210, loss 0.076, test 0.165
Epoch 0, step 211, loss 0.113, test 0.166
Epoch 0, step 212, loss 0.003, test 0.163
Epoch 0, step 213, loss 0.302, test 0.168
Epoch 0, step 214, loss 0.008, test 0.169
Epoch 0, step 215, loss 0.268, test 0.176
Epoch 0, step 216, loss 0.005, test 0.181
Epoch 0, step 217, loss 0.078, test 0.181
Epoch 0, step 218, loss 0.008, test 0.176
Epoch 0, step 219, loss 0.012, test 0.180
Epoch 0, step 220, loss 0.058, test 0.183
Epoch 0, step 221, loss 0.036, test 0.185
Epoch 0, step 222, loss 0.102, test 0.185
Epoch 0, step 223, loss 0.113, test 0.183
Epoch 0, step 224, loss 0.108, test 0.181
Epoch 0, step 225, loss 0.164, test 0.184
Epoch 0, step 226, loss 0.180, test 0.167
Epoch 0, step 227, loss 0.041, test 0.181
Epoch 0, step 228, loss 0.049, test 0.186
Epoch 0, step 229, loss 0.047, test 0.190
Epoch 0, step 230, loss 0.030, test 0.188
Epoch 0, step 231, loss 0.000, test 0.188
Epoch 0, step 232, loss 0.156, test 0.192
Epoch 0, step 233, loss 0.011, test 0.196
Epoch 0, step 234, loss 0.039, test 0.202
Epoch 0, step 235, loss 0.065, test 0.219
Epoch 0, step 236, loss 0.024, test 0.210
Epoch 0, step 237, loss 0.025, test 0.212
Epoch 0, step 238, loss 0.008, test 0.214
Epoch 0, step 239, loss 0.061, test 0.202
Epoch 0, step 240, loss 0.153, test 0.197
Epoch 0, step 241, loss 0.626, test 0.204
Epoch 0, step 242, loss 0.012, test 0.206
Epoch 0, step 243, loss 0.025, test 0.209
Epoch 0, step 244, loss 0.315, test 0.191
Epoch 0, step 245, loss 0.027, test 0.189
Epoch 0, step 246, loss 0.004, test 0.194
Epoch 0, step 247, loss 0.038, test 0.183
Epoch 0, step 248, loss 0.227, test 0.184
Epoch 0, step 249, loss 0.004, test 0.186
Epoch 0, step 250, loss 0.392, test 0.171
Epoch 0, step 251, loss 0.031, test 0.184
Epoch 0, step 252, loss 0.517, test 0.182
Epoch 0, step 253, loss 0.033, test 0.180
Epoch 0, step 254, loss 0.308, test 0.210
Epoch 0, step 255, loss 0.046, test 0.178
Epoch 0, step 256, loss 0.007, test 0.175
Epoch 0, step 257, loss 0.030, test 0.174
Epoch 0, step 258, loss 0.100, test 0.142
Epoch 0, step 259, loss 0.000, test 0.138
Epoch 0, step 260, loss 0.135, test 0.155
Epoch 0, step 261, loss 0.044, test 0.154
Epoch 0, step 262, loss 0.078, test 0.155
Epoch 0, step 263, loss 0.033, test 0.154
Epoch 0, step 264, loss 0.007, test 0.152
Epoch 0, step 265, loss 0.095, test 0.149
Epoch 0, step 266, loss 0.379, test 0.143
Epoch 0, step 267, loss 0.591, test 0.112
Epoch 0, step 268, loss 1.268, test 0.108
Epoch 0, step 269, loss 0.066, test 0.104
Epoch 0, step 270, loss 0.002, test 0.103
Epoch 0, step 271, loss 0.055, test 0.102
Epoch 0, step 272, loss 0.093, test 0.102
Epoch 0, step 273, loss 0.152, test 0.103
Epoch 0, step 274, loss 0.126, test 0.104
Epoch 0, step 275, loss 0.136, test 0.105
Epoch 0, step 276, loss 0.153, test 0.121
Epoch 0, step 277, loss 0.043, test 0.130
Epoch 0, step 278, loss 0.065, test 0.132
Epoch 0, step 279, loss 0.067, test 0.132
Epoch 0, step 280, loss 0.003, test 0.134
Epoch 0, step 281, loss 0.004, test 0.134
Epoch 0, step 282, loss 0.014, test 0.135
Epoch 0, step 283, loss 0.198, test 0.121
Epoch 0, step 284, loss 0.006, test 0.114
Epoch 0, step 285, loss 0.003, test 0.111
Epoch 0, step 286, loss 0.249, test 0.107
Epoch 0, step 287, loss 0.136, test 0.106
Epoch 0, step 288, loss 0.030, test 0.105
Epoch 0, step 289, loss 0.002, test 0.105
Epoch 0, step 290, loss 0.028, test 0.107
Epoch 0, step 291, loss 0.141, test 0.108
Epoch 0, step 292, loss 0.145, test 0.096
Epoch 0, step 293, loss 0.043, test 0.097
Epoch 0, step 294, loss 0.043, test 0.096
Epoch 0, step 295, loss 0.019, test 0.094
Epoch 0, step 296, loss 0.001, test 0.094
Epoch 0, step 297, loss 0.016, test 0.093
Epoch 0, step 298, loss 0.026, test 0.093
Epoch 0, step 299, loss 0.012, test 0.093
Epoch 0, step 300, loss 0.002, test 0.094
Epoch 0, step 301, loss 0.022, test 0.093
Epoch 0, step 302, loss 0.307, test 0.093
Epoch 0, step 303, loss 0.000, test 0.093
Epoch 0, step 304, loss 0.001, test 0.093
Epoch 0, step 305, loss 0.023, test 0.102
Epoch 0, step 306, loss 0.103, test 0.109
Epoch 0, step 307, loss 0.007, test 0.111
Epoch 0, step 308, loss 0.028, test 0.149
Epoch 0, step 309, loss 0.240, test 0.159
Epoch 0, step 310, loss 0.107, test 0.161
Epoch 0, step 311, loss 0.000, test 0.163
Epoch 0, step 312, loss 0.332, test 0.166
Epoch 0, step 313, loss 0.000, test 0.167
Epoch 0, step 314, loss 0.103, test 0.157
Epoch 0, step 315, loss 0.084, test 0.155
Epoch 0, step 316, loss 0.182, test 0.157
Epoch 0, step 317, loss 0.078, test 0.175
Epoch 0, step 318, loss 0.159, test 0.175
Epoch 0, step 319, loss 0.026, test 0.170
Epoch 0, step 320, loss 0.018, test 0.172
Epoch 0, step 321, loss 0.133, test 0.184
Epoch 0, step 322, loss 0.000, test 0.186
Epoch 0, step 323, loss 0.008, test 0.188
Epoch 0, step 324, loss 0.057, test 0.197
Epoch 0, step 325, loss 0.100, test 0.201
Epoch 0, step 326, loss 0.008, test 0.199
Epoch 0, step 327, loss 0.002, test 0.201
Epoch 0, step 328, loss 0.003, test 0.195
Epoch 0, step 329, loss 0.863, test 0.302
Epoch 0, step 330, loss 0.007, test 0.445
Epoch 0, step 331, loss 0.043, test 0.515
Epoch 0, step 332, loss 0.022, test 0.561
Epoch 0, step 333, loss 0.711, test 0.351
Epoch 0, step 334, loss 0.121, test 0.333
Epoch 0, step 335, loss 0.001, test 0.317
Epoch 0, step 336, loss 0.129, test 0.284
Epoch 0, step 337, loss 0.011, test 0.275
Epoch 0, step 338, loss 0.430, test 0.263
Epoch 0, step 339, loss 0.048, test 0.234
Epoch 0, step 340, loss 0.006, test 0.233
Epoch 0, step 341, loss 0.109, test 0.227
Epoch 0, step 342, loss 0.231, test 0.221
Epoch 0, step 343, loss 0.018, test 0.224
Epoch 0, step 344, loss 0.084, test 0.155
Epoch 0, step 345, loss 0.797, test 0.156
Epoch 0, step 346, loss 0.779, test 0.088
Epoch 0, step 347, loss 0.009, test 0.082
Epoch 0, step 348, loss 0.110, test 0.078
Epoch 0, step 349, loss 0.125, test 0.078
Epoch 0, step 350, loss 0.152, test 0.079
Epoch 0, step 351, loss 0.475, test 0.076
Epoch 0, step 352, loss 0.012, test 0.075
Epoch 0, step 353, loss 1.272, test 0.091
Epoch 0, step 354, loss 0.218, test 0.086
Epoch 0, step 355, loss 0.050, test 0.088
Epoch 0, step 356, loss 0.087, test 0.078
Epoch 0, step 357, loss 0.015, test 0.074
Epoch 0, step 358, loss 0.001, test 0.074
Epoch 0, step 359, loss 0.035, test 0.074
Epoch 0, step 360, loss 0.054, test 0.083
Epoch 0, step 361, loss 0.000, test 0.086
Epoch 0, step 362, loss 0.192, test 0.083
Epoch 0, step 363, loss 0.010, test 0.081
Epoch 0, step 364, loss 0.382, test 0.079
Epoch 0, step 365, loss 0.195, test 0.077
Epoch 0, step 366, loss 0.610, test 0.074
Epoch 0, step 367, loss 0.004, test 0.074
Epoch 0, step 368, loss 0.226, test 0.075
Epoch 0, step 369, loss 0.004, test 0.075
Epoch 0, step 370, loss 0.252, test 0.076
Epoch 0, step 371, loss 0.693, test 0.087
Epoch 0, step 372, loss 0.002, test 0.090
Epoch 0, step 373, loss 0.630, test 0.092
Epoch 0, step 374, loss 0.038, test 0.091
Epoch 0, step 375, loss 0.016, test 0.091
Epoch 0, step 376, loss 0.005, test 0.092
Epoch 0, step 377, loss 0.518, test 0.090
Epoch 0, step 378, loss 0.083, test 0.085
Epoch 0, step 379, loss 0.088, test 0.084
Epoch 0, step 380, loss 0.000, test 0.084
Epoch 0, step 381, loss 0.078, test 0.084
Epoch 0, step 382, loss 0.037, test 0.089
Epoch 0, step 383, loss 0.316, test 0.093
Epoch 0, step 384, loss 0.313, test 0.091
Epoch 0, step 385, loss 0.135, test 0.101
Epoch 0, step 386, loss 0.033, test 0.112
Epoch 0, step 387, loss 0.056, test 0.113
Epoch 0, step 388, loss 0.273, test 0.127
Epoch 0, step 389, loss 0.268, test 0.118
Epoch 0, step 390, loss 0.012, test 0.115
Epoch 0, step 391, loss 0.037, test 0.118
Epoch 0, step 392, loss 0.000, test 0.119
Epoch 0, step 393, loss 0.145, test 0.112
Epoch 0, step 394, loss 0.250, test 0.105
Epoch 0, step 395, loss 0.009, test 0.104
Epoch 0, step 396, loss 0.148, test 0.107
Epoch 0, step 397, loss 0.004, test 0.108
Epoch 0, step 398, loss 0.008, test 0.108
Epoch 0, step 399, loss 0.110, test 0.101
Epoch 0, step 400, loss 0.582, test 0.090
Epoch 0, step 401, loss 0.000, test 0.088
Epoch 0, step 402, loss 0.004, test 0.087
Epoch 0, step 403, loss 0.009, test 0.088
Epoch 0, step 404, loss 0.056, test 0.088
Epoch 0, step 405, loss 0.234, test 0.090
Epoch 0, step 406, loss 0.100, test 0.101
Epoch 0, step 407, loss 0.691, test 0.120
Epoch 0, step 408, loss 0.025, test 0.137
Epoch 0, step 409, loss 0.585, test 0.144
Epoch 0, step 410, loss 0.042, test 0.132
Epoch 0, step 411, loss 0.010, test 0.130
Epoch 0, step 412, loss 0.005, test 0.131
Epoch 0, step 413, loss 0.027, test 0.132
Epoch 0, step 414, loss 0.001, test 0.141
Epoch 0, step 415, loss 0.261, test 0.143
Epoch 0, step 416, loss 0.157, test 0.145
Epoch 0, step 417, loss 0.296, test 0.148
Epoch 0, step 418, loss 0.125, test 0.120
Epoch 0, step 419, loss 0.000, test 0.119
Epoch 0, step 420, loss 0.088, test 0.123
Epoch 0, step 421, loss 0.165, test 0.121
Epoch 0, step 422, loss 0.083, test 0.120
Epoch 0, step 423, loss 0.025, test 0.120
Epoch 0, step 424, loss 0.106, test 0.123
Epoch 0, step 425, loss 0.176, test 0.137
Epoch 0, step 426, loss 0.279, test 0.147
Epoch 0, step 427, loss 0.002, test 0.151
Epoch 0, step 428, loss 0.033, test 0.150
Epoch 0, step 429, loss 0.118, test 0.138
Epoch 0, step 430, loss 0.701, test 0.106
Epoch 0, step 431, loss 0.127, test 0.107
Epoch 0, step 432, loss 0.089, test 0.109
Epoch 0, step 433, loss 0.021, test 0.108
Epoch 0, step 434, loss 0.139, test 0.105
Epoch 0, step 435, loss 0.137, test 0.102
Epoch 0, step 436, loss 0.002, test 0.103
Epoch 0, step 437, loss 0.299, test 0.108
Epoch 0, step 438, loss 0.273, test 0.107
Epoch 0, step 439, loss 0.413, test 0.137
Epoch 0, step 440, loss 0.099, test 0.145
Epoch 0, step 441, loss 0.001, test 0.151
Epoch 0, step 442, loss 0.091, test 0.132
Epoch 0, step 443, loss 0.000, test 0.130
Epoch 0, step 444, loss 0.014, test 0.131
Epoch 0, step 445, loss 0.031, test 0.129
Epoch 0, step 446, loss 0.196, test 0.131
Epoch 0, step 447, loss 0.026, test 0.131
Epoch 0, step 448, loss 0.004, test 0.131
Epoch 0, step 449, loss 0.202, test 0.111
Epoch 0, step 450, loss 0.050, test 0.109
Epoch 0, step 451, loss 0.002, test 0.109
Epoch 0, step 452, loss 0.063, test 0.112
Epoch 0, step 453, loss 1.136, test 0.183
Epoch 0, step 454, loss 0.173, test 0.195
Epoch 0, step 455, loss 0.118, test 0.201
Epoch 0, step 456, loss 0.007, test 0.204
Epoch 0, step 457, loss 0.437, test 0.177
Epoch 0, step 458, loss 0.004, test 0.173
Epoch 0, step 459, loss 0.098, test 0.173
Epoch 0, step 460, loss 0.182, test 0.170
Epoch 0, step 461, loss 0.353, test 0.171
Epoch 0, step 462, loss 0.049, test 0.170
Epoch 0, step 463, loss 0.012, test 0.171
Epoch 0, step 464, loss 0.009, test 0.167
Epoch 0, step 465, loss 0.316, test 0.175
Epoch 0, step 466, loss 0.000, test 0.176
Epoch 0, step 467, loss 0.004, test 0.175
Epoch 0, step 468, loss 0.114, test 0.176
Epoch 0, step 469, loss 0.533, test 0.174
Epoch 0, step 470, loss 0.327, test 0.172
Epoch 0, step 471, loss 0.298, test 0.169
Epoch 0, step 472, loss 0.143, test 0.160
Epoch 0, step 473, loss 0.042, test 0.159
Epoch 0, step 474, loss 0.018, test 0.157
Epoch 0, step 475, loss 0.173, test 0.156
Epoch 0, step 476, loss 0.118, test 0.148
Epoch 0, step 477, loss 0.084, test 0.145
Epoch 0, step 478, loss 0.291, test 0.151
Epoch 0, step 479, loss 0.011, test 0.151
Epoch 0, step 480, loss 0.022, test 0.153
Epoch 0, step 481, loss 0.097, test 0.164
Epoch 0, step 482, loss 0.102, test 0.167
Epoch 0, step 483, loss 0.019, test 0.176
Epoch 0, step 484, loss 0.248, test 0.152
Epoch 0, step 485, loss 0.326, test 0.154
Epoch 0, step 486, loss 0.322, test 0.162
Epoch 0, step 487, loss 0.115, test 0.160
Epoch 0, step 488, loss 0.479, test 0.095
Epoch 0, step 489, loss 0.021, test 0.091
Epoch 0, step 490, loss 0.020, test 0.089
Epoch 0, step 491, loss 0.106, test 0.088
Epoch 0, step 492, loss 0.061, test 0.133
Epoch 0, step 493, loss 0.265, test 0.156
Epoch 0, step 494, loss 0.068, test 0.145
Epoch 0, step 495, loss 0.157, test 0.158
Epoch 0, step 496, loss 0.485, test 0.168
Epoch 0, step 497, loss 0.184, test 0.126
Epoch 0, step 498, loss 0.006, test 0.123
Epoch 0, step 499, loss 0.170, test 0.123
Epoch 0, step 500, loss 0.001, test 0.123
Epoch 0, step 501, loss 0.163, test 0.121
Epoch 0, step 502, loss 0.014, test 0.123
Epoch 0, step 503, loss 0.234, test 0.128
Epoch 0, step 504, loss 0.081, test 0.128
Epoch 0, step 505, loss 0.008, test 0.128
Epoch 0, step 506, loss 0.003, test 0.126
Epoch 0, step 507, loss 0.301, test 0.126
Epoch 0, step 508, loss 0.101, test 0.131
Epoch 0, step 509, loss 0.013, test 0.126
Epoch 0, step 510, loss 0.001, test 0.125
Epoch 0, step 511, loss 0.082, test 0.124
Epoch 0, step 512, loss 0.030, test 0.123
Epoch 0, step 513, loss 0.066, test 0.122
Epoch 0, step 514, loss 0.007, test 0.122
Epoch 0, step 515, loss 0.156, test 0.123
Epoch 0, step 516, loss 0.131, test 0.125
Epoch 0, step 517, loss 0.468, test 0.127
Epoch 0, step 518, loss 0.063, test 0.130
Epoch 0, step 519, loss 0.363, test 0.133
Epoch 0, step 520, loss 0.040, test 0.135
Epoch 0, step 521, loss 0.269, test 0.134
Epoch 0, step 522, loss 0.123, test 0.133
Epoch 0, step 523, loss 0.002, test 0.134
Epoch 0, step 524, loss 0.036, test 0.134
Epoch 0, step 525, loss 0.018, test 0.134
Epoch 0, step 526, loss 0.003, test 0.133
Epoch 0, step 527, loss 0.002, test 0.134
Epoch 0, step 528, loss 0.095, test 0.128
Epoch 0, step 529, loss 0.109, test 0.123
Epoch 0, step 530, loss 0.070, test 0.121
Epoch 0, step 531, loss 0.000, test 0.121
Epoch 0, step 532, loss 0.031, test 0.120
Epoch 0, step 533, loss 0.001, test 0.120
Epoch 0, step 534, loss 0.002, test 0.120
Epoch 0, step 535, loss 0.001, test 0.120
Epoch 0, step 536, loss 0.013, test 0.121
Epoch 0, step 537, loss 0.152, test 0.121
Epoch 0, step 538, loss 0.043, test 0.118
Epoch 0, step 539, loss 0.065, test 0.126
Epoch 0, step 540, loss 0.019, test 0.123
Epoch 0, step 541, loss 0.059, test 0.132
Epoch 0, step 542, loss 0.127, test 0.127
Epoch 0, step 543, loss 0.109, test 0.117
Epoch 0, step 544, loss 0.032, test 0.117
Epoch 0, step 545, loss 0.195, test 0.117
Epoch 0, step 546, loss 0.045, test 0.124
Epoch 0, step 547, loss 0.096, test 0.124
Epoch 0, step 548, loss 0.000, test 0.124
Epoch 0, step 549, loss 0.094, test 0.121
Epoch 0, step 550, loss 0.154, test 0.118
Epoch 0, step 551, loss 0.203, test 0.121
Epoch 0, step 552, loss 0.018, test 0.121
Epoch 0, step 553, loss 0.004, test 0.121
Epoch 0, step 554, loss 0.013, test 0.121
Epoch 0, step 555, loss 0.006, test 0.122
Epoch 0, step 556, loss 0.154, test 0.118
Epoch 0, step 557, loss 0.260, test 0.121
Epoch 0, step 558, loss 0.295, test 0.119
Epoch 0, step 559, loss 0.054, test 0.119
Epoch 0, step 560, loss 0.005, test 0.120
Epoch 0, step 561, loss 0.055, test 0.121
Epoch 0, step 562, loss 0.222, test 0.127
Epoch 0, step 563, loss 0.028, test 0.130
Epoch 0, step 564, loss 0.045, test 0.130
Epoch 0, step 565, loss 0.288, test 0.132
Epoch 0, step 566, loss 0.024, test 0.125
Epoch 0, step 567, loss 0.068, test 0.123
Epoch 0, step 568, loss 0.023, test 0.123
Epoch 0, step 569, loss 0.015, test 0.123
Epoch 0, step 570, loss 0.018, test 0.121
Epoch 0, step 571, loss 0.029, test 0.121
Epoch 0, step 572, loss 0.164, test 0.113
Epoch 0, step 573, loss 0.037, test 0.109
Epoch 0, step 574, loss 0.007, test 0.108
Epoch 0, step 575, loss 0.001, test 0.108
Epoch 0, step 576, loss 0.154, test 0.107
Epoch 0, step 577, loss 0.088, test 0.106
Epoch 0, step 578, loss 0.041, test 0.101
Epoch 0, step 579, loss 0.078, test 0.101
Epoch 0, step 580, loss 0.012, test 0.100
Epoch 0, step 581, loss 0.073, test 0.101
Epoch 0, step 582, loss 0.066, test 0.106
Epoch 0, step 583, loss 0.210, test 0.106
Epoch 0, step 584, loss 0.000, test 0.107
Epoch 0, step 585, loss 0.017, test 0.110
Epoch 0, step 586, loss 0.007, test 0.111
Epoch 0, step 587, loss 0.000, test 0.111
Epoch 0, step 588, loss 0.039, test 0.112
Epoch 0, step 589, loss 0.066, test 0.122
Epoch 0, step 590, loss 0.000, test 0.124
Epoch 0, step 591, loss 0.107, test 0.126
Epoch 0, step 592, loss 0.022, test 0.129
Epoch 0, step 593, loss 0.638, test 0.135
Epoch 0, step 594, loss 0.021, test 0.140
Epoch 0, step 595, loss 0.097, test 0.153
Epoch 0, step 596, loss 0.046, test 0.159
Epoch 0, step 597, loss 0.063, test 0.153
Epoch 0, step 598, loss 0.629, test 0.157
Epoch 0, step 599, loss 0.054, test 0.136
Epoch 0, step 600, loss 0.010, test 0.134
Epoch 0, step 601, loss 0.025, test 0.131
Epoch 0, step 602, loss 0.095, test 0.125
Epoch 0, step 603, loss 0.249, test 0.114
Epoch 0, step 604, loss 0.535, test 0.109
Epoch 0, step 605, loss 0.219, test 0.104
Epoch 0, step 606, loss 0.231, test 0.097
Epoch 0, step 607, loss 0.000, test 0.096
Epoch 0, step 608, loss 0.692, test 0.095
Epoch 0, step 609, loss 0.141, test 0.095
Epoch 0, step 610, loss 0.337, test 0.095
Epoch 0, step 611, loss 0.470, test 0.099
Epoch 0, step 612, loss 0.050, test 0.099
Epoch 0, step 613, loss 0.021, test 0.099
Epoch 0, step 614, loss 0.051, test 0.101
Epoch 0, step 615, loss 0.029, test 0.100
Epoch 0, step 616, loss 0.023, test 0.100
Epoch 0, step 617, loss 0.016, test 0.100
Epoch 0, step 618, loss 0.221, test 0.120
Epoch 0, step 619, loss 0.021, test 0.127
Epoch 0, step 620, loss 0.000, test 0.130
Epoch 0, step 621, loss 0.006, test 0.132
Epoch 0, step 622, loss 0.189, test 0.133
Epoch 0, step 623, loss 0.005, test 0.133
Epoch 0, step 624, loss 0.000, test 0.133
Epoch 0, step 625, loss 0.078, test 0.133
Epoch 0, step 626, loss 0.142, test 0.120
Epoch 0, step 627, loss 0.593, test 0.145
Epoch 0, step 628, loss 0.487, test 0.149
Epoch 0, step 629, loss 0.011, test 0.153
Epoch 0, step 630, loss 0.088, test 0.140
Epoch 0, step 631, loss 0.032, test 0.119
Epoch 0, step 632, loss 0.250, test 0.117
Epoch 0, step 633, loss 0.009, test 0.116
Epoch 0, step 634, loss 0.265, test 0.113
Epoch 0, step 635, loss 0.012, test 0.112
Epoch 0, step 636, loss 0.010, test 0.109
Epoch 0, step 637, loss 0.234, test 0.119
Epoch 0, step 638, loss 0.172, test 0.121
Epoch 0, step 639, loss 0.043, test 0.121
Epoch 0, step 640, loss 0.191, test 0.122
Epoch 0, step 641, loss 0.166, test 0.122
Epoch 0, step 642, loss 0.042, test 0.124
Epoch 0, step 643, loss 0.063, test 0.118
Epoch 0, step 644, loss 0.014, test 0.117
Epoch 0, step 645, loss 0.561, test 0.097
Epoch 0, step 646, loss 0.160, test 0.091
Epoch 0, step 647, loss 0.435, test 0.095
Epoch 0, step 648, loss 0.181, test 0.097
Epoch 0, step 649, loss 0.036, test 0.099
Epoch 0, step 650, loss 0.108, test 0.092
Epoch 0, step 651, loss 0.206, test 0.090
Epoch 0, step 652, loss 0.023, test 0.090
Epoch 0, step 653, loss 0.139, test 0.097
Epoch 0, step 654, loss 0.020, test 0.099
Epoch 0, step 655, loss 0.015, test 0.103
Epoch 0, step 656, loss 0.000, test 0.104
Epoch 0, step 657, loss 0.091, test 0.103
Epoch 0, step 658, loss 0.543, test 0.108
Epoch 0, step 659, loss 0.005, test 0.109
Epoch 0, step 660, loss 0.227, test 0.098
Epoch 0, step 661, loss 0.117, test 0.095
Epoch 0, step 662, loss 0.019, test 0.094
Epoch 0, step 663, loss 0.052, test 0.092
Epoch 0, step 664, loss 0.246, test 0.092
Epoch 0, step 665, loss 0.078, test 0.092
Epoch 0, step 666, loss 0.021, test 0.092
Epoch 0, step 667, loss 0.271, test 0.091
Epoch 0, step 668, loss 0.103, test 0.090
Epoch 0, step 669, loss 1.154, test 0.088
Epoch 0, step 670, loss 0.067, test 0.088
Epoch 0, step 671, loss 0.048, test 0.086
Epoch 0, step 672, loss 0.022, test 0.086
Epoch 0, step 673, loss 0.005, test 0.086
Epoch 0, step 674, loss 0.029, test 0.086
Epoch 0, step 675, loss 0.283, test 0.084
Epoch 0, step 676, loss 0.000, test 0.084
Epoch 0, step 677, loss 0.069, test 0.084
Epoch 0, step 678, loss 0.027, test 0.084
Epoch 0, step 679, loss 0.130, test 0.084
Epoch 0, step 680, loss 0.290, test 0.081
Epoch 0, step 681, loss 0.035, test 0.083
Epoch 0, step 682, loss 0.033, test 0.080
Epoch 0, step 683, loss 0.170, test 0.088
Epoch 0, step 684, loss 0.065, test 0.088
Epoch 0, step 685, loss 0.157, test 0.085
Epoch 0, step 686, loss 0.047, test 0.086
Epoch 0, step 687, loss 0.107, test 0.087
Epoch 0, step 688, loss 0.022, test 0.087
Epoch 0, step 689, loss 0.198, test 0.086
Epoch 0, step 690, loss 0.126, test 0.086
Epoch 0, step 691, loss 0.024, test 0.085
Epoch 0, step 692, loss 0.022, test 0.085
Epoch 0, step 693, loss 0.002, test 0.086
Epoch 0, step 694, loss 0.188, test 0.085
Epoch 0, step 695, loss 0.169, test 0.087
Epoch 0, step 696, loss 0.672, test 0.088
Epoch 0, step 697, loss 0.079, test 0.088
Epoch 0, step 698, loss 0.019, test 0.087
Epoch 0, step 699, loss 0.004, test 0.089
Epoch 0, step 700, loss 0.058, test 0.089
Epoch 0, step 701, loss 0.064, test 0.086
Epoch 0, step 702, loss 0.032, test 0.086
Epoch 0, step 703, loss 0.002, test 0.086
Epoch 0, step 704, loss 0.032, test 0.087
Epoch 0, step 705, loss 0.031, test 0.088
Epoch 0, step 706, loss 0.116, test 0.088
Epoch 0, step 707, loss 0.010, test 0.089
Epoch 0, step 708, loss 0.034, test 0.088
Epoch 0, step 709, loss 0.160, test 0.090
Epoch 0, step 710, loss 0.005, test 0.090
Epoch 0, step 711, loss 0.016, test 0.091
Epoch 0, step 712, loss 0.059, test 0.089
Epoch 0, step 713, loss 0.009, test 0.089
Epoch 0, step 714, loss 0.021, test 0.089
Epoch 0, step 715, loss 0.283, test 0.090
Epoch 0, step 716, loss 0.000, test 0.091
Epoch 0, step 717, loss 0.010, test 0.091
Epoch 0, step 718, loss 0.011, test 0.090
Epoch 0, step 719, loss 0.063, test 0.090
Epoch 0, step 720, loss 0.359, test 0.111
Epoch 0, step 721, loss 0.024, test 0.115
Epoch 0, step 722, loss 0.002, test 0.119
Epoch 0, step 723, loss 0.028, test 0.111
Epoch 0, step 724, loss 0.115, test 0.109
Epoch 0, step 725, loss 0.101, test 0.103
Epoch 0, step 726, loss 0.115, test 0.093
Epoch 0, step 727, loss 0.061, test 0.087
Epoch 0, step 728, loss 0.024, test 0.086
Epoch 0, step 729, loss 0.360, test 0.085
Epoch 0, step 730, loss 0.760, test 0.085
Epoch 0, step 731, loss 0.044, test 0.087
Epoch 0, step 732, loss 0.013, test 0.089
Epoch 0, step 733, loss 0.057, test 0.089
Epoch 0, step 734, loss 0.001, test 0.090
Epoch 0, step 735, loss 0.256, test 0.090
Epoch 0, step 736, loss 0.038, test 0.093
Epoch 0, step 737, loss 0.031, test 0.092
Epoch 0, step 738, loss 0.004, test 0.092
Epoch 0, step 739, loss 0.032, test 0.093
Epoch 0, step 740, loss 0.007, test 0.095
Epoch 0, step 741, loss 0.000, test 0.096
Epoch 0, step 742, loss 0.005, test 0.096
Epoch 0, step 743, loss 0.124, test 0.096
Epoch 0, step 744, loss 0.177, test 0.092
Epoch 0, step 745, loss 0.137, test 0.091
Epoch 0, step 746, loss 0.043, test 0.091
Epoch 0, step 747, loss 0.009, test 0.091
Epoch 0, step 748, loss 0.120, test 0.091
Epoch 0, step 749, loss 0.002, test 0.091
Epoch 0, step 750, loss 0.192, test 0.087
Epoch 0, step 751, loss 0.002, test 0.086
Epoch 0, step 752, loss 0.665, test 0.081
Epoch 0, step 753, loss 0.104, test 0.081
Epoch 0, step 754, loss 0.101, test 0.084
Epoch 0, step 755, loss 0.116, test 0.091
Epoch 0, step 756, loss 0.222, test 0.092
Epoch 0, step 757, loss 0.007, test 0.094
Epoch 0, step 758, loss 0.025, test 0.115
Epoch 0, step 759, loss 0.023, test 0.124
Epoch 0, step 760, loss 0.169, test 0.149
Epoch 0, step 761, loss 0.205, test 0.159
Epoch 0, step 762, loss 0.007, test 0.162
Epoch 0, step 763, loss 0.000, test 0.165
Epoch 0, step 764, loss 0.004, test 0.167
Epoch 0, step 765, loss 0.052, test 0.163
Epoch 0, step 766, loss 0.031, test 0.155
Epoch 0, step 767, loss 0.008, test 0.150
Epoch 0, step 768, loss 0.221, test 0.143
Epoch 0, step 769, loss 1.080, test 0.178
Epoch 0, step 770, loss 0.021, test 0.239
Epoch 0, step 771, loss 0.003, test 0.274
Epoch 0, step 772, loss 0.069, test 0.289
Epoch 0, step 773, loss 0.232, test 0.301
Epoch 0, step 774, loss 0.427, test 0.246
Epoch 0, step 775, loss 0.000, test 0.240
Epoch 0, step 776, loss 0.039, test 0.247
Epoch 0, step 777, loss 0.233, test 0.244
Epoch 0, step 778, loss 0.001, test 0.242
Epoch 0, step 779, loss 0.002, test 0.241
Epoch 0, step 780, loss 0.004, test 0.241
Epoch 0, step 781, loss 0.022, test 0.236
Epoch 0, step 782, loss 0.065, test 0.239
Epoch 0, step 783, loss 0.200, test 0.237
Epoch 0, step 784, loss 0.060, test 0.246
Epoch 0, step 785, loss 0.118, test 0.215
Epoch 0, step 786, loss 0.000, test 0.211
Epoch 0, step 787, loss 0.019, test 0.210
Epoch 0, step 788, loss 0.027, test 0.209
Epoch 0, step 789, loss 0.010, test 0.209
Epoch 0, step 790, loss 0.119, test 0.212
Epoch 0, step 791, loss 0.054, test 0.205
Epoch 0, step 792, loss 0.096, test 0.199
Epoch 0, step 793, loss 0.125, test 0.169
Epoch 0, step 794, loss 0.073, test 0.160
Epoch 0, step 795, loss 0.204, test 0.137
Epoch 0, step 796, loss 0.237, test 0.136
Epoch 0, step 797, loss 0.252, test 0.135
Epoch 0, step 798, loss 0.233, test 0.135
Epoch 0, step 799, loss 0.040, test 0.138
Epoch 0, step 800, loss 0.339, test 0.095
Epoch 0, step 801, loss 0.009, test 0.091
Epoch 0, step 802, loss 0.467, test 0.090
Epoch 0, step 803, loss 0.018, test 0.090
Epoch 0, step 804, loss 0.171, test 0.114
Epoch 0, step 805, loss 0.006, test 0.122
Epoch 0, step 806, loss 0.109, test 0.125
Epoch 0, step 807, loss 0.106, test 0.132
Epoch 0, step 808, loss 0.005, test 0.134
Epoch 0, step 809, loss 0.022, test 0.135
Epoch 0, step 810, loss 0.311, test 0.137
Epoch 0, step 811, loss 0.070, test 0.138
Epoch 0, step 812, loss 0.146, test 0.136
Epoch 0, step 813, loss 0.001, test 0.136
Epoch 0, step 814, loss 0.294, test 0.157
Epoch 0, step 815, loss 0.009, test 0.159
Epoch 0, step 816, loss 0.000, test 0.161
Epoch 0, step 817, loss 0.107, test 0.178
Epoch 0, step 818, loss 0.232, test 0.212
Epoch 0, step 819, loss 0.059, test 0.213
Epoch 0, step 820, loss 0.000, test 0.215
Epoch 0, step 821, loss 0.032, test 0.220
Epoch 0, step 822, loss 0.069, test 0.220
Epoch 0, step 823, loss 0.053, test 0.209
Epoch 0, step 824, loss 0.007, test 0.221
Epoch 0, step 825, loss 0.000, test 0.224
Epoch 0, step 826, loss 0.017, test 0.217
Epoch 0, step 827, loss 0.196, test 0.169
Epoch 0, step 828, loss 0.033, test 0.163
Epoch 0, step 829, loss 0.382, test 0.178
Epoch 0, step 830, loss 0.055, test 0.178
Epoch 0, step 831, loss 0.152, test 0.164
Epoch 0, step 832, loss 0.580, test 0.143
Epoch 0, step 833, loss 0.045, test 0.139
Epoch 0, step 834, loss 0.033, test 0.138
Epoch 0, step 835, loss 0.018, test 0.136
Epoch 0, step 836, loss 0.009, test 0.132
Epoch 0, step 837, loss 0.000, test 0.131
Epoch 0, step 838, loss 0.070, test 0.148
Epoch 0, step 839, loss 0.023, test 0.153
Epoch 0, step 840, loss 0.099, test 0.145
Epoch 0, step 841, loss 0.150, test 0.147
Epoch 0, step 842, loss 0.068, test 0.149
Epoch 0, step 843, loss 0.000, test 0.149
Epoch 0, step 844, loss 0.351, test 0.146
Epoch 0, step 845, loss 0.091, test 0.164
Epoch 0, step 846, loss 0.048, test 0.160
Epoch 0, step 847, loss 0.000, test 0.161
Epoch 0, step 848, loss 0.045, test 0.153
Epoch 0, step 849, loss 0.071, test 0.169
Epoch 0, step 850, loss 0.244, test 0.174
Epoch 0, step 851, loss 0.022, test 0.177
Epoch 0, step 852, loss 0.123, test 0.174
Epoch 0, step 853, loss 0.207, test 0.177
Epoch 0, step 854, loss 0.088, test 0.146
Epoch 0, step 855, loss 0.003, test 0.145
Epoch 0, step 856, loss 0.083, test 0.158
Epoch 0, step 857, loss 0.150, test 0.162
Epoch 0, step 858, loss 0.122, test 0.161
Epoch 0, step 859, loss 0.173, test 0.163
Epoch 0, step 860, loss 0.140, test 0.167
Epoch 0, step 861, loss 0.286, test 0.177
Epoch 0, step 862, loss 0.265, test 0.182
Epoch 0, step 863, loss 0.177, test 0.177
Epoch 0, step 864, loss 0.229, test 0.153
Epoch 0, step 865, loss 0.254, test 0.106
Epoch 0, step 866, loss 0.069, test 0.100
Epoch 0, step 867, loss 0.016, test 0.098
Epoch 0, step 868, loss 0.038, test 0.097
Epoch 0, step 869, loss 0.179, test 0.090
Epoch 0, step 870, loss 0.111, test 0.089
Epoch 0, step 871, loss 0.000, test 0.088
Epoch 0, step 872, loss 0.036, test 0.088
Epoch 0, step 873, loss 0.433, test 0.115
Epoch 0, step 874, loss 0.132, test 0.159
Epoch 0, step 875, loss 0.037, test 0.164
Epoch 0, step 876, loss 0.075, test 0.164
Epoch 0, step 877, loss 0.054, test 0.163
Epoch 0, step 878, loss 0.218, test 0.137
Epoch 0, step 879, loss 0.004, test 0.132
Epoch 0, step 880, loss 0.023, test 0.132
Epoch 0, step 881, loss 0.003, test 0.131
Epoch 0, step 882, loss 0.006, test 0.131
Epoch 0, step 883, loss 0.154, test 0.118
Epoch 0, step 884, loss 0.074, test 0.108
Epoch 0, step 885, loss 0.269, test 0.141
Epoch 0, step 886, loss 0.012, test 0.147
Epoch 0, step 887, loss 0.132, test 0.146
Epoch 0, step 888, loss 0.189, test 0.148
Epoch 0, step 889, loss 0.203, test 0.154
Epoch 0, step 890, loss 0.199, test 0.148
Epoch 0, step 891, loss 0.097, test 0.155
Epoch 0, step 892, loss 0.063, test 0.160
Epoch 0, step 893, loss 0.254, test 0.128
Epoch 0, step 894, loss 0.492, test 0.076
Epoch 0, step 895, loss 0.005, test 0.078
Epoch 0, step 896, loss 0.288, test 0.077
Epoch 0, step 897, loss 0.132, test 0.077
Epoch 0, step 898, loss 0.179, test 0.080
Epoch 0, step 899, loss 0.511, test 0.085
Epoch 0, step 900, loss 0.088, test 0.091
Epoch 0, step 901, loss 0.346, test 0.097
Epoch 0, step 902, loss 0.059, test 0.106
Epoch 0, step 903, loss 0.012, test 0.110
Epoch 0, step 904, loss 0.366, test 0.103
Epoch 0, step 905, loss 0.048, test 0.104
Epoch 0, step 906, loss 0.004, test 0.103
Epoch 0, step 907, loss 0.244, test 0.106
Epoch 0, step 908, loss 0.867, test 0.103
Epoch 0, step 909, loss 0.014, test 0.101
Epoch 0, step 910, loss 0.265, test 0.103
Epoch 0, step 911, loss 1.620, test 0.079
Epoch 0, step 912, loss 0.056, test 0.078
Epoch 0, step 913, loss 0.026, test 0.077
Epoch 0, step 914, loss 0.057, test 0.077
Epoch 0, step 915, loss 0.021, test 0.078
Epoch 0, step 916, loss 0.002, test 0.078
Epoch 0, step 917, loss 0.054, test 0.078
Epoch 0, step 918, loss 0.017, test 0.078
Epoch 0, step 919, loss 0.226, test 0.083
Epoch 0, step 920, loss 0.226, test 0.106
Epoch 0, step 921, loss 0.093, test 0.110
Epoch 0, step 922, loss 0.301, test 0.111
Epoch 0, step 923, loss 0.199, test 0.110
Epoch 0, step 924, loss 0.770, test 0.191
Epoch 0, step 925, loss 0.163, test 0.265
Epoch 0, step 926, loss 0.080, test 0.316
Epoch 0, step 927, loss 0.021, test 0.337
Epoch 0, step 928, loss 0.290, test 0.283
Epoch 0, step 929, loss 0.263, test 0.208
Epoch 0, step 930, loss 0.100, test 0.199
Epoch 0, step 931, loss 0.000, test 0.193
Epoch 0, step 932, loss 0.366, test 0.182
Epoch 0, step 933, loss 0.652, test 0.174
Epoch 0, step 934, loss 0.157, test 0.158
Epoch 0, step 935, loss 0.111, test 0.111
Epoch 0, step 936, loss 0.005, test 0.104
Epoch 0, step 937, loss 0.315, test 0.103
Epoch 0, step 938, loss 0.118, test 0.100
Epoch 0, step 939, loss 0.081, test 0.095
Epoch 0, step 940, loss 0.214, test 0.091
Epoch 0, step 941, loss 0.001, test 0.091
Epoch 0, step 942, loss 0.003, test 0.089
Epoch 0, step 943, loss 0.001, test 0.089
Epoch 0, step 944, loss 0.029, test 0.089
Epoch 0, step 945, loss 0.353, test 0.074
Epoch 0, step 946, loss 0.016, test 0.072
Epoch 0, step 947, loss 0.000, test 0.072
Epoch 0, step 948, loss 0.056, test 0.071
Epoch 0, step 949, loss 0.208, test 0.072
Epoch 0, step 950, loss 0.072, test 0.075
Epoch 0, step 951, loss 0.029, test 0.077
Epoch 0, step 952, loss 0.148, test 0.077
Epoch 0, step 953, loss 0.011, test 0.078
Epoch 0, step 954, loss 0.040, test 0.077
Epoch 0, step 955, loss 0.361, test 0.075
Epoch 0, step 956, loss 0.044, test 0.073
Epoch 0, step 957, loss 0.092, test 0.073
Epoch 0, step 958, loss 0.032, test 0.073
Epoch 0, step 959, loss 0.031, test 0.073
Epoch 0, step 960, loss 0.350, test 0.073
Epoch 0, step 961, loss 0.269, test 0.075
Epoch 0, step 962, loss 0.013, test 0.075
Epoch 0, step 963, loss 0.345, test 0.075
Epoch 0, step 964, loss 0.016, test 0.076
Epoch 0, step 965, loss 0.015, test 0.076
Epoch 0, step 966, loss 0.632, test 0.076
Epoch 0, step 967, loss 0.274, test 0.075
Epoch 0, step 968, loss 0.008, test 0.074
Epoch 0, step 969, loss 0.144, test 0.075
Epoch 0, step 970, loss 0.018, test 0.075
Epoch 0, step 971, loss 0.054, test 0.074
Epoch 0, step 972, loss 0.198, test 0.075
Epoch 0, step 973, loss 0.014, test 0.075
Epoch 0, step 974, loss 0.489, test 0.076
Epoch 0, step 975, loss 0.008, test 0.076
Epoch 0, step 976, loss 0.002, test 0.076
Epoch 0, step 977, loss 0.028, test 0.076
Epoch 0, step 978, loss 0.903, test 0.101
Epoch 0, step 979, loss 0.001, test 0.110
Epoch 0, step 980, loss 0.002, test 0.116
Epoch 0, step 981, loss 0.018, test 0.123
Epoch 0, step 982, loss 0.000, test 0.127
Epoch 0, step 983, loss 0.000, test 0.128
Epoch 0, step 984, loss 0.054, test 0.089
Epoch 0, step 985, loss 0.135, test 0.086
Epoch 0, step 986, loss 0.006, test 0.085
Epoch 0, step 987, loss 0.038, test 0.083
Epoch 0, step 988, loss 0.038, test 0.083
Epoch 0, step 989, loss 0.272, test 0.082
Epoch 0, step 990, loss 0.149, test 0.081
Epoch 0, step 991, loss 0.255, test 0.081
Epoch 0, step 992, loss 0.039, test 0.081
Epoch 0, step 993, loss 0.031, test 0.081
Epoch 0, step 994, loss 0.285, test 0.135
Epoch 0, step 995, loss 0.097, test 0.154
Epoch 0, step 996, loss 0.192, test 0.149
Epoch 0, step 997, loss 0.155, test 0.147
Epoch 0, step 998, loss 0.078, test 0.149
Epoch 0, step 999, loss 0.050, test 0.145
Epoch 1, step 0, loss 0.067, test 0.151
Epoch 1, step 1, loss 0.579, test 0.155
Epoch 1, step 2, loss 0.532, test 0.123
Epoch 1, step 3, loss 0.093, test 0.134
Epoch 1, step 4, loss 0.002, test 0.136
Epoch 1, step 5, loss 0.096, test 0.139
Epoch 1, step 6, loss 0.119, test 0.141
Epoch 1, step 7, loss 0.382, test 0.128
Epoch 1, step 8, loss 0.005, test 0.125
Epoch 1, step 9, loss 0.139, test 0.117
Epoch 1, step 10, loss 0.040, test 0.112
Epoch 1, step 11, loss 0.241, test 0.110
Epoch 1, step 12, loss 0.067, test 0.110
Epoch 1, step 13, loss 0.034, test 0.113
Epoch 1, step 14, loss 0.069, test 0.112
Epoch 1, step 15, loss 0.089, test 0.113
Epoch 1, step 16, loss 0.267, test 0.112
Epoch 1, step 17, loss 0.156, test 0.109
Epoch 1, step 18, loss 0.045, test 0.108
Epoch 1, step 19, loss 0.059, test 0.108
Epoch 1, step 20, loss 0.012, test 0.109
Epoch 1, step 21, loss 0.014, test 0.108
Epoch 1, step 22, loss 0.126, test 0.091
Epoch 1, step 23, loss 0.090, test 0.091
Epoch 1, step 24, loss 0.141, test 0.091
Epoch 1, step 25, loss 0.004, test 0.091
Epoch 1, step 26, loss 0.175, test 0.093
Epoch 1, step 27, loss 0.016, test 0.093
Epoch 1, step 28, loss 0.012, test 0.093
Epoch 1, step 29, loss 0.095, test 0.093
Epoch 1, step 30, loss 0.007, test 0.094
Epoch 1, step 31, loss 0.065, test 0.094
Epoch 1, step 32, loss 0.085, test 0.095
Epoch 1, step 33, loss 0.020, test 0.094
Epoch 1, step 34, loss 0.266, test 0.109
Epoch 1, step 35, loss 0.173, test 0.106
Epoch 1, step 36, loss 0.024, test 0.108
Epoch 1, step 37, loss 0.199, test 0.115
Epoch 1, step 38, loss 0.013, test 0.116
Epoch 1, step 39, loss 0.363, test 0.117
Epoch 1, step 40, loss 0.078, test 0.116
Epoch 1, step 41, loss 0.047, test 0.114
Epoch 1, step 42, loss 0.111, test 0.113
Epoch 1, step 43, loss 0.418, test 0.113
Epoch 1, step 44, loss 0.172, test 0.126
Epoch 1, step 45, loss 0.008, test 0.129
Epoch 1, step 46, loss 0.110, test 0.130
Epoch 1, step 47, loss 0.220, test 0.135
Epoch 1, step 48, loss 0.000, test 0.136
Epoch 1, step 49, loss 0.028, test 0.147
Epoch 1, step 50, loss 0.064, test 0.149
Epoch 1, step 51, loss 0.013, test 0.153
Epoch 1, step 52, loss 0.000, test 0.154
Epoch 1, step 53, loss 0.480, test 0.102
Epoch 1, step 54, loss 0.025, test 0.107
Epoch 1, step 55, loss 0.374, test 0.107
Epoch 1, step 56, loss 0.296, test 0.112
Epoch 1, step 57, loss 0.053, test 0.113
Epoch 1, step 58, loss 0.009, test 0.113
Epoch 1, step 59, loss 0.139, test 0.115
Epoch 1, step 60, loss 0.004, test 0.116
Epoch 1, step 61, loss 0.039, test 0.125
Epoch 1, step 62, loss 0.054, test 0.122
Epoch 1, step 63, loss 0.554, test 0.208
Epoch 1, step 64, loss 0.003, test 0.235
Epoch 1, step 65, loss 0.063, test 0.245
Epoch 1, step 66, loss 0.258, test 0.259
Epoch 1, step 67, loss 0.004, test 0.266
Epoch 1, step 68, loss 0.081, test 0.275
Epoch 1, step 69, loss 0.001, test 0.276
Epoch 1, step 70, loss 0.060, test 0.285
Epoch 1, step 71, loss 0.231, test 0.262
Epoch 1, step 72, loss 0.086, test 0.264
Epoch 1, step 73, loss 0.029, test 0.269
Epoch 1, step 74, loss 0.004, test 0.273
Epoch 1, step 75, loss 0.167, test 0.212
Epoch 1, step 76, loss 0.009, test 0.202
Epoch 1, step 77, loss 0.008, test 0.194
Epoch 1, step 78, loss 0.051, test 0.185
Epoch 1, step 79, loss 0.424, test 0.138
Epoch 1, step 80, loss 0.001, test 0.132
Epoch 1, step 81, loss 0.000, test 0.129
Epoch 1, step 82, loss 0.043, test 0.138
Epoch 1, step 83, loss 0.732, test 0.123
Epoch 1, step 84, loss 0.096, test 0.112
Epoch 1, step 85, loss 0.214, test 0.100
Epoch 1, step 86, loss 0.721, test 0.133
Epoch 1, step 87, loss 0.017, test 0.143
Epoch 1, step 88, loss 0.021, test 0.146
Epoch 1, step 89, loss 0.325, test 0.138
Epoch 1, step 90, loss 0.464, test 0.103
Epoch 1, step 91, loss 0.041, test 0.105
Epoch 1, step 92, loss 0.003, test 0.106
Epoch 1, step 93, loss 0.128, test 0.108
Epoch 1, step 94, loss 0.632, test 0.109
Epoch 1, step 95, loss 0.023, test 0.109
Epoch 1, step 96, loss 0.106, test 0.109
Epoch 1, step 97, loss 0.060, test 0.109
Epoch 1, step 98, loss 0.013, test 0.109
Epoch 1, step 99, loss 0.004, test 0.107
Epoch 1, step 100, loss 0.180, test 0.101
Epoch 1, step 101, loss 0.008, test 0.101
Epoch 1, step 102, loss 0.526, test 0.096
Epoch 1, step 103, loss 0.022, test 0.094
Epoch 1, step 104, loss 0.004, test 0.093
Epoch 1, step 105, loss 0.038, test 0.092
Epoch 1, step 106, loss 0.020, test 0.091
Epoch 1, step 107, loss 0.208, test 0.099
Epoch 1, step 108, loss 0.036, test 0.096
Epoch 1, step 109, loss 0.172, test 0.098
Epoch 1, step 110, loss 0.056, test 0.098
Epoch 1, step 111, loss 0.091, test 0.102
Epoch 1, step 112, loss 0.010, test 0.102
Epoch 1, step 113, loss 0.294, test 0.102
Epoch 1, step 114, loss 0.004, test 0.099
Epoch 1, step 115, loss 0.005, test 0.099
Epoch 1, step 116, loss 0.124, test 0.098
Epoch 1, step 117, loss 0.030, test 0.098
Epoch 1, step 118, loss 0.040, test 0.098
Epoch 1, step 119, loss 0.051, test 0.098
Epoch 1, step 120, loss 0.096, test 0.096
Epoch 1, step 121, loss 0.079, test 0.095
Epoch 1, step 122, loss 0.689, test 0.102
Epoch 1, step 123, loss 0.018, test 0.104
Epoch 1, step 124, loss 0.039, test 0.103
Epoch 1, step 125, loss 0.015, test 0.105
Epoch 1, step 126, loss 0.015, test 0.105
Epoch 1, step 127, loss 0.087, test 0.104
Epoch 1, step 128, loss 0.004, test 0.104
Epoch 1, step 129, loss 0.057, test 0.102
Epoch 1, step 130, loss 0.126, test 0.103
Epoch 1, step 131, loss 0.232, test 0.096
Epoch 1, step 132, loss 0.034, test 0.092
Epoch 1, step 133, loss 0.021, test 0.091
Epoch 1, step 134, loss 0.223, test 0.141
Epoch 1, step 135, loss 0.042, test 0.154
Epoch 1, step 136, loss 0.050, test 0.159
Epoch 1, step 137, loss 0.075, test 0.153
Epoch 1, step 138, loss 0.099, test 0.156
Epoch 1, step 139, loss 0.089, test 0.173
Epoch 1, step 140, loss 0.010, test 0.178
Epoch 1, step 141, loss 0.219, test 0.190
Epoch 1, step 142, loss 0.054, test 0.160
Epoch 1, step 143, loss 1.656, test 0.144
Epoch 1, step 144, loss 0.176, test 0.130
Epoch 1, step 145, loss 0.002, test 0.126
Epoch 1, step 146, loss 0.009, test 0.125
Epoch 1, step 147, loss 0.051, test 0.117
Epoch 1, step 148, loss 0.083, test 0.115
Epoch 1, step 149, loss 0.000, test 0.114
Epoch 1, step 150, loss 0.025, test 0.116
Epoch 1, step 151, loss 0.016, test 0.111
Epoch 1, step 152, loss 0.031, test 0.110
Epoch 1, step 153, loss 0.009, test 0.109
Epoch 1, step 154, loss 0.324, test 0.113
Epoch 1, step 155, loss 0.021, test 0.117
Epoch 1, step 156, loss 0.079, test 0.114
Epoch 1, step 157, loss 0.051, test 0.134
Epoch 1, step 158, loss 0.010, test 0.136
Epoch 1, step 159, loss 0.047, test 0.137
Epoch 1, step 160, loss 0.053, test 0.139
Epoch 1, step 161, loss 0.065, test 0.139
Epoch 1, step 162, loss 0.125, test 0.139
Epoch 1, step 163, loss 0.041, test 0.139
Epoch 1, step 164, loss 0.114, test 0.152
Epoch 1, step 165, loss 0.348, test 0.121
Epoch 1, step 166, loss 0.049, test 0.117
Epoch 1, step 167, loss 0.000, test 0.115
Epoch 1, step 168, loss 0.094, test 0.114
Epoch 1, step 169, loss 0.000, test 0.114
Epoch 1, step 170, loss 0.238, test 0.102
Epoch 1, step 171, loss 0.269, test 0.117
Epoch 1, step 172, loss 0.374, test 0.118
Epoch 1, step 173, loss 0.059, test 0.120
Epoch 1, step 174, loss 0.099, test 0.118
Epoch 1, step 175, loss 0.334, test 0.123
Epoch 1, step 176, loss 0.028, test 0.125
Epoch 1, step 177, loss 0.224, test 0.189
Epoch 1, step 178, loss 0.019, test 0.198
Epoch 1, step 179, loss 0.146, test 0.202
Epoch 1, step 180, loss 0.002, test 0.205
Epoch 1, step 181, loss 0.001, test 0.209
Epoch 1, step 182, loss 0.063, test 0.215
Epoch 1, step 183, loss 0.023, test 0.214
Epoch 1, step 184, loss 0.006, test 0.214
Epoch 1, step 185, loss 0.013, test 0.208
Epoch 1, step 186, loss 0.009, test 0.203
Epoch 1, step 187, loss 0.005, test 0.203
Epoch 1, step 188, loss 0.125, test 0.180
Epoch 1, step 189, loss 0.012, test 0.182
Epoch 1, step 190, loss 0.000, test 0.181
Epoch 1, step 191, loss 0.273, test 0.116
Epoch 1, step 192, loss 0.081, test 0.113
Epoch 1, step 193, loss 0.025, test 0.111
Epoch 1, step 194, loss 0.073, test 0.109
Epoch 1, step 195, loss 0.219, test 0.102
Epoch 1, step 196, loss 0.028, test 0.104
Epoch 1, step 197, loss 0.023, test 0.104
Epoch 1, step 198, loss 0.131, test 0.095
Epoch 1, step 199, loss 0.008, test 0.096
Epoch 1, step 200, loss 0.398, test 0.096
Epoch 1, step 201, loss 0.260, test 0.096
Epoch 1, step 202, loss 0.064, test 0.097
Epoch 1, step 203, loss 0.241, test 0.097
Epoch 1, step 204, loss 0.016, test 0.097
Epoch 1, step 205, loss 0.000, test 0.097
Epoch 1, step 206, loss 0.005, test 0.097
Epoch 1, step 207, loss 0.011, test 0.097
Epoch 1, step 208, loss 0.195, test 0.097
Epoch 1, step 209, loss 0.010, test 0.097
Epoch 1, step 210, loss 0.583, test 0.096
Epoch 1, step 211, loss 0.062, test 0.095
Epoch 1, step 212, loss 0.030, test 0.096
Epoch 1, step 213, loss 0.273, test 0.101
Epoch 1, step 214, loss 0.269, test 0.097
Epoch 1, step 215, loss 0.058, test 0.092
Epoch 1, step 216, loss 0.101, test 0.092
Epoch 1, step 217, loss 0.056, test 0.091
Epoch 1, step 218, loss 0.087, test 0.097
Epoch 1, step 219, loss 0.130, test 0.098
Epoch 1, step 220, loss 0.020, test 0.099
Epoch 1, step 221, loss 0.178, test 0.100
Epoch 1, step 222, loss 0.420, test 0.101
Epoch 1, step 223, loss 0.026, test 0.101
Epoch 1, step 224, loss 0.011, test 0.102
Epoch 1, step 225, loss 0.151, test 0.114
Epoch 1, step 226, loss 0.015, test 0.112
Epoch 1, step 227, loss 0.007, test 0.109
Epoch 1, step 228, loss 0.135, test 0.107
Epoch 1, step 229, loss 0.002, test 0.104
Epoch 1, step 230, loss 0.273, test 0.104
Epoch 1, step 231, loss 0.019, test 0.105
Epoch 1, step 232, loss 0.005, test 0.105
Epoch 1, step 233, loss 0.000, test 0.104
Epoch 1, step 234, loss 0.038, test 0.105
Epoch 1, step 235, loss 0.004, test 0.104
Epoch 1, step 236, loss 0.055, test 0.099
Epoch 1, step 237, loss 0.035, test 0.104
Epoch 1, step 238, loss 0.028, test 0.105
Epoch 1, step 239, loss 0.079, test 0.106
Epoch 1, step 240, loss 0.011, test 0.106
Epoch 1, step 241, loss 0.174, test 0.103
Epoch 1, step 242, loss 0.178, test 0.102
Epoch 1, step 243, loss 0.119, test 0.143
Epoch 1, step 244, loss 0.010, test 0.152
Epoch 1, step 245, loss 0.082, test 0.150
Epoch 1, step 246, loss 0.011, test 0.151
Epoch 1, step 247, loss 0.161, test 0.143
Epoch 1, step 248, loss 0.054, test 0.137
Epoch 1, step 249, loss 0.000, test 0.136
Epoch 1, step 250, loss 0.000, test 0.136
Epoch 1, step 251, loss 0.167, test 0.126
Epoch 1, step 252, loss 0.061, test 0.124
Epoch 1, step 253, loss 0.001, test 0.123
Epoch 1, step 254, loss 0.121, test 0.122
Epoch 1, step 255, loss 0.059, test 0.123
Epoch 1, step 256, loss 0.002, test 0.124
Epoch 1, step 257, loss 0.206, test 0.125
Epoch 1, step 258, loss 0.005, test 0.125
Epoch 1, step 259, loss 0.093, test 0.133
Epoch 1, step 260, loss 0.217, test 0.131
Epoch 1, step 261, loss 0.074, test 0.126
Epoch 1, step 262, loss 0.233, test 0.127
Epoch 1, step 263, loss 0.019, test 0.126
Epoch 1, step 264, loss 0.239, test 0.131
Epoch 1, step 265, loss 0.470, test 0.133
Epoch 1, step 266, loss 0.008, test 0.134
Epoch 1, step 267, loss 0.001, test 0.135
Epoch 1, step 268, loss 0.019, test 0.136
Epoch 1, step 269, loss 0.017, test 0.137
Epoch 1, step 270, loss 0.012, test 0.136
Epoch 1, step 271, loss 0.028, test 0.131
Epoch 1, step 272, loss 0.003, test 0.129
Epoch 1, step 273, loss 0.000, test 0.128
Epoch 1, step 274, loss 0.007, test 0.127
Epoch 1, step 275, loss 0.295, test 0.143
Epoch 1, step 276, loss 0.134, test 0.142
Epoch 1, step 277, loss 0.025, test 0.153
Epoch 1, step 278, loss 0.001, test 0.155
Epoch 1, step 279, loss 0.118, test 0.153
Epoch 1, step 280, loss 0.013, test 0.152
Epoch 1, step 281, loss 0.101, test 0.144
Epoch 1, step 282, loss 0.110, test 0.158
Epoch 1, step 283, loss 0.002, test 0.160
Epoch 1, step 284, loss 0.147, test 0.163
Epoch 1, step 285, loss 0.002, test 0.165
Epoch 1, step 286, loss 0.005, test 0.165
Epoch 1, step 287, loss 0.113, test 0.167
Epoch 1, step 288, loss 0.279, test 0.163
Epoch 1, step 289, loss 0.882, test 0.154
Epoch 1, step 290, loss 0.023, test 0.153
Epoch 1, step 291, loss 0.004, test 0.150
Epoch 1, step 292, loss 0.000, test 0.150
Epoch 1, step 293, loss 0.005, test 0.149
Epoch 1, step 294, loss 0.047, test 0.149
Epoch 1, step 295, loss 0.137, test 0.147
Epoch 1, step 296, loss 0.016, test 0.143
Epoch 1, step 297, loss 0.145, test 0.133
Epoch 1, step 298, loss 0.120, test 0.145
Epoch 1, step 299, loss 0.320, test 0.148
Epoch 1, step 300, loss 0.008, test 0.150
Epoch 1, step 301, loss 0.014, test 0.147
Epoch 1, step 302, loss 0.003, test 0.149
Epoch 1, step 303, loss 0.146, test 0.134
Epoch 1, step 304, loss 0.184, test 0.135
Epoch 1, step 305, loss 0.045, test 0.124
Epoch 1, step 306, loss 0.017, test 0.125
Epoch 1, step 307, loss 0.014, test 0.124
Epoch 1, step 308, loss 0.113, test 0.109
Epoch 1, step 309, loss 0.233, test 0.105
Epoch 1, step 310, loss 0.026, test 0.105
Epoch 1, step 311, loss 0.004, test 0.105
Epoch 1, step 312, loss 0.045, test 0.105
Epoch 1, step 313, loss 0.167, test 0.103
Epoch 1, step 314, loss 0.009, test 0.102
Epoch 1, step 315, loss 0.128, test 0.101
Epoch 1, step 316, loss 0.008, test 0.103
Epoch 1, step 317, loss 0.374, test 0.100
Epoch 1, step 318, loss 0.025, test 0.099
Epoch 1, step 319, loss 0.042, test 0.099
Epoch 1, step 320, loss 0.281, test 0.100
Epoch 1, step 321, loss 0.005, test 0.101
Epoch 1, step 322, loss 0.068, test 0.100
Epoch 1, step 323, loss 0.074, test 0.101
Epoch 1, step 324, loss 0.009, test 0.101
Epoch 1, step 325, loss 0.004, test 0.102
Epoch 1, step 326, loss 0.000, test 0.102
Epoch 1, step 327, loss 0.031, test 0.103
Epoch 1, step 328, loss 0.026, test 0.102
Epoch 1, step 329, loss 0.008, test 0.103
Epoch 1, step 330, loss 0.037, test 0.102
Epoch 1, step 331, loss 0.053, test 0.101
Epoch 1, step 332, loss 0.387, test 0.100
Epoch 1, step 333, loss 0.486, test 0.102
Epoch 1, step 334, loss 0.032, test 0.102
Epoch 1, step 335, loss 0.040, test 0.102
Epoch 1, step 336, loss 0.031, test 0.098
Epoch 1, step 337, loss 0.050, test 0.106
Epoch 1, step 338, loss 0.241, test 0.107
Epoch 1, step 339, loss 0.542, test 0.107
Epoch 1, step 340, loss 0.040, test 0.108
Epoch 1, step 341, loss 0.003, test 0.108
Epoch 1, step 342, loss 0.010, test 0.108
Epoch 1, step 343, loss 0.019, test 0.108
Epoch 1, step 344, loss 0.329, test 0.108
Epoch 1, step 345, loss 0.011, test 0.109
Epoch 1, step 346, loss 0.265, test 0.109
Epoch 1, step 347, loss 0.006, test 0.109
Epoch 1, step 348, loss 0.101, test 0.106
Epoch 1, step 349, loss 0.005, test 0.109
Epoch 1, step 350, loss 0.115, test 0.108
Epoch 1, step 351, loss 0.005, test 0.107
Epoch 1, step 352, loss 0.112, test 0.103
Epoch 1, step 353, loss 0.022, test 0.103
Epoch 1, step 354, loss 0.014, test 0.102
Epoch 1, step 355, loss 0.032, test 0.103
Epoch 1, step 356, loss 0.405, test 0.106
Epoch 1, step 357, loss 0.133, test 0.108
Epoch 1, step 358, loss 0.014, test 0.109
Epoch 1, step 359, loss 0.083, test 0.111
Epoch 1, step 360, loss 0.150, test 0.104
Epoch 1, step 361, loss 0.137, test 0.108
Epoch 1, step 362, loss 0.127, test 0.107
Epoch 1, step 363, loss 0.021, test 0.107
Epoch 1, step 364, loss 0.014, test 0.104
Epoch 1, step 365, loss 0.310, test 0.161
Epoch 1, step 366, loss 0.020, test 0.174
Epoch 1, step 367, loss 0.259, test 0.154
Epoch 1, step 368, loss 0.061, test 0.155
Epoch 1, step 369, loss 0.000, test 0.155
Epoch 1, step 370, loss 0.001, test 0.157
Epoch 1, step 371, loss 0.102, test 0.163
Epoch 1, step 372, loss 0.007, test 0.165
Epoch 1, step 373, loss 0.251, test 0.154
Epoch 1, step 374, loss 0.266, test 0.149
Epoch 1, step 375, loss 0.061, test 0.149
Epoch 1, step 376, loss 0.388, test 0.114
Epoch 1, step 377, loss 0.350, test 0.119
Epoch 1, step 378, loss 0.258, test 0.117
Epoch 1, step 379, loss 0.115, test 0.116
Epoch 1, step 380, loss 0.002, test 0.118
Epoch 1, step 381, loss 0.004, test 0.117
Epoch 1, step 382, loss 0.035, test 0.120
Epoch 1, step 383, loss 0.018, test 0.121
Epoch 1, step 384, loss 0.003, test 0.120
Epoch 1, step 385, loss 0.066, test 0.120
Epoch 1, step 386, loss 0.001, test 0.120
Epoch 1, step 387, loss 0.003, test 0.120
Epoch 1, step 388, loss 0.043, test 0.118
Epoch 1, step 389, loss 0.340, test 0.121
Epoch 1, step 390, loss 0.005, test 0.121
Epoch 1, step 391, loss 0.138, test 0.119
Epoch 1, step 392, loss 0.235, test 0.118
Epoch 1, step 393, loss 0.045, test 0.128
Epoch 1, step 394, loss 0.024, test 0.131
Epoch 1, step 395, loss 0.098, test 0.124
Epoch 1, step 396, loss 0.137, test 0.138
Epoch 1, step 397, loss 0.026, test 0.140
Epoch 1, step 398, loss 0.010, test 0.142
Epoch 1, step 399, loss 0.215, test 0.144
Epoch 1, step 400, loss 0.043, test 0.143
Epoch 1, step 401, loss 0.003, test 0.143
Epoch 1, step 402, loss 0.008, test 0.147
Epoch 1, step 403, loss 0.018, test 0.149
Epoch 1, step 404, loss 0.011, test 0.153
Epoch 1, step 405, loss 0.223, test 0.109
Epoch 1, step 406, loss 0.213, test 0.105
Epoch 1, step 407, loss 0.018, test 0.104
Epoch 1, step 408, loss 0.002, test 0.104
Epoch 1, step 409, loss 0.025, test 0.110
Epoch 1, step 410, loss 0.149, test 0.111
Epoch 1, step 411, loss 0.047, test 0.109
Epoch 1, step 412, loss 0.001, test 0.107
Epoch 1, step 413, loss 0.103, test 0.109
Epoch 1, step 414, loss 0.842, test 0.110
Epoch 1, step 415, loss 0.003, test 0.111
Epoch 1, step 416, loss 0.102, test 0.115
Epoch 1, step 417, loss 0.289, test 0.116
Epoch 1, step 418, loss 0.465, test 0.116
Epoch 1, step 419, loss 0.006, test 0.116
Epoch 1, step 420, loss 0.003, test 0.116
Epoch 1, step 421, loss 0.097, test 0.122
Epoch 1, step 422, loss 0.021, test 0.124
Epoch 1, step 423, loss 0.099, test 0.126
Epoch 1, step 424, loss 0.116, test 0.136
Epoch 1, step 425, loss 0.001, test 0.138
Epoch 1, step 426, loss 0.258, test 0.151
Epoch 1, step 427, loss 0.003, test 0.155
Epoch 1, step 428, loss 0.189, test 0.144
Epoch 1, step 429, loss 0.088, test 0.145
Epoch 1, step 430, loss 0.144, test 0.146
Epoch 1, step 431, loss 0.005, test 0.144
Epoch 1, step 432, loss 0.585, test 0.146
Epoch 1, step 433, loss 0.099, test 0.142
Epoch 1, step 434, loss 0.299, test 0.140
Epoch 1, step 435, loss 0.004, test 0.139
Epoch 1, step 436, loss 0.000, test 0.139
Epoch 1, step 437, loss 0.442, test 0.140
Epoch 1, step 438, loss 0.088, test 0.175
Epoch 1, step 439, loss 0.002, test 0.182
Epoch 1, step 440, loss 0.282, test 0.194
Epoch 1, step 441, loss 0.147, test 0.213
Epoch 1, step 442, loss 0.192, test 0.234
Epoch 1, step 443, loss 0.031, test 0.242
Epoch 1, step 444, loss 0.071, test 0.240
Epoch 1, step 445, loss 0.541, test 0.236
Epoch 1, step 446, loss 0.409, test 0.230
Epoch 1, step 447, loss 0.079, test 0.223
Epoch 1, step 448, loss 0.241, test 0.224
Epoch 1, step 449, loss 0.000, test 0.224
Epoch 1, step 450, loss 0.220, test 0.220
Epoch 1, step 451, loss 0.006, test 0.223
Epoch 1, step 452, loss 0.002, test 0.223
Epoch 1, step 453, loss 0.265, test 0.228
Epoch 1, step 454, loss 0.030, test 0.243
Epoch 1, step 455, loss 0.618, test 0.218
Epoch 1, step 456, loss 0.007, test 0.216
Epoch 1, step 457, loss 0.089, test 0.197
Epoch 1, step 458, loss 0.176, test 0.208
Epoch 1, step 459, loss 0.170, test 0.197
Epoch 1, step 460, loss 0.085, test 0.231
Epoch 1, step 461, loss 0.125, test 0.235
Epoch 1, step 462, loss 0.605, test 0.189
Epoch 1, step 463, loss 0.096, test 0.186
Epoch 1, step 464, loss 0.005, test 0.183
Epoch 1, step 465, loss 0.039, test 0.197
Epoch 1, step 466, loss 0.172, test 0.202
Epoch 1, step 467, loss 0.040, test 0.207
Epoch 1, step 468, loss 0.176, test 0.182
Epoch 1, step 469, loss 0.428, test 0.195
Epoch 1, step 470, loss 0.046, test 0.202
Epoch 1, step 471, loss 0.018, test 0.205
Epoch 1, step 472, loss 0.055, test 0.221
Epoch 1, step 473, loss 0.047, test 0.231
Epoch 1, step 474, loss 1.369, test 0.159
Epoch 1, step 475, loss 0.004, test 0.146
Epoch 1, step 476, loss 0.051, test 0.143
Epoch 1, step 477, loss 0.057, test 0.136
Epoch 1, step 478, loss 0.204, test 0.133
Epoch 1, step 479, loss 0.002, test 0.132
Epoch 1, step 480, loss 0.219, test 0.130
Epoch 1, step 481, loss 0.404, test 0.119
Epoch 1, step 482, loss 0.259, test 0.122
Epoch 1, step 483, loss 0.015, test 0.122
Epoch 1, step 484, loss 0.013, test 0.120
Epoch 1, step 485, loss 0.006, test 0.120
Epoch 1, step 486, loss 0.208, test 0.094
Epoch 1, step 487, loss 0.007, test 0.090
Epoch 1, step 488, loss 0.002, test 0.087
Epoch 1, step 489, loss 0.011, test 0.087
Epoch 1, step 490, loss 0.210, test 0.087
Epoch 1, step 491, loss 0.351, test 0.088
Epoch 1, step 492, loss 0.145, test 0.088
Epoch 1, step 493, loss 0.008, test 0.090
Epoch 1, step 494, loss 0.012, test 0.089
Epoch 1, step 495, loss 0.368, test 0.089
Epoch 1, step 496, loss 0.374, test 0.089
Epoch 1, step 497, loss 0.020, test 0.089
Epoch 1, step 498, loss 0.554, test 0.086
Epoch 1, step 499, loss 0.018, test 0.086
Epoch 1, step 500, loss 0.521, test 0.085
Epoch 1, step 501, loss 0.373, test 0.084
Epoch 1, step 502, loss 0.005, test 0.083
Epoch 1, step 503, loss 0.054, test 0.085
Epoch 1, step 504, loss 0.134, test 0.086
Epoch 1, step 505, loss 0.054, test 0.086
Epoch 1, step 506, loss 0.170, test 0.091
Epoch 1, step 507, loss 0.059, test 0.093
Epoch 1, step 508, loss 0.021, test 0.094
Epoch 1, step 509, loss 0.060, test 0.094
Epoch 1, step 510, loss 0.959, test 0.094
Epoch 1, step 511, loss 0.001, test 0.095
Epoch 1, step 512, loss 0.063, test 0.096
Epoch 1, step 513, loss 0.003, test 0.096
Epoch 1, step 514, loss 0.059, test 0.097
Epoch 1, step 515, loss 0.025, test 0.097
Epoch 1, step 516, loss 0.356, test 0.093
Epoch 1, step 517, loss 0.002, test 0.092
Epoch 1, step 518, loss 0.015, test 0.092
Epoch 1, step 519, loss 0.030, test 0.090
Epoch 1, step 520, loss 0.054, test 0.089
Epoch 1, step 521, loss 0.266, test 0.090
Epoch 1, step 522, loss 0.004, test 0.090
Epoch 1, step 523, loss 0.006, test 0.090
Epoch 1, step 524, loss 0.005, test 0.090
Epoch 1, step 525, loss 0.004, test 0.090
Epoch 1, step 526, loss 0.001, test 0.090
Epoch 1, step 527, loss 0.183, test 0.090
Epoch 1, step 528, loss 0.000, test 0.090
Epoch 1, step 529, loss 0.308, test 0.135
Epoch 1, step 530, loss 0.011, test 0.146
Epoch 1, step 531, loss 0.164, test 0.145
Epoch 1, step 532, loss 0.058, test 0.146
Epoch 1, step 533, loss 1.167, test 0.108
Epoch 1, step 534, loss 0.110, test 0.106
Epoch 1, step 535, loss 0.065, test 0.103
Epoch 1, step 536, loss 0.002, test 0.102
Epoch 1, step 537, loss 0.048, test 0.100
Epoch 1, step 538, loss 0.011, test 0.099
Epoch 1, step 539, loss 0.258, test 0.085
Epoch 1, step 540, loss 0.113, test 0.083
Epoch 1, step 541, loss 0.089, test 0.083
Epoch 1, step 542, loss 0.031, test 0.084
Epoch 1, step 543, loss 0.121, test 0.085
Epoch 1, step 544, loss 0.066, test 0.097
Epoch 1, step 545, loss 0.109, test 0.099
Epoch 1, step 546, loss 0.041, test 0.099
Epoch 1, step 547, loss 0.022, test 0.101
Epoch 1, step 548, loss 0.066, test 0.102
Epoch 1, step 549, loss 0.004, test 0.102
Epoch 1, step 550, loss 0.012, test 0.102
Epoch 1, step 551, loss 0.548, test 0.126
Epoch 1, step 552, loss 0.009, test 0.152
Epoch 1, step 553, loss 0.010, test 0.167
Epoch 1, step 554, loss 0.111, test 0.178
Epoch 1, step 555, loss 0.027, test 0.188
Epoch 1, step 556, loss 0.014, test 0.195
Epoch 1, step 557, loss 0.313, test 0.195
Epoch 1, step 558, loss 0.030, test 0.191
Epoch 1, step 559, loss 0.001, test 0.190
Epoch 1, step 560, loss 0.186, test 0.121
Epoch 1, step 561, loss 0.023, test 0.120
Epoch 1, step 562, loss 0.002, test 0.117
Epoch 1, step 563, loss 0.310, test 0.121
Epoch 1, step 564, loss 0.007, test 0.119
Epoch 1, step 565, loss 0.006, test 0.127
Epoch 1, step 566, loss 0.338, test 0.127
Epoch 1, step 567, loss 0.002, test 0.128
Epoch 1, step 568, loss 0.137, test 0.128
Epoch 1, step 569, loss 0.045, test 0.129
Epoch 1, step 570, loss 0.000, test 0.129
Epoch 1, step 571, loss 0.018, test 0.135
Epoch 1, step 572, loss 0.005, test 0.136
Epoch 1, step 573, loss 0.002, test 0.137
Epoch 1, step 574, loss 0.043, test 0.136
Epoch 1, step 575, loss 0.024, test 0.138
Epoch 1, step 576, loss 0.060, test 0.139
Epoch 1, step 577, loss 0.579, test 0.137
Epoch 1, step 578, loss 0.052, test 0.137
Epoch 1, step 579, loss 0.057, test 0.135
Epoch 1, step 580, loss 0.010, test 0.136
Epoch 1, step 581, loss 0.211, test 0.128
Epoch 1, step 582, loss 0.253, test 0.136
Epoch 1, step 583, loss 0.007, test 0.135
Epoch 1, step 584, loss 0.119, test 0.133
Epoch 1, step 585, loss 0.631, test 0.135
Epoch 1, step 586, loss 0.569, test 0.138
Epoch 1, step 587, loss 0.494, test 0.157
Epoch 1, step 588, loss 0.029, test 0.165
Epoch 1, step 589, loss 0.032, test 0.161
Epoch 1, step 590, loss 0.012, test 0.163
Epoch 1, step 591, loss 0.054, test 0.148
Epoch 1, step 592, loss 0.074, test 0.136
Epoch 1, step 593, loss 0.113, test 0.135
Epoch 1, step 594, loss 0.001, test 0.135
Epoch 1, step 595, loss 0.076, test 0.131
Epoch 1, step 596, loss 0.038, test 0.137
Epoch 1, step 597, loss 0.015, test 0.136
Epoch 1, step 598, loss 0.009, test 0.138
Epoch 1, step 599, loss 0.007, test 0.139
Epoch 1, step 600, loss 0.026, test 0.140
Epoch 1, step 601, loss 0.055, test 0.144
Epoch 1, step 602, loss 0.389, test 0.147
Epoch 1, step 603, loss 0.076, test 0.144
Epoch 1, step 604, loss 0.188, test 0.136
Epoch 1, step 605, loss 0.241, test 0.102
Epoch 1, step 606, loss 0.125, test 0.097
Epoch 1, step 607, loss 0.010, test 0.093
Epoch 1, step 608, loss 0.003, test 0.090
Epoch 1, step 609, loss 0.091, test 0.089
Epoch 1, step 610, loss 0.025, test 0.087
Epoch 1, step 611, loss 0.187, test 0.087
Epoch 1, step 612, loss 0.116, test 0.087
Epoch 1, step 613, loss 0.006, test 0.087
Epoch 1, step 614, loss 0.277, test 0.089
Epoch 1, step 615, loss 0.063, test 0.089
Epoch 1, step 616, loss 0.100, test 0.096
Epoch 1, step 617, loss 0.058, test 0.096
Epoch 1, step 618, loss 0.059, test 0.097
Epoch 1, step 619, loss 0.002, test 0.097
Epoch 1, step 620, loss 0.067, test 0.094
Epoch 1, step 621, loss 0.537, test 0.091
Epoch 1, step 622, loss 0.005, test 0.091
Epoch 1, step 623, loss 0.003, test 0.091
Epoch 1, step 624, loss 0.224, test 0.092
Epoch 1, step 625, loss 0.032, test 0.093
Epoch 1, step 626, loss 0.011, test 0.093
Epoch 1, step 627, loss 0.213, test 0.085
Epoch 1, step 628, loss 0.007, test 0.084
Epoch 1, step 629, loss 0.946, test 0.085
Epoch 1, step 630, loss 0.004, test 0.085
Epoch 1, step 631, loss 0.016, test 0.086
Epoch 1, step 632, loss 0.003, test 0.085
Epoch 1, step 633, loss 0.076, test 0.085
Epoch 1, step 634, loss 0.057, test 0.085
Epoch 1, step 635, loss 0.001, test 0.085
Epoch 1, step 636, loss 0.005, test 0.085
Epoch 1, step 637, loss 0.048, test 0.086
Epoch 1, step 638, loss 0.615, test 0.085
Epoch 1, step 639, loss 0.010, test 0.085
Epoch 1, step 640, loss 0.011, test 0.086
Epoch 1, step 641, loss 0.196, test 0.090
Epoch 1, step 642, loss 0.015, test 0.093
Epoch 1, step 643, loss 0.010, test 0.094
Epoch 1, step 644, loss 0.023, test 0.094
Epoch 1, step 645, loss 0.065, test 0.098
Epoch 1, step 646, loss 0.110, test 0.101
Epoch 1, step 647, loss 0.159, test 0.095
Epoch 1, step 648, loss 0.012, test 0.095
Epoch 1, step 649, loss 0.001, test 0.093
Epoch 1, step 650, loss 0.562, test 0.143
Epoch 1, step 651, loss 0.076, test 0.191
Epoch 1, step 652, loss 0.032, test 0.221
Epoch 1, step 653, loss 0.010, test 0.235
Epoch 1, step 654, loss 0.044, test 0.237
Epoch 1, step 655, loss 0.555, test 0.227
Epoch 1, step 656, loss 0.279, test 0.222
Epoch 1, step 657, loss 0.067, test 0.224
Epoch 1, step 658, loss 0.016, test 0.231
Epoch 1, step 659, loss 0.002, test 0.238
Epoch 1, step 660, loss 0.186, test 0.244
Epoch 1, step 661, loss 0.004, test 0.246
Epoch 1, step 662, loss 0.122, test 0.234
Epoch 1, step 663, loss 0.039, test 0.227
Epoch 1, step 664, loss 0.116, test 0.218
Epoch 1, step 665, loss 0.205, test 0.202
Epoch 1, step 666, loss 0.007, test 0.201
Epoch 1, step 667, loss 0.015, test 0.210
Epoch 1, step 668, loss 0.015, test 0.214
Epoch 1, step 669, loss 0.320, test 0.196
Epoch 1, step 670, loss 0.094, test 0.200
Epoch 1, step 671, loss 0.285, test 0.203
Epoch 1, step 672, loss 0.040, test 0.202
Epoch 1, step 673, loss 0.176, test 0.230
Epoch 1, step 674, loss 0.068, test 0.227
Epoch 1, step 675, loss 0.021, test 0.242
Epoch 1, step 676, loss 0.145, test 0.238
Epoch 1, step 677, loss 0.247, test 0.242
Epoch 1, step 678, loss 0.001, test 0.242
Epoch 1, step 679, loss 0.023, test 0.245
Epoch 1, step 680, loss 0.027, test 0.241
Epoch 1, step 681, loss 0.055, test 0.245
Epoch 1, step 682, loss 0.152, test 0.248
Epoch 1, step 683, loss 0.028, test 0.235
Epoch 1, step 684, loss 0.033, test 0.224
Epoch 1, step 685, loss 0.005, test 0.223
Epoch 1, step 686, loss 0.152, test 0.225
Epoch 1, step 687, loss 0.000, test 0.225
Epoch 1, step 688, loss 0.043, test 0.208
Epoch 1, step 689, loss 0.015, test 0.202
Epoch 1, step 690, loss 0.106, test 0.194
Epoch 1, step 691, loss 0.008, test 0.190
Epoch 1, step 692, loss 0.167, test 0.192
Epoch 1, step 693, loss 0.028, test 0.190
Epoch 1, step 694, loss 0.342, test 0.231
Epoch 1, step 695, loss 0.287, test 0.234
Epoch 1, step 696, loss 0.556, test 0.231
Epoch 1, step 697, loss 0.114, test 0.229
Epoch 1, step 698, loss 0.210, test 0.201
Epoch 1, step 699, loss 0.009, test 0.195
Epoch 1, step 700, loss 0.042, test 0.188
Epoch 1, step 701, loss 0.001, test 0.185
Epoch 1, step 702, loss 0.172, test 0.187
Epoch 1, step 703, loss 1.808, test 0.128
Epoch 1, step 704, loss 0.008, test 0.177
Epoch 1, step 705, loss 0.147, test 0.205
Epoch 1, step 706, loss 0.096, test 0.219
Epoch 1, step 707, loss 0.006, test 0.228
Epoch 1, step 708, loss 0.010, test 0.233
Epoch 1, step 709, loss 0.243, test 0.232
Epoch 1, step 710, loss 0.070, test 0.227
Epoch 1, step 711, loss 0.007, test 0.225
Epoch 1, step 712, loss 0.066, test 0.219
Epoch 1, step 713, loss 0.096, test 0.219
Epoch 1, step 714, loss 0.204, test 0.203
Epoch 1, step 715, loss 0.129, test 0.203
Epoch 1, step 716, loss 0.008, test 0.201
Epoch 1, step 717, loss 0.000, test 0.201
Epoch 1, step 718, loss 0.460, test 0.216
Epoch 1, step 719, loss 0.000, test 0.219
Epoch 1, step 720, loss 0.260, test 0.178
Epoch 1, step 721, loss 0.063, test 0.170
Epoch 1, step 722, loss 0.101, test 0.160
Epoch 1, step 723, loss 0.028, test 0.156
Epoch 1, step 724, loss 0.026, test 0.151
Epoch 1, step 725, loss 0.036, test 0.148
Epoch 1, step 726, loss 0.275, test 0.148
Epoch 1, step 727, loss 0.258, test 0.124
Epoch 1, step 728, loss 0.549, test 0.119
Epoch 1, step 729, loss 0.007, test 0.114
Epoch 1, step 730, loss 0.026, test 0.114
Epoch 1, step 731, loss 0.021, test 0.112
Epoch 1, step 732, loss 0.391, test 0.112
Epoch 1, step 733, loss 0.906, test 0.091
Epoch 1, step 734, loss 0.054, test 0.089
Epoch 1, step 735, loss 0.096, test 0.090
Epoch 1, step 736, loss 0.366, test 0.088
Epoch 1, step 737, loss 0.153, test 0.088
Epoch 1, step 738, loss 0.009, test 0.086
Epoch 1, step 739, loss 0.443, test 0.127
Epoch 1, step 740, loss 0.068, test 0.138
Epoch 1, step 741, loss 0.039, test 0.145
Epoch 1, step 742, loss 0.225, test 0.123
Epoch 1, step 743, loss 0.000, test 0.121
Epoch 1, step 744, loss 0.036, test 0.132
Epoch 1, step 745, loss 0.073, test 0.126
Epoch 1, step 746, loss 0.003, test 0.124
Epoch 1, step 747, loss 0.006, test 0.124
Epoch 1, step 748, loss 0.332, test 0.135
Epoch 1, step 749, loss 0.277, test 0.133
Epoch 1, step 750, loss 0.018, test 0.132
Epoch 1, step 751, loss 0.503, test 0.134
Epoch 1, step 752, loss 0.160, test 0.131
Epoch 1, step 753, loss 0.588, test 0.124
Epoch 1, step 754, loss 0.110, test 0.122
Epoch 1, step 755, loss 0.003, test 0.121
Epoch 1, step 756, loss 0.012, test 0.120
Epoch 1, step 757, loss 0.017, test 0.123
Epoch 1, step 758, loss 0.315, test 0.103
Epoch 1, step 759, loss 0.059, test 0.104
Epoch 1, step 760, loss 0.001, test 0.103
Epoch 1, step 761, loss 0.114, test 0.103
Epoch 1, step 762, loss 0.031, test 0.103
Epoch 1, step 763, loss 0.153, test 0.098
Epoch 1, step 764, loss 0.131, test 0.100
Epoch 1, step 765, loss 0.072, test 0.101
Epoch 1, step 766, loss 0.062, test 0.107
Epoch 1, step 767, loss 0.168, test 0.118
Epoch 1, step 768, loss 0.120, test 0.122
Epoch 1, step 769, loss 0.106, test 0.118
Epoch 1, step 770, loss 0.069, test 0.115
Epoch 1, step 771, loss 0.318, test 0.116
Epoch 1, step 772, loss 0.000, test 0.116
Epoch 1, step 773, loss 0.185, test 0.106
Epoch 1, step 774, loss 0.026, test 0.103
Epoch 1, step 775, loss 0.301, test 0.112
Epoch 1, step 776, loss 0.001, test 0.113
Epoch 1, step 777, loss 0.082, test 0.110
Epoch 1, step 778, loss 0.204, test 0.109
Epoch 1, step 779, loss 0.086, test 0.117
Epoch 1, step 780, loss 0.018, test 0.118
Epoch 1, step 781, loss 0.061, test 0.109
Epoch 1, step 782, loss 0.282, test 0.107
Epoch 1, step 783, loss 0.155, test 0.112
Epoch 1, step 784, loss 0.053, test 0.112
Epoch 1, step 785, loss 0.206, test 0.120
Epoch 1, step 786, loss 0.290, test 0.106
Epoch 1, step 787, loss 0.741, test 0.082
Epoch 1, step 788, loss 0.111, test 0.086
Epoch 1, step 789, loss 0.000, test 0.089
Epoch 1, step 790, loss 0.181, test 0.091
Epoch 1, step 791, loss 0.000, test 0.092
Epoch 1, step 792, loss 0.379, test 0.088
Epoch 1, step 793, loss 0.007, test 0.087
Epoch 1, step 794, loss 0.143, test 0.086
Epoch 1, step 795, loss 0.011, test 0.086
Epoch 1, step 796, loss 0.075, test 0.084
Epoch 1, step 797, loss 0.291, test 0.084
Epoch 1, step 798, loss 0.003, test 0.082
Epoch 1, step 799, loss 0.002, test 0.082
Epoch 1, step 800, loss 0.415, test 0.085
Epoch 1, step 801, loss 0.099, test 0.086
Epoch 1, step 802, loss 0.000, test 0.087
Epoch 1, step 803, loss 0.135, test 0.095
Epoch 1, step 804, loss 0.244, test 0.104
Epoch 1, step 805, loss 0.096, test 0.105
Epoch 1, step 806, loss 0.087, test 0.107
Epoch 1, step 807, loss 0.852, test 0.101
Epoch 1, step 808, loss 0.459, test 0.104
Epoch 1, step 809, loss 0.017, test 0.104
Epoch 1, step 810, loss 0.086, test 0.105
Epoch 1, step 811, loss 0.094, test 0.103
Epoch 1, step 812, loss 0.034, test 0.104
Epoch 1, step 813, loss 0.100, test 0.112
Epoch 1, step 814, loss 0.027, test 0.112
Epoch 1, step 815, loss 0.373, test 0.111
Epoch 1, step 816, loss 0.014, test 0.108
Epoch 1, step 817, loss 0.002, test 0.108
Epoch 1, step 818, loss 0.001, test 0.107
Epoch 1, step 819, loss 0.190, test 0.104
Epoch 1, step 820, loss 0.000, test 0.104
Epoch 1, step 821, loss 0.162, test 0.100
Epoch 1, step 822, loss 0.003, test 0.100
Epoch 1, step 823, loss 0.023, test 0.102
Epoch 1, step 824, loss 0.362, test 0.090
Epoch 1, step 825, loss 0.021, test 0.090
Epoch 1, step 826, loss 0.086, test 0.091
Epoch 1, step 827, loss 0.081, test 0.091
Epoch 1, step 828, loss 0.005, test 0.091
Epoch 1, step 829, loss 0.049, test 0.091
Epoch 1, step 830, loss 0.159, test 0.091
Epoch 1, step 831, loss 0.175, test 0.093
Epoch 1, step 832, loss 1.350, test 0.134
Epoch 1, step 833, loss 0.031, test 0.142
Epoch 1, step 834, loss 0.008, test 0.146
Epoch 1, step 835, loss 0.022, test 0.149
Epoch 1, step 836, loss 0.200, test 0.149
Epoch 1, step 837, loss 0.001, test 0.148
Epoch 1, step 838, loss 0.001, test 0.148
Epoch 1, step 839, loss 0.017, test 0.139
Epoch 1, step 840, loss 0.002, test 0.138
Epoch 1, step 841, loss 0.246, test 0.136
Epoch 1, step 842, loss 0.002, test 0.135
Epoch 1, step 843, loss 0.458, test 0.134
Epoch 1, step 844, loss 0.095, test 0.135
Epoch 1, step 845, loss 0.031, test 0.130
Epoch 1, step 846, loss 0.718, test 0.131
Epoch 1, step 847, loss 0.006, test 0.131
Epoch 1, step 848, loss 0.015, test 0.129
Epoch 1, step 849, loss 0.004, test 0.128
Epoch 1, step 850, loss 0.155, test 0.124
Epoch 1, step 851, loss 0.002, test 0.123
Epoch 1, step 852, loss 0.007, test 0.121
Epoch 1, step 853, loss 0.096, test 0.111
Epoch 1, step 854, loss 0.039, test 0.109
Epoch 1, step 855, loss 0.265, test 0.116
Epoch 1, step 856, loss 0.109, test 0.118
Epoch 1, step 857, loss 0.275, test 0.120
Epoch 1, step 858, loss 0.030, test 0.121
Epoch 1, step 859, loss 0.134, test 0.090
Epoch 1, step 860, loss 0.014, test 0.088
Epoch 1, step 861, loss 0.089, test 0.088
Epoch 1, step 862, loss 0.073, test 0.085
Epoch 1, step 863, loss 0.002, test 0.085
Epoch 1, step 864, loss 0.205, test 0.084
Epoch 1, step 865, loss 0.252, test 0.113
Epoch 1, step 866, loss 0.015, test 0.121
Epoch 1, step 867, loss 0.520, test 0.121
Epoch 1, step 868, loss 0.062, test 0.119
Epoch 1, step 869, loss 0.175, test 0.118
Epoch 1, step 870, loss 0.000, test 0.119
Epoch 1, step 871, loss 0.126, test 0.122
Epoch 1, step 872, loss 0.022, test 0.123
Epoch 1, step 873, loss 0.034, test 0.121
Epoch 1, step 874, loss 0.005, test 0.123
Epoch 1, step 875, loss 0.157, test 0.121
Epoch 1, step 876, loss 0.160, test 0.106
Epoch 1, step 877, loss 0.019, test 0.103
Epoch 1, step 878, loss 0.024, test 0.103
Epoch 1, step 879, loss 0.023, test 0.102
Epoch 1, step 880, loss 0.159, test 0.103
Epoch 1, step 881, loss 0.016, test 0.103
Epoch 1, step 882, loss 0.000, test 0.103
Epoch 1, step 883, loss 0.179, test 0.103
Epoch 1, step 884, loss 0.074, test 0.121
Epoch 1, step 885, loss 0.008, test 0.130
Epoch 1, step 886, loss 0.032, test 0.140
Epoch 1, step 887, loss 0.584, test 0.145
Epoch 1, step 888, loss 0.005, test 0.147
Epoch 1, step 889, loss 0.267, test 0.133
Epoch 1, step 890, loss 0.011, test 0.130
Epoch 1, step 891, loss 0.594, test 0.130
Epoch 1, step 892, loss 0.280, test 0.137
Epoch 1, step 893, loss 0.086, test 0.137
Epoch 1, step 894, loss 0.138, test 0.133
Epoch 1, step 895, loss 0.115, test 0.124
Epoch 1, step 896, loss 0.170, test 0.120
Epoch 1, step 897, loss 0.009, test 0.119
Epoch 1, step 898, loss 0.020, test 0.118
Epoch 1, step 899, loss 0.204, test 0.118
Epoch 1, step 900, loss 0.192, test 0.104
Epoch 1, step 901, loss 1.163, test 0.097
Epoch 1, step 902, loss 0.002, test 0.096
Epoch 1, step 903, loss 0.342, test 0.094
Epoch 1, step 904, loss 0.021, test 0.094
Epoch 1, step 905, loss 0.006, test 0.094
Epoch 1, step 906, loss 0.054, test 0.091
Epoch 1, step 907, loss 0.016, test 0.090
Epoch 1, step 908, loss 0.062, test 0.090
Epoch 1, step 909, loss 0.358, test 0.089
Epoch 1, step 910, loss 0.095, test 0.088
Epoch 1, step 911, loss 0.306, test 0.088
Epoch 1, step 912, loss 0.301, test 0.089
Epoch 1, step 913, loss 0.148, test 0.092
Epoch 1, step 914, loss 0.011, test 0.093
Epoch 1, step 915, loss 0.240, test 0.094
Epoch 1, step 916, loss 0.313, test 0.098
Epoch 1, step 917, loss 0.001, test 0.099
Epoch 1, step 918, loss 0.000, test 0.099
Epoch 1, step 919, loss 0.050, test 0.097
Epoch 1, step 920, loss 0.055, test 0.096
Epoch 1, step 921, loss 0.783, test 0.099
Epoch 1, step 922, loss 0.185, test 0.099
Epoch 1, step 923, loss 0.000, test 0.099
Epoch 1, step 924, loss 0.059, test 0.099
Epoch 1, step 925, loss 0.033, test 0.105
Epoch 1, step 926, loss 0.762, test 0.135
Epoch 1, step 927, loss 0.000, test 0.172
Epoch 1, step 928, loss 0.057, test 0.196
Epoch 1, step 929, loss 0.010, test 0.207
Epoch 1, step 930, loss 0.087, test 0.227
Epoch 1, step 931, loss 0.335, test 0.237
Epoch 1, step 932, loss 0.005, test 0.243
Epoch 1, step 933, loss 0.018, test 0.249
Epoch 1, step 934, loss 0.002, test 0.251
Epoch 1, step 935, loss 0.636, test 0.246
Epoch 1, step 936, loss 0.383, test 0.220
Epoch 1, step 937, loss 0.298, test 0.203
Epoch 1, step 938, loss 0.040, test 0.198
Epoch 1, step 939, loss 0.454, test 0.175
Epoch 1, step 940, loss 0.101, test 0.157
Epoch 1, step 941, loss 0.026, test 0.129
Epoch 1, step 942, loss 0.175, test 0.126
Epoch 1, step 943, loss 0.002, test 0.125
Epoch 1, step 944, loss 0.104, test 0.119
Epoch 1, step 945, loss 0.007, test 0.118
Epoch 1, step 946, loss 0.012, test 0.104
Epoch 1, step 947, loss 0.075, test 0.108
Epoch 1, step 948, loss 0.173, test 0.112
Epoch 1, step 949, loss 0.058, test 0.129
Epoch 1, step 950, loss 0.127, test 0.110
Epoch 1, step 951, loss 0.068, test 0.109
Epoch 1, step 952, loss 0.004, test 0.107
Epoch 1, step 953, loss 0.088, test 0.108
Epoch 1, step 954, loss 0.007, test 0.110
Epoch 1, step 955, loss 0.068, test 0.108
Epoch 1, step 956, loss 0.004, test 0.108
Epoch 1, step 957, loss 0.145, test 0.114
Epoch 1, step 958, loss 0.013, test 0.115
Epoch 1, step 959, loss 0.245, test 0.108
Epoch 1, step 960, loss 0.151, test 0.106
Epoch 1, step 961, loss 0.000, test 0.105
Epoch 1, step 962, loss 0.265, test 0.107
Epoch 1, step 963, loss 0.269, test 0.105
Epoch 1, step 964, loss 0.003, test 0.105
Epoch 1, step 965, loss 0.001, test 0.104
Epoch 1, step 966, loss 0.250, test 0.106
Epoch 1, step 967, loss 0.090, test 0.108
Epoch 1, step 968, loss 0.023, test 0.107
Epoch 1, step 969, loss 0.006, test 0.105
Epoch 1, step 970, loss 0.000, test 0.104
Epoch 1, step 971, loss 0.038, test 0.096
Epoch 1, step 972, loss 0.397, test 0.098
Epoch 1, step 973, loss 0.266, test 0.096
Epoch 1, step 974, loss 0.008, test 0.096
Epoch 1, step 975, loss 0.052, test 0.098
Epoch 1, step 976, loss 0.010, test 0.096
Epoch 1, step 977, loss 0.518, test 0.103
Epoch 1, step 978, loss 0.397, test 0.102
Epoch 1, step 979, loss 0.003, test 0.107
Epoch 1, step 980, loss 0.035, test 0.107
Epoch 1, step 981, loss 0.009, test 0.107
Epoch 1, step 982, loss 0.170, test 0.109
Epoch 1, step 983, loss 0.112, test 0.107
Epoch 1, step 984, loss 0.003, test 0.107
Epoch 1, step 985, loss 0.014, test 0.108
Epoch 1, step 986, loss 0.110, test 0.103
Epoch 1, step 987, loss 0.170, test 0.106
Epoch 1, step 988, loss 0.080, test 0.104
Epoch 1, step 989, loss 0.000, test 0.104
Epoch 1, step 990, loss 0.113, test 0.107
Epoch 1, step 991, loss 0.041, test 0.107
Epoch 1, step 992, loss 0.047, test 0.107
Epoch 1, step 993, loss 0.506, test 0.100
Epoch 1, step 994, loss 0.005, test 0.100
Epoch 1, step 995, loss 0.019, test 0.097
Epoch 1, step 996, loss 0.360, test 0.099
Epoch 1, step 997, loss 0.007, test 0.100
Epoch 1, step 998, loss 0.007, test 0.100
Epoch 1, step 999, loss 0.006, test 0.100
Epoch 2, step 0, loss 0.001, test 0.100
Epoch 2, step 1, loss 0.139, test 0.109
Epoch 2, step 2, loss 0.286, test 0.122
Epoch 2, step 3, loss 0.136, test 0.127
Epoch 2, step 4, loss 0.002, test 0.130
Epoch 2, step 5, loss 0.121, test 0.124
Epoch 2, step 6, loss 0.012, test 0.121
Epoch 2, step 7, loss 0.020, test 0.119
Epoch 2, step 8, loss 0.032, test 0.099
Epoch 2, step 9, loss 0.005, test 0.097
Epoch 2, step 10, loss 0.285, test 0.094
Epoch 2, step 11, loss 0.320, test 0.083
Epoch 2, step 12, loss 0.831, test 0.084
Epoch 2, step 13, loss 0.120, test 0.083
Epoch 2, step 14, loss 0.359, test 0.076
Epoch 2, step 15, loss 0.047, test 0.077
Epoch 2, step 16, loss 0.006, test 0.077
Epoch 2, step 17, loss 0.015, test 0.078
Epoch 2, step 18, loss 0.031, test 0.078
Epoch 2, step 19, loss 0.025, test 0.078
Epoch 2, step 20, loss 0.155, test 0.078
Epoch 2, step 21, loss 0.003, test 0.079
Epoch 2, step 22, loss 0.060, test 0.079
Epoch 2, step 23, loss 0.045, test 0.077
Epoch 2, step 24, loss 0.021, test 0.077
Epoch 2, step 25, loss 0.206, test 0.079
Epoch 2, step 26, loss 0.006, test 0.080
Epoch 2, step 27, loss 0.126, test 0.080
Epoch 2, step 28, loss 0.199, test 0.080
Epoch 2, step 29, loss 0.049, test 0.080
Epoch 2, step 30, loss 0.005, test 0.080
Epoch 2, step 31, loss 0.068, test 0.079
Epoch 2, step 32, loss 0.063, test 0.079
Epoch 2, step 33, loss 0.169, test 0.080
Epoch 2, step 34, loss 0.010, test 0.080
Epoch 2, step 35, loss 0.440, test 0.080
Epoch 2, step 36, loss 0.039, test 0.081
Epoch 2, step 37, loss 0.021, test 0.080
Epoch 2, step 38, loss 0.210, test 0.081
Epoch 2, step 39, loss 0.443, test 0.085
Epoch 2, step 40, loss 0.031, test 0.087
Epoch 2, step 41, loss 0.190, test 0.097
Epoch 2, step 42, loss 0.214, test 0.105
Epoch 2, step 43, loss 0.004, test 0.108
Epoch 2, step 44, loss 0.000, test 0.109
Epoch 2, step 45, loss 0.109, test 0.109
Epoch 2, step 46, loss 0.010, test 0.109
Epoch 2, step 47, loss 0.196, test 0.110
Epoch 2, step 48, loss 0.068, test 0.110
Epoch 2, step 49, loss 0.165, test 0.107
Epoch 2, step 50, loss 0.114, test 0.105
Epoch 2, step 51, loss 0.172, test 0.102
Epoch 2, step 52, loss 0.011, test 0.101
Epoch 2, step 53, loss 0.569, test 0.085
Epoch 2, step 54, loss 0.160, test 0.084
Epoch 2, step 55, loss 0.006, test 0.084
Epoch 2, step 56, loss 0.269, test 0.083
Epoch 2, step 57, loss 0.000, test 0.083
Epoch 2, step 58, loss 0.082, test 0.085
Epoch 2, step 59, loss 0.124, test 0.092
Epoch 2, step 60, loss 0.005, test 0.094
Epoch 2, step 61, loss 0.089, test 0.096
Epoch 2, step 62, loss 0.109, test 0.085
Epoch 2, step 63, loss 0.051, test 0.086
Epoch 2, step 64, loss 0.044, test 0.084
Epoch 2, step 65, loss 0.160, test 0.083
Epoch 2, step 66, loss 0.002, test 0.083
Epoch 2, step 67, loss 0.008, test 0.083
Epoch 2, step 68, loss 0.782, test 0.083
Epoch 2, step 69, loss 0.144, test 0.083
Epoch 2, step 70, loss 0.005, test 0.085
Epoch 2, step 71, loss 0.006, test 0.085
Epoch 2, step 72, loss 0.151, test 0.085
Epoch 2, step 73, loss 0.364, test 0.088
Epoch 2, step 74, loss 0.060, test 0.088
Epoch 2, step 75, loss 0.005, test 0.086
Epoch 2, step 76, loss 1.104, test 0.080
Epoch 2, step 77, loss 0.058, test 0.080
Epoch 2, step 78, loss 0.042, test 0.081
Epoch 2, step 79, loss 0.153, test 0.080
Epoch 2, step 80, loss 0.004, test 0.080
Epoch 2, step 81, loss 0.162, test 0.079
Epoch 2, step 82, loss 0.001, test 0.079
Epoch 2, step 83, loss 0.000, test 0.079
Epoch 2, step 84, loss 0.781, test 0.079
Epoch 2, step 85, loss 0.147, test 0.080
Epoch 2, step 86, loss 0.067, test 0.079
Epoch 2, step 87, loss 0.264, test 0.079
Epoch 2, step 88, loss 0.111, test 0.079
Epoch 2, step 89, loss 0.048, test 0.079
Epoch 2, step 90, loss 0.033, test 0.077
Epoch 2, step 91, loss 0.000, test 0.077
Epoch 2, step 92, loss 0.025, test 0.077
Epoch 2, step 93, loss 0.036, test 0.077
Epoch 2, step 94, loss 0.302, test 0.076
Epoch 2, step 95, loss 0.137, test 0.077
Epoch 2, step 96, loss 0.033, test 0.076
Epoch 2, step 97, loss 0.071, test 0.076
Epoch 2, step 98, loss 0.409, test 0.075
Epoch 2, step 99, loss 0.124, test 0.076
Epoch 2, step 100, loss 0.003, test 0.077
Epoch 2, step 101, loss 0.043, test 0.077
Epoch 2, step 102, loss 0.081, test 0.077
Epoch 2, step 103, loss 0.000, test 0.077
Epoch 2, step 104, loss 0.312, test 0.078
Epoch 2, step 105, loss 0.159, test 0.078
Epoch 2, step 106, loss 0.008, test 0.078
Epoch 2, step 107, loss 0.001, test 0.078
Epoch 2, step 108, loss 1.062, test 0.074
Epoch 2, step 109, loss 0.499, test 0.104
Epoch 2, step 110, loss 0.882, test 0.095
Epoch 2, step 111, loss 0.023, test 0.095
Epoch 2, step 112, loss 0.166, test 0.094
Epoch 2, step 113, loss 0.048, test 0.096
Epoch 2, step 114, loss 0.005, test 0.095
Epoch 2, step 115, loss 0.091, test 0.092
Epoch 2, step 116, loss 0.090, test 0.091
Epoch 2, step 117, loss 0.017, test 0.091
Epoch 2, step 118, loss 0.365, test 0.089
Epoch 2, step 119, loss 0.002, test 0.089
Epoch 2, step 120, loss 0.001, test 0.089
Epoch 2, step 121, loss 0.009, test 0.089
Epoch 2, step 122, loss 0.006, test 0.090
Epoch 2, step 123, loss 0.019, test 0.090
Epoch 2, step 124, loss 0.019, test 0.085
Epoch 2, step 125, loss 0.089, test 0.084
Epoch 2, step 126, loss 0.252, test 0.082
Epoch 2, step 127, loss 0.020, test 0.081
Epoch 2, step 128, loss 0.031, test 0.079
Epoch 2, step 129, loss 0.000, test 0.078
Epoch 2, step 130, loss 0.084, test 0.078
Epoch 2, step 131, loss 0.193, test 0.078
Epoch 2, step 132, loss 0.075, test 0.074
Epoch 2, step 133, loss 0.013, test 0.073
Epoch 2, step 134, loss 0.072, test 0.073
Epoch 2, step 135, loss 0.451, test 0.073
Epoch 2, step 136, loss 0.031, test 0.074
Epoch 2, step 137, loss 0.049, test 0.074
Epoch 2, step 138, loss 0.009, test 0.074
Epoch 2, step 139, loss 0.532, test 0.076
Epoch 2, step 140, loss 0.107, test 0.077
Epoch 2, step 141, loss 0.141, test 0.078
Epoch 2, step 142, loss 0.000, test 0.078
Epoch 2, step 143, loss 0.064, test 0.079
Epoch 2, step 144, loss 0.353, test 0.088
Epoch 2, step 145, loss 0.015, test 0.091
Epoch 2, step 146, loss 0.138, test 0.096
Epoch 2, step 147, loss 0.016, test 0.098
Epoch 2, step 148, loss 0.334, test 0.097
Epoch 2, step 149, loss 0.148, test 0.096
Epoch 2, step 150, loss 0.010, test 0.098
Epoch 2, step 151, loss 0.301, test 0.094
Epoch 2, step 152, loss 0.308, test 0.093
Epoch 2, step 153, loss 0.090, test 0.095
Epoch 2, step 154, loss 0.003, test 0.095
Epoch 2, step 155, loss 0.029, test 0.096
Epoch 2, step 156, loss 0.260, test 0.097
Epoch 2, step 157, loss 0.061, test 0.101
Epoch 2, step 158, loss 0.022, test 0.102
Epoch 2, step 159, loss 0.005, test 0.101
Epoch 2, step 160, loss 0.036, test 0.101
Epoch 2, step 161, loss 0.146, test 0.108
Epoch 2, step 162, loss 0.172, test 0.112
Epoch 2, step 163, loss 0.044, test 0.105
Epoch 2, step 164, loss 0.012, test 0.104
Epoch 2, step 165, loss 0.029, test 0.105
Epoch 2, step 166, loss 0.036, test 0.109
Epoch 2, step 167, loss 0.079, test 0.111
Epoch 2, step 168, loss 0.016, test 0.111
Epoch 2, step 169, loss 0.010, test 0.111
Epoch 2, step 170, loss 0.002, test 0.111
Epoch 2, step 171, loss 0.269, test 0.126
Epoch 2, step 172, loss 0.202, test 0.132
Epoch 2, step 173, loss 0.194, test 0.140
Epoch 2, step 174, loss 0.176, test 0.144
Epoch 2, step 175, loss 0.359, test 0.149
Epoch 2, step 176, loss 0.001, test 0.150
Epoch 2, step 177, loss 0.001, test 0.152
Epoch 2, step 178, loss 0.131, test 0.131
Epoch 2, step 179, loss 0.137, test 0.123
Epoch 2, step 180, loss 0.066, test 0.124
Epoch 2, step 181, loss 0.046, test 0.123
Epoch 2, step 182, loss 0.155, test 0.127
Epoch 2, step 183, loss 0.235, test 0.118
Epoch 2, step 184, loss 0.175, test 0.115
Epoch 2, step 185, loss 0.193, test 0.120
Epoch 2, step 186, loss 0.399, test 0.150
Epoch 2, step 187, loss 0.036, test 0.163
Epoch 2, step 188, loss 0.369, test 0.120
Epoch 2, step 189, loss 0.006, test 0.109
Epoch 2, step 190, loss 0.011, test 0.106
Epoch 2, step 191, loss 0.143, test 0.106
Epoch 2, step 192, loss 0.000, test 0.105
Epoch 2, step 193, loss 0.030, test 0.104
Epoch 2, step 194, loss 0.061, test 0.104
Epoch 2, step 195, loss 0.097, test 0.106
Epoch 2, step 196, loss 0.001, test 0.106
Epoch 2, step 197, loss 0.372, test 0.105
Epoch 2, step 198, loss 0.013, test 0.104
Epoch 2, step 199, loss 0.074, test 0.105
Epoch 2, step 200, loss 0.001, test 0.105
Epoch 2, step 201, loss 0.142, test 0.106
Epoch 2, step 202, loss 0.020, test 0.105
Epoch 2, step 203, loss 0.032, test 0.104
Epoch 2, step 204, loss 0.113, test 0.127
Epoch 2, step 205, loss 0.087, test 0.124
Epoch 2, step 206, loss 0.401, test 0.106
Epoch 2, step 207, loss 0.010, test 0.106
Epoch 2, step 208, loss 0.004, test 0.106
Epoch 2, step 209, loss 0.191, test 0.103
Epoch 2, step 210, loss 0.022, test 0.101
Epoch 2, step 211, loss 0.048, test 0.097
Epoch 2, step 212, loss 0.024, test 0.097
Epoch 2, step 213, loss 0.238, test 0.098
Epoch 2, step 214, loss 0.030, test 0.097
Epoch 2, step 215, loss 0.001, test 0.098
Epoch 2, step 216, loss 0.172, test 0.098
Epoch 2, step 217, loss 0.078, test 0.097
Epoch 2, step 218, loss 0.542, test 0.106
Epoch 2, step 219, loss 0.005, test 0.123
Epoch 2, step 220, loss 0.017, test 0.130
Epoch 2, step 221, loss 0.593, test 0.137
Epoch 2, step 222, loss 0.004, test 0.139
Epoch 2, step 223, loss 0.530, test 0.108
Epoch 2, step 224, loss 0.001, test 0.105
Epoch 2, step 225, loss 0.000, test 0.103
Epoch 2, step 226, loss 0.031, test 0.108
Epoch 2, step 227, loss 0.011, test 0.108
Epoch 2, step 228, loss 0.005, test 0.105
Epoch 2, step 229, loss 0.037, test 0.104
Epoch 2, step 230, loss 0.161, test 0.101
Epoch 2, step 231, loss 0.048, test 0.097
Epoch 2, step 232, loss 0.069, test 0.091
Epoch 2, step 233, loss 0.000, test 0.090
Epoch 2, step 234, loss 0.079, test 0.089
Epoch 2, step 235, loss 0.068, test 0.090
Epoch 2, step 236, loss 0.078, test 0.090
Epoch 2, step 237, loss 0.010, test 0.090
Epoch 2, step 238, loss 0.052, test 0.090
Epoch 2, step 239, loss 0.175, test 0.090
Epoch 2, step 240, loss 0.142, test 0.089
Epoch 2, step 241, loss 0.059, test 0.087
Epoch 2, step 242, loss 0.052, test 0.087
Epoch 2, step 243, loss 0.002, test 0.087
Epoch 2, step 244, loss 0.138, test 0.103
Epoch 2, step 245, loss 0.249, test 0.092
Epoch 2, step 246, loss 0.074, test 0.095
Epoch 2, step 247, loss 0.117, test 0.095
Epoch 2, step 248, loss 0.058, test 0.095
Epoch 2, step 249, loss 1.027, test 0.090
Epoch 2, step 250, loss 0.202, test 0.090
Epoch 2, step 251, loss 0.436, test 0.090
Epoch 2, step 252, loss 0.114, test 0.091
Epoch 2, step 253, loss 0.340, test 0.096
Epoch 2, step 254, loss 0.008, test 0.097
Epoch 2, step 255, loss 0.193, test 0.087
Epoch 2, step 256, loss 0.086, test 0.086
Epoch 2, step 257, loss 0.034, test 0.084
Epoch 2, step 258, loss 0.059, test 0.084
Epoch 2, step 259, loss 0.484, test 0.124
Epoch 2, step 260, loss 0.013, test 0.133
Epoch 2, step 261, loss 0.000, test 0.140
Epoch 2, step 262, loss 0.019, test 0.150
Epoch 2, step 263, loss 0.002, test 0.154
Epoch 2, step 264, loss 0.014, test 0.156
Epoch 2, step 265, loss 0.240, test 0.175
Epoch 2, step 266, loss 0.033, test 0.176
Epoch 2, step 267, loss 0.278, test 0.180
Epoch 2, step 268, loss 0.179, test 0.197
Epoch 2, step 269, loss 0.049, test 0.183
Epoch 2, step 270, loss 0.010, test 0.183
Epoch 2, step 271, loss 0.002, test 0.182
Epoch 2, step 272, loss 0.009, test 0.183
Epoch 2, step 273, loss 0.005, test 0.179
Epoch 2, step 274, loss 0.154, test 0.175
Epoch 2, step 275, loss 0.053, test 0.175
Epoch 2, step 276, loss 0.006, test 0.175
Epoch 2, step 277, loss 0.179, test 0.180
Epoch 2, step 278, loss 0.008, test 0.178
Epoch 2, step 279, loss 0.345, test 0.192
Epoch 2, step 280, loss 0.000, test 0.194
Epoch 2, step 281, loss 0.152, test 0.194
Epoch 2, step 282, loss 0.472, test 0.191
Epoch 2, step 283, loss 0.071, test 0.193
Epoch 2, step 284, loss 0.106, test 0.181
Epoch 2, step 285, loss 0.001, test 0.180
Epoch 2, step 286, loss 0.161, test 0.212
Epoch 2, step 287, loss 0.005, test 0.218
Epoch 2, step 288, loss 0.007, test 0.220
Epoch 2, step 289, loss 0.197, test 0.214
Epoch 2, step 290, loss 0.290, test 0.216
Epoch 2, step 291, loss 0.187, test 0.218
Epoch 2, step 292, loss 0.110, test 0.221
Epoch 2, step 293, loss 0.057, test 0.222
Epoch 2, step 294, loss 0.026, test 0.212
Epoch 2, step 295, loss 0.383, test 0.213
Epoch 2, step 296, loss 0.705, test 0.219
Epoch 2, step 297, loss 0.202, test 0.194
Epoch 2, step 298, loss 0.007, test 0.190
Epoch 2, step 299, loss 0.047, test 0.187
Epoch 2, step 300, loss 0.075, test 0.189
Epoch 2, step 301, loss 0.422, test 0.196
Epoch 2, step 302, loss 0.052, test 0.199
Epoch 2, step 303, loss 0.008, test 0.198
Epoch 2, step 304, loss 0.017, test 0.191
Epoch 2, step 305, loss 0.044, test 0.189
Epoch 2, step 306, loss 0.010, test 0.190
Epoch 2, step 307, loss 0.003, test 0.188
Epoch 2, step 308, loss 0.040, test 0.186
Epoch 2, step 309, loss 0.009, test 0.186
Epoch 2, step 310, loss 0.465, test 0.158
Epoch 2, step 311, loss 0.013, test 0.150
Epoch 2, step 312, loss 0.173, test 0.143
Epoch 2, step 313, loss 0.007, test 0.137
Epoch 2, step 314, loss 0.011, test 0.139
Epoch 2, step 315, loss 0.028, test 0.139
Epoch 2, step 316, loss 0.001, test 0.143
Epoch 2, step 317, loss 0.016, test 0.147
Epoch 2, step 318, loss 0.073, test 0.144
Epoch 2, step 319, loss 0.002, test 0.144
Epoch 2, step 320, loss 0.280, test 0.143
Epoch 2, step 321, loss 0.499, test 0.125
Epoch 2, step 322, loss 0.000, test 0.122
Epoch 2, step 323, loss 0.013, test 0.122
Epoch 2, step 324, loss 0.203, test 0.120
Epoch 2, step 325, loss 0.362, test 0.107
Epoch 2, step 326, loss 0.454, test 0.092
Epoch 2, step 327, loss 0.100, test 0.084
Epoch 2, step 328, loss 0.099, test 0.084
Epoch 2, step 329, loss 0.107, test 0.084
Epoch 2, step 330, loss 0.000, test 0.083
Epoch 2, step 331, loss 0.003, test 0.083
Epoch 2, step 332, loss 0.152, test 0.083
Epoch 2, step 333, loss 0.000, test 0.083
Epoch 2, step 334, loss 0.581, test 0.084
Epoch 2, step 335, loss 0.001, test 0.084
Epoch 2, step 336, loss 0.044, test 0.084
Epoch 2, step 337, loss 0.192, test 0.084
Epoch 2, step 338, loss 0.344, test 0.084
Epoch 2, step 339, loss 0.058, test 0.083
Epoch 2, step 340, loss 0.331, test 0.083
Epoch 2, step 341, loss 0.056, test 0.085
Epoch 2, step 342, loss 0.019, test 0.084
Epoch 2, step 343, loss 0.011, test 0.084
Epoch 2, step 344, loss 0.059, test 0.083
Epoch 2, step 345, loss 0.291, test 0.083
Epoch 2, step 346, loss 0.210, test 0.084
Epoch 2, step 347, loss 0.015, test 0.084
Epoch 2, step 348, loss 1.197, test 0.085
Epoch 2, step 349, loss 0.023, test 0.084
Epoch 2, step 350, loss 0.348, test 0.084
Epoch 2, step 351, loss 0.352, test 0.082
Epoch 2, step 352, loss 0.000, test 0.082
Epoch 2, step 353, loss 0.135, test 0.081
Epoch 2, step 354, loss 0.002, test 0.081
Epoch 2, step 355, loss 0.000, test 0.081
Epoch 2, step 356, loss 0.269, test 0.080
Epoch 2, step 357, loss 0.175, test 0.085
Epoch 2, step 358, loss 0.001, test 0.085
Epoch 2, step 359, loss 0.115, test 0.087
Epoch 2, step 360, loss 0.001, test 0.087
Epoch 2, step 361, loss 0.002, test 0.089
Epoch 2, step 362, loss 0.186, test 0.082
Epoch 2, step 363, loss 0.521, test 0.080
Epoch 2, step 364, loss 0.110, test 0.079
Epoch 2, step 365, loss 0.034, test 0.079
Epoch 2, step 366, loss 0.008, test 0.079
Epoch 2, step 367, loss 0.262, test 0.077
Epoch 2, step 368, loss 0.045, test 0.078
Epoch 2, step 369, loss 0.009, test 0.078
Epoch 2, step 370, loss 0.010, test 0.078
Epoch 2, step 371, loss 0.322, test 0.077
Epoch 2, step 372, loss 0.132, test 0.080
Epoch 2, step 373, loss 0.011, test 0.081
Epoch 2, step 374, loss 0.132, test 0.082
Epoch 2, step 375, loss 0.005, test 0.082
Epoch 2, step 376, loss 0.012, test 0.082
Epoch 2, step 377, loss 0.044, test 0.081
Epoch 2, step 378, loss 0.016, test 0.081
Epoch 2, step 379, loss 0.000, test 0.081
Epoch 2, step 380, loss 0.064, test 0.081
Epoch 2, step 381, loss 0.017, test 0.081
Epoch 2, step 382, loss 0.130, test 0.083
Epoch 2, step 383, loss 0.585, test 0.198
Epoch 2, step 384, loss 0.005, test 0.234
Epoch 2, step 385, loss 0.369, test 0.241
Epoch 2, step 386, loss 0.155, test 0.242
Epoch 2, step 387, loss 0.017, test 0.228
Epoch 2, step 388, loss 0.011, test 0.224
Epoch 2, step 389, loss 0.410, test 0.228
Epoch 2, step 390, loss 0.023, test 0.223
Epoch 2, step 391, loss 0.184, test 0.217
Epoch 2, step 392, loss 0.002, test 0.217
Epoch 2, step 393, loss 0.148, test 0.213
Epoch 2, step 394, loss 0.124, test 0.217
Epoch 2, step 395, loss 1.398, test 0.081
Epoch 2, step 396, loss 0.379, test 0.077
Epoch 2, step 397, loss 0.015, test 0.076
Epoch 2, step 398, loss 0.315, test 0.076
Epoch 2, step 399, loss 0.032, test 0.076
Epoch 2, step 400, loss 0.000, test 0.076
Epoch 2, step 401, loss 0.202, test 0.075
Epoch 2, step 402, loss 0.193, test 0.076
Epoch 2, step 403, loss 0.160, test 0.076
Epoch 2, step 404, loss 0.105, test 0.078
Epoch 2, step 405, loss 0.039, test 0.077
Epoch 2, step 406, loss 0.167, test 0.077
Epoch 2, step 407, loss 0.000, test 0.077
Epoch 2, step 408, loss 0.451, test 0.078
Epoch 2, step 409, loss 0.102, test 0.076
Epoch 2, step 410, loss 0.049, test 0.076
Epoch 2, step 411, loss 0.138, test 0.098
Epoch 2, step 412, loss 0.009, test 0.108
Epoch 2, step 413, loss 0.112, test 0.100
Epoch 2, step 414, loss 0.004, test 0.102
Epoch 2, step 415, loss 0.164, test 0.105
Epoch 2, step 416, loss 1.603, test 0.118
Epoch 2, step 417, loss 0.116, test 0.123
Epoch 2, step 418, loss 0.004, test 0.121
Epoch 2, step 419, loss 0.303, test 0.124
Epoch 2, step 420, loss 0.246, test 0.127
Epoch 2, step 421, loss 0.305, test 0.100
Epoch 2, step 422, loss 0.074, test 0.093
Epoch 2, step 423, loss 0.305, test 0.090
Epoch 2, step 424, loss 0.014, test 0.089
Epoch 2, step 425, loss 0.047, test 0.088
Epoch 2, step 426, loss 0.080, test 0.091
Epoch 2, step 427, loss 0.033, test 0.093
Epoch 2, step 428, loss 0.319, test 0.084
Epoch 2, step 429, loss 0.001, test 0.083
Epoch 2, step 430, loss 0.003, test 0.083
Epoch 2, step 431, loss 0.239, test 0.081
Epoch 2, step 432, loss 0.015, test 0.080
Epoch 2, step 433, loss 0.011, test 0.080
Epoch 2, step 434, loss 0.021, test 0.080
Epoch 2, step 435, loss 0.302, test 0.080
Epoch 2, step 436, loss 0.505, test 0.084
Epoch 2, step 437, loss 0.111, test 0.086
Epoch 2, step 438, loss 0.047, test 0.086
Epoch 2, step 439, loss 0.224, test 0.086
Epoch 2, step 440, loss 0.072, test 0.087
Epoch 2, step 441, loss 0.086, test 0.086
Epoch 2, step 442, loss 0.065, test 0.085
Epoch 2, step 443, loss 0.029, test 0.084
Epoch 2, step 444, loss 0.007, test 0.084
Epoch 2, step 445, loss 0.007, test 0.084
Epoch 2, step 446, loss 0.111, test 0.087
Epoch 2, step 447, loss 0.256, test 0.084
Epoch 2, step 448, loss 0.057, test 0.084
Epoch 2, step 449, loss 0.086, test 0.083
Epoch 2, step 450, loss 0.003, test 0.083
Epoch 2, step 451, loss 0.018, test 0.082
Epoch 2, step 452, loss 0.036, test 0.081
Epoch 2, step 453, loss 0.270, test 0.078
Epoch 2, step 454, loss 0.042, test 0.078
Epoch 2, step 455, loss 0.051, test 0.078
Epoch 2, step 456, loss 0.065, test 0.078
Epoch 2, step 457, loss 0.845, test 0.076
Epoch 2, step 458, loss 0.036, test 0.076
Epoch 2, step 459, loss 0.016, test 0.076
Epoch 2, step 460, loss 0.234, test 0.078
Epoch 2, step 461, loss 0.023, test 0.079
Epoch 2, step 462, loss 0.001, test 0.079
Epoch 2, step 463, loss 0.001, test 0.079
Epoch 2, step 464, loss 0.045, test 0.079
Epoch 2, step 465, loss 0.007, test 0.079
Epoch 2, step 466, loss 0.308, test 0.078
Epoch 2, step 467, loss 0.001, test 0.078
Epoch 2, step 468, loss 0.069, test 0.079
Epoch 2, step 469, loss 0.004, test 0.079
Epoch 2, step 470, loss 0.009, test 0.079
Epoch 2, step 471, loss 0.015, test 0.079
Epoch 2, step 472, loss 0.077, test 0.077
Epoch 2, step 473, loss 0.520, test 0.076
Epoch 2, step 474, loss 0.328, test 0.075
Epoch 2, step 475, loss 0.119, test 0.076
Epoch 2, step 476, loss 0.053, test 0.075
Epoch 2, step 477, loss 0.011, test 0.075
Epoch 2, step 478, loss 0.000, test 0.075
Epoch 2, step 479, loss 0.124, test 0.076
Epoch 2, step 480, loss 0.181, test 0.076
Epoch 2, step 481, loss 0.036, test 0.076
Epoch 2, step 482, loss 0.080, test 0.076
Epoch 2, step 483, loss 0.002, test 0.076
Epoch 2, step 484, loss 0.004, test 0.076
Epoch 2, step 485, loss 0.155, test 0.079
Epoch 2, step 486, loss 0.065, test 0.080
Epoch 2, step 487, loss 0.239, test 0.081
Epoch 2, step 488, loss 0.080, test 0.081
Epoch 2, step 489, loss 0.006, test 0.081
Epoch 2, step 490, loss 0.029, test 0.080
Epoch 2, step 491, loss 0.102, test 0.081
Epoch 2, step 492, loss 0.001, test 0.081
Epoch 2, step 493, loss 0.083, test 0.077
Epoch 2, step 494, loss 0.139, test 0.079
Epoch 2, step 495, loss 0.023, test 0.078
Epoch 2, step 496, loss 0.003, test 0.079
Epoch 2, step 497, loss 0.001, test 0.079
Epoch 2, step 498, loss 0.011, test 0.079
Epoch 2, step 499, loss 0.265, test 0.079
Epoch 2, step 500, loss 0.045, test 0.076
Epoch 2, step 501, loss 0.094, test 0.075
Epoch 2, step 502, loss 0.016, test 0.075
Epoch 2, step 503, loss 0.024, test 0.075
Epoch 2, step 504, loss 0.103, test 0.075
Epoch 2, step 505, loss 0.001, test 0.075
Epoch 2, step 506, loss 0.000, test 0.075
Epoch 2, step 507, loss 0.179, test 0.075
Epoch 2, step 508, loss 0.109, test 0.074
Epoch 2, step 509, loss 0.062, test 0.079
Epoch 2, step 510, loss 0.001, test 0.080
Epoch 2, step 511, loss 0.003, test 0.080
Epoch 2, step 512, loss 0.249, test 0.077
Epoch 2, step 513, loss 0.094, test 0.079
Epoch 2, step 514, loss 0.013, test 0.079
Epoch 2, step 515, loss 0.014, test 0.076
Epoch 2, step 516, loss 0.000, test 0.076
Epoch 2, step 517, loss 0.002, test 0.076
Epoch 2, step 518, loss 0.339, test 0.077
Epoch 2, step 519, loss 0.010, test 0.077
Epoch 2, step 520, loss 0.000, test 0.078
Epoch 2, step 521, loss 0.130, test 0.078
Epoch 2, step 522, loss 0.017, test 0.078
Epoch 2, step 523, loss 0.205, test 0.077
Epoch 2, step 524, loss 0.014, test 0.077
Epoch 2, step 525, loss 0.078, test 0.076
Epoch 2, step 526, loss 0.072, test 0.075
Epoch 2, step 527, loss 0.000, test 0.075
Epoch 2, step 528, loss 0.157, test 0.076
Epoch 2, step 529, loss 0.301, test 0.077
Epoch 2, step 530, loss 0.086, test 0.077
Epoch 2, step 531, loss 0.100, test 0.078
Epoch 2, step 532, loss 0.558, test 0.078
Epoch 2, step 533, loss 0.165, test 0.077
Epoch 2, step 534, loss 0.065, test 0.081
Epoch 2, step 535, loss 0.011, test 0.081
Epoch 2, step 536, loss 0.554, test 0.084
Epoch 2, step 537, loss 0.054, test 0.081
Epoch 2, step 538, loss 0.000, test 0.081
Epoch 2, step 539, loss 0.026, test 0.082
Epoch 2, step 540, loss 0.074, test 0.082
Epoch 2, step 541, loss 0.016, test 0.081
Epoch 2, step 542, loss 0.108, test 0.081
Epoch 2, step 543, loss 0.008, test 0.080
Epoch 2, step 544, loss 0.401, test 0.079
Epoch 2, step 545, loss 0.098, test 0.077
Epoch 2, step 546, loss 0.001, test 0.077
Epoch 2, step 547, loss 0.229, test 0.076
Epoch 2, step 548, loss 0.039, test 0.077
Epoch 2, step 549, loss 0.173, test 0.081
Epoch 2, step 550, loss 0.001, test 0.082
Epoch 2, step 551, loss 0.163, test 0.082
Epoch 2, step 552, loss 0.156, test 0.083
Epoch 2, step 553, loss 0.357, test 0.089
Epoch 2, step 554, loss 0.174, test 0.090
Epoch 2, step 555, loss 0.006, test 0.091
Epoch 2, step 556, loss 0.020, test 0.091
Epoch 2, step 557, loss 0.215, test 0.105
Epoch 2, step 558, loss 0.002, test 0.109
Epoch 2, step 559, loss 0.107, test 0.109
Epoch 2, step 560, loss 0.169, test 0.104
Epoch 2, step 561, loss 0.084, test 0.109
Epoch 2, step 562, loss 0.003, test 0.109
Epoch 2, step 563, loss 0.119, test 0.108
Epoch 2, step 564, loss 0.183, test 0.123
Epoch 2, step 565, loss 0.163, test 0.127
Epoch 2, step 566, loss 0.168, test 0.122
Epoch 2, step 567, loss 0.041, test 0.131
Epoch 2, step 568, loss 0.377, test 0.136
Epoch 2, step 569, loss 0.097, test 0.143
Epoch 2, step 570, loss 0.036, test 0.139
Epoch 2, step 571, loss 0.253, test 0.142
Epoch 2, step 572, loss 0.018, test 0.143
Epoch 2, step 573, loss 0.175, test 0.124
Epoch 2, step 574, loss 0.113, test 0.125
Epoch 2, step 575, loss 0.105, test 0.123
Epoch 2, step 576, loss 0.016, test 0.125
Epoch 2, step 577, loss 0.020, test 0.124
Epoch 2, step 578, loss 0.124, test 0.128
Epoch 2, step 579, loss 0.112, test 0.138
Epoch 2, step 580, loss 0.175, test 0.141
Epoch 2, step 581, loss 0.003, test 0.143
Epoch 2, step 582, loss 0.562, test 0.134
Epoch 2, step 583, loss 0.016, test 0.132
Epoch 2, step 584, loss 0.793, test 0.136
Epoch 2, step 585, loss 0.001, test 0.136
Epoch 2, step 586, loss 0.052, test 0.134
Epoch 2, step 587, loss 0.012, test 0.132
Epoch 2, step 588, loss 0.277, test 0.134
Epoch 2, step 589, loss 0.233, test 0.114
Epoch 2, step 590, loss 0.011, test 0.111
Epoch 2, step 591, loss 0.018, test 0.109
Epoch 2, step 592, loss 0.057, test 0.105
Epoch 2, step 593, loss 0.049, test 0.103
Epoch 2, step 594, loss 0.014, test 0.100
Epoch 2, step 595, loss 0.018, test 0.095
Epoch 2, step 596, loss 0.278, test 0.092
Epoch 2, step 597, loss 0.084, test 0.095
Epoch 2, step 598, loss 0.373, test 0.097
Epoch 2, step 599, loss 0.001, test 0.098
Epoch 2, step 600, loss 0.377, test 0.097
Epoch 2, step 601, loss 0.048, test 0.101
Epoch 2, step 602, loss 0.132, test 0.106
Epoch 2, step 603, loss 0.009, test 0.108
Epoch 2, step 604, loss 0.007, test 0.109
Epoch 2, step 605, loss 0.134, test 0.121
Epoch 2, step 606, loss 0.525, test 0.125
Epoch 2, step 607, loss 0.008, test 0.127
Epoch 2, step 608, loss 0.063, test 0.128
Epoch 2, step 609, loss 0.022, test 0.128
Epoch 2, step 610, loss 0.276, test 0.127
Epoch 2, step 611, loss 0.000, test 0.127
Epoch 2, step 612, loss 0.000, test 0.127
Epoch 2, step 613, loss 0.357, test 0.121
Epoch 2, step 614, loss 0.344, test 0.121
Epoch 2, step 615, loss 0.003, test 0.121
Epoch 2, step 616, loss 0.015, test 0.119
Epoch 2, step 617, loss 0.002, test 0.119
Epoch 2, step 618, loss 0.207, test 0.114
Epoch 2, step 619, loss 0.001, test 0.113
Epoch 2, step 620, loss 0.042, test 0.113
Epoch 2, step 621, loss 0.007, test 0.114
Epoch 2, step 622, loss 0.007, test 0.115
Epoch 2, step 623, loss 0.304, test 0.115
Epoch 2, step 624, loss 0.320, test 0.105
Epoch 2, step 625, loss 0.372, test 0.104
Epoch 2, step 626, loss 0.000, test 0.103
Epoch 2, step 627, loss 0.085, test 0.103
Epoch 2, step 628, loss 0.140, test 0.103
Epoch 2, step 629, loss 0.009, test 0.102
Epoch 2, step 630, loss 0.068, test 0.102
Epoch 2, step 631, loss 0.014, test 0.104
Epoch 2, step 632, loss 0.058, test 0.102
Epoch 2, step 633, loss 0.001, test 0.101
Epoch 2, step 634, loss 0.083, test 0.100
Epoch 2, step 635, loss 0.087, test 0.105
Epoch 2, step 636, loss 0.132, test 0.105
Epoch 2, step 637, loss 0.012, test 0.106
Epoch 2, step 638, loss 0.001, test 0.107
Epoch 2, step 639, loss 0.079, test 0.094
Epoch 2, step 640, loss 0.064, test 0.093
Epoch 2, step 641, loss 0.012, test 0.093
Epoch 2, step 642, loss 0.594, test 0.093
Epoch 2, step 643, loss 0.132, test 0.093
Epoch 2, step 644, loss 0.011, test 0.093
Epoch 2, step 645, loss 0.021, test 0.093
Epoch 2, step 646, loss 0.001, test 0.093
Epoch 2, step 647, loss 0.260, test 0.094
Epoch 2, step 648, loss 0.000, test 0.094
Epoch 2, step 649, loss 0.560, test 0.094
Epoch 2, step 650, loss 0.253, test 0.093
Epoch 2, step 651, loss 0.084, test 0.097
Epoch 2, step 652, loss 0.234, test 0.091
Epoch 2, step 653, loss 0.176, test 0.089
Epoch 2, step 654, loss 0.547, test 0.087
Epoch 2, step 655, loss 0.020, test 0.087
Epoch 2, step 656, loss 0.037, test 0.086
Epoch 2, step 657, loss 0.054, test 0.086
Epoch 2, step 658, loss 0.070, test 0.085
Epoch 2, step 659, loss 0.000, test 0.085
Epoch 2, step 660, loss 0.014, test 0.085
Epoch 2, step 661, loss 0.098, test 0.085
Epoch 2, step 662, loss 0.264, test 0.086
Epoch 2, step 663, loss 0.558, test 0.085
Epoch 2, step 664, loss 0.009, test 0.084
Epoch 2, step 665, loss 0.000, test 0.084
Epoch 2, step 666, loss 0.247, test 0.085
Epoch 2, step 667, loss 0.792, test 0.085
Epoch 2, step 668, loss 0.109, test 0.085
Epoch 2, step 669, loss 0.116, test 0.087
Epoch 2, step 670, loss 0.102, test 0.087
Epoch 2, step 671, loss 0.000, test 0.087
Epoch 2, step 672, loss 0.028, test 0.088
Epoch 2, step 673, loss 0.221, test 0.086
Epoch 2, step 674, loss 0.124, test 0.087
Epoch 2, step 675, loss 0.059, test 0.088
Epoch 2, step 676, loss 0.028, test 0.088
Epoch 2, step 677, loss 0.034, test 0.089
Epoch 2, step 678, loss 0.002, test 0.089
Epoch 2, step 679, loss 0.285, test 0.087
Epoch 2, step 680, loss 0.159, test 0.088
Epoch 2, step 681, loss 0.050, test 0.087
Epoch 2, step 682, loss 0.065, test 0.086
Epoch 2, step 683, loss 0.005, test 0.085
Epoch 2, step 684, loss 0.118, test 0.084
Epoch 2, step 685, loss 0.255, test 0.086
Epoch 2, step 686, loss 0.008, test 0.086
Epoch 2, step 687, loss 0.241, test 0.087
Epoch 2, step 688, loss 0.555, test 0.086
Epoch 2, step 689, loss 0.032, test 0.087
Epoch 2, step 690, loss 0.000, test 0.087
Epoch 2, step 691, loss 0.018, test 0.086
Epoch 2, step 692, loss 0.063, test 0.087
Epoch 2, step 693, loss 0.022, test 0.087
Epoch 2, step 694, loss 0.232, test 0.091
Epoch 2, step 695, loss 0.334, test 0.089
Epoch 2, step 696, loss 0.092, test 0.086
Epoch 2, step 697, loss 0.021, test 0.087
Epoch 2, step 698, loss 0.093, test 0.089
Epoch 2, step 699, loss 0.022, test 0.091
Epoch 2, step 700, loss 0.029, test 0.091
Epoch 2, step 701, loss 0.013, test 0.091
Epoch 2, step 702, loss 0.000, test 0.091
Epoch 2, step 703, loss 0.034, test 0.094
Epoch 2, step 704, loss 0.142, test 0.117
Epoch 2, step 705, loss 0.001, test 0.127
Epoch 2, step 706, loss 0.000, test 0.133
Epoch 2, step 707, loss 0.434, test 0.129
Epoch 2, step 708, loss 0.442, test 0.141
Epoch 2, step 709, loss 0.150, test 0.145
Epoch 2, step 710, loss 0.038, test 0.146
Epoch 2, step 711, loss 0.045, test 0.146
Epoch 2, step 712, loss 0.068, test 0.142
Epoch 2, step 713, loss 0.012, test 0.142
Epoch 2, step 714, loss 0.096, test 0.147
Epoch 2, step 715, loss 0.014, test 0.147
Epoch 2, step 716, loss 0.025, test 0.152
Epoch 2, step 717, loss 0.016, test 0.152
Epoch 2, step 718, loss 0.246, test 0.151
Epoch 2, step 719, loss 0.023, test 0.150
Epoch 2, step 720, loss 0.069, test 0.151
Epoch 2, step 721, loss 0.293, test 0.150
Epoch 2, step 722, loss 0.114, test 0.156
Epoch 2, step 723, loss 0.581, test 0.159
Epoch 2, step 724, loss 0.091, test 0.156
Epoch 2, step 725, loss 0.006, test 0.154
Epoch 2, step 726, loss 0.132, test 0.155
Epoch 2, step 727, loss 0.126, test 0.194
Epoch 2, step 728, loss 0.024, test 0.205
Epoch 2, step 729, loss 0.074, test 0.207
Epoch 2, step 730, loss 0.243, test 0.215
Epoch 2, step 731, loss 0.172, test 0.194
Epoch 2, step 732, loss 0.023, test 0.192
Epoch 2, step 733, loss 0.418, test 0.114
Epoch 2, step 734, loss 0.213, test 0.109
Epoch 2, step 735, loss 0.209, test 0.106
Epoch 2, step 736, loss 0.022, test 0.105
Epoch 2, step 737, loss 0.019, test 0.100
Epoch 2, step 738, loss 0.042, test 0.100
Epoch 2, step 739, loss 0.168, test 0.099
Epoch 2, step 740, loss 0.021, test 0.099
Epoch 2, step 741, loss 0.587, test 0.109
Epoch 2, step 742, loss 0.060, test 0.112
Epoch 2, step 743, loss 0.006, test 0.113
Epoch 2, step 744, loss 0.006, test 0.114
Epoch 2, step 745, loss 0.176, test 0.114
Epoch 2, step 746, loss 0.039, test 0.112
Epoch 2, step 747, loss 0.010, test 0.112
Epoch 2, step 748, loss 0.308, test 0.118
Epoch 2, step 749, loss 0.107, test 0.119
Epoch 2, step 750, loss 0.017, test 0.121
Epoch 2, step 751, loss 0.418, test 0.119
Epoch 2, step 752, loss 0.003, test 0.120
Epoch 2, step 753, loss 0.123, test 0.117
Epoch 2, step 754, loss 0.090, test 0.118
Epoch 2, step 755, loss 0.003, test 0.115
Epoch 2, step 756, loss 0.004, test 0.114
Epoch 2, step 757, loss 0.042, test 0.115
Epoch 2, step 758, loss 0.149, test 0.116
Epoch 2, step 759, loss 0.016, test 0.115
Epoch 2, step 760, loss 0.007, test 0.115
Epoch 2, step 761, loss 0.010, test 0.115
Epoch 2, step 762, loss 0.079, test 0.112
Epoch 2, step 763, loss 0.046, test 0.111
Epoch 2, step 764, loss 0.444, test 0.131
Epoch 2, step 765, loss 0.010, test 0.141
Epoch 2, step 766, loss 0.077, test 0.145
Epoch 2, step 767, loss 0.036, test 0.146
Epoch 2, step 768, loss 0.000, test 0.146
Epoch 2, step 769, loss 0.000, test 0.147
Epoch 2, step 770, loss 0.188, test 0.144
Epoch 2, step 771, loss 0.009, test 0.140
Epoch 2, step 772, loss 0.356, test 0.167
Epoch 2, step 773, loss 0.388, test 0.136
Epoch 2, step 774, loss 0.215, test 0.134
Epoch 2, step 775, loss 0.120, test 0.133
Epoch 2, step 776, loss 0.002, test 0.133
Epoch 2, step 777, loss 0.074, test 0.141
Epoch 2, step 778, loss 0.032, test 0.143
Epoch 2, step 779, loss 0.480, test 0.092
Epoch 2, step 780, loss 0.109, test 0.089
Epoch 2, step 781, loss 0.039, test 0.092
Epoch 2, step 782, loss 0.003, test 0.093
Epoch 2, step 783, loss 0.167, test 0.105
Epoch 2, step 784, loss 0.156, test 0.110
Epoch 2, step 785, loss 0.018, test 0.112
Epoch 2, step 786, loss 0.106, test 0.113
Epoch 2, step 787, loss 0.007, test 0.113
Epoch 2, step 788, loss 0.002, test 0.114
Epoch 2, step 789, loss 0.267, test 0.105
Epoch 2, step 790, loss 0.442, test 0.104
Epoch 2, step 791, loss 0.024, test 0.104
Epoch 2, step 792, loss 0.008, test 0.104
Epoch 2, step 793, loss 0.117, test 0.102
Epoch 2, step 794, loss 0.140, test 0.101
Epoch 2, step 795, loss 0.051, test 0.099
Epoch 2, step 796, loss 0.587, test 0.095
Epoch 2, step 797, loss 0.626, test 0.092
Epoch 2, step 798, loss 0.031, test 0.094
Epoch 2, step 799, loss 0.507, test 0.094
Epoch 2, step 800, loss 0.053, test 0.095
Epoch 2, step 801, loss 0.196, test 0.095
Epoch 2, step 802, loss 0.076, test 0.095
Epoch 2, step 803, loss 0.008, test 0.095
Epoch 2, step 804, loss 0.108, test 0.100
Epoch 2, step 805, loss 0.009, test 0.101
Epoch 2, step 806, loss 0.130, test 0.101
Epoch 2, step 807, loss 0.274, test 0.101
Epoch 2, step 808, loss 0.014, test 0.102
Epoch 2, step 809, loss 0.021, test 0.102
Epoch 2, step 810, loss 0.181, test 0.105
Epoch 2, step 811, loss 0.022, test 0.106
Epoch 2, step 812, loss 0.345, test 0.109
Epoch 2, step 813, loss 0.125, test 0.103
Epoch 2, step 814, loss 0.045, test 0.099
Epoch 2, step 815, loss 0.068, test 0.098
Epoch 2, step 816, loss 0.129, test 0.098
Epoch 2, step 817, loss 0.255, test 0.102
Epoch 2, step 818, loss 0.001, test 0.103
Epoch 2, step 819, loss 0.305, test 0.091
Epoch 2, step 820, loss 0.034, test 0.090
Epoch 2, step 821, loss 0.033, test 0.088
Epoch 2, step 822, loss 0.201, test 0.088
Epoch 2, step 823, loss 0.017, test 0.088
Epoch 2, step 824, loss 0.008, test 0.088
Epoch 2, step 825, loss 0.000, test 0.088
Epoch 2, step 826, loss 0.098, test 0.088
Epoch 2, step 827, loss 0.070, test 0.087
Epoch 2, step 828, loss 0.012, test 0.086
Epoch 2, step 829, loss 0.053, test 0.086
Epoch 2, step 830, loss 0.182, test 0.087
Epoch 2, step 831, loss 0.201, test 0.086
Epoch 2, step 832, loss 0.025, test 0.085
Epoch 2, step 833, loss 1.383, test 0.090
Epoch 2, step 834, loss 0.005, test 0.091
Epoch 2, step 835, loss 0.012, test 0.092
Epoch 2, step 836, loss 0.044, test 0.093
Epoch 2, step 837, loss 0.004, test 0.093
Epoch 2, step 838, loss 0.044, test 0.089
Epoch 2, step 839, loss 0.032, test 0.089
Epoch 2, step 840, loss 0.020, test 0.089
Epoch 2, step 841, loss 0.108, test 0.087
Epoch 2, step 842, loss 0.031, test 0.088
Epoch 2, step 843, loss 0.338, test 0.088
Epoch 2, step 844, loss 0.009, test 0.088
Epoch 2, step 845, loss 0.651, test 0.088
Epoch 2, step 846, loss 0.001, test 0.088
Epoch 2, step 847, loss 0.029, test 0.091
Epoch 2, step 848, loss 0.044, test 0.091
Epoch 2, step 849, loss 0.013, test 0.092
Epoch 2, step 850, loss 0.082, test 0.093
Epoch 2, step 851, loss 0.048, test 0.093
Epoch 2, step 852, loss 0.033, test 0.092
Epoch 2, step 853, loss 0.049, test 0.086
Epoch 2, step 854, loss 0.127, test 0.088
Epoch 2, step 855, loss 0.151, test 0.088
Epoch 2, step 856, loss 0.007, test 0.088
Epoch 2, step 857, loss 0.027, test 0.089
Epoch 2, step 858, loss 0.072, test 0.087
Epoch 2, step 859, loss 0.091, test 0.086
Epoch 2, step 860, loss 0.025, test 0.086
Epoch 2, step 861, loss 0.237, test 0.086
Epoch 2, step 862, loss 0.013, test 0.086
Epoch 2, step 863, loss 0.203, test 0.086
Epoch 2, step 864, loss 0.001, test 0.086
Epoch 2, step 865, loss 0.000, test 0.086
Epoch 2, step 866, loss 0.190, test 0.086
Epoch 2, step 867, loss 0.007, test 0.085
Epoch 2, step 868, loss 0.218, test 0.086
Epoch 2, step 869, loss 0.003, test 0.086
Epoch 2, step 870, loss 0.109, test 0.085
Epoch 2, step 871, loss 0.090, test 0.084
Epoch 2, step 872, loss 0.001, test 0.084
Epoch 2, step 873, loss 0.398, test 0.085
Epoch 2, step 874, loss 0.255, test 0.084
Epoch 2, step 875, loss 0.024, test 0.084
Epoch 2, step 876, loss 1.447, test 0.082
Epoch 2, step 877, loss 0.030, test 0.082
Epoch 2, step 878, loss 0.262, test 0.085
Epoch 2, step 879, loss 0.008, test 0.086
Epoch 2, step 880, loss 0.016, test 0.086
Epoch 2, step 881, loss 0.094, test 0.087
Epoch 2, step 882, loss 0.121, test 0.087
Epoch 2, step 883, loss 0.021, test 0.087
Epoch 2, step 884, loss 0.100, test 0.087
Epoch 2, step 885, loss 0.123, test 0.091
Epoch 2, step 886, loss 0.122, test 0.091
Epoch 2, step 887, loss 0.022, test 0.091
Epoch 2, step 888, loss 0.343, test 0.091
Epoch 2, step 889, loss 0.001, test 0.092
Epoch 2, step 890, loss 0.010, test 0.092
Epoch 2, step 891, loss 0.024, test 0.093
Epoch 2, step 892, loss 0.314, test 0.094
Epoch 2, step 893, loss 0.077, test 0.094
Epoch 2, step 894, loss 0.142, test 0.095
Epoch 2, step 895, loss 0.003, test 0.096
Epoch 2, step 896, loss 0.013, test 0.093
Epoch 2, step 897, loss 0.131, test 0.092
Epoch 2, step 898, loss 0.040, test 0.090
Epoch 2, step 899, loss 0.067, test 0.090
Epoch 2, step 900, loss 0.128, test 0.090
Epoch 2, step 901, loss 0.177, test 0.090
Epoch 2, step 902, loss 0.000, test 0.090
Epoch 2, step 903, loss 0.000, test 0.090
Epoch 2, step 904, loss 0.526, test 0.087
Epoch 2, step 905, loss 0.004, test 0.087
Epoch 2, step 906, loss 0.070, test 0.087
Epoch 2, step 907, loss 0.153, test 0.086
Epoch 2, step 908, loss 0.005, test 0.086
Epoch 2, step 909, loss 0.095, test 0.086
Epoch 2, step 910, loss 0.012, test 0.085
Epoch 2, step 911, loss 0.006, test 0.085
Epoch 2, step 912, loss 0.098, test 0.087
Epoch 2, step 913, loss 0.027, test 0.088
Epoch 2, step 914, loss 0.054, test 0.089
Epoch 2, step 915, loss 0.033, test 0.090
Epoch 2, step 916, loss 0.082, test 0.090
Epoch 2, step 917, loss 0.001, test 0.090
Epoch 2, step 918, loss 0.022, test 0.089
Epoch 2, step 919, loss 0.713, test 0.087
Epoch 2, step 920, loss 0.694, test 0.088
Epoch 2, step 921, loss 0.044, test 0.088
Epoch 2, step 922, loss 0.043, test 0.088
Epoch 2, step 923, loss 0.002, test 0.089
Epoch 2, step 924, loss 0.093, test 0.088
Epoch 2, step 925, loss 0.184, test 0.088
Epoch 2, step 926, loss 0.250, test 0.088
Epoch 2, step 927, loss 0.005, test 0.088
Epoch 2, step 928, loss 0.003, test 0.087
Epoch 2, step 929, loss 0.310, test 0.109
Epoch 2, step 930, loss 0.000, test 0.119
Epoch 2, step 931, loss 0.003, test 0.124
Epoch 2, step 932, loss 0.187, test 0.124
Epoch 2, step 933, loss 0.015, test 0.124
Epoch 2, step 934, loss 0.081, test 0.119
Epoch 2, step 935, loss 0.046, test 0.118
Epoch 2, step 936, loss 0.203, test 0.116
Epoch 2, step 937, loss 0.027, test 0.112
Epoch 2, step 938, loss 0.000, test 0.112
Epoch 2, step 939, loss 0.042, test 0.109
Epoch 2, step 940, loss 0.000, test 0.109
Epoch 2, step 941, loss 0.044, test 0.111
Epoch 2, step 942, loss 0.131, test 0.095
Epoch 2, step 943, loss 0.079, test 0.093
Epoch 2, step 944, loss 0.333, test 0.091
Epoch 2, step 945, loss 0.083, test 0.092
Epoch 2, step 946, loss 0.197, test 0.091
Epoch 2, step 947, loss 0.273, test 0.091
Epoch 2, step 948, loss 0.000, test 0.091
Epoch 2, step 949, loss 0.004, test 0.091
Epoch 2, step 950, loss 0.001, test 0.091
Epoch 2, step 951, loss 0.161, test 0.091
Epoch 2, step 952, loss 0.050, test 0.091
Epoch 2, step 953, loss 0.003, test 0.090
Epoch 2, step 954, loss 0.097, test 0.092
Epoch 2, step 955, loss 0.007, test 0.091
Epoch 2, step 956, loss 0.026, test 0.091
Epoch 2, step 957, loss 0.014, test 0.092
Epoch 2, step 958, loss 0.061, test 0.093
Epoch 2, step 959, loss 0.258, test 0.093
Epoch 2, step 960, loss 0.010, test 0.094
Epoch 2, step 961, loss 0.093, test 0.094
Epoch 2, step 962, loss 0.209, test 0.092
Epoch 2, step 963, loss 0.265, test 0.091
Epoch 2, step 964, loss 0.108, test 0.091
Epoch 2, step 965, loss 0.000, test 0.090
Epoch 2, step 966, loss 0.031, test 0.090
Epoch 2, step 967, loss 0.027, test 0.090
Epoch 2, step 968, loss 0.012, test 0.090
Epoch 2, step 969, loss 0.155, test 0.090
Epoch 2, step 970, loss 0.037, test 0.091
Epoch 2, step 971, loss 0.103, test 0.091
Epoch 2, step 972, loss 0.004, test 0.091
Epoch 2, step 973, loss 0.121, test 0.092
Epoch 2, step 974, loss 0.153, test 0.109
Epoch 2, step 975, loss 0.000, test 0.113
Epoch 2, step 976, loss 0.015, test 0.114
Epoch 2, step 977, loss 0.520, test 0.116
Epoch 2, step 978, loss 0.061, test 0.116
Epoch 2, step 979, loss 0.006, test 0.118
Epoch 2, step 980, loss 0.023, test 0.118
Epoch 2, step 981, loss 0.001, test 0.118
Epoch 2, step 982, loss 0.176, test 0.111
Epoch 2, step 983, loss 0.169, test 0.108
Epoch 2, step 984, loss 0.008, test 0.109
Epoch 2, step 985, loss 0.015, test 0.109
Epoch 2, step 986, loss 0.335, test 0.109
Epoch 2, step 987, loss 0.215, test 0.098
Epoch 2, step 988, loss 0.153, test 0.096
Epoch 2, step 989, loss 0.091, test 0.097
Epoch 2, step 990, loss 0.003, test 0.097
Epoch 2, step 991, loss 0.014, test 0.098
Epoch 2, step 992, loss 0.115, test 0.099
Epoch 2, step 993, loss 0.120, test 0.102
Epoch 2, step 994, loss 0.032, test 0.102
Epoch 2, step 995, loss 0.223, test 0.100
Epoch 2, step 996, loss 0.084, test 0.100
Epoch 2, step 997, loss 0.018, test 0.100
Epoch 2, step 998, loss 0.000, test 0.100
Epoch 2, step 999, loss 0.073, test 0.102
Epoch 3, step 0, loss 0.260, test 0.105
Epoch 3, step 1, loss 0.249, test 0.104
Epoch 3, step 2, loss 0.104, test 0.109
Epoch 3, step 3, loss 0.248, test 0.110
Epoch 3, step 4, loss 0.097, test 0.111
Epoch 3, step 5, loss 0.020, test 0.113
Epoch 3, step 6, loss 0.144, test 0.113
Epoch 3, step 7, loss 0.051, test 0.123
Epoch 3, step 8, loss 0.125, test 0.133
Epoch 3, step 9, loss 0.288, test 0.136
Epoch 3, step 10, loss 0.053, test 0.154
Epoch 3, step 11, loss 0.018, test 0.166
Epoch 3, step 12, loss 0.036, test 0.167
Epoch 3, step 13, loss 0.051, test 0.168
Epoch 3, step 14, loss 0.005, test 0.169
Epoch 3, step 15, loss 0.335, test 0.172
Epoch 3, step 16, loss 0.044, test 0.175
Epoch 3, step 17, loss 0.024, test 0.172
Epoch 3, step 18, loss 0.092, test 0.172
Epoch 3, step 19, loss 0.324, test 0.173
Epoch 3, step 20, loss 0.053, test 0.171
Epoch 3, step 21, loss 0.465, test 0.175
Epoch 3, step 22, loss 0.319, test 0.173
Epoch 3, step 23, loss 0.003, test 0.173
Epoch 3, step 24, loss 0.145, test 0.176
Epoch 3, step 25, loss 0.022, test 0.179
Epoch 3, step 26, loss 0.363, test 0.194
Epoch 3, step 27, loss 0.098, test 0.186
Epoch 3, step 28, loss 0.000, test 0.186
Epoch 3, step 29, loss 0.293, test 0.187
Epoch 3, step 30, loss 0.070, test 0.189
Epoch 3, step 31, loss 0.009, test 0.189
Epoch 3, step 32, loss 0.138, test 0.186
Epoch 3, step 33, loss 0.009, test 0.186
Epoch 3, step 34, loss 0.116, test 0.194
Epoch 3, step 35, loss 0.232, test 0.174
Epoch 3, step 36, loss 0.041, test 0.167
Epoch 3, step 37, loss 0.089, test 0.148
Epoch 3, step 38, loss 0.010, test 0.146
Epoch 3, step 39, loss 0.000, test 0.145
Epoch 3, step 40, loss 0.071, test 0.145
Epoch 3, step 41, loss 0.126, test 0.139
Epoch 3, step 42, loss 0.094, test 0.132
Epoch 3, step 43, loss 1.291, test 0.123
Epoch 3, step 44, loss 0.029, test 0.121
Epoch 3, step 45, loss 0.007, test 0.120
Epoch 3, step 46, loss 0.001, test 0.120
Epoch 3, step 47, loss 0.015, test 0.121
Epoch 3, step 48, loss 0.149, test 0.120
Epoch 3, step 49, loss 0.022, test 0.120
Epoch 3, step 50, loss 0.151, test 0.118
Epoch 3, step 51, loss 0.040, test 0.114
Epoch 3, step 52, loss 0.244, test 0.105
Epoch 3, step 53, loss 1.593, test 0.096
Epoch 3, step 54, loss 0.271, test 0.095
Epoch 3, step 55, loss 0.006, test 0.094
Epoch 3, step 56, loss 0.287, test 0.095
Epoch 3, step 57, loss 0.261, test 0.095
Epoch 3, step 58, loss 0.014, test 0.096
Epoch 3, step 59, loss 0.088, test 0.097
Epoch 3, step 60, loss 0.194, test 0.098
Epoch 3, step 61, loss 0.201, test 0.098
Epoch 3, step 62, loss 0.087, test 0.100
Epoch 3, step 63, loss 0.096, test 0.100
Epoch 3, step 64, loss 0.128, test 0.100
Epoch 3, step 65, loss 0.036, test 0.100
Epoch 3, step 66, loss 0.533, test 0.097
Epoch 3, step 67, loss 0.007, test 0.096
Epoch 3, step 68, loss 0.208, test 0.098
Epoch 3, step 69, loss 0.048, test 0.099
Epoch 3, step 70, loss 0.016, test 0.099
Epoch 3, step 71, loss 0.092, test 0.099
Epoch 3, step 72, loss 0.080, test 0.102
Epoch 3, step 73, loss 0.017, test 0.104
Epoch 3, step 74, loss 0.041, test 0.106
Epoch 3, step 75, loss 0.491, test 0.107
Epoch 3, step 76, loss 0.001, test 0.107
Epoch 3, step 77, loss 0.162, test 0.111
Epoch 3, step 78, loss 0.122, test 0.102
Epoch 3, step 79, loss 0.025, test 0.104
Epoch 3, step 80, loss 0.173, test 0.111
Epoch 3, step 81, loss 0.120, test 0.110
Epoch 3, step 82, loss 0.185, test 0.109
Epoch 3, step 83, loss 0.018, test 0.110
Epoch 3, step 84, loss 0.049, test 0.114
Epoch 3, step 85, loss 0.123, test 0.109
Epoch 3, step 86, loss 0.047, test 0.109
Epoch 3, step 87, loss 0.504, test 0.106
Epoch 3, step 88, loss 0.188, test 0.104
Epoch 3, step 89, loss 0.002, test 0.103
Epoch 3, step 90, loss 0.088, test 0.103
Epoch 3, step 91, loss 0.003, test 0.102
Epoch 3, step 92, loss 0.843, test 0.097
Epoch 3, step 93, loss 0.023, test 0.095
Epoch 3, step 94, loss 0.402, test 0.096
Epoch 3, step 95, loss 0.001, test 0.097
Epoch 3, step 96, loss 0.005, test 0.097
Epoch 3, step 97, loss 0.254, test 0.106
Epoch 3, step 98, loss 0.000, test 0.108
Epoch 3, step 99, loss 0.062, test 0.110
Epoch 3, step 100, loss 0.178, test 0.112
Epoch 3, step 101, loss 0.049, test 0.113
Epoch 3, step 102, loss 0.014, test 0.113
Epoch 3, step 103, loss 0.008, test 0.112
Epoch 3, step 104, loss 0.000, test 0.112
Epoch 3, step 105, loss 0.053, test 0.106
Epoch 3, step 106, loss 0.006, test 0.105
Epoch 3, step 107, loss 0.002, test 0.104
Epoch 3, step 108, loss 0.127, test 0.103
Epoch 3, step 109, loss 0.012, test 0.102
Epoch 3, step 110, loss 0.222, test 0.094
Epoch 3, step 111, loss 0.286, test 0.092
Epoch 3, step 112, loss 0.119, test 0.090
Epoch 3, step 113, loss 0.544, test 0.081
Epoch 3, step 114, loss 0.172, test 0.081
Epoch 3, step 115, loss 0.035, test 0.081
Epoch 3, step 116, loss 0.013, test 0.081
Epoch 3, step 117, loss 0.028, test 0.081
Epoch 3, step 118, loss 0.312, test 0.086
Epoch 3, step 119, loss 0.003, test 0.088
Epoch 3, step 120, loss 0.034, test 0.089
Epoch 3, step 121, loss 0.006, test 0.089
Epoch 3, step 122, loss 0.436, test 0.089
Epoch 3, step 123, loss 0.007, test 0.089
Epoch 3, step 124, loss 0.134, test 0.081
Epoch 3, step 125, loss 0.128, test 0.084
Epoch 3, step 126, loss 0.000, test 0.085
Epoch 3, step 127, loss 0.620, test 0.083
Epoch 3, step 128, loss 0.033, test 0.083
Epoch 3, step 129, loss 0.156, test 0.082
Epoch 3, step 130, loss 0.235, test 0.082
Epoch 3, step 131, loss 1.050, test 0.084
Epoch 3, step 132, loss 0.126, test 0.084
Epoch 3, step 133, loss 0.158, test 0.084
Epoch 3, step 134, loss 0.159, test 0.085
Epoch 3, step 135, loss 0.000, test 0.086
Epoch 3, step 136, loss 0.559, test 0.086
Epoch 3, step 137, loss 0.872, test 0.095
Epoch 3, step 138, loss 0.073, test 0.098
Epoch 3, step 139, loss 0.027, test 0.092
Epoch 3, step 140, loss 0.047, test 0.092
Epoch 3, step 141, loss 0.016, test 0.090
Epoch 3, step 142, loss 0.271, test 0.089
Epoch 3, step 143, loss 0.012, test 0.088
Epoch 3, step 144, loss 0.070, test 0.088
Epoch 3, step 145, loss 0.745, test 0.088
Epoch 3, step 146, loss 0.131, test 0.087
Epoch 3, step 147, loss 0.137, test 0.088
Epoch 3, step 148, loss 0.144, test 0.088
Epoch 3, step 149, loss 0.058, test 0.089
Epoch 3, step 150, loss 0.078, test 0.092
Epoch 3, step 151, loss 0.190, test 0.093
Epoch 3, step 152, loss 0.015, test 0.094
Epoch 3, step 153, loss 0.163, test 0.096
Epoch 3, step 154, loss 0.057, test 0.096
Epoch 3, step 155, loss 0.021, test 0.096
Epoch 3, step 156, loss 0.018, test 0.095
Epoch 3, step 157, loss 0.000, test 0.095
Epoch 3, step 158, loss 0.049, test 0.095
Epoch 3, step 159, loss 0.019, test 0.095
Epoch 3, step 160, loss 0.095, test 0.095
Epoch 3, step 161, loss 0.293, test 0.098
Epoch 3, step 162, loss 0.497, test 0.103
Epoch 3, step 163, loss 0.038, test 0.103
Epoch 3, step 164, loss 0.135, test 0.105
Epoch 3, step 165, loss 0.008, test 0.106
Epoch 3, step 166, loss 0.195, test 0.118
Epoch 3, step 167, loss 0.007, test 0.121
Epoch 3, step 168, loss 0.126, test 0.118
Epoch 3, step 169, loss 0.134, test 0.106
Epoch 3, step 170, loss 0.116, test 0.107
Epoch 3, step 171, loss 0.141, test 0.105
Epoch 3, step 172, loss 0.015, test 0.104
Epoch 3, step 173, loss 0.001, test 0.104
Epoch 3, step 174, loss 0.025, test 0.105
Epoch 3, step 175, loss 0.072, test 0.099
Epoch 3, step 176, loss 0.069, test 0.094
Epoch 3, step 177, loss 0.000, test 0.094
Epoch 3, step 178, loss 0.085, test 0.093
Epoch 3, step 179, loss 0.502, test 0.080
Epoch 3, step 180, loss 0.003, test 0.080
Epoch 3, step 181, loss 0.041, test 0.079
Epoch 3, step 182, loss 0.492, test 0.105
Epoch 3, step 183, loss 0.289, test 0.112
Epoch 3, step 184, loss 0.000, test 0.116
Epoch 3, step 185, loss 0.001, test 0.118
Epoch 3, step 186, loss 0.021, test 0.119
Epoch 3, step 187, loss 0.082, test 0.114
Epoch 3, step 188, loss 0.010, test 0.113
Epoch 3, step 189, loss 0.212, test 0.116
Epoch 3, step 190, loss 0.233, test 0.105
Epoch 3, step 191, loss 0.029, test 0.104
Epoch 3, step 192, loss 0.008, test 0.104
Epoch 3, step 193, loss 0.092, test 0.104
Epoch 3, step 194, loss 0.169, test 0.101
Epoch 3, step 195, loss 0.007, test 0.099
Epoch 3, step 196, loss 0.171, test 0.099
Epoch 3, step 197, loss 0.050, test 0.098
Epoch 3, step 198, loss 0.004, test 0.098
Epoch 3, step 199, loss 0.020, test 0.099
Epoch 3, step 200, loss 0.872, test 0.086
Epoch 3, step 201, loss 1.058, test 0.084
Epoch 3, step 202, loss 0.013, test 0.083
Epoch 3, step 203, loss 0.083, test 0.082
Epoch 3, step 204, loss 0.073, test 0.080
Epoch 3, step 205, loss 0.295, test 0.079
Epoch 3, step 206, loss 0.046, test 0.079
Epoch 3, step 207, loss 0.042, test 0.082
Epoch 3, step 208, loss 0.072, test 0.081
Epoch 3, step 209, loss 0.007, test 0.082
Epoch 3, step 210, loss 0.317, test 0.083
Epoch 3, step 211, loss 0.181, test 0.083
Epoch 3, step 212, loss 0.000, test 0.083
Epoch 3, step 213, loss 0.285, test 0.084
Epoch 3, step 214, loss 0.109, test 0.083
Epoch 3, step 215, loss 0.116, test 0.083
Epoch 3, step 216, loss 0.049, test 0.083
Epoch 3, step 217, loss 0.031, test 0.083
Epoch 3, step 218, loss 0.049, test 0.083
Epoch 3, step 219, loss 0.049, test 0.085
Epoch 3, step 220, loss 0.196, test 0.085
Epoch 3, step 221, loss 0.120, test 0.088
Epoch 3, step 222, loss 0.478, test 0.090
Epoch 3, step 223, loss 0.087, test 0.091
Epoch 3, step 224, loss 0.032, test 0.092
Epoch 3, step 225, loss 0.142, test 0.093
Epoch 3, step 226, loss 0.076, test 0.096
Epoch 3, step 227, loss 0.185, test 0.095
Epoch 3, step 228, loss 0.417, test 0.096
Epoch 3, step 229, loss 0.116, test 0.098
Epoch 3, step 230, loss 0.005, test 0.098
Epoch 3, step 231, loss 0.658, test 0.100
Epoch 3, step 232, loss 0.012, test 0.100
Epoch 3, step 233, loss 0.000, test 0.101
Epoch 3, step 234, loss 0.024, test 0.099
Epoch 3, step 235, loss 0.014, test 0.102
Epoch 3, step 236, loss 0.063, test 0.100
Epoch 3, step 237, loss 0.126, test 0.098
Epoch 3, step 238, loss 0.023, test 0.097
Epoch 3, step 239, loss 0.000, test 0.096
Epoch 3, step 240, loss 0.001, test 0.096
Epoch 3, step 241, loss 0.022, test 0.091
Epoch 3, step 242, loss 0.004, test 0.090
Epoch 3, step 243, loss 0.183, test 0.089
Epoch 3, step 244, loss 0.041, test 0.089
Epoch 3, step 245, loss 0.151, test 0.091
Epoch 3, step 246, loss 0.103, test 0.093
Epoch 3, step 247, loss 0.030, test 0.093
Epoch 3, step 248, loss 0.130, test 0.095
Epoch 3, step 249, loss 0.052, test 0.095
Epoch 3, step 250, loss 0.004, test 0.095
Epoch 3, step 251, loss 0.149, test 0.095
Epoch 3, step 252, loss 0.044, test 0.095
Epoch 3, step 253, loss 0.004, test 0.095
Epoch 3, step 254, loss 0.388, test 0.094
Epoch 3, step 255, loss 0.390, test 0.093
Epoch 3, step 256, loss 0.056, test 0.093
Epoch 3, step 257, loss 0.010, test 0.093
Epoch 3, step 258, loss 0.309, test 0.092
Epoch 3, step 259, loss 0.191, test 0.092
Epoch 3, step 260, loss 0.340, test 0.090
Epoch 3, step 261, loss 0.205, test 0.089
Epoch 3, step 262, loss 0.169, test 0.091
Epoch 3, step 263, loss 0.335, test 0.100
Epoch 3, step 264, loss 0.238, test 0.103
Epoch 3, step 265, loss 0.005, test 0.104
Epoch 3, step 266, loss 0.557, test 0.104
Epoch 3, step 267, loss 0.070, test 0.105
Epoch 3, step 268, loss 0.065, test 0.107
Epoch 3, step 269, loss 0.297, test 0.106
Epoch 3, step 270, loss 0.071, test 0.106
Epoch 3, step 271, loss 0.032, test 0.109
Epoch 3, step 272, loss 0.231, test 0.113
Epoch 3, step 273, loss 0.159, test 0.109
Epoch 3, step 274, loss 0.024, test 0.108
Epoch 3, step 275, loss 0.249, test 0.103
Epoch 3, step 276, loss 0.014, test 0.099
Epoch 3, step 277, loss 0.065, test 0.120
Epoch 3, step 278, loss 0.021, test 0.124
Epoch 3, step 279, loss 0.004, test 0.127
Epoch 3, step 280, loss 0.061, test 0.126
Epoch 3, step 281, loss 0.545, test 0.125
Epoch 3, step 282, loss 0.146, test 0.123
Epoch 3, step 283, loss 0.081, test 0.121
Epoch 3, step 284, loss 0.002, test 0.120
Epoch 3, step 285, loss 1.021, test 0.118
Epoch 3, step 286, loss 0.159, test 0.145
Epoch 3, step 287, loss 0.041, test 0.162
Epoch 3, step 288, loss 0.004, test 0.170
Epoch 3, step 289, loss 0.028, test 0.176
Epoch 3, step 290, loss 0.075, test 0.182
Epoch 3, step 291, loss 0.148, test 0.178
Epoch 3, step 292, loss 0.108, test 0.179
Epoch 3, step 293, loss 0.053, test 0.177
Epoch 3, step 294, loss 0.001, test 0.177
Epoch 3, step 295, loss 0.003, test 0.179
Epoch 3, step 296, loss 0.383, test 0.176
Epoch 3, step 297, loss 0.500, test 0.151
Epoch 3, step 298, loss 0.008, test 0.148
Epoch 3, step 299, loss 0.014, test 0.146
Epoch 3, step 300, loss 0.006, test 0.144
Epoch 3, step 301, loss 0.057, test 0.134
Epoch 3, step 302, loss 0.050, test 0.133
Epoch 3, step 303, loss 0.186, test 0.146
Epoch 3, step 304, loss 0.609, test 0.146
Epoch 3, step 305, loss 0.000, test 0.146
Epoch 3, step 306, loss 0.266, test 0.143
Epoch 3, step 307, loss 0.292, test 0.140
Epoch 3, step 308, loss 0.305, test 0.131
Epoch 3, step 309, loss 0.061, test 0.128
Epoch 3, step 310, loss 0.050, test 0.127
Epoch 3, step 311, loss 0.001, test 0.127
Epoch 3, step 312, loss 0.433, test 0.152
Epoch 3, step 313, loss 0.114, test 0.165
Epoch 3, step 314, loss 0.046, test 0.165
Epoch 3, step 315, loss 0.010, test 0.167
Epoch 3, step 316, loss 0.004, test 0.168
Epoch 3, step 317, loss 0.296, test 0.164
Epoch 3, step 318, loss 0.009, test 0.161
Epoch 3, step 319, loss 0.000, test 0.160
Epoch 3, step 320, loss 0.653, test 0.164
Epoch 3, step 321, loss 0.196, test 0.167
Epoch 3, step 322, loss 0.322, test 0.152
Epoch 3, step 323, loss 0.029, test 0.146
Epoch 3, step 324, loss 0.072, test 0.147
Epoch 3, step 325, loss 0.425, test 0.139
Epoch 3, step 326, loss 0.126, test 0.140
Epoch 3, step 327, loss 0.036, test 0.149
Epoch 3, step 328, loss 0.026, test 0.154
Epoch 3, step 329, loss 0.008, test 0.156
Epoch 3, step 330, loss 0.020, test 0.156
Epoch 3, step 331, loss 0.001, test 0.157
Epoch 3, step 332, loss 0.008, test 0.158
Epoch 3, step 333, loss 0.419, test 0.139
Epoch 3, step 334, loss 0.011, test 0.135
Epoch 3, step 335, loss 0.040, test 0.129
Epoch 3, step 336, loss 0.021, test 0.129
Epoch 3, step 337, loss 0.031, test 0.123
Epoch 3, step 338, loss 0.333, test 0.127
Epoch 3, step 339, loss 0.018, test 0.128
Epoch 3, step 340, loss 0.067, test 0.128
Epoch 3, step 341, loss 0.524, test 0.131
Epoch 3, step 342, loss 0.056, test 0.133
Epoch 3, step 343, loss 0.045, test 0.138
Epoch 3, step 344, loss 0.371, test 0.122
Epoch 3, step 345, loss 0.174, test 0.121
Epoch 3, step 346, loss 0.305, test 0.122
Epoch 3, step 347, loss 0.098, test 0.125
Epoch 3, step 348, loss 0.230, test 0.114
Epoch 3, step 349, loss 0.023, test 0.111
Epoch 3, step 350, loss 0.009, test 0.109
Epoch 3, step 351, loss 0.251, test 0.095
Epoch 3, step 352, loss 0.024, test 0.092
Epoch 3, step 353, loss 0.003, test 0.091
Epoch 3, step 354, loss 0.000, test 0.091
Epoch 3, step 355, loss 0.439, test 0.095
Epoch 3, step 356, loss 0.020, test 0.095
Epoch 3, step 357, loss 0.094, test 0.095
Epoch 3, step 358, loss 0.022, test 0.095
Epoch 3, step 359, loss 0.429, test 0.103
Epoch 3, step 360, loss 0.006, test 0.105
Epoch 3, step 361, loss 0.000, test 0.105
Epoch 3, step 362, loss 0.320, test 0.110
Epoch 3, step 363, loss 0.039, test 0.110
Epoch 3, step 364, loss 0.374, test 0.108
Epoch 3, step 365, loss 0.008, test 0.109
Epoch 3, step 366, loss 0.271, test 0.115
Epoch 3, step 367, loss 0.263, test 0.123
Epoch 3, step 368, loss 0.001, test 0.124
Epoch 3, step 369, loss 0.287, test 0.109
Epoch 3, step 370, loss 0.737, test 0.105
Epoch 3, step 371, loss 0.057, test 0.105
Epoch 3, step 372, loss 0.040, test 0.107
Epoch 3, step 373, loss 0.038, test 0.107
Epoch 3, step 374, loss 0.087, test 0.109
Epoch 3, step 375, loss 0.228, test 0.096
Epoch 3, step 376, loss 0.400, test 0.098
Epoch 3, step 377, loss 0.467, test 0.099
Epoch 3, step 378, loss 0.214, test 0.095
Epoch 3, step 379, loss 0.145, test 0.095
Epoch 3, step 380, loss 0.160, test 0.096
Epoch 3, step 381, loss 0.312, test 0.098
Epoch 3, step 382, loss 0.820, test 0.091
Epoch 3, step 383, loss 0.018, test 0.092
Epoch 3, step 384, loss 0.400, test 0.094
Epoch 3, step 385, loss 0.001, test 0.096
Epoch 3, step 386, loss 0.495, test 0.110
Epoch 3, step 387, loss 0.051, test 0.117
Epoch 3, step 388, loss 0.003