程序代写代做代考 Keras svm_cnn_roc-checkpoint

svm_cnn_roc-checkpoint

In [39]:

import pandas as pd
import numpy as np
from sklearn.decomposition import PCA
from sklearn.svm import SVC
from collections import Counter
import matplotlib.pyplot as plt
from tqdm import tqdm_notebook
from sklearn.model_selection import GridSearchCV, StratifiedKFold, KFold
from itertools import cycle
from sklearn import svm, datasets
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import label_binarize
from sklearn.multiclass import OneVsRestClassifier
from scipy import interp
from keras.models import Model
from keras.layers import SpatialDropout1D, Conv1D, Embedding, BatchNormalization, Flatten, Input, PReLU, Dropout, Dense, GRU, Reshape, GlobalAveragePooling1D
from keras.preprocessing import text, sequence
from sklearn.metrics import roc_curve, auc
from scipy.sparse import csr_matrix, hstack

In [2]:

def get_plot_fin(y, train_meta, n_class):
fpr = dict()
tpr = dict()
roc_auc = dict()
for i in range(n_classes):
fpr[i], tpr[i], _ = roc_curve(y[:, i], train_meta[:, i])
roc_auc[i] = auc(fpr[i], tpr[i])

fpr[“micro”], tpr[“micro”], _ = roc_curve(y.ravel(), train_meta.ravel())
roc_auc[“micro”] = auc(fpr[“micro”], tpr[“micro”])

all_fpr = np.unique(np.concatenate([fpr[i] for i in range(n_classes)]))
# Then interpolate all ROC curves at this points
mean_tpr = np.zeros_like(all_fpr)
for i in range(n_classes):
mean_tpr += interp(all_fpr, fpr[i], tpr[i])
# Finally average it and compute AUC
mean_tpr /= n_classes
fpr[“macro”] = all_fpr
tpr[“macro”] = mean_tpr
roc_auc[“macro”] = auc(fpr[“macro”], tpr[“macro”])

# Plot all ROC curves
lw=2
plt.figure()
plt.plot(fpr[“micro”], tpr[“micro”],
label=’micro-average ROC curve (area = {0:0.2f})’
”.format(roc_auc[“micro”]),
color=’deeppink’, linestyle=’:’, linewidth=4)

plt.plot(fpr[“macro”], tpr[“macro”],
label=’macro-average ROC curve (area = {0:0.2f})’
”.format(roc_auc[“macro”]),
color=’navy’, linestyle=’:’, linewidth=4)

colors = cycle([‘aqua’, ‘darkorange’, ‘cornflowerblue’])
for i, color in zip(range(n_classes), colors):
plt.plot(fpr[i], tpr[i], color=color, lw=lw,
label=’ROC curve of class {0} (area = {1:0.2f})’
”.format(i, roc_auc[i]))

plt.plot([0, 1], [0, 1], ‘k–‘, lw=lw)
plt.xlim([0.0, 1.0])
plt.ylim([0.0, 1.05])
plt.xlabel(‘False Positive Rate’)
plt.ylabel(‘True Positive Rate’)
plt.title(‘Some extension of Receiver operating characteristic to multi-class’)
plt.legend(loc=”lower right”)
plt.show()

In [3]:

train = pd.read_csv(‘1.csv’)
cols = train.columns.tolist()
cols[0]=’label’
cols[1]=’name’
train.columns = cols
y = train[‘label’]
train = train[train.columns[2:]]

In [4]:

y = label_binarize(y, classes=[‘A’, ‘B’, ‘C’, ‘D’])
n_classes = y.shape[1]

In [5]:

pca = PCA(n_components=32, whiten=True)
pca.fit(train.values)
train_feature = pca.transform(train.values)

svm model kfold¶

In [6]:

DATA_SPLIT_SEED = 2018
train_meta = np.zeros(y.shape)
kf = KFold(n_splits=5, random_state=233)
for train_idx, valid_idx in kf.split(train):
of_train, of_train_y = train_feature[train_idx], y[train_idx]
of_valid, of_valid_y = train_feature[valid_idx], y[valid_idx]
model = OneVsRestClassifier(svm.SVC(kernel=’linear’, probability=True,random_state=233))
y_score = model.fit(of_train, of_train_y).decision_function(of_valid)
train_meta[valid_idx] = y_score

plot roc fig¶

In [7]:

get_plot_fin(y, train_meta, n_classes)

cnn model kfold¶

In [18]:

X_dummies = csr_matrix(pd.get_dummies(train,sparse=True).values)

Out[18]:

<703x1612 sparse matrix of type '‘
with 265506 stored elements in Compressed Sparse Row format>

In [80]:

def model_cnn():
filter_sizes = [1,2,3,5]
num_filters = 16

inp = Input(shape=(train.shape[1],))
rinp = Reshape((403, 4), input_shape=(train.shape[1],))(inp)
cnn_la = Conv1D(100, 10, activation=’relu’, input_shape=(403, 4))(rinp)
cnn_la = Conv1D(100, 10, activation=’relu’)(cnn_la)
avg = GlobalAveragePooling1D()(cnn_la)
outp = Dense(4, activation=”softmax”)(avg)
model = Model(inputs=inp, outputs=outp)
model.compile(loss=’categorical_crossentropy’, optimizer=’adam’, metrics=[‘accuracy’])

return model

In [81]:

DATA_SPLIT_SEED = 2018
train_meta = np.zeros(y.shape)
kf = KFold(n_splits=5, random_state=233)
for train_idx, valid_idx in kf.split(train):
of_train, of_train_y = X_dummies[train_idx], y[train_idx]
of_valid, of_valid_y = X_dummies[valid_idx], y[valid_idx]
model = model_cnn()
print(of_train.shape)
model.fit(of_train, of_train_y,
batch_size=2, epochs=4,
validation_data=(of_valid, of_valid_y),)
pred_glove_val_y = model.predict(of_valid, verbose=1)
train_meta[valid_idx] = pred_glove_val_y

(562, 1612)
Train on 562 samples, validate on 141 samples
Epoch 1/4
426/562 [=====================>……..] – ETA: 4:20 – loss: 0.9727 – acc: 1.000 – ETA: 2:27 – loss: 4.5159 – acc: 0.750 – ETA: 1:52 – loss: 5.6969 – acc: 0.666 – ETA: 1:33 – loss: 4.2727 – acc: 0.750 – ETA: 1:22 – loss: 3.4182 – acc: 0.800 – ETA: 1:14 – loss: 5.5348 – acc: 0.666 – ETA: 1:07 – loss: 4.7441 – acc: 0.714 – ETA: 1:03 – loss: 5.1585 – acc: 0.687 – ETA: 1:00 – loss: 6.3762 – acc: 0.611 – ETA: 57s – loss: 5.7386 – acc: 0.650 – ETA: 55s – loss: 6.6822 – acc: 0.59 – ETA: 53s – loss: 6.1253 – acc: 0.62 – ETA: 51s – loss: 5.6542 – acc: 0.65 – ETA: 50s – loss: 5.8259 – acc: 0.64 – ETA: 48s – loss: 5.4375 – acc: 0.66 – ETA: 47s – loss: 5.6014 – acc: 0.65 – ETA: 46s – loss: 6.2200 – acc: 0.61 – ETA: 45s – loss: 6.7699 – acc: 0.58 – ETA: 44s – loss: 6.4136 – acc: 0.60 – ETA: 43s – loss: 6.0929 – acc: 0.62 – ETA: 43s – loss: 6.1865 – acc: 0.61 – ETA: 42s – loss: 5.9053 – acc: 0.63 – ETA: 41s – loss: 5.9990 – acc: 0.63 – ETA: 41s – loss: 6.4206 – acc: 0.60 – ETA: 40s – loss: 6.4861 – acc: 0.60 – ETA: 40s – loss: 6.8566 – acc: 0.57 – ETA: 40s – loss: 7.1996 – acc: 0.55 – ETA: 39s – loss: 6.9425 – acc: 0.57 – ETA: 39s – loss: 6.7031 – acc: 0.58 – ETA: 39s – loss: 6.4797 – acc: 0.60 – ETA: 38s – loss: 6.5306 – acc: 0.59 – ETA: 38s – loss: 6.3265 – acc: 0.60 – ETA: 37s – loss: 6.6232 – acc: 0.59 – ETA: 37s – loss: 6.4284 – acc: 0.60 – ETA: 37s – loss: 6.2448 – acc: 0.61 – ETA: 36s – loss: 6.0713 – acc: 0.62 – ETA: 36s – loss: 5.9072 – acc: 0.63 – ETA: 36s – loss: 5.9638 – acc: 0.63 – ETA: 35s – loss: 5.8109 – acc: 0.64 – ETA: 35s – loss: 5.8671 – acc: 0.63 – ETA: 35s – loss: 5.7240 – acc: 0.64 – ETA: 34s – loss: 5.7796 – acc: 0.64 – ETA: 34s – loss: 5.6452 – acc: 0.65 – ETA: 34s – loss: 5.5169 – acc: 0.65 – ETA: 34s – loss: 5.3943 – acc: 0.66 – ETA: 33s – loss: 5.2770 – acc: 0.67 – ETA: 33s – loss: 5.1648 – acc: 0.68 – ETA: 33s – loss: 5.0572 – acc: 0.68 – ETA: 33s – loss: 5.2829 – acc: 0.67 – ETA: 32s – loss: 5.1772 – acc: 0.68 – ETA: 32s – loss: 5.0757 – acc: 0.68 – ETA: 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acc: 0.66 – ETA: 24s – loss: 5.3052 – acc: 0.67 – ETA: 24s – loss: 5.3312 – acc: 0.66 – ETA: 23s – loss: 5.3567 – acc: 0.66 – ETA: 23s – loss: 5.3817 – acc: 0.66 – ETA: 23s – loss: 5.3323 – acc: 0.66 – ETA: 23s – loss: 5.4304 – acc: 0.66 – ETA: 23s – loss: 5.4541 – acc: 0.66 – ETA: 23s – loss: 5.4773 – acc: 0.66 – ETA: 23s – loss: 5.4289 – acc: 0.66 – ETA: 22s – loss: 5.3812 – acc: 0.66 – ETA: 22s – loss: 5.3344 – acc: 0.66 – ETA: 22s – loss: 5.2885 – acc: 0.67 – ETA: 22s – loss: 5.2433 – acc: 0.67 – ETA: 22s – loss: 5.2671 – acc: 0.67 – ETA: 22s – loss: 5.2906 – acc: 0.67 – ETA: 22s – loss: 5.2465 – acc: 0.67 – ETA: 22s – loss: 5.2697 – acc: 0.67 – ETA: 21s – loss: 5.2265 – acc: 0.67 – ETA: 21s – loss: 5.1840 – acc: 0.67 – ETA: 21s – loss: 5.1422 – acc: 0.68 – ETA: 21s – loss: 5.1656 – acc: 0.68 – ETA: 21s – loss: 5.1246 – acc: 0.68 – ETA: 21s – loss: 5.2111 – acc: 0.67 – ETA: 21s – loss: 5.2334 – acc: 0.67 – ETA: 20s – loss: 5.1928 – acc: 0.67 – ETA: 20s – loss: 5.1529 – acc: 0.68 – 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– acc: 0.69 – ETA: 13s – loss: 4.9546 – acc: 0.69 – ETA: 13s – loss: 4.9278 – acc: 0.69 – ETA: 12s – loss: 4.9013 – acc: 0.69 – ETA: 12s – loss: 4.9182 – acc: 0.69 – ETA: 12s – loss: 4.8921 – acc: 0.69 – ETA: 12s – loss: 4.9088 – acc: 0.69 – ETA: 12s – loss: 4.9678 – acc: 0.69 – ETA: 12s – loss: 4.9840 – acc: 0.69 – ETA: 12s – loss: 5.0000 – acc: 0.69 – ETA: 11s – loss: 5.0576 – acc: 0.68 – ETA: 11s – loss: 5.0315 – acc: 0.68 – ETA: 11s – loss: 5.0471 – acc: 0.68 – ETA: 11s – loss: 5.0624 – acc: 0.68 – ETA: 11s – loss: 5.0776 – acc: 0.68 – ETA: 11s – loss: 5.1334 – acc: 0.68 – ETA: 11s – loss: 5.1076 – acc: 0.68 – ETA: 10s – loss: 5.0821 – acc: 0.68 – ETA: 10s – loss: 5.0568 – acc: 0.68 – ETA: 10s – loss: 5.0318 – acc: 0.68 – ETA: 10s – loss: 5.0467 – acc: 0.68 – ETA: 10s – loss: 5.0219 – acc: 0.68 – ETA: 10s – loss: 5.0367 – acc: 0.68 – ETA: 10s – loss: 5.0905 – acc: 0.68 – ETA: 9s – loss: 5.0659 – acc: 0.6860 – ETA: 9s – loss: 5.1191 – acc: 0.682 – ETA: 9s – loss: 5.0946 – acc: 0.684 – ETA: 9s – loss: 5.1471 – acc: 0.681 – ETA: 9s – loss: 5.1609 – acc: 0.680 – ETA: 9s – loss: 5.1746 – acc: 0.679 – ETA: 9s – loss: 5.2259 – acc: 0.6761562/562 [==============================] – ETA: 9s – loss: 5.2392 – acc: 0.675 – ETA: 8s – loss: 5.2148 – acc: 0.676 – ETA: 8s – loss: 5.2280 – acc: 0.675 – ETA: 8s – loss: 5.2039 – acc: 0.677 – ETA: 8s – loss: 5.2170 – acc: 0.676 – ETA: 8s – loss: 5.2667 – acc: 0.673 – ETA: 8s – loss: 5.2794 – acc: 0.672 – ETA: 8s – loss: 5.2556 – acc: 0.674 – ETA: 8s – loss: 5.2319 – acc: 0.675 – ETA: 7s – loss: 5.2084 – acc: 0.677 – ETA: 7s – loss: 5.1852 – acc: 0.678 – ETA: 7s – loss: 5.1979 – acc: 0.677 – ETA: 7s – loss: 5.1749 – acc: 0.679 – ETA: 7s – loss: 5.1876 – acc: 0.678 – ETA: 7s – loss: 5.2356 – acc: 0.675 – ETA: 7s – loss: 5.2127 – acc: 0.676 – ETA: 6s – loss: 5.2251 – acc: 0.676 – ETA: 6s – loss: 5.2025 – acc: 0.677 – ETA: 6s – loss: 5.1801 – acc: 0.678 – ETA: 6s – loss: 5.1924 – acc: 0.678 – ETA: 6s – loss: 5.2047 – acc: 0.677 – ETA: 6s – loss: 5.1825 – acc: 0.678 – ETA: 6s – loss: 5.2289 – acc: 0.675 – ETA: 5s – loss: 5.2408 – acc: 0.675 – ETA: 5s – loss: 5.2188 – acc: 0.676 – ETA: 5s – loss: 5.1969 – acc: 0.677 – ETA: 5s – loss: 5.2089 – acc: 0.677 – ETA: 5s – loss: 5.1872 – acc: 0.678 – ETA: 5s – loss: 5.2324 – acc: 0.675 – ETA: 5s – loss: 5.2109 – acc: 0.677 – ETA: 5s – loss: 5.1895 – acc: 0.678 – ETA: 4s – loss: 5.1683 – acc: 0.679 – ETA: 4s – loss: 5.1473 – acc: 0.680 – ETA: 4s – loss: 5.1591 – acc: 0.680 – ETA: 4s – loss: 5.1708 – acc: 0.679 – ETA: 4s – loss: 5.1824 – acc: 0.678 – ETA: 4s – loss: 5.1939 – acc: 0.678 – ETA: 4s – loss: 5.1732 – acc: 0.679 – ETA: 3s – loss: 5.1527 – acc: 0.680 – ETA: 3s – loss: 5.1323 – acc: 0.681 – ETA: 3s – loss: 5.1121 – acc: 0.683 – ETA: 3s – loss: 5.0921 – acc: 0.684 – ETA: 3s – loss: 5.0722 – acc: 0.685 – ETA: 3s – loss: 5.0838 – acc: 0.684 – ETA: 3s – loss: 5.0953 – acc: 0.684 – ETA: 3s – loss: 5.1068 – acc: 0.683 – ETA: 2s – loss: 5.0871 – acc: 0.684 – ETA: 2s – loss: 5.1294 – acc: 0.682 – ETA: 2s – loss: 5.1406 – acc: 0.681 – ETA: 2s – loss: 5.1517 – acc: 0.680 – ETA: 2s – loss: 5.1932 – acc: 0.678 – ETA: 2s – loss: 5.1736 – acc: 0.679 – ETA: 2s – loss: 5.1542 – acc: 0.680 – ETA: 1s – loss: 5.1952 – acc: 0.677 – ETA: 1s – loss: 5.1759 – acc: 0.679 – ETA: 1s – loss: 5.1566 – acc: 0.680 – ETA: 1s – loss: 5.1972 – acc: 0.677 – ETA: 1s – loss: 5.1780 – acc: 0.679 – ETA: 1s – loss: 5.1886 – acc: 0.678 – ETA: 1s – loss: 5.1696 – acc: 0.679 – ETA: 0s – loss: 5.1802 – acc: 0.678 – ETA: 0s – loss: 5.1613 – acc: 0.680 – ETA: 0s – loss: 5.1718 – acc: 0.679 – ETA: 0s – loss: 5.1532 – acc: 0.680 – ETA: 0s – loss: 5.1636 – acc: 0.679 – ETA: 0s – loss: 5.1451 – acc: 0.681 – ETA: 0s – loss: 5.1267 – acc: 0.682 – 42s 74ms/step – loss: 5.1372 – acc: 0.6815 – val_loss: 1.8293 – val_acc: 0.8865
Epoch 2/4
430/562 [=====================>……..] – ETA: 37s – loss: 8.0590 – acc: 0.50 – ETA: 35s – loss: 12.0886 – acc: 0.250 – ETA: 34s – loss: 10.7454 – acc: 0.333 – ETA: 34s – loss: 8.0590 – acc: 0.500 – ETA: 34s – loss: 6.4472 – acc: 0.60 – ETA: 34s – loss: 5.3727 – acc: 0.66 – ETA: 33s – loss: 5.7565 – acc: 0.64 – ETA: 33s – loss: 5.0369 – acc: 0.68 – ETA: 33s – loss: 5.3727 – acc: 0.66 – ETA: 33s – loss: 4.8354 – acc: 0.70 – ETA: 33s – loss: 4.3958 – acc: 0.72 – ETA: 32s – loss: 4.7011 – acc: 0.70 – ETA: 32s – loss: 4.9594 – acc: 0.69 – ETA: 32s – loss: 4.6052 – acc: 0.71 – ETA: 33s – loss: 5.3727 – acc: 0.66 – ETA: 33s – loss: 5.5406 – acc: 0.65 – ETA: 33s – loss: 5.6887 – acc: 0.64 – ETA: 33s – loss: 5.3727 – acc: 0.66 – ETA: 33s – loss: 5.5141 – acc: 0.65 – ETA: 33s – loss: 5.6413 – acc: 0.65 – ETA: 33s – loss: 5.7565 – acc: 0.64 – ETA: 33s – loss: 5.8611 – acc: 0.63 – ETA: 32s – loss: 5.6063 – acc: 0.65 – ETA: 33s – loss: 5.7085 – acc: 0.64 – ETA: 33s – loss: 5.4802 – acc: 0.66 – ETA: 32s – loss: 5.5793 – acc: 0.65 – ETA: 32s – loss: 5.6712 – acc: 0.64 – ETA: 32s – loss: 5.7565 – acc: 0.64 – ETA: 32s – loss: 5.5580 – acc: 0.65 – ETA: 32s – loss: 5.6413 – acc: 0.65 – ETA: 32s – loss: 5.4594 – acc: 0.66 – ETA: 32s – loss: 5.2888 – acc: 0.67 – ETA: 32s – loss: 5.3727 – acc: 0.66 – ETA: 32s – loss: 5.6887 – acc: 0.64 – ETA: 32s – loss: 5.7565 – acc: 0.64 – ETA: 32s – loss: 5.5966 – acc: 0.65 – ETA: 32s – loss: 5.6631 – acc: 0.64 – ETA: 32s – loss: 5.7262 – acc: 0.64 – ETA: 32s – loss: 5.7860 – acc: 0.64 – ETA: 31s – loss: 6.0443 – acc: 0.62 – ETA: 31s – loss: 6.0934 – acc: 0.62 – ETA: 31s – loss: 5.9483 – acc: 0.63 – ETA: 31s – loss: 5.8100 – acc: 0.63 – ETA: 31s – loss: 5.8611 – acc: 0.63 – ETA: 31s – loss: 5.9100 – acc: 0.63 – ETA: 31s – loss: 5.7815 – acc: 0.64 – ETA: 30s – loss: 6.0014 – acc: 0.62 – ETA: 30s – loss: 5.8764 – acc: 0.63 – ETA: 30s – loss: 5.7565 – acc: 0.64 – ETA: 30s – loss: 5.6413 – acc: 0.65 – ETA: 30s – loss: 5.6887 – acc: 0.64 – ETA: 30s – loss: 5.5793 – acc: 0.65 – ETA: 29s – loss: 5.4741 – acc: 0.66 – ETA: 29s – loss: 5.3727 – acc: 0.66 – ETA: 29s – loss: 5.4215 – acc: 0.66 – ETA: 29s – loss: 5.4686 – acc: 0.66 – ETA: 29s – loss: 5.3727 – acc: 0.66 – ETA: 29s – loss: 5.4190 – acc: 0.66 – ETA: 29s – loss: 5.4638 – acc: 0.66 – ETA: 29s – loss: 5.5070 – acc: 0.65 – ETA: 28s – loss: 5.5489 – acc: 0.65 – ETA: 28s – loss: 5.4594 – acc: 0.66 – ETA: 28s – loss: 5.5006 – acc: 0.65 – ETA: 29s – loss: 5.4147 – acc: 0.66 – ETA: 29s – loss: 5.3314 – acc: 0.66 – ETA: 28s – loss: 5.3727 – acc: 0.66 – ETA: 28s – loss: 5.4128 – acc: 0.66 – ETA: 28s – loss: 5.3332 – acc: 0.66 – ETA: 28s – loss: 5.3727 – acc: 0.66 – ETA: 28s – loss: 5.2959 – acc: 0.67 – ETA: 28s – loss: 5.3349 – acc: 0.66 – ETA: 28s – loss: 5.2608 – acc: 0.67 – ETA: 28s – loss: 5.1887 – acc: 0.67 – ETA: 28s – loss: 5.2275 – acc: 0.67 – ETA: 28s – loss: 5.2652 – acc: 0.67 – ETA: 28s – loss: 5.3020 – acc: 0.67 – ETA: 28s – loss: 5.2331 – acc: 0.67 – ETA: 27s – loss: 5.1661 – acc: 0.67 – ETA: 27s – loss: 5.1007 – acc: 0.68 – ETA: 27s – loss: 5.1376 – acc: 0.68 – ETA: 27s – loss: 5.1737 – acc: 0.67 – ETA: 27s – loss: 5.2089 – acc: 0.67 – ETA: 27s – loss: 5.1461 – acc: 0.68 – ETA: 27s – loss: 5.1808 – acc: 0.67 – ETA: 27s – loss: 5.1199 – acc: 0.68 – ETA: 26s – loss: 5.1540 – acc: 0.68 – ETA: 26s – loss: 5.0948 – acc: 0.68 – ETA: 26s – loss: 5.1285 – acc: 0.68 – ETA: 26s – loss: 5.0709 – acc: 0.68 – ETA: 26s – loss: 5.0145 – acc: 0.68 – ETA: 26s – loss: 4.9594 – acc: 0.69 – ETA: 26s – loss: 5.0807 – acc: 0.68 – ETA: 26s – loss: 5.1127 – acc: 0.68 – ETA: 26s – loss: 5.0583 – acc: 0.68 – ETA: 25s – loss: 5.0899 – acc: 0.68 – ETA: 25s – loss: 5.1209 – acc: 0.68 – ETA: 25s – loss: 5.1511 – acc: 0.68 – ETA: 25s – loss: 5.0986 – acc: 0.68 – ETA: 25s – loss: 5.0471 – acc: 0.68 – ETA: 25s – loss: 4.9966 – acc: 0.69 – ETA: 25s – loss: 5.0269 – acc: 0.68 – ETA: 24s – loss: 5.0567 – acc: 0.68 – ETA: 24s – loss: 5.0076 – acc: 0.68 – ETA: 24s – loss: 5.0369 – acc: 0.68 – ETA: 24s – loss: 4.9889 – acc: 0.69 – ETA: 24s – loss: 4.9419 – acc: 0.69 – ETA: 24s – loss: 5.0463 – acc: 0.68 – ETA: 24s – loss: 4.9996 – acc: 0.68 – ETA: 23s – loss: 4.9537 – acc: 0.69 – ETA: 23s – loss: 4.9820 – acc: 0.69 – ETA: 23s – loss: 5.0823 – acc: 0.68 – ETA: 23s – loss: 5.1089 – acc: 0.68 – ETA: 23s – loss: 5.0636 – acc: 0.68 – ETA: 23s – loss: 5.1606 – acc: 0.67 – ETA: 23s – loss: 5.1858 – acc: 0.67 – ETA: 22s – loss: 5.2106 – acc: 0.67 – ETA: 22s – loss: 5.3038 – acc: 0.67 – ETA: 22s – loss: 5.2589 – acc: 0.67 – ETA: 22s – loss: 5.2824 – acc: 0.67 – ETA: 22s – loss: 5.2384 – acc: 0.67 – ETA: 22s – loss: 5.1951 – acc: 0.67 – ETA: 22s – loss: 5.1525 – acc: 0.68 – ETA: 21s – loss: 5.1106 – acc: 0.68 – ETA: 21s – loss: 5.1344 – acc: 0.68 – ETA: 21s – loss: 5.2223 – acc: 0.67 – ETA: 21s – loss: 5.1808 – acc: 0.67 – ETA: 21s – loss: 5.2035 – acc: 0.67 – ETA: 21s – loss: 5.2888 – acc: 0.67 – ETA: 21s – loss: 5.2478 – acc: 0.67 – ETA: 21s – loss: 5.2074 – acc: 0.67 – ETA: 20s – loss: 5.1676 – acc: 0.67 – ETA: 20s – loss: 5.1285 – acc: 0.68 – ETA: 20s – loss: 5.0899 – acc: 0.68 – ETA: 20s – loss: 5.1121 – acc: 0.68 – ETA: 20s – loss: 5.1936 – acc: 0.67 – ETA: 20s – loss: 5.2147 – acc: 0.67 – ETA: 20s – loss: 5.1766 – acc: 0.67 – ETA: 19s – loss: 5.2559 – acc: 0.67 – ETA: 19s – loss: 5.2761 – acc: 0.67 – ETA: 19s – loss: 5.2959 – acc: 0.67 – ETA: 19s – loss: 5.3155 – acc: 0.67 – ETA: 19s – loss: 5.3916 – acc: 0.66 – ETA: 19s – loss: 5.4666 – acc: 0.66 – ETA: 19s – loss: 5.4846 – acc: 0.65 – ETA: 18s – loss: 5.5024 – acc: 0.65 – ETA: 18s – loss: 5.4647 – acc: 0.66 – ETA: 18s – loss: 5.4275 – acc: 0.66 – ETA: 18s – loss: 5.3908 – acc: 0.66 – ETA: 18s – loss: 5.4628 – acc: 0.66 – ETA: 18s – loss: 5.4264 – acc: 0.66 – ETA: 18s – loss: 5.3905 – acc: 0.66 – ETA: 17s – loss: 5.4080 – acc: 0.66 – ETA: 17s – loss: 5.4254 – acc: 0.66 – ETA: 17s – loss: 5.4425 – acc: 0.66 – ETA: 17s – loss: 5.4074 – acc: 0.66 – ETA: 17s – loss: 5.4244 – acc: 0.66 – ETA: 17s – loss: 5.3898 – acc: 0.66 – ETA: 17s – loss: 5.3557 – acc: 0.66 – ETA: 16s – loss: 5.3220 – acc: 0.66 – ETA: 16s – loss: 5.2888 – acc: 0.67 – ETA: 16s – loss: 5.3060 – acc: 0.67 – ETA: 16s – loss: 5.2732 – acc: 0.67 – ETA: 16s – loss: 5.2903 – acc: 0.67 – ETA: 16s – loss: 5.2580 – acc: 0.67 – ETA: 16s – loss: 5.2750 – acc: 0.67 – ETA: 15s – loss: 5.3403 – acc: 0.66 – ETA: 15s – loss: 5.3566 – acc: 0.66 – ETA: 15s – loss: 5.3247 – acc: 0.66 – ETA: 15s – loss: 5.2932 – acc: 0.67 – ETA: 15s – loss: 5.3095 – acc: 0.67 – ETA: 15s – loss: 5.2784 – acc: 0.67 – ETA: 15s – loss: 5.2478 – acc: 0.67 – ETA: 14s – loss: 5.2174 – acc: 0.67 – ETA: 14s – loss: 5.1874 – acc: 0.67 – ETA: 14s – loss: 5.2038 – acc: 0.67 – ETA: 14s – loss: 5.2659 – acc: 0.67 – ETA: 14s – loss: 5.2816 – acc: 0.67 – ETA: 14s – loss: 5.2972 – acc: 0.67 – ETA: 14s – loss: 5.2676 – acc: 0.67 – ETA: 13s – loss: 5.2832 – acc: 0.67 – ETA: 13s – loss: 5.2540 – acc: 0.67 – ETA: 13s – loss: 5.2694 – acc: 0.67 – ETA: 13s – loss: 5.2846 – acc: 0.67 – ETA: 13s – loss: 5.2559 – acc: 0.67 – ETA: 13s – loss: 5.2711 – acc: 0.67 – ETA: 13s – loss: 5.2427 – acc: 0.67 – ETA: 13s – loss: 5.2578 – acc: 0.67 – ETA: 12s – loss: 5.2298 – acc: 0.67 – ETA: 12s – loss: 5.2448 – acc: 0.67 – ETA: 12s – loss: 5.2596 – acc: 0.67 – ETA: 12s – loss: 5.2321 – acc: 0.67 – ETA: 12s – loss: 5.2048 – acc: 0.67 – ETA: 12s – loss: 5.2196 – acc: 0.67 – ETA: 12s – loss: 5.2342 – acc: 0.67 – ETA: 11s – loss: 5.2487 – acc: 0.67 – ETA: 11s – loss: 5.2631 – acc: 0.67 – ETA: 11s – loss: 5.2363 – acc: 0.67 – ETA: 11s – loss: 5.2099 – acc: 0.67 – ETA: 11s – loss: 5.2647 – acc: 0.67 – ETA: 11s – loss: 5.2787 – acc: 0.67 – ETA: 11s – loss: 5.2925 – acc: 0.67 – ETA: 11s – loss: 5.2663 – acc: 0.67 – ETA: 10s – loss: 5.2404 – acc: 0.67 – ETA: 10s – loss: 5.2542 – acc: 0.67 – ETA: 10s – loss: 5.2286 – acc: 0.67 – ETA: 10s – loss: 5.2032 – acc: 0.67 – ETA: 10s – loss: 5.1780 – acc: 0.67 – ETA: 10s – loss: 5.1919 – acc: 0.67 – ETA: 10s – loss: 5.1670 – acc: 0.67 – ETA: 9s – loss: 5.1424 – acc: 0.6810 – ETA: 9s – loss: 5.1945 – acc: 0.677 – ETA: 9s – loss: 5.2080 – acc: 0.676 – ETA: 9s – loss: 5.2214 – acc: 0.676 – ETA: 9s – loss: 5.1970 – acc: 0.677 – ETA: 9s – loss: 5.2103 – acc: 0.6767562/562 [==============================] – ETA: 9s – loss: 5.2235 – acc: 0.675 – ETA: 8s – loss: 5.2365 – acc: 0.675 – ETA: 8s – loss: 5.2495 – acc: 0.674 – ETA: 8s – loss: 5.2623 – acc: 0.673 – ETA: 8s – loss: 5.2750 – acc: 0.672 – ETA: 8s – loss: 5.2511 – acc: 0.674 – ETA: 8s – loss: 5.2638 – acc: 0.673 – ETA: 8s – loss: 5.2763 – acc: 0.672 – ETA: 7s – loss: 5.2528 – acc: 0.674 – ETA: 7s – loss: 5.2652 – acc: 0.673 – ETA: 7s – loss: 5.2419 – acc: 0.674 – ETA: 7s – loss: 5.2544 – acc: 0.674 – ETA: 7s – loss: 5.2667 – acc: 0.673 – ETA: 7s – loss: 5.2437 – acc: 0.674 – ETA: 7s – loss: 5.2209 – acc: 0.676 – ETA: 6s – loss: 5.2331 – acc: 0.675 – ETA: 6s – loss: 5.2453 – acc: 0.674 – ETA: 6s – loss: 5.2228 – acc: 0.676 – ETA: 6s – loss: 5.2349 – acc: 0.675 – ETA: 6s – loss: 5.2127 – acc: 0.676 – ETA: 6s – loss: 5.2247 – acc: 0.675 – ETA: 6s – loss: 5.2027 – acc: 0.677 – ETA: 5s – loss: 5.1808 – acc: 0.678 – ETA: 5s – loss: 5.2266 – acc: 0.675 – ETA: 5s – loss: 5.2720 – acc: 0.672 – ETA: 5s – loss: 5.2835 – acc: 0.672 – ETA: 5s – loss: 5.2950 – acc: 0.671 – ETA: 5s – loss: 5.2732 – acc: 0.672 – ETA: 5s – loss: 5.2516 – acc: 0.674 – ETA: 4s – loss: 5.2631 – acc: 0.673 – ETA: 4s – loss: 5.3072 – acc: 0.670 – ETA: 4s – loss: 5.3183 – acc: 0.670 – ETA: 4s – loss: 5.2969 – acc: 0.671 – ETA: 4s – loss: 5.3080 – acc: 0.670 – ETA: 4s – loss: 5.3190 – acc: 0.670 – ETA: 4s – loss: 5.2978 – acc: 0.671 – ETA: 4s – loss: 5.2768 – acc: 0.672 – ETA: 3s – loss: 5.2559 – acc: 0.673 – ETA: 3s – loss: 5.2352 – acc: 0.675 – ETA: 3s – loss: 5.2463 – acc: 0.674 – ETA: 3s – loss: 5.2258 – acc: 0.675 – ETA: 3s – loss: 5.2055 – acc: 0.677 – ETA: 3s – loss: 5.2165 – acc: 0.676 – ETA: 3s – loss: 5.2275 – acc: 0.675 – ETA: 2s – loss: 5.2074 – acc: 0.676 – ETA: 2s – loss: 5.1874 – acc: 0.678 – ETA: 2s – loss: 5.1676 – acc: 0.679 – ETA: 2s – loss: 5.1786 – acc: 0.678 – ETA: 2s – loss: 5.1590 – acc: 0.679 – ETA: 2s – loss: 5.1395 – acc: 0.681 – ETA: 2s – loss: 5.1202 – acc: 0.682 – ETA: 1s – loss: 5.1010 – acc: 0.683 – ETA: 1s – loss: 5.1422 – acc: 0.681 – ETA: 1s – loss: 5.1530 – acc: 0.680 – ETA: 1s – loss: 5.1339 – acc: 0.681 – ETA: 1s – loss: 5.1447 – acc: 0.680 – ETA: 1s – loss: 5.1258 – acc: 0.682 – ETA: 1s – loss: 5.1365 – acc: 0.681 – ETA: 0s – loss: 5.1178 – acc: 0.682 – ETA: 0s – loss: 5.1285 – acc: 0.681 – ETA: 0s – loss: 5.1391 – acc: 0.681 – ETA: 0s – loss: 5.1206 – acc: 0.682 – ETA: 0s – loss: 5.1311 – acc: 0.681 – ETA: 0s – loss: 5.1127 – acc: 0.682 – ETA: 0s – loss: 5.1520 – acc: 0.680 – 40s 72ms/step – loss: 5.1337 – acc: 0.6815 – val_loss: 1.8292 – val_acc: 0.8865
Epoch 3/4
430/562 [=====================>……..] – ETA: 39s – loss: 1.1921e-07 – acc: 1.00 – ETA: 37s – loss: 8.0590 – acc: 0.5000 – ETA: 35s – loss: 8.0590 – acc: 0.50 – ETA: 35s – loss: 10.0738 – acc: 0.375 – ETA: 35s – loss: 9.6709 – acc: 0.400 – ETA: 35s – loss: 9.4022 – acc: 0.41 – ETA: 34s – loss: 8.0590 – acc: 0.50 – ETA: 34s – loss: 7.0517 – acc: 0.56 – ETA: 34s – loss: 7.1636 – acc: 0.55 – ETA: 33s – loss: 7.2531 – acc: 0.55 – ETA: 33s – loss: 6.5938 – acc: 0.59 – ETA: 33s – loss: 6.0443 – acc: 0.62 – ETA: 33s – loss: 5.5793 – acc: 0.65 – ETA: 33s – loss: 5.7565 – acc: 0.64 – ETA: 32s – loss: 5.9100 – acc: 0.63 – ETA: 33s – loss: 5.5406 – acc: 0.65 – ETA: 33s – loss: 5.2147 – acc: 0.67 – ETA: 32s – loss: 5.3727 – acc: 0.66 – ETA: 32s – loss: 5.0899 – acc: 0.68 – ETA: 32s – loss: 4.8354 – acc: 0.70 – ETA: 32s – loss: 4.6052 – acc: 0.71 – ETA: 32s – loss: 4.3959 – acc: 0.72 – ETA: 32s – loss: 4.2047 – acc: 0.73 – ETA: 32s – loss: 4.3653 – acc: 0.72 – ETA: 32s – loss: 4.1907 – acc: 0.74 – ETA: 31s – loss: 4.0295 – acc: 0.75 – ETA: 31s – loss: 4.1788 – acc: 0.74 – ETA: 31s – loss: 4.0295 – acc: 0.75 – ETA: 31s – loss: 3.8906 – acc: 0.75 – ETA: 31s – loss: 3.7609 – acc: 0.76 – ETA: 31s – loss: 3.8996 – acc: 0.75 – ETA: 31s – loss: 4.0295 – acc: 0.75 – ETA: 31s – loss: 3.9074 – acc: 0.75 – ETA: 30s – loss: 4.0295 – acc: 0.75 – ETA: 30s – loss: 3.9144 – acc: 0.75 – ETA: 30s – loss: 4.0295 – acc: 0.75 – ETA: 30s – loss: 3.9206 – acc: 0.75 – ETA: 30s – loss: 3.8175 – acc: 0.76 – ETA: 30s – loss: 3.7196 – acc: 0.76 – ETA: 30s – loss: 3.8281 – acc: 0.76 – ETA: 30s – loss: 3.9313 – acc: 0.75 – ETA: 29s – loss: 4.0295 – acc: 0.75 – ETA: 29s – loss: 3.9358 – acc: 0.75 – ETA: 29s – loss: 4.0295 – acc: 0.75 – ETA: 29s – loss: 3.9400 – acc: 0.75 – ETA: 29s – loss: 4.0295 – acc: 0.75 – ETA: 29s – loss: 3.9438 – acc: 0.75 – ETA: 29s – loss: 4.0295 – acc: 0.75 – ETA: 28s – loss: 3.9473 – acc: 0.75 – ETA: 28s – loss: 3.8684 – acc: 0.76 – ETA: 28s – loss: 3.9505 – acc: 0.75 – ETA: 28s – loss: 3.8745 – acc: 0.75 – ETA: 28s – loss: 3.8014 – acc: 0.76 – ETA: 28s – loss: 3.7310 – acc: 0.76 – ETA: 28s – loss: 3.6632 – acc: 0.77 – ETA: 28s – loss: 3.5978 – acc: 0.77 – ETA: 27s – loss: 3.5347 – acc: 0.78 – ETA: 27s – loss: 3.7516 – acc: 0.76 – ETA: 27s – loss: 3.6880 – acc: 0.77 – ETA: 27s – loss: 3.7609 – acc: 0.76 – ETA: 27s – loss: 3.6992 – acc: 0.77 – ETA: 27s – loss: 3.7696 – acc: 0.76 – ETA: 27s – loss: 3.8376 – acc: 0.76 – ETA: 26s – loss: 4.0295 – acc: 0.75 – ETA: 26s – loss: 4.0915 – acc: 0.74 – ETA: 26s – loss: 4.0295 – acc: 0.75 – ETA: 26s – loss: 3.9694 – acc: 0.75 – ETA: 26s – loss: 3.9110 – acc: 0.75 – ETA: 26s – loss: 3.9711 – acc: 0.75 – ETA: 26s – loss: 3.9144 – acc: 0.75 – ETA: 26s – loss: 3.9728 – acc: 0.75 – ETA: 26s – loss: 4.0295 – acc: 0.75 – ETA: 26s – loss: 4.1951 – acc: 0.73 – ETA: 26s – loss: 4.1384 – acc: 0.74 – ETA: 26s – loss: 4.0833 – acc: 0.74 – ETA: 25s – loss: 4.1356 – acc: 0.74 – ETA: 25s – loss: 4.1865 – acc: 0.74 – ETA: 25s – loss: 4.1329 – acc: 0.74 – ETA: 25s – loss: 4.1825 – acc: 0.74 – ETA: 25s – loss: 4.2310 – acc: 0.73 – ETA: 25s – loss: 4.2783 – acc: 0.73 – ETA: 25s – loss: 4.2261 – acc: 0.73 – ETA: 25s – loss: 4.2723 – acc: 0.73 – ETA: 25s – loss: 4.2214 – acc: 0.73 – ETA: 25s – loss: 4.1717 – acc: 0.74 – ETA: 25s – loss: 4.1232 – acc: 0.74 – ETA: 25s – loss: 4.0758 – acc: 0.74 – ETA: 24s – loss: 4.0295 – acc: 0.75 – ETA: 24s – loss: 3.9843 – acc: 0.75 – ETA: 24s – loss: 4.1191 – acc: 0.74 – ETA: 24s – loss: 4.1624 – acc: 0.74 – ETA: 24s – loss: 4.2923 – acc: 0.73 – ETA: 24s – loss: 4.3328 – acc: 0.73 – ETA: 24s – loss: 4.3725 – acc: 0.72 – ETA: 24s – loss: 4.4113 – acc: 0.72 – ETA: 24s – loss: 4.3653 – acc: 0.72 – ETA: 24s – loss: 4.3203 – acc: 0.73 – ETA: 23s – loss: 4.4407 – acc: 0.72 – ETA: 23s – loss: 4.3958 – acc: 0.72 – ETA: 23s – loss: 4.5131 – acc: 0.72 – ETA: 23s – loss: 4.6280 – acc: 0.71 – ETA: 23s – loss: 4.7406 – acc: 0.70 – ETA: 23s – loss: 4.6946 – acc: 0.70 – ETA: 23s – loss: 4.6495 – acc: 0.71 – ETA: 23s – loss: 4.7587 – acc: 0.70 – ETA: 23s – loss: 4.8658 – acc: 0.69 – ETA: 23s – loss: 4.8957 – acc: 0.69 – ETA: 22s – loss: 4.9996 – acc: 0.68 – ETA: 22s – loss: 5.0277 – acc: 0.68 – ETA: 22s – loss: 5.1285 – acc: 0.68 – ETA: 22s – loss: 5.0823 – acc: 0.68 – ETA: 22s – loss: 5.1089 – acc: 0.68 – ETA: 22s – loss: 5.0637 – acc: 0.68 – ETA: 22s – loss: 5.0899 – acc: 0.68 – ETA: 21s – loss: 5.1157 – acc: 0.68 – ETA: 21s – loss: 5.1411 – acc: 0.68 – ETA: 21s – loss: 5.0972 – acc: 0.68 – ETA: 21s – loss: 5.0540 – acc: 0.68 – ETA: 21s – loss: 5.1470 – acc: 0.68 – ETA: 21s – loss: 5.2384 – acc: 0.67 – ETA: 21s – loss: 5.2617 – acc: 0.67 – ETA: 21s – loss: 5.3507 – acc: 0.66 – ETA: 21s – loss: 5.3072 – acc: 0.67 – ETA: 20s – loss: 5.3294 – acc: 0.66 – ETA: 20s – loss: 5.2867 – acc: 0.67 – ETA: 20s – loss: 5.3087 – acc: 0.67 – ETA: 20s – loss: 5.3304 – acc: 0.66 – ETA: 20s – loss: 5.2888 – acc: 0.67 – ETA: 20s – loss: 5.2478 – acc: 0.67 – ETA: 20s – loss: 5.2074 – acc: 0.67 – ETA: 20s – loss: 5.2292 – acc: 0.67 – ETA: 20s – loss: 5.2506 – acc: 0.67 – ETA: 19s – loss: 5.2111 – acc: 0.67 – ETA: 19s – loss: 5.2324 – acc: 0.67 – ETA: 19s – loss: 5.1936 – acc: 0.67 – ETA: 19s – loss: 5.1554 – acc: 0.68 – ETA: 19s – loss: 5.2354 – acc: 0.67 – ETA: 19s – loss: 5.1975 – acc: 0.67 – ETA: 19s – loss: 5.2181 – acc: 0.67 – ETA: 19s – loss: 5.1808 – acc: 0.67 – ETA: 19s – loss: 5.1441 – acc: 0.68 – ETA: 18s – loss: 5.1646 – acc: 0.67 – ETA: 18s – loss: 5.1848 – acc: 0.67 – ETA: 18s – loss: 5.1488 – acc: 0.68 – ETA: 18s – loss: 5.1689 – acc: 0.67 – ETA: 18s – loss: 5.1335 – acc: 0.68 – ETA: 18s – loss: 5.0986 – acc: 0.68 – ETA: 18s – loss: 5.0641 – acc: 0.68 – ETA: 17s – loss: 5.0301 – acc: 0.68 – ETA: 17s – loss: 4.9966 – acc: 0.69 – ETA: 17s – loss: 5.0169 – acc: 0.68 – ETA: 17s – loss: 4.9839 – acc: 0.69 – ETA: 17s – loss: 5.0040 – acc: 0.68 – ETA: 17s – loss: 5.0238 – acc: 0.68 – ETA: 17s – loss: 4.9914 – acc: 0.69 – ETA: 16s – loss: 5.0111 – acc: 0.68 – ETA: 16s – loss: 5.0305 – acc: 0.68 – ETA: 16s – loss: 5.0497 – acc: 0.68 – ETA: 16s – loss: 5.0686 – acc: 0.68 – ETA: 16s – loss: 5.0369 – acc: 0.68 – ETA: 16s – loss: 5.0056 – acc: 0.68 – ETA: 16s – loss: 4.9747 – acc: 0.69 – ETA: 15s – loss: 4.9936 – acc: 0.69 – ETA: 15s – loss: 4.9632 – acc: 0.69 – ETA: 15s – loss: 4.9331 – acc: 0.69 – ETA: 15s – loss: 4.9519 – acc: 0.69 – ETA: 15s – loss: 4.9706 – acc: 0.69 – ETA: 15s – loss: 4.9889 – acc: 0.69 – ETA: 15s – loss: 4.9594 – acc: 0.69 – ETA: 15s – loss: 5.0251 – acc: 0.68 – ETA: 14s – loss: 5.0899 – acc: 0.68 – ETA: 14s – loss: 5.1072 – acc: 0.68 – ETA: 14s – loss: 5.1243 – acc: 0.68 – ETA: 14s – loss: 5.1411 – acc: 0.68 – ETA: 14s – loss: 5.1117 – acc: 0.68 – ETA: 14s – loss: 5.1285 – acc: 0.68 – ETA: 14s – loss: 5.1450 – acc: 0.68 – ETA: 14s – loss: 5.1614 – acc: 0.67 – ETA: 13s – loss: 5.1326 – acc: 0.68 – ETA: 13s – loss: 5.1041 – acc: 0.68 – ETA: 13s – loss: 5.1649 – acc: 0.67 – ETA: 13s – loss: 5.1365 – acc: 0.68 – ETA: 13s – loss: 5.1085 – acc: 0.68 – ETA: 13s – loss: 5.1245 – acc: 0.68 – ETA: 13s – loss: 5.0968 – acc: 0.68 – ETA: 13s – loss: 5.0694 – acc: 0.68 – ETA: 12s – loss: 5.0423 – acc: 0.68 – ETA: 12s – loss: 5.0583 – acc: 0.68 – ETA: 12s – loss: 5.0316 – acc: 0.68 – ETA: 12s – loss: 5.0051 – acc: 0.68 – ETA: 12s – loss: 5.0211 – acc: 0.68 – ETA: 12s – loss: 5.0789 – acc: 0.68 – ETA: 12s – loss: 5.0526 – acc: 0.68 – ETA: 12s – loss: 5.0681 – acc: 0.68 – ETA: 11s – loss: 5.0834 – acc: 0.68 – ETA: 11s – loss: 5.0575 – acc: 0.68 – ETA: 11s – loss: 5.0727 – acc: 0.68 – ETA: 11s – loss: 5.0471 – acc: 0.68 – ETA: 11s – loss: 5.0217 – acc: 0.68 – ETA: 11s – loss: 5.0369 – acc: 0.68 – ETA: 11s – loss: 5.0118 – acc: 0.68 – ETA: 10s – loss: 4.9870 – acc: 0.69 – ETA: 10s – loss: 5.0022 – acc: 0.68 – ETA: 10s – loss: 5.0172 – acc: 0.68 – ETA: 10s – loss: 5.0713 – acc: 0.68 – ETA: 10s – loss: 5.0858 – acc: 0.68 – ETA: 10s – loss: 5.1002 – acc: 0.68 – ETA: 10s – loss: 5.0757 – acc: 0.68 – ETA: 10s – loss: 5.0514 – acc: 0.68 – ETA: 9s – loss: 5.0273 – acc: 0.6881 – ETA: 9s – loss: 5.0417 – acc: 0.687 – ETA: 9s – loss: 5.0179 – acc: 0.688 – ETA: 9s – loss: 5.0700 – acc: 0.685 – ETA: 9s – loss: 5.0463 – acc: 0.686 – ETA: 9s – loss: 5.0229 – acc: 0.6884562/562 [==============================] – ETA: 9s – loss: 4.9996 – acc: 0.689 – ETA: 8s – loss: 5.0508 – acc: 0.686 – ETA: 8s – loss: 5.0646 – acc: 0.685 – ETA: 8s – loss: 5.0415 – acc: 0.687 – ETA: 8s – loss: 5.0552 – acc: 0.686 – ETA: 8s – loss: 5.0323 – acc: 0.687 – ETA: 8s – loss: 5.0460 – acc: 0.686 – ETA: 8s – loss: 5.0234 – acc: 0.688 – ETA: 8s – loss: 5.0369 – acc: 0.687 – ETA: 7s – loss: 5.0145 – acc: 0.688 – ETA: 7s – loss: 5.0637 – acc: 0.685 – ETA: 7s – loss: 5.0413 – acc: 0.687 – ETA: 7s – loss: 5.0192 – acc: 0.688 – ETA: 7s – loss: 5.0325 – acc: 0.687 – ETA: 7s – loss: 5.0457 – acc: 0.687 – ETA: 7s – loss: 5.0587 – acc: 0.686 – ETA: 6s – loss: 5.0716 – acc: 0.685 – ETA: 6s – loss: 5.0845 – acc: 0.684 – ETA: 6s – loss: 5.0627 – acc: 0.685 – ETA: 6s – loss: 5.0755 – acc: 0.685 – ETA: 6s – loss: 5.0881 – acc: 0.684 – ETA: 6s – loss: 5.1007 – acc: 0.683 – ETA: 6s – loss: 5.1131 – acc: 0.682 – ETA: 5s – loss: 5.0917 – acc: 0.684 – ETA: 5s – loss: 5.0705 – acc: 0.685 – ETA: 5s – loss: 5.0494 – acc: 0.686 – ETA: 5s – loss: 5.0286 – acc: 0.688 – ETA: 5s – loss: 5.0742 – acc: 0.685 – ETA: 5s – loss: 5.0534 – acc: 0.686 – ETA: 5s – loss: 5.0657 – acc: 0.685 – ETA: 4s – loss: 5.0779 – acc: 0.685 – ETA: 4s – loss: 5.0573 – acc: 0.686 – ETA: 4s – loss: 5.0369 – acc: 0.687 – ETA: 4s – loss: 5.0167 – acc: 0.688 – ETA: 4s – loss: 5.0288 – acc: 0.688 – ETA: 4s – loss: 5.0409 – acc: 0.687 – ETA: 4s – loss: 5.0849 – acc: 0.684 – ETA: 3s – loss: 5.0966 – acc: 0.683 – ETA: 3s – loss: 5.0766 – acc: 0.685 – ETA: 3s – loss: 5.0883 – acc: 0.684 – ETA: 3s – loss: 5.0684 – acc: 0.685 – ETA: 3s – loss: 5.0800 – acc: 0.684 – ETA: 3s – loss: 5.0916 – acc: 0.684 – ETA: 3s – loss: 5.1030 – acc: 0.683 – ETA: 2s – loss: 5.1144 – acc: 0.682 – ETA: 2s – loss: 5.0948 – acc: 0.683 – ETA: 2s – loss: 5.0754 – acc: 0.685 – ETA: 2s – loss: 5.0561 – acc: 0.686 – ETA: 2s – loss: 5.0980 – acc: 0.683 – ETA: 2s – loss: 5.0787 – acc: 0.684 – ETA: 2s – loss: 5.0899 – acc: 0.684 – ETA: 1s – loss: 5.0709 – acc: 0.685 – ETA: 1s – loss: 5.0519 – acc: 0.686 – ETA: 1s – loss: 5.0931 – acc: 0.684 – ETA: 1s – loss: 5.1041 – acc: 0.683 – ETA: 1s – loss: 5.0852 – acc: 0.684 – ETA: 1s – loss: 5.0962 – acc: 0.683 – ETA: 1s – loss: 5.1365 – acc: 0.681 – ETA: 0s – loss: 5.1472 – acc: 0.680 – ETA: 0s – loss: 5.1285 – acc: 0.681 – ETA: 0s – loss: 5.1099 – acc: 0.683 – ETA: 0s – loss: 5.1206 – acc: 0.682 – ETA: 0s – loss: 5.1311 – acc: 0.681 – ETA: 0s – loss: 5.1127 – acc: 0.682 – ETA: 0s – loss: 5.1233 – acc: 0.682 – 41s 74ms/step – loss: 5.1337 – acc: 0.6815 – val_loss: 1.8291 – val_acc: 0.8865
Epoch 4/4
430/562 [=====================>……..] – ETA: 36s – loss: 16.1181 – acc: 0.0000e+0 – ETA: 34s – loss: 8.0590 – acc: 0.5000 – ETA: 33s – loss: 5.3727 – acc: 0.66 – ETA: 33s – loss: 8.0590 – acc: 0.50 – ETA: 34s – loss: 8.0590 – acc: 0.50 – ETA: 35s – loss: 6.7159 – acc: 0.58 – ETA: 34s – loss: 6.9078 – acc: 0.57 – ETA: 34s – loss: 6.0443 – acc: 0.62 – ETA: 33s – loss: 5.3727 – acc: 0.66 – ETA: 33s – loss: 5.6413 – acc: 0.65 – ETA: 33s – loss: 6.5938 – acc: 0.59 – ETA: 33s – loss: 7.3875 – acc: 0.54 – ETA: 33s – loss: 7.4391 – acc: 0.53 – ETA: 33s – loss: 7.4834 – acc: 0.53 – ETA: 33s – loss: 7.5218 – acc: 0.53 – ETA: 33s – loss: 7.0517 – acc: 0.56 – ETA: 33s – loss: 7.5850 – acc: 0.52 – ETA: 33s – loss: 8.0590 – acc: 0.50 – ETA: 33s – loss: 8.0590 – acc: 0.50 – ETA: 32s – loss: 8.0590 – acc: 0.50 – ETA: 32s – loss: 8.4428 – acc: 0.47 – ETA: 32s – loss: 8.4254 – acc: 0.47 – ETA: 32s – loss: 8.0590 – acc: 0.50 – ETA: 32s – loss: 7.7233 – acc: 0.52 – ETA: 32s – loss: 7.7367 – acc: 0.52 – ETA: 32s – loss: 7.4391 – acc: 0.53 – ETA: 32s – loss: 7.4621 – acc: 0.53 – ETA: 32s – loss: 7.4834 – acc: 0.53 – ETA: 32s – loss: 7.7811 – acc: 0.51 – ETA: 32s – loss: 7.5218 – acc: 0.53 – ETA: 32s – loss: 7.2791 – acc: 0.54 – ETA: 32s – loss: 7.3035 – acc: 0.54 – ETA: 32s – loss: 7.3264 – acc: 0.54 – ETA: 31s – loss: 7.1109 – acc: 0.55 – ETA: 31s – loss: 7.1380 – acc: 0.55 – ETA: 32s – loss: 7.3875 – acc: 0.54 – ETA: 31s – loss: 7.6234 – acc: 0.52 – ETA: 31s – loss: 7.4228 – acc: 0.53 – ETA: 31s – loss: 7.2325 – acc: 0.55 – ETA: 31s – loss: 7.2531 – acc: 0.55 – ETA: 31s – loss: 7.0762 – acc: 0.56 – ETA: 31s – loss: 7.0996 – acc: 0.55 – ETA: 31s – loss: 7.1219 – acc: 0.55 – ETA: 30s – loss: 7.1432 – acc: 0.55 – ETA: 30s – loss: 6.9845 – acc: 0.56 – ETA: 30s – loss: 6.8327 – acc: 0.57 – ETA: 30s – loss: 6.6873 – acc: 0.58 – ETA: 30s – loss: 6.7159 – acc: 0.58 – ETA: 30s – loss: 6.5788 – acc: 0.59 – ETA: 29s – loss: 6.4472 – acc: 0.60 – ETA: 29s – loss: 6.4788 – acc: 0.59 – ETA: 29s – loss: 6.5092 – acc: 0.59 – ETA: 29s – loss: 6.5385 – acc: 0.59 – ETA: 29s – loss: 6.5666 – acc: 0.59 – ETA: 29s – loss: 6.4472 – acc: 0.60 – ETA: 28s – loss: 6.3321 – acc: 0.60 – ETA: 28s – loss: 6.3624 – acc: 0.60 – ETA: 28s – loss: 6.3917 – acc: 0.60 – ETA: 28s – loss: 6.2833 – acc: 0.61 – ETA: 28s – loss: 6.3129 – acc: 0.60 – ETA: 28s – loss: 6.3415 – acc: 0.60 – ETA: 28s – loss: 6.2393 – acc: 0.61 – ETA: 27s – loss: 6.1402 – acc: 0.61 – ETA: 27s – loss: 6.0443 – acc: 0.62 – ETA: 27s – loss: 6.0753 – acc: 0.62 – ETA: 27s – loss: 6.1053 – acc: 0.62 – ETA: 27s – loss: 6.1345 – acc: 0.61 – ETA: 27s – loss: 6.2813 – acc: 0.61 – ETA: 27s – loss: 6.1903 – acc: 0.61 – ETA: 26s – loss: 6.2170 – acc: 0.61 – ETA: 26s – loss: 6.1294 – acc: 0.61 – ETA: 26s – loss: 6.0443 – acc: 0.62 – ETA: 26s – loss: 5.9615 – acc: 0.63 – ETA: 26s – loss: 5.9898 – acc: 0.62 – ETA: 26s – loss: 6.0174 – acc: 0.62 – ETA: 26s – loss: 5.9382 – acc: 0.63 – ETA: 26s – loss: 5.8611 – acc: 0.63 – ETA: 26s – loss: 5.8893 – acc: 0.63 – ETA: 26s – loss: 5.9168 – acc: 0.63 – ETA: 25s – loss: 5.9435 – acc: 0.63 – ETA: 25s – loss: 5.8702 – acc: 0.63 – ETA: 25s – loss: 5.7986 – acc: 0.64 – ETA: 25s – loss: 5.7287 – acc: 0.64 – ETA: 25s – loss: 5.8524 – acc: 0.63 – ETA: 25s – loss: 5.7836 – acc: 0.64 – ETA: 25s – loss: 5.7163 – acc: 0.64 – ETA: 25s – loss: 5.7432 – acc: 0.64 – ETA: 25s – loss: 5.7695 – acc: 0.64 – ETA: 25s – loss: 5.7953 – acc: 0.64 – ETA: 25s – loss: 5.8204 – acc: 0.63 – ETA: 24s – loss: 5.8450 – acc: 0.63 – ETA: 24s – loss: 5.8691 – acc: 0.63 – ETA: 24s – loss: 5.8060 – acc: 0.63 – ETA: 24s – loss: 5.8299 – acc: 0.63 – ETA: 24s – loss: 5.7686 – acc: 0.64 – ETA: 24s – loss: 5.7924 – acc: 0.64 – ETA: 24s – loss: 5.7327 – acc: 0.64 – ETA: 24s – loss: 5.6742 – acc: 0.64 – ETA: 23s – loss: 5.6169 – acc: 0.65 – ETA: 23s – loss: 5.5607 – acc: 0.65 – ETA: 23s – loss: 5.5057 – acc: 0.65 – ETA: 23s – loss: 5.5307 – acc: 0.65 – ETA: 23s – loss: 5.4770 – acc: 0.66 – ETA: 23s – loss: 5.4244 – acc: 0.66 – ETA: 23s – loss: 5.3727 – acc: 0.66 – ETA: 22s – loss: 5.4741 – acc: 0.66 – ETA: 22s – loss: 5.4229 – acc: 0.66 – ETA: 22s – loss: 5.3727 – acc: 0.66 – ETA: 22s – loss: 5.3234 – acc: 0.66 – ETA: 22s – loss: 5.2750 – acc: 0.67 – ETA: 22s – loss: 5.3001 – acc: 0.67 – ETA: 22s – loss: 5.3967 – acc: 0.66 – ETA: 21s – loss: 5.4202 – acc: 0.66 – ETA: 21s – loss: 5.3727 – acc: 0.66 – ETA: 21s – loss: 5.3260 – acc: 0.66 – ETA: 21s – loss: 5.2801 – acc: 0.67 – ETA: 21s – loss: 5.2349 – acc: 0.67 – ETA: 21s – loss: 5.1906 – acc: 0.67 – ETA: 21s – loss: 5.1470 – acc: 0.68 – ETA: 20s – loss: 5.1041 – acc: 0.68 – ETA: 20s – loss: 5.1285 – acc: 0.68 – ETA: 20s – loss: 5.0864 – acc: 0.68 – ETA: 20s – loss: 5.1106 – acc: 0.68 – ETA: 20s – loss: 5.1344 – acc: 0.68 – ETA: 20s – loss: 5.0933 – acc: 0.68 – ETA: 20s – loss: 5.1169 – acc: 0.68 – ETA: 20s – loss: 5.0766 – acc: 0.68 – ETA: 19s – loss: 5.0369 – acc: 0.68 – ETA: 19s – loss: 5.0603 – acc: 0.68 – ETA: 19s – loss: 5.0214 – acc: 0.68 – ETA: 19s – loss: 5.1061 – acc: 0.68 – ETA: 19s – loss: 5.0674 – acc: 0.68 – ETA: 19s – loss: 5.0293 – acc: 0.68 – ETA: 19s – loss: 5.1121 – acc: 0.68 – ETA: 19s – loss: 5.0742 – acc: 0.68 – ETA: 18s – loss: 5.0369 – acc: 0.68 – ETA: 18s – loss: 5.0590 – acc: 0.68 – ETA: 18s – loss: 5.0223 – acc: 0.68 – ETA: 18s – loss: 4.9862 – acc: 0.69 – ETA: 18s – loss: 5.0081 – acc: 0.68 – ETA: 18s – loss: 5.0298 – acc: 0.68 – ETA: 18s – loss: 5.0511 – acc: 0.68 – ETA: 17s – loss: 5.0158 – acc: 0.68 – ETA: 17s – loss: 5.0369 – acc: 0.68 – ETA: 17s – loss: 5.0577 – acc: 0.68 – ETA: 17s – loss: 5.0231 – acc: 0.68 – ETA: 17s – loss: 4.9889 – acc: 0.69 – ETA: 17s – loss: 4.9552 – acc: 0.69 – ETA: 17s – loss: 4.9220 – acc: 0.69 – ETA: 17s – loss: 4.9429 – acc: 0.69 – ETA: 16s – loss: 4.9635 – acc: 0.69 – ETA: 16s – loss: 4.9309 – acc: 0.69 – ETA: 16s – loss: 4.8986 – acc: 0.69 – ETA: 16s – loss: 4.8668 – acc: 0.69 – ETA: 16s – loss: 4.8354 – acc: 0.70 – ETA: 16s – loss: 4.8561 – acc: 0.69 – ETA: 16s – loss: 4.8765 – acc: 0.69 – ETA: 15s – loss: 4.8966 – acc: 0.69 – ETA: 15s – loss: 4.9165 – acc: 0.69 – ETA: 15s – loss: 4.8858 – acc: 0.69 – ETA: 15s – loss: 4.8555 – acc: 0.69 – ETA: 15s – loss: 4.8255 – acc: 0.70 – ETA: 15s – loss: 4.7959 – acc: 0.70 – ETA: 15s – loss: 4.8158 – acc: 0.70 – ETA: 14s – loss: 4.8354 – acc: 0.70 – ETA: 14s – loss: 4.8548 – acc: 0.69 – ETA: 14s – loss: 4.8740 – acc: 0.69 – ETA: 14s – loss: 4.8930 – acc: 0.69 – ETA: 14s – loss: 4.9117 – acc: 0.69 – ETA: 14s – loss: 4.8828 – acc: 0.69 – ETA: 14s – loss: 4.8543 – acc: 0.69 – ETA: 14s – loss: 4.8261 – acc: 0.70 – ETA: 13s – loss: 4.8447 – acc: 0.69 – ETA: 13s – loss: 4.8169 – acc: 0.70 – ETA: 13s – loss: 4.8354 – acc: 0.70 – ETA: 13s – loss: 4.8080 – acc: 0.70 – ETA: 13s – loss: 4.7808 – acc: 0.70 – ETA: 13s – loss: 4.7992 – acc: 0.70 – ETA: 13s – loss: 4.8174 – acc: 0.70 – ETA: 12s – loss: 4.7907 – acc: 0.70 – ETA: 12s – loss: 4.8087 – acc: 0.70 – ETA: 12s – loss: 4.7823 – acc: 0.70 – ETA: 12s – loss: 4.8002 – acc: 0.70 – ETA: 12s – loss: 4.8179 – acc: 0.70 – ETA: 12s – loss: 4.8354 – acc: 0.70 – ETA: 12s – loss: 4.8094 – acc: 0.70 – ETA: 12s – loss: 4.8699 – acc: 0.69 – ETA: 11s – loss: 4.8440 – acc: 0.69 – ETA: 11s – loss: 4.9037 – acc: 0.69 – ETA: 11s – loss: 4.9203 – acc: 0.69 – ETA: 11s – loss: 4.8945 – acc: 0.69 – ETA: 11s – loss: 4.9110 – acc: 0.69 – ETA: 11s – loss: 4.8855 – acc: 0.69 – ETA: 11s – loss: 4.8604 – acc: 0.69 – ETA: 10s – loss: 4.9181 – acc: 0.69 – ETA: 10s – loss: 4.9341 – acc: 0.69 – ETA: 10s – loss: 4.9500 – acc: 0.69 – ETA: 10s – loss: 4.9657 – acc: 0.69 – ETA: 10s – loss: 4.9812 – acc: 0.69 – ETA: 10s – loss: 4.9966 – acc: 0.69 – ETA: 10s – loss: 5.0118 – acc: 0.68 – ETA: 10s – loss: 5.0269 – acc: 0.68 – ETA: 9s – loss: 5.0419 – acc: 0.6872 – ETA: 9s – loss: 5.0172 – acc: 0.688 – ETA: 9s – loss: 5.0320 – acc: 0.687 – ETA: 9s – loss: 5.0076 – acc: 0.689 – ETA: 9s – loss: 5.0223 – acc: 0.688 – ETA: 9s – loss: 4.9982 – acc: 0.689 – ETA: 9s – loss: 5.0128 – acc: 0.689 – ETA: 9s – loss: 5.0657 – acc: 0.685 – ETA: 8s – loss: 5.0417 – acc: 0.687 – ETA: 8s – loss: 5.0179 – acc: 0.688 – ETA: 8s – loss: 4.9943 – acc: 0.690 – ETA: 8s – loss: 4.9710 – acc: 0.691 – ETA: 8s – loss: 4.9854 – acc: 0.6907562/562 [==============================] – ETA: 8s – loss: 4.9623 – acc: 0.692 – ETA: 8s – loss: 5.0137 – acc: 0.688 – ETA: 8s – loss: 4.9907 – acc: 0.690 – ETA: 7s – loss: 4.9679 – acc: 0.691 – ETA: 7s – loss: 4.9820 – acc: 0.690 – ETA: 7s – loss: 4.9594 – acc: 0.692 – ETA: 7s – loss: 4.9371 – acc: 0.693 – ETA: 7s – loss: 4.9511 – acc: 0.692 – ETA: 7s – loss: 5.0009 – acc: 0.689 – ETA: 7s – loss: 4.9787 – acc: 0.691 – ETA: 7s – loss: 4.9567 – acc: 0.692 – ETA: 6s – loss: 5.0058 – acc: 0.689 – ETA: 6s – loss: 5.0192 – acc: 0.688 – ETA: 6s – loss: 4.9973 – acc: 0.690 – ETA: 6s – loss: 4.9756 – acc: 0.691 – ETA: 6s – loss: 4.9889 – acc: 0.690 – ETA: 6s – loss: 4.9674 – acc: 0.691 – ETA: 6s – loss: 4.9461 – acc: 0.693 – ETA: 5s – loss: 4.9594 – acc: 0.692 – ETA: 5s – loss: 4.9726 – acc: 0.691 – ETA: 5s – loss: 4.9515 – acc: 0.692 – ETA: 5s – loss: 4.9646 – acc: 0.692 – ETA: 5s – loss: 4.9438 – acc: 0.693 – ETA: 5s – loss: 4.9568 – acc: 0.692 – ETA: 5s – loss: 4.9697 – acc: 0.691 – ETA: 5s – loss: 5.0160 – acc: 0.688 – ETA: 4s – loss: 5.0286 – acc: 0.688 – ETA: 4s – loss: 5.0079 – acc: 0.689 – ETA: 4s – loss: 5.0204 – acc: 0.688 – ETA: 4s – loss: 5.0657 – acc: 0.685 – ETA: 4s – loss: 5.0779 – acc: 0.685 – ETA: 4s – loss: 5.1226 – acc: 0.682 – ETA: 4s – loss: 5.1019 – acc: 0.683 – ETA: 4s – loss: 5.1138 – acc: 0.682 – ETA: 3s – loss: 5.0933 – acc: 0.684 – ETA: 3s – loss: 5.1051 – acc: 0.683 – ETA: 3s – loss: 5.0849 – acc: 0.684 – ETA: 3s – loss: 5.0966 – acc: 0.683 – ETA: 3s – loss: 5.0766 – acc: 0.685 – ETA: 3s – loss: 5.1199 – acc: 0.682 – ETA: 3s – loss: 5.0999 – acc: 0.683 – ETA: 3s – loss: 5.1114 – acc: 0.682 – ETA: 2s – loss: 5.1228 – acc: 0.682 – ETA: 2s – loss: 5.1030 – acc: 0.683 – ETA: 2s – loss: 5.1144 – acc: 0.682 – ETA: 2s – loss: 5.0948 – acc: 0.683 – ETA: 2s – loss: 5.1369 – acc: 0.681 – ETA: 2s – loss: 5.1173 – acc: 0.682 – ETA: 2s – loss: 5.1590 – acc: 0.679 – ETA: 2s – loss: 5.2004 – acc: 0.677 – ETA: 1s – loss: 5.1808 – acc: 0.678 – ETA: 1s – loss: 5.1614 – acc: 0.679 – ETA: 1s – loss: 5.1422 – acc: 0.681 – ETA: 1s – loss: 5.1230 – acc: 0.682 – ETA: 1s – loss: 5.1339 – acc: 0.681 – ETA: 1s – loss: 5.1447 – acc: 0.680 – ETA: 1s – loss: 5.1258 – acc: 0.682 – ETA: 1s – loss: 5.1070 – acc: 0.683 – ETA: 0s – loss: 5.1472 – acc: 0.680 – ETA: 0s – loss: 5.1578 – acc: 0.680 – ETA: 0s – loss: 5.1391 – acc: 0.681 – ETA: 0s – loss: 5.1496 – acc: 0.680 – ETA: 0s – loss: 5.1601 – acc: 0.679 – ETA: 0s – loss: 5.1416 – acc: 0.681 – ETA: 0s – loss: 5.1233 – acc: 0.682 – 38s 67ms/step – loss: 5.1337 – acc: 0.6815 – val_loss: 1.8291 – val_acc: 0.8865
141/141 [==============================] – ETA: – ETA: – ETA: – ETA: – 2s 14ms/step
(562, 1612)
Train on 562 samples, validate on 141 samples
Epoch 1/4
428/562 [=====================>……..] – ETA: 3:01 – loss: 9.6441 – acc: 0.0000e+0 – ETA: 1:46 – loss: 4.8220 – acc: 0.5000 – ETA: 1:21 – loss: 5.9010 – acc: 0.500 – ETA: 1:08 – loss: 6.4405 – acc: 0.500 – ETA: 1:01 – loss: 6.7642 – acc: 0.500 – ETA: 56s – loss: 5.6369 – acc: 0.583 – ETA: 52s – loss: 4.8317 – acc: 0.64 – ETA: 49s – loss: 6.2425 – acc: 0.56 – ETA: 47s – loss: 6.4443 – acc: 0.55 – ETA: 45s – loss: 5.7999 – acc: 0.60 – ETA: 44s – loss: 6.0053 – acc: 0.59 – ETA: 43s – loss: 5.5048 – acc: 0.62 – ETA: 42s – loss: 5.0814 – acc: 0.65 – ETA: 41s – loss: 4.7184 – acc: 0.67 – ETA: 40s – loss: 4.4039 – acc: 0.70 – ETA: 39s – loss: 4.1286 – acc: 0.71 – ETA: 39s – loss: 3.8858 – acc: 0.73 – ETA: 38s – loss: 4.5653 – acc: 0.69 – ETA: 38s – loss: 4.7492 – acc: 0.68 – ETA: 37s – loss: 4.5117 – acc: 0.70 – ETA: 37s – loss: 4.6807 – acc: 0.69 – ETA: 37s – loss: 4.4679 – acc: 0.70 – ETA: 37s – loss: 4.2737 – acc: 0.71 – ETA: 36s – loss: 4.0956 – acc: 0.72 – ETA: 36s – loss: 3.9318 – acc: 0.74 – ETA: 36s – loss: 3.7805 – acc: 0.75 – ETA: 36s – loss: 3.9390 – acc: 0.74 – ETA: 35s – loss: 4.0861 – acc: 0.73 – ETA: 35s – loss: 3.9452 – acc: 0.74 – ETA: 35s – loss: 4.3510 – acc: 0.71 – ETA: 34s – loss: 4.2107 – acc: 0.72 – ETA: 34s – loss: 4.0791 – acc: 0.73 – ETA: 34s – loss: 3.9555 – acc: 0.74 – ETA: 34s – loss: 4.3132 – acc: 0.72 – ETA: 33s – loss: 4.4202 – acc: 0.71 – ETA: 33s – loss: 4.2974 – acc: 0.72 – ETA: 33s – loss: 4.1813 – acc: 0.72 – ETA: 32s – loss: 4.0712 – acc: 0.73 – ETA: 32s – loss: 3.9669 – acc: 0.74 – ETA: 32s – loss: 3.8677 – acc: 0.75 – ETA: 32s – loss: 3.7734 – acc: 0.75 – ETA: 32s – loss: 3.6835 – acc: 0.76 – ETA: 31s – loss: 3.7853 – acc: 0.75 – ETA: 31s – loss: 3.6992 – acc: 0.76 – ETA: 31s – loss: 3.6170 – acc: 0.76 – ETA: 31s – loss: 3.7136 – acc: 0.76 – ETA: 30s – loss: 3.6346 – acc: 0.76 – ETA: 30s – loss: 3.5589 – acc: 0.77 – ETA: 30s – loss: 3.6507 – acc: 0.76 – ETA: 30s – loss: 3.7389 – acc: 0.76 – ETA: 30s – loss: 3.8236 – acc: 0.75 – ETA: 29s – loss: 3.9050 – acc: 0.75 – ETA: 29s – loss: 3.8314 – acc: 0.75 – ETA: 29s – loss: 3.9096 – acc: 0.75 – ETA: 29s – loss: 3.9851 – acc: 0.74 – ETA: 29s – loss: 4.0578 – acc: 0.74 – ETA: 29s – loss: 4.1280 – acc: 0.73 – ETA: 29s – loss: 4.0569 – acc: 0.74 – ETA: 29s – loss: 3.9881 – acc: 0.74 – ETA: 28s – loss: 3.9216 – acc: 0.75 – ETA: 28s – loss: 3.8573 – acc: 0.75 – ETA: 28s – loss: 3.7951 – acc: 0.75 – ETA: 28s – loss: 3.7349 – acc: 0.76 – ETA: 28s – loss: 3.6765 – acc: 0.76 – ETA: 28s – loss: 3.6200 – acc: 0.76 – ETA: 27s – loss: 3.5651 – acc: 0.77 – ETA: 27s – loss: 3.6322 – acc: 0.76 – ETA: 27s – loss: 3.6973 – acc: 0.76 – ETA: 27s – loss: 3.6437 – acc: 0.76 – ETA: 27s – loss: 3.5917 – acc: 0.77 – ETA: 27s – loss: 3.6546 – acc: 0.76 – ETA: 26s – loss: 3.7158 – acc: 0.76 – ETA: 26s – loss: 3.6649 – acc: 0.76 – ETA: 26s – loss: 3.7242 – acc: 0.76 – ETA: 26s – loss: 3.6746 – acc: 0.76 – ETA: 26s – loss: 3.6262 – acc: 0.76 – ETA: 26s – loss: 3.5791 – acc: 0.77 – ETA: 25s – loss: 3.5332 – acc: 0.77 – ETA: 25s – loss: 3.4885 – acc: 0.77 – ETA: 25s – loss: 3.4449 – acc: 0.78 – ETA: 25s – loss: 3.4024 – acc: 0.78 – ETA: 25s – loss: 3.3609 – acc: 0.78 – ETA: 25s – loss: 3.3207 – acc: 0.78 – ETA: 25s – loss: 3.2811 – acc: 0.79 – ETA: 25s – loss: 3.2425 – acc: 0.79 – ETA: 25s – loss: 3.2985 – acc: 0.79 – ETA: 24s – loss: 3.2606 – acc: 0.79 – ETA: 24s – loss: 3.2236 – acc: 0.79 – ETA: 24s – loss: 3.1874 – acc: 0.79 – ETA: 24s – loss: 3.2415 – acc: 0.79 – ETA: 24s – loss: 3.2059 – acc: 0.79 – ETA: 24s – loss: 3.1710 – acc: 0.79 – ETA: 24s – loss: 3.2236 – acc: 0.79 – ETA: 24s – loss: 3.1893 – acc: 0.79 – ETA: 23s – loss: 3.1557 – acc: 0.80 – ETA: 23s – loss: 3.1228 – acc: 0.80 – ETA: 23s – loss: 3.0906 – acc: 0.80 – ETA: 23s – loss: 3.1413 – acc: 0.80 – ETA: 23s – loss: 3.1910 – acc: 0.79 – ETA: 23s – loss: 3.2397 – acc: 0.79 – ETA: 23s – loss: 3.2874 – acc: 0.79 – ETA: 22s – loss: 3.2552 – acc: 0.79 – ETA: 22s – loss: 3.3018 – acc: 0.79 – ETA: 22s – loss: 3.3476 – acc: 0.78 – ETA: 22s – loss: 3.3924 – acc: 0.78 – ETA: 22s – loss: 3.3604 – acc: 0.78 – ETA: 22s – loss: 3.4043 – acc: 0.78 – ETA: 22s – loss: 3.3728 – acc: 0.78 – ETA: 21s – loss: 3.4158 – acc: 0.78 – ETA: 21s – loss: 3.4580 – acc: 0.78 – ETA: 21s – loss: 3.4269 – acc: 0.78 – ETA: 21s – loss: 3.4682 – acc: 0.78 – ETA: 21s – loss: 3.5089 – acc: 0.77 – ETA: 21s – loss: 3.6195 – acc: 0.77 – ETA: 21s – loss: 3.6581 – acc: 0.76 – ETA: 20s – loss: 3.6960 – acc: 0.76 – ETA: 20s – loss: 3.7333 – acc: 0.76 – ETA: 20s – loss: 3.7017 – acc: 0.76 – ETA: 20s – loss: 3.6706 – acc: 0.76 – ETA: 20s – loss: 3.7071 – acc: 0.76 – ETA: 20s – loss: 3.7431 – acc: 0.76 – ETA: 20s – loss: 3.8445 – acc: 0.75 – ETA: 19s – loss: 3.8788 – acc: 0.75 – ETA: 19s – loss: 3.8475 – acc: 0.75 – ETA: 19s – loss: 3.8812 – acc: 0.75 – ETA: 19s – loss: 3.8504 – acc: 0.75 – ETA: 19s – loss: 3.8835 – acc: 0.75 – ETA: 19s – loss: 3.8532 – acc: 0.75 – ETA: 19s – loss: 3.8233 – acc: 0.75 – ETA: 19s – loss: 3.8559 – acc: 0.75 – ETA: 18s – loss: 3.8265 – acc: 0.75 – ETA: 18s – loss: 3.7975 – acc: 0.76 – ETA: 18s – loss: 3.7689 – acc: 0.76 – ETA: 18s – loss: 3.7408 – acc: 0.76 – ETA: 18s – loss: 3.7131 – acc: 0.76 – ETA: 18s – loss: 3.7451 – acc: 0.76 – ETA: 18s – loss: 3.7177 – acc: 0.76 – ETA: 17s – loss: 3.6908 – acc: 0.76 – ETA: 17s – loss: 3.6642 – acc: 0.76 – ETA: 17s – loss: 3.6956 – acc: 0.76 – ETA: 17s – loss: 3.7266 – acc: 0.76 – ETA: 17s – loss: 3.7003 – acc: 0.76 – ETA: 17s – loss: 3.7308 – acc: 0.76 – ETA: 17s – loss: 3.7052 – acc: 0.76 – ETA: 17s – loss: 3.7353 – acc: 0.76 – ETA: 16s – loss: 3.8201 – acc: 0.76 – ETA: 16s – loss: 3.7941 – acc: 0.76 – ETA: 16s – loss: 3.7685 – acc: 0.76 – ETA: 16s – loss: 3.7972 – acc: 0.76 – ETA: 16s – loss: 3.7719 – acc: 0.76 – ETA: 16s – loss: 3.8003 – acc: 0.76 – ETA: 16s – loss: 3.8283 – acc: 0.75 – ETA: 16s – loss: 3.8560 – acc: 0.75 – ETA: 15s – loss: 3.8310 – acc: 0.75 – ETA: 15s – loss: 3.8062 – acc: 0.76 – ETA: 15s – loss: 3.7818 – acc: 0.76 – ETA: 15s – loss: 3.8091 – acc: 0.76 – ETA: 15s – loss: 3.8360 – acc: 0.75 – ETA: 15s – loss: 3.8625 – acc: 0.75 – ETA: 15s – loss: 3.9391 – acc: 0.75 – ETA: 14s – loss: 3.9147 – acc: 0.75 – ETA: 14s – loss: 3.9900 – acc: 0.75 – ETA: 14s – loss: 3.9655 – acc: 0.75 – ETA: 14s – loss: 3.9413 – acc: 0.75 – ETA: 14s – loss: 3.9663 – acc: 0.75 – ETA: 14s – loss: 3.9424 – acc: 0.75 – ETA: 14s – loss: 3.9671 – acc: 0.75 – ETA: 14s – loss: 3.9434 – acc: 0.75 – ETA: 13s – loss: 3.9201 – acc: 0.75 – ETA: 13s – loss: 3.9445 – acc: 0.75 – ETA: 13s – loss: 3.9685 – acc: 0.75 – ETA: 13s – loss: 3.9923 – acc: 0.75 – ETA: 13s – loss: 4.0158 – acc: 0.74 – ETA: 13s – loss: 4.0390 – acc: 0.74 – ETA: 13s – loss: 4.0160 – acc: 0.74 – ETA: 13s – loss: 4.0389 – acc: 0.74 – ETA: 12s – loss: 4.0616 – acc: 0.74 – ETA: 12s – loss: 4.0841 – acc: 0.74 – ETA: 12s – loss: 4.0613 – acc: 0.74 – ETA: 12s – loss: 4.0387 – acc: 0.74 – ETA: 12s – loss: 4.0609 – acc: 0.74 – ETA: 12s – loss: 4.0829 – acc: 0.74 – ETA: 12s – loss: 4.0606 – acc: 0.74 – ETA: 12s – loss: 4.0385 – acc: 0.74 – ETA: 11s – loss: 4.0603 – acc: 0.74 – ETA: 11s – loss: 4.0818 – acc: 0.74 – ETA: 11s – loss: 4.1030 – acc: 0.74 – ETA: 11s – loss: 4.1669 – acc: 0.73 – ETA: 11s – loss: 4.2302 – acc: 0.73 – ETA: 11s – loss: 4.2503 – acc: 0.73 – ETA: 11s – loss: 4.2703 – acc: 0.73 – ETA: 11s – loss: 4.3320 – acc: 0.72 – ETA: 10s – loss: 4.3513 – acc: 0.72 – ETA: 10s – loss: 4.3289 – acc: 0.72 – ETA: 10s – loss: 4.3067 – acc: 0.73 – ETA: 10s – loss: 4.3258 – acc: 0.72 – ETA: 10s – loss: 4.3038 – acc: 0.73 – ETA: 10s – loss: 4.3635 – acc: 0.72 – ETA: 10s – loss: 4.3821 – acc: 0.72 – ETA: 10s – loss: 4.3602 – acc: 0.72 – ETA: 9s – loss: 4.4187 – acc: 0.7239 – ETA: 9s – loss: 4.3968 – acc: 0.725 – ETA: 9s – loss: 4.3751 – acc: 0.726 – ETA: 9s – loss: 4.3537 – acc: 0.727 – ETA: 9s – loss: 4.3718 – acc: 0.726 – ETA: 9s – loss: 4.3505 – acc: 0.728 – ETA: 9s – loss: 4.4074 – acc: 0.724 – ETA: 9s – loss: 4.4637 – acc: 0.721 – ETA: 8s – loss: 4.4809 – acc: 0.720 – ETA: 8s – loss: 4.4596 – acc: 0.721 – ETA: 8s – loss: 4.4766 – acc: 0.720 – ETA: 8s – loss: 4.4555 – acc: 0.721 – ETA: 8s – loss: 4.4724 – acc: 0.720 – ETA: 8s – loss: 4.4515 – acc: 0.7220562/562 [==============================] – ETA: 8s – loss: 4.4683 – acc: 0.720 – ETA: 8s – loss: 4.4476 – acc: 0.722 – ETA: 7s – loss: 4.4642 – acc: 0.721 – ETA: 7s – loss: 4.4438 – acc: 0.722 – ETA: 7s – loss: 4.4603 – acc: 0.721 – ETA: 7s – loss: 4.4400 – acc: 0.722 – ETA: 7s – loss: 4.4199 – acc: 0.724 – ETA: 7s – loss: 4.4363 – acc: 0.723 – ETA: 7s – loss: 4.4164 – acc: 0.724 – ETA: 7s – loss: 4.4327 – acc: 0.723 – ETA: 6s – loss: 4.4846 – acc: 0.720 – ETA: 6s – loss: 4.4648 – acc: 0.721 – ETA: 6s – loss: 4.4806 – acc: 0.720 – ETA: 6s – loss: 4.4963 – acc: 0.719 – ETA: 6s – loss: 4.5470 – acc: 0.716 – ETA: 6s – loss: 4.5273 – acc: 0.717 – ETA: 6s – loss: 4.5426 – acc: 0.716 – ETA: 6s – loss: 4.5230 – acc: 0.717 – ETA: 5s – loss: 4.5382 – acc: 0.716 – ETA: 5s – loss: 4.5188 – acc: 0.717 – ETA: 5s – loss: 4.4995 – acc: 0.719 – ETA: 5s – loss: 4.4805 – acc: 0.720 – ETA: 5s – loss: 4.4616 – acc: 0.721 – ETA: 5s – loss: 4.4428 – acc: 0.722 – ETA: 5s – loss: 4.4242 – acc: 0.723 – ETA: 5s – loss: 4.4058 – acc: 0.725 – ETA: 4s – loss: 4.4210 – acc: 0.724 – ETA: 4s – loss: 4.4027 – acc: 0.725 – ETA: 4s – loss: 4.3846 – acc: 0.726 – ETA: 4s – loss: 4.3666 – acc: 0.727 – ETA: 4s – loss: 4.3817 – acc: 0.726 – ETA: 4s – loss: 4.3639 – acc: 0.727 – ETA: 4s – loss: 4.3462 – acc: 0.728 – ETA: 4s – loss: 4.3287 – acc: 0.729 – ETA: 3s – loss: 4.3113 – acc: 0.730 – ETA: 3s – loss: 4.3263 – acc: 0.730 – ETA: 3s – loss: 4.3411 – acc: 0.729 – ETA: 3s – loss: 4.3559 – acc: 0.728 – ETA: 3s – loss: 4.3705 – acc: 0.727 – ETA: 3s – loss: 4.3533 – acc: 0.728 – ETA: 3s – loss: 4.3363 – acc: 0.729 – ETA: 3s – loss: 4.3193 – acc: 0.730 – ETA: 2s – loss: 4.3025 – acc: 0.731 – ETA: 2s – loss: 4.3171 – acc: 0.730 – ETA: 2s – loss: 4.3315 – acc: 0.729 – ETA: 2s – loss: 4.3459 – acc: 0.728 – ETA: 2s – loss: 4.3601 – acc: 0.728 – ETA: 2s – loss: 4.3742 – acc: 0.727 – ETA: 2s – loss: 4.3882 – acc: 0.726 – ETA: 2s – loss: 4.3716 – acc: 0.727 – ETA: 1s – loss: 4.3551 – acc: 0.728 – ETA: 1s – loss: 4.3690 – acc: 0.727 – ETA: 1s – loss: 4.3828 – acc: 0.726 – ETA: 1s – loss: 4.3966 – acc: 0.725 – ETA: 1s – loss: 4.3802 – acc: 0.726 – ETA: 1s – loss: 4.3640 – acc: 0.727 – ETA: 1s – loss: 4.3479 – acc: 0.728 – ETA: 1s – loss: 4.3319 – acc: 0.729 – ETA: 0s – loss: 4.3456 – acc: 0.728 – ETA: 0s – loss: 4.3297 – acc: 0.729 – ETA: 0s – loss: 4.3140 – acc: 0.730 – ETA: 0s – loss: 4.3275 – acc: 0.730 – ETA: 0s – loss: 4.3119 – acc: 0.731 – ETA: 0s – loss: 4.2964 – acc: 0.732 – ETA: 0s – loss: 4.3099 – acc: 0.731 – ETA: 0s – loss: 4.3233 – acc: 0.730 – 36s 64ms/step – loss: 4.3079 – acc: 0.7313 – val_loss: 5.2584 – val_acc: 0.6738
Epoch 2/4
430/562 [=====================>……..] – ETA: 32s – loss: 1.1921e-07 – acc: 1.00 – ETA: 32s – loss: 4.0295 – acc: 0.7500 – ETA: 31s – loss: 2.6863 – acc: 0.83 – ETA: 31s – loss: 2.0148 – acc: 0.87 – ETA: 31s – loss: 3.2236 – acc: 0.80 – ETA: 32s – loss: 2.6863 – acc: 0.83 – ETA: 32s – loss: 3.4539 – acc: 0.78 – ETA: 31s – loss: 4.0295 – acc: 0.75 – ETA: 31s – loss: 4.4772 – acc: 0.72 – ETA: 31s – loss: 4.8354 – acc: 0.70 – ETA: 31s – loss: 4.3958 – acc: 0.72 – ETA: 31s – loss: 5.3727 – acc: 0.66 – ETA: 31s – loss: 5.5793 – acc: 0.65 – ETA: 31s – loss: 5.1808 – acc: 0.67 – ETA: 30s – loss: 4.8354 – acc: 0.70 – ETA: 30s – loss: 4.5332 – acc: 0.71 – ETA: 30s – loss: 4.7406 – acc: 0.70 – ETA: 30s – loss: 4.4772 – acc: 0.72 – ETA: 30s – loss: 4.2416 – acc: 0.73 – ETA: 30s – loss: 4.0295 – acc: 0.75 – ETA: 30s – loss: 4.6052 – acc: 0.71 – ETA: 30s – loss: 4.3958 – acc: 0.72 – ETA: 30s – loss: 4.2047 – acc: 0.73 – ETA: 29s – loss: 4.3653 – acc: 0.72 – ETA: 29s – loss: 4.1907 – acc: 0.74 – ETA: 29s – loss: 4.3395 – acc: 0.73 – ETA: 29s – loss: 4.4772 – acc: 0.72 – ETA: 29s – loss: 4.3173 – acc: 0.73 – ETA: 29s – loss: 4.1685 – acc: 0.74 – ETA: 29s – loss: 4.0295 – acc: 0.75 – ETA: 29s – loss: 3.8995 – acc: 0.75 – ETA: 29s – loss: 3.7777 – acc: 0.76 – ETA: 28s – loss: 4.1516 – acc: 0.74 – ETA: 28s – loss: 4.0295 – acc: 0.75 – ETA: 28s – loss: 3.9144 – acc: 0.75 – ETA: 28s – loss: 4.0295 – acc: 0.75 – ETA: 28s – loss: 4.1384 – acc: 0.74 – ETA: 28s – loss: 4.0295 – acc: 0.75 – ETA: 28s – loss: 4.1328 – acc: 0.74 – ETA: 28s – loss: 4.4325 – acc: 0.72 – ETA: 28s – loss: 4.3244 – acc: 0.73 – ETA: 28s – loss: 4.2214 – acc: 0.73 – ETA: 27s – loss: 4.1232 – acc: 0.74 – ETA: 27s – loss: 4.0295 – acc: 0.75 – ETA: 27s – loss: 4.1191 – acc: 0.74 – ETA: 27s – loss: 4.0295 – acc: 0.75 – ETA: 27s – loss: 3.9438 – acc: 0.75 – ETA: 27s – loss: 3.8616 – acc: 0.76 – ETA: 27s – loss: 3.7828 – acc: 0.76 – ETA: 27s – loss: 3.7072 – acc: 0.77 – ETA: 27s – loss: 3.7925 – acc: 0.76 – ETA: 27s – loss: 3.8745 – acc: 0.75 – ETA: 27s – loss: 3.8014 – acc: 0.76 – ETA: 26s – loss: 3.8803 – acc: 0.75 – ETA: 26s – loss: 3.8097 – acc: 0.76 – ETA: 26s – loss: 3.8856 – acc: 0.75 – ETA: 26s – loss: 3.9588 – acc: 0.75 – ETA: 26s – loss: 3.8906 – acc: 0.75 – ETA: 26s – loss: 3.8246 – acc: 0.76 – ETA: 26s – loss: 3.7609 – acc: 0.76 – ETA: 26s – loss: 3.8314 – acc: 0.76 – ETA: 25s – loss: 3.7696 – acc: 0.76 – ETA: 25s – loss: 3.7097 – acc: 0.76 – ETA: 25s – loss: 3.7777 – acc: 0.76 – ETA: 25s – loss: 3.7196 – acc: 0.76 – ETA: 25s – loss: 3.7853 – acc: 0.76 – ETA: 25s – loss: 3.7288 – acc: 0.76 – ETA: 25s – loss: 3.7925 – acc: 0.76 – ETA: 25s – loss: 3.9711 – acc: 0.75 – ETA: 25s – loss: 4.1447 – acc: 0.74 – ETA: 25s – loss: 4.0863 – acc: 0.74 – ETA: 25s – loss: 4.0295 – acc: 0.75 – ETA: 24s – loss: 3.9743 – acc: 0.75 – ETA: 24s – loss: 3.9206 – acc: 0.75 – ETA: 24s – loss: 4.0833 – acc: 0.74 – ETA: 24s – loss: 4.0295 – acc: 0.75 – ETA: 24s – loss: 3.9773 – acc: 0.75 – ETA: 24s – loss: 3.9263 – acc: 0.75 – ETA: 24s – loss: 3.9786 – acc: 0.75 – ETA: 24s – loss: 4.1303 – acc: 0.74 – ETA: 23s – loss: 4.0793 – acc: 0.74 – ETA: 23s – loss: 4.0296 – acc: 0.75 – ETA: 23s – loss: 4.0781 – acc: 0.74 – ETA: 23s – loss: 4.0296 – acc: 0.75 – ETA: 23s – loss: 4.0770 – acc: 0.74 – ETA: 23s – loss: 4.2170 – acc: 0.73 – ETA: 23s – loss: 4.1685 – acc: 0.74 – ETA: 23s – loss: 4.1212 – acc: 0.74 – ETA: 23s – loss: 4.2560 – acc: 0.73 – ETA: 22s – loss: 4.2982 – acc: 0.73 – ETA: 22s – loss: 4.2510 – acc: 0.73 – ETA: 22s – loss: 4.2048 – acc: 0.73 – ETA: 22s – loss: 4.2462 – acc: 0.73 – ETA: 22s – loss: 4.2010 – acc: 0.73 – ETA: 22s – loss: 4.1568 – acc: 0.74 – ETA: 22s – loss: 4.2814 – acc: 0.73 – ETA: 22s – loss: 4.3204 – acc: 0.73 – ETA: 21s – loss: 4.2763 – acc: 0.73 – ETA: 21s – loss: 4.2331 – acc: 0.73 – ETA: 21s – loss: 4.2713 – acc: 0.73 – ETA: 21s – loss: 4.3886 – acc: 0.72 – ETA: 21s – loss: 4.3456 – acc: 0.73 – ETA: 21s – loss: 4.3034 – acc: 0.73 – ETA: 21s – loss: 4.3395 – acc: 0.73 – ETA: 21s – loss: 4.2982 – acc: 0.73 – ETA: 21s – loss: 4.3337 – acc: 0.73 – ETA: 20s – loss: 4.2932 – acc: 0.73 – ETA: 20s – loss: 4.2534 – acc: 0.73 – ETA: 20s – loss: 4.2144 – acc: 0.73 – ETA: 20s – loss: 4.2494 – acc: 0.73 – ETA: 20s – loss: 4.2837 – acc: 0.73 – ETA: 20s – loss: 4.2454 – acc: 0.73 – ETA: 20s – loss: 4.2792 – acc: 0.73 – ETA: 20s – loss: 4.2416 – acc: 0.73 – ETA: 20s – loss: 4.2748 – acc: 0.73 – ETA: 20s – loss: 4.3769 – acc: 0.72 – ETA: 19s – loss: 4.3395 – acc: 0.73 – ETA: 19s – loss: 4.3711 – acc: 0.72 – ETA: 19s – loss: 4.3343 – acc: 0.73 – ETA: 19s – loss: 4.3654 – acc: 0.72 – ETA: 19s – loss: 4.3959 – acc: 0.72 – ETA: 19s – loss: 4.3599 – acc: 0.72 – ETA: 19s – loss: 4.3244 – acc: 0.73 – ETA: 19s – loss: 4.3545 – acc: 0.72 – ETA: 18s – loss: 4.3842 – acc: 0.72 – ETA: 18s – loss: 4.4133 – acc: 0.72 – ETA: 18s – loss: 4.3786 – acc: 0.72 – ETA: 18s – loss: 4.3444 – acc: 0.73 – ETA: 18s – loss: 4.3107 – acc: 0.73 – ETA: 18s – loss: 4.2775 – acc: 0.73 – ETA: 18s – loss: 4.2449 – acc: 0.73 – ETA: 18s – loss: 4.2738 – acc: 0.73 – ETA: 18s – loss: 4.3022 – acc: 0.73 – ETA: 17s – loss: 4.3303 – acc: 0.73 – ETA: 17s – loss: 4.2982 – acc: 0.73 – ETA: 17s – loss: 4.2666 – acc: 0.73 – ETA: 17s – loss: 4.2354 – acc: 0.73 – ETA: 17s – loss: 4.2048 – acc: 0.73 – ETA: 17s – loss: 4.2905 – acc: 0.73 – ETA: 17s – loss: 4.2598 – acc: 0.73 – ETA: 17s – loss: 4.3439 – acc: 0.73 – ETA: 17s – loss: 4.3133 – acc: 0.73 – ETA: 16s – loss: 4.2832 – acc: 0.73 – ETA: 16s – loss: 4.3094 – acc: 0.73 – ETA: 16s – loss: 4.3352 – acc: 0.73 – ETA: 16s – loss: 4.3608 – acc: 0.72 – ETA: 16s – loss: 4.3859 – acc: 0.72 – ETA: 16s – loss: 4.4107 – acc: 0.72 – ETA: 16s – loss: 4.4352 – acc: 0.72 – ETA: 16s – loss: 4.4594 – acc: 0.72 – ETA: 15s – loss: 4.4298 – acc: 0.72 – ETA: 15s – loss: 4.5067 – acc: 0.72 – ETA: 15s – loss: 4.4773 – acc: 0.72 – ETA: 15s – loss: 4.4482 – acc: 0.72 – ETA: 15s – loss: 4.4715 – acc: 0.72 – ETA: 15s – loss: 4.4428 – acc: 0.72 – ETA: 15s – loss: 4.5172 – acc: 0.71 – ETA: 15s – loss: 4.4886 – acc: 0.72 – ETA: 15s – loss: 4.5111 – acc: 0.72 – ETA: 15s – loss: 4.4829 – acc: 0.72 – ETA: 14s – loss: 4.5051 – acc: 0.72 – ETA: 14s – loss: 4.5768 – acc: 0.71 – ETA: 14s – loss: 4.5487 – acc: 0.71 – ETA: 14s – loss: 4.5701 – acc: 0.71 – ETA: 14s – loss: 4.5424 – acc: 0.71 – ETA: 14s – loss: 4.5636 – acc: 0.71 – ETA: 14s – loss: 4.5363 – acc: 0.71 – ETA: 14s – loss: 4.5093 – acc: 0.72 – ETA: 14s – loss: 4.4826 – acc: 0.72 – ETA: 13s – loss: 4.4562 – acc: 0.72 – ETA: 13s – loss: 4.4301 – acc: 0.72 – ETA: 13s – loss: 4.4044 – acc: 0.72 – ETA: 13s – loss: 4.4255 – acc: 0.72 – ETA: 13s – loss: 4.4001 – acc: 0.72 – ETA: 13s – loss: 4.3749 – acc: 0.72 – ETA: 13s – loss: 4.3501 – acc: 0.73 – ETA: 13s – loss: 4.4166 – acc: 0.72 – ETA: 13s – loss: 4.4370 – acc: 0.72 – ETA: 12s – loss: 4.4122 – acc: 0.72 – ETA: 12s – loss: 4.4325 – acc: 0.72 – ETA: 12s – loss: 4.4525 – acc: 0.72 – ETA: 12s – loss: 4.4281 – acc: 0.72 – ETA: 12s – loss: 4.4479 – acc: 0.72 – ETA: 12s – loss: 4.4675 – acc: 0.72 – ETA: 12s – loss: 4.4870 – acc: 0.72 – ETA: 12s – loss: 4.5062 – acc: 0.72 – ETA: 11s – loss: 4.4821 – acc: 0.72 – ETA: 11s – loss: 4.5011 – acc: 0.72 – ETA: 11s – loss: 4.4773 – acc: 0.72 – ETA: 11s – loss: 4.4537 – acc: 0.72 – ETA: 11s – loss: 4.4726 – acc: 0.72 – ETA: 11s – loss: 4.4493 – acc: 0.72 – ETA: 11s – loss: 4.4262 – acc: 0.72 – ETA: 11s – loss: 4.4034 – acc: 0.72 – ETA: 10s – loss: 4.3808 – acc: 0.72 – ETA: 10s – loss: 4.3996 – acc: 0.72 – ETA: 10s – loss: 4.3773 – acc: 0.72 – ETA: 10s – loss: 4.3552 – acc: 0.72 – ETA: 10s – loss: 4.3738 – acc: 0.72 – ETA: 10s – loss: 4.3519 – acc: 0.73 – ETA: 10s – loss: 4.3704 – acc: 0.72 – ETA: 10s – loss: 4.3487 – acc: 0.73 – ETA: 9s – loss: 4.3670 – acc: 0.7291 – ETA: 9s – loss: 4.3456 – acc: 0.730 – ETA: 9s – loss: 4.3637 – acc: 0.729 – ETA: 9s – loss: 4.3816 – acc: 0.728 – ETA: 9s – loss: 4.3994 – acc: 0.727 – ETA: 9s – loss: 4.3783 – acc: 0.728 – ETA: 9s – loss: 4.3573 – acc: 0.729 – ETA: 9s – loss: 4.3749 – acc: 0.728 – ETA: 8s – loss: 4.4306 – acc: 0.725 – ETA: 8s – loss: 4.4097 – acc: 0.726 – ETA: 8s – loss: 4.3890 – acc: 0.727 – ETA: 8s – loss: 4.3685 – acc: 0.729 – ETA: 8s – loss: 4.3482 – acc: 0.7302562/562 [==============================] – ETA: 8s – loss: 4.3653 – acc: 0.729 – ETA: 8s – loss: 4.3452 – acc: 0.730 – ETA: 8s – loss: 4.3253 – acc: 0.731 – ETA: 8s – loss: 4.3055 – acc: 0.732 – ETA: 7s – loss: 4.3592 – acc: 0.729 – ETA: 7s – loss: 4.3395 – acc: 0.730 – ETA: 7s – loss: 4.3926 – acc: 0.727 – ETA: 7s – loss: 4.4090 – acc: 0.726 – ETA: 7s – loss: 4.3893 – acc: 0.727 – ETA: 7s – loss: 4.4056 – acc: 0.726 – ETA: 7s – loss: 4.4218 – acc: 0.725 – ETA: 7s – loss: 4.4023 – acc: 0.726 – ETA: 6s – loss: 4.3830 – acc: 0.728 – ETA: 6s – loss: 4.3639 – acc: 0.729 – ETA: 6s – loss: 4.3449 – acc: 0.730 – ETA: 6s – loss: 4.3610 – acc: 0.729 – ETA: 6s – loss: 4.3422 – acc: 0.730 – ETA: 6s – loss: 4.3235 – acc: 0.731 – ETA: 6s – loss: 4.3051 – acc: 0.732 – ETA: 5s – loss: 4.3210 – acc: 0.731 – ETA: 5s – loss: 4.3027 – acc: 0.733 – ETA: 5s – loss: 4.3186 – acc: 0.732 – ETA: 5s – loss: 4.3004 – acc: 0.733 – ETA: 5s – loss: 4.2824 – acc: 0.734 – ETA: 5s – loss: 4.2646 – acc: 0.735 – ETA: 5s – loss: 4.2469 – acc: 0.736 – ETA: 5s – loss: 4.2627 – acc: 0.735 – ETA: 4s – loss: 4.2783 – acc: 0.734 – ETA: 4s – loss: 4.2607 – acc: 0.735 – ETA: 4s – loss: 4.2434 – acc: 0.736 – ETA: 4s – loss: 4.2589 – acc: 0.735 – ETA: 4s – loss: 4.2416 – acc: 0.736 – ETA: 4s – loss: 4.2570 – acc: 0.735 – ETA: 4s – loss: 4.2723 – acc: 0.734 – ETA: 4s – loss: 4.2552 – acc: 0.736 – ETA: 3s – loss: 4.2382 – acc: 0.737 – ETA: 3s – loss: 4.2214 – acc: 0.738 – ETA: 3s – loss: 4.2684 – acc: 0.735 – ETA: 3s – loss: 4.2516 – acc: 0.736 – ETA: 3s – loss: 4.2350 – acc: 0.737 – ETA: 3s – loss: 4.2499 – acc: 0.736 – ETA: 3s – loss: 4.2647 – acc: 0.735 – ETA: 3s – loss: 4.2482 – acc: 0.736 – ETA: 2s – loss: 4.2318 – acc: 0.737 – ETA: 2s – loss: 4.2155 – acc: 0.738 – ETA: 2s – loss: 4.2302 – acc: 0.737 – ETA: 2s – loss: 4.2449 – acc: 0.736 – ETA: 2s – loss: 4.2287 – acc: 0.737 – ETA: 2s – loss: 4.2432 – acc: 0.736 – ETA: 2s – loss: 4.2576 – acc: 0.735 – ETA: 1s – loss: 4.2416 – acc: 0.736 – ETA: 1s – loss: 4.2257 – acc: 0.737 – ETA: 1s – loss: 4.2100 – acc: 0.738 – ETA: 1s – loss: 4.1943 – acc: 0.739 – ETA: 1s – loss: 4.2086 – acc: 0.738 – ETA: 1s – loss: 4.2526 – acc: 0.736 – ETA: 1s – loss: 4.2666 – acc: 0.735 – ETA: 1s – loss: 4.2509 – acc: 0.736 – ETA: 0s – loss: 4.2943 – acc: 0.733 – ETA: 0s – loss: 4.2786 – acc: 0.734 – ETA: 0s – loss: 4.2631 – acc: 0.735 – ETA: 0s – loss: 4.2768 – acc: 0.734 – ETA: 0s – loss: 4.3194 – acc: 0.732 – ETA: 0s – loss: 4.3040 – acc: 0.733 – ETA: 0s – loss: 4.2886 – acc: 0.733 – 40s 71ms/step – loss: 4.2733 – acc: 0.7349 – val_loss: 5.2584 – val_acc: 0.6738
Epoch 3/4
430/562 [=====================>……..] – ETA: 44s – loss: 1.1921e-07 – acc: 1.00 – ETA: 43s – loss: 1.1921e-07 – acc: 1.00 – ETA: 41s – loss: 1.1921e-07 – acc: 1.00 – ETA: 41s – loss: 2.0148 – acc: 0.8750 – ETA: 41s – loss: 3.2236 – acc: 0.80 – ETA: 42s – loss: 2.6863 – acc: 0.83 – ETA: 45s – loss: 3.4539 – acc: 0.78 – ETA: 46s – loss: 3.0221 – acc: 0.81 – ETA: 45s – loss: 3.5818 – acc: 0.77 – ETA: 44s – loss: 4.0295 – acc: 0.75 – ETA: 43s – loss: 4.3958 – acc: 0.72 – ETA: 43s – loss: 4.7011 – acc: 0.70 – ETA: 42s – loss: 4.3395 – acc: 0.73 – ETA: 42s – loss: 4.0295 – acc: 0.75 – ETA: 41s – loss: 4.2982 – acc: 0.73 – ETA: 41s – loss: 5.0369 – acc: 0.68 – ETA: 40s – loss: 4.7406 – acc: 0.70 – ETA: 40s – loss: 4.4772 – acc: 0.72 – ETA: 40s – loss: 4.6658 – acc: 0.71 – ETA: 40s – loss: 4.8354 – acc: 0.70 – ETA: 39s – loss: 4.6052 – acc: 0.71 – ETA: 39s – loss: 4.3958 – acc: 0.72 – ETA: 39s – loss: 4.2047 – acc: 0.73 – ETA: 39s – loss: 4.0295 – acc: 0.75 – ETA: 39s – loss: 3.8683 – acc: 0.76 – ETA: 39s – loss: 3.7196 – acc: 0.76 – ETA: 38s – loss: 3.8803 – acc: 0.75 – ETA: 38s – loss: 4.0295 – acc: 0.75 – ETA: 38s – loss: 4.1685 – acc: 0.74 – ETA: 38s – loss: 4.0295 – acc: 0.75 – ETA: 37s – loss: 3.8995 – acc: 0.75 – ETA: 37s – loss: 3.7777 – acc: 0.76 – ETA: 37s – loss: 3.9074 – acc: 0.75 – ETA: 36s – loss: 4.0295 – acc: 0.75 – ETA: 36s – loss: 3.9144 – acc: 0.75 – ETA: 36s – loss: 4.0295 – acc: 0.75 – ETA: 35s – loss: 4.1384 – acc: 0.74 – ETA: 35s – loss: 4.0295 – acc: 0.75 – ETA: 35s – loss: 4.1328 – acc: 0.74 – ETA: 35s – loss: 4.0295 – acc: 0.75 – ETA: 34s – loss: 3.9312 – acc: 0.75 – ETA: 34s – loss: 3.8376 – acc: 0.76 – ETA: 34s – loss: 3.9358 – acc: 0.75 – ETA: 33s – loss: 3.8464 – acc: 0.76 – ETA: 33s – loss: 3.7609 – acc: 0.76 – ETA: 33s – loss: 3.6791 – acc: 0.77 – ETA: 33s – loss: 3.7723 – acc: 0.76 – ETA: 32s – loss: 3.8616 – acc: 0.76 – ETA: 32s – loss: 4.1118 – acc: 0.74 – ETA: 32s – loss: 4.0295 – acc: 0.75 – ETA: 32s – loss: 3.9505 – acc: 0.75 – ETA: 32s – loss: 4.0295 – acc: 0.75 – ETA: 31s – loss: 3.9535 – acc: 0.75 – ETA: 31s – loss: 4.1788 – acc: 0.74 – ETA: 31s – loss: 4.1028 – acc: 0.74 – ETA: 31s – loss: 4.3173 – acc: 0.73 – ETA: 31s – loss: 4.3830 – acc: 0.72 – ETA: 31s – loss: 4.3074 – acc: 0.73 – ETA: 30s – loss: 4.3710 – acc: 0.72 – ETA: 30s – loss: 4.2982 – acc: 0.73 – ETA: 30s – loss: 4.2277 – acc: 0.73 – ETA: 30s – loss: 4.4195 – acc: 0.72 – ETA: 30s – loss: 4.4772 – acc: 0.72 – ETA: 29s – loss: 4.4073 – acc: 0.72 – ETA: 29s – loss: 4.3395 – acc: 0.73 – ETA: 29s – loss: 4.3958 – acc: 0.72 – ETA: 29s – loss: 4.4505 – acc: 0.72 – ETA: 29s – loss: 4.3851 – acc: 0.72 – ETA: 28s – loss: 4.3215 – acc: 0.73 – ETA: 28s – loss: 4.4900 – acc: 0.72 – ETA: 28s – loss: 4.4268 – acc: 0.72 – ETA: 28s – loss: 4.4772 – acc: 0.72 – ETA: 28s – loss: 4.4159 – acc: 0.72 – ETA: 28s – loss: 4.3562 – acc: 0.72 – ETA: 27s – loss: 4.4056 – acc: 0.72 – ETA: 27s – loss: 4.5597 – acc: 0.71 – ETA: 27s – loss: 4.5005 – acc: 0.72 – ETA: 27s – loss: 4.4428 – acc: 0.72 – ETA: 27s – loss: 4.4886 – acc: 0.72 – ETA: 26s – loss: 4.4325 – acc: 0.72 – ETA: 26s – loss: 4.3778 – acc: 0.72 – ETA: 26s – loss: 4.4226 – acc: 0.72 – ETA: 26s – loss: 4.3694 – acc: 0.72 – ETA: 26s – loss: 4.4133 – acc: 0.72 – ETA: 25s – loss: 4.4562 – acc: 0.72 – ETA: 25s – loss: 4.4044 – acc: 0.72 – ETA: 25s – loss: 4.3537 – acc: 0.72 – ETA: 25s – loss: 4.3043 – acc: 0.73 – ETA: 25s – loss: 4.2559 – acc: 0.73 – ETA: 25s – loss: 4.3877 – acc: 0.72 – ETA: 24s – loss: 4.3395 – acc: 0.73 – ETA: 24s – loss: 4.2923 – acc: 0.73 – ETA: 24s – loss: 4.2462 – acc: 0.73 – ETA: 24s – loss: 4.2010 – acc: 0.73 – ETA: 24s – loss: 4.1568 – acc: 0.74 – ETA: 23s – loss: 4.2814 – acc: 0.73 – ETA: 23s – loss: 4.3203 – acc: 0.73 – ETA: 23s – loss: 4.2762 – acc: 0.73 – ETA: 23s – loss: 4.2330 – acc: 0.73 – ETA: 23s – loss: 4.2713 – acc: 0.73 – ETA: 23s – loss: 4.2290 – acc: 0.73 – ETA: 22s – loss: 4.2666 – acc: 0.73 – ETA: 22s – loss: 4.2251 – acc: 0.73 – ETA: 22s – loss: 4.2620 – acc: 0.73 – ETA: 22s – loss: 4.2214 – acc: 0.73 – ETA: 22s – loss: 4.1816 – acc: 0.74 – ETA: 22s – loss: 4.1425 – acc: 0.74 – ETA: 21s – loss: 4.1041 – acc: 0.74 – ETA: 21s – loss: 4.0665 – acc: 0.74 – ETA: 21s – loss: 4.1761 – acc: 0.74 – ETA: 21s – loss: 4.1384 – acc: 0.74 – ETA: 21s – loss: 4.1015 – acc: 0.74 – ETA: 21s – loss: 4.0652 – acc: 0.74 – ETA: 21s – loss: 4.0295 – acc: 0.75 – ETA: 21s – loss: 4.0646 – acc: 0.74 – ETA: 20s – loss: 4.0990 – acc: 0.74 – ETA: 20s – loss: 4.0640 – acc: 0.74 – ETA: 20s – loss: 4.0295 – acc: 0.75 – ETA: 20s – loss: 4.0634 – acc: 0.74 – ETA: 20s – loss: 4.0295 – acc: 0.75 – ETA: 20s – loss: 3.9962 – acc: 0.75 – ETA: 20s – loss: 3.9635 – acc: 0.75 – ETA: 20s – loss: 3.9312 – acc: 0.75 – ETA: 19s – loss: 3.9645 – acc: 0.75 – ETA: 19s – loss: 3.9973 – acc: 0.75 – ETA: 19s – loss: 3.9656 – acc: 0.75 – ETA: 19s – loss: 3.9343 – acc: 0.75 – ETA: 19s – loss: 3.9666 – acc: 0.75 – ETA: 19s – loss: 4.0608 – acc: 0.74 – ETA: 19s – loss: 4.0295 – acc: 0.75 – ETA: 19s – loss: 3.9988 – acc: 0.75 – ETA: 18s – loss: 4.0295 – acc: 0.75 – ETA: 18s – loss: 3.9992 – acc: 0.75 – ETA: 18s – loss: 3.9694 – acc: 0.75 – ETA: 18s – loss: 3.9997 – acc: 0.75 – ETA: 18s – loss: 3.9703 – acc: 0.75 – ETA: 18s – loss: 3.9413 – acc: 0.75 – ETA: 18s – loss: 3.9711 – acc: 0.75 – ETA: 18s – loss: 4.0005 – acc: 0.75 – ETA: 17s – loss: 3.9720 – acc: 0.75 – ETA: 17s – loss: 4.0009 – acc: 0.75 – ETA: 17s – loss: 4.0863 – acc: 0.74 – ETA: 17s – loss: 4.0577 – acc: 0.74 – ETA: 17s – loss: 4.0855 – acc: 0.74 – ETA: 17s – loss: 4.1129 – acc: 0.74 – ETA: 17s – loss: 4.0847 – acc: 0.74 – ETA: 17s – loss: 4.1118 – acc: 0.74 – ETA: 16s – loss: 4.1384 – acc: 0.74 – ETA: 16s – loss: 4.1107 – acc: 0.74 – ETA: 16s – loss: 4.1907 – acc: 0.74 – ETA: 16s – loss: 4.1630 – acc: 0.74 – ETA: 16s – loss: 4.1356 – acc: 0.74 – ETA: 16s – loss: 4.1612 – acc: 0.74 – ETA: 16s – loss: 4.1342 – acc: 0.74 – ETA: 16s – loss: 4.1595 – acc: 0.74 – ETA: 16s – loss: 4.1328 – acc: 0.74 – ETA: 15s – loss: 4.1579 – acc: 0.74 – ETA: 15s – loss: 4.1315 – acc: 0.74 – ETA: 15s – loss: 4.1056 – acc: 0.74 – ETA: 15s – loss: 4.0799 – acc: 0.74 – ETA: 15s – loss: 4.1547 – acc: 0.74 – ETA: 15s – loss: 4.1290 – acc: 0.74 – ETA: 15s – loss: 4.1037 – acc: 0.74 – ETA: 15s – loss: 4.0787 – acc: 0.74 – ETA: 15s – loss: 4.0539 – acc: 0.74 – ETA: 15s – loss: 4.0295 – acc: 0.75 – ETA: 14s – loss: 4.0537 – acc: 0.74 – ETA: 14s – loss: 4.1255 – acc: 0.74 – ETA: 14s – loss: 4.1487 – acc: 0.74 – ETA: 14s – loss: 4.1243 – acc: 0.74 – ETA: 14s – loss: 4.1002 – acc: 0.74 – ETA: 14s – loss: 4.0764 – acc: 0.74 – ETA: 14s – loss: 4.0528 – acc: 0.74 – ETA: 14s – loss: 4.1222 – acc: 0.74 – ETA: 13s – loss: 4.1907 – acc: 0.74 – ETA: 13s – loss: 4.1669 – acc: 0.74 – ETA: 13s – loss: 4.1889 – acc: 0.74 – ETA: 13s – loss: 4.1654 – acc: 0.74 – ETA: 13s – loss: 4.1421 – acc: 0.74 – ETA: 13s – loss: 4.1191 – acc: 0.74 – ETA: 13s – loss: 4.1408 – acc: 0.74 – ETA: 13s – loss: 4.1181 – acc: 0.74 – ETA: 12s – loss: 4.0956 – acc: 0.74 – ETA: 12s – loss: 4.0733 – acc: 0.74 – ETA: 12s – loss: 4.0513 – acc: 0.74 – ETA: 12s – loss: 4.0729 – acc: 0.74 – ETA: 12s – loss: 4.1373 – acc: 0.74 – ETA: 12s – loss: 4.1581 – acc: 0.74 – ETA: 12s – loss: 4.1788 – acc: 0.74 – ETA: 12s – loss: 4.1992 – acc: 0.73 – ETA: 11s – loss: 4.2194 – acc: 0.73 – ETA: 11s – loss: 4.1974 – acc: 0.73 – ETA: 11s – loss: 4.1757 – acc: 0.74 – ETA: 11s – loss: 4.2372 – acc: 0.73 – ETA: 11s – loss: 4.2568 – acc: 0.73 – ETA: 11s – loss: 4.2351 – acc: 0.73 – ETA: 11s – loss: 4.2136 – acc: 0.73 – ETA: 11s – loss: 4.1923 – acc: 0.73 – ETA: 10s – loss: 4.2118 – acc: 0.73 – ETA: 10s – loss: 4.1907 – acc: 0.74 – ETA: 10s – loss: 4.2100 – acc: 0.73 – ETA: 10s – loss: 4.1891 – acc: 0.74 – ETA: 10s – loss: 4.2082 – acc: 0.73 – ETA: 10s – loss: 4.2271 – acc: 0.73 – ETA: 10s – loss: 4.2457 – acc: 0.73 – ETA: 10s – loss: 4.2643 – acc: 0.73 – ETA: 9s – loss: 4.2437 – acc: 0.7367 – ETA: 9s – loss: 4.2620 – acc: 0.735 – ETA: 9s – loss: 4.2416 – acc: 0.736 – ETA: 9s – loss: 4.2214 – acc: 0.738 – ETA: 9s – loss: 4.2778 – acc: 0.734 – ETA: 9s – loss: 4.2956 – acc: 0.733 – ETA: 9s – loss: 4.2755 – acc: 0.734 – ETA: 9s – loss: 4.2931 – acc: 0.733 – ETA: 8s – loss: 4.2732 – acc: 0.7349562/562 [==============================] – ETA: 8s – loss: 4.3280 – acc: 0.731 – ETA: 8s – loss: 4.3081 – acc: 0.732 – ETA: 8s – loss: 4.3253 – acc: 0.731 – ETA: 8s – loss: 4.3423 – acc: 0.730 – ETA: 8s – loss: 4.3226 – acc: 0.731 – ETA: 8s – loss: 4.3030 – acc: 0.733 – ETA: 8s – loss: 4.2836 – acc: 0.734 – ETA: 7s – loss: 4.2644 – acc: 0.735 – ETA: 7s – loss: 4.2814 – acc: 0.734 – ETA: 7s – loss: 4.2623 – acc: 0.735 – ETA: 7s – loss: 4.3148 – acc: 0.732 – ETA: 7s – loss: 4.2958 – acc: 0.733 – ETA: 7s – loss: 4.2770 – acc: 0.734 – ETA: 7s – loss: 4.2583 – acc: 0.735 – ETA: 7s – loss: 4.2398 – acc: 0.737 – ETA: 6s – loss: 4.2214 – acc: 0.738 – ETA: 6s – loss: 4.2032 – acc: 0.739 – ETA: 6s – loss: 4.1852 – acc: 0.740 – ETA: 6s – loss: 4.2362 – acc: 0.737 – ETA: 6s – loss: 4.2524 – acc: 0.736 – ETA: 6s – loss: 4.2686 – acc: 0.735 – ETA: 6s – loss: 4.2846 – acc: 0.734 – ETA: 5s – loss: 4.2666 – acc: 0.735 – ETA: 5s – loss: 4.3161 – acc: 0.732 – ETA: 5s – loss: 4.2982 – acc: 0.733 – ETA: 5s – loss: 4.2803 – acc: 0.734 – ETA: 5s – loss: 4.2959 – acc: 0.733 – ETA: 5s – loss: 4.2783 – acc: 0.734 – ETA: 5s – loss: 4.3268 – acc: 0.731 – ETA: 5s – loss: 4.3420 – acc: 0.730 – ETA: 4s – loss: 4.3899 – acc: 0.727 – ETA: 4s – loss: 4.4047 – acc: 0.726 – ETA: 4s – loss: 4.3870 – acc: 0.727 – ETA: 4s – loss: 4.3694 – acc: 0.728 – ETA: 4s – loss: 4.3519 – acc: 0.730 – ETA: 4s – loss: 4.3667 – acc: 0.729 – ETA: 4s – loss: 4.3813 – acc: 0.728 – ETA: 3s – loss: 4.3640 – acc: 0.729 – ETA: 3s – loss: 4.3785 – acc: 0.728 – ETA: 3s – loss: 4.3930 – acc: 0.727 – ETA: 3s – loss: 4.3758 – acc: 0.728 – ETA: 3s – loss: 4.3588 – acc: 0.729 – ETA: 3s – loss: 4.3419 – acc: 0.730 – ETA: 3s – loss: 4.3563 – acc: 0.729 – ETA: 3s – loss: 4.3395 – acc: 0.730 – ETA: 2s – loss: 4.3229 – acc: 0.731 – ETA: 2s – loss: 4.3064 – acc: 0.732 – ETA: 2s – loss: 4.2900 – acc: 0.733 – ETA: 2s – loss: 4.2737 – acc: 0.734 – ETA: 2s – loss: 4.2576 – acc: 0.735 – ETA: 2s – loss: 4.2719 – acc: 0.735 – ETA: 2s – loss: 4.2861 – acc: 0.734 – ETA: 1s – loss: 4.2701 – acc: 0.735 – ETA: 1s – loss: 4.2542 – acc: 0.736 – ETA: 1s – loss: 4.2683 – acc: 0.735 – ETA: 1s – loss: 4.2526 – acc: 0.736 – ETA: 1s – loss: 4.2369 – acc: 0.737 – ETA: 1s – loss: 4.2214 – acc: 0.738 – ETA: 1s – loss: 4.2060 – acc: 0.739 – ETA: 0s – loss: 4.2200 – acc: 0.738 – ETA: 0s – loss: 4.2339 – acc: 0.737 – ETA: 0s – loss: 4.2477 – acc: 0.736 – ETA: 0s – loss: 4.2614 – acc: 0.735 – ETA: 0s – loss: 4.2751 – acc: 0.734 – ETA: 0s – loss: 4.2598 – acc: 0.735 – 46s 81ms/step – loss: 4.2733 – acc: 0.7349 – val_loss: 5.2584 – val_acc: 0.6738
Epoch 4/4
430/562 [=====================>……..] – ETA: 1:02 – loss: 8.0590 – acc: 0.500 – ETA: 56s – loss: 4.0295 – acc: 0.750 – ETA: 1:00 – loss: 2.6863 – acc: 0.833 – ETA: 1:01 – loss: 4.0295 – acc: 0.750 – ETA: 1:01 – loss: 6.4472 – acc: 0.600 – ETA: 1:01 – loss: 6.7159 – acc: 0.583 – ETA: 1:01 – loss: 5.7565 – acc: 0.642 – ETA: 59s – loss: 5.0369 – acc: 0.687 – ETA: 58s – loss: 5.3727 – acc: 0.66 – ETA: 57s – loss: 4.8354 – acc: 0.70 – ETA: 57s – loss: 5.1285 – acc: 0.68 – ETA: 56s – loss: 5.3727 – acc: 0.66 – ETA: 56s – loss: 4.9594 – acc: 0.69 – ETA: 57s – loss: 5.1808 – acc: 0.67 – ETA: 57s – loss: 4.8354 – acc: 0.70 – ETA: 56s – loss: 5.0369 – acc: 0.68 – ETA: 56s – loss: 5.2147 – acc: 0.67 – ETA: 56s – loss: 5.3727 – acc: 0.66 – ETA: 55s – loss: 5.0899 – acc: 0.68 – ETA: 55s – loss: 4.8354 – acc: 0.70 – ETA: 55s – loss: 4.9889 – acc: 0.69 – ETA: 54s – loss: 4.7622 – acc: 0.70 – ETA: 54s – loss: 4.9055 – acc: 0.69 – ETA: 53s – loss: 5.3727 – acc: 0.66 – ETA: 53s – loss: 5.1578 – acc: 0.68 – ETA: 53s – loss: 5.2694 – acc: 0.67 – ETA: 52s – loss: 5.0742 – acc: 0.68 – ETA: 52s – loss: 5.1808 – acc: 0.67 – ETA: 52s – loss: 5.2801 – acc: 0.67 – ETA: 52s – loss: 5.3727 – acc: 0.66 – ETA: 52s – loss: 5.1994 – acc: 0.67 – ETA: 51s – loss: 5.5406 – acc: 0.65 – ETA: 51s – loss: 5.3727 – acc: 0.66 – ETA: 51s – loss: 5.2147 – acc: 0.67 – ETA: 51s – loss: 5.0657 – acc: 0.68 – ETA: 51s – loss: 5.1488 – acc: 0.68 – ETA: 51s – loss: 5.2275 – acc: 0.67 – ETA: 50s – loss: 5.0899 – acc: 0.68 – ETA: 50s – loss: 5.1661 – acc: 0.67 – ETA: 50s – loss: 5.2384 – acc: 0.67 – ETA: 50s – loss: 5.1106 – acc: 0.68 – ETA: 49s – loss: 5.1808 – acc: 0.67 – ETA: 49s – loss: 5.0603 – acc: 0.68 – ETA: 49s – loss: 4.9453 – acc: 0.69 – ETA: 48s – loss: 4.8354 – acc: 0.70 – ETA: 48s – loss: 4.9055 – acc: 0.69 – ETA: 48s – loss: 4.8011 – acc: 0.70 – ETA: 48s – loss: 4.7011 – acc: 0.70 – ETA: 48s – loss: 4.6052 – acc: 0.71 – ETA: 47s – loss: 4.6742 – acc: 0.71 – ETA: 47s – loss: 4.7406 – acc: 0.70 – ETA: 47s – loss: 4.9594 – acc: 0.69 – ETA: 46s – loss: 5.1700 – acc: 0.67 – ETA: 46s – loss: 5.2235 – acc: 0.67 – ETA: 46s – loss: 5.1285 – acc: 0.68 – ETA: 46s – loss: 5.0369 – acc: 0.68 – ETA: 45s – loss: 5.0899 – acc: 0.68 – ETA: 45s – loss: 5.0022 – acc: 0.68 – ETA: 45s – loss: 4.9174 – acc: 0.69 – ETA: 45s – loss: 4.8354 – acc: 0.70 – ETA: 45s – loss: 4.7562 – acc: 0.70 – ETA: 44s – loss: 4.8094 – acc: 0.70 – ETA: 44s – loss: 4.8610 – acc: 0.69 – ETA: 44s – loss: 4.7851 – acc: 0.70 – ETA: 44s – loss: 4.7114 – acc: 0.70 – ETA: 44s – loss: 4.6401 – acc: 0.71 – ETA: 43s – loss: 4.8114 – acc: 0.70 – ETA: 43s – loss: 4.7406 – acc: 0.70 – ETA: 43s – loss: 4.6719 – acc: 0.71 – ETA: 43s – loss: 4.7203 – acc: 0.70 – ETA: 43s – loss: 4.8808 – acc: 0.69 – ETA: 43s – loss: 4.9250 – acc: 0.69 – ETA: 42s – loss: 4.9679 – acc: 0.69 – ETA: 42s – loss: 4.9008 – acc: 0.69 – ETA: 42s – loss: 4.8354 – acc: 0.70 – ETA: 42s – loss: 4.7718 – acc: 0.70 – ETA: 41s – loss: 4.8145 – acc: 0.70 – ETA: 41s – loss: 4.8561 – acc: 0.69 – ETA: 41s – loss: 4.7946 – acc: 0.70 – ETA: 41s – loss: 4.7347 – acc: 0.70 – ETA: 40s – loss: 4.7757 – acc: 0.70 – ETA: 40s – loss: 4.9141 – acc: 0.69 – ETA: 40s – loss: 4.9519 – acc: 0.69 – ETA: 40s – loss: 4.8930 – acc: 0.69 – ETA: 40s – loss: 4.9302 – acc: 0.69 – ETA: 39s – loss: 4.8729 – acc: 0.69 – ETA: 39s – loss: 4.8169 – acc: 0.70 – ETA: 39s – loss: 4.8537 – acc: 0.69 – ETA: 39s – loss: 4.7992 – acc: 0.70 – ETA: 39s – loss: 4.8354 – acc: 0.70 – ETA: 38s – loss: 4.9594 – acc: 0.69 – ETA: 38s – loss: 4.9055 – acc: 0.69 – ETA: 38s – loss: 4.9394 – acc: 0.69 – ETA: 38s – loss: 4.8869 – acc: 0.69 – ETA: 37s – loss: 4.8354 – acc: 0.70 – ETA: 37s – loss: 4.7851 – acc: 0.70 – ETA: 37s – loss: 4.7357 – acc: 0.70 – ETA: 37s – loss: 4.7696 – acc: 0.70 – ETA: 37s – loss: 4.8029 – acc: 0.70 – ETA: 37s – loss: 4.8354 – acc: 0.70 – ETA: 36s – loss: 4.7876 – acc: 0.70 – ETA: 36s – loss: 4.8196 – acc: 0.70 – ETA: 36s – loss: 4.7728 – acc: 0.70 – ETA: 36s – loss: 4.7269 – acc: 0.70 – ETA: 35s – loss: 4.6819 – acc: 0.70 – ETA: 35s – loss: 4.7138 – acc: 0.70 – ETA: 35s – loss: 4.6697 – acc: 0.71 – ETA: 35s – loss: 4.7011 – acc: 0.70 – ETA: 34s – loss: 4.7319 – acc: 0.70 – ETA: 34s – loss: 4.6889 – acc: 0.70 – ETA: 34s – loss: 4.7193 – acc: 0.70 – ETA: 34s – loss: 4.6771 – acc: 0.70 – ETA: 34s – loss: 4.7071 – acc: 0.70 – ETA: 33s – loss: 4.6658 – acc: 0.71 – ETA: 33s – loss: 4.6252 – acc: 0.71 – ETA: 33s – loss: 4.6548 – acc: 0.71 – ETA: 33s – loss: 4.6150 – acc: 0.71 – ETA: 32s – loss: 4.6442 – acc: 0.71 – ETA: 32s – loss: 4.6729 – acc: 0.71 – ETA: 32s – loss: 4.6340 – acc: 0.71 – ETA: 32s – loss: 4.6623 – acc: 0.71 – ETA: 32s – loss: 4.6240 – acc: 0.71 – ETA: 31s – loss: 4.5864 – acc: 0.71 – ETA: 31s – loss: 4.5495 – acc: 0.71 – ETA: 31s – loss: 4.5131 – acc: 0.72 – ETA: 31s – loss: 4.5412 – acc: 0.71 – ETA: 31s – loss: 4.5055 – acc: 0.72 – ETA: 31s – loss: 4.4703 – acc: 0.72 – ETA: 30s – loss: 4.4356 – acc: 0.72 – ETA: 30s – loss: 4.4635 – acc: 0.72 – ETA: 30s – loss: 4.4294 – acc: 0.72 – ETA: 30s – loss: 4.3958 – acc: 0.72 – ETA: 30s – loss: 4.4234 – acc: 0.72 – ETA: 30s – loss: 4.5107 – acc: 0.72 – ETA: 29s – loss: 4.4772 – acc: 0.72 – ETA: 29s – loss: 4.4443 – acc: 0.72 – ETA: 29s – loss: 4.4707 – acc: 0.72 – ETA: 29s – loss: 4.4383 – acc: 0.72 – ETA: 28s – loss: 4.4064 – acc: 0.72 – ETA: 28s – loss: 4.3749 – acc: 0.72 – ETA: 28s – loss: 4.4010 – acc: 0.72 – ETA: 28s – loss: 4.3700 – acc: 0.72 – ETA: 28s – loss: 4.3958 – acc: 0.72 – ETA: 27s – loss: 4.3653 – acc: 0.72 – ETA: 27s – loss: 4.4464 – acc: 0.72 – ETA: 27s – loss: 4.4711 – acc: 0.72 – ETA: 27s – loss: 4.4955 – acc: 0.72 – ETA: 27s – loss: 4.4651 – acc: 0.72 – ETA: 26s – loss: 4.4893 – acc: 0.72 – ETA: 26s – loss: 4.4593 – acc: 0.72 – ETA: 26s – loss: 4.4832 – acc: 0.72 – ETA: 26s – loss: 4.4537 – acc: 0.72 – ETA: 25s – loss: 4.4246 – acc: 0.72 – ETA: 25s – loss: 4.3958 – acc: 0.72 – ETA: 25s – loss: 4.3675 – acc: 0.72 – ETA: 25s – loss: 4.3911 – acc: 0.72 – ETA: 25s – loss: 4.4145 – acc: 0.72 – ETA: 24s – loss: 4.4376 – acc: 0.72 – ETA: 24s – loss: 4.4097 – acc: 0.72 – ETA: 24s – loss: 4.3821 – acc: 0.72 – ETA: 24s – loss: 4.3549 – acc: 0.72 – ETA: 24s – loss: 4.3280 – acc: 0.73 – ETA: 23s – loss: 4.3509 – acc: 0.73 – ETA: 23s – loss: 4.3735 – acc: 0.72 – ETA: 23s – loss: 4.3958 – acc: 0.72 – ETA: 23s – loss: 4.3694 – acc: 0.72 – ETA: 23s – loss: 4.3915 – acc: 0.72 – ETA: 23s – loss: 4.4133 – acc: 0.72 – ETA: 22s – loss: 4.3872 – acc: 0.72 – ETA: 22s – loss: 4.4088 – acc: 0.72 – ETA: 22s – loss: 4.3830 – acc: 0.72 – ETA: 22s – loss: 4.3575 – acc: 0.72 – ETA: 21s – loss: 4.3789 – acc: 0.72 – ETA: 21s – loss: 4.4001 – acc: 0.72 – ETA: 21s – loss: 4.3749 – acc: 0.72 – ETA: 21s – loss: 4.3958 – acc: 0.72 – ETA: 21s – loss: 4.4165 – acc: 0.72 – ETA: 20s – loss: 4.3917 – acc: 0.72 – ETA: 20s – loss: 4.3672 – acc: 0.72 – ETA: 20s – loss: 4.3429 – acc: 0.73 – ETA: 20s – loss: 4.3189 – acc: 0.73 – ETA: 20s – loss: 4.3395 – acc: 0.73 – ETA: 19s – loss: 4.3598 – acc: 0.72 – ETA: 19s – loss: 4.3799 – acc: 0.72 – ETA: 19s – loss: 4.3562 – acc: 0.72 – ETA: 19s – loss: 4.4195 – acc: 0.72 – ETA: 19s – loss: 4.3958 – acc: 0.72 – ETA: 18s – loss: 4.3725 – acc: 0.72 – ETA: 18s – loss: 4.3920 – acc: 0.72 – ETA: 18s – loss: 4.3689 – acc: 0.72 – ETA: 18s – loss: 4.3460 – acc: 0.73 – ETA: 18s – loss: 4.3233 – acc: 0.73 – ETA: 17s – loss: 4.3009 – acc: 0.73 – ETA: 17s – loss: 4.2788 – acc: 0.73 – ETA: 17s – loss: 4.2982 – acc: 0.73 – ETA: 17s – loss: 4.2762 – acc: 0.73 – ETA: 17s – loss: 4.2954 – acc: 0.73 – ETA: 16s – loss: 4.3144 – acc: 0.73 – ETA: 16s – loss: 4.3738 – acc: 0.72 – ETA: 16s – loss: 4.3922 – acc: 0.72 – ETA: 16s – loss: 4.4104 – acc: 0.72 – ETA: 16s – loss: 4.3886 – acc: 0.72 – ETA: 15s – loss: 4.3670 – acc: 0.72 – ETA: 15s – loss: 4.3456 – acc: 0.73 – ETA: 15s – loss: 4.3244 – acc: 0.73 – ETA: 15s – loss: 4.3034 – acc: 0.73 – ETA: 15s – loss: 4.2826 – acc: 0.73 – ETA: 14s – loss: 4.2620 – acc: 0.73 – ETA: 14s – loss: 4.2802 – acc: 0.73 – ETA: 14s – loss: 4.2982 – acc: 0.73 – ETA: 14s – loss: 4.2778 – acc: 0.73 – ETA: 14s – loss: 4.2576 – acc: 0.73 – ETA: 13s – loss: 4.2376 – acc: 0.73 – ETA: 13s – loss: 4.2555 – acc: 0.73 – ETA: 13s – loss: 4.2357 – acc: 0.7372562/562 [==============================] – ETA: 13s – loss: 4.2534 – acc: 0.73 – ETA: 13s – loss: 4.2338 – acc: 0.73 – ETA: 12s – loss: 4.2144 – acc: 0.73 – ETA: 12s – loss: 4.1951 – acc: 0.73 – ETA: 12s – loss: 4.2127 – acc: 0.73 – ETA: 12s – loss: 4.2301 – acc: 0.73 – ETA: 12s – loss: 4.2836 – acc: 0.73 – ETA: 11s – loss: 4.3367 – acc: 0.73 – ETA: 11s – loss: 4.3173 – acc: 0.73 – ETA: 11s – loss: 4.3340 – acc: 0.73 – ETA: 11s – loss: 4.3505 – acc: 0.73 – ETA: 11s – loss: 4.3313 – acc: 0.73 – ETA: 10s – loss: 4.3476 – acc: 0.73 – ETA: 10s – loss: 4.3990 – acc: 0.72 – ETA: 10s – loss: 4.4150 – acc: 0.72 – ETA: 10s – loss: 4.3958 – acc: 0.72 – ETA: 9s – loss: 4.4116 – acc: 0.7263 – ETA: 9s – loss: 4.4273 – acc: 0.725 – ETA: 9s – loss: 4.4084 – acc: 0.726 – ETA: 9s – loss: 4.4239 – acc: 0.725 – ETA: 9s – loss: 4.4735 – acc: 0.722 – ETA: 8s – loss: 4.4886 – acc: 0.721 – ETA: 8s – loss: 4.4697 – acc: 0.722 – ETA: 8s – loss: 4.4510 – acc: 0.723 – ETA: 8s – loss: 4.4325 – acc: 0.725 – ETA: 8s – loss: 4.4810 – acc: 0.722 – ETA: 7s – loss: 4.4957 – acc: 0.721 – ETA: 7s – loss: 4.5436 – acc: 0.718 – ETA: 7s – loss: 4.5250 – acc: 0.719 – ETA: 7s – loss: 4.5065 – acc: 0.720 – ETA: 7s – loss: 4.4882 – acc: 0.721 – ETA: 6s – loss: 4.4700 – acc: 0.722 – ETA: 6s – loss: 4.4520 – acc: 0.723 – ETA: 6s – loss: 4.4341 – acc: 0.724 – ETA: 6s – loss: 4.4486 – acc: 0.724 – ETA: 6s – loss: 4.4309 – acc: 0.725 – ETA: 5s – loss: 4.4133 – acc: 0.726 – ETA: 5s – loss: 4.4277 – acc: 0.725 – ETA: 5s – loss: 4.4103 – acc: 0.726 – ETA: 5s – loss: 4.4246 – acc: 0.725 – ETA: 5s – loss: 4.4073 – acc: 0.726 – ETA: 4s – loss: 4.3901 – acc: 0.727 – ETA: 4s – loss: 4.3731 – acc: 0.728 – ETA: 4s – loss: 4.3562 – acc: 0.729 – ETA: 4s – loss: 4.3395 – acc: 0.730 – ETA: 4s – loss: 4.3537 – acc: 0.729 – ETA: 3s – loss: 4.3371 – acc: 0.730 – ETA: 3s – loss: 4.3513 – acc: 0.730 – ETA: 3s – loss: 4.3348 – acc: 0.731 – ETA: 3s – loss: 4.3488 – acc: 0.730 – ETA: 3s – loss: 4.3325 – acc: 0.731 – ETA: 2s – loss: 4.3163 – acc: 0.732 – ETA: 2s – loss: 4.3302 – acc: 0.731 – ETA: 2s – loss: 4.3141 – acc: 0.732 – ETA: 2s – loss: 4.2982 – acc: 0.733 – ETA: 2s – loss: 4.2823 – acc: 0.734 – ETA: 1s – loss: 4.2962 – acc: 0.733 – ETA: 1s – loss: 4.3100 – acc: 0.732 – ETA: 1s – loss: 4.3237 – acc: 0.731 – ETA: 1s – loss: 4.3372 – acc: 0.730 – ETA: 0s – loss: 4.3215 – acc: 0.731 – ETA: 0s – loss: 4.3350 – acc: 0.731 – ETA: 0s – loss: 4.3194 – acc: 0.732 – ETA: 0s – loss: 4.3039 – acc: 0.733 – ETA: 0s – loss: 4.2886 – acc: 0.733 – 58s 103ms/step – loss: 4.2733 – acc: 0.7349 – val_loss: 5.2584 – val_acc: 0.6738
141/141 [==============================] – ETA: – ETA: – ETA: – ETA: – 2s 16ms/step
(562, 1612)
Train on 562 samples, validate on 141 samples
Epoch 1/4
428/562 [=====================>……..] – ETA: 3:43 – loss: 1.9486 – acc: 0.500 – ETA: 2:05 – loss: 9.0333 – acc: 0.250 – ETA: 1:33 – loss: 8.7086 – acc: 0.333 – ETA: 1:17 – loss: 6.9268 – acc: 0.375 – ETA: 1:07 – loss: 8.7651 – acc: 0.300 – ETA: 1:00 – loss: 9.9906 – acc: 0.250 – ETA: 56s – loss: 10.8659 – acc: 0.214 – ETA: 53s – loss: 11.2454 – acc: 0.187 – ETA: 50s – loss: 11.5830 – acc: 0.166 – ETA: 49s – loss: 11.2483 – acc: 0.200 – ETA: 47s – loss: 10.2261 – acc: 0.272 – ETA: 46s – loss: 10.0455 – acc: 0.291 – ETA: 44s – loss: 9.8936 – acc: 0.307 – ETA: 43s – loss: 9.5306 – acc: 0.32 – ETA: 42s – loss: 9.4325 – acc: 0.33 – ETA: 41s – loss: 8.8432 – acc: 0.37 – ETA: 41s – loss: 8.7971 – acc: 0.38 – ETA: 40s – loss: 8.7561 – acc: 0.38 – ETA: 40s – loss: 8.2953 – acc: 0.42 – ETA: 40s – loss: 7.8805 – acc: 0.45 – ETA: 40s – loss: 7.8890 – acc: 0.45 – ETA: 40s – loss: 7.5347 – acc: 0.47 – ETA: 40s – loss: 7.2071 – acc: 0.50 – ETA: 40s – loss: 7.2426 – acc: 0.50 – ETA: 39s – loss: 7.5976 – acc: 0.48 – ETA: 39s – loss: 7.3057 – acc: 0.50 – ETA: 39s – loss: 7.0384 – acc: 0.51 – ETA: 38s – loss: 7.0748 – acc: 0.51 – ETA: 38s – loss: 6.8320 – acc: 0.53 – ETA: 38s – loss: 6.8729 – acc: 0.53 – ETA: 37s – loss: 6.9111 – acc: 0.53 – ETA: 37s – loss: 6.9470 – acc: 0.53 – ETA: 37s – loss: 7.2249 – acc: 0.51 – ETA: 37s – loss: 7.2495 – acc: 0.51 – ETA: 36s – loss: 7.2726 – acc: 0.51 – ETA: 36s – loss: 7.2944 – acc: 0.51 – ETA: 36s – loss: 7.3151 – acc: 0.51 – ETA: 36s – loss: 7.1226 – acc: 0.52 – ETA: 35s – loss: 6.9400 – acc: 0.53 – ETA: 35s – loss: 6.8339 – acc: 0.53 – ETA: 35s – loss: 6.6713 – acc: 0.54 – ETA: 35s – loss: 6.6962 – acc: 0.54 – ETA: 34s – loss: 6.5405 – acc: 0.55 – ETA: 34s – loss: 6.3918 – acc: 0.56 – ETA: 34s – loss: 6.2500 – acc: 0.57 – ETA: 34s – loss: 6.1144 – acc: 0.58 – ETA: 34s – loss: 5.9843 – acc: 0.59 – ETA: 33s – loss: 5.8596 – acc: 0.60 – ETA: 33s – loss: 5.9045 – acc: 0.60 – ETA: 33s – loss: 5.9476 – acc: 0.60 – ETA: 33s – loss: 5.9890 – acc: 0.59 – ETA: 33s – loss: 5.8739 – acc: 0.60 – ETA: 32s – loss: 5.9151 – acc: 0.60 – ETA: 32s – loss: 5.8098 – acc: 0.61 – ETA: 32s – loss: 5.7083 – acc: 0.61 – ETA: 32s – loss: 5.6071 – acc: 0.62 – ETA: 31s – loss: 5.5136 – acc: 0.63 – ETA: 31s – loss: 5.5081 – acc: 0.62 – ETA: 31s – loss: 5.4414 – acc: 0.62 – ETA: 31s – loss: 5.4923 – acc: 0.61 – ETA: 31s – loss: 5.4100 – acc: 0.61 – ETA: 30s – loss: 5.3436 – acc: 0.61 – ETA: 30s – loss: 5.2786 – acc: 0.60 – ETA: 30s – loss: 5.2601 – acc: 0.59 – ETA: 30s – loss: 5.2936 – acc: 0.58 – ETA: 30s – loss: 5.4064 – acc: 0.57 – ETA: 29s – loss: 5.3887 – acc: 0.56 – ETA: 29s – loss: 5.3440 – acc: 0.55 – ETA: 29s – loss: 5.3834 – acc: 0.55 – ETA: 29s – loss: 5.3065 – acc: 0.56 – ETA: 28s – loss: 5.2339 – acc: 0.57 – ETA: 28s – loss: 5.2732 – acc: 0.56 – ETA: 28s – loss: 5.2862 – acc: 0.56 – ETA: 28s – loss: 5.2631 – acc: 0.56 – ETA: 28s – loss: 5.3004 – acc: 0.56 – ETA: 28s – loss: 5.3367 – acc: 0.56 – ETA: 27s – loss: 5.2685 – acc: 0.57 – ETA: 27s – loss: 5.2010 – acc: 0.57 – ETA: 27s – loss: 5.1351 – acc: 0.58 – ETA: 27s – loss: 5.1717 – acc: 0.58 – ETA: 27s – loss: 5.1115 – acc: 0.58 – ETA: 26s – loss: 5.0492 – acc: 0.59 – ETA: 26s – loss: 4.9935 – acc: 0.59 – ETA: 26s – loss: 4.9341 – acc: 0.60 – ETA: 26s – loss: 4.9709 – acc: 0.60 – ETA: 26s – loss: 5.0068 – acc: 0.59 – ETA: 26s – loss: 4.9510 – acc: 0.60 – ETA: 25s – loss: 4.8948 – acc: 0.60 – ETA: 25s – loss: 4.8495 – acc: 0.60 – ETA: 25s – loss: 4.8852 – acc: 0.60 – ETA: 25s – loss: 4.9201 – acc: 0.60 – ETA: 25s – loss: 4.9542 – acc: 0.60 – ETA: 25s – loss: 4.9163 – acc: 0.60 – ETA: 25s – loss: 4.9497 – acc: 0.60 – ETA: 25s – loss: 4.9186 – acc: 0.60 – ETA: 25s – loss: 4.8698 – acc: 0.60 – ETA: 25s – loss: 4.8196 – acc: 0.60 – ETA: 24s – loss: 4.8529 – acc: 0.60 – ETA: 24s – loss: 4.8063 – acc: 0.61 – ETA: 24s – loss: 4.8390 – acc: 0.61 – ETA: 24s – loss: 4.7919 – acc: 0.61 – ETA: 24s – loss: 4.7462 – acc: 0.61 – ETA: 24s – loss: 4.8245 – acc: 0.61 – ETA: 24s – loss: 4.8556 – acc: 0.61 – ETA: 23s – loss: 4.9629 – acc: 0.60 – ETA: 23s – loss: 4.9934 – acc: 0.60 – ETA: 23s – loss: 4.9481 – acc: 0.60 – ETA: 23s – loss: 4.9840 – acc: 0.60 – ETA: 23s – loss: 4.9391 – acc: 0.60 – ETA: 23s – loss: 4.9677 – acc: 0.60 – ETA: 22s – loss: 4.9979 – acc: 0.60 – ETA: 22s – loss: 4.9533 – acc: 0.60 – ETA: 22s – loss: 4.9809 – acc: 0.60 – ETA: 22s – loss: 4.9378 – acc: 0.60 – ETA: 22s – loss: 5.0350 – acc: 0.60 – ETA: 22s – loss: 4.9966 – acc: 0.60 – ETA: 22s – loss: 5.0228 – acc: 0.60 – ETA: 22s – loss: 4.9848 – acc: 0.61 – ETA: 21s – loss: 4.9735 – acc: 0.60 – ETA: 21s – loss: 4.9985 – acc: 0.60 – ETA: 21s – loss: 4.9572 – acc: 0.60 – ETA: 21s – loss: 4.9869 – acc: 0.60 – ETA: 21s – loss: 5.0203 – acc: 0.60 – ETA: 21s – loss: 5.0077 – acc: 0.60 – ETA: 21s – loss: 4.9732 – acc: 0.60 – ETA: 21s – loss: 4.9406 – acc: 0.60 – ETA: 20s – loss: 4.9667 – acc: 0.60 – ETA: 20s – loss: 4.9617 – acc: 0.60 – ETA: 20s – loss: 4.9282 – acc: 0.60 – ETA: 20s – loss: 4.9549 – acc: 0.60 – ETA: 20s – loss: 4.9226 – acc: 0.61 – ETA: 20s – loss: 4.8918 – acc: 0.61 – ETA: 20s – loss: 4.8598 – acc: 0.61 – ETA: 19s – loss: 4.8297 – acc: 0.61 – ETA: 19s – loss: 4.8000 – acc: 0.61 – ETA: 19s – loss: 4.7922 – acc: 0.61 – ETA: 19s – loss: 4.7695 – acc: 0.61 – ETA: 19s – loss: 4.7380 – acc: 0.61 – ETA: 19s – loss: 4.7132 – acc: 0.61 – ETA: 19s – loss: 4.6877 – acc: 0.62 – ETA: 18s – loss: 4.6600 – acc: 0.62 – ETA: 18s – loss: 4.6352 – acc: 0.62 – ETA: 18s – loss: 4.6122 – acc: 0.62 – ETA: 18s – loss: 4.5892 – acc: 0.62 – ETA: 18s – loss: 4.5734 – acc: 0.62 – ETA: 18s – loss: 4.5503 – acc: 0.61 – ETA: 18s – loss: 4.5256 – acc: 0.61 – ETA: 17s – loss: 4.5031 – acc: 0.62 – ETA: 17s – loss: 4.4780 – acc: 0.62 – ETA: 17s – loss: 4.4565 – acc: 0.62 – ETA: 17s – loss: 4.4346 – acc: 0.62 – ETA: 17s – loss: 4.4627 – acc: 0.62 – ETA: 17s – loss: 4.4404 – acc: 0.63 – ETA: 17s – loss: 4.4162 – acc: 0.63 – ETA: 16s – loss: 4.3900 – acc: 0.63 – ETA: 16s – loss: 4.3685 – acc: 0.63 – ETA: 16s – loss: 4.3482 – acc: 0.63 – ETA: 16s – loss: 4.3236 – acc: 0.63 – ETA: 16s – loss: 4.3043 – acc: 0.63 – ETA: 16s – loss: 4.2797 – acc: 0.64 – ETA: 16s – loss: 4.2550 – acc: 0.64 – ETA: 15s – loss: 4.2336 – acc: 0.64 – ETA: 15s – loss: 4.2114 – acc: 0.64 – ETA: 15s – loss: 4.1914 – acc: 0.64 – ETA: 15s – loss: 4.1688 – acc: 0.64 – ETA: 15s – loss: 4.1662 – acc: 0.64 – ETA: 15s – loss: 4.1433 – acc: 0.64 – ETA: 15s – loss: 4.1512 – acc: 0.64 – ETA: 15s – loss: 4.1287 – acc: 0.65 – ETA: 14s – loss: 4.1079 – acc: 0.65 – ETA: 14s – loss: 4.0839 – acc: 0.65 – ETA: 14s – loss: 4.0635 – acc: 0.65 – ETA: 14s – loss: 4.0464 – acc: 0.65 – ETA: 14s – loss: 4.0274 – acc: 0.65 – ETA: 14s – loss: 4.0073 – acc: 0.65 – ETA: 14s – loss: 3.9857 – acc: 0.65 – ETA: 13s – loss: 3.9669 – acc: 0.66 – ETA: 13s – loss: 3.9480 – acc: 0.66 – ETA: 13s – loss: 3.9277 – acc: 0.66 – ETA: 13s – loss: 3.9121 – acc: 0.65 – ETA: 13s – loss: 3.8948 – acc: 0.65 – ETA: 13s – loss: 3.8772 – acc: 0.65 – ETA: 13s – loss: 3.8574 – acc: 0.66 – ETA: 13s – loss: 3.8389 – acc: 0.66 – ETA: 12s – loss: 3.8262 – acc: 0.66 – ETA: 12s – loss: 3.8499 – acc: 0.66 – ETA: 12s – loss: 3.8324 – acc: 0.66 – ETA: 12s – loss: 3.8176 – acc: 0.66 – ETA: 12s – loss: 3.8093 – acc: 0.66 – ETA: 12s – loss: 3.7920 – acc: 0.66 – ETA: 12s – loss: 3.7850 – acc: 0.66 – ETA: 12s – loss: 3.7909 – acc: 0.66 – ETA: 11s – loss: 3.7739 – acc: 0.66 – ETA: 11s – loss: 3.7595 – acc: 0.66 – ETA: 11s – loss: 3.7443 – acc: 0.66 – ETA: 11s – loss: 3.7281 – acc: 0.66 – ETA: 11s – loss: 3.7147 – acc: 0.66 – ETA: 11s – loss: 3.7042 – acc: 0.65 – ETA: 11s – loss: 3.7006 – acc: 0.65 – ETA: 11s – loss: 3.6872 – acc: 0.65 – ETA: 10s – loss: 3.6746 – acc: 0.65 – ETA: 10s – loss: 3.6618 – acc: 0.66 – ETA: 10s – loss: 3.6493 – acc: 0.66 – ETA: 10s – loss: 3.6358 – acc: 0.66 – ETA: 10s – loss: 3.6240 – acc: 0.66 – ETA: 10s – loss: 3.6122 – acc: 0.66 – ETA: 10s – loss: 3.6028 – acc: 0.66 – ETA: 9s – loss: 3.5904 – acc: 0.6635 – ETA: 9s – loss: 3.5790 – acc: 0.662 – ETA: 9s – loss: 3.5644 – acc: 0.664 – ETA: 9s – loss: 3.5527 – acc: 0.665 – ETA: 9s – loss: 3.5417 – acc: 0.665 – ETA: 9s – loss: 3.5298 – acc: 0.664 – ETA: 9s – loss: 3.5199 – acc: 0.6612562/562 [==============================] – ETA: 9s – loss: 3.5081 – acc: 0.660 – ETA: 8s – loss: 3.4958 – acc: 0.662 – ETA: 8s – loss: 3.4849 – acc: 0.661 – ETA: 8s – loss: 3.4728 – acc: 0.660 – ETA: 8s – loss: 3.4628 – acc: 0.659 – ETA: 8s – loss: 3.4501 – acc: 0.661 – ETA: 8s – loss: 3.4407 – acc: 0.660 – ETA: 8s – loss: 3.4296 – acc: 0.659 – ETA: 7s – loss: 3.4186 – acc: 0.659 – ETA: 7s – loss: 3.4064 – acc: 0.660 – ETA: 7s – loss: 3.3959 – acc: 0.660 – ETA: 7s – loss: 3.3838 – acc: 0.659 – ETA: 7s – loss: 3.3830 – acc: 0.658 – ETA: 7s – loss: 3.3706 – acc: 0.660 – ETA: 7s – loss: 3.3577 – acc: 0.661 – ETA: 6s – loss: 3.3452 – acc: 0.663 – ETA: 6s – loss: 3.3327 – acc: 0.664 – ETA: 6s – loss: 3.3220 – acc: 0.663 – ETA: 6s – loss: 3.3448 – acc: 0.660 – ETA: 6s – loss: 3.3660 – acc: 0.660 – ETA: 6s – loss: 3.3545 – acc: 0.659 – ETA: 6s – loss: 3.3417 – acc: 0.661 – ETA: 6s – loss: 3.3289 – acc: 0.662 – ETA: 5s – loss: 3.3153 – acc: 0.663 – ETA: 5s – loss: 3.3015 – acc: 0.665 – ETA: 5s – loss: 3.3048 – acc: 0.664 – ETA: 5s – loss: 3.2939 – acc: 0.663 – ETA: 5s – loss: 3.2874 – acc: 0.663 – ETA: 5s – loss: 3.3029 – acc: 0.662 – ETA: 5s – loss: 3.2917 – acc: 0.663 – ETA: 4s – loss: 3.2826 – acc: 0.663 – ETA: 4s – loss: 3.2946 – acc: 0.660 – ETA: 4s – loss: 3.2899 – acc: 0.657 – ETA: 4s – loss: 3.2795 – acc: 0.659 – ETA: 4s – loss: 3.3006 – acc: 0.658 – ETA: 4s – loss: 3.2913 – acc: 0.660 – ETA: 4s – loss: 3.2827 – acc: 0.659 – ETA: 3s – loss: 3.2736 – acc: 0.660 – ETA: 3s – loss: 3.2649 – acc: 0.662 – ETA: 3s – loss: 3.2543 – acc: 0.663 – ETA: 3s – loss: 3.2459 – acc: 0.662 – ETA: 3s – loss: 3.2376 – acc: 0.662 – ETA: 3s – loss: 3.2291 – acc: 0.663 – ETA: 3s – loss: 3.2216 – acc: 0.660 – ETA: 2s – loss: 3.2129 – acc: 0.662 – ETA: 2s – loss: 3.2045 – acc: 0.663 – ETA: 2s – loss: 3.1964 – acc: 0.662 – ETA: 2s – loss: 3.1900 – acc: 0.660 – ETA: 2s – loss: 3.1818 – acc: 0.659 – ETA: 2s – loss: 3.1747 – acc: 0.657 – ETA: 2s – loss: 3.1665 – acc: 0.658 – ETA: 2s – loss: 3.1584 – acc: 0.659 – ETA: 1s – loss: 3.1501 – acc: 0.661 – ETA: 1s – loss: 3.1415 – acc: 0.662 – ETA: 1s – loss: 3.1326 – acc: 0.663 – ETA: 1s – loss: 3.1512 – acc: 0.663 – ETA: 1s – loss: 3.1396 – acc: 0.664 – ETA: 1s – loss: 3.1281 – acc: 0.665 – ETA: 1s – loss: 3.1318 – acc: 0.664 – ETA: 0s – loss: 3.1502 – acc: 0.664 – ETA: 0s – loss: 3.1681 – acc: 0.663 – ETA: 0s – loss: 3.1584 – acc: 0.664 – ETA: 0s – loss: 3.1476 – acc: 0.666 – ETA: 0s – loss: 3.1540 – acc: 0.663 – ETA: 0s – loss: 3.1436 – acc: 0.664 – ETA: 0s – loss: 3.1324 – acc: 0.666 – 40s 71ms/step – loss: 3.1234 – acc: 0.6673 – val_loss: 1.2114 – val_acc: 0.7943
Epoch 2/4
430/562 [=====================>……..] – ETA: 28s – loss: 0.4561 – acc: 1.00 – ETA: 29s – loss: 1.7489 – acc: 0.75 – ETA: 28s – loss: 1.3462 – acc: 0.66 – ETA: 29s – loss: 1.2215 – acc: 0.62 – ETA: 29s – loss: 1.3122 – acc: 0.60 – ETA: 28s – loss: 1.2383 – acc: 0.66 – ETA: 30s – loss: 1.2923 – acc: 0.57 – ETA: 30s – loss: 1.2518 – acc: 0.56 – ETA: 29s – loss: 1.3619 – acc: 0.55 – ETA: 29s – loss: 1.3065 – acc: 0.55 – ETA: 29s – loss: 1.2624 – acc: 0.59 – ETA: 29s – loss: 1.2609 – acc: 0.58 – ETA: 29s – loss: 1.2214 – acc: 0.61 – ETA: 28s – loss: 1.1833 – acc: 0.64 – ETA: 28s – loss: 1.1800 – acc: 0.63 – ETA: 28s – loss: 1.1566 – acc: 0.65 – ETA: 28s – loss: 1.1274 – acc: 0.67 – ETA: 28s – loss: 1.1105 – acc: 0.69 – ETA: 29s – loss: 1.0978 – acc: 0.71 – ETA: 28s – loss: 1.0817 – acc: 0.72 – ETA: 28s – loss: 1.0817 – acc: 0.71 – ETA: 28s – loss: 1.0813 – acc: 0.70 – ETA: 28s – loss: 1.0979 – acc: 0.67 – ETA: 28s – loss: 1.1256 – acc: 0.64 – ETA: 28s – loss: 1.1114 – acc: 0.66 – ETA: 28s – loss: 1.0945 – acc: 0.67 – ETA: 28s – loss: 1.0987 – acc: 0.64 – ETA: 28s – loss: 1.0755 – acc: 0.66 – ETA: 28s – loss: 1.4304 – acc: 0.63 – ETA: 29s – loss: 1.4058 – acc: 0.65 – ETA: 28s – loss: 1.3898 – acc: 0.64 – ETA: 29s – loss: 1.3696 – acc: 0.65 – ETA: 29s – loss: 1.3561 – acc: 0.65 – ETA: 29s – loss: 1.3478 – acc: 0.64 – ETA: 29s – loss: 1.3281 – acc: 0.65 – ETA: 29s – loss: 1.3134 – acc: 0.66 – ETA: 29s – loss: 1.2962 – acc: 0.67 – ETA: 29s – loss: 1.2759 – acc: 0.68 – ETA: 29s – loss: 1.2523 – acc: 0.69 – ETA: 29s – loss: 1.2288 – acc: 0.70 – ETA: 29s – loss: 1.2146 – acc: 0.70 – ETA: 29s – loss: 1.2008 – acc: 0.71 – ETA: 29s – loss: 1.1983 – acc: 0.70 – ETA: 29s – loss: 1.1872 – acc: 0.71 – ETA: 28s – loss: 1.1736 – acc: 0.72 – ETA: 28s – loss: 1.2462 – acc: 0.71 – ETA: 28s – loss: 1.2276 – acc: 0.72 – ETA: 28s – loss: 1.2182 – acc: 0.71 – ETA: 28s – loss: 1.2035 – acc: 0.72 – ETA: 28s – loss: 1.1968 – acc: 0.72 – ETA: 27s – loss: 1.1842 – acc: 0.72 – ETA: 27s – loss: 1.1755 – acc: 0.73 – ETA: 27s – loss: 1.1882 – acc: 0.72 – ETA: 27s – loss: 1.1773 – acc: 0.73 – ETA: 27s – loss: 1.1665 – acc: 0.73 – ETA: 27s – loss: 1.1599 – acc: 0.73 – ETA: 27s – loss: 1.1962 – acc: 0.72 – ETA: 27s – loss: 1.1901 – acc: 0.72 – ETA: 27s – loss: 1.1817 – acc: 0.72 – ETA: 26s – loss: 1.1995 – acc: 0.72 – ETA: 26s – loss: 1.1889 – acc: 0.72 – ETA: 26s – loss: 1.1789 – acc: 0.73 – ETA: 26s – loss: 1.1694 – acc: 0.73 – ETA: 26s – loss: 1.1715 – acc: 0.73 – ETA: 26s – loss: 1.1629 – acc: 0.73 – ETA: 25s – loss: 1.1557 – acc: 0.74 – ETA: 25s – loss: 1.1464 – acc: 0.74 – ETA: 25s – loss: 1.1421 – acc: 0.74 – ETA: 25s – loss: 1.1521 – acc: 0.73 – ETA: 25s – loss: 1.1418 – acc: 0.74 – ETA: 25s – loss: 1.1383 – acc: 0.73 – ETA: 25s – loss: 1.1394 – acc: 0.72 – ETA: 25s – loss: 1.1512 – acc: 0.72 – ETA: 24s – loss: 1.1413 – acc: 0.72 – ETA: 24s – loss: 1.1451 – acc: 0.72 – ETA: 24s – loss: 1.1406 – acc: 0.72 – ETA: 24s – loss: 1.2332 – acc: 0.72 – ETA: 24s – loss: 1.2357 – acc: 0.71 – ETA: 24s – loss: 1.2246 – acc: 0.71 – ETA: 24s – loss: 1.2183 – acc: 0.71 – ETA: 24s – loss: 1.2167 – acc: 0.70 – ETA: 23s – loss: 1.2049 – acc: 0.71 – ETA: 23s – loss: 1.1948 – acc: 0.71 – ETA: 23s – loss: 1.1858 – acc: 0.72 – ETA: 23s – loss: 1.1839 – acc: 0.71 – ETA: 23s – loss: 1.1725 – acc: 0.72 – ETA: 23s – loss: 1.1712 – acc: 0.71 – ETA: 23s – loss: 1.1670 – acc: 0.71 – ETA: 23s – loss: 1.1626 – acc: 0.71 – ETA: 23s – loss: 1.2497 – acc: 0.70 – ETA: 23s – loss: 1.2519 – acc: 0.69 – ETA: 23s – loss: 1.2397 – acc: 0.70 – ETA: 23s – loss: 1.2298 – acc: 0.70 – ETA: 23s – loss: 1.2326 – acc: 0.70 – ETA: 23s – loss: 1.3062 – acc: 0.70 – ETA: 22s – loss: 1.2968 – acc: 0.70 – ETA: 22s – loss: 1.2943 – acc: 0.70 – ETA: 22s – loss: 1.3380 – acc: 0.69 – ETA: 22s – loss: 1.3257 – acc: 0.70 – ETA: 22s – loss: 1.3182 – acc: 0.70 – ETA: 22s – loss: 1.3118 – acc: 0.70 – ETA: 22s – loss: 1.3033 – acc: 0.70 – ETA: 22s – loss: 1.2950 – acc: 0.70 – ETA: 22s – loss: 1.2866 – acc: 0.71 – ETA: 22s – loss: 1.2870 – acc: 0.70 – ETA: 21s – loss: 1.2793 – acc: 0.70 – ETA: 21s – loss: 1.2808 – acc: 0.70 – ETA: 21s – loss: 1.2783 – acc: 0.69 – ETA: 21s – loss: 1.2689 – acc: 0.70 – ETA: 21s – loss: 1.2696 – acc: 0.70 – ETA: 21s – loss: 1.2621 – acc: 0.70 – ETA: 21s – loss: 1.2634 – acc: 0.69 – ETA: 21s – loss: 1.2578 – acc: 0.69 – ETA: 21s – loss: 1.2548 – acc: 0.69 – ETA: 20s – loss: 1.2466 – acc: 0.70 – ETA: 20s – loss: 1.2460 – acc: 0.69 – ETA: 20s – loss: 1.2463 – acc: 0.69 – ETA: 20s – loss: 1.2392 – acc: 0.69 – ETA: 20s – loss: 1.2327 – acc: 0.70 – ETA: 20s – loss: 1.2262 – acc: 0.70 – ETA: 20s – loss: 1.2232 – acc: 0.70 – ETA: 19s – loss: 1.2173 – acc: 0.70 – ETA: 19s – loss: 1.2193 – acc: 0.70 – ETA: 19s – loss: 1.2164 – acc: 0.70 – ETA: 19s – loss: 1.2149 – acc: 0.70 – ETA: 19s – loss: 1.2080 – acc: 0.70 – ETA: 19s – loss: 1.2058 – acc: 0.70 – ETA: 19s – loss: 1.1994 – acc: 0.70 – ETA: 19s – loss: 1.1937 – acc: 0.70 – ETA: 19s – loss: 1.1948 – acc: 0.70 – ETA: 18s – loss: 1.2484 – acc: 0.70 – ETA: 18s – loss: 1.2429 – acc: 0.70 – ETA: 18s – loss: 1.2358 – acc: 0.70 – ETA: 18s – loss: 1.2431 – acc: 0.70 – ETA: 18s – loss: 1.2407 – acc: 0.70 – ETA: 18s – loss: 1.2334 – acc: 0.70 – ETA: 18s – loss: 1.2324 – acc: 0.70 – ETA: 17s – loss: 1.2376 – acc: 0.69 – ETA: 17s – loss: 1.2287 – acc: 0.70 – ETA: 17s – loss: 1.2227 – acc: 0.70 – ETA: 17s – loss: 1.2163 – acc: 0.70 – ETA: 17s – loss: 1.2175 – acc: 0.70 – ETA: 17s – loss: 1.2113 – acc: 0.70 – ETA: 17s – loss: 1.2060 – acc: 0.70 – ETA: 17s – loss: 1.2010 – acc: 0.70 – ETA: 16s – loss: 1.2069 – acc: 0.70 – ETA: 16s – loss: 1.2092 – acc: 0.70 – ETA: 16s – loss: 1.2152 – acc: 0.69 – ETA: 16s – loss: 1.2128 – acc: 0.69 – ETA: 16s – loss: 1.2077 – acc: 0.70 – ETA: 16s – loss: 1.2029 – acc: 0.70 – ETA: 16s – loss: 1.1974 – acc: 0.70 – ETA: 15s – loss: 1.1934 – acc: 0.70 – ETA: 15s – loss: 1.1917 – acc: 0.70 – ETA: 15s – loss: 1.1908 – acc: 0.70 – ETA: 15s – loss: 1.1860 – acc: 0.70 – ETA: 15s – loss: 1.1848 – acc: 0.70 – ETA: 15s – loss: 1.1824 – acc: 0.70 – ETA: 15s – loss: 1.1776 – acc: 0.70 – ETA: 15s – loss: 1.1724 – acc: 0.70 – ETA: 14s – loss: 1.1752 – acc: 0.70 – ETA: 14s – loss: 1.1699 – acc: 0.70 – ETA: 14s – loss: 1.1647 – acc: 0.70 – ETA: 14s – loss: 1.1605 – acc: 0.70 – ETA: 14s – loss: 1.1683 – acc: 0.70 – ETA: 14s – loss: 1.1638 – acc: 0.70 – ETA: 14s – loss: 1.1632 – acc: 0.70 – ETA: 14s – loss: 1.1577 – acc: 0.70 – ETA: 13s – loss: 1.1617 – acc: 0.70 – ETA: 13s – loss: 1.1562 – acc: 0.70 – ETA: 13s – loss: 1.1495 – acc: 0.70 – ETA: 13s – loss: 1.1479 – acc: 0.70 – ETA: 13s – loss: 1.1472 – acc: 0.70 – ETA: 13s – loss: 1.1425 – acc: 0.70 – ETA: 13s – loss: 1.1375 – acc: 0.70 – ETA: 13s – loss: 1.1331 – acc: 0.70 – ETA: 12s – loss: 1.1323 – acc: 0.70 – ETA: 12s – loss: 1.1478 – acc: 0.70 – ETA: 12s – loss: 1.1520 – acc: 0.70 – ETA: 12s – loss: 1.1478 – acc: 0.70 – ETA: 12s – loss: 1.1430 – acc: 0.70 – ETA: 12s – loss: 1.1384 – acc: 0.70 – ETA: 12s – loss: 1.1341 – acc: 0.71 – ETA: 12s – loss: 1.1338 – acc: 0.70 – ETA: 12s – loss: 1.1295 – acc: 0.71 – ETA: 11s – loss: 1.1247 – acc: 0.71 – ETA: 11s – loss: 1.1196 – acc: 0.71 – ETA: 11s – loss: 1.1205 – acc: 0.71 – ETA: 11s – loss: 1.1229 – acc: 0.71 – ETA: 11s – loss: 1.1190 – acc: 0.71 – ETA: 11s – loss: 1.1139 – acc: 0.71 – ETA: 11s – loss: 1.1095 – acc: 0.71 – ETA: 11s – loss: 1.1055 – acc: 0.71 – ETA: 10s – loss: 1.1067 – acc: 0.71 – ETA: 10s – loss: 1.1020 – acc: 0.71 – ETA: 10s – loss: 1.0981 – acc: 0.71 – ETA: 10s – loss: 1.0941 – acc: 0.72 – ETA: 10s – loss: 1.0904 – acc: 0.72 – ETA: 10s – loss: 1.0863 – acc: 0.72 – ETA: 10s – loss: 1.0823 – acc: 0.72 – ETA: 10s – loss: 1.0778 – acc: 0.72 – ETA: 9s – loss: 1.0736 – acc: 0.7277 – ETA: 9s – loss: 1.0722 – acc: 0.726 – ETA: 9s – loss: 1.0712 – acc: 0.725 – ETA: 9s – loss: 1.0672 – acc: 0.726 – ETA: 9s – loss: 1.0665 – acc: 0.725 – ETA: 9s – loss: 1.0694 – acc: 0.724 – ETA: 9s – loss: 1.0652 – acc: 0.726 – ETA: 9s – loss: 1.0647 – acc: 0.724 – ETA: 8s – loss: 1.0639 – acc: 0.723 – ETA: 8s – loss: 1.0625 – acc: 0.722 – ETA: 8s – loss: 1.0640 – acc: 0.721 – ETA: 8s – loss: 1.0663 – acc: 0.720 – ETA: 8s – loss: 1.0656 – acc: 0.719 – ETA: 8s – loss: 1.0615 – acc: 0.7209562/562 [==============================] – ETA: 8s – loss: 1.0604 – acc: 0.719 – ETA: 7s – loss: 1.0562 – acc: 0.721 – ETA: 7s – loss: 1.0558 – acc: 0.720 – ETA: 7s – loss: 1.0562 – acc: 0.719 – ETA: 7s – loss: 1.0520 – acc: 0.720 – ETA: 7s – loss: 1.0483 – acc: 0.721 – ETA: 7s – loss: 1.0444 – acc: 0.723 – ETA: 7s – loss: 1.0403 – acc: 0.724 – ETA: 7s – loss: 1.0436 – acc: 0.721 – ETA: 6s – loss: 1.0428 – acc: 0.720 – ETA: 6s – loss: 1.0392 – acc: 0.721 – ETA: 6s – loss: 1.0351 – acc: 0.722 – ETA: 6s – loss: 1.0370 – acc: 0.721 – ETA: 6s – loss: 1.0363 – acc: 0.720 – ETA: 6s – loss: 1.0362 – acc: 0.719 – ETA: 6s – loss: 1.0327 – acc: 0.720 – ETA: 6s – loss: 1.0290 – acc: 0.722 – ETA: 5s – loss: 1.0283 – acc: 0.721 – ETA: 5s – loss: 1.0244 – acc: 0.722 – ETA: 5s – loss: 1.0206 – acc: 0.723 – ETA: 5s – loss: 1.0168 – acc: 0.724 – ETA: 5s – loss: 1.0130 – acc: 0.725 – ETA: 5s – loss: 1.0094 – acc: 0.726 – ETA: 5s – loss: 1.0055 – acc: 0.728 – ETA: 5s – loss: 1.0047 – acc: 0.727 – ETA: 4s – loss: 1.0008 – acc: 0.728 – ETA: 4s – loss: 0.9971 – acc: 0.729 – ETA: 4s – loss: 0.9972 – acc: 0.728 – ETA: 4s – loss: 0.9944 – acc: 0.729 – ETA: 4s – loss: 1.0234 – acc: 0.728 – ETA: 4s – loss: 1.0228 – acc: 0.727 – ETA: 4s – loss: 1.0222 – acc: 0.726 – ETA: 4s – loss: 1.0190 – acc: 0.727 – ETA: 3s – loss: 1.0253 – acc: 0.726 – ETA: 3s – loss: 1.0275 – acc: 0.726 – ETA: 3s – loss: 1.0238 – acc: 0.727 – ETA: 3s – loss: 1.0232 – acc: 0.726 – ETA: 3s – loss: 1.0199 – acc: 0.727 – ETA: 3s – loss: 1.0163 – acc: 0.728 – ETA: 3s – loss: 1.0126 – acc: 0.729 – ETA: 3s – loss: 1.0192 – acc: 0.728 – ETA: 2s – loss: 1.0186 – acc: 0.727 – ETA: 2s – loss: 1.0182 – acc: 0.726 – ETA: 2s – loss: 1.0148 – acc: 0.727 – ETA: 2s – loss: 1.0114 – acc: 0.728 – ETA: 2s – loss: 1.0079 – acc: 0.729 – ETA: 2s – loss: 1.0072 – acc: 0.729 – ETA: 2s – loss: 1.0094 – acc: 0.726 – ETA: 2s – loss: 1.0137 – acc: 0.725 – ETA: 1s – loss: 1.0103 – acc: 0.726 – ETA: 1s – loss: 1.0069 – acc: 0.727 – ETA: 1s – loss: 1.0039 – acc: 0.728 – ETA: 1s – loss: 1.0035 – acc: 0.727 – ETA: 1s – loss: 1.0097 – acc: 0.724 – ETA: 1s – loss: 1.0066 – acc: 0.725 – ETA: 1s – loss: 1.0137 – acc: 0.723 – ETA: 1s – loss: 1.0136 – acc: 0.722 – ETA: 0s – loss: 1.0111 – acc: 0.723 – ETA: 0s – loss: 1.0083 – acc: 0.724 – ETA: 0s – loss: 1.0117 – acc: 0.721 – ETA: 0s – loss: 1.0116 – acc: 0.721 – ETA: 0s – loss: 1.0132 – acc: 0.718 – ETA: 0s – loss: 1.0355 – acc: 0.717 – ETA: 0s – loss: 1.0329 – acc: 0.718 – ETA: 0s – loss: 1.0299 – acc: 0.719 – 37s 66ms/step – loss: 1.0298 – acc: 0.7189 – val_loss: 0.6510 – val_acc: 0.7943
Epoch 3/4
430/562 [=====================>……..] – ETA: 30s – loss: 1.4710 – acc: 0.50 – ETA: 28s – loss: 0.8468 – acc: 0.75 – ETA: 29s – loss: 0.9722 – acc: 0.66 – ETA: 29s – loss: 0.8088 – acc: 0.75 – ETA: 29s – loss: 0.8351 – acc: 0.70 – ETA: 28s – loss: 0.9835 – acc: 0.66 – ETA: 30s – loss: 1.0755 – acc: 0.64 – ETA: 30s – loss: 1.1146 – acc: 0.56 – ETA: 30s – loss: 1.0361 – acc: 0.61 – ETA: 30s – loss: 1.0226 – acc: 0.60 – ETA: 30s – loss: 0.9607 – acc: 0.63 – ETA: 30s – loss: 0.9943 – acc: 0.58 – ETA: 30s – loss: 1.0676 – acc: 0.57 – ETA: 32s – loss: 1.0176 – acc: 0.60 – ETA: 33s – loss: 1.0074 – acc: 0.60 – ETA: 33s – loss: 0.9696 – acc: 0.62 – ETA: 33s – loss: 1.0091 – acc: 0.61 – ETA: 34s – loss: 0.9962 – acc: 0.61 – ETA: 34s – loss: 0.9903 – acc: 0.60 – ETA: 35s – loss: 0.9894 – acc: 0.60 – ETA: 35s – loss: 0.9628 – acc: 0.61 – ETA: 34s – loss: 0.9403 – acc: 0.63 – ETA: 34s – loss: 0.9168 – acc: 0.65 – ETA: 34s – loss: 0.8926 – acc: 0.66 – ETA: 34s – loss: 0.8839 – acc: 0.66 – ETA: 34s – loss: 0.8913 – acc: 0.65 – ETA: 34s – loss: 0.8757 – acc: 0.66 – ETA: 34s – loss: 0.8542 – acc: 0.67 – ETA: 35s – loss: 0.8359 – acc: 0.68 – ETA: 35s – loss: 0.8225 – acc: 0.70 – ETA: 35s – loss: 0.8567 – acc: 0.67 – ETA: 35s – loss: 0.8367 – acc: 0.68 – ETA: 35s – loss: 0.8257 – acc: 0.69 – ETA: 35s – loss: 0.8148 – acc: 0.70 – ETA: 36s – loss: 0.8231 – acc: 0.70 – ETA: 36s – loss: 0.8482 – acc: 0.68 – ETA: 36s – loss: 0.8358 – acc: 0.68 – ETA: 36s – loss: 0.8402 – acc: 0.68 – ETA: 36s – loss: 0.8404 – acc: 0.67 – ETA: 37s – loss: 0.8459 – acc: 0.67 – ETA: 36s – loss: 0.8391 – acc: 0.67 – ETA: 36s – loss: 0.8239 – acc: 0.67 – ETA: 37s – loss: 0.8145 – acc: 0.68 – ETA: 37s – loss: 0.8147 – acc: 0.68 – ETA: 37s – loss: 0.8245 – acc: 0.67 – ETA: 37s – loss: 0.8441 – acc: 0.67 – ETA: 37s – loss: 0.8634 – acc: 0.65 – ETA: 37s – loss: 0.8499 – acc: 0.66 – ETA: 36s – loss: 0.8564 – acc: 0.66 – ETA: 36s – loss: 0.8674 – acc: 0.66 – ETA: 36s – loss: 0.8642 – acc: 0.65 – ETA: 36s – loss: 0.8701 – acc: 0.65 – ETA: 36s – loss: 0.8597 – acc: 0.66 – ETA: 35s – loss: 0.8602 – acc: 0.65 – ETA: 35s – loss: 0.8488 – acc: 0.66 – ETA: 35s – loss: 0.8380 – acc: 0.66 – ETA: 35s – loss: 0.9699 – acc: 0.65 – ETA: 35s – loss: 0.9708 – acc: 0.65 – ETA: 34s – loss: 0.9712 – acc: 0.65 – ETA: 34s – loss: 0.9585 – acc: 0.65 – ETA: 34s – loss: 0.9489 – acc: 0.66 – ETA: 34s – loss: 0.9396 – acc: 0.66 – ETA: 34s – loss: 0.9409 – acc: 0.66 – ETA: 33s – loss: 0.9405 – acc: 0.66 – ETA: 33s – loss: 0.9309 – acc: 0.66 – ETA: 33s – loss: 0.9287 – acc: 0.66 – ETA: 33s – loss: 0.9216 – acc: 0.67 – ETA: 33s – loss: 0.9141 – acc: 0.67 – ETA: 32s – loss: 0.9082 – acc: 0.68 – ETA: 32s – loss: 0.9002 – acc: 0.68 – ETA: 32s – loss: 0.8931 – acc: 0.69 – ETA: 32s – loss: 0.8946 – acc: 0.68 – ETA: 32s – loss: 0.9034 – acc: 0.68 – ETA: 31s – loss: 0.8944 – acc: 0.68 – ETA: 31s – loss: 0.9050 – acc: 0.68 – ETA: 31s – loss: 0.9208 – acc: 0.67 – ETA: 31s – loss: 0.9123 – acc: 0.68 – ETA: 31s – loss: 0.9033 – acc: 0.68 – ETA: 30s – loss: 0.9035 – acc: 0.68 – ETA: 30s – loss: 0.8966 – acc: 0.68 – ETA: 30s – loss: 0.9028 – acc: 0.67 – ETA: 30s – loss: 0.8951 – acc: 0.68 – ETA: 30s – loss: 0.9015 – acc: 0.68 – ETA: 30s – loss: 0.8941 – acc: 0.68 – ETA: 29s – loss: 0.8941 – acc: 0.68 – ETA: 29s – loss: 0.8864 – acc: 0.68 – ETA: 29s – loss: 0.8812 – acc: 0.68 – ETA: 29s – loss: 0.8748 – acc: 0.69 – ETA: 29s – loss: 0.8857 – acc: 0.69 – ETA: 28s – loss: 0.8776 – acc: 0.69 – ETA: 28s – loss: 0.8745 – acc: 0.69 – ETA: 28s – loss: 0.8763 – acc: 0.69 – ETA: 28s – loss: 0.8726 – acc: 0.69 – ETA: 28s – loss: 0.8760 – acc: 0.69 – ETA: 28s – loss: 0.8872 – acc: 0.69 – ETA: 28s – loss: 0.8874 – acc: 0.69 – ETA: 27s – loss: 0.8867 – acc: 0.69 – ETA: 27s – loss: 0.8960 – acc: 0.68 – ETA: 27s – loss: 0.8900 – acc: 0.68 – ETA: 27s – loss: 0.8839 – acc: 0.69 – ETA: 27s – loss: 0.8860 – acc: 0.68 – ETA: 27s – loss: 0.8862 – acc: 0.68 – ETA: 27s – loss: 0.8817 – acc: 0.68 – ETA: 26s – loss: 0.8753 – acc: 0.69 – ETA: 26s – loss: 0.8745 – acc: 0.69 – ETA: 26s – loss: 0.8696 – acc: 0.69 – ETA: 26s – loss: 0.8637 – acc: 0.69 – ETA: 26s – loss: 0.8572 – acc: 0.69 – ETA: 26s – loss: 0.8614 – acc: 0.69 – ETA: 26s – loss: 0.8733 – acc: 0.69 – ETA: 25s – loss: 0.8833 – acc: 0.69 – ETA: 25s – loss: 0.8784 – acc: 0.69 – ETA: 25s – loss: 0.8729 – acc: 0.69 – ETA: 25s – loss: 0.8746 – acc: 0.69 – ETA: 25s – loss: 0.8690 – acc: 0.70 – ETA: 25s – loss: 0.8687 – acc: 0.69 – ETA: 24s – loss: 0.8641 – acc: 0.70 – ETA: 24s – loss: 0.8585 – acc: 0.70 – ETA: 24s – loss: 0.8536 – acc: 0.70 – ETA: 24s – loss: 0.8497 – acc: 0.70 – ETA: 24s – loss: 0.8459 – acc: 0.71 – ETA: 24s – loss: 0.8488 – acc: 0.70 – ETA: 24s – loss: 0.8480 – acc: 0.70 – ETA: 23s – loss: 0.8478 – acc: 0.70 – ETA: 23s – loss: 0.8486 – acc: 0.70 – ETA: 23s – loss: 0.8496 – acc: 0.70 – ETA: 23s – loss: 0.8448 – acc: 0.70 – ETA: 23s – loss: 0.8399 – acc: 0.70 – ETA: 23s – loss: 0.8398 – acc: 0.70 – ETA: 22s – loss: 0.8461 – acc: 0.70 – ETA: 22s – loss: 0.8465 – acc: 0.70 – ETA: 22s – loss: 0.8465 – acc: 0.70 – ETA: 22s – loss: 0.8480 – acc: 0.69 – ETA: 22s – loss: 0.8472 – acc: 0.69 – ETA: 22s – loss: 0.8428 – acc: 0.70 – ETA: 22s – loss: 0.8508 – acc: 0.69 – ETA: 21s – loss: 0.8518 – acc: 0.69 – ETA: 21s – loss: 0.8527 – acc: 0.69 – ETA: 21s – loss: 0.8561 – acc: 0.69 – ETA: 21s – loss: 0.8557 – acc: 0.69 – ETA: 21s – loss: 0.8668 – acc: 0.68 – ETA: 21s – loss: 0.8666 – acc: 0.68 – ETA: 20s – loss: 0.8676 – acc: 0.68 – ETA: 20s – loss: 0.8635 – acc: 0.68 – ETA: 20s – loss: 0.8693 – acc: 0.68 – ETA: 20s – loss: 0.8687 – acc: 0.68 – ETA: 20s – loss: 0.8723 – acc: 0.68 – ETA: 20s – loss: 0.8680 – acc: 0.68 – ETA: 20s – loss: 0.8641 – acc: 0.68 – ETA: 19s – loss: 0.8598 – acc: 0.69 – ETA: 19s – loss: 0.8649 – acc: 0.68 – ETA: 19s – loss: 0.8613 – acc: 0.69 – ETA: 19s – loss: 0.8580 – acc: 0.69 – ETA: 19s – loss: 0.8584 – acc: 0.69 – ETA: 19s – loss: 0.8581 – acc: 0.69 – ETA: 18s – loss: 0.8555 – acc: 0.69 – ETA: 18s – loss: 0.8564 – acc: 0.69 – ETA: 18s – loss: 0.8526 – acc: 0.69 – ETA: 18s – loss: 0.8538 – acc: 0.69 – ETA: 18s – loss: 0.8543 – acc: 0.69 – ETA: 18s – loss: 0.8576 – acc: 0.68 – ETA: 18s – loss: 0.8548 – acc: 0.69 – ETA: 17s – loss: 0.8519 – acc: 0.69 – ETA: 17s – loss: 0.8493 – acc: 0.69 – ETA: 17s – loss: 0.8462 – acc: 0.69 – ETA: 17s – loss: 0.8439 – acc: 0.69 – ETA: 17s – loss: 0.8410 – acc: 0.70 – ETA: 17s – loss: 0.8387 – acc: 0.70 – ETA: 17s – loss: 0.8365 – acc: 0.70 – ETA: 16s – loss: 0.8330 – acc: 0.70 – ETA: 16s – loss: 0.8293 – acc: 0.70 – ETA: 16s – loss: 0.8337 – acc: 0.70 – ETA: 16s – loss: 0.8355 – acc: 0.70 – ETA: 16s – loss: 0.8371 – acc: 0.70 – ETA: 16s – loss: 0.8345 – acc: 0.70 – ETA: 15s – loss: 0.8411 – acc: 0.70 – ETA: 15s – loss: 0.8383 – acc: 0.70 – ETA: 15s – loss: 0.8393 – acc: 0.70 – ETA: 15s – loss: 0.8358 – acc: 0.70 – ETA: 15s – loss: 0.8325 – acc: 0.70 – ETA: 15s – loss: 0.8299 – acc: 0.70 – ETA: 15s – loss: 0.8314 – acc: 0.70 – ETA: 14s – loss: 0.8346 – acc: 0.70 – ETA: 14s – loss: 0.8313 – acc: 0.70 – ETA: 14s – loss: 0.8319 – acc: 0.70 – ETA: 14s – loss: 0.8286 – acc: 0.70 – ETA: 14s – loss: 0.8262 – acc: 0.70 – ETA: 14s – loss: 0.8235 – acc: 0.70 – ETA: 14s – loss: 0.8239 – acc: 0.70 – ETA: 13s – loss: 0.8273 – acc: 0.70 – ETA: 13s – loss: 0.8243 – acc: 0.70 – ETA: 13s – loss: 0.8208 – acc: 0.70 – ETA: 13s – loss: 0.8174 – acc: 0.70 – ETA: 13s – loss: 0.8309 – acc: 0.70 – ETA: 13s – loss: 0.8281 – acc: 0.70 – ETA: 12s – loss: 0.8260 – acc: 0.70 – ETA: 12s – loss: 0.8255 – acc: 0.70 – ETA: 12s – loss: 0.8222 – acc: 0.70 – ETA: 12s – loss: 0.8189 – acc: 0.71 – ETA: 12s – loss: 0.8160 – acc: 0.71 – ETA: 12s – loss: 0.8132 – acc: 0.71 – ETA: 11s – loss: 0.8139 – acc: 0.71 – ETA: 11s – loss: 0.8141 – acc: 0.71 – ETA: 11s – loss: 0.8184 – acc: 0.70 – ETA: 11s – loss: 0.8152 – acc: 0.70 – ETA: 11s – loss: 0.8209 – acc: 0.70 – ETA: 11s – loss: 0.8185 – acc: 0.71 – ETA: 11s – loss: 0.8260 – acc: 0.70 – ETA: 10s – loss: 0.8300 – acc: 0.70 – ETA: 10s – loss: 0.8267 – acc: 0.70 – ETA: 10s – loss: 0.8239 – acc: 0.70 – ETA: 10s – loss: 0.8218 – acc: 0.70 – ETA: 10s – loss: 0.8217 – acc: 0.70 – ETA: 10s – loss: 0.8193 – acc: 0.71 – ETA: 9s – loss: 0.8219 – acc: 0.7093 562/562 [==============================] – ETA: 9s – loss: 0.8272 – acc: 0.706 – ETA: 9s – loss: 0.8272 – acc: 0.705 – ETA: 9s – loss: 0.8244 – acc: 0.706 – ETA: 9s – loss: 0.8248 – acc: 0.705 – ETA: 9s – loss: 0.8252 – acc: 0.704 – ETA: 8s – loss: 0.8255 – acc: 0.703 – ETA: 8s – loss: 0.8259 – acc: 0.702 – ETA: 8s – loss: 0.8275 – acc: 0.701 – ETA: 8s – loss: 0.8248 – acc: 0.703 – ETA: 8s – loss: 0.8223 – acc: 0.704 – ETA: 8s – loss: 0.8227 – acc: 0.703 – ETA: 7s – loss: 0.8199 – acc: 0.704 – ETA: 7s – loss: 0.8179 – acc: 0.706 – ETA: 7s – loss: 0.8159 – acc: 0.707 – ETA: 7s – loss: 0.8164 – acc: 0.706 – ETA: 7s – loss: 0.8169 – acc: 0.705 – ETA: 7s – loss: 0.8169 – acc: 0.704 – ETA: 7s – loss: 0.8170 – acc: 0.703 – ETA: 6s – loss: 0.8178 – acc: 0.703 – ETA: 6s – loss: 0.8175 – acc: 0.702 – ETA: 6s – loss: 0.8174 – acc: 0.701 – ETA: 6s – loss: 0.8178 – acc: 0.700 – ETA: 6s – loss: 0.8160 – acc: 0.701 – ETA: 6s – loss: 0.8138 – acc: 0.702 – ETA: 6s – loss: 0.8139 – acc: 0.702 – ETA: 5s – loss: 0.8139 – acc: 0.701 – ETA: 5s – loss: 0.8141 – acc: 0.700 – ETA: 5s – loss: 0.8120 – acc: 0.701 – ETA: 5s – loss: 0.8098 – acc: 0.702 – ETA: 5s – loss: 0.8071 – acc: 0.704 – ETA: 5s – loss: 0.8044 – acc: 0.705 – ETA: 4s – loss: 0.8071 – acc: 0.704 – ETA: 4s – loss: 0.8043 – acc: 0.705 – ETA: 4s – loss: 0.8018 – acc: 0.706 – ETA: 4s – loss: 0.7994 – acc: 0.708 – ETA: 4s – loss: 0.8021 – acc: 0.707 – ETA: 4s – loss: 0.8032 – acc: 0.706 – ETA: 4s – loss: 0.8056 – acc: 0.705 – ETA: 3s – loss: 0.8031 – acc: 0.706 – ETA: 3s – loss: 0.8006 – acc: 0.707 – ETA: 3s – loss: 0.7981 – acc: 0.709 – ETA: 3s – loss: 0.8019 – acc: 0.706 – ETA: 3s – loss: 0.7998 – acc: 0.707 – ETA: 3s – loss: 0.7977 – acc: 0.708 – ETA: 3s – loss: 0.7997 – acc: 0.707 – ETA: 2s – loss: 0.7976 – acc: 0.708 – ETA: 2s – loss: 0.7950 – acc: 0.709 – ETA: 2s – loss: 0.7986 – acc: 0.707 – ETA: 2s – loss: 0.7996 – acc: 0.706 – ETA: 2s – loss: 0.8007 – acc: 0.705 – ETA: 2s – loss: 0.7983 – acc: 0.706 – ETA: 2s – loss: 0.7961 – acc: 0.707 – ETA: 1s – loss: 0.7937 – acc: 0.709 – ETA: 1s – loss: 0.7943 – acc: 0.708 – ETA: 1s – loss: 0.7992 – acc: 0.707 – ETA: 1s – loss: 0.7968 – acc: 0.708 – ETA: 1s – loss: 0.8023 – acc: 0.705 – ETA: 1s – loss: 0.8051 – acc: 0.705 – ETA: 0s – loss: 0.8052 – acc: 0.704 – ETA: 0s – loss: 0.8059 – acc: 0.703 – ETA: 0s – loss: 0.8051 – acc: 0.704 – ETA: 0s – loss: 0.8031 – acc: 0.705 – ETA: 0s – loss: 0.8012 – acc: 0.706 – ETA: 0s – loss: 0.7990 – acc: 0.707 – ETA: 0s – loss: 0.8013 – acc: 0.705 – 42s 74ms/step – loss: 0.7995 – acc: 0.7064 – val_loss: 0.6299 – val_acc: 0.7943
Epoch 4/4
430/562 [=====================>……..] – ETA: 27s – loss: 1.2977 – acc: 0.50 – ETA: 27s – loss: 0.7827 – acc: 0.75 – ETA: 28s – loss: 0.9951 – acc: 0.66 – ETA: 28s – loss: 0.8493 – acc: 0.75 – ETA: 29s – loss: 0.8667 – acc: 0.70 – ETA: 29s – loss: 0.8699 – acc: 0.66 – ETA: 29s – loss: 0.7935 – acc: 0.71 – ETA: 29s – loss: 0.7465 – acc: 0.75 – ETA: 29s – loss: 0.6796 – acc: 0.77 – ETA: 29s – loss: 0.7233 – acc: 0.75 – ETA: 30s – loss: 0.6821 – acc: 0.77 – ETA: 29s – loss: 0.6471 – acc: 0.79 – ETA: 29s – loss: 0.8028 – acc: 0.73 – ETA: 29s – loss: 0.7586 – acc: 0.75 – ETA: 29s – loss: 0.7675 – acc: 0.73 – ETA: 29s – loss: 0.7418 – acc: 0.75 – ETA: 29s – loss: 0.7185 – acc: 0.76 – ETA: 28s – loss: 0.7398 – acc: 0.72 – ETA: 28s – loss: 0.7914 – acc: 0.68 – ETA: 28s – loss: 0.7651 – acc: 0.70 – ETA: 28s – loss: 0.7386 – acc: 0.71 – ETA: 28s – loss: 0.7484 – acc: 0.70 – ETA: 28s – loss: 0.8029 – acc: 0.67 – ETA: 28s – loss: 0.7832 – acc: 0.68 – ETA: 27s – loss: 0.7837 – acc: 0.68 – ETA: 27s – loss: 0.7875 – acc: 0.67 – ETA: 27s – loss: 0.7914 – acc: 0.66 – ETA: 27s – loss: 0.7695 – acc: 0.67 – ETA: 27s – loss: 0.7734 – acc: 0.67 – ETA: 27s – loss: 0.8110 – acc: 0.65 – ETA: 26s – loss: 0.7905 – acc: 0.66 – ETA: 26s – loss: 0.7911 – acc: 0.65 – ETA: 26s – loss: 0.7947 – acc: 0.65 – ETA: 26s – loss: 0.7772 – acc: 0.66 – ETA: 26s – loss: 0.7814 – acc: 0.65 – ETA: 26s – loss: 0.7891 – acc: 0.65 – ETA: 26s – loss: 0.7764 – acc: 0.66 – ETA: 26s – loss: 0.8014 – acc: 0.65 – ETA: 25s – loss: 0.8389 – acc: 0.64 – ETA: 25s – loss: 0.8417 – acc: 0.63 – ETA: 25s – loss: 0.8592 – acc: 0.62 – ETA: 25s – loss: 0.9060 – acc: 0.60 – ETA: 25s – loss: 0.9114 – acc: 0.60 – ETA: 25s – loss: 0.8974 – acc: 0.61 – ETA: 25s – loss: 0.8977 – acc: 0.61 – ETA: 25s – loss: 0.9050 – acc: 0.60 – ETA: 25s – loss: 0.9164 – acc: 0.59 – ETA: 24s – loss: 0.9054 – acc: 0.60 – ETA: 24s – loss: 0.8941 – acc: 0.61 – ETA: 24s – loss: 0.8848 – acc: 0.62 – ETA: 24s – loss: 0.8758 – acc: 0.62 – ETA: 24s – loss: 0.8648 – acc: 0.63 – ETA: 24s – loss: 0.8541 – acc: 0.64 – ETA: 24s – loss: 0.8607 – acc: 0.63 – ETA: 24s – loss: 0.8507 – acc: 0.64 – ETA: 24s – loss: 0.8594 – acc: 0.64 – ETA: 24s – loss: 0.8493 – acc: 0.64 – ETA: 24s – loss: 0.8388 – acc: 0.65 – ETA: 23s – loss: 0.8297 – acc: 0.66 – ETA: 23s – loss: 0.8242 – acc: 0.66 – ETA: 23s – loss: 0.8318 – acc: 0.66 – ETA: 23s – loss: 0.8238 – acc: 0.66 – ETA: 23s – loss: 0.8175 – acc: 0.67 – ETA: 23s – loss: 0.8220 – acc: 0.67 – ETA: 23s – loss: 0.8152 – acc: 0.67 – ETA: 23s – loss: 0.8076 – acc: 0.68 – ETA: 23s – loss: 0.8010 – acc: 0.68 – ETA: 23s – loss: 0.7954 – acc: 0.69 – ETA: 22s – loss: 0.7854 – acc: 0.69 – ETA: 22s – loss: 0.7777 – acc: 0.70 – ETA: 22s – loss: 0.7858 – acc: 0.69 – ETA: 22s – loss: 0.7785 – acc: 0.69 – ETA: 22s – loss: 0.7702 – acc: 0.69 – ETA: 22s – loss: 0.7639 – acc: 0.70 – ETA: 22s – loss: 0.7825 – acc: 0.70 – ETA: 22s – loss: 0.8010 – acc: 0.69 – ETA: 22s – loss: 0.8075 – acc: 0.68 – ETA: 22s – loss: 0.8078 – acc: 0.68 – ETA: 22s – loss: 0.7998 – acc: 0.68 – ETA: 22s – loss: 0.7912 – acc: 0.69 – ETA: 22s – loss: 0.7822 – acc: 0.69 – ETA: 22s – loss: 0.7973 – acc: 0.69 – ETA: 22s – loss: 0.8147 – acc: 0.69 – ETA: 22s – loss: 0.8238 – acc: 0.69 – ETA: 22s – loss: 0.8324 – acc: 0.68 – ETA: 21s – loss: 0.8374 – acc: 0.68 – ETA: 21s – loss: 0.8302 – acc: 0.68 – ETA: 21s – loss: 0.8400 – acc: 0.67 – ETA: 21s – loss: 0.8413 – acc: 0.67 – ETA: 21s – loss: 0.8426 – acc: 0.67 – ETA: 21s – loss: 0.8371 – acc: 0.67 – ETA: 21s – loss: 0.8327 – acc: 0.67 – ETA: 21s – loss: 0.8258 – acc: 0.68 – ETA: 21s – loss: 0.8319 – acc: 0.67 – ETA: 20s – loss: 0.8259 – acc: 0.67 – ETA: 20s – loss: 0.8269 – acc: 0.67 – ETA: 20s – loss: 0.8345 – acc: 0.67 – ETA: 20s – loss: 0.8293 – acc: 0.67 – ETA: 20s – loss: 0.8307 – acc: 0.67 – ETA: 20s – loss: 0.8253 – acc: 0.68 – ETA: 20s – loss: 0.8283 – acc: 0.67 – ETA: 20s – loss: 0.8335 – acc: 0.67 – ETA: 19s – loss: 0.8276 – acc: 0.67 – ETA: 19s – loss: 0.8284 – acc: 0.67 – ETA: 19s – loss: 0.8299 – acc: 0.67 – ETA: 19s – loss: 0.8301 – acc: 0.67 – ETA: 19s – loss: 0.8250 – acc: 0.67 – ETA: 19s – loss: 0.8203 – acc: 0.68 – ETA: 19s – loss: 0.8210 – acc: 0.67 – ETA: 19s – loss: 0.8298 – acc: 0.67 – ETA: 19s – loss: 0.8302 – acc: 0.67 – ETA: 18s – loss: 0.8265 – acc: 0.67 – ETA: 18s – loss: 0.8233 – acc: 0.68 – ETA: 18s – loss: 0.8189 – acc: 0.68 – ETA: 18s – loss: 0.8147 – acc: 0.68 – ETA: 18s – loss: 0.8151 – acc: 0.68 – ETA: 18s – loss: 0.8186 – acc: 0.68 – ETA: 18s – loss: 0.8149 – acc: 0.68 – ETA: 18s – loss: 0.8148 – acc: 0.68 – ETA: 17s – loss: 0.8109 – acc: 0.68 – ETA: 17s – loss: 0.8065 – acc: 0.69 – ETA: 17s – loss: 0.8021 – acc: 0.69 – ETA: 17s – loss: 0.7971 – acc: 0.69 – ETA: 17s – loss: 0.7912 – acc: 0.69 – ETA: 17s – loss: 0.7870 – acc: 0.70 – ETA: 17s – loss: 0.7835 – acc: 0.70 – ETA: 17s – loss: 0.7899 – acc: 0.70 – ETA: 17s – loss: 0.7923 – acc: 0.69 – ETA: 17s – loss: 0.7885 – acc: 0.70 – ETA: 17s – loss: 0.7912 – acc: 0.70 – ETA: 16s – loss: 0.7941 – acc: 0.69 – ETA: 16s – loss: 0.7901 – acc: 0.70 – ETA: 16s – loss: 0.7900 – acc: 0.69 – ETA: 16s – loss: 0.7911 – acc: 0.69 – ETA: 16s – loss: 0.7917 – acc: 0.69 – ETA: 16s – loss: 0.7874 – acc: 0.69 – ETA: 16s – loss: 0.7825 – acc: 0.70 – ETA: 16s – loss: 0.7838 – acc: 0.69 – ETA: 16s – loss: 0.7843 – acc: 0.69 – ETA: 15s – loss: 0.7797 – acc: 0.70 – ETA: 15s – loss: 0.7760 – acc: 0.70 – ETA: 15s – loss: 0.7768 – acc: 0.70 – ETA: 15s – loss: 0.7727 – acc: 0.70 – ETA: 15s – loss: 0.7785 – acc: 0.69 – ETA: 15s – loss: 0.7781 – acc: 0.69 – ETA: 15s – loss: 0.7736 – acc: 0.69 – ETA: 15s – loss: 0.7742 – acc: 0.69 – ETA: 14s – loss: 0.7838 – acc: 0.69 – ETA: 14s – loss: 0.7800 – acc: 0.69 – ETA: 14s – loss: 0.7804 – acc: 0.69 – ETA: 14s – loss: 0.7764 – acc: 0.69 – ETA: 14s – loss: 0.7720 – acc: 0.70 – ETA: 14s – loss: 0.7742 – acc: 0.69 – ETA: 14s – loss: 0.7701 – acc: 0.70 – ETA: 14s – loss: 0.7706 – acc: 0.70 – ETA: 14s – loss: 0.7668 – acc: 0.70 – ETA: 14s – loss: 0.7665 – acc: 0.70 – ETA: 14s – loss: 0.7734 – acc: 0.69 – ETA: 14s – loss: 0.7734 – acc: 0.69 – ETA: 13s – loss: 0.7785 – acc: 0.69 – ETA: 13s – loss: 0.7787 – acc: 0.69 – ETA: 13s – loss: 0.7846 – acc: 0.69 – ETA: 13s – loss: 0.7807 – acc: 0.69 – ETA: 13s – loss: 0.7866 – acc: 0.69 – ETA: 13s – loss: 0.7946 – acc: 0.69 – ETA: 13s – loss: 0.7915 – acc: 0.69 – ETA: 13s – loss: 0.7887 – acc: 0.69 – ETA: 13s – loss: 0.7850 – acc: 0.69 – ETA: 12s – loss: 0.7815 – acc: 0.69 – ETA: 12s – loss: 0.7796 – acc: 0.70 – ETA: 12s – loss: 0.7818 – acc: 0.69 – ETA: 12s – loss: 0.7859 – acc: 0.69 – ETA: 12s – loss: 0.7863 – acc: 0.69 – ETA: 12s – loss: 0.7833 – acc: 0.69 – ETA: 12s – loss: 0.7887 – acc: 0.69 – ETA: 12s – loss: 0.7888 – acc: 0.69 – ETA: 12s – loss: 0.7899 – acc: 0.68 – ETA: 11s – loss: 0.7894 – acc: 0.68 – ETA: 11s – loss: 0.7967 – acc: 0.68 – ETA: 11s – loss: 0.7986 – acc: 0.68 – ETA: 11s – loss: 0.7947 – acc: 0.68 – ETA: 11s – loss: 0.7926 – acc: 0.68 – ETA: 11s – loss: 0.7929 – acc: 0.68 – ETA: 11s – loss: 0.7910 – acc: 0.69 – ETA: 11s – loss: 0.7881 – acc: 0.69 – ETA: 11s – loss: 0.7884 – acc: 0.69 – ETA: 10s – loss: 0.7855 – acc: 0.69 – ETA: 10s – loss: 0.7857 – acc: 0.69 – ETA: 10s – loss: 0.7845 – acc: 0.69 – ETA: 10s – loss: 0.7875 – acc: 0.69 – ETA: 10s – loss: 0.7847 – acc: 0.69 – ETA: 10s – loss: 0.7827 – acc: 0.69 – ETA: 10s – loss: 0.7795 – acc: 0.69 – ETA: 10s – loss: 0.7868 – acc: 0.69 – ETA: 10s – loss: 0.7833 – acc: 0.69 – ETA: 9s – loss: 0.7823 – acc: 0.6964 – ETA: 9s – loss: 0.7794 – acc: 0.698 – ETA: 9s – loss: 0.7853 – acc: 0.697 – ETA: 9s – loss: 0.7831 – acc: 0.698 – ETA: 9s – loss: 0.7852 – acc: 0.697 – ETA: 9s – loss: 0.7830 – acc: 0.699 – ETA: 9s – loss: 0.7909 – acc: 0.695 – ETA: 9s – loss: 0.7881 – acc: 0.697 – ETA: 9s – loss: 0.7888 – acc: 0.696 – ETA: 8s – loss: 0.7893 – acc: 0.695 – ETA: 8s – loss: 0.7866 – acc: 0.696 – ETA: 8s – loss: 0.7840 – acc: 0.698 – ETA: 8s – loss: 0.7840 – acc: 0.697 – ETA: 8s – loss: 0.7845 – acc: 0.696 – ETA: 8s – loss: 0.7845 – acc: 0.695 – ETA: 8s – loss: 0.7826 – acc: 0.696 – ETA: 8s – loss: 0.7913 – acc: 0.693 – ETA: 8s – loss: 0.7965 – acc: 0.692 – ETA: 7s – loss: 0.7971 – acc: 0.691 – ETA: 7s – loss: 0.7996 – acc: 0.6907562/562 [==============================] – ETA: 7s – loss: 0.7971 – acc: 0.692 – ETA: 7s – loss: 0.7947 – acc: 0.693 – ETA: 7s – loss: 0.7921 – acc: 0.695 – ETA: 7s – loss: 0.7923 – acc: 0.694 – ETA: 7s – loss: 0.7932 – acc: 0.693 – ETA: 7s – loss: 0.7905 – acc: 0.694 – ETA: 7s – loss: 0.7883 – acc: 0.695 – ETA: 6s – loss: 0.7871 – acc: 0.697 – ETA: 6s – loss: 0.7872 – acc: 0.696 – ETA: 6s – loss: 0.7872 – acc: 0.697 – ETA: 6s – loss: 0.7853 – acc: 0.699 – ETA: 6s – loss: 0.7837 – acc: 0.700 – ETA: 6s – loss: 0.7849 – acc: 0.699 – ETA: 6s – loss: 0.7825 – acc: 0.700 – ETA: 6s – loss: 0.7818 – acc: 0.702 – ETA: 5s – loss: 0.7808 – acc: 0.701 – ETA: 5s – loss: 0.7782 – acc: 0.702 – ETA: 5s – loss: 0.7755 – acc: 0.703 – ETA: 5s – loss: 0.7758 – acc: 0.703 – ETA: 5s – loss: 0.7801 – acc: 0.702 – ETA: 5s – loss: 0.7777 – acc: 0.703 – ETA: 5s – loss: 0.7797 – acc: 0.702 – ETA: 5s – loss: 0.7845 – acc: 0.699 – ETA: 4s – loss: 0.7854 – acc: 0.698 – ETA: 4s – loss: 0.7857 – acc: 0.697 – ETA: 4s – loss: 0.7835 – acc: 0.699 – ETA: 4s – loss: 0.7813 – acc: 0.700 – ETA: 4s – loss: 0.7817 – acc: 0.699 – ETA: 4s – loss: 0.7848 – acc: 0.698 – ETA: 4s – loss: 0.7822 – acc: 0.700 – ETA: 4s – loss: 0.7824 – acc: 0.699 – ETA: 4s – loss: 0.7799 – acc: 0.700 – ETA: 3s – loss: 0.7772 – acc: 0.701 – ETA: 3s – loss: 0.7753 – acc: 0.702 – ETA: 3s – loss: 0.7776 – acc: 0.702 – ETA: 3s – loss: 0.7757 – acc: 0.703 – ETA: 3s – loss: 0.7788 – acc: 0.700 – ETA: 3s – loss: 0.7766 – acc: 0.701 – ETA: 3s – loss: 0.7745 – acc: 0.702 – ETA: 3s – loss: 0.7723 – acc: 0.703 – ETA: 2s – loss: 0.7778 – acc: 0.701 – ETA: 2s – loss: 0.7781 – acc: 0.700 – ETA: 2s – loss: 0.7759 – acc: 0.701 – ETA: 2s – loss: 0.7809 – acc: 0.700 – ETA: 2s – loss: 0.7789 – acc: 0.701 – ETA: 2s – loss: 0.7768 – acc: 0.703 – ETA: 2s – loss: 0.7782 – acc: 0.702 – ETA: 2s – loss: 0.7760 – acc: 0.703 – ETA: 2s – loss: 0.7755 – acc: 0.702 – ETA: 1s – loss: 0.7732 – acc: 0.703 – ETA: 1s – loss: 0.7716 – acc: 0.704 – ETA: 1s – loss: 0.7695 – acc: 0.706 – ETA: 1s – loss: 0.7673 – acc: 0.707 – ETA: 1s – loss: 0.7654 – acc: 0.708 – ETA: 1s – loss: 0.7680 – acc: 0.705 – ETA: 1s – loss: 0.7710 – acc: 0.704 – ETA: 1s – loss: 0.7696 – acc: 0.705 – ETA: 0s – loss: 0.7729 – acc: 0.705 – ETA: 0s – loss: 0.7725 – acc: 0.704 – ETA: 0s – loss: 0.7721 – acc: 0.703 – ETA: 0s – loss: 0.7700 – acc: 0.704 – ETA: 0s – loss: 0.7678 – acc: 0.705 – ETA: 0s – loss: 0.7684 – acc: 0.705 – ETA: 0s – loss: 0.7683 – acc: 0.704 – ETA: 0s – loss: 0.7662 – acc: 0.705 – 36s 65ms/step – loss: 0.7647 – acc: 0.7064 – val_loss: 0.5942 – val_acc: 0.7943
141/141 [==============================] – ETA: – ETA: – ETA: – ETA: – 2s 16ms/step
(563, 1612)
Train on 563 samples, validate on 140 samples
Epoch 1/4
428/563 [=====================>……..] – ETA: 7:53 – loss: 1.2989 – acc: 0.0000e+0 – ETA: 4:20 – loss: 4.6790 – acc: 0.2500 – ETA: 3:08 – loss: 3.1194 – acc: 0.500 – ETA: 2:34 – loss: 2.3395 – acc: 0.625 – ETA: 2:11 – loss: 3.4834 – acc: 0.600 – ETA: 1:55 – loss: 4.3004 – acc: 0.583 – ETA: 1:44 – loss: 4.8373 – acc: 0.571 – ETA: 1:37 – loss: 4.2327 – acc: 0.625 – ETA: 1:30 – loss: 3.7624 – acc: 0.666 – ETA: 1:25 – loss: 4.1920 – acc: 0.650 – ETA: 1:21 – loss: 4.5436 – acc: 0.636 – ETA: 1:17 – loss: 4.1650 – acc: 0.666 – ETA: 1:14 – loss: 5.0844 – acc: 0.615 – ETA: 1:11 – loss: 4.7213 – acc: 0.642 – ETA: 1:09 – loss: 4.4065 – acc: 0.666 – ETA: 1:07 – loss: 4.6348 – acc: 0.656 – ETA: 1:05 – loss: 4.3622 – acc: 0.676 – ETA: 1:03 – loss: 4.5675 – acc: 0.666 – ETA: 1:01 – loss: 4.3271 – acc: 0.684 – ETA: 59s – loss: 4.1108 – acc: 0.700 – ETA: 57s – loss: 3.9150 – acc: 0.71 – ETA: 56s – loss: 3.7371 – acc: 0.72 – ETA: 55s – loss: 3.9250 – acc: 0.71 – ETA: 53s – loss: 3.7614 – acc: 0.72 – ETA: 53s – loss: 3.9334 – acc: 0.72 – ETA: 52s – loss: 4.0920 – acc: 0.71 – ETA: 51s – loss: 3.9405 – acc: 0.72 – ETA: 50s – loss: 3.7997 – acc: 0.73 – ETA: 49s – loss: 3.6687 – acc: 0.74 – ETA: 48s – loss: 3.8151 – acc: 0.73 – ETA: 47s – loss: 3.9520 – acc: 0.72 – ETA: 47s – loss: 4.0803 – acc: 0.71 – ETA: 46s – loss: 4.2009 – acc: 0.71 – ETA: 45s – loss: 4.0773 – acc: 0.72 – ETA: 45s – loss: 3.9608 – acc: 0.72 – ETA: 44s – loss: 3.8508 – acc: 0.73 – ETA: 43s – loss: 3.7467 – acc: 0.74 – ETA: 43s – loss: 3.6481 – acc: 0.75 – ETA: 43s – loss: 3.5546 – acc: 0.75 – ETA: 42s – loss: 3.4657 – acc: 0.76 – ETA: 42s – loss: 3.3812 – acc: 0.76 – ETA: 42s – loss: 3.3007 – acc: 0.77 – ETA: 41s – loss: 3.4114 – acc: 0.76 – ETA: 41s – loss: 3.3338 – acc: 0.77 – ETA: 41s – loss: 3.4388 – acc: 0.76 – ETA: 41s – loss: 3.3641 – acc: 0.77 – ETA: 41s – loss: 3.2925 – acc: 0.77 – ETA: 41s – loss: 3.3918 – acc: 0.77 – ETA: 40s – loss: 3.3226 – acc: 0.77 – ETA: 40s – loss: 3.4173 – acc: 0.77 – ETA: 40s – loss: 3.3503 – acc: 0.77 – ETA: 40s – loss: 3.2859 – acc: 0.77 – ETA: 39s – loss: 3.2239 – acc: 0.78 – ETA: 39s – loss: 3.1642 – acc: 0.78 – ETA: 39s – loss: 3.1066 – acc: 0.79 – ETA: 38s – loss: 3.0512 – acc: 0.79 – ETA: 38s – loss: 2.9976 – acc: 0.79 – ETA: 38s – loss: 2.9460 – acc: 0.80 – ETA: 38s – loss: 2.8960 – acc: 0.80 – ETA: 38s – loss: 2.8478 – acc: 0.80 – ETA: 37s – loss: 2.8011 – acc: 0.81 – ETA: 37s – loss: 2.8859 – acc: 0.80 – ETA: 37s – loss: 2.8401 – acc: 0.80 – ETA: 36s – loss: 2.9216 – acc: 0.80 – ETA: 36s – loss: 2.8767 – acc: 0.80 – ETA: 36s – loss: 2.8331 – acc: 0.81 – ETA: 36s – loss: 2.7908 – acc: 0.81 – ETA: 35s – loss: 2.7498 – acc: 0.81 – ETA: 35s – loss: 2.7099 – acc: 0.81 – ETA: 35s – loss: 2.7863 – acc: 0.81 – ETA: 35s – loss: 2.7471 – acc: 0.81 – ETA: 34s – loss: 2.7089 – acc: 0.81 – ETA: 34s – loss: 2.6718 – acc: 0.82 – ETA: 34s – loss: 2.6357 – acc: 0.82 – ETA: 34s – loss: 2.8155 – acc: 0.81 – ETA: 34s – loss: 2.8845 – acc: 0.80 – ETA: 33s – loss: 2.9517 – acc: 0.80 – ETA: 33s – loss: 2.9138 – acc: 0.80 – ETA: 33s – loss: 2.8769 – acc: 0.81 – ETA: 33s – loss: 2.8410 – acc: 0.81 – ETA: 33s – loss: 2.9054 – acc: 0.80 – ETA: 32s – loss: 2.8700 – acc: 0.81 – ETA: 32s – loss: 2.9325 – acc: 0.80 – ETA: 32s – loss: 2.9935 – acc: 0.80 – ETA: 32s – loss: 2.9583 – acc: 0.80 – ETA: 32s – loss: 2.9239 – acc: 0.80 – ETA: 31s – loss: 2.8903 – acc: 0.81 – ETA: 31s – loss: 2.9490 – acc: 0.80 – ETA: 31s – loss: 3.0064 – acc: 0.80 – ETA: 31s – loss: 2.9730 – acc: 0.80 – ETA: 31s – loss: 2.9404 – acc: 0.80 – ETA: 30s – loss: 2.9084 – acc: 0.80 – ETA: 30s – loss: 2.8771 – acc: 0.81 – ETA: 30s – loss: 2.9323 – acc: 0.80 – ETA: 30s – loss: 2.9014 – acc: 0.81 – ETA: 30s – loss: 2.8712 – acc: 0.81 – ETA: 29s – loss: 2.8416 – acc: 0.81 – ETA: 29s – loss: 2.9771 – acc: 0.80 – ETA: 29s – loss: 2.9470 – acc: 0.80 – ETA: 29s – loss: 2.9981 – acc: 0.80 – ETA: 29s – loss: 3.0482 – acc: 0.80 – ETA: 28s – loss: 3.0183 – acc: 0.80 – ETA: 28s – loss: 2.9890 – acc: 0.80 – ETA: 28s – loss: 2.9603 – acc: 0.80 – ETA: 28s – loss: 2.9321 – acc: 0.80 – ETA: 28s – loss: 2.9044 – acc: 0.81 – ETA: 27s – loss: 2.9526 – acc: 0.80 – ETA: 27s – loss: 2.9999 – acc: 0.80 – ETA: 27s – loss: 2.9724 – acc: 0.80 – ETA: 27s – loss: 2.9453 – acc: 0.80 – ETA: 26s – loss: 2.9188 – acc: 0.81 – ETA: 26s – loss: 2.8927 – acc: 0.81 – ETA: 26s – loss: 2.8671 – acc: 0.81 – ETA: 26s – loss: 2.8420 – acc: 0.81 – ETA: 26s – loss: 2.8874 – acc: 0.81 – ETA: 25s – loss: 2.8625 – acc: 0.81 – ETA: 25s – loss: 2.8380 – acc: 0.81 – ETA: 25s – loss: 2.8823 – acc: 0.81 – ETA: 25s – loss: 2.9258 – acc: 0.81 – ETA: 25s – loss: 2.9685 – acc: 0.80 – ETA: 24s – loss: 3.0106 – acc: 0.80 – ETA: 24s – loss: 3.1180 – acc: 0.79 – ETA: 24s – loss: 3.0927 – acc: 0.80 – ETA: 24s – loss: 3.0678 – acc: 0.80 – ETA: 24s – loss: 3.1077 – acc: 0.80 – ETA: 23s – loss: 3.0830 – acc: 0.80 – ETA: 23s – loss: 3.0587 – acc: 0.80 – ETA: 23s – loss: 3.0348 – acc: 0.80 – ETA: 23s – loss: 3.0738 – acc: 0.80 – ETA: 23s – loss: 3.0501 – acc: 0.80 – ETA: 22s – loss: 3.0269 – acc: 0.80 – ETA: 22s – loss: 3.0650 – acc: 0.80 – ETA: 22s – loss: 3.1025 – acc: 0.80 – ETA: 22s – loss: 3.1395 – acc: 0.79 – ETA: 22s – loss: 3.1163 – acc: 0.80 – ETA: 22s – loss: 3.1526 – acc: 0.79 – ETA: 21s – loss: 3.1884 – acc: 0.79 – ETA: 21s – loss: 3.1653 – acc: 0.79 – ETA: 21s – loss: 3.1426 – acc: 0.79 – ETA: 21s – loss: 3.1201 – acc: 0.80 – ETA: 21s – loss: 3.0980 – acc: 0.80 – ETA: 21s – loss: 3.1329 – acc: 0.79 – ETA: 20s – loss: 3.1674 – acc: 0.79 – ETA: 20s – loss: 3.2013 – acc: 0.79 – ETA: 20s – loss: 3.1793 – acc: 0.79 – ETA: 20s – loss: 3.2127 – acc: 0.79 – ETA: 20s – loss: 3.1908 – acc: 0.79 – ETA: 20s – loss: 3.2237 – acc: 0.79 – ETA: 19s – loss: 3.2021 – acc: 0.79 – ETA: 19s – loss: 3.2345 – acc: 0.79 – ETA: 19s – loss: 3.2130 – acc: 0.79 – ETA: 19s – loss: 3.1919 – acc: 0.79 – ETA: 19s – loss: 3.1710 – acc: 0.79 – ETA: 19s – loss: 3.1504 – acc: 0.79 – ETA: 19s – loss: 3.1301 – acc: 0.80 – ETA: 18s – loss: 3.1101 – acc: 0.80 – ETA: 18s – loss: 3.0902 – acc: 0.80 – ETA: 18s – loss: 3.0707 – acc: 0.80 – ETA: 18s – loss: 3.0514 – acc: 0.80 – ETA: 18s – loss: 3.0323 – acc: 0.80 – ETA: 18s – loss: 3.0135 – acc: 0.80 – ETA: 18s – loss: 3.0446 – acc: 0.80 – ETA: 17s – loss: 3.0259 – acc: 0.80 – ETA: 17s – loss: 3.1058 – acc: 0.80 – ETA: 17s – loss: 3.0869 – acc: 0.80 – ETA: 17s – loss: 3.1169 – acc: 0.80 – ETA: 17s – loss: 3.0982 – acc: 0.80 – ETA: 17s – loss: 3.0798 – acc: 0.80 – ETA: 17s – loss: 3.0616 – acc: 0.80 – ETA: 16s – loss: 3.0910 – acc: 0.80 – ETA: 16s – loss: 3.0729 – acc: 0.80 – ETA: 16s – loss: 3.1019 – acc: 0.80 – ETA: 16s – loss: 3.1305 – acc: 0.80 – ETA: 16s – loss: 3.1589 – acc: 0.79 – ETA: 16s – loss: 3.1869 – acc: 0.79 – ETA: 16s – loss: 3.2145 – acc: 0.79 – ETA: 16s – loss: 3.1964 – acc: 0.79 – ETA: 15s – loss: 3.1784 – acc: 0.79 – ETA: 15s – loss: 3.1607 – acc: 0.79 – ETA: 15s – loss: 3.1431 – acc: 0.80 – ETA: 15s – loss: 3.1257 – acc: 0.80 – ETA: 15s – loss: 3.1086 – acc: 0.80 – ETA: 15s – loss: 3.1797 – acc: 0.79 – ETA: 15s – loss: 3.2062 – acc: 0.79 – ETA: 14s – loss: 3.1888 – acc: 0.79 – ETA: 14s – loss: 3.1717 – acc: 0.79 – ETA: 14s – loss: 3.1978 – acc: 0.79 – ETA: 14s – loss: 3.1808 – acc: 0.79 – ETA: 14s – loss: 3.1640 – acc: 0.79 – ETA: 14s – loss: 3.1473 – acc: 0.80 – ETA: 13s – loss: 3.1731 – acc: 0.79 – ETA: 13s – loss: 3.1565 – acc: 0.79 – ETA: 13s – loss: 3.1819 – acc: 0.79 – ETA: 13s – loss: 3.2071 – acc: 0.79 – ETA: 13s – loss: 3.1906 – acc: 0.79 – ETA: 13s – loss: 3.1744 – acc: 0.79 – ETA: 13s – loss: 3.1582 – acc: 0.79 – ETA: 12s – loss: 3.1423 – acc: 0.80 – ETA: 12s – loss: 3.1265 – acc: 0.80 – ETA: 12s – loss: 3.1512 – acc: 0.80 – ETA: 12s – loss: 3.1355 – acc: 0.80 – ETA: 12s – loss: 3.1998 – acc: 0.79 – ETA: 12s – loss: 3.1840 – acc: 0.79 – ETA: 12s – loss: 3.2079 – acc: 0.79 – ETA: 11s – loss: 3.1922 – acc: 0.79 – ETA: 11s – loss: 3.1767 – acc: 0.79 – ETA: 11s – loss: 3.1614 – acc: 0.79 – ETA: 11s – loss: 3.1462 – acc: 0.80 – ETA: 11s – loss: 3.1311 – acc: 0.80 – ETA: 11s – loss: 3.1162 – acc: 0.80 – ETA: 11s – loss: 3.1397 – acc: 0.80 – ETA: 10s – loss: 3.1248 – acc: 0.80 – ETA: 10s – loss: 3.1480 – acc: 0.80 – ETA: 10s – loss: 3.1710 – acc: 0.7991563/563 [==============================] – ETA: 10s – loss: 3.1562 – acc: 0.80 – ETA: 10s – loss: 3.1789 – acc: 0.79 – ETA: 10s – loss: 3.2014 – acc: 0.79 – ETA: 10s – loss: 3.1867 – acc: 0.79 – ETA: 9s – loss: 3.2090 – acc: 0.7968 – ETA: 9s – loss: 3.1944 – acc: 0.797 – ETA: 9s – loss: 3.2164 – acc: 0.796 – ETA: 9s – loss: 3.2019 – acc: 0.797 – ETA: 9s – loss: 3.2237 – acc: 0.796 – ETA: 9s – loss: 3.2093 – acc: 0.796 – ETA: 8s – loss: 3.2308 – acc: 0.795 – ETA: 8s – loss: 3.2166 – acc: 0.796 – ETA: 8s – loss: 3.2024 – acc: 0.797 – ETA: 8s – loss: 3.2237 – acc: 0.796 – ETA: 8s – loss: 3.2096 – acc: 0.796 – ETA: 8s – loss: 3.2307 – acc: 0.795 – ETA: 8s – loss: 3.2167 – acc: 0.796 – ETA: 7s – loss: 3.2376 – acc: 0.795 – ETA: 7s – loss: 3.2237 – acc: 0.796 – ETA: 7s – loss: 3.2443 – acc: 0.794 – ETA: 7s – loss: 3.2305 – acc: 0.795 – ETA: 7s – loss: 3.2510 – acc: 0.794 – ETA: 7s – loss: 3.2713 – acc: 0.793 – ETA: 6s – loss: 3.2914 – acc: 0.792 – ETA: 6s – loss: 3.3114 – acc: 0.790 – ETA: 6s – loss: 3.3311 – acc: 0.789 – ETA: 6s – loss: 3.3173 – acc: 0.790 – ETA: 6s – loss: 3.3036 – acc: 0.791 – ETA: 6s – loss: 3.2900 – acc: 0.792 – ETA: 5s – loss: 3.2765 – acc: 0.793 – ETA: 5s – loss: 3.2631 – acc: 0.793 – ETA: 5s – loss: 3.2499 – acc: 0.794 – ETA: 5s – loss: 3.3020 – acc: 0.791 – ETA: 5s – loss: 3.3212 – acc: 0.790 – ETA: 5s – loss: 3.3078 – acc: 0.791 – ETA: 5s – loss: 3.3268 – acc: 0.790 – ETA: 4s – loss: 3.3457 – acc: 0.788 – ETA: 4s – loss: 3.3324 – acc: 0.789 – ETA: 4s – loss: 3.3511 – acc: 0.788 – ETA: 4s – loss: 3.4014 – acc: 0.785 – ETA: 4s – loss: 3.3880 – acc: 0.786 – ETA: 4s – loss: 3.4063 – acc: 0.785 – ETA: 3s – loss: 3.3930 – acc: 0.786 – ETA: 3s – loss: 3.4423 – acc: 0.782 – ETA: 3s – loss: 3.4290 – acc: 0.783 – ETA: 3s – loss: 3.4159 – acc: 0.784 – ETA: 3s – loss: 3.4028 – acc: 0.785 – ETA: 3s – loss: 3.4205 – acc: 0.784 – ETA: 2s – loss: 3.4075 – acc: 0.785 – ETA: 2s – loss: 3.4252 – acc: 0.784 – ETA: 2s – loss: 3.4426 – acc: 0.783 – ETA: 2s – loss: 3.4297 – acc: 0.783 – ETA: 2s – loss: 3.4772 – acc: 0.780 – ETA: 2s – loss: 3.4943 – acc: 0.779 – ETA: 1s – loss: 3.4813 – acc: 0.780 – ETA: 1s – loss: 3.4983 – acc: 0.779 – ETA: 1s – loss: 3.4854 – acc: 0.780 – ETA: 1s – loss: 3.4726 – acc: 0.781 – ETA: 1s – loss: 3.4598 – acc: 0.782 – ETA: 1s – loss: 3.4472 – acc: 0.782 – ETA: 1s – loss: 3.4347 – acc: 0.783 – ETA: 0s – loss: 3.4222 – acc: 0.784 – ETA: 0s – loss: 3.4099 – acc: 0.785 – ETA: 0s – loss: 3.4266 – acc: 0.784 – ETA: 0s – loss: 3.4143 – acc: 0.784 – ETA: 0s – loss: 3.4309 – acc: 0.783 – ETA: 0s – loss: 3.4187 – acc: 0.784 – 47s 84ms/step – loss: 3.4126 – acc: 0.7851 – val_loss: 8.7498 – val_acc: 0.4571
Epoch 2/4
430/563 [=====================>……..] – ETA: 39s – loss: 8.0590 – acc: 0.50 – ETA: 39s – loss: 4.0295 – acc: 0.75 – ETA: 38s – loss: 2.6863 – acc: 0.83 – ETA: 38s – loss: 4.0295 – acc: 0.75 – ETA: 38s – loss: 3.2236 – acc: 0.80 – ETA: 37s – loss: 4.0295 – acc: 0.75 – ETA: 37s – loss: 3.4539 – acc: 0.78 – ETA: 37s – loss: 3.0221 – acc: 0.81 – ETA: 36s – loss: 2.6863 – acc: 0.83 – ETA: 36s – loss: 3.2236 – acc: 0.80 – ETA: 36s – loss: 3.6632 – acc: 0.77 – ETA: 36s – loss: 4.0295 – acc: 0.75 – ETA: 36s – loss: 4.3395 – acc: 0.73 – ETA: 35s – loss: 4.6052 – acc: 0.71 – ETA: 35s – loss: 4.2982 – acc: 0.73 – ETA: 35s – loss: 4.0295 – acc: 0.75 – ETA: 35s – loss: 3.7925 – acc: 0.76 – ETA: 35s – loss: 3.5818 – acc: 0.77 – ETA: 35s – loss: 3.3933 – acc: 0.78 – ETA: 35s – loss: 3.2236 – acc: 0.80 – ETA: 35s – loss: 3.0701 – acc: 0.80 – ETA: 35s – loss: 2.9306 – acc: 0.81 – ETA: 35s – loss: 3.1535 – acc: 0.80 – ETA: 35s – loss: 3.3579 – acc: 0.79 – ETA: 35s – loss: 3.2236 – acc: 0.80 – ETA: 34s – loss: 3.4096 – acc: 0.78 – ETA: 34s – loss: 3.2833 – acc: 0.79 – ETA: 34s – loss: 3.4539 – acc: 0.78 – ETA: 34s – loss: 3.3348 – acc: 0.79 – ETA: 34s – loss: 3.2236 – acc: 0.80 – ETA: 34s – loss: 3.1196 – acc: 0.80 – ETA: 33s – loss: 3.0221 – acc: 0.81 – ETA: 33s – loss: 3.1748 – acc: 0.80 – ETA: 33s – loss: 3.3184 – acc: 0.79 – ETA: 33s – loss: 3.2236 – acc: 0.80 – ETA: 33s – loss: 3.1341 – acc: 0.80 – ETA: 33s – loss: 3.0494 – acc: 0.81 – ETA: 33s – loss: 3.1821 – acc: 0.80 – ETA: 32s – loss: 3.1005 – acc: 0.80 – ETA: 32s – loss: 3.0230 – acc: 0.81 – ETA: 32s – loss: 2.9493 – acc: 0.81 – ETA: 32s – loss: 2.8790 – acc: 0.82 – ETA: 32s – loss: 2.9995 – acc: 0.81 – ETA: 32s – loss: 2.9313 – acc: 0.81 – ETA: 32s – loss: 3.0453 – acc: 0.81 – ETA: 31s – loss: 2.9791 – acc: 0.81 – ETA: 31s – loss: 2.9157 – acc: 0.81 – ETA: 31s – loss: 2.8549 – acc: 0.82 – ETA: 31s – loss: 2.7967 – acc: 0.82 – ETA: 31s – loss: 2.7407 – acc: 0.83 – ETA: 31s – loss: 2.6870 – acc: 0.83 – ETA: 31s – loss: 2.6353 – acc: 0.83 – ETA: 30s – loss: 2.5856 – acc: 0.83 – ETA: 30s – loss: 2.6870 – acc: 0.83 – ETA: 30s – loss: 2.6381 – acc: 0.83 – ETA: 30s – loss: 2.7349 – acc: 0.83 – ETA: 30s – loss: 2.6869 – acc: 0.83 – ETA: 30s – loss: 2.6406 – acc: 0.83 – ETA: 30s – loss: 2.5959 – acc: 0.83 – ETA: 30s – loss: 2.5526 – acc: 0.84 – ETA: 29s – loss: 2.5107 – acc: 0.84 – ETA: 29s – loss: 2.6002 – acc: 0.83 – ETA: 29s – loss: 2.6869 – acc: 0.83 – ETA: 29s – loss: 2.6449 – acc: 0.83 – ETA: 29s – loss: 2.6042 – acc: 0.83 – ETA: 29s – loss: 2.6869 – acc: 0.83 – ETA: 29s – loss: 2.6468 – acc: 0.83 – ETA: 29s – loss: 2.8449 – acc: 0.82 – ETA: 28s – loss: 2.9204 – acc: 0.81 – ETA: 28s – loss: 2.9938 – acc: 0.81 – ETA: 28s – loss: 3.0652 – acc: 0.80 – ETA: 28s – loss: 3.1345 – acc: 0.80 – ETA: 28s – loss: 3.2020 – acc: 0.80 – ETA: 28s – loss: 3.1587 – acc: 0.80 – ETA: 28s – loss: 3.3315 – acc: 0.79 – ETA: 28s – loss: 3.2877 – acc: 0.79 – ETA: 27s – loss: 3.2450 – acc: 0.79 – ETA: 27s – loss: 3.2034 – acc: 0.80 – ETA: 27s – loss: 3.2649 – acc: 0.79 – ETA: 27s – loss: 3.2240 – acc: 0.80 – ETA: 27s – loss: 3.2837 – acc: 0.79 – ETA: 27s – loss: 3.3420 – acc: 0.79 – ETA: 27s – loss: 3.3017 – acc: 0.79 – ETA: 26s – loss: 3.3583 – acc: 0.79 – ETA: 26s – loss: 3.3188 – acc: 0.79 – ETA: 26s – loss: 3.3739 – acc: 0.79 – ETA: 26s – loss: 3.4278 – acc: 0.78 – ETA: 26s – loss: 3.4804 – acc: 0.78 – ETA: 26s – loss: 3.4413 – acc: 0.78 – ETA: 26s – loss: 3.4926 – acc: 0.78 – ETA: 25s – loss: 3.4542 – acc: 0.78 – ETA: 25s – loss: 3.5043 – acc: 0.78 – ETA: 25s – loss: 3.4666 – acc: 0.78 – ETA: 25s – loss: 3.5155 – acc: 0.78 – ETA: 25s – loss: 3.5633 – acc: 0.77 – ETA: 25s – loss: 3.5262 – acc: 0.78 – ETA: 25s – loss: 3.4898 – acc: 0.78 – ETA: 24s – loss: 3.5365 – acc: 0.78 – ETA: 24s – loss: 3.5007 – acc: 0.78 – ETA: 24s – loss: 3.4657 – acc: 0.78 – ETA: 24s – loss: 3.5112 – acc: 0.78 – ETA: 24s – loss: 3.4768 – acc: 0.78 – ETA: 24s – loss: 3.4430 – acc: 0.78 – ETA: 24s – loss: 3.4874 – acc: 0.78 – ETA: 24s – loss: 3.4542 – acc: 0.78 – ETA: 23s – loss: 3.4976 – acc: 0.78 – ETA: 23s – loss: 3.5403 – acc: 0.78 – ETA: 23s – loss: 3.5821 – acc: 0.77 – ETA: 23s – loss: 3.5492 – acc: 0.77 – ETA: 23s – loss: 3.5902 – acc: 0.77 – ETA: 23s – loss: 3.5579 – acc: 0.77 – ETA: 23s – loss: 3.5261 – acc: 0.78 – ETA: 23s – loss: 3.4949 – acc: 0.78 – ETA: 22s – loss: 3.5350 – acc: 0.78 – ETA: 22s – loss: 3.5743 – acc: 0.77 – ETA: 22s – loss: 3.5435 – acc: 0.78 – ETA: 22s – loss: 3.6510 – acc: 0.77 – ETA: 22s – loss: 3.6200 – acc: 0.77 – ETA: 22s – loss: 3.7251 – acc: 0.76 – ETA: 22s – loss: 3.7612 – acc: 0.76 – ETA: 21s – loss: 3.7301 – acc: 0.76 – ETA: 21s – loss: 3.6995 – acc: 0.77 – ETA: 21s – loss: 3.7350 – acc: 0.76 – ETA: 21s – loss: 3.7698 – acc: 0.76 – ETA: 21s – loss: 3.7397 – acc: 0.76 – ETA: 21s – loss: 3.7739 – acc: 0.76 – ETA: 21s – loss: 3.7442 – acc: 0.76 – ETA: 20s – loss: 3.7779 – acc: 0.76 – ETA: 20s – loss: 3.7487 – acc: 0.76 – ETA: 20s – loss: 3.7818 – acc: 0.76 – ETA: 20s – loss: 3.7529 – acc: 0.76 – ETA: 20s – loss: 3.7245 – acc: 0.76 – ETA: 20s – loss: 3.6965 – acc: 0.77 – ETA: 20s – loss: 3.7291 – acc: 0.76 – ETA: 20s – loss: 3.7014 – acc: 0.77 – ETA: 19s – loss: 3.7335 – acc: 0.76 – ETA: 19s – loss: 3.7062 – acc: 0.77 – ETA: 19s – loss: 3.7962 – acc: 0.76 – ETA: 19s – loss: 3.8268 – acc: 0.76 – ETA: 19s – loss: 3.7995 – acc: 0.76 – ETA: 19s – loss: 3.7726 – acc: 0.76 – ETA: 19s – loss: 3.7460 – acc: 0.76 – ETA: 18s – loss: 3.7762 – acc: 0.76 – ETA: 18s – loss: 3.7499 – acc: 0.76 – ETA: 18s – loss: 3.7796 – acc: 0.76 – ETA: 18s – loss: 3.7538 – acc: 0.76 – ETA: 18s – loss: 3.7282 – acc: 0.76 – ETA: 18s – loss: 3.7575 – acc: 0.76 – ETA: 18s – loss: 3.7864 – acc: 0.76 – ETA: 17s – loss: 3.8148 – acc: 0.76 – ETA: 17s – loss: 3.7896 – acc: 0.76 – ETA: 17s – loss: 3.7646 – acc: 0.76 – ETA: 17s – loss: 3.7400 – acc: 0.76 – ETA: 17s – loss: 3.7681 – acc: 0.76 – ETA: 17s – loss: 3.7438 – acc: 0.76 – ETA: 17s – loss: 3.7714 – acc: 0.76 – ETA: 16s – loss: 3.7474 – acc: 0.76 – ETA: 16s – loss: 3.8257 – acc: 0.76 – ETA: 16s – loss: 3.8017 – acc: 0.76 – ETA: 16s – loss: 3.8283 – acc: 0.76 – ETA: 16s – loss: 3.8545 – acc: 0.76 – ETA: 16s – loss: 3.8307 – acc: 0.76 – ETA: 16s – loss: 3.8072 – acc: 0.76 – ETA: 16s – loss: 3.7840 – acc: 0.76 – ETA: 15s – loss: 3.8099 – acc: 0.76 – ETA: 15s – loss: 3.8355 – acc: 0.76 – ETA: 15s – loss: 3.8126 – acc: 0.76 – ETA: 15s – loss: 3.7899 – acc: 0.76 – ETA: 15s – loss: 3.7674 – acc: 0.76 – ETA: 15s – loss: 3.8401 – acc: 0.76 – ETA: 15s – loss: 3.8176 – acc: 0.76 – ETA: 14s – loss: 3.8423 – acc: 0.76 – ETA: 14s – loss: 3.8667 – acc: 0.76 – ETA: 14s – loss: 3.8445 – acc: 0.76 – ETA: 14s – loss: 3.8225 – acc: 0.76 – ETA: 14s – loss: 3.8008 – acc: 0.76 – ETA: 14s – loss: 3.8248 – acc: 0.76 – ETA: 14s – loss: 3.8486 – acc: 0.76 – ETA: 13s – loss: 3.8271 – acc: 0.76 – ETA: 13s – loss: 3.8058 – acc: 0.76 – ETA: 13s – loss: 3.7848 – acc: 0.76 – ETA: 13s – loss: 3.7640 – acc: 0.76 – ETA: 13s – loss: 3.7435 – acc: 0.76 – ETA: 13s – loss: 3.7231 – acc: 0.76 – ETA: 13s – loss: 3.7466 – acc: 0.76 – ETA: 13s – loss: 3.7264 – acc: 0.76 – ETA: 12s – loss: 3.7065 – acc: 0.77 – ETA: 12s – loss: 3.7296 – acc: 0.76 – ETA: 12s – loss: 3.7525 – acc: 0.76 – ETA: 12s – loss: 3.7752 – acc: 0.76 – ETA: 12s – loss: 3.7976 – acc: 0.76 – ETA: 12s – loss: 3.7779 – acc: 0.76 – ETA: 12s – loss: 3.7583 – acc: 0.76 – ETA: 11s – loss: 3.7389 – acc: 0.76 – ETA: 11s – loss: 3.7197 – acc: 0.76 – ETA: 11s – loss: 3.7008 – acc: 0.77 – ETA: 11s – loss: 3.6820 – acc: 0.77 – ETA: 11s – loss: 3.6634 – acc: 0.77 – ETA: 11s – loss: 3.6450 – acc: 0.77 – ETA: 11s – loss: 3.6267 – acc: 0.77 – ETA: 11s – loss: 3.6488 – acc: 0.77 – ETA: 10s – loss: 3.7105 – acc: 0.76 – ETA: 10s – loss: 3.6922 – acc: 0.77 – ETA: 10s – loss: 3.6741 – acc: 0.77 – ETA: 10s – loss: 3.6562 – acc: 0.77 – ETA: 10s – loss: 3.6385 – acc: 0.77 – ETA: 10s – loss: 3.6598 – acc: 0.77 – ETA: 10s – loss: 3.6810 – acc: 0.77 – ETA: 9s – loss: 3.6634 – acc: 0.7727 – ETA: 9s – loss: 3.6459 – acc: 0.773 – ETA: 9s – loss: 3.6668 – acc: 0.772 – ETA: 9s – loss: 3.6495 – acc: 0.773 – ETA: 9s – loss: 3.6324 – acc: 0.774 – ETA: 9s – loss: 3.6531 – acc: 0.773 – ETA: 9s – loss: 3.6361 – acc: 0.7744563/563 [==============================] – ETA: 8s – loss: 3.6193 – acc: 0.775 – ETA: 8s – loss: 3.6026 – acc: 0.776 – ETA: 8s – loss: 3.5861 – acc: 0.777 – ETA: 8s – loss: 3.5697 – acc: 0.778 – ETA: 8s – loss: 3.5901 – acc: 0.777 – ETA: 8s – loss: 3.6468 – acc: 0.773 – ETA: 8s – loss: 3.6667 – acc: 0.772 – ETA: 7s – loss: 3.6502 – acc: 0.773 – ETA: 7s – loss: 3.6339 – acc: 0.774 – ETA: 7s – loss: 3.6536 – acc: 0.773 – ETA: 7s – loss: 3.6374 – acc: 0.774 – ETA: 7s – loss: 3.6214 – acc: 0.775 – ETA: 7s – loss: 3.6055 – acc: 0.776 – ETA: 7s – loss: 3.6250 – acc: 0.775 – ETA: 7s – loss: 3.6092 – acc: 0.776 – ETA: 6s – loss: 3.6285 – acc: 0.774 – ETA: 6s – loss: 3.6128 – acc: 0.775 – ETA: 6s – loss: 3.5973 – acc: 0.776 – ETA: 6s – loss: 3.6164 – acc: 0.775 – ETA: 6s – loss: 3.6010 – acc: 0.776 – ETA: 6s – loss: 3.5857 – acc: 0.777 – ETA: 6s – loss: 3.5706 – acc: 0.778 – ETA: 5s – loss: 3.5556 – acc: 0.779 – ETA: 5s – loss: 3.5407 – acc: 0.780 – ETA: 5s – loss: 3.5596 – acc: 0.779 – ETA: 5s – loss: 3.5448 – acc: 0.780 – ETA: 5s – loss: 3.5301 – acc: 0.781 – ETA: 5s – loss: 3.5488 – acc: 0.779 – ETA: 5s – loss: 3.5673 – acc: 0.778 – ETA: 4s – loss: 3.5856 – acc: 0.777 – ETA: 4s – loss: 3.5710 – acc: 0.778 – ETA: 4s – loss: 3.5892 – acc: 0.777 – ETA: 4s – loss: 3.5747 – acc: 0.778 – ETA: 4s – loss: 3.5604 – acc: 0.779 – ETA: 4s – loss: 3.5461 – acc: 0.780 – ETA: 4s – loss: 3.5320 – acc: 0.780 – ETA: 4s – loss: 3.5500 – acc: 0.779 – ETA: 3s – loss: 3.5678 – acc: 0.778 – ETA: 3s – loss: 3.5537 – acc: 0.779 – ETA: 3s – loss: 3.5398 – acc: 0.780 – ETA: 3s – loss: 3.5260 – acc: 0.781 – ETA: 3s – loss: 3.5750 – acc: 0.778 – ETA: 3s – loss: 3.5923 – acc: 0.777 – ETA: 3s – loss: 3.5785 – acc: 0.778 – ETA: 2s – loss: 3.5647 – acc: 0.778 – ETA: 2s – loss: 3.5511 – acc: 0.779 – ETA: 2s – loss: 3.5375 – acc: 0.780 – ETA: 2s – loss: 3.5240 – acc: 0.781 – ETA: 2s – loss: 3.5107 – acc: 0.782 – ETA: 2s – loss: 3.4975 – acc: 0.783 – ETA: 2s – loss: 3.5146 – acc: 0.782 – ETA: 1s – loss: 3.5316 – acc: 0.780 – ETA: 1s – loss: 3.5184 – acc: 0.781 – ETA: 1s – loss: 3.5054 – acc: 0.782 – ETA: 1s – loss: 3.4924 – acc: 0.783 – ETA: 1s – loss: 3.4795 – acc: 0.784 – ETA: 1s – loss: 3.4667 – acc: 0.784 – ETA: 1s – loss: 3.4540 – acc: 0.785 – ETA: 1s – loss: 3.4414 – acc: 0.786 – ETA: 0s – loss: 3.4582 – acc: 0.785 – ETA: 0s – loss: 3.4457 – acc: 0.786 – ETA: 0s – loss: 3.4623 – acc: 0.785 – ETA: 0s – loss: 3.4499 – acc: 0.786 – ETA: 0s – loss: 3.4375 – acc: 0.786 – ETA: 0s – loss: 3.4252 – acc: 0.787 – ETA: 0s – loss: 3.4130 – acc: 0.788 – 40s 72ms/step – loss: 3.4070 – acc: 0.7886 – val_loss: 8.7498 – val_acc: 0.4571
Epoch 3/4
430/563 [=====================>……..] – ETA: 34s – loss: 8.0590 – acc: 0.50 – ETA: 35s – loss: 8.0590 – acc: 0.50 – ETA: 35s – loss: 5.3727 – acc: 0.66 – ETA: 36s – loss: 6.0443 – acc: 0.62 – ETA: 35s – loss: 4.8354 – acc: 0.70 – ETA: 35s – loss: 4.0295 – acc: 0.75 – ETA: 35s – loss: 4.6052 – acc: 0.71 – ETA: 35s – loss: 4.0295 – acc: 0.75 – ETA: 34s – loss: 4.4772 – acc: 0.72 – ETA: 34s – loss: 4.8354 – acc: 0.70 – ETA: 34s – loss: 5.8611 – acc: 0.63 – ETA: 34s – loss: 6.0443 – acc: 0.62 – ETA: 34s – loss: 6.1993 – acc: 0.61 – ETA: 34s – loss: 6.3321 – acc: 0.60 – ETA: 34s – loss: 6.4472 – acc: 0.60 – ETA: 34s – loss: 7.0517 – acc: 0.56 – ETA: 34s – loss: 7.1109 – acc: 0.55 – ETA: 34s – loss: 6.7159 – acc: 0.58 – ETA: 34s – loss: 6.7866 – acc: 0.57 – ETA: 34s – loss: 6.8502 – acc: 0.57 – ETA: 34s – loss: 6.5240 – acc: 0.59 – ETA: 34s – loss: 6.5938 – acc: 0.59 – ETA: 34s – loss: 6.6575 – acc: 0.58 – ETA: 34s – loss: 6.3801 – acc: 0.60 – ETA: 33s – loss: 6.1249 – acc: 0.62 – ETA: 33s – loss: 5.8893 – acc: 0.63 – ETA: 33s – loss: 5.9697 – acc: 0.62 – ETA: 33s – loss: 6.0443 – acc: 0.62 – ETA: 33s – loss: 5.8359 – acc: 0.63 – ETA: 33s – loss: 5.9100 – acc: 0.63 – ETA: 33s – loss: 5.7193 – acc: 0.64 – ETA: 33s – loss: 5.7924 – acc: 0.64 – ETA: 33s – loss: 5.6169 – acc: 0.65 – ETA: 32s – loss: 5.4517 – acc: 0.66 – ETA: 32s – loss: 5.2959 – acc: 0.67 – ETA: 32s – loss: 5.1490 – acc: 0.68 – ETA: 32s – loss: 5.2276 – acc: 0.67 – ETA: 32s – loss: 5.3022 – acc: 0.67 – ETA: 32s – loss: 5.1662 – acc: 0.67 – ETA: 32s – loss: 5.2385 – acc: 0.67 – ETA: 31s – loss: 5.1108 – acc: 0.68 – ETA: 31s – loss: 4.9891 – acc: 0.69 – ETA: 31s – loss: 4.8730 – acc: 0.69 – ETA: 31s – loss: 4.7623 – acc: 0.70 – ETA: 31s – loss: 4.6565 – acc: 0.71 – ETA: 31s – loss: 4.5552 – acc: 0.71 – ETA: 31s – loss: 4.4583 – acc: 0.72 – ETA: 31s – loss: 4.5333 – acc: 0.71 – ETA: 31s – loss: 4.4408 – acc: 0.72 – ETA: 31s – loss: 4.3520 – acc: 0.73 – ETA: 31s – loss: 4.4247 – acc: 0.72 – ETA: 31s – loss: 4.3396 – acc: 0.73 – ETA: 31s – loss: 4.4098 – acc: 0.72 – ETA: 30s – loss: 4.3281 – acc: 0.73 – ETA: 30s – loss: 4.2494 – acc: 0.73 – ETA: 30s – loss: 4.1735 – acc: 0.74 – ETA: 30s – loss: 4.1003 – acc: 0.74 – ETA: 30s – loss: 4.0296 – acc: 0.75 – ETA: 30s – loss: 3.9613 – acc: 0.75 – ETA: 30s – loss: 4.0296 – acc: 0.75 – ETA: 30s – loss: 3.9636 – acc: 0.75 – ETA: 29s – loss: 3.8996 – acc: 0.75 – ETA: 29s – loss: 3.8377 – acc: 0.76 – ETA: 29s – loss: 4.0296 – acc: 0.75 – ETA: 29s – loss: 3.9676 – acc: 0.75 – ETA: 29s – loss: 3.9075 – acc: 0.75 – ETA: 29s – loss: 3.8492 – acc: 0.76 – ETA: 29s – loss: 3.9111 – acc: 0.75 – ETA: 29s – loss: 3.9712 – acc: 0.75 – ETA: 29s – loss: 3.9145 – acc: 0.75 – ETA: 29s – loss: 3.8593 – acc: 0.76 – ETA: 29s – loss: 3.8057 – acc: 0.76 – ETA: 29s – loss: 3.8640 – acc: 0.76 – ETA: 28s – loss: 3.9207 – acc: 0.75 – ETA: 28s – loss: 3.8684 – acc: 0.76 – ETA: 28s – loss: 3.8175 – acc: 0.76 – ETA: 28s – loss: 3.7679 – acc: 0.76 – ETA: 28s – loss: 3.8230 – acc: 0.76 – ETA: 28s – loss: 3.7746 – acc: 0.76 – ETA: 28s – loss: 3.7274 – acc: 0.76 – ETA: 28s – loss: 3.7809 – acc: 0.76 – ETA: 28s – loss: 3.7348 – acc: 0.76 – ETA: 27s – loss: 3.7869 – acc: 0.76 – ETA: 27s – loss: 3.7418 – acc: 0.76 – ETA: 27s – loss: 3.7926 – acc: 0.76 – ETA: 27s – loss: 3.8422 – acc: 0.76 – ETA: 27s – loss: 3.7980 – acc: 0.76 – ETA: 27s – loss: 3.8464 – acc: 0.76 – ETA: 27s – loss: 3.8032 – acc: 0.76 – ETA: 27s – loss: 3.7610 – acc: 0.76 – ETA: 26s – loss: 3.7196 – acc: 0.76 – ETA: 26s – loss: 3.8544 – acc: 0.76 – ETA: 26s – loss: 3.8129 – acc: 0.76 – ETA: 26s – loss: 3.7724 – acc: 0.76 – ETA: 26s – loss: 3.8175 – acc: 0.76 – ETA: 26s – loss: 3.8617 – acc: 0.76 – ETA: 26s – loss: 3.9050 – acc: 0.75 – ETA: 25s – loss: 3.8651 – acc: 0.76 – ETA: 25s – loss: 3.9075 – acc: 0.75 – ETA: 25s – loss: 3.8684 – acc: 0.76 – ETA: 25s – loss: 3.8301 – acc: 0.76 – ETA: 25s – loss: 3.7926 – acc: 0.76 – ETA: 25s – loss: 3.8340 – acc: 0.76 – ETA: 25s – loss: 3.7971 – acc: 0.76 – ETA: 25s – loss: 3.7609 – acc: 0.76 – ETA: 24s – loss: 3.7255 – acc: 0.76 – ETA: 24s – loss: 3.6906 – acc: 0.77 – ETA: 24s – loss: 3.6565 – acc: 0.77 – ETA: 24s – loss: 3.6229 – acc: 0.77 – ETA: 24s – loss: 3.6633 – acc: 0.77 – ETA: 24s – loss: 3.7029 – acc: 0.77 – ETA: 24s – loss: 3.6698 – acc: 0.77 – ETA: 23s – loss: 3.6373 – acc: 0.77 – ETA: 23s – loss: 3.6054 – acc: 0.77 – ETA: 23s – loss: 3.5741 – acc: 0.77 – ETA: 23s – loss: 3.5433 – acc: 0.78 – ETA: 23s – loss: 3.5130 – acc: 0.78 – ETA: 23s – loss: 3.4832 – acc: 0.78 – ETA: 23s – loss: 3.4539 – acc: 0.78 – ETA: 23s – loss: 3.4251 – acc: 0.78 – ETA: 22s – loss: 3.3968 – acc: 0.78 – ETA: 22s – loss: 3.4351 – acc: 0.78 – ETA: 22s – loss: 3.4726 – acc: 0.78 – ETA: 22s – loss: 3.4446 – acc: 0.78 – ETA: 22s – loss: 3.4816 – acc: 0.78 – ETA: 22s – loss: 3.4539 – acc: 0.78 – ETA: 22s – loss: 3.4267 – acc: 0.78 – ETA: 21s – loss: 3.4000 – acc: 0.78 – ETA: 21s – loss: 3.3736 – acc: 0.79 – ETA: 21s – loss: 3.3476 – acc: 0.79 – ETA: 21s – loss: 3.3836 – acc: 0.79 – ETA: 21s – loss: 3.3580 – acc: 0.79 – ETA: 21s – loss: 3.3933 – acc: 0.78 – ETA: 21s – loss: 3.3680 – acc: 0.79 – ETA: 20s – loss: 3.4028 – acc: 0.78 – ETA: 20s – loss: 3.3777 – acc: 0.79 – ETA: 20s – loss: 3.3531 – acc: 0.79 – ETA: 20s – loss: 3.3872 – acc: 0.78 – ETA: 20s – loss: 3.3628 – acc: 0.79 – ETA: 20s – loss: 3.3388 – acc: 0.79 – ETA: 20s – loss: 3.3723 – acc: 0.79 – ETA: 20s – loss: 3.3485 – acc: 0.79 – ETA: 19s – loss: 3.3251 – acc: 0.79 – ETA: 19s – loss: 3.3020 – acc: 0.79 – ETA: 19s – loss: 3.2792 – acc: 0.79 – ETA: 19s – loss: 3.3120 – acc: 0.79 – ETA: 19s – loss: 3.2894 – acc: 0.79 – ETA: 19s – loss: 3.2672 – acc: 0.79 – ETA: 19s – loss: 3.2994 – acc: 0.79 – ETA: 18s – loss: 3.2774 – acc: 0.79 – ETA: 18s – loss: 3.2557 – acc: 0.79 – ETA: 18s – loss: 3.2873 – acc: 0.79 – ETA: 18s – loss: 3.2658 – acc: 0.79 – ETA: 18s – loss: 3.2446 – acc: 0.79 – ETA: 18s – loss: 3.2237 – acc: 0.80 – ETA: 18s – loss: 3.2547 – acc: 0.79 – ETA: 17s – loss: 3.2339 – acc: 0.79 – ETA: 17s – loss: 3.2645 – acc: 0.79 – ETA: 17s – loss: 3.2439 – acc: 0.79 – ETA: 17s – loss: 3.2237 – acc: 0.80 – ETA: 17s – loss: 3.2036 – acc: 0.80 – ETA: 17s – loss: 3.1839 – acc: 0.80 – ETA: 17s – loss: 3.1643 – acc: 0.80 – ETA: 16s – loss: 3.1942 – acc: 0.80 – ETA: 16s – loss: 3.1748 – acc: 0.80 – ETA: 16s – loss: 3.1557 – acc: 0.80 – ETA: 16s – loss: 3.1368 – acc: 0.80 – ETA: 16s – loss: 3.1661 – acc: 0.80 – ETA: 16s – loss: 3.1950 – acc: 0.80 – ETA: 16s – loss: 3.1762 – acc: 0.80 – ETA: 15s – loss: 3.1577 – acc: 0.80 – ETA: 15s – loss: 3.1393 – acc: 0.80 – ETA: 15s – loss: 3.1678 – acc: 0.80 – ETA: 15s – loss: 3.1495 – acc: 0.80 – ETA: 15s – loss: 3.1776 – acc: 0.80 – ETA: 15s – loss: 3.1595 – acc: 0.80 – ETA: 15s – loss: 3.1417 – acc: 0.80 – ETA: 14s – loss: 3.1240 – acc: 0.80 – ETA: 14s – loss: 3.1066 – acc: 0.80 – ETA: 14s – loss: 3.0893 – acc: 0.80 – ETA: 14s – loss: 3.1613 – acc: 0.80 – ETA: 14s – loss: 3.1882 – acc: 0.80 – ETA: 14s – loss: 3.2148 – acc: 0.80 – ETA: 14s – loss: 3.1974 – acc: 0.80 – ETA: 13s – loss: 3.2237 – acc: 0.80 – ETA: 13s – loss: 3.2063 – acc: 0.80 – ETA: 13s – loss: 3.2323 – acc: 0.79 – ETA: 13s – loss: 3.2151 – acc: 0.80 – ETA: 13s – loss: 3.1981 – acc: 0.80 – ETA: 13s – loss: 3.2237 – acc: 0.80 – ETA: 13s – loss: 3.2068 – acc: 0.80 – ETA: 12s – loss: 3.1901 – acc: 0.80 – ETA: 12s – loss: 3.1735 – acc: 0.80 – ETA: 12s – loss: 3.1572 – acc: 0.80 – ETA: 12s – loss: 3.1410 – acc: 0.80 – ETA: 12s – loss: 3.1661 – acc: 0.80 – ETA: 12s – loss: 3.1500 – acc: 0.80 – ETA: 12s – loss: 3.1341 – acc: 0.80 – ETA: 11s – loss: 3.1184 – acc: 0.80 – ETA: 11s – loss: 3.1028 – acc: 0.80 – ETA: 11s – loss: 3.0873 – acc: 0.80 – ETA: 11s – loss: 3.1119 – acc: 0.80 – ETA: 11s – loss: 3.1363 – acc: 0.80 – ETA: 11s – loss: 3.1209 – acc: 0.80 – ETA: 11s – loss: 3.1057 – acc: 0.80 – ETA: 10s – loss: 3.0906 – acc: 0.80 – ETA: 10s – loss: 3.1146 – acc: 0.80 – ETA: 10s – loss: 3.0997 – acc: 0.80 – ETA: 10s – loss: 3.1234 – acc: 0.80 – ETA: 10s – loss: 3.1469 – acc: 0.80 – ETA: 10s – loss: 3.1702 – acc: 0.80 – ETA: 10s – loss: 3.1932 – acc: 0.80 – ETA: 9s – loss: 3.1782 – acc: 0.8028 – ETA: 9s – loss: 3.1634 – acc: 0.803 – ETA: 9s – loss: 3.1487 – acc: 0.8047563/563 [==============================] – ETA: 9s – loss: 3.1341 – acc: 0.805 – ETA: 9s – loss: 3.1568 – acc: 0.804 – ETA: 9s – loss: 3.2163 – acc: 0.800 – ETA: 9s – loss: 3.2016 – acc: 0.801 – ETA: 8s – loss: 3.1870 – acc: 0.802 – ETA: 8s – loss: 3.1726 – acc: 0.803 – ETA: 8s – loss: 3.1946 – acc: 0.801 – ETA: 8s – loss: 3.1803 – acc: 0.802 – ETA: 8s – loss: 3.2021 – acc: 0.801 – ETA: 8s – loss: 3.2595 – acc: 0.797 – ETA: 8s – loss: 3.2450 – acc: 0.798 – ETA: 7s – loss: 3.3018 – acc: 0.795 – ETA: 7s – loss: 3.2873 – acc: 0.796 – ETA: 7s – loss: 3.3433 – acc: 0.792 – ETA: 7s – loss: 3.3288 – acc: 0.793 – ETA: 7s – loss: 3.3492 – acc: 0.792 – ETA: 7s – loss: 3.3695 – acc: 0.790 – ETA: 7s – loss: 3.3551 – acc: 0.791 – ETA: 6s – loss: 3.3407 – acc: 0.792 – ETA: 6s – loss: 3.3265 – acc: 0.793 – ETA: 6s – loss: 3.3124 – acc: 0.794 – ETA: 6s – loss: 3.3325 – acc: 0.793 – ETA: 6s – loss: 3.3523 – acc: 0.792 – ETA: 6s – loss: 3.3383 – acc: 0.792 – ETA: 6s – loss: 3.3244 – acc: 0.793 – ETA: 5s – loss: 3.3440 – acc: 0.792 – ETA: 5s – loss: 3.3635 – acc: 0.791 – ETA: 5s – loss: 3.3497 – acc: 0.792 – ETA: 5s – loss: 3.3690 – acc: 0.791 – ETA: 5s – loss: 3.3552 – acc: 0.791 – ETA: 5s – loss: 3.3416 – acc: 0.792 – ETA: 5s – loss: 3.3281 – acc: 0.793 – ETA: 4s – loss: 3.3471 – acc: 0.792 – ETA: 4s – loss: 3.3337 – acc: 0.793 – ETA: 4s – loss: 3.3204 – acc: 0.794 – ETA: 4s – loss: 3.3071 – acc: 0.794 – ETA: 4s – loss: 3.2940 – acc: 0.795 – ETA: 4s – loss: 3.3128 – acc: 0.794 – ETA: 4s – loss: 3.3315 – acc: 0.793 – ETA: 3s – loss: 3.3185 – acc: 0.794 – ETA: 3s – loss: 3.3055 – acc: 0.794 – ETA: 3s – loss: 3.2926 – acc: 0.795 – ETA: 3s – loss: 3.2799 – acc: 0.796 – ETA: 3s – loss: 3.2983 – acc: 0.795 – ETA: 3s – loss: 3.3166 – acc: 0.794 – ETA: 3s – loss: 3.3348 – acc: 0.793 – ETA: 2s – loss: 3.3221 – acc: 0.793 – ETA: 2s – loss: 3.3401 – acc: 0.792 – ETA: 2s – loss: 3.3580 – acc: 0.791 – ETA: 2s – loss: 3.3453 – acc: 0.792 – ETA: 2s – loss: 3.3327 – acc: 0.793 – ETA: 2s – loss: 3.3202 – acc: 0.794 – ETA: 1s – loss: 3.3078 – acc: 0.794 – ETA: 1s – loss: 3.3255 – acc: 0.793 – ETA: 1s – loss: 3.3430 – acc: 0.792 – ETA: 1s – loss: 3.3604 – acc: 0.791 – ETA: 1s – loss: 3.3777 – acc: 0.790 – ETA: 1s – loss: 3.3653 – acc: 0.791 – ETA: 1s – loss: 3.3531 – acc: 0.792 – ETA: 0s – loss: 3.3409 – acc: 0.792 – ETA: 0s – loss: 3.3580 – acc: 0.791 – ETA: 0s – loss: 3.3749 – acc: 0.790 – ETA: 0s – loss: 3.3628 – acc: 0.791 – ETA: 0s – loss: 3.3796 – acc: 0.790 – ETA: 0s – loss: 3.3963 – acc: 0.789 – ETA: 0s – loss: 3.3842 – acc: 0.790 – 44s 78ms/step – loss: 3.4069 – acc: 0.7886 – val_loss: 8.7498 – val_acc: 0.4571
Epoch 4/4
430/563 [=====================>……..] – ETA: 39s – loss: 8.0590 – acc: 0.50 – ETA: 39s – loss: 8.0590 – acc: 0.50 – ETA: 40s – loss: 5.3727 – acc: 0.66 – ETA: 41s – loss: 4.0295 – acc: 0.75 – ETA: 41s – loss: 3.2236 – acc: 0.80 – ETA: 42s – loss: 2.6863 – acc: 0.83 – ETA: 42s – loss: 2.3026 – acc: 0.85 – ETA: 43s – loss: 3.0221 – acc: 0.81 – ETA: 44s – loss: 3.5818 – acc: 0.77 – ETA: 43s – loss: 3.2236 – acc: 0.80 – ETA: 42s – loss: 3.6632 – acc: 0.77 – ETA: 42s – loss: 4.0295 – acc: 0.75 – ETA: 42s – loss: 4.9594 – acc: 0.69 – ETA: 42s – loss: 5.1808 – acc: 0.67 – ETA: 41s – loss: 4.8354 – acc: 0.70 – ETA: 41s – loss: 4.5332 – acc: 0.71 – ETA: 41s – loss: 4.7406 – acc: 0.70 – ETA: 41s – loss: 4.4772 – acc: 0.72 – ETA: 40s – loss: 4.6658 – acc: 0.71 – ETA: 40s – loss: 4.4325 – acc: 0.72 – ETA: 40s – loss: 4.2214 – acc: 0.73 – ETA: 39s – loss: 4.3958 – acc: 0.72 – ETA: 39s – loss: 4.2047 – acc: 0.73 – ETA: 39s – loss: 4.3653 – acc: 0.72 – ETA: 39s – loss: 4.5131 – acc: 0.72 – ETA: 38s – loss: 4.6495 – acc: 0.71 – ETA: 38s – loss: 4.7757 – acc: 0.70 – ETA: 38s – loss: 4.6052 – acc: 0.71 – ETA: 38s – loss: 4.4464 – acc: 0.72 – ETA: 37s – loss: 4.5668 – acc: 0.71 – ETA: 37s – loss: 4.4195 – acc: 0.72 – ETA: 37s – loss: 4.2814 – acc: 0.73 – ETA: 37s – loss: 4.1516 – acc: 0.74 – ETA: 37s – loss: 4.0295 – acc: 0.75 – ETA: 37s – loss: 4.1447 – acc: 0.74 – ETA: 37s – loss: 4.0295 – acc: 0.75 – ETA: 37s – loss: 3.9206 – acc: 0.75 – ETA: 36s – loss: 3.8174 – acc: 0.76 – ETA: 36s – loss: 3.9262 – acc: 0.75 – ETA: 36s – loss: 3.8280 – acc: 0.76 – ETA: 36s – loss: 3.9312 – acc: 0.75 – ETA: 35s – loss: 3.8376 – acc: 0.76 – ETA: 35s – loss: 3.7484 – acc: 0.76 – ETA: 35s – loss: 3.6632 – acc: 0.77 – ETA: 35s – loss: 3.5818 – acc: 0.77 – ETA: 35s – loss: 3.5039 – acc: 0.78 – ETA: 34s – loss: 3.6009 – acc: 0.77 – ETA: 34s – loss: 3.6937 – acc: 0.77 – ETA: 34s – loss: 3.7828 – acc: 0.76 – ETA: 34s – loss: 3.7072 – acc: 0.77 – ETA: 34s – loss: 3.6345 – acc: 0.77 – ETA: 34s – loss: 3.7196 – acc: 0.76 – ETA: 33s – loss: 3.8014 – acc: 0.76 – ETA: 33s – loss: 3.7310 – acc: 0.76 – ETA: 33s – loss: 3.6632 – acc: 0.77 – ETA: 33s – loss: 3.5978 – acc: 0.77 – ETA: 33s – loss: 3.5347 – acc: 0.78 – ETA: 33s – loss: 3.4737 – acc: 0.78 – ETA: 32s – loss: 3.4149 – acc: 0.78 – ETA: 32s – loss: 3.3579 – acc: 0.79 – ETA: 32s – loss: 3.3029 – acc: 0.79 – ETA: 32s – loss: 3.3796 – acc: 0.79 – ETA: 32s – loss: 3.3260 – acc: 0.79 – ETA: 31s – loss: 3.2740 – acc: 0.79 – ETA: 31s – loss: 3.3476 – acc: 0.79 – ETA: 31s – loss: 3.2969 – acc: 0.79 – ETA: 31s – loss: 3.3680 – acc: 0.79 – ETA: 31s – loss: 3.3184 – acc: 0.79 – ETA: 31s – loss: 3.2703 – acc: 0.79 – ETA: 31s – loss: 3.3387 – acc: 0.79 – ETA: 30s – loss: 3.4052 – acc: 0.78 – ETA: 30s – loss: 3.3579 – acc: 0.79 – ETA: 30s – loss: 3.5327 – acc: 0.78 – ETA: 30s – loss: 3.4850 – acc: 0.78 – ETA: 30s – loss: 3.4385 – acc: 0.78 – ETA: 30s – loss: 3.4993 – acc: 0.78 – ETA: 29s – loss: 3.4539 – acc: 0.78 – ETA: 29s – loss: 3.4096 – acc: 0.78 – ETA: 29s – loss: 3.4685 – acc: 0.78 – ETA: 29s – loss: 3.5258 – acc: 0.78 – ETA: 29s – loss: 3.4823 – acc: 0.78 – ETA: 29s – loss: 3.4398 – acc: 0.78 – ETA: 28s – loss: 3.4955 – acc: 0.78 – ETA: 28s – loss: 3.4539 – acc: 0.78 – ETA: 28s – loss: 3.4132 – acc: 0.78 – ETA: 28s – loss: 3.3736 – acc: 0.79 – ETA: 28s – loss: 3.3348 – acc: 0.79 – ETA: 28s – loss: 3.2969 – acc: 0.79 – ETA: 28s – loss: 3.2598 – acc: 0.79 – ETA: 27s – loss: 3.2236 – acc: 0.80 – ETA: 27s – loss: 3.1882 – acc: 0.80 – ETA: 27s – loss: 3.2411 – acc: 0.79 – ETA: 27s – loss: 3.2063 – acc: 0.80 – ETA: 27s – loss: 3.1722 – acc: 0.80 – ETA: 27s – loss: 3.3085 – acc: 0.79 – ETA: 26s – loss: 3.3579 – acc: 0.79 – ETA: 26s – loss: 3.4064 – acc: 0.78 – ETA: 26s – loss: 3.3716 – acc: 0.79 – ETA: 26s – loss: 3.4190 – acc: 0.78 – ETA: 26s – loss: 3.3848 – acc: 0.79 – ETA: 26s – loss: 3.3513 – acc: 0.79 – ETA: 26s – loss: 3.3974 – acc: 0.78 – ETA: 26s – loss: 3.3645 – acc: 0.79 – ETA: 25s – loss: 3.4096 – acc: 0.78 – ETA: 25s – loss: 3.3771 – acc: 0.79 – ETA: 25s – loss: 3.4213 – acc: 0.78 – ETA: 25s – loss: 3.3893 – acc: 0.78 – ETA: 25s – loss: 3.3579 – acc: 0.79 – ETA: 25s – loss: 3.4011 – acc: 0.78 – ETA: 25s – loss: 3.3701 – acc: 0.79 – ETA: 24s – loss: 3.3398 – acc: 0.79 – ETA: 24s – loss: 3.3819 – acc: 0.79 – ETA: 24s – loss: 3.3520 – acc: 0.79 – ETA: 24s – loss: 3.3226 – acc: 0.79 – ETA: 24s – loss: 3.2937 – acc: 0.79 – ETA: 24s – loss: 3.3348 – acc: 0.79 – ETA: 24s – loss: 3.3752 – acc: 0.79 – ETA: 24s – loss: 3.4149 – acc: 0.78 – ETA: 23s – loss: 3.3862 – acc: 0.78 – ETA: 23s – loss: 3.3579 – acc: 0.79 – ETA: 23s – loss: 3.3302 – acc: 0.79 – ETA: 23s – loss: 3.3029 – acc: 0.79 – ETA: 23s – loss: 3.2760 – acc: 0.79 – ETA: 23s – loss: 3.3146 – acc: 0.79 – ETA: 23s – loss: 3.3526 – acc: 0.79 – ETA: 23s – loss: 3.3260 – acc: 0.79 – ETA: 22s – loss: 3.2998 – acc: 0.79 – ETA: 22s – loss: 3.2740 – acc: 0.79 – ETA: 22s – loss: 3.2486 – acc: 0.79 – ETA: 22s – loss: 3.2236 – acc: 0.80 – ETA: 22s – loss: 3.2605 – acc: 0.79 – ETA: 22s – loss: 3.2969 – acc: 0.79 – ETA: 22s – loss: 3.3327 – acc: 0.79 – ETA: 21s – loss: 3.3680 – acc: 0.79 – ETA: 21s – loss: 3.4027 – acc: 0.78 – ETA: 21s – loss: 3.3777 – acc: 0.79 – ETA: 21s – loss: 3.4119 – acc: 0.78 – ETA: 21s – loss: 3.4455 – acc: 0.78 – ETA: 21s – loss: 3.4207 – acc: 0.78 – ETA: 21s – loss: 3.4539 – acc: 0.78 – ETA: 20s – loss: 3.4865 – acc: 0.78 – ETA: 20s – loss: 3.4620 – acc: 0.78 – ETA: 20s – loss: 3.4378 – acc: 0.78 – ETA: 20s – loss: 3.4699 – acc: 0.78 – ETA: 20s – loss: 3.4459 – acc: 0.78 – ETA: 20s – loss: 3.4223 – acc: 0.78 – ETA: 20s – loss: 3.3991 – acc: 0.78 – ETA: 19s – loss: 3.4850 – acc: 0.78 – ETA: 19s – loss: 3.4616 – acc: 0.78 – ETA: 19s – loss: 3.4385 – acc: 0.78 – ETA: 19s – loss: 3.4158 – acc: 0.78 – ETA: 19s – loss: 3.3933 – acc: 0.78 – ETA: 19s – loss: 3.4238 – acc: 0.78 – ETA: 19s – loss: 3.4539 – acc: 0.78 – ETA: 18s – loss: 3.4836 – acc: 0.78 – ETA: 18s – loss: 3.4613 – acc: 0.78 – ETA: 18s – loss: 3.4392 – acc: 0.78 – ETA: 18s – loss: 3.4174 – acc: 0.78 – ETA: 18s – loss: 3.3960 – acc: 0.78 – ETA: 18s – loss: 3.3747 – acc: 0.79 – ETA: 18s – loss: 3.3538 – acc: 0.79 – ETA: 17s – loss: 3.3828 – acc: 0.79 – ETA: 17s – loss: 3.3621 – acc: 0.79 – ETA: 17s – loss: 3.3416 – acc: 0.79 – ETA: 17s – loss: 3.3213 – acc: 0.79 – ETA: 17s – loss: 3.3498 – acc: 0.79 – ETA: 17s – loss: 3.3780 – acc: 0.79 – ETA: 17s – loss: 3.3579 – acc: 0.79 – ETA: 16s – loss: 3.3858 – acc: 0.78 – ETA: 16s – loss: 3.4606 – acc: 0.78 – ETA: 16s – loss: 3.4404 – acc: 0.78 – ETA: 16s – loss: 3.4204 – acc: 0.78 – ETA: 16s – loss: 3.4006 – acc: 0.78 – ETA: 16s – loss: 3.4274 – acc: 0.78 – ETA: 15s – loss: 3.4078 – acc: 0.78 – ETA: 15s – loss: 3.4343 – acc: 0.78 – ETA: 15s – loss: 3.4149 – acc: 0.78 – ETA: 15s – loss: 3.3957 – acc: 0.78 – ETA: 15s – loss: 3.3767 – acc: 0.79 – ETA: 15s – loss: 3.4027 – acc: 0.78 – ETA: 15s – loss: 3.4284 – acc: 0.78 – ETA: 14s – loss: 3.4539 – acc: 0.78 – ETA: 14s – loss: 3.4350 – acc: 0.78 – ETA: 14s – loss: 3.4601 – acc: 0.78 – ETA: 14s – loss: 3.4414 – acc: 0.78 – ETA: 14s – loss: 3.4663 – acc: 0.78 – ETA: 14s – loss: 3.4477 – acc: 0.78 – ETA: 14s – loss: 3.5151 – acc: 0.78 – ETA: 13s – loss: 3.4965 – acc: 0.78 – ETA: 13s – loss: 3.5205 – acc: 0.78 – ETA: 13s – loss: 3.5021 – acc: 0.78 – ETA: 13s – loss: 3.4839 – acc: 0.78 – ETA: 13s – loss: 3.4658 – acc: 0.78 – ETA: 13s – loss: 3.4895 – acc: 0.78 – ETA: 12s – loss: 3.4716 – acc: 0.78 – ETA: 12s – loss: 3.4539 – acc: 0.78 – ETA: 12s – loss: 3.4363 – acc: 0.78 – ETA: 12s – loss: 3.4597 – acc: 0.78 – ETA: 12s – loss: 3.4828 – acc: 0.78 – ETA: 12s – loss: 3.5057 – acc: 0.78 – ETA: 12s – loss: 3.5283 – acc: 0.78 – ETA: 11s – loss: 3.5907 – acc: 0.77 – ETA: 11s – loss: 3.5730 – acc: 0.77 – ETA: 11s – loss: 3.5555 – acc: 0.77 – ETA: 11s – loss: 3.5774 – acc: 0.77 – ETA: 11s – loss: 3.5601 – acc: 0.77 – ETA: 11s – loss: 3.5818 – acc: 0.77 – ETA: 10s – loss: 3.5646 – acc: 0.77 – ETA: 10s – loss: 3.5475 – acc: 0.77 – ETA: 10s – loss: 3.5306 – acc: 0.78 – ETA: 10s – loss: 3.5521 – acc: 0.77 – ETA: 10s – loss: 3.6114 – acc: 0.77 – ETA: 10s – loss: 3.6701 – acc: 0.77 – ETA: 10s – loss: 3.6529 – acc: 0.77 – ETA: 9s – loss: 3.6359 – acc: 0.7744 563/563 [==============================] – ETA: 9s – loss: 3.6191 – acc: 0.775 – ETA: 9s – loss: 3.6024 – acc: 0.776 – ETA: 9s – loss: 3.5859 – acc: 0.777 – ETA: 9s – loss: 3.5695 – acc: 0.778 – ETA: 9s – loss: 3.5533 – acc: 0.779 – ETA: 9s – loss: 3.5372 – acc: 0.780 – ETA: 8s – loss: 3.5213 – acc: 0.781 – ETA: 8s – loss: 3.5416 – acc: 0.780 – ETA: 8s – loss: 3.5618 – acc: 0.779 – ETA: 8s – loss: 3.5460 – acc: 0.780 – ETA: 8s – loss: 3.5660 – acc: 0.778 – ETA: 8s – loss: 3.5502 – acc: 0.779 – ETA: 7s – loss: 3.5347 – acc: 0.780 – ETA: 7s – loss: 3.5192 – acc: 0.781 – ETA: 7s – loss: 3.5390 – acc: 0.780 – ETA: 7s – loss: 3.5237 – acc: 0.781 – ETA: 7s – loss: 3.5432 – acc: 0.780 – ETA: 7s – loss: 3.5280 – acc: 0.781 – ETA: 7s – loss: 3.5129 – acc: 0.782 – ETA: 6s – loss: 3.4980 – acc: 0.783 – ETA: 6s – loss: 3.5173 – acc: 0.781 – ETA: 6s – loss: 3.5025 – acc: 0.782 – ETA: 6s – loss: 3.4878 – acc: 0.783 – ETA: 6s – loss: 3.4732 – acc: 0.784 – ETA: 6s – loss: 3.4587 – acc: 0.785 – ETA: 6s – loss: 3.4443 – acc: 0.786 – ETA: 5s – loss: 3.4301 – acc: 0.787 – ETA: 5s – loss: 3.4492 – acc: 0.786 – ETA: 5s – loss: 3.4350 – acc: 0.786 – ETA: 5s – loss: 3.4210 – acc: 0.787 – ETA: 5s – loss: 3.4398 – acc: 0.786 – ETA: 5s – loss: 3.4586 – acc: 0.785 – ETA: 5s – loss: 3.4446 – acc: 0.786 – ETA: 4s – loss: 3.4631 – acc: 0.785 – ETA: 4s – loss: 3.4815 – acc: 0.784 – ETA: 4s – loss: 3.4676 – acc: 0.784 – ETA: 4s – loss: 3.4539 – acc: 0.785 – ETA: 4s – loss: 3.4402 – acc: 0.786 – ETA: 4s – loss: 3.4267 – acc: 0.787 – ETA: 3s – loss: 3.4449 – acc: 0.786 – ETA: 3s – loss: 3.4314 – acc: 0.787 – ETA: 3s – loss: 3.4181 – acc: 0.787 – ETA: 3s – loss: 3.4048 – acc: 0.788 – ETA: 3s – loss: 3.4539 – acc: 0.785 – ETA: 3s – loss: 3.4406 – acc: 0.786 – ETA: 3s – loss: 3.4583 – acc: 0.785 – ETA: 2s – loss: 3.4451 – acc: 0.786 – ETA: 2s – loss: 3.4320 – acc: 0.787 – ETA: 2s – loss: 3.4190 – acc: 0.787 – ETA: 2s – loss: 3.4365 – acc: 0.786 – ETA: 2s – loss: 3.4236 – acc: 0.787 – ETA: 2s – loss: 3.4108 – acc: 0.788 – ETA: 2s – loss: 3.4281 – acc: 0.787 – ETA: 1s – loss: 3.4453 – acc: 0.786 – ETA: 1s – loss: 3.4326 – acc: 0.787 – ETA: 1s – loss: 3.4199 – acc: 0.787 – ETA: 1s – loss: 3.4073 – acc: 0.788 – ETA: 1s – loss: 3.3948 – acc: 0.789 – ETA: 1s – loss: 3.4119 – acc: 0.788 – ETA: 0s – loss: 3.4288 – acc: 0.787 – ETA: 0s – loss: 3.4163 – acc: 0.788 – ETA: 0s – loss: 3.4040 – acc: 0.788 – ETA: 0s – loss: 3.4208 – acc: 0.787 – ETA: 0s – loss: 3.4085 – acc: 0.788 – ETA: 0s – loss: 3.4251 – acc: 0.787 – ETA: 0s – loss: 3.4129 – acc: 0.788 – 44s 79ms/step – loss: 3.4069 – acc: 0.7886 – val_loss: 8.7498 – val_acc: 0.4571
140/140 [==============================] – ETA: – ETA: – ETA: – ETA: – 3s 19ms/step
(563, 1612)
Train on 563 samples, validate on 140 samples
Epoch 1/4
426/563 [=====================>……..] – ETA: 5:55 – loss: 1.2976 – acc: 0.0000e+0 – ETA: 3:22 – loss: 4.6784 – acc: 0.2500 – ETA: 2:31 – loss: 8.4916 – acc: 0.166 – ETA: 2:05 – loss: 10.3983 – acc: 0.12 – ETA: 1:49 – loss: 9.9304 – acc: 0.2000 – ETA: 1:38 – loss: 9.6185 – acc: 0.250 – ETA: 1:32 – loss: 8.2444 – acc: 0.357 – ETA: 1:28 – loss: 8.2213 – acc: 0.375 – ETA: 1:24 – loss: 7.3078 – acc: 0.444 – ETA: 1:21 – loss: 7.3829 – acc: 0.450 – ETA: 1:18 – loss: 8.1770 – acc: 0.409 – ETA: 1:15 – loss: 7.4956 – acc: 0.458 – ETA: 1:13 – loss: 6.9190 – acc: 0.500 – ETA: 1:11 – loss: 6.4248 – acc: 0.535 – ETA: 1:09 – loss: 7.0710 – acc: 0.500 – ETA: 1:08 – loss: 6.6291 – acc: 0.531 – ETA: 1:07 – loss: 6.2391 – acc: 0.558 – ETA: 1:06 – loss: 6.3402 – acc: 0.555 – ETA: 1:05 – loss: 6.0066 – acc: 0.578 – ETA: 1:04 – loss: 6.1092 – acc: 0.575 – ETA: 1:03 – loss: 6.2020 – acc: 0.571 – ETA: 1:03 – loss: 6.2864 – acc: 0.568 – ETA: 1:01 – loss: 6.3635 – acc: 0.565 – ETA: 1:00 – loss: 6.0984 – acc: 0.583 – ETA: 59s – loss: 5.8544 – acc: 0.600 – ETA: 59s – loss: 5.6293 – acc: 0.61 – ETA: 58s – loss: 5.4208 – acc: 0.62 – ETA: 57s – loss: 5.8028 – acc: 0.60 – ETA: 56s – loss: 5.8806 – acc: 0.60 – ETA: 56s – loss: 5.9532 – acc: 0.60 – ETA: 55s – loss: 5.7612 – acc: 0.61 – ETA: 54s – loss: 5.8330 – acc: 0.60 – ETA: 54s – loss: 5.6562 – acc: 0.62 – ETA: 53s – loss: 5.4899 – acc: 0.63 – ETA: 52s – loss: 5.5633 – acc: 0.62 – ETA: 52s – loss: 5.6326 – acc: 0.62 – ETA: 51s – loss: 5.4804 – acc: 0.63 – ETA: 51s – loss: 5.5482 – acc: 0.63 – ETA: 50s – loss: 5.6126 – acc: 0.62 – ETA: 50s – loss: 5.6738 – acc: 0.62 – ETA: 49s – loss: 5.5354 – acc: 0.63 – ETA: 49s – loss: 5.7874 – acc: 0.61 – ETA: 48s – loss: 5.6528 – acc: 0.62 – ETA: 48s – loss: 5.5243 – acc: 0.63 – ETA: 48s – loss: 5.5806 – acc: 0.63 – ETA: 47s – loss: 5.6345 – acc: 0.63 – ETA: 47s – loss: 5.6861 – acc: 0.62 – ETA: 47s – loss: 5.7355 – acc: 0.62 – ETA: 46s – loss: 5.7829 – acc: 0.62 – ETA: 46s – loss: 5.8285 – acc: 0.62 – ETA: 46s – loss: 5.8722 – acc: 0.61 – ETA: 46s – loss: 5.7593 – acc: 0.62 – ETA: 45s – loss: 5.6506 – acc: 0.63 – ETA: 45s – loss: 5.6952 – acc: 0.62 – ETA: 45s – loss: 5.5917 – acc: 0.63 – ETA: 45s – loss: 5.4918 – acc: 0.64 – ETA: 44s – loss: 5.5369 – acc: 0.64 – ETA: 44s – loss: 5.5803 – acc: 0.63 – ETA: 44s – loss: 5.4858 – acc: 0.64 – ETA: 44s – loss: 5.3943 – acc: 0.65 – ETA: 43s – loss: 5.3059 – acc: 0.65 – ETA: 43s – loss: 5.2203 – acc: 0.66 – ETA: 43s – loss: 5.1375 – acc: 0.66 – ETA: 42s – loss: 5.0572 – acc: 0.67 – ETA: 42s – loss: 5.1034 – acc: 0.66 – ETA: 42s – loss: 5.1481 – acc: 0.66 – ETA: 41s – loss: 5.3119 – acc: 0.65 – ETA: 41s – loss: 5.3523 – acc: 0.65 – ETA: 41s – loss: 5.3915 – acc: 0.65 – ETA: 41s – loss: 5.4296 – acc: 0.65 – ETA: 40s – loss: 5.5802 – acc: 0.64 – ETA: 40s – loss: 5.5027 – acc: 0.64 – ETA: 40s – loss: 5.5377 – acc: 0.64 – ETA: 39s – loss: 5.4628 – acc: 0.64 – ETA: 39s – loss: 5.4975 – acc: 0.64 – ETA: 39s – loss: 5.4251 – acc: 0.65 – ETA: 38s – loss: 5.5640 – acc: 0.64 – ETA: 38s – loss: 5.6993 – acc: 0.63 – ETA: 38s – loss: 5.6272 – acc: 0.63 – ETA: 38s – loss: 5.6576 – acc: 0.63 – ETA: 37s – loss: 5.6872 – acc: 0.63 – ETA: 37s – loss: 5.8144 – acc: 0.62 – ETA: 37s – loss: 5.7444 – acc: 0.63 – ETA: 36s – loss: 5.7719 – acc: 0.63 – ETA: 36s – loss: 5.7988 – acc: 0.62 – ETA: 36s – loss: 5.8258 – acc: 0.62 – ETA: 36s – loss: 5.7588 – acc: 0.63 – ETA: 35s – loss: 5.6934 – acc: 0.63 – ETA: 35s – loss: 5.6294 – acc: 0.64 – ETA: 35s – loss: 5.5669 – acc: 0.64 – ETA: 35s – loss: 5.5057 – acc: 0.64 – ETA: 34s – loss: 5.4459 – acc: 0.65 – ETA: 34s – loss: 5.3873 – acc: 0.65 – ETA: 34s – loss: 5.3300 – acc: 0.65 – ETA: 34s – loss: 5.3587 – acc: 0.65 – ETA: 33s – loss: 5.3029 – acc: 0.66 – ETA: 33s – loss: 5.2482 – acc: 0.66 – ETA: 33s – loss: 5.1947 – acc: 0.66 – ETA: 33s – loss: 5.1422 – acc: 0.67 – ETA: 32s – loss: 5.0908 – acc: 0.67 – ETA: 32s – loss: 5.0404 – acc: 0.67 – ETA: 32s – loss: 5.0700 – acc: 0.67 – ETA: 32s – loss: 5.0208 – acc: 0.67 – ETA: 32s – loss: 5.0500 – acc: 0.67 – ETA: 31s – loss: 5.1554 – acc: 0.67 – ETA: 31s – loss: 5.2588 – acc: 0.66 – ETA: 31s – loss: 5.2850 – acc: 0.66 – ETA: 31s – loss: 5.3107 – acc: 0.66 – ETA: 31s – loss: 5.2619 – acc: 0.66 – ETA: 30s – loss: 5.2874 – acc: 0.66 – ETA: 30s – loss: 5.3123 – acc: 0.66 – ETA: 30s – loss: 5.2649 – acc: 0.66 – ETA: 30s – loss: 5.2183 – acc: 0.66 – ETA: 29s – loss: 5.1725 – acc: 0.67 – ETA: 29s – loss: 5.1276 – acc: 0.67 – ETA: 29s – loss: 5.1528 – acc: 0.67 – ETA: 29s – loss: 5.1088 – acc: 0.67 – ETA: 29s – loss: 5.1338 – acc: 0.67 – ETA: 28s – loss: 5.1584 – acc: 0.67 – ETA: 28s – loss: 5.1825 – acc: 0.67 – ETA: 28s – loss: 5.2063 – acc: 0.66 – ETA: 28s – loss: 5.2297 – acc: 0.66 – ETA: 28s – loss: 5.1872 – acc: 0.67 – ETA: 27s – loss: 5.2103 – acc: 0.66 – ETA: 27s – loss: 5.2331 – acc: 0.66 – ETA: 27s – loss: 5.1916 – acc: 0.67 – ETA: 27s – loss: 5.1507 – acc: 0.67 – ETA: 26s – loss: 5.2364 – acc: 0.66 – ETA: 26s – loss: 5.2583 – acc: 0.66 – ETA: 26s – loss: 5.2178 – acc: 0.66 – ETA: 26s – loss: 5.2395 – acc: 0.66 – ETA: 25s – loss: 5.3219 – acc: 0.66 – ETA: 25s – loss: 5.3425 – acc: 0.66 – ETA: 25s – loss: 5.3026 – acc: 0.66 – ETA: 25s – loss: 5.3231 – acc: 0.66 – ETA: 25s – loss: 5.3432 – acc: 0.66 – ETA: 24s – loss: 5.3042 – acc: 0.66 – ETA: 24s – loss: 5.2657 – acc: 0.66 – ETA: 24s – loss: 5.2279 – acc: 0.66 – ETA: 24s – loss: 5.1905 – acc: 0.67 – ETA: 23s – loss: 5.2109 – acc: 0.67 – ETA: 23s – loss: 5.1742 – acc: 0.67 – ETA: 23s – loss: 5.1380 – acc: 0.67 – ETA: 23s – loss: 5.1023 – acc: 0.67 – ETA: 23s – loss: 5.0671 – acc: 0.67 – ETA: 22s – loss: 5.1428 – acc: 0.67 – ETA: 22s – loss: 5.1626 – acc: 0.67 – ETA: 22s – loss: 5.1822 – acc: 0.67 – ETA: 22s – loss: 5.1474 – acc: 0.67 – ETA: 22s – loss: 5.1668 – acc: 0.67 – ETA: 21s – loss: 5.1326 – acc: 0.67 – ETA: 21s – loss: 5.0989 – acc: 0.67 – ETA: 21s – loss: 5.0655 – acc: 0.67 – ETA: 21s – loss: 5.0326 – acc: 0.68 – ETA: 21s – loss: 5.0522 – acc: 0.68 – ETA: 21s – loss: 5.0198 – acc: 0.68 – ETA: 20s – loss: 4.9878 – acc: 0.68 – ETA: 20s – loss: 4.9562 – acc: 0.68 – ETA: 20s – loss: 4.9251 – acc: 0.68 – ETA: 20s – loss: 4.8943 – acc: 0.69 – ETA: 20s – loss: 4.8639 – acc: 0.69 – ETA: 20s – loss: 4.8836 – acc: 0.69 – ETA: 19s – loss: 4.9031 – acc: 0.69 – ETA: 19s – loss: 4.9223 – acc: 0.68 – ETA: 19s – loss: 4.8925 – acc: 0.69 – ETA: 19s – loss: 4.8630 – acc: 0.69 – ETA: 19s – loss: 4.8339 – acc: 0.69 – ETA: 18s – loss: 4.8531 – acc: 0.69 – ETA: 18s – loss: 4.8721 – acc: 0.69 – ETA: 18s – loss: 4.8908 – acc: 0.69 – ETA: 18s – loss: 4.8622 – acc: 0.69 – ETA: 18s – loss: 4.8808 – acc: 0.69 – ETA: 17s – loss: 4.8526 – acc: 0.69 – ETA: 17s – loss: 4.8710 – acc: 0.69 – ETA: 17s – loss: 4.8892 – acc: 0.69 – ETA: 17s – loss: 4.9073 – acc: 0.69 – ETA: 17s – loss: 4.8795 – acc: 0.69 – ETA: 17s – loss: 4.8974 – acc: 0.69 – ETA: 16s – loss: 4.8700 – acc: 0.69 – ETA: 16s – loss: 4.8877 – acc: 0.69 – ETA: 16s – loss: 4.9498 – acc: 0.68 – ETA: 16s – loss: 4.9669 – acc: 0.68 – ETA: 16s – loss: 4.9838 – acc: 0.68 – ETA: 15s – loss: 4.9567 – acc: 0.68 – ETA: 15s – loss: 4.9735 – acc: 0.68 – ETA: 15s – loss: 4.9467 – acc: 0.68 – ETA: 15s – loss: 4.9634 – acc: 0.68 – ETA: 15s – loss: 4.9370 – acc: 0.68 – ETA: 15s – loss: 4.9535 – acc: 0.68 – ETA: 14s – loss: 4.9698 – acc: 0.68 – ETA: 14s – loss: 4.9860 – acc: 0.68 – ETA: 14s – loss: 4.9600 – acc: 0.68 – ETA: 14s – loss: 4.9761 – acc: 0.68 – ETA: 14s – loss: 4.9504 – acc: 0.68 – ETA: 14s – loss: 4.9251 – acc: 0.68 – ETA: 13s – loss: 4.8999 – acc: 0.69 – ETA: 13s – loss: 4.9160 – acc: 0.69 – ETA: 13s – loss: 4.8911 – acc: 0.69 – ETA: 13s – loss: 4.9071 – acc: 0.69 – ETA: 13s – loss: 4.9228 – acc: 0.69 – ETA: 13s – loss: 4.8983 – acc: 0.69 – ETA: 12s – loss: 4.9140 – acc: 0.69 – ETA: 12s – loss: 4.8898 – acc: 0.69 – ETA: 12s – loss: 4.8658 – acc: 0.69 – ETA: 12s – loss: 4.8421 – acc: 0.69 – ETA: 12s – loss: 4.8577 – acc: 0.69 – ETA: 12s – loss: 4.8342 – acc: 0.69 – ETA: 11s – loss: 4.8497 – acc: 0.69 – ETA: 11s – loss: 4.8651 – acc: 0.69 – ETA: 11s – loss: 4.9187 – acc: 0.69 – ETA: 11s – loss: 4.8953 – acc: 0.69 – ETA: 11s – loss: 4.9103 – acc: 0.69 – ETA: 11s – loss: 4.8872 – acc: 0.6925563/563 [==============================] – ETA: 10s – loss: 4.8644 – acc: 0.69 – ETA: 10s – loss: 4.8792 – acc: 0.69 – ETA: 10s – loss: 4.8940 – acc: 0.69 – ETA: 10s – loss: 4.9085 – acc: 0.69 – ETA: 10s – loss: 4.8860 – acc: 0.69 – ETA: 10s – loss: 4.9005 – acc: 0.69 – ETA: 9s – loss: 4.9149 – acc: 0.6909 – ETA: 9s – loss: 4.8926 – acc: 0.692 – ETA: 9s – loss: 4.8706 – acc: 0.693 – ETA: 9s – loss: 4.8849 – acc: 0.692 – ETA: 9s – loss: 4.8631 – acc: 0.694 – ETA: 9s – loss: 4.8773 – acc: 0.693 – ETA: 8s – loss: 4.8557 – acc: 0.694 – ETA: 8s – loss: 4.8343 – acc: 0.696 – ETA: 8s – loss: 4.8131 – acc: 0.697 – ETA: 8s – loss: 4.7921 – acc: 0.698 – ETA: 8s – loss: 4.7713 – acc: 0.700 – ETA: 8s – loss: 4.7855 – acc: 0.699 – ETA: 7s – loss: 4.7649 – acc: 0.700 – ETA: 7s – loss: 4.7790 – acc: 0.699 – ETA: 7s – loss: 4.7586 – acc: 0.700 – ETA: 7s – loss: 4.7726 – acc: 0.700 – ETA: 7s – loss: 4.7524 – acc: 0.701 – ETA: 7s – loss: 4.7323 – acc: 0.702 – ETA: 7s – loss: 4.7463 – acc: 0.701 – ETA: 6s – loss: 4.7939 – acc: 0.698 – ETA: 6s – loss: 4.7739 – acc: 0.700 – ETA: 6s – loss: 4.7541 – acc: 0.701 – ETA: 6s – loss: 4.7678 – acc: 0.700 – ETA: 6s – loss: 4.8145 – acc: 0.697 – ETA: 6s – loss: 4.7948 – acc: 0.698 – ETA: 5s – loss: 4.7752 – acc: 0.700 – ETA: 5s – loss: 4.7558 – acc: 0.701 – ETA: 5s – loss: 4.7691 – acc: 0.700 – ETA: 5s – loss: 4.7499 – acc: 0.701 – ETA: 5s – loss: 4.7632 – acc: 0.700 – ETA: 5s – loss: 4.7442 – acc: 0.702 – ETA: 4s – loss: 4.7253 – acc: 0.703 – ETA: 4s – loss: 4.7705 – acc: 0.700 – ETA: 4s – loss: 4.7516 – acc: 0.701 – ETA: 4s – loss: 4.7646 – acc: 0.700 – ETA: 4s – loss: 4.7459 – acc: 0.702 – ETA: 4s – loss: 4.7274 – acc: 0.703 – ETA: 3s – loss: 4.7404 – acc: 0.702 – ETA: 3s – loss: 4.7845 – acc: 0.699 – ETA: 3s – loss: 4.7971 – acc: 0.698 – ETA: 3s – loss: 4.8097 – acc: 0.698 – ETA: 3s – loss: 4.7912 – acc: 0.699 – ETA: 3s – loss: 4.8037 – acc: 0.698 – ETA: 2s – loss: 4.7854 – acc: 0.699 – ETA: 2s – loss: 4.7673 – acc: 0.700 – ETA: 2s – loss: 4.7493 – acc: 0.701 – ETA: 2s – loss: 4.7315 – acc: 0.703 – ETA: 2s – loss: 4.7439 – acc: 0.702 – ETA: 2s – loss: 4.7262 – acc: 0.703 – ETA: 1s – loss: 4.7386 – acc: 0.702 – ETA: 1s – loss: 4.7509 – acc: 0.701 – ETA: 1s – loss: 4.7631 – acc: 0.701 – ETA: 1s – loss: 4.7456 – acc: 0.702 – ETA: 1s – loss: 4.7577 – acc: 0.701 – ETA: 1s – loss: 4.7698 – acc: 0.700 – ETA: 1s – loss: 4.7818 – acc: 0.700 – ETA: 0s – loss: 4.8228 – acc: 0.697 – ETA: 0s – loss: 4.8054 – acc: 0.698 – ETA: 0s – loss: 4.8171 – acc: 0.697 – ETA: 0s – loss: 4.8287 – acc: 0.697 – ETA: 0s – loss: 4.8115 – acc: 0.698 – ETA: 0s – loss: 4.7944 – acc: 0.699 – 47s 84ms/step – loss: 4.7859 – acc: 0.6998 – val_loss: 3.2236 – val_acc: 0.8000
Epoch 2/4
430/563 [=====================>……..] – ETA: 36s – loss: 8.0590 – acc: 0.50 – ETA: 37s – loss: 8.0590 – acc: 0.50 – ETA: 37s – loss: 5.3727 – acc: 0.66 – ETA: 37s – loss: 4.0295 – acc: 0.75 – ETA: 38s – loss: 6.4472 – acc: 0.60 – ETA: 38s – loss: 5.3727 – acc: 0.66 – ETA: 39s – loss: 5.7565 – acc: 0.64 – ETA: 39s – loss: 6.0443 – acc: 0.62 – ETA: 39s – loss: 6.2681 – acc: 0.61 – ETA: 39s – loss: 5.6413 – acc: 0.65 – ETA: 40s – loss: 5.1285 – acc: 0.68 – ETA: 40s – loss: 5.3727 – acc: 0.66 – ETA: 40s – loss: 6.1993 – acc: 0.61 – ETA: 40s – loss: 6.3321 – acc: 0.60 – ETA: 40s – loss: 6.9845 – acc: 0.56 – ETA: 41s – loss: 7.0517 – acc: 0.56 – ETA: 41s – loss: 7.1109 – acc: 0.55 – ETA: 41s – loss: 7.1636 – acc: 0.55 – ETA: 41s – loss: 6.7866 – acc: 0.57 – ETA: 41s – loss: 6.4472 – acc: 0.60 – ETA: 41s – loss: 6.1402 – acc: 0.61 – ETA: 41s – loss: 5.8611 – acc: 0.63 – ETA: 41s – loss: 5.9567 – acc: 0.63 – ETA: 41s – loss: 5.7085 – acc: 0.64 – ETA: 42s – loss: 5.4802 – acc: 0.66 – ETA: 42s – loss: 5.2694 – acc: 0.67 – ETA: 42s – loss: 5.0742 – acc: 0.68 – ETA: 42s – loss: 4.8930 – acc: 0.69 – ETA: 42s – loss: 5.0022 – acc: 0.68 – ETA: 42s – loss: 4.8354 – acc: 0.70 – ETA: 42s – loss: 4.9394 – acc: 0.69 – ETA: 42s – loss: 4.7851 – acc: 0.70 – ETA: 41s – loss: 4.8843 – acc: 0.69 – ETA: 41s – loss: 4.7406 – acc: 0.70 – ETA: 41s – loss: 4.8354 – acc: 0.70 – ETA: 41s – loss: 4.9250 – acc: 0.69 – ETA: 40s – loss: 4.7919 – acc: 0.70 – ETA: 40s – loss: 4.6658 – acc: 0.71 – ETA: 40s – loss: 4.5461 – acc: 0.71 – ETA: 40s – loss: 4.4325 – acc: 0.72 – ETA: 40s – loss: 4.3244 – acc: 0.73 – ETA: 40s – loss: 4.2214 – acc: 0.73 – ETA: 39s – loss: 4.1232 – acc: 0.74 – ETA: 40s – loss: 4.2127 – acc: 0.73 – ETA: 40s – loss: 4.1191 – acc: 0.74 – ETA: 40s – loss: 4.2047 – acc: 0.73 – ETA: 40s – loss: 4.1153 – acc: 0.74 – ETA: 40s – loss: 4.1974 – acc: 0.73 – ETA: 40s – loss: 4.1118 – acc: 0.74 – ETA: 39s – loss: 4.1907 – acc: 0.74 – ETA: 39s – loss: 4.1085 – acc: 0.74 – ETA: 39s – loss: 4.1845 – acc: 0.74 – ETA: 39s – loss: 4.1056 – acc: 0.74 – ETA: 39s – loss: 4.0295 – acc: 0.75 – ETA: 39s – loss: 4.1028 – acc: 0.74 – ETA: 39s – loss: 4.1734 – acc: 0.74 – ETA: 39s – loss: 4.1002 – acc: 0.74 – ETA: 38s – loss: 4.0295 – acc: 0.75 – ETA: 38s – loss: 3.9612 – acc: 0.75 – ETA: 38s – loss: 4.0295 – acc: 0.75 – ETA: 38s – loss: 3.9635 – acc: 0.75 – ETA: 38s – loss: 4.0295 – acc: 0.75 – ETA: 38s – loss: 4.0935 – acc: 0.74 – ETA: 38s – loss: 4.1554 – acc: 0.74 – ETA: 38s – loss: 4.2155 – acc: 0.73 – ETA: 37s – loss: 4.2737 – acc: 0.73 – ETA: 37s – loss: 4.3302 – acc: 0.73 – ETA: 37s – loss: 4.3851 – acc: 0.72 – ETA: 37s – loss: 4.3215 – acc: 0.73 – ETA: 37s – loss: 4.3749 – acc: 0.72 – ETA: 37s – loss: 4.4268 – acc: 0.72 – ETA: 37s – loss: 4.4773 – acc: 0.72 – ETA: 36s – loss: 4.5263 – acc: 0.71 – ETA: 36s – loss: 4.5741 – acc: 0.71 – ETA: 36s – loss: 4.5131 – acc: 0.72 – ETA: 36s – loss: 4.4537 – acc: 0.72 – ETA: 36s – loss: 4.5005 – acc: 0.72 – ETA: 36s – loss: 4.4428 – acc: 0.72 – ETA: 36s – loss: 4.3866 – acc: 0.72 – ETA: 36s – loss: 4.3317 – acc: 0.73 – ETA: 35s – loss: 4.2783 – acc: 0.73 – ETA: 35s – loss: 4.4226 – acc: 0.72 – ETA: 35s – loss: 4.5636 – acc: 0.71 – ETA: 35s – loss: 4.5092 – acc: 0.72 – ETA: 35s – loss: 4.4563 – acc: 0.72 – ETA: 34s – loss: 4.4982 – acc: 0.72 – ETA: 34s – loss: 4.4465 – acc: 0.72 – ETA: 34s – loss: 4.3960 – acc: 0.72 – ETA: 34s – loss: 4.5277 – acc: 0.71 – ETA: 34s – loss: 4.6565 – acc: 0.71 – ETA: 34s – loss: 4.6939 – acc: 0.70 – ETA: 33s – loss: 4.7304 – acc: 0.70 – ETA: 33s – loss: 4.7662 – acc: 0.70 – ETA: 33s – loss: 4.8013 – acc: 0.70 – ETA: 33s – loss: 4.8355 – acc: 0.70 – ETA: 33s – loss: 4.7852 – acc: 0.70 – ETA: 33s – loss: 4.8189 – acc: 0.70 – ETA: 32s – loss: 4.7698 – acc: 0.70 – ETA: 32s – loss: 4.7216 – acc: 0.70 – ETA: 32s – loss: 4.7549 – acc: 0.70 – ETA: 32s – loss: 4.8675 – acc: 0.69 – ETA: 32s – loss: 4.8197 – acc: 0.70 – ETA: 31s – loss: 4.7729 – acc: 0.70 – ETA: 31s – loss: 4.8045 – acc: 0.70 – ETA: 31s – loss: 4.7588 – acc: 0.70 – ETA: 31s – loss: 4.8659 – acc: 0.69 – ETA: 30s – loss: 4.8205 – acc: 0.70 – ETA: 30s – loss: 4.7758 – acc: 0.70 – ETA: 30s – loss: 4.8060 – acc: 0.70 – ETA: 30s – loss: 4.9088 – acc: 0.69 – ETA: 30s – loss: 4.8646 – acc: 0.69 – ETA: 29s – loss: 4.8211 – acc: 0.70 – ETA: 29s – loss: 4.8498 – acc: 0.69 – ETA: 29s – loss: 4.8779 – acc: 0.69 – ETA: 29s – loss: 4.9056 – acc: 0.69 – ETA: 29s – loss: 4.9328 – acc: 0.69 – ETA: 29s – loss: 4.8906 – acc: 0.69 – ETA: 28s – loss: 4.8492 – acc: 0.69 – ETA: 28s – loss: 4.8762 – acc: 0.69 – ETA: 28s – loss: 4.9027 – acc: 0.69 – ETA: 28s – loss: 4.8622 – acc: 0.69 – ETA: 28s – loss: 4.8884 – acc: 0.69 – ETA: 27s – loss: 4.9141 – acc: 0.69 – ETA: 27s – loss: 4.9395 – acc: 0.69 – ETA: 27s – loss: 4.9645 – acc: 0.69 – ETA: 27s – loss: 4.9890 – acc: 0.69 – ETA: 27s – loss: 5.0132 – acc: 0.68 – ETA: 26s – loss: 4.9740 – acc: 0.69 – ETA: 26s – loss: 4.9979 – acc: 0.68 – ETA: 26s – loss: 4.9595 – acc: 0.69 – ETA: 26s – loss: 4.9216 – acc: 0.69 – ETA: 26s – loss: 4.8844 – acc: 0.69 – ETA: 25s – loss: 4.8476 – acc: 0.69 – ETA: 25s – loss: 4.8115 – acc: 0.70 – ETA: 25s – loss: 4.8355 – acc: 0.70 – ETA: 25s – loss: 4.8592 – acc: 0.69 – ETA: 25s – loss: 4.8237 – acc: 0.70 – ETA: 25s – loss: 4.8472 – acc: 0.69 – ETA: 24s – loss: 4.8703 – acc: 0.69 – ETA: 24s – loss: 4.8355 – acc: 0.70 – ETA: 24s – loss: 4.8584 – acc: 0.69 – ETA: 24s – loss: 4.8242 – acc: 0.70 – ETA: 24s – loss: 4.7904 – acc: 0.70 – ETA: 23s – loss: 4.8131 – acc: 0.70 – ETA: 23s – loss: 4.8911 – acc: 0.69 – ETA: 23s – loss: 4.9128 – acc: 0.69 – ETA: 23s – loss: 4.8794 – acc: 0.69 – ETA: 23s – loss: 4.9008 – acc: 0.69 – ETA: 22s – loss: 4.8680 – acc: 0.69 – ETA: 22s – loss: 4.8355 – acc: 0.70 – ETA: 22s – loss: 4.8568 – acc: 0.69 – ETA: 22s – loss: 4.8249 – acc: 0.70 – ETA: 22s – loss: 4.7934 – acc: 0.70 – ETA: 21s – loss: 4.7622 – acc: 0.70 – ETA: 21s – loss: 4.7835 – acc: 0.70 – ETA: 21s – loss: 4.8045 – acc: 0.70 – ETA: 21s – loss: 4.8252 – acc: 0.70 – ETA: 21s – loss: 4.8457 – acc: 0.69 – ETA: 21s – loss: 4.8152 – acc: 0.70 – ETA: 20s – loss: 4.8355 – acc: 0.70 – ETA: 20s – loss: 4.9056 – acc: 0.69 – ETA: 20s – loss: 4.8753 – acc: 0.69 – ETA: 20s – loss: 4.8454 – acc: 0.69 – ETA: 20s – loss: 4.8650 – acc: 0.69 – ETA: 19s – loss: 4.8355 – acc: 0.70 – ETA: 19s – loss: 4.8064 – acc: 0.70 – ETA: 19s – loss: 4.7776 – acc: 0.70 – ETA: 19s – loss: 4.7491 – acc: 0.70 – ETA: 19s – loss: 4.7687 – acc: 0.70 – ETA: 19s – loss: 4.7881 – acc: 0.70 – ETA: 18s – loss: 4.8072 – acc: 0.70 – ETA: 18s – loss: 4.8261 – acc: 0.70 – ETA: 18s – loss: 4.7982 – acc: 0.70 – ETA: 18s – loss: 4.8170 – acc: 0.70 – ETA: 18s – loss: 4.8355 – acc: 0.70 – ETA: 18s – loss: 4.8538 – acc: 0.69 – ETA: 17s – loss: 4.8719 – acc: 0.69 – ETA: 17s – loss: 4.8898 – acc: 0.69 – ETA: 17s – loss: 4.8625 – acc: 0.69 – ETA: 17s – loss: 4.8355 – acc: 0.70 – ETA: 17s – loss: 4.8533 – acc: 0.69 – ETA: 17s – loss: 4.8266 – acc: 0.70 – ETA: 16s – loss: 4.8003 – acc: 0.70 – ETA: 16s – loss: 4.7742 – acc: 0.70 – ETA: 16s – loss: 4.8355 – acc: 0.70 – ETA: 16s – loss: 4.8095 – acc: 0.70 – ETA: 16s – loss: 4.8269 – acc: 0.70 – ETA: 15s – loss: 4.8441 – acc: 0.69 – ETA: 15s – loss: 4.8184 – acc: 0.70 – ETA: 15s – loss: 4.7931 – acc: 0.70 – ETA: 15s – loss: 4.8102 – acc: 0.70 – ETA: 15s – loss: 4.7851 – acc: 0.70 – ETA: 15s – loss: 4.7603 – acc: 0.70 – ETA: 14s – loss: 4.7358 – acc: 0.70 – ETA: 14s – loss: 4.7115 – acc: 0.70 – ETA: 14s – loss: 4.7286 – acc: 0.70 – ETA: 14s – loss: 4.7046 – acc: 0.70 – ETA: 14s – loss: 4.7215 – acc: 0.70 – ETA: 14s – loss: 4.6978 – acc: 0.70 – ETA: 13s – loss: 4.6743 – acc: 0.71 – ETA: 13s – loss: 4.7312 – acc: 0.70 – ETA: 13s – loss: 4.7477 – acc: 0.70 – ETA: 13s – loss: 4.7640 – acc: 0.70 – ETA: 13s – loss: 4.7802 – acc: 0.70 – ETA: 13s – loss: 4.8355 – acc: 0.70 – ETA: 12s – loss: 4.8511 – acc: 0.69 – ETA: 12s – loss: 4.8666 – acc: 0.69 – ETA: 12s – loss: 4.8432 – acc: 0.69 – ETA: 12s – loss: 4.8201 – acc: 0.70 – ETA: 12s – loss: 4.8739 – acc: 0.69 – ETA: 11s – loss: 4.8890 – acc: 0.69 – ETA: 11s – loss: 4.9039 – acc: 0.69 – ETA: 11s – loss: 4.8809 – acc: 0.69 – ETA: 11s – loss: 4.8957 – acc: 0.69 – ETA: 11s – loss: 4.9104 – acc: 0.6953563/563 [==============================] – ETA: 11s – loss: 4.9250 – acc: 0.69 – ETA: 10s – loss: 4.9023 – acc: 0.69 – ETA: 10s – loss: 4.8798 – acc: 0.69 – ETA: 10s – loss: 4.8944 – acc: 0.69 – ETA: 10s – loss: 4.8721 – acc: 0.69 – ETA: 10s – loss: 4.8501 – acc: 0.69 – ETA: 10s – loss: 4.8282 – acc: 0.70 – ETA: 9s – loss: 4.8066 – acc: 0.7018 – ETA: 9s – loss: 4.7851 – acc: 0.703 – ETA: 9s – loss: 4.7997 – acc: 0.702 – ETA: 9s – loss: 4.8141 – acc: 0.701 – ETA: 9s – loss: 4.7929 – acc: 0.702 – ETA: 9s – loss: 4.8425 – acc: 0.699 – ETA: 8s – loss: 4.8566 – acc: 0.698 – ETA: 8s – loss: 4.8705 – acc: 0.697 – ETA: 8s – loss: 4.8843 – acc: 0.697 – ETA: 8s – loss: 4.8633 – acc: 0.698 – ETA: 8s – loss: 4.8424 – acc: 0.699 – ETA: 8s – loss: 4.8561 – acc: 0.698 – ETA: 7s – loss: 4.8698 – acc: 0.697 – ETA: 7s – loss: 4.8491 – acc: 0.699 – ETA: 7s – loss: 4.8967 – acc: 0.696 – ETA: 7s – loss: 4.8761 – acc: 0.697 – ETA: 7s – loss: 4.8557 – acc: 0.698 – ETA: 6s – loss: 4.8355 – acc: 0.700 – ETA: 6s – loss: 4.8154 – acc: 0.701 – ETA: 6s – loss: 4.8288 – acc: 0.700 – ETA: 6s – loss: 4.8089 – acc: 0.701 – ETA: 6s – loss: 4.8223 – acc: 0.700 – ETA: 6s – loss: 4.8026 – acc: 0.702 – ETA: 5s – loss: 4.7831 – acc: 0.703 – ETA: 5s – loss: 4.8289 – acc: 0.700 – ETA: 5s – loss: 4.8420 – acc: 0.699 – ETA: 5s – loss: 4.8225 – acc: 0.700 – ETA: 5s – loss: 4.8032 – acc: 0.702 – ETA: 5s – loss: 4.7841 – acc: 0.703 – ETA: 5s – loss: 4.7651 – acc: 0.704 – ETA: 4s – loss: 4.7463 – acc: 0.705 – ETA: 4s – loss: 4.7911 – acc: 0.702 – ETA: 4s – loss: 4.8355 – acc: 0.700 – ETA: 4s – loss: 4.8795 – acc: 0.697 – ETA: 4s – loss: 4.8606 – acc: 0.698 – ETA: 3s – loss: 4.8730 – acc: 0.697 – ETA: 3s – loss: 4.8853 – acc: 0.696 – ETA: 3s – loss: 4.9285 – acc: 0.694 – ETA: 3s – loss: 4.9405 – acc: 0.693 – ETA: 3s – loss: 4.9216 – acc: 0.694 – ETA: 3s – loss: 4.9029 – acc: 0.695 – ETA: 2s – loss: 4.9148 – acc: 0.695 – ETA: 2s – loss: 4.8963 – acc: 0.696 – ETA: 2s – loss: 4.8779 – acc: 0.697 – ETA: 2s – loss: 4.8596 – acc: 0.698 – ETA: 2s – loss: 4.8415 – acc: 0.699 – ETA: 2s – loss: 4.8235 – acc: 0.700 – ETA: 1s – loss: 4.8056 – acc: 0.701 – ETA: 1s – loss: 4.7879 – acc: 0.703 – ETA: 1s – loss: 4.7703 – acc: 0.704 – ETA: 1s – loss: 4.7823 – acc: 0.703 – ETA: 1s – loss: 4.7649 – acc: 0.704 – ETA: 1s – loss: 4.7769 – acc: 0.703 – ETA: 0s – loss: 4.7595 – acc: 0.704 – ETA: 0s – loss: 4.7715 – acc: 0.704 – ETA: 0s – loss: 4.7833 – acc: 0.703 – ETA: 0s – loss: 4.7661 – acc: 0.704 – ETA: 0s – loss: 4.7491 – acc: 0.705 – ETA: 0s – loss: 4.7609 – acc: 0.704 – 50s 88ms/step – loss: 4.7811 – acc: 0.7034 – val_loss: 3.2236 – val_acc: 0.8000
Epoch 3/4
430/563 [=====================>……..] – ETA: 42s – loss: 1.1921e-07 – acc: 1.00 – ETA: 42s – loss: 1.1921e-07 – acc: 1.00 – ETA: 41s – loss: 1.1921e-07 – acc: 1.00 – ETA: 40s – loss: 2.0148 – acc: 0.8750 – ETA: 40s – loss: 1.6118 – acc: 0.90 – ETA: 40s – loss: 1.3432 – acc: 0.91 – ETA: 40s – loss: 1.1513 – acc: 0.92 – ETA: 41s – loss: 1.0074 – acc: 0.93 – ETA: 40s – loss: 0.8954 – acc: 0.94 – ETA: 39s – loss: 0.8059 – acc: 0.95 – ETA: 40s – loss: 1.4653 – acc: 0.90 – ETA: 39s – loss: 1.3432 – acc: 0.91 – ETA: 39s – loss: 1.2399 – acc: 0.92 – ETA: 39s – loss: 1.1513 – acc: 0.92 – ETA: 39s – loss: 1.6118 – acc: 0.90 – ETA: 38s – loss: 1.5111 – acc: 0.90 – ETA: 38s – loss: 1.4222 – acc: 0.91 – ETA: 38s – loss: 1.3432 – acc: 0.91 – ETA: 38s – loss: 2.1208 – acc: 0.86 – ETA: 38s – loss: 2.0148 – acc: 0.87 – ETA: 38s – loss: 2.3026 – acc: 0.85 – ETA: 38s – loss: 2.5642 – acc: 0.84 – ETA: 38s – loss: 2.4528 – acc: 0.84 – ETA: 37s – loss: 2.6863 – acc: 0.83 – ETA: 37s – loss: 2.5789 – acc: 0.84 – ETA: 37s – loss: 2.7897 – acc: 0.82 – ETA: 37s – loss: 2.9848 – acc: 0.81 – ETA: 37s – loss: 3.1661 – acc: 0.80 – ETA: 37s – loss: 3.0569 – acc: 0.81 – ETA: 37s – loss: 2.9550 – acc: 0.81 – ETA: 37s – loss: 3.3796 – acc: 0.79 – ETA: 37s – loss: 3.2740 – acc: 0.79 – ETA: 37s – loss: 3.1748 – acc: 0.80 – ETA: 37s – loss: 3.3184 – acc: 0.79 – ETA: 37s – loss: 3.2236 – acc: 0.80 – ETA: 36s – loss: 3.3579 – acc: 0.79 – ETA: 36s – loss: 3.4850 – acc: 0.78 – ETA: 36s – loss: 3.6054 – acc: 0.77 – ETA: 36s – loss: 3.7196 – acc: 0.76 – ETA: 36s – loss: 3.6266 – acc: 0.77 – ETA: 35s – loss: 3.5381 – acc: 0.78 – ETA: 35s – loss: 3.6458 – acc: 0.77 – ETA: 35s – loss: 3.7484 – acc: 0.76 – ETA: 35s – loss: 3.8464 – acc: 0.76 – ETA: 35s – loss: 3.7609 – acc: 0.76 – ETA: 34s – loss: 3.8543 – acc: 0.76 – ETA: 34s – loss: 3.7723 – acc: 0.76 – ETA: 34s – loss: 3.8616 – acc: 0.76 – ETA: 34s – loss: 3.9473 – acc: 0.75 – ETA: 34s – loss: 4.0295 – acc: 0.75 – ETA: 34s – loss: 3.9505 – acc: 0.75 – ETA: 34s – loss: 4.1845 – acc: 0.74 – ETA: 34s – loss: 4.2576 – acc: 0.73 – ETA: 33s – loss: 4.4772 – acc: 0.72 – ETA: 33s – loss: 4.5424 – acc: 0.71 – ETA: 33s – loss: 4.6052 – acc: 0.71 – ETA: 33s – loss: 4.5244 – acc: 0.71 – ETA: 33s – loss: 4.4464 – acc: 0.72 – ETA: 33s – loss: 4.5076 – acc: 0.72 – ETA: 32s – loss: 4.4325 – acc: 0.72 – ETA: 32s – loss: 4.4919 – acc: 0.72 – ETA: 32s – loss: 4.4195 – acc: 0.72 – ETA: 32s – loss: 4.4772 – acc: 0.72 – ETA: 32s – loss: 4.4073 – acc: 0.72 – ETA: 32s – loss: 4.3395 – acc: 0.73 – ETA: 32s – loss: 4.3958 – acc: 0.72 – ETA: 31s – loss: 4.3302 – acc: 0.73 – ETA: 31s – loss: 4.2666 – acc: 0.73 – ETA: 31s – loss: 4.3215 – acc: 0.73 – ETA: 31s – loss: 4.3749 – acc: 0.72 – ETA: 31s – loss: 4.4268 – acc: 0.72 – ETA: 31s – loss: 4.3653 – acc: 0.72 – ETA: 31s – loss: 4.3055 – acc: 0.73 – ETA: 30s – loss: 4.2473 – acc: 0.73 – ETA: 30s – loss: 4.2982 – acc: 0.73 – ETA: 30s – loss: 4.4537 – acc: 0.72 – ETA: 30s – loss: 4.5005 – acc: 0.72 – ETA: 30s – loss: 4.5461 – acc: 0.71 – ETA: 30s – loss: 4.4886 – acc: 0.72 – ETA: 29s – loss: 4.4325 – acc: 0.72 – ETA: 29s – loss: 4.5767 – acc: 0.71 – ETA: 29s – loss: 4.6192 – acc: 0.71 – ETA: 29s – loss: 4.6607 – acc: 0.71 – ETA: 29s – loss: 4.6052 – acc: 0.71 – ETA: 29s – loss: 4.5510 – acc: 0.71 – ETA: 28s – loss: 4.5918 – acc: 0.71 – ETA: 28s – loss: 4.6316 – acc: 0.71 – ETA: 28s – loss: 4.6706 – acc: 0.71 – ETA: 28s – loss: 4.7087 – acc: 0.70 – ETA: 28s – loss: 4.6563 – acc: 0.71 – ETA: 28s – loss: 4.6052 – acc: 0.71 – ETA: 28s – loss: 4.5551 – acc: 0.71 – ETA: 27s – loss: 4.5061 – acc: 0.72 – ETA: 27s – loss: 4.5439 – acc: 0.71 – ETA: 27s – loss: 4.5809 – acc: 0.71 – ETA: 27s – loss: 4.6172 – acc: 0.71 – ETA: 27s – loss: 4.6526 – acc: 0.71 – ETA: 27s – loss: 4.6052 – acc: 0.71 – ETA: 27s – loss: 4.5587 – acc: 0.71 – ETA: 26s – loss: 4.5131 – acc: 0.72 – ETA: 26s – loss: 4.4684 – acc: 0.72 – ETA: 26s – loss: 4.4246 – acc: 0.72 – ETA: 26s – loss: 4.4599 – acc: 0.72 – ETA: 26s – loss: 4.4170 – acc: 0.72 – ETA: 26s – loss: 4.4517 – acc: 0.72 – ETA: 26s – loss: 4.4857 – acc: 0.72 – ETA: 25s – loss: 4.4438 – acc: 0.72 – ETA: 25s – loss: 4.4026 – acc: 0.72 – ETA: 25s – loss: 4.4362 – acc: 0.72 – ETA: 25s – loss: 4.4691 – acc: 0.72 – ETA: 25s – loss: 4.5015 – acc: 0.72 – ETA: 25s – loss: 4.4613 – acc: 0.72 – ETA: 25s – loss: 4.4218 – acc: 0.72 – ETA: 24s – loss: 4.3830 – acc: 0.72 – ETA: 24s – loss: 4.4150 – acc: 0.72 – ETA: 24s – loss: 4.3769 – acc: 0.72 – ETA: 24s – loss: 4.4084 – acc: 0.72 – ETA: 24s – loss: 4.4393 – acc: 0.72 – ETA: 24s – loss: 4.4697 – acc: 0.72 – ETA: 23s – loss: 4.4325 – acc: 0.72 – ETA: 23s – loss: 4.3958 – acc: 0.72 – ETA: 23s – loss: 4.4259 – acc: 0.72 – ETA: 23s – loss: 4.3899 – acc: 0.72 – ETA: 23s – loss: 4.3545 – acc: 0.72 – ETA: 23s – loss: 4.3196 – acc: 0.73 – ETA: 23s – loss: 4.2854 – acc: 0.73 – ETA: 22s – loss: 4.3151 – acc: 0.73 – ETA: 22s – loss: 4.3443 – acc: 0.73 – ETA: 22s – loss: 4.3731 – acc: 0.72 – ETA: 22s – loss: 4.3395 – acc: 0.73 – ETA: 22s – loss: 4.3679 – acc: 0.72 – ETA: 22s – loss: 4.3348 – acc: 0.73 – ETA: 22s – loss: 4.3628 – acc: 0.72 – ETA: 21s – loss: 4.4505 – acc: 0.72 – ETA: 21s – loss: 4.4176 – acc: 0.72 – ETA: 21s – loss: 4.3851 – acc: 0.72 – ETA: 21s – loss: 4.4119 – acc: 0.72 – ETA: 21s – loss: 4.3799 – acc: 0.72 – ETA: 21s – loss: 4.3484 – acc: 0.73 – ETA: 21s – loss: 4.3173 – acc: 0.73 – ETA: 20s – loss: 4.3439 – acc: 0.73 – ETA: 20s – loss: 4.3700 – acc: 0.72 – ETA: 20s – loss: 4.3958 – acc: 0.72 – ETA: 20s – loss: 4.4772 – acc: 0.72 – ETA: 20s – loss: 4.5020 – acc: 0.72 – ETA: 20s – loss: 4.5263 – acc: 0.71 – ETA: 20s – loss: 4.4955 – acc: 0.72 – ETA: 19s – loss: 4.5196 – acc: 0.71 – ETA: 19s – loss: 4.4893 – acc: 0.72 – ETA: 19s – loss: 4.4594 – acc: 0.72 – ETA: 19s – loss: 4.4298 – acc: 0.72 – ETA: 19s – loss: 4.4537 – acc: 0.72 – ETA: 19s – loss: 4.4246 – acc: 0.72 – ETA: 18s – loss: 4.4482 – acc: 0.72 – ETA: 18s – loss: 4.5235 – acc: 0.71 – ETA: 18s – loss: 4.4945 – acc: 0.72 – ETA: 18s – loss: 4.4659 – acc: 0.72 – ETA: 18s – loss: 4.4886 – acc: 0.72 – ETA: 18s – loss: 4.5111 – acc: 0.72 – ETA: 18s – loss: 4.4829 – acc: 0.72 – ETA: 17s – loss: 4.4550 – acc: 0.72 – ETA: 17s – loss: 4.4773 – acc: 0.72 – ETA: 17s – loss: 4.4498 – acc: 0.72 – ETA: 17s – loss: 4.4227 – acc: 0.72 – ETA: 17s – loss: 4.4447 – acc: 0.72 – ETA: 17s – loss: 4.4179 – acc: 0.72 – ETA: 17s – loss: 4.3915 – acc: 0.72 – ETA: 16s – loss: 4.3653 – acc: 0.72 – ETA: 16s – loss: 4.4349 – acc: 0.72 – ETA: 16s – loss: 4.4088 – acc: 0.72 – ETA: 16s – loss: 4.4301 – acc: 0.72 – ETA: 16s – loss: 4.4044 – acc: 0.72 – ETA: 16s – loss: 4.3789 – acc: 0.72 – ETA: 15s – loss: 4.4001 – acc: 0.72 – ETA: 15s – loss: 4.3749 – acc: 0.72 – ETA: 15s – loss: 4.4417 – acc: 0.72 – ETA: 15s – loss: 4.4166 – acc: 0.72 – ETA: 15s – loss: 4.4370 – acc: 0.72 – ETA: 15s – loss: 4.4122 – acc: 0.72 – ETA: 15s – loss: 4.4325 – acc: 0.72 – ETA: 14s – loss: 4.4525 – acc: 0.72 – ETA: 14s – loss: 4.4281 – acc: 0.72 – ETA: 14s – loss: 4.4479 – acc: 0.72 – ETA: 14s – loss: 4.4675 – acc: 0.72 – ETA: 14s – loss: 4.4869 – acc: 0.72 – ETA: 14s – loss: 4.5495 – acc: 0.71 – ETA: 14s – loss: 4.5251 – acc: 0.71 – ETA: 13s – loss: 4.5439 – acc: 0.71 – ETA: 13s – loss: 4.5625 – acc: 0.71 – ETA: 13s – loss: 4.5809 – acc: 0.71 – ETA: 13s – loss: 4.5992 – acc: 0.71 – ETA: 13s – loss: 4.5752 – acc: 0.71 – ETA: 13s – loss: 4.5933 – acc: 0.71 – ETA: 13s – loss: 4.5696 – acc: 0.71 – ETA: 12s – loss: 4.5461 – acc: 0.71 – ETA: 12s – loss: 4.5230 – acc: 0.71 – ETA: 12s – loss: 4.5000 – acc: 0.72 – ETA: 12s – loss: 4.4773 – acc: 0.72 – ETA: 12s – loss: 4.4548 – acc: 0.72 – ETA: 12s – loss: 4.4325 – acc: 0.72 – ETA: 11s – loss: 4.4505 – acc: 0.72 – ETA: 11s – loss: 4.4285 – acc: 0.72 – ETA: 11s – loss: 4.4464 – acc: 0.72 – ETA: 11s – loss: 4.4246 – acc: 0.72 – ETA: 11s – loss: 4.4030 – acc: 0.72 – ETA: 11s – loss: 4.3816 – acc: 0.72 – ETA: 11s – loss: 4.3605 – acc: 0.72 – ETA: 10s – loss: 4.3395 – acc: 0.73 – ETA: 10s – loss: 4.3573 – acc: 0.72 – ETA: 10s – loss: 4.3749 – acc: 0.72 – ETA: 10s – loss: 4.3542 – acc: 0.72 – ETA: 10s – loss: 4.3717 – acc: 0.72 – ETA: 10s – loss: 4.3511 – acc: 0.73 – ETA: 10s – loss: 4.3308 – acc: 0.73 – ETA: 9s – loss: 4.3482 – acc: 0.7302 563/563 [==============================] – ETA: 9s – loss: 4.4026 – acc: 0.726 – ETA: 9s – loss: 4.4195 – acc: 0.725 – ETA: 9s – loss: 4.4362 – acc: 0.724 – ETA: 9s – loss: 4.4527 – acc: 0.723 – ETA: 9s – loss: 4.4325 – acc: 0.725 – ETA: 9s – loss: 4.4124 – acc: 0.726 – ETA: 8s – loss: 4.4289 – acc: 0.725 – ETA: 8s – loss: 4.4813 – acc: 0.722 – ETA: 8s – loss: 4.4972 – acc: 0.721 – ETA: 8s – loss: 4.5131 – acc: 0.720 – ETA: 8s – loss: 4.5288 – acc: 0.719 – ETA: 8s – loss: 4.5088 – acc: 0.720 – ETA: 7s – loss: 4.4890 – acc: 0.721 – ETA: 7s – loss: 4.5046 – acc: 0.720 – ETA: 7s – loss: 4.5201 – acc: 0.719 – ETA: 7s – loss: 4.5354 – acc: 0.718 – ETA: 7s – loss: 4.5853 – acc: 0.715 – ETA: 7s – loss: 4.5657 – acc: 0.716 – ETA: 7s – loss: 4.5461 – acc: 0.717 – ETA: 6s – loss: 4.5268 – acc: 0.719 – ETA: 6s – loss: 4.5076 – acc: 0.720 – ETA: 6s – loss: 4.4886 – acc: 0.721 – ETA: 6s – loss: 4.5375 – acc: 0.718 – ETA: 6s – loss: 4.5522 – acc: 0.717 – ETA: 6s – loss: 4.5668 – acc: 0.716 – ETA: 6s – loss: 4.5813 – acc: 0.715 – ETA: 5s – loss: 4.5957 – acc: 0.714 – ETA: 5s – loss: 4.5768 – acc: 0.716 – ETA: 5s – loss: 4.6241 – acc: 0.713 – ETA: 5s – loss: 4.6710 – acc: 0.710 – ETA: 5s – loss: 4.6520 – acc: 0.711 – ETA: 5s – loss: 4.6331 – acc: 0.712 – ETA: 4s – loss: 4.6795 – acc: 0.709 – ETA: 4s – loss: 4.7254 – acc: 0.706 – ETA: 4s – loss: 4.7387 – acc: 0.706 – ETA: 4s – loss: 4.7199 – acc: 0.707 – ETA: 4s – loss: 4.7011 – acc: 0.708 – ETA: 4s – loss: 4.7144 – acc: 0.707 – ETA: 4s – loss: 4.6958 – acc: 0.708 – ETA: 3s – loss: 4.6774 – acc: 0.709 – ETA: 3s – loss: 4.6906 – acc: 0.709 – ETA: 3s – loss: 4.7037 – acc: 0.708 – ETA: 3s – loss: 4.7167 – acc: 0.707 – ETA: 3s – loss: 4.6985 – acc: 0.708 – ETA: 3s – loss: 4.6805 – acc: 0.709 – ETA: 3s – loss: 4.6625 – acc: 0.710 – ETA: 2s – loss: 4.7062 – acc: 0.708 – ETA: 2s – loss: 4.7190 – acc: 0.707 – ETA: 2s – loss: 4.7011 – acc: 0.708 – ETA: 2s – loss: 4.6834 – acc: 0.709 – ETA: 2s – loss: 4.6961 – acc: 0.708 – ETA: 2s – loss: 4.7389 – acc: 0.706 – ETA: 2s – loss: 4.7212 – acc: 0.707 – ETA: 1s – loss: 4.7036 – acc: 0.708 – ETA: 1s – loss: 4.7160 – acc: 0.707 – ETA: 1s – loss: 4.6986 – acc: 0.708 – ETA: 1s – loss: 4.7110 – acc: 0.707 – ETA: 1s – loss: 4.7233 – acc: 0.707 – ETA: 1s – loss: 4.7354 – acc: 0.706 – ETA: 0s – loss: 4.7475 – acc: 0.705 – ETA: 0s – loss: 4.7887 – acc: 0.702 – ETA: 0s – loss: 4.7714 – acc: 0.704 – ETA: 0s – loss: 4.7543 – acc: 0.705 – ETA: 0s – loss: 4.7661 – acc: 0.704 – ETA: 0s – loss: 4.8067 – acc: 0.701 – ETA: 0s – loss: 4.7896 – acc: 0.702 – 44s 78ms/step – loss: 4.7810 – acc: 0.7034 – val_loss: 3.2236 – val_acc: 0.8000
Epoch 4/4
430/563 [=====================>……..] – ETA: 37s – loss: 1.1921e-07 – acc: 1.00 – ETA: 38s – loss: 1.1921e-07 – acc: 1.00 – ETA: 39s – loss: 5.3727 – acc: 0.6667 – ETA: 39s – loss: 8.0590 – acc: 0.50 – ETA: 40s – loss: 6.4472 – acc: 0.60 – ETA: 40s – loss: 5.3727 – acc: 0.66 – ETA: 40s – loss: 5.7565 – acc: 0.64 – ETA: 40s – loss: 6.0443 – acc: 0.62 – ETA: 39s – loss: 5.3727 – acc: 0.66 – ETA: 39s – loss: 4.8354 – acc: 0.70 – ETA: 39s – loss: 5.1285 – acc: 0.68 – ETA: 39s – loss: 4.7011 – acc: 0.70 – ETA: 39s – loss: 4.3395 – acc: 0.73 – ETA: 39s – loss: 4.6052 – acc: 0.71 – ETA: 39s – loss: 4.8354 – acc: 0.70 – ETA: 39s – loss: 5.5406 – acc: 0.65 – ETA: 39s – loss: 5.2147 – acc: 0.67 – ETA: 39s – loss: 4.9250 – acc: 0.69 – ETA: 39s – loss: 4.6658 – acc: 0.71 – ETA: 39s – loss: 5.2384 – acc: 0.67 – ETA: 38s – loss: 4.9889 – acc: 0.69 – ETA: 38s – loss: 4.7622 – acc: 0.70 – ETA: 38s – loss: 4.5551 – acc: 0.71 – ETA: 38s – loss: 4.3653 – acc: 0.72 – ETA: 38s – loss: 4.5131 – acc: 0.72 – ETA: 38s – loss: 4.3395 – acc: 0.73 – ETA: 38s – loss: 4.1788 – acc: 0.74 – ETA: 37s – loss: 4.0295 – acc: 0.75 – ETA: 37s – loss: 4.1685 – acc: 0.74 – ETA: 37s – loss: 4.2982 – acc: 0.73 – ETA: 37s – loss: 4.4195 – acc: 0.72 – ETA: 37s – loss: 4.7851 – acc: 0.70 – ETA: 37s – loss: 4.6401 – acc: 0.71 – ETA: 36s – loss: 4.5036 – acc: 0.72 – ETA: 36s – loss: 4.8354 – acc: 0.70 – ETA: 36s – loss: 4.7011 – acc: 0.70 – ETA: 36s – loss: 4.5741 – acc: 0.71 – ETA: 36s – loss: 4.4537 – acc: 0.72 – ETA: 36s – loss: 4.3395 – acc: 0.73 – ETA: 35s – loss: 4.2310 – acc: 0.73 – ETA: 35s – loss: 4.1278 – acc: 0.74 – ETA: 35s – loss: 4.0295 – acc: 0.75 – ETA: 35s – loss: 3.9358 – acc: 0.75 – ETA: 35s – loss: 4.0295 – acc: 0.75 – ETA: 35s – loss: 4.1191 – acc: 0.74 – ETA: 34s – loss: 4.2047 – acc: 0.73 – ETA: 34s – loss: 4.2867 – acc: 0.73 – ETA: 34s – loss: 4.1974 – acc: 0.73 – ETA: 34s – loss: 4.1118 – acc: 0.74 – ETA: 34s – loss: 4.0295 – acc: 0.75 – ETA: 33s – loss: 4.1085 – acc: 0.74 – ETA: 33s – loss: 4.0295 – acc: 0.75 – ETA: 33s – loss: 4.1056 – acc: 0.74 – ETA: 33s – loss: 4.1788 – acc: 0.74 – ETA: 33s – loss: 4.1028 – acc: 0.74 – ETA: 33s – loss: 4.0295 – acc: 0.75 – ETA: 33s – loss: 4.1002 – acc: 0.74 – ETA: 32s – loss: 4.1685 – acc: 0.74 – ETA: 32s – loss: 4.2344 – acc: 0.73 – ETA: 32s – loss: 4.1638 – acc: 0.74 – ETA: 32s – loss: 4.0956 – acc: 0.74 – ETA: 32s – loss: 4.0295 – acc: 0.75 – ETA: 32s – loss: 3.9656 – acc: 0.75 – ETA: 32s – loss: 4.0295 – acc: 0.75 – ETA: 32s – loss: 3.9675 – acc: 0.75 – ETA: 31s – loss: 3.9074 – acc: 0.75 – ETA: 31s – loss: 3.8491 – acc: 0.76 – ETA: 31s – loss: 3.9110 – acc: 0.75 – ETA: 31s – loss: 3.8543 – acc: 0.76 – ETA: 31s – loss: 3.7993 – acc: 0.76 – ETA: 31s – loss: 3.8593 – acc: 0.76 – ETA: 31s – loss: 3.8057 – acc: 0.76 – ETA: 31s – loss: 3.7535 – acc: 0.76 – ETA: 30s – loss: 3.8117 – acc: 0.76 – ETA: 30s – loss: 3.7609 – acc: 0.76 – ETA: 30s – loss: 3.8174 – acc: 0.76 – ETA: 30s – loss: 3.8725 – acc: 0.75 – ETA: 30s – loss: 3.8229 – acc: 0.76 – ETA: 30s – loss: 3.8765 – acc: 0.75 – ETA: 29s – loss: 3.8280 – acc: 0.76 – ETA: 29s – loss: 3.7808 – acc: 0.76 – ETA: 29s – loss: 3.7347 – acc: 0.76 – ETA: 29s – loss: 3.6897 – acc: 0.77 – ETA: 29s – loss: 3.8376 – acc: 0.76 – ETA: 29s – loss: 3.8873 – acc: 0.75 – ETA: 29s – loss: 3.9358 – acc: 0.75 – ETA: 28s – loss: 4.0758 – acc: 0.74 – ETA: 28s – loss: 4.0295 – acc: 0.75 – ETA: 28s – loss: 4.1654 – acc: 0.74 – ETA: 28s – loss: 4.2086 – acc: 0.73 – ETA: 28s – loss: 4.2509 – acc: 0.73 – ETA: 28s – loss: 4.2047 – acc: 0.73 – ETA: 27s – loss: 4.1595 – acc: 0.74 – ETA: 27s – loss: 4.1153 – acc: 0.74 – ETA: 27s – loss: 4.1568 – acc: 0.74 – ETA: 27s – loss: 4.1974 – acc: 0.73 – ETA: 27s – loss: 4.1541 – acc: 0.74 – ETA: 27s – loss: 4.1118 – acc: 0.74 – ETA: 27s – loss: 4.1516 – acc: 0.74 – ETA: 26s – loss: 4.1101 – acc: 0.74 – ETA: 26s – loss: 4.1492 – acc: 0.74 – ETA: 26s – loss: 4.1085 – acc: 0.74 – ETA: 26s – loss: 4.2251 – acc: 0.73 – ETA: 26s – loss: 4.2620 – acc: 0.73 – ETA: 26s – loss: 4.2214 – acc: 0.73 – ETA: 26s – loss: 4.2576 – acc: 0.73 – ETA: 25s – loss: 4.2931 – acc: 0.73 – ETA: 25s – loss: 4.2534 – acc: 0.73 – ETA: 25s – loss: 4.2144 – acc: 0.73 – ETA: 25s – loss: 4.1761 – acc: 0.74 – ETA: 25s – loss: 4.2110 – acc: 0.73 – ETA: 25s – loss: 4.2454 – acc: 0.73 – ETA: 24s – loss: 4.2078 – acc: 0.73 – ETA: 24s – loss: 4.1709 – acc: 0.74 – ETA: 24s – loss: 4.1346 – acc: 0.74 – ETA: 24s – loss: 4.0990 – acc: 0.74 – ETA: 24s – loss: 4.0640 – acc: 0.74 – ETA: 24s – loss: 4.0978 – acc: 0.74 – ETA: 24s – loss: 4.1311 – acc: 0.74 – ETA: 23s – loss: 4.0967 – acc: 0.74 – ETA: 23s – loss: 4.0628 – acc: 0.74 – ETA: 23s – loss: 4.1616 – acc: 0.74 – ETA: 23s – loss: 4.1278 – acc: 0.74 – ETA: 23s – loss: 4.1595 – acc: 0.74 – ETA: 23s – loss: 4.1262 – acc: 0.74 – ETA: 23s – loss: 4.1574 – acc: 0.74 – ETA: 23s – loss: 4.1882 – acc: 0.74 – ETA: 22s – loss: 4.1554 – acc: 0.74 – ETA: 22s – loss: 4.1232 – acc: 0.74 – ETA: 22s – loss: 4.1535 – acc: 0.74 – ETA: 22s – loss: 4.1218 – acc: 0.74 – ETA: 22s – loss: 4.0906 – acc: 0.74 – ETA: 22s – loss: 4.0598 – acc: 0.74 – ETA: 21s – loss: 4.0897 – acc: 0.74 – ETA: 21s – loss: 4.0594 – acc: 0.74 – ETA: 21s – loss: 4.0888 – acc: 0.74 – ETA: 21s – loss: 4.0589 – acc: 0.74 – ETA: 21s – loss: 4.0295 – acc: 0.75 – ETA: 21s – loss: 4.0005 – acc: 0.75 – ETA: 21s – loss: 4.0295 – acc: 0.75 – ETA: 20s – loss: 4.0581 – acc: 0.74 – ETA: 20s – loss: 4.1430 – acc: 0.74 – ETA: 20s – loss: 4.1141 – acc: 0.74 – ETA: 20s – loss: 4.1415 – acc: 0.74 – ETA: 20s – loss: 4.1129 – acc: 0.74 – ETA: 20s – loss: 4.1951 – acc: 0.73 – ETA: 20s – loss: 4.2762 – acc: 0.73 – ETA: 19s – loss: 4.2473 – acc: 0.73 – ETA: 19s – loss: 4.2188 – acc: 0.73 – ETA: 19s – loss: 4.1907 – acc: 0.74 – ETA: 19s – loss: 4.1630 – acc: 0.74 – ETA: 19s – loss: 4.2416 – acc: 0.73 – ETA: 19s – loss: 4.2139 – acc: 0.73 – ETA: 18s – loss: 4.1865 – acc: 0.74 – ETA: 18s – loss: 4.2115 – acc: 0.73 – ETA: 18s – loss: 4.2362 – acc: 0.73 – ETA: 18s – loss: 4.2605 – acc: 0.73 – ETA: 18s – loss: 4.2336 – acc: 0.73 – ETA: 18s – loss: 4.2069 – acc: 0.73 – ETA: 18s – loss: 4.1806 – acc: 0.74 – ETA: 17s – loss: 4.1547 – acc: 0.74 – ETA: 17s – loss: 4.1788 – acc: 0.74 – ETA: 17s – loss: 4.1531 – acc: 0.74 – ETA: 17s – loss: 4.1769 – acc: 0.74 – ETA: 17s – loss: 4.1516 – acc: 0.74 – ETA: 17s – loss: 4.1752 – acc: 0.74 – ETA: 16s – loss: 4.1502 – acc: 0.74 – ETA: 16s – loss: 4.1255 – acc: 0.74 – ETA: 16s – loss: 4.1011 – acc: 0.74 – ETA: 16s – loss: 4.0769 – acc: 0.74 – ETA: 16s – loss: 4.0531 – acc: 0.74 – ETA: 16s – loss: 4.1232 – acc: 0.74 – ETA: 16s – loss: 4.1460 – acc: 0.74 – ETA: 15s – loss: 4.1685 – acc: 0.74 – ETA: 15s – loss: 4.1907 – acc: 0.74 – ETA: 15s – loss: 4.1669 – acc: 0.74 – ETA: 15s – loss: 4.1434 – acc: 0.74 – ETA: 15s – loss: 4.1201 – acc: 0.74 – ETA: 15s – loss: 4.1421 – acc: 0.74 – ETA: 15s – loss: 4.1191 – acc: 0.74 – ETA: 14s – loss: 4.1408 – acc: 0.74 – ETA: 14s – loss: 4.1624 – acc: 0.74 – ETA: 14s – loss: 4.1396 – acc: 0.74 – ETA: 14s – loss: 4.1609 – acc: 0.74 – ETA: 14s – loss: 4.1820 – acc: 0.74 – ETA: 14s – loss: 4.2028 – acc: 0.73 – ETA: 14s – loss: 4.1804 – acc: 0.74 – ETA: 13s – loss: 4.2439 – acc: 0.73 – ETA: 13s – loss: 4.2214 – acc: 0.73 – ETA: 13s – loss: 4.2416 – acc: 0.73 – ETA: 13s – loss: 4.2616 – acc: 0.73 – ETA: 13s – loss: 4.3234 – acc: 0.73 – ETA: 13s – loss: 4.3427 – acc: 0.73 – ETA: 12s – loss: 4.3203 – acc: 0.73 – ETA: 12s – loss: 4.3395 – acc: 0.73 – ETA: 12s – loss: 4.3174 – acc: 0.73 – ETA: 12s – loss: 4.2954 – acc: 0.73 – ETA: 12s – loss: 4.3144 – acc: 0.73 – ETA: 12s – loss: 4.2928 – acc: 0.73 – ETA: 12s – loss: 4.3116 – acc: 0.73 – ETA: 11s – loss: 4.2901 – acc: 0.73 – ETA: 11s – loss: 4.3088 – acc: 0.73 – ETA: 11s – loss: 4.3670 – acc: 0.72 – ETA: 11s – loss: 4.4246 – acc: 0.72 – ETA: 11s – loss: 4.4816 – acc: 0.72 – ETA: 11s – loss: 4.5381 – acc: 0.71 – ETA: 11s – loss: 4.5941 – acc: 0.71 – ETA: 10s – loss: 4.6107 – acc: 0.71 – ETA: 10s – loss: 4.5887 – acc: 0.71 – ETA: 10s – loss: 4.5668 – acc: 0.71 – ETA: 10s – loss: 4.5452 – acc: 0.71 – ETA: 10s – loss: 4.5617 – acc: 0.71 – ETA: 10s – loss: 4.5782 – acc: 0.71 – ETA: 9s – loss: 4.5944 – acc: 0.7150 – ETA: 9s – loss: 4.6480 – acc: 0.7116563/563 [==============================] – ETA: 9s – loss: 4.6638 – acc: 0.710 – ETA: 9s – loss: 4.6423 – acc: 0.712 – ETA: 9s – loss: 4.6580 – acc: 0.711 – ETA: 9s – loss: 4.6367 – acc: 0.712 – ETA: 9s – loss: 4.6156 – acc: 0.713 – ETA: 8s – loss: 4.5948 – acc: 0.714 – ETA: 8s – loss: 4.6104 – acc: 0.714 – ETA: 8s – loss: 4.6620 – acc: 0.710 – ETA: 8s – loss: 4.6771 – acc: 0.709 – ETA: 8s – loss: 4.6563 – acc: 0.711 – ETA: 8s – loss: 4.6357 – acc: 0.712 – ETA: 8s – loss: 4.6153 – acc: 0.713 – ETA: 7s – loss: 4.6304 – acc: 0.712 – ETA: 7s – loss: 4.6454 – acc: 0.711 – ETA: 7s – loss: 4.6252 – acc: 0.713 – ETA: 7s – loss: 4.6401 – acc: 0.712 – ETA: 7s – loss: 4.6201 – acc: 0.713 – ETA: 7s – loss: 4.6694 – acc: 0.710 – ETA: 6s – loss: 4.6495 – acc: 0.711 – ETA: 6s – loss: 4.6297 – acc: 0.712 – ETA: 6s – loss: 4.6442 – acc: 0.711 – ETA: 6s – loss: 4.6246 – acc: 0.713 – ETA: 6s – loss: 4.6052 – acc: 0.714 – ETA: 6s – loss: 4.5859 – acc: 0.715 – ETA: 6s – loss: 4.6004 – acc: 0.714 – ETA: 5s – loss: 4.6147 – acc: 0.713 – ETA: 5s – loss: 4.6290 – acc: 0.712 – ETA: 5s – loss: 4.6762 – acc: 0.709 – ETA: 5s – loss: 4.6901 – acc: 0.709 – ETA: 5s – loss: 4.7039 – acc: 0.708 – ETA: 5s – loss: 4.6847 – acc: 0.709 – ETA: 5s – loss: 4.6658 – acc: 0.710 – ETA: 4s – loss: 4.6795 – acc: 0.709 – ETA: 4s – loss: 4.6930 – acc: 0.708 – ETA: 4s – loss: 4.7065 – acc: 0.708 – ETA: 4s – loss: 4.6877 – acc: 0.709 – ETA: 4s – loss: 4.6691 – acc: 0.710 – ETA: 4s – loss: 4.6507 – acc: 0.711 – ETA: 4s – loss: 4.6641 – acc: 0.710 – ETA: 3s – loss: 4.6774 – acc: 0.709 – ETA: 3s – loss: 4.6906 – acc: 0.709 – ETA: 3s – loss: 4.7037 – acc: 0.708 – ETA: 3s – loss: 4.7167 – acc: 0.707 – ETA: 3s – loss: 4.6985 – acc: 0.708 – ETA: 3s – loss: 4.7114 – acc: 0.707 – ETA: 2s – loss: 4.6934 – acc: 0.708 – ETA: 2s – loss: 4.6755 – acc: 0.709 – ETA: 2s – loss: 4.6883 – acc: 0.709 – ETA: 2s – loss: 4.7316 – acc: 0.706 – ETA: 2s – loss: 4.7442 – acc: 0.705 – ETA: 2s – loss: 4.7264 – acc: 0.706 – ETA: 2s – loss: 4.7087 – acc: 0.707 – ETA: 1s – loss: 4.7212 – acc: 0.707 – ETA: 1s – loss: 4.7036 – acc: 0.708 – ETA: 1s – loss: 4.7160 – acc: 0.707 – ETA: 1s – loss: 4.6986 – acc: 0.708 – ETA: 1s – loss: 4.7110 – acc: 0.707 – ETA: 1s – loss: 4.7233 – acc: 0.707 – ETA: 1s – loss: 4.7354 – acc: 0.706 – ETA: 0s – loss: 4.7475 – acc: 0.705 – ETA: 0s – loss: 4.7595 – acc: 0.704 – ETA: 0s – loss: 4.7714 – acc: 0.704 – ETA: 0s – loss: 4.7543 – acc: 0.705 – ETA: 0s – loss: 4.7661 – acc: 0.704 – ETA: 0s – loss: 4.7779 – acc: 0.703 – ETA: 0s – loss: 4.7895 – acc: 0.702 – 43s 77ms/step – loss: 4.7810 – acc: 0.7034 – val_loss: 3.2236 – val_acc: 0.8000
140/140 [==============================] – ETA: – ETA: – ETA: – ETA: – 2s 16ms/step

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get_plot_fin(y, train_meta, n_classes)

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