svm cnn roc
November 29, 2018
In [1]: 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 matplotlib.pyplot import savefig
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
D:UsersovoAnaconda3libsite-packagesh5py init .py:36: FutureWarning: Conversion of the second argument of issubdtype from float to np.floating is deprecated. In future, it will be treated as np.float64 == np.dtype(float).type.
from . conv import register converters as register converters
Using TensorFlow backend.
In [2]: def get_plot_fin(y, train_meta, n_class, fig_name):
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
1
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)
savefig(./{}.jpg.format(fig_name))
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)
0.1 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]
2
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
0.2 plot roc fig
In [7]: get_plot_fin(y, train_meta, n_classes, svm roc)
0.3 cnn model kfold
In [8]: X_dummies = csr_matrix(pd.get_dummies(train,sparse=True).values)
In [9]: 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
3
In [10]: 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
562/562 [==============================] ETA: 2:14 loss: 4.4959 acc: 0.0000e+0 ETA: 49s loss: 1.7499 acc: 0.6667 ETA: 33s loss: 3.1686 acc: 0.60 ETA: 26s loss: 3.6903 acc: 0.57 ETA: 22s loss: 2.8860 acc: 0.66 ETA: 21s loss: 2.6098 acc: 0.70 ETA: 19s loss: 2.9426 acc: 0.62 ETA: 19s loss: 2.7267 acc: 0.65 ETA: 17s loss: 2.3767 acc: 0.70 ETA: 16s loss: 2.5247 acc: 0.70 ETA: 16s loss: 2.6939 acc: 0.71 ETA: 15s loss: 3.0225 acc: 0.69 ETA: 14s loss: 3.3494 acc: 0.65 ETA: 14s loss: 3.4057 acc: 0.60 ETA: 13s loss: 3.2053 acc: 0.59 ETA: 13s loss: 3.2739 acc: 0.60 ETA: 12s loss: 3.5799 acc: 0.59 ETA: 12s loss: 3.6098 acc: 0.60 ETA: 11s loss: 3.6432 acc: 0.61 ETA: 11s loss: 3.4663 acc: 0.63 ETA: 11s loss: 3.3155 acc: 0.64 ETA: 10s loss: 3.1859 acc: 0.64 ETA: 10s loss: 3.4338 acc: 0.62 ETA: 10s loss: 3.3153 acc: 0.63 ETA: 10s loss: 3.3509 acc: 0.63 ETA: 10s loss: 3.3140 acc: 0.63 ETA: 9s loss: 3.2977 acc: 0.6275 ETA: 9s loss: 3.2540 acc: 0.622 ETA: 9s loss: 3.2257 acc: 0.627 ETA: 9s loss: 3.1173 acc: 0.640 ETA: 9s loss: 3.1486 acc: 0.644 ETA: 9s loss: 3.2511 acc: 0.639 ETA: 8s loss: 3.3922 acc: 0.634 ETA: 8s loss: 3.5369 acc: 0.630 ETA: 8s loss: 3.6362 acc: 0.626 ETA: 8s loss: 3.5308 acc: 0.637 ETA: 8s loss: 3.7376 acc: 0.626 ETA: 8s loss: 3.9160 acc: 0.616 ETA: 8s loss: 3.8631 acc: 0.621 ETA: 8s loss: 3.7638 acc: 0.631 ETA: 8s loss: 3.8751 acc: 0.628 ETA: 7s loss: 3.8780 acc: 0.631 ETA: 7s loss: 3.7836 acc: 0.640 ETA: 7s loss: 3.8742 acc: 0.636 ETA: 7s loss: 3.8216 acc: 0.633 ETA: 7s loss: 3.7692 acc: 0.625 ETA: 7s loss: 3.7077 acc: 0.622 ETA: 7s loss: 3.6718 acc: 0.608 ETA: 7s loss: 3.7466 acc: 0.595 ETA: 7s loss: 3.7731 acc: 0.588 ETA: 7s loss: 3.8219 acc: 0.581 ETA: 7s loss: 3.9066 acc: 0.580 ETA: 6s loss: 3.9211 acc: 0.578 ETA: 6s loss: 3.8561 acc: 0.586 ETA: 6s loss: 3.8631 acc: 0.589 ETA: 6s loss: 3.8286 acc: 0.583 ETA: 6s loss: 3.8366 acc: 0.586 ETA: 6s loss: 3.7701 acc: 0.593 ETA: 6s loss: 3.8572 acc: 0.587 ETA: 6s loss: 3.8037 acc: 0.590 ETA: 6s loss: 3.8296 acc: 0.584 ETA: 6s loss: 3.8457 acc: 0.583 ETA: 5s loss: 3.7986 acc: 0.586 ETA: 5s loss: 3.8082 acc: 0.588 ETA: 5s loss: 3.7547 acc: 0.595 ETA: 5s loss: 3.7998 acc: 0.589 ETA: 5s loss: 3.7572 acc: 0.592 ETA: 5s loss: 3.7453 acc: 0.587 ETA: 5s loss: 3.7078 acc: 0.585 ETA: 5s loss: 3.7208 acc: 0.588 ETA: 5s loss: 3.6775 acc: 0.590 ETA: 5s loss: 3.6432 acc: 0.592 ETA: 5s loss: 3.6750 acc: 0.591 ETA: 5s loss: 3.7141 acc: 0.587 ETA: 5s loss: 3.6705 acc: 0.589 ETA: 5s loss: 3.6342 acc: 0.591 ETA: 4s loss: 3.6301 acc: 0.590 ETA: 4s loss: 3.5871 acc: 0.596 ETA: 4s loss: 3.5519 acc: 0.601 ETA: 4s loss: 3.5455 acc: 0.596 ETA: 4s loss: 3.5200 acc: 0.595 ETA: 4s loss: 3.4871 acc: 0.597 ETA: 4s loss: 3.4552 acc: 0.596 ETA: 4s loss: 3.4282 acc: 0.595 ETA: 4s loss: 3.4042 acc: 0.593 ETA: 4s loss: 3.3729 acc: 0.595 ETA: 4s loss: 3.3922 acc: 0.594 ETA: 3s loss: 3.3677 acc: 0.593 ETA: 3s loss: 3.3472 acc: 0.592 ETA: 3s loss: 3.3180 acc: 0.594 ETA: 3s loss: 3.2949 acc: 0.593 ETA: 3s loss: 3.2722 acc: 0.592 ETA: 3s loss: 3.2455 acc: 0.596 ETA: 3s loss: 3.2237 acc: 0.598 ETA: 3s loss: 3.1919 acc: 0.602 ETA: 3s loss: 3.1684 acc: 0.604 ETA: 3s loss: 3.1456 acc: 0.605 ETA: 3s loss: 3.1310 acc: 0.604 ETA: 3s loss: 3.1094 acc: 0.603 ETA: 3s loss: 3.0842 acc: 0.602 ETA: 2s loss: 3.1105 acc: 0.599 ETA: 2s loss: 3.0940 acc: 0.598 ETA: 2s loss: 3.0699 acc: 0.602 ETA: 2s loss: 3.0495 acc: 0.603 ETA: 2s loss: 3.0313 acc: 0.602 ETA: 2s loss: 3.0507 acc: 0.601 ETA: 2s loss: 3.0301 acc: 0.602 ETA: 2s loss: 3.0148 acc: 0.604 ETA: 2s loss: 3.0146 acc: 0.603 ETA: 2s loss: 2.9964 acc: 0.604 ETA: 2s loss: 2.9864 acc: 0.603 ETA: 2s loss: 2.9702 acc: 0.602 ETA: 2s loss: 2.9537 acc: 0.601 ETA: 2s loss: 2.9378 acc: 0.603 ETA: 1s loss: 2.9194 acc: 0.606 ETA: 1s loss: 2.9508 acc: 0.604 ETA: 1s loss: 2.9403 acc: 0.605 ETA: 1s loss: 2.9551 acc: 0.604 ETA: 1s loss: 2.9395 acc: 0.606 ETA: 1s loss: 2.9235 acc: 0.607 ETA: 1s loss: 2.9082 acc: 0.608 ETA: 1s loss: 2.8928 acc: 0.611 ETA: 1s loss: 2.8756 acc: 0.613 ETA: 1s loss: 2.8727 acc: 0.614 ETA: 1s loss: 2.8643 acc: 0.615 ETA: 1s loss: 2.8550 acc: 0.617 ETA: 1s loss: 2.8424 acc: 0.616 ETA: 1s loss: 2.8252 acc: 0.617 ETA: 1s loss: 2.8152 acc: 0.616 ETA: 1s loss: 2.7996 acc: 0.617 ETA: 1s loss: 2.7853 acc: 0.616 ETA: 0s loss: 2.7993 acc: 0.617 ETA: 0s loss: 2.8173 acc: 0.614 ETA: 0s loss: 2.7981 acc: 0.617 ETA: 0s loss: 2.7773 acc: 0.620 ETA: 0s loss: 2.7967 acc: 0.617 ETA: 0s loss: 2.8089 acc: 0.618 ETA: 0s loss: 2.8124 acc: 0.618 ETA: 0s loss: 2.8010 acc: 0.619 ETA: 0s loss: 2.7838 acc: 0.621 ETA: 0s loss: 2.7701 acc: 0.622 ETA: 0s loss: 2.7556 acc: 0.623 ETA: 0s loss: 2.7407 acc: 0.626 ETA: 0s loss: 2.7544 acc: 0.625 11s 20ms/step loss: 2.7429 acc: 0.6263 val loss: 0.9885 val acc: 0.8723
Epoch 2/4
562/562 [==============================] ETA: 9s loss: 0.4999 acc: 1.000 ETA: 9s loss: 0.6119 acc: 0.833 ETA: 8s loss: 2.0132 acc: 0.600 ETA: 8s loss: 2.3664 acc: 0.428 ETA: 9s loss: 2.1256 acc: 0.444 ETA: 10s loss: 1.8835 acc: 0.50 ETA: 9s loss: 1.7365 acc: 0.5385 ETA: 9s loss: 1.6064 acc: 0.600 ETA: 9s loss: 1.5193 acc: 0.617 ETA: 9s loss: 2.1777 acc: 0.605 ETA: 9s loss: 2.0697 acc: 0.595 ETA: 9s loss: 1.9875 acc: 0.587 ETA: 8s loss: 2.2260 acc: 0.580 ETA: 8s loss: 2.1382 acc: 0.592 ETA: 8s loss: 2.0575 acc: 0.603 ETA: 8s loss: 2.2313 acc: 0.612 ETA: 9s loss: 2.1929 acc: 0.625 ETA: 9s loss: 2.1569 acc: 0.636 ETA: 9s loss: 2.1539 acc: 0.614 ETA: 9s loss: 2.1220 acc: 0.625 ETA: 9s loss: 2.0500 acc: 0.631 ETA: 9s loss: 2.0452 acc: 0.625 ETA: 9s loss: 1.9923 acc: 0.642 ETA: 9s loss: 1.9671 acc: 0.651 ETA: 9s loss: 1.9653 acc: 0.644 ETA: 9s loss: 1.9448 acc: 0.652 ETA: 9s loss: 1.8919 acc: 0.666 ETA: 9s loss: 1.8794 acc: 0.663 ETA: 9s loss: 1.8707 acc: 0.660 ETA: 9s loss: 1.8452 acc: 0.653 ETA: 9s loss: 1.8150 acc: 0.648 ETA: 9s loss: 1.8011 acc: 0.645 ETA: 9s loss: 1.7757 acc: 0.651 ETA: 9s loss: 1.7630 acc: 0.640 ETA: 9s loss: 1.8716 acc: 0.627 ETA: 9s loss: 1.8342 acc: 0.639 ETA: 9s loss: 1.7937 acc: 0.642 ETA: 9s loss: 1.7880 acc: 0.623 ETA: 8s loss: 1.8724 acc: 0.619 ETA: 8s loss: 1.8312 acc: 0.630 ETA: 8s loss: 1.8481 acc: 0.612 ETA: 8s loss: 1.8135 acc: 0.623 ETA: 8s loss: 1.7842 acc: 0.633 ETA: 8s loss: 1.7698 acc: 0.638 ETA: 8s loss: 1.7515 acc: 0.634 ETA: 8s loss: 1.7252 acc: 0.637 ETA: 8s loss: 1.6924 acc: 0.646 ETA: 8s loss: 1.7284 acc: 0.642 ETA: 8s loss: 1.7140 acc: 0.647 ETA: 8s loss: 1.6996 acc: 0.643 ETA: 7s loss: 1.6829 acc: 0.640 ETA: 7s loss: 1.6715 acc: 0.637 ETA: 7s loss: 1.7008 acc: 0.639 ETA: 7s loss: 1.6780 acc: 0.647 ETA: 7s loss: 1.6649 acc: 0.644 ETA: 7s loss: 1.6505 acc: 0.648 ETA: 7s loss: 1.6211 acc: 0.655 ETA: 7s loss: 1.6086 acc: 0.658 ETA: 7s loss: 1.5971 acc: 0.661 ETA: 7s loss: 1.5934 acc: 0.660 ETA: 7s loss: 1.6283 acc: 0.661 ETA: 7s loss: 1.6905 acc: 0.654 ETA: 7s loss: 1.6622 acc: 0.660 ETA: 7s loss: 1.6509 acc: 0.657 ETA: 6s loss: 1.6293 acc: 0.663 ETA: 6s loss: 1.6069 acc: 0.669 ETA: 6s loss: 1.6126 acc: 0.658 ETA: 6s loss: 1.5896 acc: 0.663 ETA: 6s loss: 1.5814 acc: 0.661 ETA: 6s loss: 1.5615 acc: 0.666 ETA: 6s loss: 1.5553 acc: 0.664 ETA: 6s loss: 1.5375 acc: 0.669 ETA: 6s loss: 1.5250 acc: 0.670 ETA: 6s loss: 1.5057 acc: 0.675 ETA: 5s loss: 1.4876 acc: 0.680 ETA: 5s loss: 1.4820 acc: 0.677 ETA: 5s loss: 1.4766 acc: 0.675 ETA: 5s loss: 1.4611 acc: 0.679 ETA: 5s loss: 1.4627 acc: 0.677 ETA: 5s loss: 1.4484 acc: 0.681 ETA: 5s loss: 1.4323 acc: 0.686 ETA: 5s loss: 1.4239 acc: 0.687 ETA: 5s loss: 1.4131 acc: 0.687 ETA: 5s loss: 1.4083 acc: 0.685 ETA: 5s loss: 1.3983 acc: 0.686 ETA: 4s loss: 1.3867 acc: 0.690 ETA: 4s loss: 1.3771 acc: 0.687 ETA: 4s loss: 1.3700 acc: 0.688 ETA: 4s loss: 1.4096 acc: 0.686 ETA: 4s loss: 1.4210 acc: 0.681 ETA: 4s loss: 1.4100 acc: 0.684 ETA: 4s loss: 1.4111 acc: 0.682 ETA: 4s loss: 1.4025 acc: 0.683 ETA: 4s loss: 1.3949 acc: 0.685 ETA: 4s loss: 1.4056 acc: 0.684 ETA: 4s loss: 1.4107 acc: 0.683 ETA: 4s loss: 1.4446 acc: 0.681 ETA: 4s loss: 1.4504 acc: 0.676 ETA: 4s loss: 1.4481 acc: 0.675 ETA: 4s loss: 1.4531 acc: 0.674 ETA: 4s loss: 1.4464 acc: 0.672 ETA: 3s loss: 1.4822 acc: 0.667 ETA: 3s loss: 1.4821 acc: 0.665 ETA: 3s loss: 1.4721 acc: 0.666 ETA: 3s loss: 1.4705 acc: 0.664 ETA: 3s loss: 1.4671 acc: 0.665 ETA: 3s loss: 1.4597 acc: 0.666 ETA: 3s loss: 1.4544 acc: 0.667 ETA: 3s loss: 1.5131 acc: 0.665 ETA: 3s loss: 1.5048 acc: 0.669 ETA: 3s loss: 1.4991 acc: 0.670 ETA: 3s loss: 1.4914 acc: 0.673 ETA: 3s loss: 1.4848 acc: 0.674 ETA: 2s loss: 1.5153 acc: 0.674 ETA: 2s loss: 1.5113 acc: 0.673 ETA: 2s loss: 1.5098 acc: 0.669 ETA: 2s loss: 1.5025 acc: 0.672 ETA: 2s loss: 1.4961 acc: 0.670 ETA: 2s loss: 1.4963 acc: 0.666 ETA: 2s loss: 1.4872 acc: 0.669 ETA: 2s loss: 1.4795 acc: 0.670 ETA: 2s loss: 1.4756 acc: 0.671 ETA: 2s loss: 1.4654 acc: 0.671 ETA: 2s loss: 1.4599 acc: 0.673 ETA: 2s loss: 1.4544 acc: 0.674 ETA: 1s loss: 1.4532 acc: 0.674 ETA: 1s loss: 1.4426 acc: 0.677 ETA: 1s loss: 1.4352 acc: 0.678 ETA: 1s loss: 1.4346 acc: 0.678 ETA: 1s loss: 1.4291 acc: 0.680 ETA: 1s loss: 1.4572 acc: 0.678 ETA: 1s loss: 1.4576 acc: 0.677 ETA: 1s loss: 1.4515 acc: 0.677 ETA: 1s loss: 1.4412 acc: 0.680 ETA: 1s loss: 1.4634 acc: 0.680 ETA: 1s loss: 1.4584 acc: 0.681 ETA: 1s loss: 1.4604 acc: 0.680 ETA: 1s loss: 1.4539 acc: 0.680 ETA: 1s loss: 1.4436 acc: 0.683 ETA: 0s loss: 1.4482 acc: 0.681 ETA: 0s loss: 1.4501 acc: 0.678 ETA: 0s loss: 1.4447 acc: 0.678 ETA: 0s loss: 1.4374 acc: 0.679 ETA: 0s loss: 1.4326 acc: 0.678 ETA: 0s loss: 1.4328 acc: 0.676 ETA: 0s loss: 1.4541 acc: 0.677 ETA: 0s loss: 1.4517 acc: 0.675 ETA: 0s loss: 1.4455 acc: 0.676 ETA: 0s loss: 1.4429 acc: 0.677 ETA: 0s loss: 1.4442 acc: 0.675 ETA: 0s loss: 1.4411 acc: 0.676 ETA: 0s loss: 1.4369 acc: 0.675 11s 20ms/step loss: 1.4334 acc: 0.6762 val loss: 0.7867 val acc: 0.8511
Epoch 3/4
562/562 [==============================] ETA: 6s loss: 1.2730 acc: 0.500 ETA: 7s loss: 0.9986 acc: 0.666 ETA: 7s loss: 1.1061 acc: 0.600 ETA: 7s loss: 0.8853 acc: 0.714 ETA: 7s loss: 0.9098 acc: 0.666 ETA: 7s loss: 1.0008 acc: 0.590 ETA: 7s loss: 1.0486 acc: 0.576 ETA: 7s loss: 1.0619 acc: 0.566 ETA: 7s loss: 1.0058 acc: 0.588 ETA: 7s loss: 0.9793 acc: 0.605 ETA: 7s loss: 0.9284 acc: 0.642 ETA: 7s loss: 0.9711 acc: 0.630 ETA: 7s loss: 0.9239 acc: 0.660 ETA: 7s loss: 0.8926 acc: 0.666 ETA: 7s loss: 0.8973 acc: 0.655 ETA: 6s loss: 0.8804 acc: 0.661 ETA: 6s loss: 0.8726 acc: 0.666 ETA: 6s loss: 0.8615 acc: 0.671 ETA: 6s loss: 0.8408 acc: 0.689 ETA: 6s loss: 0.8156 acc: 0.705 ETA: 6s loss: 0.8461 acc: 0.682 ETA: 6s loss: 0.8542 acc: 0.686 ETA: 6s loss: 0.8429 acc: 0.688 ETA: 6s loss: 0.8139 acc: 0.697 ETA: 6s loss: 0.8047 acc: 0.700 ETA: 6s loss: 0.7966 acc: 0.701 ETA: 6s loss: 0.9448 acc: 0.694 ETA: 6s loss: 1.0608 acc: 0.696 ETA: 6s loss: 1.0527 acc: 0.698 ETA: 6s loss: 1.0346 acc: 0.700 ETA: 6s loss: 1.0532 acc: 0.685 ETA: 5s loss: 1.0564 acc: 0.679 ETA: 5s loss: 1.0545 acc: 0.666 ETA: 5s loss: 1.0575 acc: 0.659 ETA: 5s loss: 1.1036 acc: 0.654 ETA: 5s loss: 1.0838 acc: 0.664 ETA: 5s loss: 1.0656 acc: 0.673 ETA: 5s loss: 1.0887 acc: 0.668 ETA: 5s loss: 1.1506 acc: 0.664 ETA: 5s loss: 1.1302 acc: 0.672 ETA: 5s loss: 1.1209 acc: 0.668 ETA: 5s loss: 1.1166 acc: 0.664 ETA: 5s loss: 1.1037 acc: 0.666 ETA: 5s loss: 1.1875 acc: 0.662 ETA: 5s loss: 1.1849 acc: 0.659 ETA: 5s loss: 1.1640 acc: 0.666 ETA: 5s loss: 1.1423 acc: 0.673 ETA: 5s loss: 1.1294 acc: 0.675 ETA: 4s loss: 1.1108 acc: 0.681 ETA: 4s loss: 1.1073 acc: 0.678 ETA: 4s loss: 1.0974 acc: 0.679 ETA: 4s loss: 1.1024 acc: 0.676 ETA: 4s loss: 1.1002 acc: 0.677 ETA: 4s loss: 1.1014 acc: 0.674 ETA: 4s loss: 1.0860 acc: 0.680 ETA: 4s loss: 1.0694 acc: 0.685 ETA: 4s loss: 1.0584 acc: 0.687 ETA: 4s loss: 1.0432 acc: 0.692 ETA: 4s loss: 1.0282 acc: 0.697 ETA: 4s loss: 1.0141 acc: 0.702 ETA: 4s loss: 0.9996 acc: 0.707 ETA: 4s loss: 1.0058 acc: 0.704 ETA: 4s loss: 0.9920 acc: 0.708 ETA: 4s loss: 1.0943 acc: 0.701 ETA: 4s loss: 1.0939 acc: 0.698 ETA: 4s loss: 1.0955 acc: 0.695 ETA: 4s loss: 1.1048 acc: 0.692 ETA: 4s loss: 1.1083 acc: 0.689 ETA: 4s loss: 1.1703 acc: 0.679 ETA: 4s loss: 1.1817 acc: 0.673 ETA: 4s loss: 1.1773 acc: 0.671 ETA: 3s loss: 1.1745 acc: 0.672 ETA: 3s loss: 1.1748 acc: 0.666 ETA: 3s loss: 1.1684 acc: 0.667 ETA: 3s loss: 1.1646 acc: 0.668 ETA: 3s loss: 1.1613 acc: 0.666 ETA: 3s loss: 1.1618 acc: 0.664 ETA: 3s loss: 1.1549 acc: 0.665 ETA: 3s loss: 1.1436 acc: 0.669 ETA: 3s loss: 1.1393 acc: 0.670 ETA: 3s loss: 1.1367 acc: 0.671 ETA: 3s loss: 1.1298 acc: 0.669 ETA: 3s loss: 1.1453 acc: 0.667 ETA: 3s loss: 1.1370 acc: 0.668 ETA: 3s loss: 1.1271 acc: 0.672 ETA: 3s loss: 1.1168 acc: 0.676 ETA: 3s loss: 1.1088 acc: 0.677 ETA: 3s loss: 1.0984 acc: 0.680 ETA: 2s loss: 1.0933 acc: 0.681 ETA: 2s loss: 1.0905 acc: 0.679 ETA: 2s loss: 1.0849 acc: 0.680 ETA: 2s loss: 1.0847 acc: 0.678 ETA: 2s loss: 1.0984 acc: 0.673 ETA: 2s loss: 1.0882 acc: 0.677 ETA: 2s loss: 1.0782 acc: 0.680 ETA: 2s loss: 1.0853 acc: 0.676 ETA: 2s loss: 1.0862 acc: 0.676 ETA: 2s loss: 1.0821 acc: 0.677 ETA: 2s loss: 1.0858 acc: 0.675 ETA: 2s loss: 1.0834 acc: 0.676 ETA: 2s loss: 1.0764 acc: 0.679 ETA: 2s loss: 1.0732 acc: 0.680 ETA: 2s loss: 1.1037 acc: 0.681 ETA: 2s loss: 1.0980 acc: 0.681 ETA: 2s loss: 1.0932 acc: 0.682 ETA: 1s loss: 1.0933 acc: 0.680 ETA: 1s loss: 1.0915 acc: 0.681 ETA: 1s loss: 1.0995 acc: 0.677 ETA: 1s loss: 1.0974 acc: 0.675 ETA: 1s loss: 1.0926 acc: 0.675 ETA: 1s loss: 1.0926 acc: 0.674 ETA: 1s loss: 1.0935 acc: 0.672 ETA: 1s loss: 1.0899 acc: 0.673 ETA: 1s loss: 1.0912 acc: 0.671 ETA: 1s loss: 1.0912 acc: 0.670 ETA: 1s loss: 1.0910 acc: 0.668 ETA: 1s loss: 1.0935 acc: 0.667 ETA: 1s loss: 1.0880 acc: 0.670 ETA: 1s loss: 1.0811 acc: 0.672 ETA: 1s loss: 1.0780 acc: 0.673 ETA: 1s loss: 1.0746 acc: 0.674 ETA: 1s loss: 1.0680 acc: 0.676 ETA: 0s loss: 1.0649 acc: 0.677 ETA: 0s loss: 1.0605 acc: 0.678 ETA: 0s loss: 1.0583 acc: 0.676 ETA: 0s loss: 1.0549 acc: 0.676 ETA: 0s loss: 1.0523 acc: 0.675 ETA: 0s loss: 1.0568 acc: 0.673 ETA: 0s loss: 1.0558 acc: 0.672 ETA: 0s loss: 1.0488 acc: 0.674 ETA: 0s loss: 1.0421 acc: 0.677 ETA: 0s loss: 1.0356 acc: 0.679 ETA: 0s loss: 1.0317 acc: 0.680 ETA: 0s loss: 1.0254 acc: 0.682 ETA: 0s loss: 1.0264 acc: 0.681 ETA: 0s loss: 1.0232 acc: 0.681 ETA: 0s loss: 1.0202 acc: 0.682 9s 16ms/step loss: 1.0141 acc: 0.6851 val loss: 0.7338 val acc: 0.8440
Epoch 4/4
562/562 [==============================] ETA: 10s loss: 1.4161 acc: 0.50 ETA: 9s loss: 1.3466 acc: 0.5000 ETA: 8s loss: 1.0125 acc: 0.600 ETA: 7s loss: 0.8850 acc: 0.642 ETA: 7s loss: 2.5586 acc: 0.555 ETA: 7s loss: 2.1149 acc: 0.636 ETA: 7s loss: 1.8003 acc: 0.692 ETA: 7s loss: 1.7393 acc: 0.666 ETA: 7s loss: 1.6658 acc: 0.647 ETA: 7s loss: 1.6197 acc: 0.631 ETA: 7s loss: 1.5087 acc: 0.642 ETA: 7s loss: 1.4108 acc: 0.652 ETA: 7s loss: 1.3446 acc: 0.660 ETA: 8s loss: 1.3317 acc: 0.648 ETA: 7s loss: 1.2986 acc: 0.637 ETA: 7s loss: 1.2983 acc: 0.645 ETA: 7s loss: 1.2970 acc: 0.636 ETA: 7s loss: 1.2656 acc: 0.628 ETA: 7s loss: 1.2142 acc: 0.648 ETA: 7s loss: 1.2291 acc: 0.641 ETA: 7s loss: 1.2168 acc: 0.646 ETA: 7s loss: 1.1971 acc: 0.639 ETA: 7s loss: 1.1788 acc: 0.633 ETA: 7s loss: 1.1406 acc: 0.648 ETA: 7s loss: 1.1106 acc: 0.663 ETA: 7s loss: 1.0829 acc: 0.676 ETA: 7s loss: 1.0970 acc: 0.673 ETA: 7s loss: 1.0659 acc: 0.685 ETA: 7s loss: 1.0360 acc: 0.696 ETA: 7s loss: 1.0174 acc: 0.698 ETA: 6s loss: 1.1370 acc: 0.691 ETA: 6s loss: 1.1037 acc: 0.701 ETA: 6s loss: 1.0846 acc: 0.703 ETA: 6s loss: 1.0561 acc: 0.712 ETA: 6s loss: 1.0395 acc: 0.713 ETA: 6s loss: 1.1186 acc: 0.707 ETA: 6s loss: 1.0887 acc: 0.715 ETA: 6s loss: 1.0916 acc: 0.709 ETA: 6s loss: 1.0973 acc: 0.703 ETA: 6s loss: 1.0876 acc: 0.705 ETA: 6s loss: 1.0848 acc: 0.706 ETA: 6s loss: 1.0671 acc: 0.713 ETA: 6s loss: 1.1231 acc: 0.708 ETA: 6s loss: 1.1150 acc: 0.709 ETA: 6s loss: 1.1874 acc: 0.710 ETA: 5s loss: 1.1784 acc: 0.711 ETA: 5s loss: 1.1606 acc: 0.717 ETA: 5s loss: 1.1614 acc: 0.707 ETA: 5s loss: 1.1514 acc: 0.708 ETA: 5s loss: 1.1372 acc: 0.714 ETA: 5s loss: 1.1293 acc: 0.715 ETA: 5s loss: 1.1153 acc: 0.715 ETA: 5s loss: 1.1132 acc: 0.711 ETA: 5s loss: 1.1005 acc: 0.712 ETA: 5s loss: 1.0953 acc: 0.708 ETA: 5s loss: 1.0961 acc: 0.709 ETA: 5s loss: 1.0843 acc: 0.714 ETA: 5s loss: 1.0886 acc: 0.704 ETA: 5s loss: 1.0859 acc: 0.705 ETA: 4s loss: 1.0741 acc: 0.710 ETA: 4s loss: 1.0645 acc: 0.710 ETA: 4s loss: 1.0511 acc: 0.713 ETA: 4s loss: 1.0466 acc: 0.714 ETA: 4s loss: 1.0553 acc: 0.710 ETA: 4s loss: 1.0494 acc: 0.711 ETA: 4s loss: 1.0500 acc: 0.712 ETA: 4s loss: 1.0461 acc: 0.712 ETA: 4s loss: 1.0332 acc: 0.716 ETA: 4s loss: 1.0368 acc: 0.713 ETA: 4s loss: 1.0493 acc: 0.707 ETA: 4s loss: 1.0559 acc: 0.704 ETA: 4s loss: 1.0622 acc: 0.704 ETA: 4s loss: 1.0876 acc: 0.695 ETA: 3s loss: 1.0846 acc: 0.695 ETA: 3s loss: 1.0765 acc: 0.696 ETA: 3s loss: 1.0674 acc: 0.700 ETA: 3s loss: 1.0598 acc: 0.704 ETA: 3s loss: 1.0576 acc: 0.701 ETA: 3s loss: 1.0561 acc: 0.699 ETA: 3s loss: 1.1039 acc: 0.693 ETA: 3s loss: 1.0940 acc: 0.697 ETA: 3s loss: 1.0903 acc: 0.698 ETA: 3s loss: 1.0865 acc: 0.698 ETA: 3s loss: 1.0865 acc: 0.696 ETA: 3s loss: 1.0813 acc: 0.697 ETA: 3s loss: 1.0819 acc: 0.694 ETA: 3s loss: 1.0721 acc: 0.698 ETA: 3s loss: 1.0725 acc: 0.696 ETA: 3s loss: 1.0631 acc: 0.699 ETA: 3s loss: 1.0824 acc: 0.694 ETA: 2s loss: 1.0799 acc: 0.694 ETA: 2s loss: 1.0783 acc: 0.691 ETA: 2s loss: 1.1264 acc: 0.684 ETA: 2s loss: 1.1231 acc: 0.682 ETA: 2s loss: 1.1176 acc: 0.683 ETA: 2s loss: 1.1085 acc: 0.686 ETA: 2s loss: 1.1006 acc: 0.689 ETA: 2s loss: 1.0978 acc: 0.690 ETA: 2s loss: 1.0954 acc: 0.691 ETA: 2s loss: 1.0930 acc: 0.691 ETA: 2s loss: 1.0850 acc: 0.694 ETA: 2s loss: 1.0853 acc: 0.692 ETA: 2s loss: 1.0790 acc: 0.693 ETA: 2s loss: 1.0792 acc: 0.691 ETA: 2s loss: 1.0779 acc: 0.691 ETA: 2s loss: 1.0908 acc: 0.690 ETA: 1s loss: 1.0913 acc: 0.690 ETA: 1s loss: 1.0869 acc: 0.691 ETA: 1s loss: 1.0878 acc: 0.689 ETA: 1s loss: 1.0821 acc: 0.690 ETA: 1s loss: 1.0919 acc: 0.686 ETA: 1s loss: 1.0855 acc: 0.688 ETA: 1s loss: 1.0775 acc: 0.691 ETA: 1s loss: 1.0814 acc: 0.687 ETA: 1s loss: 1.0763 acc: 0.687 ETA: 1s loss: 1.0687 acc: 0.690 ETA: 1s loss: 1.0654 acc: 0.690 ETA: 1s loss: 1.0648 acc: 0.691 ETA: 1s loss: 1.0592 acc: 0.691 ETA: 1s loss: 1.0524 acc: 0.694 ETA: 1s loss: 1.0504 acc: 0.694 ETA: 1s loss: 1.0479 acc: 0.693 ETA: 0s loss: 1.0514 acc: 0.691 ETA: 0s loss: 1.0477 acc: 0.692 ETA: 0s loss: 1.0441 acc: 0.692 ETA: 0s loss: 1.0415 acc: 0.692 ETA: 0s loss: 1.0347 acc: 0.695 ETA: 0s loss: 1.0585 acc: 0.695 ETA: 0s loss: 1.0547 acc: 0.696 ETA: 0s loss: 1.0493 acc: 0.698 ETA: 0s loss: 1.0422 acc: 0.700 ETA: 0s loss: 1.0402 acc: 0.701 ETA: 0s loss: 1.0387 acc: 0.699 ETA: 0s loss: 1.0356 acc: 0.700 ETA: 0s loss: 1.0362 acc: 0.700 ETA: 0s loss: 1.0303 acc: 0.702 ETA: 0s loss: 1.0249 acc: 0.704 ETA: 0s loss: 1.0264 acc: 0.705 ETA: 0s loss: 1.0208 acc: 0.707 9s 16ms/step loss: 1.0179 acc: 0.7082 val loss: 0.6061 val acc: 0.8723
141/141 [==============================] ETA: ETA: ETA: ETA: 1s 5ms/step
(562, 1612)
Train on 562 samples, validate on 141 samples
Epoch 1/4
562/562 [==============================] ETA: 2:32 loss: 9.6814 acc: 0.0000e+0 ETA: 56s loss: 5.8770 acc: 0.5000 ETA: 36s loss: 5.6866 acc: 0.50 ETA: 29s loss: 5.2498 acc: 0.57 ETA: 24s loss: 5.8741 acc: 0.55 ETA: 21s loss: 5.5396 acc: 0.59 ETA: 19s loss: 5.3083 acc: 0.61 ETA: 18s loss: 4.6005 acc: 0.66 ETA: 17s loss: 4.0670 acc: 0.70 ETA: 16s loss: 4.0767 acc: 0.71 ETA: 15s loss: 4.4653 acc: 0.69 ETA: 15s loss: 4.6311 acc: 0.68 ETA: 14s loss: 4.2452 acc: 0.70 ETA: 13s loss: 4.2288 acc: 0.71 ETA: 13s loss: 4.2181 acc: 0.71 ETA: 13s loss: 3.9370 acc: 0.73 ETA: 12s loss: 3.9428 acc: 0.73 ETA: 12s loss: 3.7113 acc: 0.75 ETA: 12s loss: 3.5078 acc: 0.76 ETA: 11s loss: 3.3232 acc: 0.77 ETA: 11s loss: 3.3585 acc: 0.77 ETA: 11s loss: 3.3905 acc: 0.77 ETA: 11s loss: 3.4195 acc: 0.77 ETA: 11s loss: 3.2708 acc: 0.78 ETA: 10s loss: 3.3025 acc: 0.78 ETA: 10s loss: 3.1705 acc: 0.79 ETA: 10s loss: 3.0500 acc: 0.79 ETA: 10s loss: 3.0915 acc: 0.79 ETA: 9s loss: 2.9814 acc: 0.8036 ETA: 9s loss: 3.0176 acc: 0.801 ETA: 9s loss: 3.0516 acc: 0.800 ETA: 9s loss: 3.2144 acc: 0.790 ETA: 9s loss: 3.4917 acc: 0.773 ETA: 9s loss: 3.7522 acc: 0.757 ETA: 9s loss: 3.8789 acc: 0.750 ETA: 8s loss: 3.7699 acc: 0.757 ETA: 8s loss: 3.7771 acc: 0.756 ETA: 8s loss: 3.9206 acc: 0.743 ETA: 8s loss: 3.8174 acc: 0.750 ETA: 8s loss: 3.8228 acc: 0.750 ETA: 8s loss: 3.8768 acc: 0.743 ETA: 8s loss: 3.8805 acc: 0.743 ETA: 8s loss: 3.7882 acc: 0.750 ETA: 7s loss: 3.7938 acc: 0.750 ETA: 7s loss: 3.7105 acc: 0.755 ETA: 7s loss: 3.6281 acc: 0.761 ETA: 7s loss: 3.7200 acc: 0.755 ETA: 7s loss: 3.6410 acc: 0.760 ETA: 7s loss: 3.6100 acc: 0.760 ETA: 7s loss: 3.5424 acc: 0.765 ETA: 7s loss: 3.5297 acc: 0.760 ETA: 7s loss: 3.5124 acc: 0.759 ETA: 7s loss: 3.5662 acc: 0.754 ETA: 6s loss: 3.5415 acc: 0.750 ETA: 6s loss: 3.6104 acc: 0.740 ETA: 6s loss: 3.6593 acc: 0.727 ETA: 6s loss: 3.6481 acc: 0.723 ETA: 6s loss: 3.6239 acc: 0.721 ETA: 6s loss: 3.6010 acc: 0.717 ETA: 6s loss: 3.5538 acc: 0.717 ETA: 6s loss: 3.5034 acc: 0.722 ETA: 6s loss: 3.4732 acc: 0.723 ETA: 6s loss: 3.4893 acc: 0.723 ETA: 6s loss: 3.4443 acc: 0.728 ETA: 6s loss: 3.4285 acc: 0.728 ETA: 5s loss: 3.4479 acc: 0.720 ETA: 5s loss: 3.3982 acc: 0.725 ETA: 5s loss: 3.3805 acc: 0.725 ETA: 5s loss: 3.3506 acc: 0.722 ETA: 5s loss: 3.3170 acc: 0.719 ETA: 5s loss: 3.2843 acc: 0.712 ETA: 5s loss: 3.2638 acc: 0.702 ETA: 5s loss: 3.2707 acc: 0.695 ETA: 5s loss: 3.2426 acc: 0.696 ETA: 5s loss: 3.2072 acc: 0.700 ETA: 5s loss: 3.1873 acc: 0.701 ETA: 4s loss: 3.1568 acc: 0.705 ETA: 4s loss: 3.1262 acc: 0.709 ETA: 4s loss: 3.1028 acc: 0.709 ETA: 4s loss: 3.0701 acc: 0.713 ETA: 4s loss: 3.0346 acc: 0.717 ETA: 4s loss: 3.0800 acc: 0.714 ETA: 4s loss: 3.0509 acc: 0.717 ETA: 4s loss: 3.0234 acc: 0.721 ETA: 4s loss: 2.9896 acc: 0.724 ETA: 4s loss: 2.9648 acc: 0.727 ETA: 4s loss: 2.9384 acc: 0.728 ETA: 4s loss: 2.9115 acc: 0.731 ETA: 3s loss: 2.9604 acc: 0.725 ETA: 3s loss: 3.0114 acc: 0.717 ETA: 3s loss: 3.0036 acc: 0.717 ETA: 3s loss: 2.9769 acc: 0.721 ETA: 3s loss: 2.9522 acc: 0.724 ETA: 3s loss: 2.9338 acc: 0.721 ETA: 3s loss: 2.9141 acc: 0.721 ETA: 3s loss: 2.9328 acc: 0.722 ETA: 3s loss: 2.9162 acc: 0.717 ETA: 3s loss: 2.9070 acc: 0.712 ETA: 3s loss: 2.8902 acc: 0.710 ETA: 3s loss: 2.8752 acc: 0.705 ETA: 3s loss: 2.8588 acc: 0.703 ETA: 2s loss: 2.8395 acc: 0.706 ETA: 2s loss: 2.8198 acc: 0.709 ETA: 2s loss: 2.8063 acc: 0.707 ETA: 2s loss: 2.7913 acc: 0.705 ETA: 2s loss: 2.7761 acc: 0.701 ETA: 2s loss: 2.7611 acc: 0.703 ETA: 2s loss: 2.7434 acc: 0.704 ETA: 2s loss: 2.7327 acc: 0.702 ETA: 2s loss: 2.7186 acc: 0.700 ETA: 2s loss: 2.7251 acc: 0.696 ETA: 2s loss: 2.7117 acc: 0.696 ETA: 2s loss: 2.6949 acc: 0.699 ETA: 2s loss: 2.6800 acc: 0.700 ETA: 1s loss: 2.6673 acc: 0.700 ETA: 1s loss: 2.6534 acc: 0.700 ETA: 1s loss: 2.6386 acc: 0.703 ETA: 1s loss: 2.6257 acc: 0.703 ETA: 1s loss: 2.6143 acc: 0.700 ETA: 1s loss: 2.6030 acc: 0.698 ETA: 1s loss: 2.5905 acc: 0.698 ETA: 1s loss: 2.5780 acc: 0.699 ETA: 1s loss: 2.5943 acc: 0.699 ETA: 1s loss: 2.5814 acc: 0.700 ETA: 1s loss: 2.5688 acc: 0.698 ETA: 1s loss: 2.5562 acc: 0.700 ETA: 1s loss: 2.5446 acc: 0.699 ETA: 1s loss: 2.5305 acc: 0.699 ETA: 0s loss: 2.5184 acc: 0.700 ETA: 0s loss: 2.5344 acc: 0.700 ETA: 0s loss: 2.5182 acc: 0.702 ETA: 0s loss: 2.5005 acc: 0.705 ETA: 0s loss: 2.4847 acc: 0.707 ETA: 0s loss: 2.4983 acc: 0.707 ETA: 0s loss: 2.4986 acc: 0.707 ETA: 0s loss: 2.4805 acc: 0.710 ETA: 0s loss: 2.4638 acc: 0.712 ETA: 0s loss: 2.4910 acc: 0.708 ETA: 0s loss: 2.4744 acc: 0.710 ETA: 0s loss: 2.4896 acc: 0.709 ETA: 0s loss: 2.5105 acc: 0.707 11s 19ms/step loss: 2.4981 acc: 0.7082 val loss: 1.5523 val acc: 0.6454
Epoch 2/4
562/562 [==============================] ETA: 9s loss: 11.3185 acc: 0.0000e+ ETA: 9s loss: 4.5634 acc: 0.3333 ETA: 9s loss: 3.2655 acc: 0.500 ETA: 9s loss: 2.4976 acc: 0.642 ETA: 9s loss: 2.1257 acc: 0.666 ETA: 9s loss: 2.2195 acc: 0.681 ETA: 9s loss: 2.0192 acc: 0.692 ETA: 9s loss: 1.8216 acc: 0.733 ETA: 8s loss: 1.6768 acc: 0.764 ETA: 8s loss: 1.5366 acc: 0.789 ETA: 8s loss: 1.6417 acc: 0.785 ETA: 8s loss: 1.5642 acc: 0.804 ETA: 8s loss: 1.5194 acc: 0.800 ETA: 8s loss: 1.4749 acc: 0.796 ETA: 8s loss: 1.4467 acc: 0.775 ETA: 8s loss: 1.6647 acc: 0.758 ETA: 8s loss: 1.6027 acc: 0.772 ETA: 8s loss: 1.5949 acc: 0.750 ETA: 8s loss: 1.5536 acc: 0.750 ETA: 8s loss: 1.6144 acc: 0.750 ETA: 8s loss: 1.5996 acc: 0.750 ETA: 8s loss: 1.5541 acc: 0.761 ETA: 8s loss: 1.5147 acc: 0.772 ETA: 8s loss: 1.4744 acc: 0.782 ETA: 8s loss: 1.4408 acc: 0.770 ETA: 8s loss: 1.4309 acc: 0.770 ETA: 7s loss: 1.4104 acc: 0.769 ETA: 7s loss: 1.3832 acc: 0.777 ETA: 7s loss: 1.3512 acc: 0.776 ETA: 7s loss: 1.3204 acc: 0.784 ETA: 7s loss: 1.3182 acc: 0.779 ETA: 7s loss: 1.3132 acc: 0.775 ETA: 7s loss: 1.2951 acc: 0.778 ETA: 7s loss: 1.3058 acc: 0.769 ETA: 7s loss: 1.3013 acc: 0.769 ETA: 7s loss: 1.3233 acc: 0.761 ETA: 7s loss: 1.2974 acc: 0.768 ETA: 7s loss: 1.2711 acc: 0.774 ETA: 7s loss: 1.2460 acc: 0.780 ETA: 7s loss: 1.2246 acc: 0.786 ETA: 7s loss: 1.2590 acc: 0.779 ETA: 7s loss: 1.2539 acc: 0.775 ETA: 7s loss: 1.3348 acc: 0.768 ETA: 7s loss: 1.4163 acc: 0.762 ETA: 7s loss: 1.4256 acc: 0.750 ETA: 7s loss: 1.3974 acc: 0.755 ETA: 6s loss: 1.3701 acc: 0.761 ETA: 6s loss: 1.3547 acc: 0.761 ETA: 6s loss: 1.3413 acc: 0.760 ETA: 6s loss: 1.3193 acc: 0.766 ETA: 6s loss: 1.3208 acc: 0.765 ETA: 6s loss: 1.3286 acc: 0.762 ETA: 6s loss: 1.3130 acc: 0.762 ETA: 6s loss: 1.3463 acc: 0.757 ETA: 6s loss: 1.3259 acc: 0.762 ETA: 6s loss: 1.3131 acc: 0.761 ETA: 6s loss: 1.3285 acc: 0.752 ETA: 6s loss: 1.3208 acc: 0.752 ETA: 6s loss: 1.3041 acc: 0.756 ETA: 6s loss: 1.2915 acc: 0.756 ETA: 6s loss: 1.2781 acc: 0.760 ETA: 5s loss: 1.2703 acc: 0.760 ETA: 5s loss: 1.2669 acc: 0.756 ETA: 5s loss: 1.2584 acc: 0.756 ETA: 5s loss: 1.3083 acc: 0.756 ETA: 5s loss: 1.3029 acc: 0.756 ETA: 5s loss: 1.2909 acc: 0.755 ETA: 5s loss: 1.2770 acc: 0.759 ETA: 5s loss: 1.2632 acc: 0.763 ETA: 5s loss: 1.2649 acc: 0.759 ETA: 5s loss: 1.2777 acc: 0.755 ETA: 5s loss: 1.2647 acc: 0.759 ETA: 5s loss: 1.2508 acc: 0.762 ETA: 4s loss: 1.2552 acc: 0.762 ETA: 4s loss: 1.2469 acc: 0.762 ETA: 4s loss: 1.2445 acc: 0.762 ETA: 4s loss: 1.2355 acc: 0.761 ETA: 4s loss: 1.2478 acc: 0.758 ETA: 4s loss: 1.2413 acc: 0.758 ETA: 4s loss: 1.2394 acc: 0.754 ETA: 4s loss: 1.2267 acc: 0.758 ETA: 4s loss: 1.2198 acc: 0.758 ETA: 4s loss: 1.2163 acc: 0.754 ETA: 4s loss: 1.2130 acc: 0.751 ETA: 4s loss: 1.2029 acc: 0.754 ETA: 4s loss: 1.1940 acc: 0.754 ETA: 3s loss: 1.1849 acc: 0.754 ETA: 3s loss: 1.1781 acc: 0.754 ETA: 3s loss: 1.1665 acc: 0.757 ETA: 3s loss: 1.1603 acc: 0.757 ETA: 3s loss: 1.1957 acc: 0.757 ETA: 3s loss: 1.1870 acc: 0.757 ETA: 3s loss: 1.1748 acc: 0.759 ETA: 3s loss: 1.2091 acc: 0.754 ETA: 3s loss: 1.2042 acc: 0.755 ETA: 3s loss: 1.2182 acc: 0.752 ETA: 3s loss: 1.2141 acc: 0.752 ETA: 3s loss: 1.2128 acc: 0.750 ETA: 3s loss: 1.2043 acc: 0.752 ETA: 3s loss: 1.1990 acc: 0.752 ETA: 2s loss: 1.1900 acc: 0.755 ETA: 2s loss: 1.1848 acc: 0.755 ETA: 2s loss: 1.1869 acc: 0.752 ETA: 2s loss: 1.1791 acc: 0.755 ETA: 2s loss: 1.1783 acc: 0.752 ETA: 2s loss: 1.1702 acc: 0.754 ETA: 2s loss: 1.1649 acc: 0.754 ETA: 2s loss: 1.1583 acc: 0.757 ETA: 2s loss: 1.1484 acc: 0.758 ETA: 2s loss: 1.1464 acc: 0.755 ETA: 2s loss: 1.1393 acc: 0.754 ETA: 2s loss: 1.1346 acc: 0.754 ETA: 2s loss: 1.1303 acc: 0.754 ETA: 1s loss: 1.1736 acc: 0.750 ETA: 1s loss: 1.1738 acc: 0.747 ETA: 1s loss: 1.1673 acc: 0.750 ETA: 1s loss: 1.1620 acc: 0.752 ETA: 1s loss: 1.1659 acc: 0.750 ETA: 1s loss: 1.1644 acc: 0.750 ETA: 1s loss: 1.1914 acc: 0.750 ETA: 1s loss: 1.1956 acc: 0.747 ETA: 1s loss: 1.1907 acc: 0.747 ETA: 1s loss: 1.1884 acc: 0.745 ETA: 1s loss: 1.2000 acc: 0.743 ETA: 1s loss: 1.2036 acc: 0.743 ETA: 1s loss: 1.2032 acc: 0.743 ETA: 1s loss: 1.2082 acc: 0.741 ETA: 1s loss: 1.2135 acc: 0.740 ETA: 0s loss: 1.2077 acc: 0.742 ETA: 0s loss: 1.2046 acc: 0.742 ETA: 0s loss: 1.2036 acc: 0.740 ETA: 0s loss: 1.1993 acc: 0.738 ETA: 0s loss: 1.1932 acc: 0.740 ETA: 0s loss: 1.1895 acc: 0.738 ETA: 0s loss: 1.1858 acc: 0.738 ETA: 0s loss: 1.1812 acc: 0.738 ETA: 0s loss: 1.2040 acc: 0.738 ETA: 0s loss: 1.1960 acc: 0.740 ETA: 0s loss: 1.2123 acc: 0.736 ETA: 0s loss: 1.2627 acc: 0.730 ETA: 0s loss: 1.2569 acc: 0.732 ETA: 0s loss: 1.2524 acc: 0.733 10s 17ms/step loss: 1.2475 acc: 0.7331 val loss: 0.9580 val acc: 0.6809
Epoch 3/4
562/562 [==============================] ETA: 7s loss: 0.2886 acc: 1.000 ETA: 7s loss: 0.3788 acc: 0.875 ETA: 7s loss: 0.2987 acc: 0.916 ETA: 7s loss: 0.2485 acc: 0.937 ETA: 7s loss: 0.4501 acc: 0.900 ETA: 7s loss: 1.2387 acc: 0.791 ETA: 7s loss: 1.0772 acc: 0.821 ETA: 7s loss: 1.0236 acc: 0.812 ETA: 7s loss: 0.9933 acc: 0.805 ETA: 7s loss: 1.0139 acc: 0.800 ETA: 7s loss: 1.0192 acc: 0.772 ETA: 6s loss: 0.9443 acc: 0.791 ETA: 6s loss: 1.0972 acc: 0.788 ETA: 6s loss: 1.1804 acc: 0.750 ETA: 6s loss: 1.1635 acc: 0.750 ETA: 6s loss: 1.1014 acc: 0.765 ETA: 6s loss: 1.1269 acc: 0.750 ETA: 6s loss: 1.1237 acc: 0.750 ETA: 6s loss: 1.1291 acc: 0.736 ETA: 6s loss: 1.1232 acc: 0.725 ETA: 6s loss: 1.1229 acc: 0.702 ETA: 6s loss: 1.0972 acc: 0.704 ETA: 6s loss: 1.0993 acc: 0.695 ETA: 6s loss: 1.0817 acc: 0.697 ETA: 6s loss: 1.0487 acc: 0.710 ETA: 6s loss: 1.0389 acc: 0.711 ETA: 6s loss: 1.0368 acc: 0.703 ETA: 6s loss: 1.0075 acc: 0.714 ETA: 6s loss: 1.0050 acc: 0.715 ETA: 6s loss: 0.9883 acc: 0.716 ETA: 6s loss: 1.0016 acc: 0.701 ETA: 6s loss: 0.9742 acc: 0.710 ETA: 6s loss: 0.9640 acc: 0.712 ETA: 5s loss: 0.9519 acc: 0.713 ETA: 5s loss: 0.9481 acc: 0.714 ETA: 5s loss: 0.9643 acc: 0.708 ETA: 5s loss: 0.9763 acc: 0.702 ETA: 5s loss: 0.9811 acc: 0.697 ETA: 5s loss: 0.9943 acc: 0.698 ETA: 5s loss: 1.0165 acc: 0.691 ETA: 5s loss: 0.9980 acc: 0.698 ETA: 5s loss: 0.9895 acc: 0.700 ETA: 5s loss: 0.9811 acc: 0.701 ETA: 5s loss: 0.9751 acc: 0.702 ETA: 5s loss: 0.9607 acc: 0.708 ETA: 5s loss: 0.9605 acc: 0.709 ETA: 5s loss: 0.9480 acc: 0.715 ETA: 5s loss: 0.9735 acc: 0.709 ETA: 5s loss: 0.9597 acc: 0.715 ETA: 4s loss: 0.9581 acc: 0.715 ETA: 4s loss: 0.9504 acc: 0.716 ETA: 4s loss: 0.9441 acc: 0.719 ETA: 4s loss: 0.9352 acc: 0.724 ETA: 4s loss: 0.9267 acc: 0.724 ETA: 4s loss: 0.9153 acc: 0.729 ETA: 4s loss: 0.9085 acc: 0.730 ETA: 4s loss: 0.9093 acc: 0.726 ETA: 4s loss: 0.8968 acc: 0.730 ETA: 4s loss: 0.8858 acc: 0.735 ETA: 4s loss: 0.8814 acc: 0.735 ETA: 4s loss: 0.8790 acc: 0.735 ETA: 4s loss: 0.8883 acc: 0.732 ETA: 4s loss: 0.8785 acc: 0.736 ETA: 4s loss: 0.8728 acc: 0.738 ETA: 4s loss: 0.8958 acc: 0.734 ETA: 4s loss: 0.8991 acc: 0.734 ETA: 4s loss: 0.8881 acc: 0.738 ETA: 4s loss: 0.9421 acc: 0.735 ETA: 4s loss: 0.9457 acc: 0.735 ETA: 4s loss: 0.9503 acc: 0.732 ETA: 4s loss: 0.9646 acc: 0.725 ETA: 4s loss: 0.9616 acc: 0.725 ETA: 4s loss: 0.9743 acc: 0.722 ETA: 3s loss: 0.9832 acc: 0.719 ETA: 3s loss: 0.9730 acc: 0.723 ETA: 3s loss: 0.9775 acc: 0.720 ETA: 3s loss: 0.9721 acc: 0.720 ETA: 3s loss: 0.9635 acc: 0.724 ETA: 3s loss: 0.9545 acc: 0.727 ETA: 3s loss: 0.9448 acc: 0.731 ETA: 3s loss: 0.9366 acc: 0.734 ETA: 3s loss: 0.9841 acc: 0.731 ETA: 3s loss: 0.9770 acc: 0.734 ETA: 3s loss: 0.9679 acc: 0.738 ETA: 3s loss: 0.9597 acc: 0.741 ETA: 3s loss: 0.9583 acc: 0.741 ETA: 3s loss: 0.9594 acc: 0.738 ETA: 3s loss: 0.9513 acc: 0.741 ETA: 3s loss: 0.9439 acc: 0.744 ETA: 3s loss: 0.9385 acc: 0.744 ETA: 2s loss: 0.9314 acc: 0.747 ETA: 2s loss: 0.9270 acc: 0.747 ETA: 2s loss: 0.9269 acc: 0.747 ETA: 2s loss: 0.9297 acc: 0.744 ETA: 2s loss: 0.9351 acc: 0.739 ETA: 2s loss: 0.9323 acc: 0.739 ETA: 2s loss: 0.9245 acc: 0.742 ETA: 2s loss: 0.9169 acc: 0.744 ETA: 2s loss: 0.9092 acc: 0.747 ETA: 2s loss: 0.9072 acc: 0.747 ETA: 2s loss: 0.8998 acc: 0.750 ETA: 2s loss: 0.8929 acc: 0.752 ETA: 2s loss: 0.9072 acc: 0.747 ETA: 2s loss: 0.9099 acc: 0.747 ETA: 2s loss: 0.9031 acc: 0.750 ETA: 2s loss: 0.9046 acc: 0.747 ETA: 2s loss: 0.9050 acc: 0.745 ETA: 1s loss: 0.9016 acc: 0.745 ETA: 1s loss: 0.8999 acc: 0.745 ETA: 1s loss: 0.9003 acc: 0.743 ETA: 1s loss: 0.8935 acc: 0.745 ETA: 1s loss: 0.8917 acc: 0.743 ETA: 1s loss: 0.8878 acc: 0.743 ETA: 1s loss: 0.8863 acc: 0.743 ETA: 1s loss: 0.8838 acc: 0.743 ETA: 1s loss: 0.8883 acc: 0.741 ETA: 1s loss: 0.8928 acc: 0.737 ETA: 1s loss: 0.9020 acc: 0.733 ETA: 1s loss: 0.8996 acc: 0.733 ETA: 1s loss: 0.8982 acc: 0.733 ETA: 1s loss: 0.8931 acc: 0.735 ETA: 1s loss: 0.8884 acc: 0.737 ETA: 1s loss: 0.8939 acc: 0.733 ETA: 0s loss: 0.8914 acc: 0.733 ETA: 0s loss: 0.8868 acc: 0.736 ETA: 0s loss: 0.8983 acc: 0.734 ETA: 0s loss: 0.9309 acc: 0.730 ETA: 0s loss: 0.9411 acc: 0.728 ETA: 0s loss: 0.9372 acc: 0.728 ETA: 0s loss: 0.9326 acc: 0.730 ETA: 0s loss: 0.9285 acc: 0.732 ETA: 0s loss: 0.9259 acc: 0.733 ETA: 0s loss: 0.9332 acc: 0.729 ETA: 0s loss: 0.9290 acc: 0.731 ETA: 0s loss: 0.9267 acc: 0.731 ETA: 0s loss: 0.9460 acc: 0.731 ETA: 0s loss: 0.9423 acc: 0.731 ETA: 0s loss: 0.9412 acc: 0.732 ETA: 0s loss: 0.9417 acc: 0.733 9s 16ms/step loss: 0.9421 acc: 0.7331 val loss: 0.9344 val acc: 0.6879
Epoch 4/4
562/562 [==============================] ETA: 7s loss: 0.1571 acc: 1.000 ETA: 6s loss: 0.5889 acc: 0.750 ETA: 7s loss: 0.5334 acc: 0.750 ETA: 8s loss: 0.4846 acc: 0.812 ETA: 8s loss: 0.5166 acc: 0.800 ETA: 8s loss: 0.4676 acc: 0.833 ETA: 8s loss: 0.5691 acc: 0.750 ETA: 8s loss: 0.5155 acc: 0.781 ETA: 7s loss: 0.5721 acc: 0.777 ETA: 7s loss: 0.5748 acc: 0.775 ETA: 7s loss: 0.6467 acc: 0.750 ETA: 7s loss: 0.6703 acc: 0.750 ETA: 7s loss: 0.6371 acc: 0.769 ETA: 7s loss: 0.6805 acc: 0.750 ETA: 7s loss: 0.6496 acc: 0.766 ETA: 7s loss: 0.6411 acc: 0.765 ETA: 7s loss: 0.6578 acc: 0.750 ETA: 7s loss: 0.6351 acc: 0.763 ETA: 6s loss: 0.6313 acc: 0.763 ETA: 6s loss: 0.6692 acc: 0.750 ETA: 6s loss: 0.6764 acc: 0.750 ETA: 6s loss: 0.6719 acc: 0.750 ETA: 6s loss: 0.6826 acc: 0.750 ETA: 6s loss: 0.6681 acc: 0.760 ETA: 6s loss: 0.6636 acc: 0.760 ETA: 6s loss: 0.6581 acc: 0.759 ETA: 6s loss: 0.6442 acc: 0.768 ETA: 6s loss: 0.6288 acc: 0.776 ETA: 6s loss: 0.6260 acc: 0.775 ETA: 6s loss: 0.6299 acc: 0.766 ETA: 6s loss: 0.6303 acc: 0.766 ETA: 6s loss: 0.6161 acc: 0.773 ETA: 6s loss: 0.6206 acc: 0.772 ETA: 6s loss: 0.6086 acc: 0.775 ETA: 5s loss: 0.6199 acc: 0.774 ETA: 5s loss: 0.6228 acc: 0.774 ETA: 5s loss: 0.6115 acc: 0.780 ETA: 5s loss: 0.6141 acc: 0.772 ETA: 5s loss: 0.6332 acc: 0.765 ETA: 5s loss: 0.6298 acc: 0.765 ETA: 5s loss: 0.6265 acc: 0.765 ETA: 5s loss: 0.6712 acc: 0.752 ETA: 5s loss: 0.6769 acc: 0.747 ETA: 5s loss: 0.6880 acc: 0.741 ETA: 5s loss: 0.6962 acc: 0.741 ETA: 5s loss: 0.6892 acc: 0.741 ETA: 5s loss: 0.6985 acc: 0.742 ETA: 5s loss: 0.6907 acc: 0.747 ETA: 5s loss: 0.6993 acc: 0.742 ETA: 5s loss: 0.7762 acc: 0.737 ETA: 5s loss: 0.7800 acc: 0.737 ETA: 4s loss: 0.7743 acc: 0.738 ETA: 4s loss: 0.7642 acc: 0.743 ETA: 4s loss: 0.7663 acc: 0.743 ETA: 4s loss: 0.7553 acc: 0.747 ETA: 4s loss: 0.7482 acc: 0.752 ETA: 4s loss: 0.7395 acc: 0.756 ETA: 4s loss: 0.7602 acc: 0.747 ETA: 4s loss: 0.7569 acc: 0.747 ETA: 4s loss: 0.7530 acc: 0.747 ETA: 4s loss: 0.7553 acc: 0.748 ETA: 4s loss: 0.7530 acc: 0.748 ETA: 4s loss: 0.7457 acc: 0.752 ETA: 4s loss: 0.7429 acc: 0.751 ETA: 4s loss: 0.7522 acc: 0.748 ETA: 4s loss: 0.7499 acc: 0.748 ETA: 4s loss: 0.7411 acc: 0.751 ETA: 4s loss: 0.8167 acc: 0.744 ETA: 3s loss: 0.8074 acc: 0.748 ETA: 3s loss: 0.8549 acc: 0.748 ETA: 3s loss: 0.8461 acc: 0.751 ETA: 3s loss: 0.8359 acc: 0.755 ETA: 3s loss: 0.8322 acc: 0.755 ETA: 3s loss: 0.8275 acc: 0.755 ETA: 3s loss: 0.8575 acc: 0.751 ETA: 3s loss: 0.8497 acc: 0.754 ETA: 3s loss: 0.8473 acc: 0.754 ETA: 3s loss: 0.8379 acc: 0.758 ETA: 3s loss: 0.8390 acc: 0.757 ETA: 3s loss: 0.8308 acc: 0.760 ETA: 3s loss: 0.8365 acc: 0.757 ETA: 3s loss: 0.8418 acc: 0.757 ETA: 3s loss: 0.8432 acc: 0.754 ETA: 3s loss: 0.8342 acc: 0.757 ETA: 3s loss: 0.8280 acc: 0.757 ETA: 3s loss: 0.8191 acc: 0.760 ETA: 2s loss: 0.8106 acc: 0.762 ETA: 2s loss: 0.8068 acc: 0.762 ETA: 2s loss: 0.8051 acc: 0.762 ETA: 2s loss: 0.7979 acc: 0.765 ETA: 2s loss: 0.8014 acc: 0.762 ETA: 2s loss: 0.8136 acc: 0.762 ETA: 2s loss: 0.8295 acc: 0.756 ETA: 2s loss: 0.8373 acc: 0.754 ETA: 2s loss: 0.8375 acc: 0.753 ETA: 2s loss: 0.8300 acc: 0.756 ETA: 2s loss: 0.8266 acc: 0.756 ETA: 2s loss: 0.8393 acc: 0.753 ETA: 2s loss: 0.8448 acc: 0.753 ETA: 2s loss: 0.8466 acc: 0.753 ETA: 2s loss: 0.8539 acc: 0.751 ETA: 2s loss: 0.8468 acc: 0.753 ETA: 2s loss: 0.8544 acc: 0.748 ETA: 2s loss: 0.8524 acc: 0.748 ETA: 1s loss: 0.8531 acc: 0.748 ETA: 1s loss: 0.8515 acc: 0.748 ETA: 1s loss: 0.8523 acc: 0.746 ETA: 1s loss: 0.8477 acc: 0.748 ETA: 1s loss: 0.8500 acc: 0.746 ETA: 1s loss: 0.8450 acc: 0.748 ETA: 1s loss: 0.8413 acc: 0.748 ETA: 1s loss: 0.8376 acc: 0.751 ETA: 1s loss: 0.8415 acc: 0.748 ETA: 1s loss: 0.8429 acc: 0.746 ETA: 1s loss: 0.8380 acc: 0.748 ETA: 1s loss: 0.8358 acc: 0.748 ETA: 1s loss: 0.8330 acc: 0.748 ETA: 1s loss: 0.8306 acc: 0.748 ETA: 1s loss: 0.8268 acc: 0.751 ETA: 1s loss: 0.8270 acc: 0.749 ETA: 1s loss: 0.8235 acc: 0.751 ETA: 1s loss: 0.8540 acc: 0.749 ETA: 0s loss: 0.8626 acc: 0.747 ETA: 0s loss: 0.8613 acc: 0.747 ETA: 0s loss: 0.8705 acc: 0.745 ETA: 0s loss: 0.8684 acc: 0.745 ETA: 0s loss: 0.8630 acc: 0.747 ETA: 0s loss: 0.8643 acc: 0.745 ETA: 0s loss: 0.8642 acc: 0.745 ETA: 0s loss: 0.8678 acc: 0.743 ETA: 0s loss: 0.8650 acc: 0.743 ETA: 0s loss: 0.8614 acc: 0.743 ETA: 0s loss: 0.8636 acc: 0.741 ETA: 0s loss: 0.8582 acc: 0.743 ETA: 0s loss: 0.8600 acc: 0.743 ETA: 0s loss: 0.8860 acc: 0.741 ETA: 0s loss: 0.8854 acc: 0.740 ETA: 0s loss: 0.8880 acc: 0.738 ETA: 0s loss: 0.9115 acc: 0.738 8s 15ms/step loss: 0.9075 acc: 0.7402 val loss: 1.0989 val acc: 0.6738
141/141 [==============================] ETA: ETA: ETA: ETA: 1s 4ms/step
(562, 1612)
Train on 562 samples, validate on 141 samples
Epoch 1/4
562/562 [==============================] ETA: 2:03 loss: 5.2887 acc: 0.0000e+0 ETA: 45s loss: 9.8220 acc: 0.1667 ETA: 30s loss: 7.2087 acc: 0.40 ETA: 23s loss: 8.6030 acc: 0.35 ETA: 20s loss: 9.3775 acc: 0.33 ETA: 17s loss: 8.4079 acc: 0.40 ETA: 16s loss: 7.7344 acc: 0.46 ETA: 14s loss: 7.7777 acc: 0.46 ETA: 14s loss: 6.8686 acc: 0.52 ETA: 13s loss: 6.5698 acc: 0.55 ETA: 12s loss: 6.3496 acc: 0.57 ETA: 12s loss: 6.3773 acc: 0.56 ETA: 11s loss: 6.5119 acc: 0.56 ETA: 11s loss: 6.5818 acc: 0.55 ETA: 10s loss: 6.4058 acc: 0.56 ETA: 10s loss: 5.9925 acc: 0.59 ETA: 10s loss: 5.6294 acc: 0.62 ETA: 9s loss: 5.5380 acc: 0.6286 ETA: 9s loss: 5.4587 acc: 0.635 ETA: 9s loss: 5.1827 acc: 0.653 ETA: 9s loss: 5.1279 acc: 0.658 ETA: 9s loss: 5.2642 acc: 0.651 ETA: 8s loss: 5.5675 acc: 0.633 ETA: 8s loss: 5.3785 acc: 0.638 ETA: 8s loss: 5.4880 acc: 0.632 ETA: 8s loss: 5.4308 acc: 0.637 ETA: 8s loss: 5.3780 acc: 0.641 ETA: 8s loss: 5.3289 acc: 0.645 ETA: 7s loss: 5.1419 acc: 0.657 ETA: 7s loss: 5.3774 acc: 0.644 ETA: 7s loss: 5.3332 acc: 0.647 ETA: 7s loss: 5.1650 acc: 0.658 ETA: 7s loss: 5.1310 acc: 0.661 ETA: 7s loss: 4.9778 acc: 0.671 ETA: 7s loss: 4.8337 acc: 0.681 ETA: 7s loss: 4.7454 acc: 0.683 ETA: 6s loss: 4.8361 acc: 0.678 ETA: 6s loss: 4.8147 acc: 0.680 ETA: 6s loss: 4.7964 acc: 0.681 ETA: 6s loss: 4.8229 acc: 0.677 ETA: 6s loss: 4.8054 acc: 0.679 ETA: 6s loss: 4.9841 acc: 0.668 ETA: 6s loss: 5.0565 acc: 0.664 ETA: 6s loss: 5.1928 acc: 0.655 ETA: 6s loss: 5.1753 acc: 0.651 ETA: 6s loss: 5.1664 acc: 0.642 ETA: 6s loss: 5.2082 acc: 0.629 ETA: 5s loss: 5.3323 acc: 0.621 ETA: 5s loss: 5.4716 acc: 0.613 ETA: 5s loss: 5.4425 acc: 0.616 ETA: 5s loss: 5.4943 acc: 0.613 ETA: 5s loss: 5.5447 acc: 0.611 ETA: 5s loss: 5.5925 acc: 0.609 ETA: 5s loss: 5.5667 acc: 0.612 ETA: 5s loss: 5.5385 acc: 0.614 ETA: 5s loss: 5.5113 acc: 0.617 ETA: 5s loss: 5.5564 acc: 0.615 ETA: 5s loss: 5.4597 acc: 0.621 ETA: 5s loss: 5.5731 acc: 0.615 ETA: 5s loss: 5.4794 acc: 0.621 ETA: 4s loss: 5.4554 acc: 0.624 ETA: 4s loss: 5.5633 acc: 0.617 ETA: 4s loss: 5.5387 acc: 0.620 ETA: 4s loss: 5.4515 acc: 0.626 ETA: 4s loss: 5.4295 acc: 0.627 ETA: 4s loss: 5.3466 acc: 0.633 ETA: 4s loss: 5.2663 acc: 0.639 ETA: 4s loss: 5.3077 acc: 0.637 ETA: 4s loss: 5.2894 acc: 0.638 ETA: 4s loss: 5.3293 acc: 0.636 ETA: 4s loss: 5.3120 acc: 0.638 ETA: 4s loss: 5.2377 acc: 0.643 ETA: 4s loss: 5.2766 acc: 0.641 ETA: 4s loss: 5.2048 acc: 0.646 ETA: 4s loss: 5.2431 acc: 0.644 ETA: 3s loss: 5.2271 acc: 0.645 ETA: 3s loss: 5.2641 acc: 0.643 ETA: 3s loss: 5.3001 acc: 0.641 ETA: 3s loss: 5.2840 acc: 0.643 ETA: 3s loss: 5.3189 acc: 0.641 ETA: 3s loss: 5.3529 acc: 0.639 ETA: 3s loss: 5.3863 acc: 0.638 ETA: 3s loss: 5.3210 acc: 0.642 ETA: 3s loss: 5.3538 acc: 0.640 ETA: 3s loss: 5.2904 acc: 0.645 ETA: 3s loss: 5.2285 acc: 0.649 ETA: 3s loss: 5.2147 acc: 0.650 ETA: 3s loss: 5.2472 acc: 0.648 ETA: 3s loss: 5.1879 acc: 0.652 ETA: 3s loss: 5.2200 acc: 0.650 ETA: 2s loss: 5.2068 acc: 0.651 ETA: 2s loss: 5.1940 acc: 0.653 ETA: 2s loss: 5.1378 acc: 0.656 ETA: 2s loss: 5.1691 acc: 0.655 ETA: 2s loss: 5.1570 acc: 0.656 ETA: 2s loss: 5.1452 acc: 0.657 ETA: 2s loss: 5.0919 acc: 0.660 ETA: 2s loss: 5.0810 acc: 0.661 ETA: 2s loss: 5.0294 acc: 0.665 ETA: 2s loss: 5.0194 acc: 0.665 ETA: 2s loss: 4.9694 acc: 0.669 ETA: 2s loss: 4.9205 acc: 0.672 ETA: 2s loss: 4.9904 acc: 0.668 ETA: 2s loss: 5.0201 acc: 0.666 ETA: 2s loss: 4.9720 acc: 0.669 ETA: 2s loss: 5.0013 acc: 0.668 ETA: 2s loss: 5.0300 acc: 0.666 ETA: 1s loss: 5.0207 acc: 0.667 ETA: 1s loss: 5.0116 acc: 0.668 ETA: 1s loss: 5.0027 acc: 0.668 ETA: 1s loss: 4.9575 acc: 0.671 ETA: 1s loss: 4.9853 acc: 0.670 ETA: 1s loss: 4.9410 acc: 0.673 ETA: 1s loss: 4.9329 acc: 0.674 ETA: 1s loss: 4.8898 acc: 0.676 ETA: 1s loss: 4.8475 acc: 0.679 ETA: 1s loss: 4.8405 acc: 0.680 ETA: 1s loss: 4.9022 acc: 0.676 ETA: 1s loss: 4.8948 acc: 0.677 ETA: 1s loss: 4.8539 acc: 0.679 ETA: 1s loss: 4.8136 acc: 0.682 ETA: 1s loss: 4.7740 acc: 0.685 ETA: 1s loss: 4.8337 acc: 0.681 ETA: 0s loss: 4.8598 acc: 0.680 ETA: 0s loss: 4.8855 acc: 0.678 ETA: 0s loss: 4.8787 acc: 0.679 ETA: 0s loss: 4.8720 acc: 0.679 ETA: 0s loss: 4.8970 acc: 0.678 ETA: 0s loss: 4.8589 acc: 0.680 ETA: 0s loss: 4.8525 acc: 0.681 ETA: 0s loss: 4.8153 acc: 0.683 ETA: 0s loss: 4.7787 acc: 0.686 ETA: 0s loss: 4.8034 acc: 0.684 ETA: 0s loss: 4.8580 acc: 0.681 ETA: 0s loss: 4.8518 acc: 0.682 ETA: 0s loss: 4.8458 acc: 0.682 ETA: 0s loss: 4.8103 acc: 0.685 ETA: 0s loss: 4.8046 acc: 0.685 ETA: 0s loss: 4.7991 acc: 0.685 ETA: 0s loss: 4.7647 acc: 0.688 9s 16ms/step loss: 4.7308 acc: 0.6904 val loss: 3.3000 val acc: 0.7943
Epoch 2/4
562/562 [==============================] ETA: 7s loss: 8.0590 acc: 0.500 ETA: 7s loss: 5.3735 acc: 0.666 ETA: 7s loss: 3.2241 acc: 0.800 ETA: 7s loss: 4.6055 acc: 0.714 ETA: 7s loss: 4.4775 acc: 0.722 ETA: 7s loss: 3.6637 acc: 0.772 ETA: 7s loss: 3.7200 acc: 0.769 ETA: 7s loss: 3.2240 acc: 0.800 ETA: 7s loss: 3.3188 acc: 0.794 ETA: 7s loss: 3.8178 acc: 0.763 ETA: 7s loss: 3.4542 acc: 0.785 ETA: 7s loss: 3.1538 acc: 0.804 ETA: 7s loss: 3.5462 acc: 0.780 ETA: 7s loss: 3.2836 acc: 0.796 ETA: 6s loss: 3.3350 acc: 0.793 ETA: 6s loss: 3.6398 acc: 0.774 ETA: 6s loss: 3.4192 acc: 0.787 ETA: 6s loss: 3.6843 acc: 0.771 ETA: 6s loss: 3.7030 acc: 0.770 ETA: 6s loss: 3.7199 acc: 0.769 ETA: 6s loss: 3.5385 acc: 0.780 ETA: 6s loss: 3.7487 acc: 0.767 ETA: 6s loss: 3.7612 acc: 0.766 ETA: 6s loss: 3.7726 acc: 0.766 ETA: 6s loss: 3.7831 acc: 0.765 ETA: 6s loss: 4.1088 acc: 0.745 ETA: 6s loss: 4.1059 acc: 0.745 ETA: 6s loss: 3.9566 acc: 0.754 ETA: 6s loss: 4.1005 acc: 0.745 ETA: 6s loss: 3.9615 acc: 0.754 ETA: 6s loss: 3.8316 acc: 0.762 ETA: 6s loss: 3.8379 acc: 0.761 ETA: 5s loss: 3.8438 acc: 0.761 ETA: 5s loss: 3.8494 acc: 0.761 ETA: 5s loss: 3.7378 acc: 0.768 ETA: 5s loss: 3.7460 acc: 0.767 ETA: 5s loss: 3.8642 acc: 0.760 ETA: 5s loss: 4.0835 acc: 0.746 ETA: 5s loss: 3.9774 acc: 0.753 ETA: 5s loss: 4.0807 acc: 0.746 ETA: 5s loss: 4.1790 acc: 0.740 ETA: 5s loss: 4.2728 acc: 0.734 ETA: 5s loss: 4.3619 acc: 0.729 ETA: 5s loss: 4.2616 acc: 0.735 ETA: 5s loss: 4.1724 acc: 0.741 ETA: 5s loss: 4.3464 acc: 0.730 ETA: 5s loss: 4.3398 acc: 0.731 ETA: 5s loss: 4.4181 acc: 0.726 ETA: 5s loss: 4.5762 acc: 0.716 ETA: 5s loss: 4.6466 acc: 0.712 ETA: 5s loss: 4.7142 acc: 0.707 ETA: 4s loss: 4.7009 acc: 0.708 ETA: 4s loss: 4.6114 acc: 0.714 ETA: 4s loss: 4.6005 acc: 0.715 ETA: 4s loss: 4.5900 acc: 0.715 ETA: 4s loss: 4.5799 acc: 0.716 ETA: 4s loss: 4.4988 acc: 0.721 ETA: 4s loss: 4.4907 acc: 0.721 ETA: 4s loss: 4.4828 acc: 0.722 ETA: 4s loss: 4.4752 acc: 0.722 ETA: 4s loss: 4.4678 acc: 0.723 ETA: 4s loss: 4.4607 acc: 0.723 ETA: 4s loss: 4.3899 acc: 0.728 ETA: 4s loss: 4.4477 acc: 0.724 ETA: 4s loss: 4.5661 acc: 0.717 ETA: 4s loss: 4.5888 acc: 0.713 ETA: 4s loss: 4.5198 acc: 0.718 ETA: 4s loss: 4.5722 acc: 0.714 ETA: 4s loss: 4.6231 acc: 0.711 ETA: 3s loss: 4.6146 acc: 0.712 ETA: 3s loss: 4.6063 acc: 0.712 ETA: 3s loss: 4.5982 acc: 0.713 ETA: 3s loss: 4.5903 acc: 0.713 ETA: 3s loss: 4.5827 acc: 0.714 ETA: 3s loss: 4.6294 acc: 0.711 ETA: 3s loss: 4.6214 acc: 0.711 ETA: 3s loss: 4.6137 acc: 0.712 ETA: 3s loss: 4.6062 acc: 0.712 ETA: 3s loss: 4.5988 acc: 0.713 ETA: 3s loss: 4.6930 acc: 0.707 ETA: 3s loss: 4.6848 acc: 0.708 ETA: 3s loss: 4.6767 acc: 0.708 ETA: 3s loss: 4.7177 acc: 0.706 ETA: 3s loss: 4.7095 acc: 0.706 ETA: 3s loss: 4.7015 acc: 0.707 ETA: 3s loss: 4.7408 acc: 0.704 ETA: 3s loss: 4.6860 acc: 0.708 ETA: 2s loss: 4.6324 acc: 0.711 ETA: 2s loss: 4.6711 acc: 0.709 ETA: 2s loss: 4.6189 acc: 0.712 ETA: 2s loss: 4.6125 acc: 0.712 ETA: 2s loss: 4.6061 acc: 0.713 ETA: 2s loss: 4.6870 acc: 0.708 ETA: 2s loss: 4.6369 acc: 0.711 ETA: 2s loss: 4.6305 acc: 0.711 ETA: 2s loss: 4.6664 acc: 0.709 ETA: 2s loss: 4.7015 acc: 0.707 ETA: 2s loss: 4.6947 acc: 0.707 ETA: 2s loss: 4.6879 acc: 0.708 ETA: 2s loss: 4.6408 acc: 0.711 ETA: 2s loss: 4.6748 acc: 0.709 ETA: 2s loss: 4.7082 acc: 0.706 ETA: 2s loss: 4.7015 acc: 0.707 ETA: 2s loss: 4.7340 acc: 0.705 ETA: 2s loss: 4.6887 acc: 0.708 ETA: 1s loss: 4.6824 acc: 0.708 ETA: 1s loss: 4.7040 acc: 0.706 ETA: 1s loss: 4.6603 acc: 0.709 ETA: 1s loss: 4.6173 acc: 0.712 ETA: 1s loss: 4.6120 acc: 0.712 ETA: 1s loss: 4.6432 acc: 0.710 ETA: 1s loss: 4.6377 acc: 0.710 ETA: 1s loss: 4.6323 acc: 0.711 ETA: 1s loss: 4.5914 acc: 0.713 ETA: 1s loss: 4.6217 acc: 0.711 ETA: 1s loss: 4.6166 acc: 0.712 ETA: 1s loss: 4.6116 acc: 0.712 ETA: 1s loss: 4.6410 acc: 0.710 ETA: 1s loss: 4.6840 acc: 0.708 ETA: 1s loss: 4.6450 acc: 0.710 ETA: 1s loss: 4.6399 acc: 0.710 ETA: 1s loss: 4.6349 acc: 0.711 ETA: 0s loss: 4.5972 acc: 0.713 ETA: 0s loss: 4.6252 acc: 0.711 ETA: 0s loss: 4.6347 acc: 0.711 ETA: 0s loss: 4.6618 acc: 0.709 ETA: 0s loss: 4.6252 acc: 0.711 ETA: 0s loss: 4.6657 acc: 0.709 ETA: 0s loss: 4.6684 acc: 0.707 ETA: 0s loss: 4.6635 acc: 0.708 ETA: 0s loss: 4.6892 acc: 0.706 ETA: 0s loss: 4.7448 acc: 0.703 ETA: 0s loss: 4.7698 acc: 0.701 ETA: 0s loss: 4.7345 acc: 0.703 ETA: 0s loss: 4.7590 acc: 0.702 ETA: 0s loss: 4.7831 acc: 0.700 ETA: 0s loss: 4.7777 acc: 0.701 ETA: 0s loss: 4.7724 acc: 0.701 ETA: 0s loss: 4.7383 acc: 0.703 8s 15ms/step loss: 4.7214 acc: 0.7046 val loss: 3.2229 val acc: 0.7943
Epoch 3/4
562/562 [==============================] ETA: 7s loss: 1.1921e-07 acc: 1.000 ETA: 7s loss: 5.3727 acc: 0.6667 ETA: 8s loss: 9.6709 acc: 0.400 ETA: 8s loss: 9.0021 acc: 0.428 ETA: 8s loss: 8.7925 acc: 0.444 ETA: 8s loss: 8.6595 acc: 0.454 ETA: 8s loss: 7.9472 acc: 0.500 ETA: 7s loss: 7.4249 acc: 0.533 ETA: 7s loss: 6.5514 acc: 0.588 ETA: 7s loss: 6.2859 acc: 0.605 ETA: 7s loss: 6.0710 acc: 0.619 ETA: 7s loss: 6.2439 acc: 0.608 ETA: 7s loss: 6.7115 acc: 0.580 ETA: 7s loss: 6.5128 acc: 0.592 ETA: 6s loss: 6.3416 acc: 0.603 ETA: 7s loss: 6.1766 acc: 0.612 ETA: 7s loss: 5.8022 acc: 0.636 ETA: 7s loss: 6.1615 acc: 0.614 ETA: 6s loss: 5.8285 acc: 0.635 ETA: 6s loss: 5.7376 acc: 0.641 ETA: 6s loss: 5.7933 acc: 0.634 ETA: 6s loss: 5.5516 acc: 0.639 ETA: 6s loss: 5.4839 acc: 0.644 ETA: 6s loss: 5.2555 acc: 0.659 ETA: 6s loss: 5.5344 acc: 0.642 ETA: 6s loss: 5.5251 acc: 0.644 ETA: 6s loss: 5.3234 acc: 0.657 ETA: 6s loss: 5.1384 acc: 0.669 ETA: 6s loss: 5.1061 acc: 0.672 ETA: 6s loss: 5.0702 acc: 0.675 ETA: 6s loss: 5.1666 acc: 0.669 ETA: 6s loss: 5.1311 acc: 0.671 ETA: 5s loss: 5.1930 acc: 0.666 ETA: 5s loss: 5.0402 acc: 0.676 ETA: 5s loss: 5.1266 acc: 0.671 ETA: 5s loss: 5.2086 acc: 0.666 ETA: 5s loss: 5.0724 acc: 0.675 ETA: 5s loss: 4.9433 acc: 0.684 ETA: 5s loss: 4.8165 acc: 0.692 ETA: 5s loss: 4.9055 acc: 0.687 ETA: 5s loss: 4.9825 acc: 0.682 ETA: 5s loss: 4.8641 acc: 0.690 ETA: 5s loss: 4.9384 acc: 0.686 ETA: 5s loss: 4.8262 acc: 0.693 ETA: 5s loss: 4.8989 acc: 0.688 ETA: 5s loss: 4.9784 acc: 0.679 ETA: 5s loss: 4.8794 acc: 0.686 ETA: 5s loss: 4.8944 acc: 0.682 ETA: 5s loss: 4.9590 acc: 0.678 ETA: 4s loss: 4.9443 acc: 0.680 ETA: 4s loss: 4.8473 acc: 0.686 ETA: 4s loss: 4.8317 acc: 0.687 ETA: 4s loss: 4.8218 acc: 0.688 ETA: 4s loss: 4.8111 acc: 0.689 ETA: 4s loss: 4.7979 acc: 0.690 ETA: 4s loss: 4.7889 acc: 0.692 ETA: 4s loss: 4.7756 acc: 0.693 ETA: 4s loss: 4.7252 acc: 0.696 ETA: 4s loss: 4.7166 acc: 0.697 ETA: 4s loss: 4.7089 acc: 0.698 ETA: 4s loss: 4.6983 acc: 0.699 ETA: 4s loss: 4.8166 acc: 0.692 ETA: 4s loss: 4.7440 acc: 0.696 ETA: 4s loss: 4.6875 acc: 0.697 ETA: 4s loss: 4.6788 acc: 0.698 ETA: 4s loss: 4.6715 acc: 0.699 ETA: 3s loss: 4.6627 acc: 0.700 ETA: 3s loss: 4.7128 acc: 0.697 ETA: 3s loss: 4.7347 acc: 0.694 ETA: 3s loss: 4.6683 acc: 0.698 ETA: 3s loss: 4.7036 acc: 0.695 ETA: 3s loss: 4.6470 acc: 0.696 ETA: 3s loss: 4.6656 acc: 0.693 ETA: 3s loss: 4.6632 acc: 0.691 ETA: 3s loss: 4.6065 acc: 0.695 ETA: 3s loss: 4.6015 acc: 0.696 ETA: 3s loss: 4.5479 acc: 0.700 ETA: 3s loss: 4.5414 acc: 0.700 ETA: 3s loss: 4.4849 acc: 0.704 ETA: 3s loss: 4.4793 acc: 0.705 ETA: 3s loss: 4.4762 acc: 0.705 ETA: 3s loss: 4.4862 acc: 0.703 ETA: 3s loss: 4.4372 acc: 0.706 ETA: 3s loss: 4.4014 acc: 0.707 ETA: 3s loss: 4.3540 acc: 0.710 ETA: 2s loss: 4.3304 acc: 0.711 ETA: 2s loss: 4.2906 acc: 0.711 ETA: 2s loss: 4.2647 acc: 0.709 ETA: 2s loss: 4.2649 acc: 0.706 ETA: 2s loss: 4.2206 acc: 0.707 ETA: 2s loss: 4.2269 acc: 0.699 ETA: 2s loss: 4.2737 acc: 0.694 ETA: 2s loss: 4.2351 acc: 0.695 ETA: 2s loss: 4.2133 acc: 0.687 ETA: 2s loss: 4.2256 acc: 0.680 ETA: 2s loss: 4.2471 acc: 0.676 ETA: 2s loss: 4.2082 acc: 0.679 ETA: 2s loss: 4.2121 acc: 0.677 ETA: 2s loss: 4.1802 acc: 0.678 ETA: 2s loss: 4.1612 acc: 0.676 ETA: 2s loss: 4.1239 acc: 0.679 ETA: 2s loss: 4.1343 acc: 0.678 ETA: 2s loss: 4.0966 acc: 0.681 ETA: 2s loss: 4.0736 acc: 0.677 ETA: 1s loss: 4.0393 acc: 0.680 ETA: 1s loss: 4.0454 acc: 0.678 ETA: 1s loss: 4.0383 acc: 0.679 ETA: 1s loss: 4.0432 acc: 0.679 ETA: 1s loss: 4.0485 acc: 0.678 ETA: 1s loss: 4.0181 acc: 0.678 ETA: 1s loss: 3.9909 acc: 0.677 ETA: 1s loss: 3.9641 acc: 0.673 ETA: 1s loss: 3.9354 acc: 0.671 ETA: 1s loss: 3.9035 acc: 0.672 ETA: 1s loss: 3.8802 acc: 0.671 ETA: 1s loss: 3.8573 acc: 0.665 ETA: 1s loss: 3.8333 acc: 0.663 ETA: 1s loss: 3.8265 acc: 0.662 ETA: 1s loss: 3.8361 acc: 0.659 ETA: 1s loss: 3.8225 acc: 0.655 ETA: 1s loss: 3.8129 acc: 0.654 ETA: 1s loss: 3.7947 acc: 0.653 ETA: 0s loss: 3.8044 acc: 0.651 ETA: 0s loss: 3.7793 acc: 0.652 ETA: 0s loss: 3.7521 acc: 0.655 ETA: 0s loss: 3.7293 acc: 0.656 ETA: 0s loss: 3.7587 acc: 0.654 ETA: 0s loss: 3.7374 acc: 0.653 ETA: 0s loss: 3.7166 acc: 0.654 ETA: 0s loss: 3.6953 acc: 0.655 ETA: 0s loss: 3.6700 acc: 0.657 ETA: 0s loss: 3.6780 acc: 0.656 ETA: 0s loss: 3.6566 acc: 0.657 ETA: 0s loss: 3.6318 acc: 0.659 ETA: 0s loss: 3.6182 acc: 0.660 ETA: 0s loss: 3.5970 acc: 0.661 ETA: 0s loss: 3.5803 acc: 0.661 ETA: 0s loss: 3.5686 acc: 0.658 ETA: 0s loss: 3.5848 acc: 0.655 9s 16ms/step loss: 3.5708 acc: 0.6566 val loss: 1.1304 val acc: 0.8014
Epoch 4/4
562/562 [==============================] ETA: 7s loss: 1.1850 acc: 0.500 ETA: 7s loss: 1.0333 acc: 0.500 ETA: 7s loss: 0.9404 acc: 0.700 ETA: 7s loss: 1.0202 acc: 0.642 ETA: 7s loss: 0.9631 acc: 0.666 ETA: 7s loss: 0.9408 acc: 0.636 ETA: 7s loss: 1.0028 acc: 0.576 ETA: 7s loss: 1.0017 acc: 0.600 ETA: 7s loss: 0.9784 acc: 0.617 ETA: 7s loss: 0.9795 acc: 0.631 ETA: 7s loss: 0.9856 acc: 0.619 ETA: 7s loss: 0.9912 acc: 0.630 ETA: 7s loss: 0.9995 acc: 0.640 ETA: 6s loss: 0.9888 acc: 0.648 ETA: 6s loss: 1.0133 acc: 0.637 ETA: 6s loss: 1.0039 acc: 0.661 ETA: 6s loss: 1.0391 acc: 0.651 ETA: 6s loss: 1.4661 acc: 0.628 ETA: 6s loss: 1.4642 acc: 0.608 ETA: 6s loss: 1.4378 acc: 0.615 ETA: 6s loss: 1.4079 acc: 0.609 ETA: 6s loss: 1.3646 acc: 0.627 ETA: 6s loss: 1.3759 acc: 0.622 ETA: 6s loss: 1.3416 acc: 0.627 ETA: 6s loss: 1.3074 acc: 0.642 ETA: 6s loss: 1.2843 acc: 0.647 ETA: 6s loss: 1.3405 acc: 0.641 ETA: 6s loss: 1.3105 acc: 0.654 ETA: 6s loss: 1.2877 acc: 0.657 ETA: 6s loss: 1.2709 acc: 0.661 ETA: 6s loss: 1.2677 acc: 0.663 ETA: 5s loss: 1.3763 acc: 0.650 ETA: 5s loss: 1.3515 acc: 0.661 ETA: 5s loss: 1.3659 acc: 0.664 ETA: 5s loss: 1.3499 acc: 0.666 ETA: 5s loss: 1.4016 acc: 0.654 ETA: 5s loss: 1.3865 acc: 0.657 ETA: 5s loss: 1.3740 acc: 0.660 ETA: 5s loss: 1.3425 acc: 0.668 ETA: 5s loss: 1.3670 acc: 0.670 ETA: 5s loss: 1.4700 acc: 0.666 ETA: 5s loss: 1.4439 acc: 0.674 ETA: 5s loss: 1.4554 acc: 0.676 ETA: 5s loss: 1.4455 acc: 0.672 ETA: 5s loss: 1.4316 acc: 0.674 ETA: 5s loss: 1.4367 acc: 0.675 ETA: 5s loss: 1.4688 acc: 0.664 ETA: 5s loss: 1.4540 acc: 0.666 ETA: 4s loss: 1.4399 acc: 0.668 ETA: 4s loss: 1.4364 acc: 0.660 ETA: 4s loss: 1.4208 acc: 0.661 ETA: 4s loss: 1.4159 acc: 0.663 ETA: 4s loss: 1.4072 acc: 0.665 ETA: 4s loss: 1.3906 acc: 0.671 ETA: 4s loss: 1.3834 acc: 0.668 ETA: 4s loss: 1.3772 acc: 0.669 ETA: 4s loss: 1.3738 acc: 0.671 ETA: 4s loss: 1.4240 acc: 0.672 ETA: 4s loss: 1.4172 acc: 0.669 ETA: 4s loss: 1.4286 acc: 0.670 ETA: 4s loss: 1.4152 acc: 0.672 ETA: 4s loss: 1.4050 acc: 0.669 ETA: 4s loss: 1.3972 acc: 0.666 ETA: 4s loss: 1.4426 acc: 0.668 ETA: 4s loss: 1.4299 acc: 0.665 ETA: 4s loss: 1.4131 acc: 0.670 ETA: 4s loss: 1.4118 acc: 0.671 ETA: 4s loss: 1.3951 acc: 0.676 ETA: 3s loss: 1.3780 acc: 0.681 ETA: 3s loss: 1.4191 acc: 0.682 ETA: 3s loss: 1.4509 acc: 0.683 ETA: 3s loss: 1.4958 acc: 0.680 ETA: 3s loss: 1.4836 acc: 0.681 ETA: 3s loss: 1.5250 acc: 0.679 ETA: 3s loss: 1.5157 acc: 0.676 ETA: 3s loss: 1.4981 acc: 0.680 ETA: 3s loss: 1.4851 acc: 0.681 ETA: 3s loss: 1.4726 acc: 0.682 ETA: 3s loss: 1.4582 acc: 0.686 ETA: 3s loss: 1.4560 acc: 0.684 ETA: 3s loss: 1.4466 acc: 0.685 ETA: 3s loss: 1.4438 acc: 0.682 ETA: 3s loss: 1.4336 acc: 0.683 ETA: 3s loss: 1.4246 acc: 0.684 ETA: 3s loss: 1.4264 acc: 0.682 ETA: 3s loss: 1.4166 acc: 0.683 ETA: 2s loss: 1.4058 acc: 0.686 ETA: 2s loss: 1.4027 acc: 0.687 ETA: 2s loss: 1.3902 acc: 0.691 ETA: 2s loss: 1.3835 acc: 0.691 ETA: 2s loss: 1.3876 acc: 0.686 ETA: 2s loss: 1.3814 acc: 0.687 ETA: 2s loss: 1.3849 acc: 0.685 ETA: 2s loss: 1.3850 acc: 0.683 ETA: 2s loss: 1.3774 acc: 0.684 ETA: 2s loss: 1.3699 acc: 0.684 ETA: 2s loss: 1.3597 acc: 0.688 ETA: 2s loss: 1.3586 acc: 0.686 ETA: 2s loss: 1.3582 acc: 0.684 ETA: 2s loss: 1.3510 acc: 0.685 ETA: 2s loss: 1.3764 acc: 0.680 ETA: 2s loss: 1.4085 acc: 0.678 ETA: 2s loss: 1.4000 acc: 0.682 ETA: 2s loss: 1.3985 acc: 0.680 ETA: 1s loss: 1.4271 acc: 0.681 ETA: 1s loss: 1.4188 acc: 0.684 ETA: 1s loss: 1.4124 acc: 0.682 ETA: 1s loss: 1.4086 acc: 0.680 ETA: 1s loss: 1.4007 acc: 0.683 ETA: 1s loss: 1.3997 acc: 0.684 ETA: 1s loss: 1.3974 acc: 0.680 ETA: 1s loss: 1.4240 acc: 0.676 ETA: 1s loss: 1.4173 acc: 0.677 ETA: 1s loss: 1.4131 acc: 0.677 ETA: 1s loss: 1.4084 acc: 0.678 ETA: 1s loss: 1.4027 acc: 0.678 ETA: 1s loss: 1.3943 acc: 0.681 ETA: 1s loss: 1.3878 acc: 0.682 ETA: 1s loss: 1.3892 acc: 0.680 ETA: 1s loss: 1.4169 acc: 0.680 ETA: 1s loss: 1.4193 acc: 0.677 ETA: 1s loss: 1.4189 acc: 0.675 ETA: 0s loss: 1.4103 acc: 0.678 ETA: 0s loss: 1.4006 acc: 0.680 ETA: 0s loss: 1.3915 acc: 0.682 ETA: 0s loss: 1.4213 acc: 0.679 ETA: 0s loss: 1.4163 acc: 0.679 ETA: 0s loss: 1.4158 acc: 0.678 ETA: 0s loss: 1.4102 acc: 0.678 ETA: 0s loss: 1.4113 acc: 0.677 ETA: 0s loss: 1.4051 acc: 0.678 ETA: 0s loss: 1.3998 acc: 0.678 ETA: 0s loss: 1.3966 acc: 0.677 ETA: 0s loss: 1.4231 acc: 0.675 ETA: 0s loss: 1.4208 acc: 0.676 ETA: 0s loss: 1.4091 acc: 0.680 ETA: 0s loss: 1.4052 acc: 0.680 ETA: 0s loss: 1.3978 acc: 0.682 8s 15ms/step loss: 1.3901 acc: 0.6851 val loss: 0.8568 val acc: 0.7872
141/141 [==============================] ETA: ETA: ETA: ETA: 1s 4ms/step
(563, 1612)
Train on 563 samples, validate on 140 samples
Epoch 1/4
563/563 [==============================] ETA: 2:37 loss: 5.6021 acc: 0.500 ETA: 57s loss: 7.2527 acc: 0.500 ETA: 37s loss: 8.2807 acc: 0.30 ETA: 28s loss: 7.5764 acc: 0.28 ETA: 23s loss: 7.9454 acc: 0.27 ETA: 20s loss: 7.2959 acc: 0.31 ETA: 18s loss: 6.3370 acc: 0.38 ETA: 17s loss: 6.1622 acc: 0.40 ETA: 15s loss: 5.6392 acc: 0.44 ETA: 14s loss: 5.2187 acc: 0.42 ETA: 13s loss: 4.7853 acc: 0.45 ETA: 13s loss: 4.4542 acc: 0.43 ETA: 12s loss: 4.1768 acc: 0.42 ETA: 12s loss: 3.9780 acc: 0.40 ETA: 11s loss: 3.9168 acc: 0.41 ETA: 11s loss: 3.7029 acc: 0.45 ETA: 10s loss: 3.5587 acc: 0.47 ETA: 10s loss: 3.3719 acc: 0.50 ETA: 10s loss: 3.2395 acc: 0.51 ETA: 9s loss: 3.1505 acc: 0.5250 ETA: 9s loss: 3.0073 acc: 0.547 ETA: 9s loss: 2.8826 acc: 0.568 ETA: 9s loss: 2.9343 acc: 0.576 ETA: 9s loss: 2.8748 acc: 0.583 ETA: 8s loss: 2.7642 acc: 0.600 ETA: 8s loss: 2.6678 acc: 0.615 ETA: 8s loss: 2.7247 acc: 0.620 ETA: 8s loss: 2.6326 acc: 0.633 ETA: 8s loss: 2.5513 acc: 0.646 ETA: 8s loss: 2.5619 acc: 0.650 ETA: 7s loss: 2.6108 acc: 0.653 ETA: 7s loss: 2.7531 acc: 0.648 ETA: 7s loss: 2.7003 acc: 0.651 ETA: 7s loss: 2.6282 acc: 0.661 ETA: 7s loss: 2.5653 acc: 0.671 ETA: 7s loss: 2.5062 acc: 0.680 ETA: 7s loss: 2.4513 acc: 0.682 ETA: 7s loss: 2.4203 acc: 0.677 ETA: 7s loss: 2.3721 acc: 0.685 ETA: 6s loss: 2.3263 acc: 0.687 ETA: 6s loss: 2.2832 acc: 0.695 ETA: 6s loss: 2.2415 acc: 0.702 ETA: 6s loss: 2.1962 acc: 0.709 ETA: 6s loss: 2.1588 acc: 0.710 ETA: 6s loss: 2.1202 acc: 0.716 ETA: 6s loss: 2.0807 acc: 0.722 ETA: 6s loss: 2.1034 acc: 0.723 ETA: 6s loss: 2.0814 acc: 0.724 ETA: 6s loss: 2.1253 acc: 0.724 ETA: 6s loss: 2.0945 acc: 0.725 ETA: 6s loss: 2.0815 acc: 0.720 ETA: 6s loss: 2.0514 acc: 0.726 ETA: 5s loss: 2.1042 acc: 0.721 ETA: 5s loss: 2.0808 acc: 0.722 ETA: 5s loss: 2.0543 acc: 0.722 ETA: 5s loss: 2.0336 acc: 0.723 ETA: 5s loss: 2.1023 acc: 0.714 ETA: 5s loss: 2.0785 acc: 0.719 ETA: 5s loss: 2.0525 acc: 0.720 ETA: 5s loss: 2.0336 acc: 0.720 ETA: 5s loss: 2.0096 acc: 0.725 ETA: 5s loss: 1.9859 acc: 0.729 ETA: 5s loss: 2.0245 acc: 0.730 ETA: 5s loss: 2.0218 acc: 0.730 ETA: 5s loss: 2.0055 acc: 0.730 ETA: 5s loss: 1.9879 acc: 0.734 ETA: 4s loss: 1.9634 acc: 0.738 ETA: 4s loss: 1.9641 acc: 0.739 ETA: 4s loss: 1.9593 acc: 0.735 ETA: 4s loss: 1.9363 acc: 0.739 ETA: 4s loss: 1.9285 acc: 0.739 ETA: 4s loss: 1.9070 acc: 0.743 ETA: 4s loss: 1.8864 acc: 0.746 ETA: 4s loss: 1.9231 acc: 0.743 ETA: 4s loss: 1.9010 acc: 0.746 ETA: 4s loss: 1.8897 acc: 0.746 ETA: 4s loss: 1.8705 acc: 0.750 ETA: 4s loss: 1.9019 acc: 0.746 ETA: 4s loss: 1.8850 acc: 0.746 ETA: 3s loss: 1.8649 acc: 0.750 ETA: 3s loss: 1.8565 acc: 0.750 ETA: 3s loss: 1.8462 acc: 0.750 ETA: 3s loss: 1.8941 acc: 0.747 ETA: 3s loss: 1.9257 acc: 0.744 ETA: 3s loss: 1.9064 acc: 0.747 ETA: 3s loss: 1.9364 acc: 0.747 ETA: 3s loss: 1.9229 acc: 0.747 ETA: 3s loss: 1.9076 acc: 0.750 ETA: 3s loss: 1.8950 acc: 0.750 ETA: 3s loss: 1.8908 acc: 0.747 ETA: 3s loss: 1.8789 acc: 0.744 ETA: 3s loss: 1.8656 acc: 0.744 ETA: 3s loss: 1.8518 acc: 0.747 ETA: 3s loss: 1.8511 acc: 0.747 ETA: 2s loss: 1.8350 acc: 0.750 ETA: 2s loss: 1.8631 acc: 0.747 ETA: 2s loss: 1.8472 acc: 0.750 ETA: 2s loss: 1.8305 acc: 0.752 ETA: 2s loss: 1.8308 acc: 0.752 ETA: 2s loss: 1.8140 acc: 0.755 ETA: 2s loss: 1.8151 acc: 0.752 ETA: 2s loss: 1.8022 acc: 0.754 ETA: 2s loss: 1.7923 acc: 0.754 ETA: 2s loss: 1.8061 acc: 0.752 ETA: 2s loss: 1.7929 acc: 0.754 ETA: 2s loss: 1.7890 acc: 0.754 ETA: 2s loss: 1.7766 acc: 0.757 ETA: 2s loss: 1.7648 acc: 0.759 ETA: 2s loss: 1.7564 acc: 0.759 ETA: 1s loss: 1.7466 acc: 0.759 ETA: 1s loss: 1.7443 acc: 0.756 ETA: 1s loss: 1.7336 acc: 0.758 ETA: 1s loss: 1.7473 acc: 0.758 ETA: 1s loss: 1.7361 acc: 0.761 ETA: 1s loss: 1.7609 acc: 0.758 ETA: 1s loss: 1.7649 acc: 0.754 ETA: 1s loss: 1.7860 acc: 0.754 ETA: 1s loss: 1.7731 acc: 0.756 ETA: 1s loss: 1.7746 acc: 0.754 ETA: 1s loss: 1.7872 acc: 0.752 ETA: 1s loss: 1.7788 acc: 0.752 ETA: 1s loss: 1.7657 acc: 0.754 ETA: 1s loss: 1.7539 acc: 0.756 ETA: 1s loss: 1.7740 acc: 0.756 ETA: 0s loss: 1.7644 acc: 0.756 ETA: 0s loss: 1.7618 acc: 0.754 ETA: 0s loss: 1.7518 acc: 0.754 ETA: 0s loss: 1.7433 acc: 0.754 ETA: 0s loss: 1.7652 acc: 0.752 ETA: 0s loss: 1.7574 acc: 0.752 ETA: 0s loss: 1.7463 acc: 0.754 ETA: 0s loss: 1.7427 acc: 0.754 ETA: 0s loss: 1.7312 acc: 0.756 ETA: 0s loss: 1.7223 acc: 0.756 ETA: 0s loss: 1.7216 acc: 0.754 ETA: 0s loss: 1.7109 acc: 0.756 ETA: 0s loss: 1.7057 acc: 0.757 ETA: 0s loss: 1.7029 acc: 0.756 ETA: 0s loss: 1.6964 acc: 0.756 ETA: 0s loss: 1.6906 acc: 0.756 ETA: 0s loss: 1.6872 acc: 0.754 10s 17ms/step loss: 1.6842 acc: 0.7549 val loss: 3.0750 val acc: 0.5357
Epoch 2/4
563/563 [==============================] ETA: 7s loss: 0.4493 acc: 1.000 ETA: 7s loss: 0.2967 acc: 1.000 ETA: 7s loss: 0.2633 acc: 1.000 ETA: 7s loss: 0.9475 acc: 0.857 ETA: 7s loss: 0.8642 acc: 0.833 ETA: 7s loss: 1.1743 acc: 0.818 ETA: 8s loss: 1.0797 acc: 0.833 ETA: 8s loss: 0.9333 acc: 0.857 ETA: 8s loss: 1.3224 acc: 0.843 ETA: 7s loss: 1.1770 acc: 0.861 ETA: 7s loss: 1.0599 acc: 0.875 ETA: 7s loss: 0.9737 acc: 0.886 ETA: 7s loss: 0.8959 acc: 0.895 ETA: 7s loss: 0.8284 acc: 0.903 ETA: 7s loss: 0.9328 acc: 0.892 ETA: 7s loss: 0.9443 acc: 0.883 ETA: 7s loss: 0.9669 acc: 0.875 ETA: 7s loss: 1.0002 acc: 0.867 ETA: 7s loss: 1.1393 acc: 0.861 ETA: 7s loss: 1.3286 acc: 0.842 ETA: 6s loss: 1.5077 acc: 0.825 ETA: 6s loss: 1.4682 acc: 0.833 ETA: 6s loss: 1.4466 acc: 0.829 ETA: 6s loss: 1.4141 acc: 0.837 ETA: 6s loss: 1.3759 acc: 0.843 ETA: 6s loss: 1.3575 acc: 0.830 ETA: 6s loss: 1.3460 acc: 0.817 ETA: 6s loss: 1.3256 acc: 0.814 ETA: 6s loss: 1.3183 acc: 0.803 ETA: 6s loss: 1.3105 acc: 0.801 ETA: 6s loss: 1.3009 acc: 0.800 ETA: 6s loss: 1.2936 acc: 0.798 ETA: 6s loss: 1.3940 acc: 0.796 ETA: 6s loss: 1.3904 acc: 0.772 ETA: 6s loss: 1.3658 acc: 0.779 ETA: 5s loss: 1.3387 acc: 0.785 ETA: 5s loss: 1.3230 acc: 0.784 ETA: 5s loss: 1.3060 acc: 0.783 ETA: 5s loss: 1.2945 acc: 0.782 ETA: 5s loss: 1.2706 acc: 0.788 ETA: 5s loss: 1.2726 acc: 0.775 ETA: 5s loss: 1.2487 acc: 0.777 ETA: 5s loss: 1.2334 acc: 0.776 ETA: 5s loss: 1.2159 acc: 0.781 ETA: 5s loss: 1.1995 acc: 0.780 ETA: 5s loss: 1.2033 acc: 0.780 ETA: 5s loss: 1.2174 acc: 0.768 ETA: 5s loss: 1.2070 acc: 0.768 ETA: 5s loss: 1.1891 acc: 0.773 ETA: 5s loss: 1.1859 acc: 0.767 ETA: 4s loss: 1.1714 acc: 0.767 ETA: 4s loss: 1.1709 acc: 0.762 ETA: 4s loss: 1.1568 acc: 0.761 ETA: 4s loss: 1.1534 acc: 0.761 ETA: 4s loss: 1.1436 acc: 0.761 ETA: 4s loss: 1.1769 acc: 0.761 ETA: 4s loss: 1.1591 acc: 0.765 ETA: 4s loss: 1.1415 acc: 0.769 ETA: 4s loss: 1.1314 acc: 0.766 ETA: 4s loss: 1.1219 acc: 0.766 ETA: 4s loss: 1.1064 acc: 0.770 ETA: 4s loss: 1.0905 acc: 0.774 ETA: 4s loss: 1.0749 acc: 0.777 ETA: 4s loss: 1.0733 acc: 0.773 ETA: 4s loss: 1.1195 acc: 0.773 ETA: 4s loss: 1.1208 acc: 0.772 ETA: 4s loss: 1.1155 acc: 0.768 ETA: 3s loss: 1.1003 acc: 0.772 ETA: 3s loss: 1.0858 acc: 0.775 ETA: 3s loss: 1.0752 acc: 0.775 ETA: 3s loss: 1.0611 acc: 0.778 ETA: 3s loss: 1.0773 acc: 0.774 ETA: 3s loss: 1.0633 acc: 0.777 ETA: 3s loss: 1.0508 acc: 0.780 ETA: 3s loss: 1.0510 acc: 0.776 ETA: 3s loss: 1.0383 acc: 0.779 ETA: 3s loss: 1.0323 acc: 0.779 ETA: 3s loss: 1.0204 acc: 0.782 ETA: 3s loss: 1.0149 acc: 0.781 ETA: 3s loss: 1.0077 acc: 0.781 ETA: 3s loss: 0.9962 acc: 0.784 ETA: 3s loss: 1.0002 acc: 0.777 ETA: 3s loss: 0.9946 acc: 0.777 ETA: 3s loss: 0.9782 acc: 0.781 ETA: 2s loss: 0.9771 acc: 0.780 ETA: 2s loss: 0.9863 acc: 0.774 ETA: 2s loss: 0.9947 acc: 0.768 ETA: 2s loss: 0.9890 acc: 0.768 ETA: 2s loss: 0.9832 acc: 0.768 ETA: 2s loss: 0.9778 acc: 0.768 ETA: 2s loss: 0.9701 acc: 0.770 ETA: 2s loss: 0.9624 acc: 0.773 ETA: 2s loss: 0.9568 acc: 0.772 ETA: 2s loss: 0.9546 acc: 0.771 ETA: 2s loss: 0.9535 acc: 0.770 ETA: 2s loss: 0.9485 acc: 0.771 ETA: 2s loss: 0.9412 acc: 0.774 ETA: 2s loss: 0.9365 acc: 0.773 ETA: 2s loss: 0.9291 acc: 0.776 ETA: 2s loss: 0.9426 acc: 0.773 ETA: 2s loss: 0.9354 acc: 0.775 ETA: 2s loss: 0.9463 acc: 0.770 ETA: 1s loss: 0.9437 acc: 0.770 ETA: 1s loss: 0.9361 acc: 0.772 ETA: 1s loss: 0.9320 acc: 0.772 ETA: 1s loss: 0.9247 acc: 0.774 ETA: 1s loss: 0.9185 acc: 0.776 ETA: 1s loss: 0.9114 acc: 0.778 ETA: 1s loss: 0.9039 acc: 0.780 ETA: 1s loss: 0.8966 acc: 0.782 ETA: 1s loss: 0.8915 acc: 0.782 ETA: 1s loss: 0.8846 acc: 0.784 ETA: 1s loss: 0.8835 acc: 0.780 ETA: 1s loss: 0.8860 acc: 0.780 ETA: 1s loss: 0.9153 acc: 0.777 ETA: 1s loss: 0.9089 acc: 0.779 ETA: 1s loss: 0.9028 acc: 0.781 ETA: 1s loss: 0.8965 acc: 0.783 ETA: 1s loss: 0.8898 acc: 0.785 ETA: 1s loss: 0.8844 acc: 0.786 ETA: 0s loss: 0.8781 acc: 0.788 ETA: 0s loss: 0.9044 acc: 0.788 ETA: 0s loss: 0.9055 acc: 0.788 ETA: 0s loss: 0.8995 acc: 0.789 ETA: 0s loss: 0.8938 acc: 0.791 ETA: 0s loss: 0.8975 acc: 0.791 ETA: 0s loss: 0.9131 acc: 0.788 ETA: 0s loss: 0.9064 acc: 0.790 ETA: 0s loss: 0.9078 acc: 0.790 ETA: 0s loss: 0.9018 acc: 0.791 ETA: 0s loss: 0.9321 acc: 0.787 ETA: 0s loss: 0.9276 acc: 0.787 ETA: 0s loss: 0.9212 acc: 0.788 ETA: 0s loss: 0.9236 acc: 0.788 ETA: 0s loss: 0.9175 acc: 0.790 ETA: 0s loss: 0.9116 acc: 0.791 ETA: 0s loss: 0.9105 acc: 0.791 ETA: 0s loss: 0.9124 acc: 0.791 8s 15ms/step loss: 0.9106 acc: 0.7904 val loss: 2.3447 val acc: 0.4714
Epoch 3/4
4
563/563 [==============================] ETA: 7s loss: 0.9318 acc: 0.500 ETA: 7s loss: 0.3148 acc: 0.875 ETA: 7s loss: 0.2444 acc: 0.916 ETA: 7s loss: 0.3949 acc: 0.875 ETA: 7s loss: 0.3255 acc: 0.900 ETA: 6s loss: 0.5907 acc: 0.884 ETA: 6s loss: 0.5321 acc: 0.900 ETA: 6s loss: 0.9574 acc: 0.852 ETA: 6s loss: 0.9541 acc: 0.842 ETA: 6s loss: 0.9363 acc: 0.833 ETA: 6s loss: 0.8986 acc: 0.826 ETA: 6s loss: 0.9146 acc: 0.800 ETA: 6s loss: 0.8588 acc: 0.814 ETA: 6s loss: 0.8249 acc: 0.827 ETA: 6s loss: 0.9439 acc: 0.790 ETA: 6s loss: 0.8931 acc: 0.803 ETA: 6s loss: 0.9253 acc: 0.800 ETA: 6s loss: 0.9254 acc: 0.783 ETA: 6s loss: 0.9155 acc: 0.782 ETA: 6s loss: 0.9254 acc: 0.768 ETA: 6s loss: 0.8911 acc: 0.779 ETA: 6s loss: 0.9718 acc: 0.755 ETA: 6s loss: 0.9442 acc: 0.766 ETA: 6s loss: 0.9398 acc: 0.765 ETA: 6s loss: 0.9245 acc: 0.764 ETA: 6s loss: 0.9273 acc: 0.764 ETA: 6s loss: 0.9271 acc: 0.754 ETA: 6s loss: 0.9039 acc: 0.763 ETA: 6s loss: 0.9045 acc: 0.762 ETA: 6s loss: 0.8836 acc: 0.770 ETA: 6s loss: 0.8626 acc: 0.777 ETA: 6s loss: 0.8483 acc: 0.784 ETA: 6s loss: 0.8412 acc: 0.783 ETA: 6s loss: 0.8465 acc: 0.782 ETA: 6s loss: 0.8317 acc: 0.788 ETA: 6s loss: 0.8255 acc: 0.787 ETA: 5s loss: 0.8070 acc: 0.793 ETA: 5s loss: 0.7893 acc: 0.798 ETA: 5s loss: 0.7842 acc: 0.797 ETA: 5s loss: 0.7700 acc: 0.802 ETA: 5s loss: 0.7637 acc: 0.801 ETA: 5s loss: 0.7687 acc: 0.794 ETA: 5s loss: 0.7851 acc: 0.787 ETA: 5s loss: 0.7915 acc: 0.780 ETA: 5s loss: 0.9078 acc: 0.769 ETA: 5s loss: 0.9102 acc: 0.768 ETA: 5s loss: 0.9781 acc: 0.768 ETA: 5s loss: 0.9602 acc: 0.773 ETA: 5s loss: 0.9685 acc: 0.767 ETA: 5s loss: 0.9602 acc: 0.767 ETA: 5s loss: 0.9581 acc: 0.767 ETA: 5s loss: 0.9656 acc: 0.761 ETA: 5s loss: 0.9528 acc: 0.766 ETA: 4s loss: 0.9637 acc: 0.761 ETA: 4s loss: 0.9581 acc: 0.761 ETA: 4s loss: 0.9505 acc: 0.761 ETA: 4s loss: 1.0073 acc: 0.760 ETA: 4s loss: 0.9949 acc: 0.765 ETA: 4s loss: 0.9927 acc: 0.760 ETA: 4s loss: 0.9889 acc: 0.760 ETA: 4s loss: 1.0412 acc: 0.760 ETA: 4s loss: 1.1053 acc: 0.752 ETA: 4s loss: 1.0987 acc: 0.752 ETA: 4s loss: 1.0896 acc: 0.751 ETA: 4s loss: 1.0868 acc: 0.751 ETA: 4s loss: 1.0798 acc: 0.751 ETA: 4s loss: 1.0738 acc: 0.751 ETA: 4s loss: 1.0658 acc: 0.751 ETA: 4s loss: 1.0709 acc: 0.748 ETA: 3s loss: 1.0570 acc: 0.751 ETA: 3s loss: 1.0729 acc: 0.751 ETA: 3s loss: 1.0632 acc: 0.751 ETA: 3s loss: 1.0544 acc: 0.751 ETA: 3s loss: 1.0412 acc: 0.755 ETA: 3s loss: 1.0341 acc: 0.755 ETA: 3s loss: 1.0212 acc: 0.758 ETA: 3s loss: 1.0240 acc: 0.754 ETA: 3s loss: 1.0148 acc: 0.754 ETA: 3s loss: 1.0479 acc: 0.751 ETA: 3s loss: 1.0471 acc: 0.751 ETA: 3s loss: 1.0390 acc: 0.751 ETA: 3s loss: 1.0275 acc: 0.754 ETA: 3s loss: 1.0173 acc: 0.757 ETA: 3s loss: 1.0160 acc: 0.757 ETA: 3s loss: 1.0053 acc: 0.760 ETA: 3s loss: 1.0005 acc: 0.760 ETA: 3s loss: 0.9945 acc: 0.760 ETA: 2s loss: 0.9948 acc: 0.759 ETA: 2s loss: 0.9824 acc: 0.763 ETA: 2s loss: 0.9736 acc: 0.766 ETA: 2s loss: 0.9649 acc: 0.769 ETA: 2s loss: 0.9556 acc: 0.771 ETA: 2s loss: 0.9555 acc: 0.766 ETA: 2s loss: 0.9560 acc: 0.763 ETA: 2s loss: 0.9506 acc: 0.761 ETA: 2s loss: 0.9422 acc: 0.764 ETA: 2s loss: 0.9339 acc: 0.766 ETA: 2s loss: 0.9387 acc: 0.763 ETA: 2s loss: 0.9299 acc: 0.766 ETA: 2s loss: 0.9612 acc: 0.763 ETA: 2s loss: 0.9527 acc: 0.765 ETA: 2s loss: 0.9449 acc: 0.768 ETA: 2s loss: 0.9371 acc: 0.770 ETA: 1s loss: 0.9291 acc: 0.772 ETA: 1s loss: 0.9209 acc: 0.774 ETA: 1s loss: 0.9158 acc: 0.774 ETA: 1s loss: 0.9086 acc: 0.776 ETA: 1s loss: 0.9529 acc: 0.771 ETA: 1s loss: 0.9535 acc: 0.771 ETA: 1s loss: 0.9505 acc: 0.771 ETA: 1s loss: 0.9465 acc: 0.771 ETA: 1s loss: 0.9500 acc: 0.770 ETA: 1s loss: 0.9468 acc: 0.770 ETA: 1s loss: 0.9438 acc: 0.770 ETA: 1s loss: 0.9368 acc: 0.772 ETA: 1s loss: 0.9297 acc: 0.774 ETA: 1s loss: 0.9229 acc: 0.776 ETA: 1s loss: 0.9237 acc: 0.776 ETA: 1s loss: 0.9171 acc: 0.778 ETA: 1s loss: 0.9107 acc: 0.779 ETA: 1s loss: 0.9181 acc: 0.777 ETA: 0s loss: 0.9218 acc: 0.775 ETA: 0s loss: 0.9175 acc: 0.775 ETA: 0s loss: 0.9114 acc: 0.776 ETA: 0s loss: 0.9057 acc: 0.778 ETA: 0s loss: 0.9017 acc: 0.778 ETA: 0s loss: 0.8957 acc: 0.780 ETA: 0s loss: 0.8927 acc: 0.779 ETA: 0s loss: 0.8898 acc: 0.779 ETA: 0s loss: 0.8875 acc: 0.779 ETA: 0s loss: 0.8819 acc: 0.781 ETA: 0s loss: 0.8821 acc: 0.780 ETA: 0s loss: 0.8837 acc: 0.780 ETA: 0s loss: 0.8823 acc: 0.780 ETA: 0s loss: 0.8824 acc: 0.780 ETA: 0s loss: 0.8752 acc: 0.782 ETA: 0s loss: 0.8706 acc: 0.784 ETA: 0s loss: 0.8825 acc: 0.782 8s 15ms/step loss: 0.8800 acc: 0.7815 val loss: 2.1964 val acc: 0.4929
Epoch 4/4
563/563 [==============================] ETA: 9s loss: 0.1239 acc: 1.000 ETA: 8s loss: 0.9693 acc: 0.666 ETA: 8s loss: 1.0830 acc: 0.700 ETA: 8s loss: 0.9012 acc: 0.714 ETA: 8s loss: 1.1577 acc: 0.666 ETA: 7s loss: 1.0632 acc: 0.681 ETA: 7s loss: 0.9115 acc: 0.730 ETA: 7s loss: 0.8233 acc: 0.766 ETA: 7s loss: 0.7972 acc: 0.764 ETA: 7s loss: 0.7240 acc: 0.789 ETA: 7s loss: 0.8592 acc: 0.785 ETA: 7s loss: 0.8316 acc: 0.782 ETA: 7s loss: 0.7775 acc: 0.800 ETA: 7s loss: 0.7310 acc: 0.814 ETA: 7s loss: 0.6961 acc: 0.827 ETA: 7s loss: 0.7224 acc: 0.806 ETA: 7s loss: 0.6847 acc: 0.818 ETA: 6s loss: 0.6813 acc: 0.814 ETA: 6s loss: 0.6461 acc: 0.824 ETA: 6s loss: 0.6153 acc: 0.833 ETA: 6s loss: 0.5934 acc: 0.841 ETA: 6s loss: 0.6263 acc: 0.837 ETA: 6s loss: 0.6005 acc: 0.844 ETA: 6s loss: 0.5769 acc: 0.851 ETA: 6s loss: 0.6655 acc: 0.836 ETA: 6s loss: 0.6612 acc: 0.833 ETA: 6s loss: 0.6430 acc: 0.833 ETA: 6s loss: 0.6250 acc: 0.839 ETA: 6s loss: 0.6331 acc: 0.836 ETA: 6s loss: 0.6306 acc: 0.833 ETA: 6s loss: 0.6394 acc: 0.830 ETA: 5s loss: 0.6420 acc: 0.820 ETA: 5s loss: 0.6323 acc: 0.825 ETA: 5s loss: 0.6179 acc: 0.830 ETA: 5s loss: 0.6201 acc: 0.828 ETA: 5s loss: 0.6181 acc: 0.821 ETA: 5s loss: 0.6077 acc: 0.826 ETA: 5s loss: 0.6189 acc: 0.824 ETA: 5s loss: 0.6067 acc: 0.829 ETA: 5s loss: 0.6150 acc: 0.821 ETA: 5s loss: 0.6207 acc: 0.813 ETA: 5s loss: 0.6304 acc: 0.811 ETA: 5s loss: 0.6192 acc: 0.816 ETA: 5s loss: 0.7098 acc: 0.811 ETA: 5s loss: 0.7294 acc: 0.804 ETA: 5s loss: 0.7238 acc: 0.803 ETA: 5s loss: 0.7118 acc: 0.807 ETA: 4s loss: 0.7019 acc: 0.811 ETA: 4s loss: 0.6993 acc: 0.810 ETA: 4s loss: 0.7401 acc: 0.810 ETA: 4s loss: 0.7283 acc: 0.814 ETA: 4s loss: 0.7373 acc: 0.813 ETA: 4s loss: 0.7372 acc: 0.811 ETA: 4s loss: 0.7704 acc: 0.806 ETA: 4s loss: 0.7581 acc: 0.809 ETA: 4s loss: 0.7490 acc: 0.813 ETA: 4s loss: 0.7738 acc: 0.807 ETA: 4s loss: 0.7723 acc: 0.806 ETA: 4s loss: 0.8116 acc: 0.801 ETA: 4s loss: 0.7998 acc: 0.804 ETA: 4s loss: 0.7898 acc: 0.808 ETA: 4s loss: 0.7807 acc: 0.811 ETA: 4s loss: 0.7832 acc: 0.806 ETA: 4s loss: 0.7727 acc: 0.809 ETA: 3s loss: 0.7685 acc: 0.808 ETA: 3s loss: 0.7731 acc: 0.807 ETA: 3s loss: 0.7719 acc: 0.806 ETA: 3s loss: 0.7640 acc: 0.809 ETA: 3s loss: 0.7553 acc: 0.812 ETA: 3s loss: 0.7459 acc: 0.814 ETA: 3s loss: 0.7472 acc: 0.813 ETA: 3s loss: 0.7541 acc: 0.809 ETA: 3s loss: 0.7468 acc: 0.812 ETA: 3s loss: 0.7652 acc: 0.804 ETA: 3s loss: 0.7565 acc: 0.807 ETA: 3s loss: 0.7524 acc: 0.806 ETA: 3s loss: 0.7451 acc: 0.808 ETA: 3s loss: 0.7503 acc: 0.805 ETA: 3s loss: 0.7432 acc: 0.807 ETA: 3s loss: 0.7374 acc: 0.809 ETA: 3s loss: 0.7331 acc: 0.810 ETA: 3s loss: 0.7463 acc: 0.803 ETA: 2s loss: 0.7390 acc: 0.805 ETA: 2s loss: 0.7361 acc: 0.805 ETA: 2s loss: 0.7331 acc: 0.804 ETA: 2s loss: 0.7412 acc: 0.801 ETA: 2s loss: 0.7395 acc: 0.801 ETA: 2s loss: 0.7433 acc: 0.801 ETA: 2s loss: 0.7448 acc: 0.797 ETA: 2s loss: 0.7385 acc: 0.800 ETA: 2s loss: 0.7318 acc: 0.802 ETA: 2s loss: 0.7356 acc: 0.801 ETA: 2s loss: 0.7292 acc: 0.803 ETA: 2s loss: 0.7270 acc: 0.803 ETA: 2s loss: 0.7298 acc: 0.802 ETA: 2s loss: 0.7243 acc: 0.804 ETA: 2s loss: 0.7307 acc: 0.799 ETA: 2s loss: 0.7247 acc: 0.801 ETA: 2s loss: 0.7282 acc: 0.800 ETA: 2s loss: 0.7232 acc: 0.802 ETA: 1s loss: 0.7177 acc: 0.804 ETA: 1s loss: 0.7378 acc: 0.801 ETA: 1s loss: 0.7490 acc: 0.798 ETA: 1s loss: 0.7589 acc: 0.793 ETA: 1s loss: 0.7549 acc: 0.795 ETA: 1s loss: 0.7583 acc: 0.792 ETA: 1s loss: 0.7528 acc: 0.794 ETA: 1s loss: 0.7471 acc: 0.796 ETA: 1s loss: 0.7481 acc: 0.796 ETA: 1s loss: 0.7425 acc: 0.797 ETA: 1s loss: 0.7425 acc: 0.797 ETA: 1s loss: 0.7371 acc: 0.799 ETA: 1s loss: 0.7666 acc: 0.798 ETA: 1s loss: 0.7955 acc: 0.798 ETA: 1s loss: 0.7937 acc: 0.797 ETA: 1s loss: 0.7909 acc: 0.797 ETA: 1s loss: 0.8222 acc: 0.795 ETA: 1s loss: 0.8157 acc: 0.796 ETA: 1s loss: 0.8101 acc: 0.798 ETA: 0s loss: 0.8152 acc: 0.798 ETA: 0s loss: 0.8165 acc: 0.797 ETA: 0s loss: 0.8181 acc: 0.797 ETA: 0s loss: 0.8218 acc: 0.794 ETA: 0s loss: 0.8213 acc: 0.794 ETA: 0s loss: 0.8222 acc: 0.792 ETA: 0s loss: 0.8169 acc: 0.793 ETA: 0s loss: 0.8105 acc: 0.794 ETA: 0s loss: 0.8099 acc: 0.793 ETA: 0s loss: 0.8047 acc: 0.795 ETA: 0s loss: 0.7999 acc: 0.797 ETA: 0s loss: 0.7955 acc: 0.798 ETA: 0s loss: 0.7932 acc: 0.798 ETA: 0s loss: 0.7891 acc: 0.799 ETA: 0s loss: 0.7927 acc: 0.797 ETA: 0s loss: 0.7879 acc: 0.798 ETA: 0s loss: 0.7901 acc: 0.796 ETA: 0s loss: 0.7951 acc: 0.794 8s 14ms/step loss: 0.7948 acc: 0.7940 val loss: 2.4970 val acc: 0.4571
140/140 [==============================] ETA: ETA: ETA: ETA: 1s 4ms/step
(563, 1612)
Train on 563 samples, validate on 140 samples
Epoch 1/4
563/563 [==============================] ETA: 2:25 loss: 2.0875 acc: 0.0000e+0 ETA: 52s loss: 4.9396 acc: 0.1667 ETA: 34s loss: 3.9352 acc: 0.10 ETA: 26s loss: 5.3278 acc: 0.07 ETA: 22s loss: 4.3661 acc: 0.16 ETA: 19s loss: 3.8632 acc: 0.27 ETA: 17s loss: 3.2857 acc: 0.38 ETA: 15s loss: 3.4330 acc: 0.43 ETA: 14s loss: 3.5093 acc: 0.47 ETA: 13s loss: 3.1411 acc: 0.52 ETA: 13s loss: 2.8431 acc: 0.57 ETA: 12s loss: 3.2267 acc: 0.56 ETA: 11s loss: 2.9688 acc: 0.60 ETA: 11s loss: 2.7847 acc: 0.61 ETA: 11s loss: 2.5927 acc: 0.63 ETA: 10s loss: 2.4281 acc: 0.66 ETA: 10s loss: 2.4273 acc: 0.66 ETA: 10s loss: 2.4532 acc: 0.65 ETA: 9s loss: 2.3518 acc: 0.6622 ETA: 9s loss: 2.2859 acc: 0.641 ETA: 9s loss: 2.2599 acc: 0.622 ETA: 9s loss: 2.2673 acc: 0.616 ETA: 9s loss: 2.3426 acc: 0.588 ETA: 8s loss: 2.4346 acc: 0.585 ETA: 8s loss: 2.6395 acc: 0.581 ETA: 8s loss: 2.5390 acc: 0.598 ETA: 8s loss: 2.7491 acc: 0.594 ETA: 8s loss: 2.6541 acc: 0.609 ETA: 8s loss: 2.5624 acc: 0.622 ETA: 8s loss: 2.5571 acc: 0.627 ETA: 7s loss: 2.4785 acc: 0.639 ETA: 7s loss: 2.4301 acc: 0.642 ETA: 7s loss: 2.5352 acc: 0.630 ETA: 7s loss: 2.4932 acc: 0.626 ETA: 7s loss: 2.4572 acc: 0.630 ETA: 7s loss: 2.4925 acc: 0.619 ETA: 7s loss: 2.4468 acc: 0.616 ETA: 7s loss: 2.4302 acc: 0.613 ETA: 6s loss: 2.5052 acc: 0.610 ETA: 6s loss: 2.4724 acc: 0.607 ETA: 6s loss: 2.4248 acc: 0.617 ETA: 6s loss: 2.5766 acc: 0.608 ETA: 6s loss: 2.6885 acc: 0.605 ETA: 6s loss: 2.6499 acc: 0.609 ETA: 6s loss: 2.6935 acc: 0.612 ETA: 6s loss: 2.6863 acc: 0.609 ETA: 6s loss: 2.6537 acc: 0.607 ETA: 6s loss: 2.6116 acc: 0.615 ETA: 6s loss: 2.6322 acc: 0.608 ETA: 5s loss: 2.5944 acc: 0.611 ETA: 5s loss: 2.5712 acc: 0.608 ETA: 5s loss: 2.5766 acc: 0.601 ETA: 5s loss: 2.5493 acc: 0.600 ETA: 5s loss: 2.5888 acc: 0.598 ETA: 5s loss: 2.5626 acc: 0.596 ETA: 5s loss: 2.5611 acc: 0.585 ETA: 5s loss: 2.5343 acc: 0.584 ETA: 5s loss: 2.5187 acc: 0.578 ETA: 5s loss: 2.4970 acc: 0.576 ETA: 5s loss: 2.4795 acc: 0.571 ETA: 5s loss: 2.4586 acc: 0.570 ETA: 5s loss: 2.4421 acc: 0.561 ETA: 4s loss: 2.4321 acc: 0.560 ETA: 4s loss: 2.4192 acc: 0.563 ETA: 4s loss: 2.4349 acc: 0.562 ETA: 4s loss: 2.4125 acc: 0.564 ETA: 4s loss: 2.3940 acc: 0.563 ETA: 4s loss: 2.3745 acc: 0.558 ETA: 4s loss: 2.4110 acc: 0.561 ETA: 4s loss: 2.3960 acc: 0.560 ETA: 4s loss: 2.3797 acc: 0.563 ETA: 4s loss: 2.3726 acc: 0.562 ETA: 4s loss: 2.3530 acc: 0.565 ETA: 4s loss: 2.3408 acc: 0.560 ETA: 4s loss: 2.3265 acc: 0.560 ETA: 3s loss: 2.3615 acc: 0.559 ETA: 3s loss: 2.3489 acc: 0.558 ETA: 3s loss: 2.3345 acc: 0.560 ETA: 3s loss: 2.3195 acc: 0.560 ETA: 3s loss: 2.3173 acc: 0.556 ETA: 3s loss: 2.3062 acc: 0.555 ETA: 3s loss: 2.2904 acc: 0.557 ETA: 3s loss: 2.2695 acc: 0.560 ETA: 3s loss: 2.2521 acc: 0.565 ETA: 3s loss: 2.2381 acc: 0.567 ETA: 3s loss: 2.2308 acc: 0.566 ETA: 3s loss: 2.2144 acc: 0.571 ETA: 3s loss: 2.2306 acc: 0.571 ETA: 3s loss: 2.2640 acc: 0.567 ETA: 3s loss: 2.2504 acc: 0.563 ETA: 2s loss: 2.2451 acc: 0.563 ETA: 2s loss: 2.2342 acc: 0.562 ETA: 2s loss: 2.2219 acc: 0.567 ETA: 2s loss: 2.2077 acc: 0.566 ETA: 2s loss: 2.1960 acc: 0.565 ETA: 2s loss: 2.1843 acc: 0.562 ETA: 2s loss: 2.1960 acc: 0.561 ETA: 2s loss: 2.1841 acc: 0.566 ETA: 2s loss: 2.1702 acc: 0.570 ETA: 2s loss: 2.1587 acc: 0.572 ETA: 2s loss: 2.1453 acc: 0.571 ETA: 2s loss: 2.1361 acc: 0.566 ETA: 2s loss: 2.1356 acc: 0.565 ETA: 2s loss: 2.1244 acc: 0.564 ETA: 2s loss: 2.1487 acc: 0.564 ETA: 2s loss: 2.1323 acc: 0.565 ETA: 1s loss: 2.1227 acc: 0.567 ETA: 1s loss: 2.1097 acc: 0.569 ETA: 1s loss: 2.0956 acc: 0.573 ETA: 1s loss: 2.0867 acc: 0.574 ETA: 1s loss: 2.1329 acc: 0.571 ETA: 1s loss: 2.1219 acc: 0.573 ETA: 1s loss: 2.1112 acc: 0.574 ETA: 1s loss: 2.1081 acc: 0.574 ETA: 1s loss: 2.0920 acc: 0.575 ETA: 1s loss: 2.1141 acc: 0.576 ETA: 1s loss: 2.1007 acc: 0.580 ETA: 1s loss: 2.0912 acc: 0.584 ETA: 1s loss: 2.0823 acc: 0.585 ETA: 1s loss: 2.0679 acc: 0.586 ETA: 1s loss: 2.0552 acc: 0.589 ETA: 1s loss: 2.0416 acc: 0.593 ETA: 0s loss: 2.0615 acc: 0.594 ETA: 0s loss: 2.0713 acc: 0.593 ETA: 0s loss: 2.0674 acc: 0.594 ETA: 0s loss: 2.0606 acc: 0.594 ETA: 0s loss: 2.0427 acc: 0.598 ETA: 0s loss: 2.0300 acc: 0.601 ETA: 0s loss: 2.0339 acc: 0.601 ETA: 0s loss: 2.0230 acc: 0.604 ETA: 0s loss: 2.0142 acc: 0.605 ETA: 0s loss: 2.0031 acc: 0.606 ETA: 0s loss: 1.9933 acc: 0.609 ETA: 0s loss: 1.9861 acc: 0.610 ETA: 0s loss: 1.9791 acc: 0.611 ETA: 0s loss: 1.9704 acc: 0.612 ETA: 0s loss: 1.9704 acc: 0.609 ETA: 0s loss: 1.9701 acc: 0.608 9s 16ms/step loss: 1.9631 acc: 0.6110 val loss: 0.9175 val acc: 0.8143
Epoch 2/4
563/563 [==============================] ETA: 8s loss: 0.8458 acc: 1.000 ETA: 7s loss: 1.1636 acc: 0.666 ETA: 7s loss: 1.0136 acc: 0.700 ETA: 7s loss: 0.9222 acc: 0.714 ETA: 7s loss: 0.8496 acc: 0.777 ETA: 7s loss: 0.7899 acc: 0.818 ETA: 7s loss: 0.8103 acc: 0.769 ETA: 7s loss: 1.2290 acc: 0.733 ETA: 7s loss: 1.6330 acc: 0.735 ETA: 7s loss: 1.6228 acc: 0.684 ETA: 7s loss: 1.6048 acc: 0.666 ETA: 7s loss: 1.8694 acc: 0.673 ETA: 7s loss: 1.7954 acc: 0.660 ETA: 7s loss: 1.7695 acc: 0.666 ETA: 7s loss: 1.7085 acc: 0.672 ETA: 7s loss: 1.7107 acc: 0.661 ETA: 7s loss: 1.6587 acc: 0.681 ETA: 7s loss: 1.6313 acc: 0.685 ETA: 7s loss: 1.6129 acc: 0.689 ETA: 7s loss: 1.5621 acc: 0.692 ETA: 7s loss: 1.5197 acc: 0.695 ETA: 6s loss: 1.5015 acc: 0.686 ETA: 6s loss: 1.5530 acc: 0.677 ETA: 6s loss: 1.5290 acc: 0.680 ETA: 6s loss: 1.4839 acc: 0.693 ETA: 6s loss: 1.5408 acc: 0.676 ETA: 6s loss: 1.5921 acc: 0.669 ETA: 6s loss: 1.5571 acc: 0.681 ETA: 6s loss: 1.6635 acc: 0.684 ETA: 6s loss: 1.6415 acc: 0.686 ETA: 6s loss: 1.6088 acc: 0.696 ETA: 6s loss: 1.5808 acc: 0.706 ETA: 6s loss: 1.5535 acc: 0.707 ETA: 6s loss: 1.5210 acc: 0.716 ETA: 6s loss: 1.4907 acc: 0.717 ETA: 6s loss: 1.4589 acc: 0.725 ETA: 6s loss: 1.5434 acc: 0.719 ETA: 6s loss: 1.5214 acc: 0.726 ETA: 6s loss: 1.5020 acc: 0.727 ETA: 5s loss: 1.4842 acc: 0.727 ETA: 5s loss: 1.4784 acc: 0.728 ETA: 5s loss: 1.4616 acc: 0.728 ETA: 5s loss: 1.4454 acc: 0.729 ETA: 5s loss: 1.4290 acc: 0.729 ETA: 5s loss: 1.4317 acc: 0.719 ETA: 5s loss: 1.4225 acc: 0.714 ETA: 5s loss: 1.4046 acc: 0.720 ETA: 5s loss: 1.4300 acc: 0.721 ETA: 5s loss: 1.4175 acc: 0.721 ETA: 5s loss: 1.3958 acc: 0.727 ETA: 5s loss: 1.3731 acc: 0.732 ETA: 5s loss: 1.4326 acc: 0.718 ETA: 5s loss: 1.4241 acc: 0.714 ETA: 5s loss: 1.4632 acc: 0.705 ETA: 5s loss: 1.4452 acc: 0.711 ETA: 5s loss: 1.4338 acc: 0.711 ETA: 4s loss: 1.4169 acc: 0.716 ETA: 4s loss: 1.4531 acc: 0.713 ETA: 4s loss: 1.4357 acc: 0.717 ETA: 4s loss: 1.4239 acc: 0.718 ETA: 4s loss: 1.4221 acc: 0.714 ETA: 4s loss: 1.4167 acc: 0.711 ETA: 4s loss: 1.4033 acc: 0.712 ETA: 4s loss: 1.3982 acc: 0.708 ETA: 4s loss: 1.3875 acc: 0.709 ETA: 4s loss: 1.3796 acc: 0.709 ETA: 4s loss: 1.3645 acc: 0.714 ETA: 4s loss: 1.3650 acc: 0.707 ETA: 4s loss: 1.3590 acc: 0.704 ETA: 4s loss: 1.3551 acc: 0.705 ETA: 4s loss: 1.3484 acc: 0.705 ETA: 4s loss: 1.4145 acc: 0.699 ETA: 3s loss: 1.4086 acc: 0.696 ETA: 3s loss: 1.3997 acc: 0.697 ETA: 3s loss: 1.3896 acc: 0.701 ETA: 3s loss: 1.3800 acc: 0.702 ETA: 3s loss: 1.3786 acc: 0.699 ETA: 3s loss: 1.3668 acc: 0.703 ETA: 3s loss: 1.3600 acc: 0.703 ETA: 3s loss: 1.3592 acc: 0.701 ETA: 3s loss: 1.3501 acc: 0.705 ETA: 3s loss: 1.3428 acc: 0.705 ETA: 3s loss: 1.3355 acc: 0.706 ETA: 3s loss: 1.3346 acc: 0.706 ETA: 3s loss: 1.3280 acc: 0.707 ETA: 3s loss: 1.3213 acc: 0.707 ETA: 3s loss: 1.3146 acc: 0.708 ETA: 3s loss: 1.3088 acc: 0.708 ETA: 3s loss: 1.2991 acc: 0.711 ETA: 2s loss: 1.2897 acc: 0.715 ETA: 2s loss: 1.2828 acc: 0.715 ETA: 2s loss: 1.2808 acc: 0.713 ETA: 2s loss: 1.2734 acc: 0.713 ETA: 2s loss: 1.2620 acc: 0.716 ETA: 2s loss: 1.2749 acc: 0.711 ETA: 2s loss: 1.2653 acc: 0.714 ETA: 2s loss: 1.2649 acc: 0.715 ETA: 2s loss: 1.2557 acc: 0.717 ETA: 2s loss: 1.2568 acc: 0.715 ETA: 2s loss: 1.2555 acc: 0.711 ETA: 2s loss: 1.2553 acc: 0.709 ETA: 2s loss: 1.2720 acc: 0.704 ETA: 2s loss: 1.2658 acc: 0.704 ETA: 2s loss: 1.2585 acc: 0.705 ETA: 2s loss: 1.2546 acc: 0.703 ETA: 2s loss: 1.2503 acc: 0.701 ETA: 1s loss: 1.2500 acc: 0.697 ETA: 1s loss: 1.2429 acc: 0.700 ETA: 1s loss: 1.2722 acc: 0.700 ETA: 1s loss: 1.2648 acc: 0.703 ETA: 1s loss: 1.2581 acc: 0.705 ETA: 1s loss: 1.2517 acc: 0.708 ETA: 1s loss: 1.2572 acc: 0.706 ETA: 1s loss: 1.2520 acc: 0.707 ETA: 1s loss: 1.2444 acc: 0.709 ETA: 1s loss: 1.2448 acc: 0.707 ETA: 1s loss: 1.2409 acc: 0.708 ETA: 1s loss: 1.2395 acc: 0.708 ETA: 1s loss: 1.2339 acc: 0.711 ETA: 1s loss: 1.2614 acc: 0.709 ETA: 1s loss: 1.2562 acc: 0.709 ETA: 1s loss: 1.2595 acc: 0.709 ETA: 1s loss: 1.2581 acc: 0.708 ETA: 0s loss: 1.2556 acc: 0.708 ETA: 0s loss: 1.2565 acc: 0.706 ETA: 0s loss: 1.2526 acc: 0.707 ETA: 0s loss: 1.2547 acc: 0.705 ETA: 0s loss: 1.2782 acc: 0.705 ETA: 0s loss: 1.2743 acc: 0.706 ETA: 0s loss: 1.2677 acc: 0.708 ETA: 0s loss: 1.2686 acc: 0.705 ETA: 0s loss: 1.2729 acc: 0.703 ETA: 0s loss: 1.2658 acc: 0.705 ETA: 0s loss: 1.2614 acc: 0.706 ETA: 0s loss: 1.2601 acc: 0.704 ETA: 0s loss: 1.2541 acc: 0.706 ETA: 0s loss: 1.2502 acc: 0.707 ETA: 0s loss: 1.2452 acc: 0.707 ETA: 0s loss: 1.2429 acc: 0.707 ETA: 0s loss: 1.2399 acc: 0.707 ETA: 0s loss: 1.2419 acc: 0.706 9s 15ms/step loss: 1.2401 acc: 0.7069 val loss: 0.6522 val acc: 0.8143
Epoch 3/4
563/563 [==============================] ETA: 7s loss: 0.2743 acc: 1.000 ETA: 8s loss: 0.1720 acc: 1.000 ETA: 8s loss: 0.2006 acc: 1.000 ETA: 8s loss: 0.5809 acc: 0.785 ETA: 7s loss: 0.5028 acc: 0.833 ETA: 7s loss: 0.5243 acc: 0.818 ETA: 7s loss: 0.6193 acc: 0.769 ETA: 7s loss: 0.5610 acc: 0.800 ETA: 8s loss: 0.6272 acc: 0.794 ETA: 7s loss: 0.7079 acc: 0.736 ETA: 7s loss: 0.8628 acc: 0.690 ETA: 7s loss: 0.8637 acc: 0.673 ETA: 7s loss: 0.8856 acc: 0.680 ETA: 7s loss: 0.9307 acc: 0.666 ETA: 7s loss: 0.8897 acc: 0.689 ETA: 7s loss: 1.1591 acc: 0.661 ETA: 7s loss: 1.1062 acc: 0.681 ETA: 7s loss: 1.1124 acc: 0.671 ETA: 7s loss: 1.1153 acc: 0.662 ETA: 7s loss: 1.0989 acc: 0.653 ETA: 7s loss: 1.0725 acc: 0.658 ETA: 6s loss: 1.0506 acc: 0.662 ETA: 6s loss: 1.0328 acc: 0.666 ETA: 6s loss: 1.1030 acc: 0.659 ETA: 6s loss: 1.0793 acc: 0.663 ETA: 6s loss: 1.0845 acc: 0.647 ETA: 6s loss: 1.0684 acc: 0.650 ETA: 6s loss: 1.0417 acc: 0.663 ETA: 6s loss: 1.0234 acc: 0.666 ETA: 6s loss: 1.0374 acc: 0.669 ETA: 6s loss: 1.0168 acc: 0.680 ETA: 6s loss: 0.9947 acc: 0.690 ETA: 6s loss: 0.9966 acc: 0.692 ETA: 6s loss: 0.9940 acc: 0.686 ETA: 6s loss: 0.9962 acc: 0.688 ETA: 6s loss: 1.1116 acc: 0.676 ETA: 6s loss: 1.0866 acc: 0.684 ETA: 6s loss: 1.0722 acc: 0.686 ETA: 6s loss: 1.0644 acc: 0.681 ETA: 5s loss: 1.1011 acc: 0.670 ETA: 5s loss: 1.0964 acc: 0.666 ETA: 5s loss: 1.0825 acc: 0.668 ETA: 5s loss: 1.0627 acc: 0.676 ETA: 5s loss: 1.0421 acc: 0.683 ETA: 5s loss: 1.0258 acc: 0.691 ETA: 5s loss: 1.0203 acc: 0.692 ETA: 5s loss: 1.0389 acc: 0.688 ETA: 5s loss: 1.0295 acc: 0.689 ETA: 5s loss: 1.0377 acc: 0.680 ETA: 5s loss: 1.0656 acc: 0.681 ETA: 5s loss: 1.0762 acc: 0.673 ETA: 5s loss: 1.0682 acc: 0.674 ETA: 5s loss: 1.0664 acc: 0.671 ETA: 5s loss: 1.1126 acc: 0.672 ETA: 5s loss: 1.1114 acc: 0.674 ETA: 5s loss: 1.1269 acc: 0.671 ETA: 5s loss: 1.1178 acc: 0.677 ETA: 5s loss: 1.1091 acc: 0.682 ETA: 4s loss: 1.1011 acc: 0.683 ETA: 4s loss: 1.0960 acc: 0.684 ETA: 4s loss: 1.0936 acc: 0.686 ETA: 4s loss: 1.0877 acc: 0.687 ETA: 4s loss: 1.0745 acc: 0.692 ETA: 4s loss: 1.0666 acc: 0.692 ETA: 4s loss: 1.0644 acc: 0.689 ETA: 4s loss: 1.0568 acc: 0.690 ETA: 4s loss: 1.0459 acc: 0.695 ETA: 4s loss: 1.0530 acc: 0.692 ETA: 4s loss: 1.0498 acc: 0.689 ETA: 4s loss: 1.0470 acc: 0.690 ETA: 4s loss: 1.0385 acc: 0.695 ETA: 4s loss: 1.0377 acc: 0.692 ETA: 4s loss: 1.0505 acc: 0.689 ETA: 4s loss: 1.0445 acc: 0.690 ETA: 3s loss: 1.0356 acc: 0.691 ETA: 3s loss: 1.0309 acc: 0.692 ETA: 3s loss: 1.0298 acc: 0.689 ETA: 3s loss: 1.0242 acc: 0.690 ETA: 3s loss: 1.0339 acc: 0.684 ETA: 3s loss: 1.0244 acc: 0.688 ETA: 3s loss: 1.0202 acc: 0.686 ETA: 3s loss: 1.0167 acc: 0.687 ETA: 3s loss: 1.0310 acc: 0.678 ETA: 3s loss: 1.0346 acc: 0.679 ETA: 3s loss: 1.0296 acc: 0.683 ETA: 3s loss: 1.0213 acc: 0.687 ETA: 3s loss: 1.0168 acc: 0.687 ETA: 3s loss: 1.0181 acc: 0.688 ETA: 3s loss: 1.0147 acc: 0.689 ETA: 3s loss: 1.0116 acc: 0.689 ETA: 3s loss: 1.0213 acc: 0.685 ETA: 2s loss: 1.0150 acc: 0.688 ETA: 2s loss: 1.0115 acc: 0.689 ETA: 2s loss: 1.0170 acc: 0.687 ETA: 2s loss: 1.0182 acc: 0.687 ETA: 2s loss: 1.0595 acc: 0.685 ETA: 2s loss: 1.0524 acc: 0.689 ETA: 2s loss: 1.0581 acc: 0.684 ETA: 2s loss: 1.0930 acc: 0.682 ETA: 2s loss: 1.0855 acc: 0.685 ETA: 2s loss: 1.0821 acc: 0.686 ETA: 2s loss: 1.0844 acc: 0.684 ETA: 2s loss: 1.0852 acc: 0.682 ETA: 2s loss: 1.0780 acc: 0.686 ETA: 2s loss: 1.0796 acc: 0.684 ETA: 2s loss: 1.0728 acc: 0.687 ETA: 2s loss: 1.0702 acc: 0.687 ETA: 1s loss: 1.0666 acc: 0.688 ETA: 1s loss: 1.0602 acc: 0.691 ETA: 1s loss: 1.0923 acc: 0.689 ETA: 1s loss: 1.0898 acc: 0.690 ETA: 1s loss: 1.0829 acc: 0.690 ETA: 1s loss: 1.0844 acc: 0.688 ETA: 1s loss: 1.0846 acc: 0.689 ETA: 1s loss: 1.0895 acc: 0.685 ETA: 1s loss: 1.0819 acc: 0.688 ETA: 1s loss: 1.0802 acc: 0.686 ETA: 1s loss: 1.0769 acc: 0.687 ETA: 1s loss: 1.0767 acc: 0.687 ETA: 1s loss: 1.0741 acc: 0.688 ETA: 1s loss: 1.0715 acc: 0.688 ETA: 1s loss: 1.0678 acc: 0.689 ETA: 1s loss: 1.0929 acc: 0.689 ETA: 1s loss: 1.1206 acc: 0.688 ETA: 0s loss: 1.1129 acc: 0.690 ETA: 0s loss: 1.1096 acc: 0.691 ETA: 0s loss: 1.1062 acc: 0.691 ETA: 0s loss: 1.0989 acc: 0.694 ETA: 0s loss: 1.0955 acc: 0.694 ETA: 0s loss: 1.0890 acc: 0.696 ETA: 0s loss: 1.0849 acc: 0.697 ETA: 0s loss: 1.0813 acc: 0.697 ETA: 0s loss: 1.0750 acc: 0.700 ETA: 0s loss: 1.0737 acc: 0.698 ETA: 0s loss: 1.0705 acc: 0.698 ETA: 0s loss: 1.0688 acc: 0.699 ETA: 0s loss: 1.0677 acc: 0.699 ETA: 0s loss: 1.0786 acc: 0.698 ETA: 0s loss: 1.0756 acc: 0.698 ETA: 0s loss: 1.0687 acc: 0.700 ETA: 0s loss: 1.0629 acc: 0.702 9s 16ms/step loss: 1.0615 acc: 0.7034 val loss: 0.6409 val acc: 0.8000
Epoch 4/4
563/563 [==============================] ETA: 7s loss: 3.1975 acc: 0.0000e+0 ETA: 8s loss: 1.9594 acc: 0.3333 ETA: 7s loss: 1.8133 acc: 0.300 ETA: 7s loss: 1.4628 acc: 0.428 ETA: 7s loss: 1.2368 acc: 0.500 ETA: 8s loss: 1.1904 acc: 0.545 ETA: 7s loss: 1.2247 acc: 0.538 ETA: 7s loss: 1.1449 acc: 0.566 ETA: 7s loss: 1.0971 acc: 0.588 ETA: 7s loss: 1.0609 acc: 0.605 ETA: 7s loss: 1.1112 acc: 0.595 ETA: 7s loss: 1.0972 acc: 0.587 ETA: 7s loss: 1.1088 acc: 0.580 ETA: 7s loss: 1.0510 acc: 0.611 ETA: 7s loss: 0.9915 acc: 0.637 ETA: 7s loss: 0.9462 acc: 0.661 ETA: 7s loss: 0.9453 acc: 0.651 ETA: 7s loss: 0.9057 acc: 0.671 ETA: 7s loss: 1.0838 acc: 0.675 ETA: 6s loss: 1.0610 acc: 0.679 ETA: 6s loss: 1.0271 acc: 0.695 ETA: 6s loss: 1.2062 acc: 0.686 ETA: 6s loss: 1.1623 acc: 0.700 ETA: 6s loss: 1.1233 acc: 0.712 ETA: 6s loss: 1.1146 acc: 0.714 ETA: 6s loss: 1.1115 acc: 0.705 ETA: 6s loss: 1.0887 acc: 0.707 ETA: 6s loss: 1.0715 acc: 0.709 ETA: 6s loss: 1.0577 acc: 0.710 ETA: 6s loss: 1.0319 acc: 0.720 ETA: 6s loss: 1.1372 acc: 0.721 ETA: 6s loss: 1.1095 acc: 0.730 ETA: 6s loss: 1.0950 acc: 0.730 ETA: 6s loss: 1.0694 acc: 0.738 ETA: 6s loss: 1.0438 acc: 0.746 ETA: 6s loss: 1.0585 acc: 0.732 ETA: 6s loss: 1.0530 acc: 0.732 ETA: 6s loss: 1.0959 acc: 0.720 ETA: 5s loss: 1.1039 acc: 0.707 ETA: 5s loss: 1.1132 acc: 0.708 ETA: 5s loss: 1.1218 acc: 0.703 ETA: 5s loss: 1.1209 acc: 0.704 ETA: 5s loss: 1.1023 acc: 0.711 ETA: 5s loss: 1.0938 acc: 0.712 ETA: 5s loss: 1.0851 acc: 0.713 ETA: 5s loss: 1.0965 acc: 0.703 ETA: 5s loss: 1.0785 acc: 0.709 ETA: 5s loss: 1.0844 acc: 0.705 ETA: 5s loss: 1.0888 acc: 0.701 ETA: 5s loss: 1.0872 acc: 0.697 ETA: 5s loss: 1.0759 acc: 0.698 ETA: 5s loss: 1.0726 acc: 0.699 ETA: 5s loss: 1.0761 acc: 0.690 ETA: 5s loss: 1.0677 acc: 0.696 ETA: 4s loss: 1.0604 acc: 0.697 ETA: 4s loss: 1.0469 acc: 0.702 ETA: 4s loss: 1.0379 acc: 0.703 ETA: 4s loss: 1.0270 acc: 0.704 ETA: 4s loss: 1.0164 acc: 0.709 ETA: 4s loss: 1.0048 acc: 0.714 ETA: 4s loss: 0.9954 acc: 0.719 ETA: 4s loss: 1.0066 acc: 0.715 ETA: 4s loss: 1.0009 acc: 0.716 ETA: 4s loss: 1.0018 acc: 0.712 ETA: 4s loss: 1.0001 acc: 0.709 ETA: 4s loss: 0.9886 acc: 0.713 ETA: 4s loss: 0.9881 acc: 0.714 ETA: 4s loss: 0.9918 acc: 0.711 ETA: 4s loss: 0.9804 acc: 0.715 ETA: 4s loss: 0.9696 acc: 0.719 ETA: 4s loss: 0.9646 acc: 0.719 ETA: 4s loss: 0.9552 acc: 0.723 ETA: 3s loss: 0.9561 acc: 0.720 ETA: 3s loss: 0.9590 acc: 0.717 ETA: 3s loss: 0.9602 acc: 0.714 ETA: 3s loss: 0.9669 acc: 0.711 ETA: 3s loss: 0.9677 acc: 0.709 ETA: 3s loss: 0.9653 acc: 0.709 ETA: 3s loss: 0.9554 acc: 0.713 ETA: 3s loss: 0.9463 acc: 0.717 ETA: 3s loss: 0.9370 acc: 0.720 ETA: 3s loss: 0.9448 acc: 0.717 ETA: 3s loss: 0.9477 acc: 0.715 ETA: 3s loss: 0.9405 acc: 0.718 ETA: 3s loss: 0.9399 acc: 0.716 ETA: 3s loss: 0.9399 acc: 0.713 ETA: 3s loss: 0.9357 acc: 0.713 ETA: 3s loss: 0.9280 acc: 0.717 ETA: 3s loss: 0.9590 acc: 0.714 ETA: 2s loss: 0.9608 acc: 0.712 ETA: 2s loss: 0.9586 acc: 0.712 ETA: 2s loss: 0.9542 acc: 0.713 ETA: 2s loss: 0.9732 acc: 0.708 ETA: 2s loss: 0.9681 acc: 0.708 ETA: 2s loss: 0.9649 acc: 0.709 ETA: 2s loss: 0.9628 acc: 0.709 ETA: 2s loss: 0.9629 acc: 0.707 ETA: 2s loss: 0.9718 acc: 0.702 ETA: 2s loss: 0.9662 acc: 0.705 ETA: 2s loss: 0.9623 acc: 0.706 ETA: 2s loss: 0.9777 acc: 0.706 ETA: 2s loss: 0.9856 acc: 0.699 ETA: 2s loss: 0.9853 acc: 0.700 ETA: 2s loss: 0.9875 acc: 0.698 ETA: 2s loss: 0.9844 acc: 0.698 ETA: 2s loss: 0.9817 acc: 0.699 ETA: 2s loss: 0.9751 acc: 0.701 ETA: 1s loss: 0.9713 acc: 0.702 ETA: 1s loss: 0.9714 acc: 0.700 ETA: 1s loss: 0.9658 acc: 0.703 ETA: 1s loss: 0.9949 acc: 0.703 ETA: 1s loss: 0.9911 acc: 0.704 ETA: 1s loss: 0.9919 acc: 0.704 ETA: 1s loss: 0.9869 acc: 0.704 ETA: 1s loss: 0.9907 acc: 0.703 ETA: 1s loss: 0.9899 acc: 0.701 ETA: 1s loss: 0.9854 acc: 0.701 ETA: 1s loss: 0.9888 acc: 0.700 ETA: 1s loss: 0.9836 acc: 0.700 ETA: 1s loss: 0.9786 acc: 0.702 ETA: 1s loss: 0.9729 acc: 0.705 ETA: 1s loss: 0.9771 acc: 0.703 ETA: 1s loss: 0.9810 acc: 0.700 ETA: 1s loss: 0.9831 acc: 0.696 ETA: 0s loss: 0.9771 acc: 0.698 ETA: 0s loss: 0.9716 acc: 0.701 ETA: 0s loss: 0.9680 acc: 0.701 ETA: 0s loss: 0.9647 acc: 0.702 ETA: 0s loss: 0.9587 acc: 0.704 ETA: 0s loss: 0.9574 acc: 0.704 ETA: 0s loss: 0.9519 acc: 0.706 ETA: 0s loss: 0.9550 acc: 0.707 ETA: 0s loss: 0.9551 acc: 0.707 ETA: 0s loss: 0.9559 acc: 0.704 ETA: 0s loss: 0.9510 acc: 0.706 ETA: 0s loss: 0.9461 acc: 0.708 ETA: 0s loss: 0.9426 acc: 0.708 ETA: 0s loss: 0.9373 acc: 0.710 ETA: 0s loss: 0.9344 acc: 0.711 ETA: 0s loss: 0.9337 acc: 0.711 ETA: 0s loss: 0.9353 acc: 0.710 9s 16ms/step loss: 0.9339 acc: 0.7105 val loss: 0.4991 val acc: 0.8143
140/140 [==============================] ETA: ETA: ETA: ETA: 1s 4ms/step
0.4 plot cnn fig
In [11]: get_plot_fin(y, train_meta, n_classes, cnn roc)
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5
svm model kfold
plot roc fig
cnn model kfold
plot cnn fig
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