496 KiB
496 KiB
In [1]:
## USE for Multi GPU Systems #import os #os.environ["CUDA_VISIBLE_DEVICES"]="0" from keras.models import Sequential, load_model from keras.layers import * from keras import optimizers from keras import utils from keras.callbacks import TensorBoard, ModelCheckpoint, ReduceLROnPlateau import keras import numpy as np import matplotlib.pyplot as plt import pandas as pd import math import tensorflow as tf # Importing matplotlib to plot images. import matplotlib.pyplot as plt import numpy as np %matplotlib inline # Importing SK-learn to calculate precision and recall import sklearn from sklearn import metrics from sklearn.model_selection import train_test_split, cross_val_score, LeaveOneGroupOut from sklearn.utils import shuffle # Used for graph export from keras import backend as K
Using TensorFlow backend.
In [2]:
class LoggingTensorBoard(TensorBoard): def __init__(self, log_dir, settings_str_to_log, **kwargs): super(LoggingTensorBoard, self).__init__(log_dir, **kwargs) self.settings_str = settings_str_to_log def on_train_begin(self, logs=None): TensorBoard.on_train_begin(self, logs=logs) tensor = tf.convert_to_tensor(self.settings_str) summary = tf.summary.text ("Run_Settings", tensor) with tf.Session() as sess: s = sess.run(summary) self.writer.add_summary(s)
In [3]:
dfAll = pd.read_pickle("DataStudyCollection/df_lstm_norm50.pkl") lst = dfAll.userID.unique() np.random.seed(42) np.random.shuffle(lst) test_ids = lst[-5:] train_ids = lst[:-5] print(train_ids, test_ids)
[ 1 2 9 6 4 14 17 16 12 3 10 18 5] [13 8 11 15 7]
In [4]:
dfAll.userID.unique()
Out[4]:
array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,
18])
In [5]:
dfAll.TaskID = dfAll.TaskID % 17
In [6]:
df_train = dfAll[dfAll.userID.isin(train_ids)][['Blobs', 'TaskID']] df_test = dfAll[dfAll.userID.isin(test_ids)][['Blobs', 'TaskID']]
In [7]:
x_train = np.concatenate(df_train.Blobs.values).reshape(-1,50,27,15,1) x_test = np.concatenate(df_test.Blobs.values).reshape(-1,50,27,15,1) y_train = df_train.TaskID.values y_test = df_test.TaskID.values x_train = x_train / 255.0 x_test = x_test / 255.0 # convert class vectors to binary class matrices (one-hot notation) num_classes = len(dfAll.TaskID.unique()) y_train_one_hot = utils.to_categorical(df_train.TaskID, num_classes) y_test_one_hot = utils.to_categorical(df_test.TaskID, num_classes)
In [8]:
# If GPU is not available: # GPU_USE = '/cpu:0' #config = tf.ConfigProto(device_count = {"GPU": 1}) # If GPU is available: config = tf.ConfigProto() config.log_device_placement = True config.allow_soft_placement = True config.gpu_options.allow_growth=True config.gpu_options.allocator_type = 'BFC' # Limit the maximum memory used config.gpu_options.per_process_gpu_memory_fraction = 0.3 # set session config tf.keras.backend.set_session(tf.Session(config=config))
In [10]:
batch_size = 50 epochs = 3000 timesteps = 50 data_dim = (27,15) l1v = 0.005 l2v = 0.015 tf.get_default_graph() model = Sequential() model.add(TimeDistributed(Conv2D(64, kernel_size=(3,3), activation='relu', padding='same', kernel_regularizer=regularizers.l1_l2(l1v,l2v)), input_shape=(timesteps ,27, 15, 1))) model.add(TimeDistributed(Conv2D(32, kernel_size=(3, 3), activation='relu', padding='same', kernel_regularizer=regularizers.l1_l2(l1v,l2v)))) model.add(TimeDistributed(MaxPooling2D(pool_size=(2,2), strides=None, padding='same', data_format='channels_last'))) model.add(TimeDistributed(Dropout(0.50))) model.add(TimeDistributed(Conv2D(32, kernel_size=(3, 3), activation='relu', padding='same', kernel_regularizer=regularizers.l1_l2(l1v,l2v)))) model.add(TimeDistributed(Conv2D(16, kernel_size=(3, 3), activation='relu', padding='same', kernel_regularizer=regularizers.l1_l2(l1v,l2v)))) model.add(TimeDistributed(MaxPooling2D(pool_size=(2,2), strides=None, padding='same', data_format='channels_last'))) model.add(TimeDistributed(Dropout(0.50))) model.add(TimeDistributed(Flatten())) model.add(keras.layers.LSTM(80, return_sequences=True, input_shape=(timesteps, data_dim), kernel_regularizer=regularizers.l1_l2(l1v,l2v))) model.add(Dropout(0.5)) model.add(keras.layers.LSTM(50, return_sequences=False, input_shape=(timesteps, data_dim), kernel_regularizer=regularizers.l1_l2(l1v,l2v))) model.add(Dropout(0.5)) model.add(Dense(num_classes, activation='softmax')) #optimizer = optimizers.Adagrad() optimizer = optimizers.Adam(lr = 0.0001, decay=1e-6) #optimizer = optimizers.RMSprop(lr=0.001, rho=0.9, epsilon=1e-08, decay=0.1) model.compile(loss='categorical_crossentropy', optimizer=optimizer, metrics=['accuracy']) model.load_weights('./ModelSnapshots/LSTM-v1_DONE.h5') #Broadcast progress to the tensorboard. config = "" for layer in model.layers: config += str(layer.output).split('\"')[1].split("/")[0] + str(layer.output_shape) + "\n\n" config += "batchsize: " + str(batch_size) + "\n\n" + "epochs: " + str(epochs) + "\n\n" config += "l1: " + str(l1v) + "\n\n" + "l2: " + str(l2v) + "\n\n" model.summary() current_name = "LSTM_v2" readable_timestamp = datetime.datetime.fromtimestamp(time.time()).strftime('%Y%m%d_%H%M%S') tensorflowfolder = "/srv/share/tensorboardfiles/" + current_name print(current_name + readable_timestamp) logger = LoggingTensorBoard(settings_str_to_log = config, log_dir=tensorflowfolder, histogram_freq=0, write_graph=True, write_images=True, update_freq = 'epoch') storer = ModelCheckpoint("./ModelSnapshots/" + current_name + readable_timestamp + '-{epoch:03d}.h5', monitor='val_acc', verbose=1, save_best_only=True, save_weights_only=False, mode='auto', period=1) learning_rate_reduction = ReduceLROnPlateau(monitor='val_loss', patience=30, verbose=1, factor=0.95, min_lr=0.00001) history = model.fit(x_train, y_train_one_hot, batch_size=batch_size, epochs=epochs, verbose=2, validation_data=(x_test, y_test_one_hot), callbacks=[storer,logger, learning_rate_reduction])
_________________________________________________________________ Layer (type) Output Shape Param # ================================================================= time_distributed_10 (TimeDis (None, 50, 27, 15, 64) 640 _________________________________________________________________ time_distributed_11 (TimeDis (None, 50, 27, 15, 32) 18464 _________________________________________________________________ time_distributed_12 (TimeDis (None, 50, 14, 8, 32) 0 _________________________________________________________________ time_distributed_13 (TimeDis (None, 50, 14, 8, 32) 0 _________________________________________________________________ time_distributed_14 (TimeDis (None, 50, 14, 8, 32) 9248 _________________________________________________________________ time_distributed_15 (TimeDis (None, 50, 14, 8, 16) 4624 _________________________________________________________________ time_distributed_16 (TimeDis (None, 50, 7, 4, 16) 0 _________________________________________________________________ time_distributed_17 (TimeDis (None, 50, 7, 4, 16) 0 _________________________________________________________________ time_distributed_18 (TimeDis (None, 50, 448) 0 _________________________________________________________________ lstm_3 (LSTM) (None, 50, 80) 169280 _________________________________________________________________ dropout_7 (Dropout) (None, 50, 80) 0 _________________________________________________________________ lstm_4 (LSTM) (None, 50) 26200 _________________________________________________________________ dropout_8 (Dropout) (None, 50) 0 _________________________________________________________________ dense_2 (Dense) (None, 17) 867 ================================================================= Total params: 229,323 Trainable params: 229,323 Non-trainable params: 0 _________________________________________________________________ LSTM-v2 Train on 6624 samples, validate on 2569 samples Epoch 1/3000 - 38s - loss: 0.6056 - acc: 0.8918 - val_loss: 1.0498 - val_acc: 0.8198 Epoch 00001: val_acc improved from -inf to 0.81977, saving model to ./ModelSnapshots/LSTM-v2-001.h5 Epoch 2/3000 - 38s - loss: 0.5269 - acc: 0.9111 - val_loss: 0.9867 - val_acc: 0.8342 Epoch 00002: val_acc improved from 0.81977 to 0.83418, saving model to ./ModelSnapshots/LSTM-v2-002.h5 Epoch 3/3000 - 40s - loss: 0.4995 - acc: 0.9215 - val_loss: 1.0149 - val_acc: 0.8315 Epoch 00003: val_acc did not improve from 0.83418 Epoch 4/3000 - 39s - loss: 0.4941 - acc: 0.9198 - val_loss: 0.9717 - val_acc: 0.8326 Epoch 00004: val_acc did not improve from 0.83418 Epoch 5/3000 - 39s - loss: 0.4916 - acc: 0.9238 - val_loss: 0.9620 - val_acc: 0.8392 Epoch 00005: val_acc improved from 0.83418 to 0.83924, saving model to ./ModelSnapshots/LSTM-v2-005.h5 Epoch 6/3000 - 40s - loss: 0.4997 - acc: 0.9241 - val_loss: 1.1411 - val_acc: 0.8108 Epoch 00006: val_acc did not improve from 0.83924 Epoch 7/3000 - 40s - loss: 0.5363 - acc: 0.9159 - val_loss: 0.9515 - val_acc: 0.8279 Epoch 00007: val_acc did not improve from 0.83924 Epoch 8/3000 - 39s - loss: 0.4610 - acc: 0.9289 - val_loss: 0.9546 - val_acc: 0.8381 Epoch 00008: val_acc did not improve from 0.83924 Epoch 9/3000 - 39s - loss: 0.4673 - acc: 0.9283 - val_loss: 0.9096 - val_acc: 0.8459 Epoch 00009: val_acc improved from 0.83924 to 0.84585, saving model to ./ModelSnapshots/LSTM-v2-009.h5 Epoch 10/3000 - 39s - loss: 0.4555 - acc: 0.9295 - val_loss: 1.0060 - val_acc: 0.8330 Epoch 00010: val_acc did not improve from 0.84585 Epoch 11/3000 - 39s - loss: 0.4624 - acc: 0.9296 - val_loss: 0.9722 - val_acc: 0.8318 Epoch 00011: val_acc did not improve from 0.84585 Epoch 12/3000 - 39s - loss: 0.4971 - acc: 0.9209 - val_loss: 1.1189 - val_acc: 0.8062 Epoch 00012: val_acc did not improve from 0.84585 Epoch 13/3000 - 39s - loss: 0.5239 - acc: 0.9126 - val_loss: 0.9452 - val_acc: 0.8365 Epoch 00013: val_acc did not improve from 0.84585 Epoch 14/3000 - 40s - loss: 0.4821 - acc: 0.9224 - val_loss: 0.9675 - val_acc: 0.8369 Epoch 00014: val_acc did not improve from 0.84585 Epoch 15/3000 - 39s - loss: 0.4525 - acc: 0.9281 - val_loss: 0.9729 - val_acc: 0.8404 Epoch 00015: val_acc did not improve from 0.84585 Epoch 16/3000 - 40s - loss: 0.4651 - acc: 0.9295 - val_loss: 0.9648 - val_acc: 0.8392 Epoch 00016: val_acc did not improve from 0.84585 Epoch 17/3000 - 39s - loss: 0.4269 - acc: 0.9366 - val_loss: 0.8995 - val_acc: 0.8466 Epoch 00017: val_acc improved from 0.84585 to 0.84663, saving model to ./ModelSnapshots/LSTM-v2-017.h5 Epoch 18/3000 - 39s - loss: 0.4641 - acc: 0.9268 - val_loss: 0.9171 - val_acc: 0.8431 Epoch 00018: val_acc did not improve from 0.84663 Epoch 19/3000 - 39s - loss: 0.4250 - acc: 0.9398 - val_loss: 0.9650 - val_acc: 0.8392 Epoch 00019: val_acc did not improve from 0.84663 Epoch 20/3000 - 39s - loss: 0.4639 - acc: 0.9330 - val_loss: 0.9631 - val_acc: 0.8404 Epoch 00020: val_acc did not improve from 0.84663 Epoch 21/3000 - 39s - loss: 0.4601 - acc: 0.9315 - val_loss: 0.9159 - val_acc: 0.8443 Epoch 00021: val_acc did not improve from 0.84663 Epoch 22/3000 - 39s - loss: 0.4361 - acc: 0.9370 - val_loss: 0.8874 - val_acc: 0.8470 Epoch 00022: val_acc improved from 0.84663 to 0.84702, saving model to ./ModelSnapshots/LSTM-v2-022.h5 Epoch 23/3000 - 39s - loss: 0.4560 - acc: 0.9304 - val_loss: 0.8797 - val_acc: 0.8494 Epoch 00023: val_acc improved from 0.84702 to 0.84936, saving model to ./ModelSnapshots/LSTM-v2-023.h5 Epoch 24/3000 - 39s - loss: 0.4309 - acc: 0.9355 - val_loss: 0.8776 - val_acc: 0.8529 Epoch 00024: val_acc improved from 0.84936 to 0.85286, saving model to ./ModelSnapshots/LSTM-v2-024.h5 Epoch 25/3000 - 40s - loss: 0.4402 - acc: 0.9345 - val_loss: 0.9515 - val_acc: 0.8451 Epoch 00025: val_acc did not improve from 0.85286 Epoch 26/3000 - 39s - loss: 0.4727 - acc: 0.9309 - val_loss: 0.9700 - val_acc: 0.8256 Epoch 00026: val_acc did not improve from 0.85286 Epoch 27/3000 - 39s - loss: 0.4610 - acc: 0.9286 - val_loss: 0.9460 - val_acc: 0.8342 Epoch 00027: val_acc did not improve from 0.85286 Epoch 28/3000 - 39s - loss: 0.4874 - acc: 0.9265 - val_loss: 0.9083 - val_acc: 0.8392 Epoch 00028: val_acc did not improve from 0.85286 Epoch 29/3000 - 38s - loss: 0.4450 - acc: 0.9321 - val_loss: 0.8898 - val_acc: 0.8525 Epoch 00029: val_acc did not improve from 0.85286 Epoch 30/3000 - 40s - loss: 0.4875 - acc: 0.9229 - val_loss: 0.9824 - val_acc: 0.8443 Epoch 00030: val_acc did not improve from 0.85286 Epoch 31/3000 - 39s - loss: 0.4338 - acc: 0.9386 - val_loss: 0.9317 - val_acc: 0.8501 Epoch 00031: val_acc did not improve from 0.85286 Epoch 32/3000 - 39s - loss: 0.4561 - acc: 0.9327 - val_loss: 0.9210 - val_acc: 0.8435 Epoch 00032: val_acc did not improve from 0.85286 Epoch 33/3000 - 39s - loss: 0.4344 - acc: 0.9319 - val_loss: 0.9535 - val_acc: 0.8466 Epoch 00033: val_acc did not improve from 0.85286 Epoch 34/3000 - 37s - loss: 0.4195 - acc: 0.9413 - val_loss: 0.8583 - val_acc: 0.8552 Epoch 00034: val_acc improved from 0.85286 to 0.85520, saving model to ./ModelSnapshots/LSTM-v2-034.h5 Epoch 35/3000 - 38s - loss: 0.4471 - acc: 0.9343 - val_loss: 0.9999 - val_acc: 0.8373 Epoch 00035: val_acc did not improve from 0.85520 Epoch 36/3000 - 40s - loss: 0.4331 - acc: 0.9351 - val_loss: 0.9634 - val_acc: 0.8361 Epoch 00036: val_acc did not improve from 0.85520 Epoch 37/3000 - 39s - loss: 0.4321 - acc: 0.9373 - val_loss: 0.9405 - val_acc: 0.8431 Epoch 00037: val_acc did not improve from 0.85520 Epoch 38/3000 - 44s - loss: 0.4193 - acc: 0.9402 - val_loss: 0.9312 - val_acc: 0.8486 Epoch 00038: val_acc did not improve from 0.85520 Epoch 39/3000 - 40s - loss: 0.4308 - acc: 0.9396 - val_loss: 0.9360 - val_acc: 0.8431 Epoch 00039: val_acc did not improve from 0.85520 Epoch 40/3000 - 42s - loss: 0.4237 - acc: 0.9373 - val_loss: 0.8747 - val_acc: 0.8603 Epoch 00040: val_acc improved from 0.85520 to 0.86026, saving model to ./ModelSnapshots/LSTM-v2-040.h5 Epoch 41/3000 - 41s - loss: 0.4495 - acc: 0.9327 - val_loss: 0.9276 - val_acc: 0.8447 Epoch 00041: val_acc did not improve from 0.86026 Epoch 42/3000 - 39s - loss: 0.4586 - acc: 0.9358 - val_loss: 0.9724 - val_acc: 0.8408 Epoch 00042: val_acc did not improve from 0.86026 Epoch 43/3000 - 40s - loss: 0.4676 - acc: 0.9309 - val_loss: 0.9681 - val_acc: 0.8466 Epoch 00043: val_acc did not improve from 0.86026 Epoch 44/3000 - 39s - loss: 0.4382 - acc: 0.9364 - val_loss: 0.8846 - val_acc: 0.8540 Epoch 00044: val_acc did not improve from 0.86026 Epoch 45/3000 - 39s - loss: 0.4467 - acc: 0.9346 - val_loss: 0.9072 - val_acc: 0.8459 Epoch 00045: val_acc did not improve from 0.86026 Epoch 46/3000 - 39s - loss: 0.4176 - acc: 0.9410 - val_loss: 0.9573 - val_acc: 0.8451 Epoch 00046: val_acc did not improve from 0.86026 Epoch 47/3000 - 39s - loss: 0.4432 - acc: 0.9327 - val_loss: 0.9924 - val_acc: 0.8350 Epoch 00047: val_acc did not improve from 0.86026 Epoch 48/3000 - 39s - loss: 0.4237 - acc: 0.9387 - val_loss: 1.0595 - val_acc: 0.8264 Epoch 00048: val_acc did not improve from 0.86026 Epoch 49/3000 - 39s - loss: 0.4519 - acc: 0.9345 - val_loss: 0.9091 - val_acc: 0.8447 Epoch 00049: val_acc did not improve from 0.86026 Epoch 50/3000 - 40s - loss: 0.4514 - acc: 0.9331 - val_loss: 0.8948 - val_acc: 0.8556 Epoch 00050: val_acc did not improve from 0.86026 Epoch 51/3000 - 44s - loss: 0.4385 - acc: 0.9380 - val_loss: 0.9468 - val_acc: 0.8369 Epoch 00051: val_acc did not improve from 0.86026 Epoch 52/3000 - 39s - loss: 0.4371 - acc: 0.9373 - val_loss: 0.9737 - val_acc: 0.8486 Epoch 00052: val_acc did not improve from 0.86026 Epoch 53/3000 - 40s - loss: 0.4320 - acc: 0.9411 - val_loss: 0.9623 - val_acc: 0.8412 Epoch 00053: val_acc did not improve from 0.86026 Epoch 54/3000 - 40s - loss: 0.4183 - acc: 0.9438 - val_loss: 0.8416 - val_acc: 0.8591 Epoch 00054: val_acc did not improve from 0.86026 Epoch 55/3000 - 39s - loss: 0.4246 - acc: 0.9422 - val_loss: 0.9440 - val_acc: 0.8385 Epoch 00055: val_acc did not improve from 0.86026 Epoch 56/3000 - 40s - loss: 0.4368 - acc: 0.9387 - val_loss: 0.9290 - val_acc: 0.8420 Epoch 00056: val_acc did not improve from 0.86026 Epoch 57/3000 - 39s - loss: 0.4627 - acc: 0.9333 - val_loss: 0.8787 - val_acc: 0.8474 Epoch 00057: val_acc did not improve from 0.86026 Epoch 58/3000 - 40s - loss: 0.4149 - acc: 0.9428 - val_loss: 0.9141 - val_acc: 0.8490 Epoch 00058: val_acc did not improve from 0.86026 Epoch 59/3000 - 39s - loss: 0.4551 - acc: 0.9372 - val_loss: 0.8431 - val_acc: 0.8560 Epoch 00059: val_acc did not improve from 0.86026 Epoch 60/3000 - 39s - loss: 0.4260 - acc: 0.9399 - val_loss: 0.8984 - val_acc: 0.8548 Epoch 00060: val_acc did not improve from 0.86026 Epoch 61/3000 - 40s - loss: 0.4569 - acc: 0.9348 - val_loss: 0.8772 - val_acc: 0.8474 Epoch 00061: val_acc did not improve from 0.86026 Epoch 62/3000 - 39s - loss: 0.4428 - acc: 0.9405 - val_loss: 0.9370 - val_acc: 0.8431 Epoch 00062: val_acc did not improve from 0.86026 Epoch 63/3000 - 39s - loss: 0.4368 - acc: 0.9363 - val_loss: 0.9072 - val_acc: 0.8424 Epoch 00063: val_acc did not improve from 0.86026 Epoch 64/3000 - 40s - loss: 0.4608 - acc: 0.9307 - val_loss: 0.8726 - val_acc: 0.8505 Epoch 00064: val_acc did not improve from 0.86026 Epoch 65/3000 - 39s - loss: 0.4588 - acc: 0.9364 - val_loss: 0.9302 - val_acc: 0.8478 Epoch 00065: val_acc did not improve from 0.86026 Epoch 66/3000 - 40s - loss: 0.4514 - acc: 0.9369 - val_loss: 0.9376 - val_acc: 0.8490 Epoch 00066: val_acc did not improve from 0.86026 Epoch 67/3000 - 39s - loss: 0.4393 - acc: 0.9395 - val_loss: 0.9064 - val_acc: 0.8521 Epoch 00067: val_acc did not improve from 0.86026 Epoch 68/3000 - 40s - loss: 0.4319 - acc: 0.9389 - val_loss: 0.8993 - val_acc: 0.8490 Epoch 00068: val_acc did not improve from 0.86026 Epoch 69/3000 - 39s - loss: 0.4387 - acc: 0.9360 - val_loss: 0.8797 - val_acc: 0.8521 Epoch 00069: val_acc did not improve from 0.86026 Epoch 70/3000 - 39s - loss: 0.4307 - acc: 0.9392 - val_loss: 0.9072 - val_acc: 0.8466 Epoch 00070: val_acc did not improve from 0.86026 Epoch 71/3000 - 38s - loss: 0.4298 - acc: 0.9386 - val_loss: 0.9000 - val_acc: 0.8564 Epoch 00071: val_acc did not improve from 0.86026 Epoch 72/3000 - 39s - loss: 0.4512 - acc: 0.9358 - val_loss: 0.9628 - val_acc: 0.8443 Epoch 00072: val_acc did not improve from 0.86026 Epoch 73/3000 - 39s - loss: 0.4398 - acc: 0.9380 - val_loss: 0.9015 - val_acc: 0.8404 Epoch 00073: val_acc did not improve from 0.86026 Epoch 74/3000 - 39s - loss: 0.4250 - acc: 0.9405 - val_loss: 0.9228 - val_acc: 0.8416 Epoch 00074: val_acc did not improve from 0.86026 Epoch 75/3000 - 39s - loss: 0.4376 - acc: 0.9389 - val_loss: 1.0756 - val_acc: 0.8264 Epoch 00075: val_acc did not improve from 0.86026 Epoch 76/3000 - 40s - loss: 0.4561 - acc: 0.9345 - val_loss: 0.9589 - val_acc: 0.8346 Epoch 00076: val_acc did not improve from 0.86026 Epoch 77/3000 - 39s - loss: 0.4814 - acc: 0.9318 - val_loss: 0.9344 - val_acc: 0.8435 Epoch 00077: val_acc did not improve from 0.86026 Epoch 78/3000 - 39s - loss: 0.4547 - acc: 0.9336 - val_loss: 0.9314 - val_acc: 0.8404 Epoch 00078: val_acc did not improve from 0.86026 Epoch 79/3000 - 40s - loss: 0.4177 - acc: 0.9438 - val_loss: 0.9750 - val_acc: 0.8431 Epoch 00079: val_acc did not improve from 0.86026 Epoch 80/3000 - 42s - loss: 0.4243 - acc: 0.9408 - val_loss: 0.9280 - val_acc: 0.8424 Epoch 00080: val_acc did not improve from 0.86026 Epoch 81/3000 - 41s - loss: 0.4167 - acc: 0.9432 - val_loss: 0.9659 - val_acc: 0.8427 Epoch 00081: val_acc did not improve from 0.86026 Epoch 82/3000 - 39s - loss: 0.4214 - acc: 0.9413 - val_loss: 0.9068 - val_acc: 0.8470 Epoch 00082: val_acc did not improve from 0.86026 Epoch 83/3000 - 39s - loss: 0.4220 - acc: 0.9389 - val_loss: 0.9267 - val_acc: 0.8424 Epoch 00083: val_acc did not improve from 0.86026 Epoch 84/3000 - 39s - loss: 0.4349 - acc: 0.9399 - val_loss: 0.8673 - val_acc: 0.8505 Epoch 00084: val_acc did not improve from 0.86026 Epoch 00084: ReduceLROnPlateau reducing learning rate to 9.499999760009814e-05. Epoch 85/3000 - 39s - loss: 0.4043 - acc: 0.9423 - val_loss: 0.9716 - val_acc: 0.8424 Epoch 00085: val_acc did not improve from 0.86026 Epoch 86/3000 - 39s - loss: 0.4033 - acc: 0.9470 - val_loss: 0.8990 - val_acc: 0.8494 Epoch 00086: val_acc did not improve from 0.86026 Epoch 87/3000 - 39s - loss: 0.4128 - acc: 0.9420 - val_loss: 0.9176 - val_acc: 0.8497 Epoch 00087: val_acc did not improve from 0.86026 Epoch 88/3000 - 39s - loss: 0.4322 - acc: 0.9413 - val_loss: 0.9477 - val_acc: 0.8455 Epoch 00088: val_acc did not improve from 0.86026 Epoch 89/3000 - 39s - loss: 0.4287 - acc: 0.9398 - val_loss: 0.9319 - val_acc: 0.8478 Epoch 00089: val_acc did not improve from 0.86026 Epoch 90/3000 - 39s - loss: 0.4087 - acc: 0.9429 - val_loss: 0.9390 - val_acc: 0.8381 Epoch 00090: val_acc did not improve from 0.86026 Epoch 91/3000 - 39s - loss: 0.4065 - acc: 0.9457 - val_loss: 0.9405 - val_acc: 0.8385 Epoch 00091: val_acc did not improve from 0.86026 Epoch 92/3000 - 39s - loss: 0.4121 - acc: 0.9438 - val_loss: 0.9280 - val_acc: 0.8443 Epoch 00092: val_acc did not improve from 0.86026 Epoch 93/3000 - 39s - loss: 0.4262 - acc: 0.9389 - val_loss: 0.9276 - val_acc: 0.8342 Epoch 00093: val_acc did not improve from 0.86026 Epoch 94/3000 - 39s - loss: 0.4168 - acc: 0.9432 - val_loss: 0.8850 - val_acc: 0.8392 Epoch 00094: val_acc did not improve from 0.86026 Epoch 95/3000 - 39s - loss: 0.4275 - acc: 0.9401 - val_loss: 0.9073 - val_acc: 0.8482 Epoch 00095: val_acc did not improve from 0.86026 Epoch 96/3000 - 39s - loss: 0.4154 - acc: 0.9410 - val_loss: 0.9839 - val_acc: 0.8299 Epoch 00096: val_acc did not improve from 0.86026 Epoch 97/3000 - 40s - loss: 0.4134 - acc: 0.9446 - val_loss: 1.0332 - val_acc: 0.8276 Epoch 00097: val_acc did not improve from 0.86026 Epoch 98/3000 - 39s - loss: 0.4648 - acc: 0.9306 - val_loss: 1.0208 - val_acc: 0.8365 Epoch 00098: val_acc did not improve from 0.86026 Epoch 99/3000 - 39s - loss: 0.4515 - acc: 0.9369 - val_loss: 0.9568 - val_acc: 0.8435 Epoch 00099: val_acc did not improve from 0.86026 Epoch 100/3000 - 39s - loss: 0.4186 - acc: 0.9411 - val_loss: 0.9582 - val_acc: 0.8365 Epoch 00100: val_acc did not improve from 0.86026 Epoch 101/3000 - 39s - loss: 0.4065 - acc: 0.9441 - val_loss: 0.9101 - val_acc: 0.8509 Epoch 00101: val_acc did not improve from 0.86026 Epoch 102/3000 - 39s - loss: 0.4159 - acc: 0.9429 - val_loss: 0.9969 - val_acc: 0.8388 Epoch 00102: val_acc did not improve from 0.86026 Epoch 103/3000 - 39s - loss: 0.4549 - acc: 0.9334 - val_loss: 1.0005 - val_acc: 0.8447 Epoch 00103: val_acc did not improve from 0.86026 Epoch 104/3000 - 39s - loss: 0.4101 - acc: 0.9449 - val_loss: 0.7630 - val_acc: 0.8665 Epoch 00104: val_acc improved from 0.86026 to 0.86649, saving model to ./ModelSnapshots/LSTM-v2-104.h5 Epoch 105/3000 - 39s - loss: 0.4220 - acc: 0.9405 - val_loss: 0.8933 - val_acc: 0.8525 Epoch 00105: val_acc did not improve from 0.86649 Epoch 106/3000 - 38s - loss: 0.4094 - acc: 0.9417 - val_loss: 0.8874 - val_acc: 0.8490 Epoch 00106: val_acc did not improve from 0.86649 Epoch 107/3000 - 38s - loss: 0.4191 - acc: 0.9401 - val_loss: 0.8584 - val_acc: 0.8579 Epoch 00107: val_acc did not improve from 0.86649 Epoch 108/3000 - 39s - loss: 0.4098 - acc: 0.9446 - val_loss: 0.9456 - val_acc: 0.8424 Epoch 00108: val_acc did not improve from 0.86649 Epoch 109/3000 - 39s - loss: 0.4520 - acc: 0.9348 - val_loss: 0.9103 - val_acc: 0.8447 Epoch 00109: val_acc did not improve from 0.86649 Epoch 110/3000 - 39s - loss: 0.4052 - acc: 0.9447 - val_loss: 0.8925 - val_acc: 0.8521 Epoch 00110: val_acc did not improve from 0.86649 Epoch 111/3000 - 39s - loss: 0.3867 - acc: 0.9467 - val_loss: 0.9218 - val_acc: 0.8459 Epoch 00111: val_acc did not improve from 0.86649 Epoch 112/3000 - 39s - loss: 0.4004 - acc: 0.9466 - val_loss: 0.9572 - val_acc: 0.8424 Epoch 00112: val_acc did not improve from 0.86649 Epoch 113/3000 - 40s - loss: 0.4357 - acc: 0.9370 - val_loss: 0.9873 - val_acc: 0.8420 Epoch 00113: val_acc did not improve from 0.86649 Epoch 114/3000 - 39s - loss: 0.4327 - acc: 0.9399 - val_loss: 0.9470 - val_acc: 0.8443 Epoch 00114: val_acc did not improve from 0.86649 Epoch 115/3000 - 39s - loss: 0.4282 - acc: 0.9454 - val_loss: 0.8582 - val_acc: 0.8548 Epoch 00115: val_acc did not improve from 0.86649 Epoch 116/3000 - 39s - loss: 0.4082 - acc: 0.9417 - val_loss: 1.0239 - val_acc: 0.8357 Epoch 00116: val_acc did not improve from 0.86649 Epoch 117/3000 - 39s - loss: 0.4483 - acc: 0.9348 - val_loss: 0.8706 - val_acc: 0.8505 Epoch 00117: val_acc did not improve from 0.86649 Epoch 118/3000 - 40s - loss: 0.4208 - acc: 0.9408 - val_loss: 0.9734 - val_acc: 0.8388 Epoch 00118: val_acc did not improve from 0.86649 Epoch 119/3000 - 38s - loss: 0.4357 - acc: 0.9364 - val_loss: 0.9709 - val_acc: 0.8392 Epoch 00119: val_acc did not improve from 0.86649 Epoch 120/3000 - 39s - loss: 0.4519 - acc: 0.9331 - val_loss: 0.9216 - val_acc: 0.8435 Epoch 00120: val_acc did not improve from 0.86649 Epoch 121/3000 - 39s - loss: 0.4216 - acc: 0.9413 - val_loss: 0.9375 - val_acc: 0.8490 Epoch 00121: val_acc did not improve from 0.86649 Epoch 122/3000 - 39s - loss: 0.4187 - acc: 0.9413 - val_loss: 0.8751 - val_acc: 0.8513 Epoch 00122: val_acc did not improve from 0.86649 Epoch 123/3000 - 39s - loss: 0.4169 - acc: 0.9469 - val_loss: 0.8852 - val_acc: 0.8459 Epoch 00123: val_acc did not improve from 0.86649 Epoch 124/3000 - 39s - loss: 0.4069 - acc: 0.9461 - val_loss: 0.9012 - val_acc: 0.8443 Epoch 00124: val_acc did not improve from 0.86649 Epoch 125/3000 - 39s - loss: 0.4158 - acc: 0.9405 - val_loss: 0.8521 - val_acc: 0.8571 Epoch 00125: val_acc did not improve from 0.86649 Epoch 126/3000 - 39s - loss: 0.4191 - acc: 0.9414 - val_loss: 0.9001 - val_acc: 0.8521 Epoch 00126: val_acc did not improve from 0.86649 Epoch 127/3000 - 39s - loss: 0.3975 - acc: 0.9476 - val_loss: 0.9316 - val_acc: 0.8501 Epoch 00127: val_acc did not improve from 0.86649 Epoch 128/3000 - 39s - loss: 0.4252 - acc: 0.9402 - val_loss: 0.8905 - val_acc: 0.8482 Epoch 00128: val_acc did not improve from 0.86649 Epoch 129/3000 - 39s - loss: 0.4259 - acc: 0.9392 - val_loss: 0.8737 - val_acc: 0.8560 Epoch 00129: val_acc did not improve from 0.86649 Epoch 130/3000 - 39s - loss: 0.4075 - acc: 0.9441 - val_loss: 0.9467 - val_acc: 0.8381 Epoch 00130: val_acc did not improve from 0.86649 Epoch 131/3000 - 39s - loss: 0.3948 - acc: 0.9472 - val_loss: 0.8441 - val_acc: 0.8540 Epoch 00131: val_acc did not improve from 0.86649 Epoch 132/3000 - 39s - loss: 0.4289 - acc: 0.9410 - val_loss: 0.9384 - val_acc: 0.8396 Epoch 00132: val_acc did not improve from 0.86649 Epoch 133/3000 - 39s - loss: 0.4148 - acc: 0.9431 - val_loss: 0.9680 - val_acc: 0.8369 Epoch 00133: val_acc did not improve from 0.86649 Epoch 134/3000 - 39s - loss: 0.4544 - acc: 0.9387 - val_loss: 0.9413 - val_acc: 0.8455 Epoch 00134: val_acc did not improve from 0.86649 Epoch 00134: ReduceLROnPlateau reducing learning rate to 9.02499959920533e-05. Epoch 135/3000 - 39s - loss: 0.4370 - acc: 0.9402 - val_loss: 0.9007 - val_acc: 0.8517 Epoch 00135: val_acc did not improve from 0.86649 Epoch 136/3000 - 38s - loss: 0.3923 - acc: 0.9472 - val_loss: 0.8570 - val_acc: 0.8525 Epoch 00136: val_acc did not improve from 0.86649 Epoch 137/3000 - 39s - loss: 0.3934 - acc: 0.9450 - val_loss: 0.9029 - val_acc: 0.8529 Epoch 00137: val_acc did not improve from 0.86649 Epoch 138/3000 - 39s - loss: 0.3801 - acc: 0.9508 - val_loss: 0.9045 - val_acc: 0.8568 Epoch 00138: val_acc did not improve from 0.86649 Epoch 139/3000 - 40s - loss: 0.4030 - acc: 0.9454 - val_loss: 0.9157 - val_acc: 0.8427 Epoch 00139: val_acc did not improve from 0.86649 Epoch 140/3000 - 39s - loss: 0.3966 - acc: 0.9485 - val_loss: 0.9957 - val_acc: 0.8342 Epoch 00140: val_acc did not improve from 0.86649 Epoch 141/3000 - 39s - loss: 0.4135 - acc: 0.9443 - val_loss: 0.9842 - val_acc: 0.8346 Epoch 00141: val_acc did not improve from 0.86649 Epoch 142/3000 - 39s - loss: 0.3960 - acc: 0.9490 - val_loss: 0.9163 - val_acc: 0.8497 Epoch 00142: val_acc did not improve from 0.86649 Epoch 143/3000 - 39s - loss: 0.4101 - acc: 0.9410 - val_loss: 0.8855 - val_acc: 0.8544 Epoch 00143: val_acc did not improve from 0.86649 Epoch 144/3000 - 39s - loss: 0.3965 - acc: 0.9509 - val_loss: 1.0028 - val_acc: 0.8303 Epoch 00144: val_acc did not improve from 0.86649 Epoch 145/3000 - 40s - loss: 0.4101 - acc: 0.9413 - val_loss: 0.9372 - val_acc: 0.8400 Epoch 00145: val_acc did not improve from 0.86649 Epoch 146/3000 - 39s - loss: 0.4004 - acc: 0.9444 - val_loss: 0.9043 - val_acc: 0.8474 Epoch 00146: val_acc did not improve from 0.86649 Epoch 147/3000 - 39s - loss: 0.4090 - acc: 0.9440 - val_loss: 0.8569 - val_acc: 0.8509 Epoch 00147: val_acc did not improve from 0.86649 Epoch 148/3000 - 39s - loss: 0.4181 - acc: 0.9431 - val_loss: 0.9812 - val_acc: 0.8334 Epoch 00148: val_acc did not improve from 0.86649 Epoch 149/3000 - 39s - loss: 0.4085 - acc: 0.9450 - val_loss: 0.8226 - val_acc: 0.8564 Epoch 00149: val_acc did not improve from 0.86649 Epoch 150/3000 - 39s - loss: 0.4201 - acc: 0.9411 - val_loss: 0.9429 - val_acc: 0.8424 Epoch 00150: val_acc did not improve from 0.86649 Epoch 151/3000 - 39s - loss: 0.4101 - acc: 0.9428 - val_loss: 0.8741 - val_acc: 0.8486 Epoch 00151: val_acc did not improve from 0.86649 Epoch 152/3000 - 39s - loss: 0.4096 - acc: 0.9438 - val_loss: 0.8906 - val_acc: 0.8533 Epoch 00152: val_acc did not improve from 0.86649 Epoch 153/3000 - 39s - loss: 0.4016 - acc: 0.9444 - val_loss: 0.9297 - val_acc: 0.8497 Epoch 00153: val_acc did not improve from 0.86649 Epoch 154/3000 - 40s - loss: 0.4003 - acc: 0.9473 - val_loss: 1.0061 - val_acc: 0.8424 Epoch 00154: val_acc did not improve from 0.86649 Epoch 155/3000 - 39s - loss: 0.4044 - acc: 0.9454 - val_loss: 1.0106 - val_acc: 0.8412 Epoch 00155: val_acc did not improve from 0.86649 Epoch 156/3000 - 39s - loss: 0.4122 - acc: 0.9414 - val_loss: 0.9389 - val_acc: 0.8443 Epoch 00156: val_acc did not improve from 0.86649 Epoch 157/3000 - 39s - loss: 0.3976 - acc: 0.9446 - val_loss: 0.9240 - val_acc: 0.8509 Epoch 00157: val_acc did not improve from 0.86649 Epoch 158/3000 - 39s - loss: 0.3838 - acc: 0.9523 - val_loss: 0.9041 - val_acc: 0.8494 Epoch 00158: val_acc did not improve from 0.86649 Epoch 159/3000 - 39s - loss: 0.4119 - acc: 0.9441 - val_loss: 0.9310 - val_acc: 0.8486 Epoch 00159: val_acc did not improve from 0.86649 Epoch 160/3000 - 39s - loss: 0.3936 - acc: 0.9464 - val_loss: 0.9601 - val_acc: 0.8431 Epoch 00160: val_acc did not improve from 0.86649 Epoch 161/3000 - 39s - loss: 0.4161 - acc: 0.9435 - val_loss: 0.9179 - val_acc: 0.8466 Epoch 00161: val_acc did not improve from 0.86649 Epoch 162/3000 - 39s - loss: 0.4000 - acc: 0.9458 - val_loss: 0.9565 - val_acc: 0.8501 Epoch 00162: val_acc did not improve from 0.86649 Epoch 163/3000 - 39s - loss: 0.4164 - acc: 0.9419 - val_loss: 1.0898 - val_acc: 0.8272 Epoch 00163: val_acc did not improve from 0.86649 Epoch 164/3000 - 39s - loss: 0.4255 - acc: 0.9398 - val_loss: 0.9603 - val_acc: 0.8381 Epoch 00164: val_acc did not improve from 0.86649 Epoch 00164: ReduceLROnPlateau reducing learning rate to 8.573749619245064e-05. Epoch 165/3000 - 39s - loss: 0.4097 - acc: 0.9446 - val_loss: 0.9117 - val_acc: 0.8427 Epoch 00165: val_acc did not improve from 0.86649 Epoch 166/3000 - 39s - loss: 0.3816 - acc: 0.9491 - val_loss: 0.9233 - val_acc: 0.8455 Epoch 00166: val_acc did not improve from 0.86649 Epoch 167/3000 - 39s - loss: 0.4109 - acc: 0.9426 - val_loss: 0.9021 - val_acc: 0.8517 Epoch 00167: val_acc did not improve from 0.86649 Epoch 168/3000 - 40s - loss: 0.4019 - acc: 0.9446 - val_loss: 0.9406 - val_acc: 0.8462 Epoch 00168: val_acc did not improve from 0.86649 Epoch 169/3000 - 40s - loss: 0.3951 - acc: 0.9464 - val_loss: 0.9533 - val_acc: 0.8466 Epoch 00169: val_acc did not improve from 0.86649 Epoch 170/3000 - 39s - loss: 0.3935 - acc: 0.9485 - val_loss: 0.9551 - val_acc: 0.8427 Epoch 00170: val_acc did not improve from 0.86649 Epoch 171/3000 - 39s - loss: 0.3931 - acc: 0.9496 - val_loss: 0.9058 - val_acc: 0.8424 Epoch 00171: val_acc did not improve from 0.86649 Epoch 172/3000 - 40s - loss: 0.3885 - acc: 0.9467 - val_loss: 0.9725 - val_acc: 0.8400 Epoch 00172: val_acc did not improve from 0.86649 Epoch 173/3000 - 39s - loss: 0.3981 - acc: 0.9481 - val_loss: 0.9014 - val_acc: 0.8501 Epoch 00173: val_acc did not improve from 0.86649 Epoch 174/3000 - 40s - loss: 0.4189 - acc: 0.9460 - val_loss: 0.9159 - val_acc: 0.8490 Epoch 00174: val_acc did not improve from 0.86649 Epoch 175/3000 - 39s - loss: 0.4159 - acc: 0.9380 - val_loss: 0.9044 - val_acc: 0.8490 Epoch 00175: val_acc did not improve from 0.86649 Epoch 176/3000 - 39s - loss: 0.3944 - acc: 0.9482 - val_loss: 0.9412 - val_acc: 0.8385 Epoch 00176: val_acc did not improve from 0.86649 Epoch 177/3000 - 39s - loss: 0.3890 - acc: 0.9502 - val_loss: 0.9233 - val_acc: 0.8451 Epoch 00177: val_acc did not improve from 0.86649 Epoch 178/3000 - 39s - loss: 0.3900 - acc: 0.9515 - val_loss: 0.8865 - val_acc: 0.8501 Epoch 00178: val_acc did not improve from 0.86649 Epoch 179/3000 - 40s - loss: 0.4063 - acc: 0.9455 - val_loss: 0.9673 - val_acc: 0.8462 Epoch 00179: val_acc did not improve from 0.86649 Epoch 180/3000 - 39s - loss: 0.3787 - acc: 0.9499 - val_loss: 0.9494 - val_acc: 0.8462 Epoch 00180: val_acc did not improve from 0.86649 Epoch 181/3000 - 40s - loss: 0.4018 - acc: 0.9461 - val_loss: 0.9874 - val_acc: 0.8462 Epoch 00181: val_acc did not improve from 0.86649 Epoch 182/3000 - 39s - loss: 0.3996 - acc: 0.9493 - val_loss: 0.8876 - val_acc: 0.8513 Epoch 00182: val_acc did not improve from 0.86649 Epoch 183/3000 - 40s - loss: 0.4109 - acc: 0.9461 - val_loss: 0.8838 - val_acc: 0.8525 Epoch 00183: val_acc did not improve from 0.86649 Epoch 184/3000 - 39s - loss: 0.3980 - acc: 0.9457 - val_loss: 0.8478 - val_acc: 0.8587 Epoch 00184: val_acc did not improve from 0.86649 Epoch 185/3000 - 40s - loss: 0.3885 - acc: 0.9467 - val_loss: 0.9210 - val_acc: 0.8478 Epoch 00185: val_acc did not improve from 0.86649 Epoch 186/3000 - 40s - loss: 0.3894 - acc: 0.9499 - val_loss: 0.9790 - val_acc: 0.8431 Epoch 00186: val_acc did not improve from 0.86649 Epoch 187/3000 - 39s - loss: 0.3871 - acc: 0.9494 - val_loss: 0.9039 - val_acc: 0.8501 Epoch 00187: val_acc did not improve from 0.86649 Epoch 188/3000 - 40s - loss: 0.3955 - acc: 0.9470 - val_loss: 0.9084 - val_acc: 0.8501 Epoch 00188: val_acc did not improve from 0.86649 Epoch 189/3000 - 40s - loss: 0.4062 - acc: 0.9446 - val_loss: 0.9570 - val_acc: 0.8318 Epoch 00189: val_acc did not improve from 0.86649 Epoch 190/3000 - 39s - loss: 0.3884 - acc: 0.9469 - val_loss: 0.9881 - val_acc: 0.8400 Epoch 00190: val_acc did not improve from 0.86649 Epoch 191/3000 - 39s - loss: 0.4025 - acc: 0.9472 - val_loss: 0.9180 - val_acc: 0.8505 Epoch 00191: val_acc did not improve from 0.86649 Epoch 192/3000 - 39s - loss: 0.3804 - acc: 0.9502 - val_loss: 0.9212 - val_acc: 0.8536 Epoch 00192: val_acc did not improve from 0.86649 Epoch 193/3000 - 39s - loss: 0.4011 - acc: 0.9416 - val_loss: 1.0128 - val_acc: 0.8385 Epoch 00193: val_acc did not improve from 0.86649 Epoch 194/3000 - 40s - loss: 0.4137 - acc: 0.9426 - val_loss: 0.9164 - val_acc: 0.8435 Epoch 00194: val_acc did not improve from 0.86649 Epoch 00194: ReduceLROnPlateau reducing learning rate to 8.145062311086804e-05. Epoch 195/3000 - 39s - loss: 0.3887 - acc: 0.9482 - val_loss: 0.9217 - val_acc: 0.8505 Epoch 00195: val_acc did not improve from 0.86649 Epoch 196/3000 - 40s - loss: 0.3835 - acc: 0.9490 - val_loss: 0.9337 - val_acc: 0.8412 Epoch 00196: val_acc did not improve from 0.86649 Epoch 197/3000 - 39s - loss: 0.3901 - acc: 0.9478 - val_loss: 0.9818 - val_acc: 0.8353 Epoch 00197: val_acc did not improve from 0.86649 Epoch 198/3000 - 39s - loss: 0.4046 - acc: 0.9461 - val_loss: 1.0099 - val_acc: 0.8326 Epoch 00198: val_acc did not improve from 0.86649 Epoch 199/3000 - 39s - loss: 0.4022 - acc: 0.9463 - val_loss: 0.8810 - val_acc: 0.8459 Epoch 00199: val_acc did not improve from 0.86649 Epoch 200/3000 - 39s - loss: 0.3884 - acc: 0.9505 - val_loss: 0.8836 - val_acc: 0.8540 Epoch 00200: val_acc did not improve from 0.86649 Epoch 201/3000 - 39s - loss: 0.4034 - acc: 0.9461 - val_loss: 0.9049 - val_acc: 0.8400 Epoch 00201: val_acc did not improve from 0.86649 Epoch 202/3000 - 39s - loss: 0.3845 - acc: 0.9475 - val_loss: 0.9071 - val_acc: 0.8478 Epoch 00202: val_acc did not improve from 0.86649 Epoch 203/3000 - 40s - loss: 0.3795 - acc: 0.9503 - val_loss: 0.9272 - val_acc: 0.8443 Epoch 00203: val_acc did not improve from 0.86649 Epoch 204/3000 - 39s - loss: 0.3677 - acc: 0.9521 - val_loss: 0.8768 - val_acc: 0.8447 Epoch 00204: val_acc did not improve from 0.86649 Epoch 205/3000 - 40s - loss: 0.3786 - acc: 0.9527 - val_loss: 0.9458 - val_acc: 0.8365 Epoch 00205: val_acc did not improve from 0.86649 Epoch 206/3000 - 39s - loss: 0.4036 - acc: 0.9481 - val_loss: 0.8992 - val_acc: 0.8533 Epoch 00206: val_acc did not improve from 0.86649 Epoch 207/3000 - 39s - loss: 0.3865 - acc: 0.9467 - val_loss: 0.8995 - val_acc: 0.8439 Epoch 00207: val_acc did not improve from 0.86649 Epoch 208/3000 - 39s - loss: 0.3734 - acc: 0.9532 - val_loss: 0.9297 - val_acc: 0.8478 Epoch 00208: val_acc did not improve from 0.86649 Epoch 209/3000 - 40s - loss: 0.3811 - acc: 0.9517 - val_loss: 0.8610 - val_acc: 0.8564 Epoch 00209: val_acc did not improve from 0.86649 Epoch 210/3000 - 39s - loss: 0.3746 - acc: 0.9517 - val_loss: 0.9199 - val_acc: 0.8431 Epoch 00210: val_acc did not improve from 0.86649 Epoch 211/3000 - 39s - loss: 0.3745 - acc: 0.9505 - val_loss: 0.9545 - val_acc: 0.8361 Epoch 00211: val_acc did not improve from 0.86649 Epoch 212/3000 - 40s - loss: 0.3858 - acc: 0.9478 - val_loss: 0.8884 - val_acc: 0.8505 Epoch 00212: val_acc did not improve from 0.86649 Epoch 213/3000 - 39s - loss: 0.3898 - acc: 0.9491 - val_loss: 0.9675 - val_acc: 0.8466 Epoch 00213: val_acc did not improve from 0.86649 Epoch 214/3000 - 39s - loss: 0.4043 - acc: 0.9485 - val_loss: 0.8941 - val_acc: 0.8525 Epoch 00214: val_acc did not improve from 0.86649 Epoch 215/3000 - 39s - loss: 0.3720 - acc: 0.9538 - val_loss: 0.9408 - val_acc: 0.8443 Epoch 00215: val_acc did not improve from 0.86649 Epoch 216/3000 - 39s - loss: 0.3596 - acc: 0.9541 - val_loss: 0.9415 - val_acc: 0.8462 Epoch 00216: val_acc did not improve from 0.86649 Epoch 217/3000 - 39s - loss: 0.3797 - acc: 0.9508 - val_loss: 0.9347 - val_acc: 0.8462 Epoch 00217: val_acc did not improve from 0.86649 Epoch 218/3000 - 39s - loss: 0.3925 - acc: 0.9473 - val_loss: 0.8918 - val_acc: 0.8540 Epoch 00218: val_acc did not improve from 0.86649 Epoch 219/3000 - 39s - loss: 0.3767 - acc: 0.9488 - val_loss: 0.8936 - val_acc: 0.8529 Epoch 00219: val_acc did not improve from 0.86649 Epoch 220/3000 - 40s - loss: 0.3981 - acc: 0.9444 - val_loss: 0.9101 - val_acc: 0.8529 Epoch 00220: val_acc did not improve from 0.86649 Epoch 221/3000 - 39s - loss: 0.3935 - acc: 0.9484 - val_loss: 0.9340 - val_acc: 0.8517 Epoch 00221: val_acc did not improve from 0.86649 Epoch 222/3000 - 39s - loss: 0.3827 - acc: 0.9454 - val_loss: 0.9111 - val_acc: 0.8505 Epoch 00224: val_acc did not improve from 0.86649 Epoch 00224: ReduceLROnPlateau reducing learning rate to 7.737808919046074e-05. Epoch 225/3000 - 39s - loss: 0.4087 - acc: 0.9426 - val_loss: 0.9580 - val_acc: 0.8396 Epoch 00225: val_acc did not improve from 0.86649 Epoch 226/3000 - 40s - loss: 0.3773 - acc: 0.9485 - val_loss: 0.9078 - val_acc: 0.8490 Epoch 00226: val_acc did not improve from 0.86649 Epoch 227/3000 - 40s - loss: 0.3660 - acc: 0.9530 - val_loss: 0.8983 - val_acc: 0.8451 Epoch 00227: val_acc did not improve from 0.86649 Epoch 228/3000 - 39s - loss: 0.3804 - acc: 0.9490 - val_loss: 0.8204 - val_acc: 0.8618 Epoch 00228: val_acc did not improve from 0.86649 Epoch 229/3000 - 39s - loss: 0.3861 - acc: 0.9479 - val_loss: 0.8979 - val_acc: 0.8466 Epoch 00229: val_acc did not improve from 0.86649 Epoch 230/3000 - 39s - loss: 0.4036 - acc: 0.9449 - val_loss: 0.8535 - val_acc: 0.8548 Epoch 00230: val_acc did not improve from 0.86649 Epoch 231/3000 - 39s - loss: 0.3948 - acc: 0.9464 - val_loss: 0.9545 - val_acc: 0.8501 Epoch 00231: val_acc did not improve from 0.86649 Epoch 232/3000 - 39s - loss: 0.3763 - acc: 0.9517 - val_loss: 1.0186 - val_acc: 0.8338 Epoch 00232: val_acc did not improve from 0.86649 Epoch 233/3000 - 39s - loss: 0.3607 - acc: 0.9521 - val_loss: 0.9043 - val_acc: 0.8482 Epoch 00233: val_acc did not improve from 0.86649 Epoch 234/3000 - 40s - loss: 0.3710 - acc: 0.9505 - val_loss: 0.9583 - val_acc: 0.8466 Epoch 00234: val_acc did not improve from 0.86649 Epoch 235/3000 - 39s - loss: 0.3781 - acc: 0.9488 - val_loss: 0.8799 - val_acc: 0.8521 Epoch 00235: val_acc did not improve from 0.86649 Epoch 236/3000 - 40s - loss: 0.3754 - acc: 0.9534 - val_loss: 0.9165 - val_acc: 0.8490 Epoch 00236: val_acc did not improve from 0.86649 Epoch 237/3000 - 40s - loss: 0.3724 - acc: 0.9540 - val_loss: 0.9543 - val_acc: 0.8388 Epoch 00237: val_acc did not improve from 0.86649 Epoch 238/3000 - 40s - loss: 0.3855 - acc: 0.9484 - val_loss: 0.9242 - val_acc: 0.8474 Epoch 00238: val_acc did not improve from 0.86649 Epoch 239/3000 - 39s - loss: 0.3637 - acc: 0.9529 - val_loss: 0.9195 - val_acc: 0.8521 Epoch 00239: val_acc did not improve from 0.86649 Epoch 240/3000 - 39s - loss: 0.3883 - acc: 0.9500 - val_loss: 0.9836 - val_acc: 0.8357 Epoch 00240: val_acc did not improve from 0.86649 Epoch 241/3000 - 40s - loss: 0.3729 - acc: 0.9505 - val_loss: 0.8994 - val_acc: 0.8513 Epoch 00241: val_acc did not improve from 0.86649 Epoch 242/3000 - 39s - loss: 0.3858 - acc: 0.9478 - val_loss: 0.8928 - val_acc: 0.8466 Epoch 00242: val_acc did not improve from 0.86649 Epoch 243/3000 - 40s - loss: 0.3655 - acc: 0.9547 - val_loss: 0.8937 - val_acc: 0.8533 Epoch 00243: val_acc did not improve from 0.86649 Epoch 244/3000 - 39s - loss: 0.3747 - acc: 0.9490 - val_loss: 0.9015 - val_acc: 0.8494 Epoch 00244: val_acc did not improve from 0.86649 Epoch 245/3000 - 39s - loss: 0.3713 - acc: 0.9499 - val_loss: 0.9938 - val_acc: 0.8482 Epoch 00245: val_acc did not improve from 0.86649 Epoch 246/3000 - 39s - loss: 0.3796 - acc: 0.9500 - val_loss: 0.9559 - val_acc: 0.8431 Epoch 00246: val_acc did not improve from 0.86649 Epoch 247/3000 - 40s - loss: 0.3666 - acc: 0.9523 - val_loss: 0.9361 - val_acc: 0.8385 Epoch 00247: val_acc did not improve from 0.86649 Epoch 248/3000 - 40s - loss: 0.3775 - acc: 0.9515 - val_loss: 0.8607 - val_acc: 0.8564 Epoch 00248: val_acc did not improve from 0.86649 Epoch 249/3000 - 39s - loss: 0.3624 - acc: 0.9541 - val_loss: 0.9073 - val_acc: 0.8486 Epoch 00249: val_acc did not improve from 0.86649 Epoch 250/3000 - 39s - loss: 0.3687 - acc: 0.9524 - val_loss: 0.9094 - val_acc: 0.8533 Epoch 00250: val_acc did not improve from 0.86649 Epoch 251/3000 - 39s - loss: 0.3681 - acc: 0.9534 - val_loss: 0.9190 - val_acc: 0.8427 Epoch 00251: val_acc did not improve from 0.86649 Epoch 252/3000 - 39s - loss: 0.3672 - acc: 0.9508 - val_loss: 0.8954 - val_acc: 0.8525 Epoch 00252: val_acc did not improve from 0.86649 Epoch 253/3000 - 40s - loss: 0.3870 - acc: 0.9473 - val_loss: 0.8745 - val_acc: 0.8509 Epoch 00253: val_acc did not improve from 0.86649 Epoch 254/3000 - 40s - loss: 0.3811 - acc: 0.9481 - val_loss: 0.9155 - val_acc: 0.8482 Epoch 00254: val_acc did not improve from 0.86649 Epoch 00254: ReduceLROnPlateau reducing learning rate to 7.350918749580159e-05. Epoch 255/3000 - 40s - loss: 0.3656 - acc: 0.9534 - val_loss: 0.8551 - val_acc: 0.8536 Epoch 00255: val_acc did not improve from 0.86649 Epoch 256/3000 - 39s - loss: 0.3653 - acc: 0.9514 - val_loss: 0.9610 - val_acc: 0.8338 Epoch 00256: val_acc did not improve from 0.86649 Epoch 257/3000 - 39s - loss: 0.3980 - acc: 0.9463 - val_loss: 1.0120 - val_acc: 0.8295 Epoch 00257: val_acc did not improve from 0.86649 Epoch 258/3000 - 40s - loss: 0.3869 - acc: 0.9481 - val_loss: 0.9067 - val_acc: 0.8439 Epoch 00258: val_acc did not improve from 0.86649 Epoch 259/3000 - 39s - loss: 0.4147 - acc: 0.9423 - val_loss: 0.9569 - val_acc: 0.8416 Epoch 00259: val_acc did not improve from 0.86649 Epoch 260/3000 - 39s - loss: 0.3765 - acc: 0.9493 - val_loss: 0.9149 - val_acc: 0.8482 Epoch 00260: val_acc did not improve from 0.86649 Epoch 261/3000 - 39s - loss: 0.3723 - acc: 0.9494 - val_loss: 0.9884 - val_acc: 0.8350 Epoch 00261: val_acc did not improve from 0.86649 Epoch 262/3000 - 39s - loss: 0.3825 - acc: 0.9463 - val_loss: 0.9140 - val_acc: 0.8482 Epoch 00262: val_acc did not improve from 0.86649 Epoch 263/3000 - 40s - loss: 0.3643 - acc: 0.9535 - val_loss: 0.9832 - val_acc: 0.8369 Epoch 00263: val_acc did not improve from 0.86649 Epoch 264/3000 - 39s - loss: 0.3596 - acc: 0.9526 - val_loss: 0.9553 - val_acc: 0.8447 Epoch 00264: val_acc did not improve from 0.86649 Epoch 265/3000 - 39s - loss: 0.3603 - acc: 0.9532 - val_loss: 0.9267 - val_acc: 0.8420 Epoch 00265: val_acc did not improve from 0.86649 Epoch 266/3000 - 39s - loss: 0.3523 - acc: 0.9583 - val_loss: 0.9068 - val_acc: 0.8533 Epoch 00266: val_acc did not improve from 0.86649 Epoch 267/3000 - 39s - loss: 0.3496 - acc: 0.9553 - val_loss: 0.8808 - val_acc: 0.8505 Epoch 00267: val_acc did not improve from 0.86649 Epoch 268/3000 - 39s - loss: 0.3839 - acc: 0.9479 - val_loss: 0.8474 - val_acc: 0.8591 Epoch 00268: val_acc did not improve from 0.86649 Epoch 269/3000 - 39s - loss: 0.3651 - acc: 0.9552 - val_loss: 0.9066 - val_acc: 0.8505 Epoch 00269: val_acc did not improve from 0.86649 Epoch 270/3000 - 39s - loss: 0.3781 - acc: 0.9494 - val_loss: 0.9599 - val_acc: 0.8439 Epoch 00270: val_acc did not improve from 0.86649 Epoch 271/3000 - 40s - loss: 0.3577 - acc: 0.9529 - val_loss: 0.9236 - val_acc: 0.8474 Epoch 00271: val_acc did not improve from 0.86649 Epoch 272/3000 - 40s - loss: 0.3792 - acc: 0.9473 - val_loss: 0.9265 - val_acc: 0.8439 Epoch 00272: val_acc did not improve from 0.86649 Epoch 273/3000 - 40s - loss: 0.3674 - acc: 0.9523 - val_loss: 0.9896 - val_acc: 0.8373 Epoch 00273: val_acc did not improve from 0.86649 Epoch 274/3000 - 39s - loss: 0.3655 - acc: 0.9526 - val_loss: 0.8524 - val_acc: 0.8548 Epoch 00274: val_acc did not improve from 0.86649 Epoch 275/3000 - 39s - loss: 0.3658 - acc: 0.9502 - val_loss: 0.9661 - val_acc: 0.8435 Epoch 00275: val_acc did not improve from 0.86649 Epoch 276/3000 - 39s - loss: 0.3713 - acc: 0.9500 - val_loss: 0.8588 - val_acc: 0.8568 Epoch 00276: val_acc did not improve from 0.86649 Epoch 277/3000 - 39s - loss: 0.3685 - acc: 0.9540 - val_loss: 0.9974 - val_acc: 0.8408 Epoch 00277: val_acc did not improve from 0.86649 Epoch 278/3000 - 39s - loss: 0.3696 - acc: 0.9526 - val_loss: 0.8494 - val_acc: 0.8540 Epoch 00278: val_acc did not improve from 0.86649 Epoch 279/3000 - 39s - loss: 0.3585 - acc: 0.9538 - val_loss: 0.9636 - val_acc: 0.8392 Epoch 00279: val_acc did not improve from 0.86649 Epoch 280/3000 - 39s - loss: 0.3744 - acc: 0.9490 - val_loss: 0.8726 - val_acc: 0.8587 Epoch 00280: val_acc did not improve from 0.86649 Epoch 281/3000 - 40s - loss: 0.3828 - acc: 0.9469 - val_loss: 0.9184 - val_acc: 0.8521 Epoch 00281: val_acc did not improve from 0.86649 Epoch 282/3000 - 39s - loss: 0.3731 - acc: 0.9505 - val_loss: 0.8927 - val_acc: 0.8517 Epoch 00282: val_acc did not improve from 0.86649 Epoch 283/3000 - 39s - loss: 0.3597 - acc: 0.9524 - val_loss: 0.8174 - val_acc: 0.8610 Epoch 00283: val_acc did not improve from 0.86649 Epoch 284/3000 - 39s - loss: 0.3644 - acc: 0.9515 - val_loss: 0.9366 - val_acc: 0.8505 Epoch 00284: val_acc did not improve from 0.86649 Epoch 00284: ReduceLROnPlateau reducing learning rate to 6.983372950344346e-05. Epoch 285/3000 - 38s - loss: 0.3537 - acc: 0.9524 - val_loss: 0.9509 - val_acc: 0.8474 Epoch 00285: val_acc did not improve from 0.86649 Epoch 286/3000 - 39s - loss: 0.3539 - acc: 0.9556 - val_loss: 0.8748 - val_acc: 0.8603 Epoch 00286: val_acc did not improve from 0.86649 Epoch 287/3000 - 40s - loss: 0.3665 - acc: 0.9512 - val_loss: 0.9176 - val_acc: 0.8509 Epoch 00287: val_acc did not improve from 0.86649 Epoch 288/3000 - 39s - loss: 0.3592 - acc: 0.9523 - val_loss: 0.8962 - val_acc: 0.8536 Epoch 00288: val_acc did not improve from 0.86649 Epoch 289/3000 - 39s - loss: 0.3485 - acc: 0.9558 - val_loss: 0.8369 - val_acc: 0.8587 Epoch 00289: val_acc did not improve from 0.86649 Epoch 290/3000 - 39s - loss: 0.3433 - acc: 0.9537 - val_loss: 0.8916 - val_acc: 0.8575 Epoch 00290: val_acc did not improve from 0.86649 Epoch 291/3000 - 39s - loss: 0.3764 - acc: 0.9499 - val_loss: 0.9457 - val_acc: 0.8439 Epoch 00291: val_acc did not improve from 0.86649 Epoch 292/3000 - 39s - loss: 0.3546 - acc: 0.9543 - val_loss: 0.9729 - val_acc: 0.8435 Epoch 00292: val_acc did not improve from 0.86649 Epoch 293/3000 - 40s - loss: 0.3677 - acc: 0.9505 - val_loss: 0.9273 - val_acc: 0.8494 Epoch 00293: val_acc did not improve from 0.86649 Epoch 294/3000 - 39s - loss: 0.3894 - acc: 0.9470 - val_loss: 0.9159 - val_acc: 0.8505 Epoch 00294: val_acc did not improve from 0.86649 Epoch 295/3000 - 40s - loss: 0.3607 - acc: 0.9532 - val_loss: 0.9351 - val_acc: 0.8462 Epoch 00295: val_acc did not improve from 0.86649 Epoch 296/3000 - 39s - loss: 0.3785 - acc: 0.9485 - val_loss: 0.9046 - val_acc: 0.8513 Epoch 00296: val_acc did not improve from 0.86649 Epoch 297/3000 - 39s - loss: 0.3575 - acc: 0.9547 - val_loss: 0.9030 - val_acc: 0.8501 Epoch 00297: val_acc did not improve from 0.86649 Epoch 298/3000 - 40s - loss: 0.3679 - acc: 0.9521 - val_loss: 0.8527 - val_acc: 0.8583 Epoch 00298: val_acc did not improve from 0.86649 Epoch 299/3000 - 40s - loss: 0.3658 - acc: 0.9527 - val_loss: 0.8763 - val_acc: 0.8560 Epoch 00299: val_acc did not improve from 0.86649 Epoch 300/3000 - 39s - loss: 0.3501 - acc: 0.9561 - val_loss: 0.8783 - val_acc: 0.8513 Epoch 00300: val_acc did not improve from 0.86649 Epoch 301/3000 - 40s - loss: 0.3594 - acc: 0.9538 - val_loss: 0.9492 - val_acc: 0.8443 Epoch 00301: val_acc did not improve from 0.86649 Epoch 302/3000 - 40s - loss: 0.3566 - acc: 0.9541 - val_loss: 0.9000 - val_acc: 0.8568 Epoch 00302: val_acc did not improve from 0.86649 Epoch 303/3000 - 39s - loss: 0.3498 - acc: 0.9567 - val_loss: 0.9092 - val_acc: 0.8486 Epoch 00303: val_acc did not improve from 0.86649 Epoch 304/3000 - 39s - loss: 0.3646 - acc: 0.9534 - val_loss: 0.9032 - val_acc: 0.8494 Epoch 00304: val_acc did not improve from 0.86649 Epoch 305/3000 - 39s - loss: 0.3381 - acc: 0.9588 - val_loss: 0.8957 - val_acc: 0.8571 Epoch 00305: val_acc did not improve from 0.86649 Epoch 306/3000 - 39s - loss: 0.3567 - acc: 0.9541 - val_loss: 0.8587 - val_acc: 0.8595 Epoch 00306: val_acc did not improve from 0.86649 Epoch 307/3000 - 39s - loss: 0.3696 - acc: 0.9493 - val_loss: 0.9091 - val_acc: 0.8525 Epoch 00307: val_acc did not improve from 0.86649 Epoch 308/3000 - 39s - loss: 0.3529 - acc: 0.9530 - val_loss: 0.9425 - val_acc: 0.8478 Epoch 00308: val_acc did not improve from 0.86649 Epoch 309/3000 - 39s - loss: 0.3585 - acc: 0.9540 - val_loss: 0.9658 - val_acc: 0.8307 Epoch 00309: val_acc did not improve from 0.86649 Epoch 310/3000 - 39s - loss: 0.3701 - acc: 0.9482 - val_loss: 0.9474 - val_acc: 0.8404 Epoch 00310: val_acc did not improve from 0.86649 Epoch 311/3000 - 39s - loss: 0.3728 - acc: 0.9485 - val_loss: 0.8468 - val_acc: 0.8560 Epoch 00311: val_acc did not improve from 0.86649 Epoch 312/3000 - 40s - loss: 0.3428 - acc: 0.9547 - val_loss: 0.8516 - val_acc: 0.8583 Epoch 00312: val_acc did not improve from 0.86649 Epoch 313/3000 - 39s - loss: 0.3676 - acc: 0.9511 - val_loss: 0.9169 - val_acc: 0.8486 Epoch 00313: val_acc did not improve from 0.86649 Epoch 314/3000 - 39s - loss: 0.3761 - acc: 0.9464 - val_loss: 0.8943 - val_acc: 0.8517 Epoch 00314: val_acc did not improve from 0.86649 Epoch 00314: ReduceLROnPlateau reducing learning rate to 6.634204510191921e-05. Epoch 315/3000 - 39s - loss: 0.3402 - acc: 0.9567 - val_loss: 0.9325 - val_acc: 0.8377 Epoch 00315: val_acc did not improve from 0.86649 Epoch 316/3000 - 39s - loss: 0.3531 - acc: 0.9526 - val_loss: 0.8943 - val_acc: 0.8517 Epoch 00316: val_acc did not improve from 0.86649 Epoch 317/3000 - 39s - loss: 0.3568 - acc: 0.9538 - val_loss: 0.9239 - val_acc: 0.8521 Epoch 00317: val_acc did not improve from 0.86649 Epoch 318/3000 - 39s - loss: 0.3511 - acc: 0.9546 - val_loss: 0.8757 - val_acc: 0.8575 Epoch 00318: val_acc did not improve from 0.86649 Epoch 319/3000 - 39s - loss: 0.3493 - acc: 0.9565 - val_loss: 0.8912 - val_acc: 0.8525 Epoch 00319: val_acc did not improve from 0.86649 Epoch 320/3000 - 40s - loss: 0.3661 - acc: 0.9515 - val_loss: 0.9028 - val_acc: 0.8482 Epoch 00320: val_acc did not improve from 0.86649 Epoch 321/3000 - 39s - loss: 0.3615 - acc: 0.9559 - val_loss: 0.9068 - val_acc: 0.8560 Epoch 00321: val_acc did not improve from 0.86649 Epoch 322/3000 - 39s - loss: 0.3571 - acc: 0.9530 - val_loss: 0.9152 - val_acc: 0.8505 Epoch 00322: val_acc did not improve from 0.86649 Epoch 323/3000 - 39s - loss: 0.3619 - acc: 0.9535 - val_loss: 0.8739 - val_acc: 0.8533 Epoch 00323: val_acc did not improve from 0.86649 Epoch 324/3000 - 39s - loss: 0.3484 - acc: 0.9538 - val_loss: 0.9118 - val_acc: 0.8462 Epoch 00324: val_acc did not improve from 0.86649 Epoch 325/3000 - 39s - loss: 0.3583 - acc: 0.9556 - val_loss: 0.9312 - val_acc: 0.8478 Epoch 00325: val_acc did not improve from 0.86649 Epoch 326/3000 - 39s - loss: 0.3683 - acc: 0.9506 - val_loss: 0.9007 - val_acc: 0.8533 Epoch 00326: val_acc did not improve from 0.86649 Epoch 327/3000 - 39s - loss: 0.3640 - acc: 0.9529 - val_loss: 0.9076 - val_acc: 0.8525 Epoch 00327: val_acc did not improve from 0.86649 Epoch 328/3000 - 39s - loss: 0.3379 - acc: 0.9583 - val_loss: 0.8766 - val_acc: 0.8548 Epoch 00328: val_acc did not improve from 0.86649 Epoch 329/3000 - 39s - loss: 0.3538 - acc: 0.9537 - val_loss: 0.9582 - val_acc: 0.8462 Epoch 00329: val_acc did not improve from 0.86649 Epoch 330/3000 - 39s - loss: 0.3485 - acc: 0.9538 - val_loss: 0.8958 - val_acc: 0.8521 Epoch 00330: val_acc did not improve from 0.86649 Epoch 331/3000 - 40s - loss: 0.3540 - acc: 0.9534 - val_loss: 0.8465 - val_acc: 0.8583 Epoch 00331: val_acc did not improve from 0.86649 Epoch 332/3000 - 39s - loss: 0.3498 - acc: 0.9574 - val_loss: 0.9472 - val_acc: 0.8478 Epoch 00332: val_acc did not improve from 0.86649 Epoch 333/3000 - 39s - loss: 0.3407 - acc: 0.9570 - val_loss: 0.9152 - val_acc: 0.8497 Epoch 00333: val_acc did not improve from 0.86649 Epoch 334/3000 - 39s - loss: 0.3713 - acc: 0.9541 - val_loss: 0.8634 - val_acc: 0.8529 Epoch 00334: val_acc did not improve from 0.86649 Epoch 335/3000 - 39s - loss: 0.3541 - acc: 0.9537 - val_loss: 0.9005 - val_acc: 0.8513 Epoch 00335: val_acc did not improve from 0.86649 Epoch 336/3000 - 39s - loss: 0.3709 - acc: 0.9506 - val_loss: 0.9184 - val_acc: 0.8392 Epoch 00336: val_acc did not improve from 0.86649 Epoch 337/3000 - 39s - loss: 0.3675 - acc: 0.9500 - val_loss: 0.8765 - val_acc: 0.8571 Epoch 00337: val_acc did not improve from 0.86649 Epoch 338/3000 - 39s - loss: 0.3534 - acc: 0.9562 - val_loss: 0.9150 - val_acc: 0.8529 Epoch 00338: val_acc did not improve from 0.86649 Epoch 339/3000 - 39s - loss: 0.3440 - acc: 0.9561 - val_loss: 0.9922 - val_acc: 0.8400 Epoch 00339: val_acc did not improve from 0.86649 Epoch 340/3000 - 39s - loss: 0.3579 - acc: 0.9535 - val_loss: 0.9198 - val_acc: 0.8451 Epoch 00340: val_acc did not improve from 0.86649 Epoch 341/3000 - 39s - loss: 0.3605 - acc: 0.9511 - val_loss: 0.8777 - val_acc: 0.8529 Epoch 00341: val_acc did not improve from 0.86649 Epoch 342/3000 - 39s - loss: 0.3638 - acc: 0.9511 - val_loss: 0.9121 - val_acc: 0.8509 Epoch 00342: val_acc did not improve from 0.86649 Epoch 343/3000 - 39s - loss: 0.3619 - acc: 0.9514 - val_loss: 0.9426 - val_acc: 0.8424 Epoch 00343: val_acc did not improve from 0.86649 Epoch 344/3000 - 39s - loss: 0.3542 - acc: 0.9553 - val_loss: 0.9400 - val_acc: 0.8443 Epoch 00344: val_acc did not improve from 0.86649 Epoch 00344: ReduceLROnPlateau reducing learning rate to 6.302494111878331e-05. Epoch 345/3000 - 40s - loss: 0.3759 - acc: 0.9470 - val_loss: 0.8714 - val_acc: 0.8525 Epoch 00345: val_acc did not improve from 0.86649 Epoch 346/3000 - 39s - loss: 0.3568 - acc: 0.9523 - val_loss: 0.9523 - val_acc: 0.8447 Epoch 00346: val_acc did not improve from 0.86649 Epoch 347/3000 - 39s - loss: 0.3402 - acc: 0.9568 - val_loss: 0.9460 - val_acc: 0.8459 Epoch 00347: val_acc did not improve from 0.86649 Epoch 348/3000 - 39s - loss: 0.3569 - acc: 0.9527 - val_loss: 0.8606 - val_acc: 0.8568 Epoch 00348: val_acc did not improve from 0.86649 Epoch 349/3000 - 39s - loss: 0.3515 - acc: 0.9555 - val_loss: 0.9580 - val_acc: 0.8486 Epoch 00349: val_acc did not improve from 0.86649 Epoch 350/3000 - 39s - loss: 0.3514 - acc: 0.9541 - val_loss: 0.9491 - val_acc: 0.8427 Epoch 00350: val_acc did not improve from 0.86649 Epoch 351/3000 - 39s - loss: 0.3516 - acc: 0.9535 - val_loss: 0.9365 - val_acc: 0.8381 Epoch 00351: val_acc did not improve from 0.86649 Epoch 352/3000 - 39s - loss: 0.3413 - acc: 0.9561 - val_loss: 0.9349 - val_acc: 0.8513 Epoch 00352: val_acc did not improve from 0.86649 Epoch 353/3000 - 39s - loss: 0.3529 - acc: 0.9534 - val_loss: 0.9106 - val_acc: 0.8513 Epoch 00353: val_acc did not improve from 0.86649 Epoch 354/3000 - 40s - loss: 0.3388 - acc: 0.9576 - val_loss: 0.8650 - val_acc: 0.8540 Epoch 00354: val_acc did not improve from 0.86649 Epoch 355/3000 - 39s - loss: 0.3457 - acc: 0.9576 - val_loss: 0.9217 - val_acc: 0.8459 Epoch 00355: val_acc did not improve from 0.86649 Epoch 356/3000 - 39s - loss: 0.3485 - acc: 0.9546 - val_loss: 0.9274 - val_acc: 0.8482 Epoch 00356: val_acc did not improve from 0.86649 Epoch 357/3000 - 39s - loss: 0.3410 - acc: 0.9561 - val_loss: 0.9489 - val_acc: 0.8459 Epoch 00357: val_acc did not improve from 0.86649 Epoch 358/3000 - 39s - loss: 0.3405 - acc: 0.9576 - val_loss: 0.9048 - val_acc: 0.8536 Epoch 00358: val_acc did not improve from 0.86649 Epoch 359/3000 - 39s - loss: 0.3482 - acc: 0.9550 - val_loss: 0.9928 - val_acc: 0.8462 Epoch 00359: val_acc did not improve from 0.86649 Epoch 360/3000 - 39s - loss: 0.3555 - acc: 0.9561 - val_loss: 0.9409 - val_acc: 0.8501 Epoch 00360: val_acc did not improve from 0.86649 Epoch 361/3000 - 39s - loss: 0.3373 - acc: 0.9562 - val_loss: 0.8830 - val_acc: 0.8529 Epoch 00361: val_acc did not improve from 0.86649 Epoch 362/3000 - 39s - loss: 0.3407 - acc: 0.9527 - val_loss: 0.9251 - val_acc: 0.8466 Epoch 00362: val_acc did not improve from 0.86649 Epoch 363/3000 - 39s - loss: 0.3546 - acc: 0.9565 - val_loss: 0.8666 - val_acc: 0.8552 Epoch 00363: val_acc did not improve from 0.86649 Epoch 364/3000 - 39s - loss: 0.3530 - acc: 0.9526 - val_loss: 0.9651 - val_acc: 0.8462 Epoch 00364: val_acc did not improve from 0.86649 Epoch 365/3000 - 39s - loss: 0.3449 - acc: 0.9586 - val_loss: 0.9295 - val_acc: 0.8513 Epoch 00365: val_acc did not improve from 0.86649 Epoch 366/3000 - 39s - loss: 0.3288 - acc: 0.9567 - val_loss: 1.0094 - val_acc: 0.8427 Epoch 00366: val_acc did not improve from 0.86649 Epoch 367/3000 - 39s - loss: 0.3459 - acc: 0.9553 - val_loss: 0.9412 - val_acc: 0.8459 Epoch 00367: val_acc did not improve from 0.86649 Epoch 368/3000 - 39s - loss: 0.3469 - acc: 0.9565 - val_loss: 0.8496 - val_acc: 0.8575 Epoch 00368: val_acc did not improve from 0.86649 Epoch 369/3000 - 39s - loss: 0.3490 - acc: 0.9527 - val_loss: 1.0578 - val_acc: 0.8276 Epoch 00369: val_acc did not improve from 0.86649 Epoch 370/3000 - 40s - loss: 0.3739 - acc: 0.9506 - val_loss: 0.9138 - val_acc: 0.8497 Epoch 00370: val_acc did not improve from 0.86649 Epoch 371/3000 - 39s - loss: 0.3419 - acc: 0.9556 - val_loss: 0.9400 - val_acc: 0.8459 Epoch 00371: val_acc did not improve from 0.86649 Epoch 372/3000 - 39s - loss: 0.3464 - acc: 0.9555 - val_loss: 0.9172 - val_acc: 0.8459 Epoch 00372: val_acc did not improve from 0.86649 Epoch 373/3000 - 39s - loss: 0.3294 - acc: 0.9595 - val_loss: 0.8920 - val_acc: 0.8509 Epoch 00373: val_acc did not improve from 0.86649 Epoch 374/3000 - 39s - loss: 0.3560 - acc: 0.9523 - val_loss: 0.8554 - val_acc: 0.8529 Epoch 00374: val_acc did not improve from 0.86649 Epoch 00374: ReduceLROnPlateau reducing learning rate to 5.9873694408452134e-05. Epoch 375/3000 - 40s - loss: 0.3404 - acc: 0.9543 - val_loss: 0.9453 - val_acc: 0.8509 Epoch 00375: val_acc did not improve from 0.86649 Epoch 376/3000 - 39s - loss: 0.3477 - acc: 0.9555 - val_loss: 0.9316 - val_acc: 0.8486 Epoch 00376: val_acc did not improve from 0.86649 Epoch 377/3000 - 39s - loss: 0.3447 - acc: 0.9543 - val_loss: 0.8490 - val_acc: 0.8599 Epoch 00377: val_acc did not improve from 0.86649 Epoch 378/3000 - 40s - loss: 0.3414 - acc: 0.9564 - val_loss: 0.9153 - val_acc: 0.8509 Epoch 00378: val_acc did not improve from 0.86649 Epoch 379/3000 - 39s - loss: 0.3439 - acc: 0.9565 - val_loss: 0.8819 - val_acc: 0.8517 Epoch 00379: val_acc did not improve from 0.86649 Epoch 380/3000 - 39s - loss: 0.3306 - acc: 0.9571 - val_loss: 0.8860 - val_acc: 0.8571 Epoch 00380: val_acc did not improve from 0.86649 Epoch 381/3000 - 39s - loss: 0.3328 - acc: 0.9592 - val_loss: 0.9399 - val_acc: 0.8494 Epoch 00381: val_acc did not improve from 0.86649 Epoch 382/3000 - 39s - loss: 0.3626 - acc: 0.9530 - val_loss: 0.8948 - val_acc: 0.8513 Epoch 00382: val_acc did not improve from 0.86649 Epoch 383/3000 - 39s - loss: 0.3342 - acc: 0.9562 - val_loss: 0.9457 - val_acc: 0.8447 Epoch 00383: val_acc did not improve from 0.86649 Epoch 384/3000 - 39s - loss: 0.3262 - acc: 0.9594 - val_loss: 0.8822 - val_acc: 0.8529 Epoch 00384: val_acc did not improve from 0.86649 Epoch 385/3000 - 39s - loss: 0.3446 - acc: 0.9561 - val_loss: 0.8581 - val_acc: 0.8591 Epoch 00385: val_acc did not improve from 0.86649 Epoch 386/3000 - 40s - loss: 0.3536 - acc: 0.9561 - val_loss: 0.9542 - val_acc: 0.8404 Epoch 00386: val_acc did not improve from 0.86649 Epoch 387/3000 - 39s - loss: 0.3523 - acc: 0.9553 - val_loss: 0.9583 - val_acc: 0.8334 Epoch 00387: val_acc did not improve from 0.86649 Epoch 388/3000 - 40s - loss: 0.3573 - acc: 0.9558 - val_loss: 0.8497 - val_acc: 0.8614 Epoch 00388: val_acc did not improve from 0.86649 Epoch 389/3000 - 39s - loss: 0.3448 - acc: 0.9564 - val_loss: 0.9241 - val_acc: 0.8490 Epoch 00390: val_acc did not improve from 0.86649 Epoch 391/3000 - 39s - loss: 0.3355 - acc: 0.9601 - val_loss: 0.9487 - val_acc: 0.8459 Epoch 00391: val_acc did not improve from 0.86649 Epoch 392/3000 - 39s - loss: 0.3368 - acc: 0.9591 - val_loss: 0.9421 - val_acc: 0.8540 Epoch 00392: val_acc did not improve from 0.86649 Epoch 393/3000 - 40s - loss: 0.3445 - acc: 0.9546 - val_loss: 0.9602 - val_acc: 0.8435 Epoch 00393: val_acc did not improve from 0.86649 Epoch 394/3000 - 39s - loss: 0.3369 - acc: 0.9582 - val_loss: 1.0126 - val_acc: 0.8404 Epoch 00394: val_acc did not improve from 0.86649 Epoch 395/3000 - 39s - loss: 0.3393 - acc: 0.9553 - val_loss: 0.9342 - val_acc: 0.8509 Epoch 00395: val_acc did not improve from 0.86649 Epoch 396/3000 - 39s - loss: 0.3227 - acc: 0.9615 - val_loss: 0.8635 - val_acc: 0.8552 Epoch 00396: val_acc did not improve from 0.86649 Epoch 397/3000 - 39s - loss: 0.3304 - acc: 0.9580 - val_loss: 0.9210 - val_acc: 0.8509 Epoch 00397: val_acc did not improve from 0.86649 Epoch 398/3000 - 39s - loss: 0.3367 - acc: 0.9574 - val_loss: 0.8472 - val_acc: 0.8677 Epoch 00398: val_acc improved from 0.86649 to 0.86765, saving model to ./ModelSnapshots/LSTM-v2-398.h5 Epoch 399/3000 - 39s - loss: 0.3272 - acc: 0.9583 - val_loss: 0.8903 - val_acc: 0.8564 Epoch 00399: val_acc did not improve from 0.86765 Epoch 400/3000 - 39s - loss: 0.3386 - acc: 0.9577 - val_loss: 0.8627 - val_acc: 0.8591 Epoch 00400: val_acc did not improve from 0.86765 Epoch 401/3000 - 40s - loss: 0.3461 - acc: 0.9568 - val_loss: 0.9331 - val_acc: 0.8482 Epoch 00401: val_acc did not improve from 0.86765 Epoch 402/3000 - 39s - loss: 0.3497 - acc: 0.9555 - val_loss: 0.8815 - val_acc: 0.8564 Epoch 00402: val_acc did not improve from 0.86765 Epoch 403/3000 - 40s - loss: 0.3369 - acc: 0.9562 - val_loss: 0.9459 - val_acc: 0.8536 Epoch 00403: val_acc did not improve from 0.86765 Epoch 404/3000 - 39s - loss: 0.3439 - acc: 0.9532 - val_loss: 0.8664 - val_acc: 0.8595 Epoch 00404: val_acc did not improve from 0.86765 Epoch 00404: ReduceLROnPlateau reducing learning rate to 5.68800103792455e-05. Epoch 405/3000 - 39s - loss: 0.3288 - acc: 0.9592 - val_loss: 0.8931 - val_acc: 0.8521 Epoch 00405: val_acc did not improve from 0.86765 Epoch 406/3000 - 39s - loss: 0.3252 - acc: 0.9591 - val_loss: 0.9370 - val_acc: 0.8443 Epoch 00406: val_acc did not improve from 0.86765 Epoch 407/3000 - 39s - loss: 0.3420 - acc: 0.9562 - val_loss: 0.8960 - val_acc: 0.8548 Epoch 00407: val_acc did not improve from 0.86765 Epoch 408/3000 - 39s - loss: 0.3438 - acc: 0.9552 - val_loss: 0.9718 - val_acc: 0.8427 Epoch 00408: val_acc did not improve from 0.86765 Epoch 409/3000 - 39s - loss: 0.3356 - acc: 0.9574 - val_loss: 0.9235 - val_acc: 0.8486 Epoch 00409: val_acc did not improve from 0.86765 Epoch 410/3000 - 39s - loss: 0.3196 - acc: 0.9603 - val_loss: 0.8746 - val_acc: 0.8614 Epoch 00410: val_acc did not improve from 0.86765 Epoch 411/3000 - 39s - loss: 0.3455 - acc: 0.9568 - val_loss: 0.8772 - val_acc: 0.8568 Epoch 00411: val_acc did not improve from 0.86765 Epoch 412/3000 - 39s - loss: 0.3620 - acc: 0.9526 - val_loss: 0.8925 - val_acc: 0.8556 Epoch 00412: val_acc did not improve from 0.86765 Epoch 413/3000 - 39s - loss: 0.3418 - acc: 0.9570 - val_loss: 0.8578 - val_acc: 0.8606 Epoch 00413: val_acc did not improve from 0.86765 Epoch 414/3000 - 39s - loss: 0.3230 - acc: 0.9583 - val_loss: 0.9399 - val_acc: 0.8509 Epoch 00414: val_acc did not improve from 0.86765 Epoch 415/3000 - 39s - loss: 0.3225 - acc: 0.9577 - val_loss: 0.9693 - val_acc: 0.8466 Epoch 00415: val_acc did not improve from 0.86765 Epoch 416/3000 - 39s - loss: 0.3343 - acc: 0.9574 - val_loss: 0.8807 - val_acc: 0.8525 Epoch 00416: val_acc did not improve from 0.86765 Epoch 417/3000 - 39s - loss: 0.3379 - acc: 0.9561 - val_loss: 0.8396 - val_acc: 0.8595 Epoch 00417: val_acc did not improve from 0.86765 Epoch 418/3000 - 39s - loss: 0.3500 - acc: 0.9515 - val_loss: 0.8685 - val_acc: 0.8560 Epoch 00418: val_acc did not improve from 0.86765 Epoch 419/3000 - 39s - loss: 0.3236 - acc: 0.9594 - val_loss: 0.8988 - val_acc: 0.8548 Epoch 00419: val_acc did not improve from 0.86765 Epoch 420/3000 - 39s - loss: 0.3380 - acc: 0.9535 - val_loss: 0.8662 - val_acc: 0.8544 Epoch 00420: val_acc did not improve from 0.86765 Epoch 421/3000 - 39s - loss: 0.3282 - acc: 0.9588 - val_loss: 0.9285 - val_acc: 0.8470 Epoch 00421: val_acc did not improve from 0.86765 Epoch 422/3000 - 39s - loss: 0.3402 - acc: 0.9573 - val_loss: 0.9211 - val_acc: 0.8517 Epoch 00422: val_acc did not improve from 0.86765 Epoch 423/3000 - 39s - loss: 0.3400 - acc: 0.9570 - val_loss: 0.8997 - val_acc: 0.8540 Epoch 00423: val_acc did not improve from 0.86765 Epoch 424/3000 - 39s - loss: 0.3168 - acc: 0.9633 - val_loss: 0.8881 - val_acc: 0.8571 Epoch 00424: val_acc did not improve from 0.86765 Epoch 425/3000 - 39s - loss: 0.3453 - acc: 0.9556 - val_loss: 0.9445 - val_acc: 0.8431 Epoch 00425: val_acc did not improve from 0.86765 Epoch 426/3000 - 39s - loss: 0.3390 - acc: 0.9570 - val_loss: 0.9125 - val_acc: 0.8497 Epoch 00426: val_acc did not improve from 0.86765 Epoch 427/3000 - 39s - loss: 0.3397 - acc: 0.9552 - val_loss: 0.8986 - val_acc: 0.8564 Epoch 00427: val_acc did not improve from 0.86765 Epoch 428/3000 - 39s - loss: 0.3488 - acc: 0.9553 - val_loss: 0.8960 - val_acc: 0.8509 Epoch 00428: val_acc did not improve from 0.86765 Epoch 429/3000 - 39s - loss: 0.3300 - acc: 0.9600 - val_loss: 0.8449 - val_acc: 0.8599 Epoch 00429: val_acc did not improve from 0.86765 Epoch 430/3000 - 39s - loss: 0.3296 - acc: 0.9588 - val_loss: 0.9478 - val_acc: 0.8486 Epoch 00430: val_acc did not improve from 0.86765 Epoch 431/3000 - 39s - loss: 0.3305 - acc: 0.9589 - val_loss: 0.8713 - val_acc: 0.8552 Epoch 00431: val_acc did not improve from 0.86765 Epoch 432/3000 - 39s - loss: 0.3278 - acc: 0.9580 - val_loss: 0.9387 - val_acc: 0.8568 Epoch 00432: val_acc did not improve from 0.86765 Epoch 433/3000 - 39s - loss: 0.3489 - acc: 0.9515 - val_loss: 0.9361 - val_acc: 0.8505 Epoch 00433: val_acc did not improve from 0.86765 Epoch 434/3000 - 39s - loss: 0.3327 - acc: 0.9562 - val_loss: 0.9641 - val_acc: 0.8478 Epoch 00434: val_acc did not improve from 0.86765 Epoch 00434: ReduceLROnPlateau reducing learning rate to 5.4036009169067255e-05. Epoch 435/3000 - 39s - loss: 0.3291 - acc: 0.9597 - val_loss: 0.9595 - val_acc: 0.8381 Epoch 00435: val_acc did not improve from 0.86765 Epoch 436/3000 - 39s - loss: 0.3637 - acc: 0.9553 - val_loss: 0.9519 - val_acc: 0.8466 Epoch 00436: val_acc did not improve from 0.86765 Epoch 437/3000 - 39s - loss: 0.3492 - acc: 0.9565 - val_loss: 1.0486 - val_acc: 0.8326 Epoch 00437: val_acc did not improve from 0.86765 Epoch 438/3000 - 39s - loss: 0.3500 - acc: 0.9518 - val_loss: 0.9460 - val_acc: 0.8451 Epoch 00438: val_acc did not improve from 0.86765 Epoch 439/3000 - 39s - loss: 0.3331 - acc: 0.9579 - val_loss: 0.9051 - val_acc: 0.8501 Epoch 00439: val_acc did not improve from 0.86765 Epoch 440/3000 - 39s - loss: 0.3301 - acc: 0.9580 - val_loss: 0.8741 - val_acc: 0.8509 Epoch 00440: val_acc did not improve from 0.86765 Epoch 441/3000 - 39s - loss: 0.3285 - acc: 0.9606 - val_loss: 0.9382 - val_acc: 0.8482 Epoch 00441: val_acc did not improve from 0.86765 Epoch 442/3000 - 39s - loss: 0.3185 - acc: 0.9626 - val_loss: 0.9443 - val_acc: 0.8466 Epoch 00442: val_acc did not improve from 0.86765 Epoch 443/3000 - 39s - loss: 0.3345 - acc: 0.9580 - val_loss: 0.9091 - val_acc: 0.8466 Epoch 00443: val_acc did not improve from 0.86765 Epoch 444/3000 - 40s - loss: 0.3237 - acc: 0.9589 - val_loss: 0.8787 - val_acc: 0.8571 Epoch 00444: val_acc did not improve from 0.86765 Epoch 445/3000 - 39s - loss: 0.3170 - acc: 0.9595 - val_loss: 0.9144 - val_acc: 0.8501 Epoch 00445: val_acc did not improve from 0.86765 Epoch 446/3000 - 39s - loss: 0.3250 - acc: 0.9580 - val_loss: 0.9949 - val_acc: 0.8404 Epoch 00446: val_acc did not improve from 0.86765 Epoch 447/3000 - 40s - loss: 0.3482 - acc: 0.9532 - val_loss: 0.9225 - val_acc: 0.8521 Epoch 00447: val_acc did not improve from 0.86765 Epoch 448/3000 - 39s - loss: 0.3508 - acc: 0.9574 - val_loss: 0.9944 - val_acc: 0.8431 Epoch 00448: val_acc did not improve from 0.86765 Epoch 449/3000 - 39s - loss: 0.3301 - acc: 0.9565 - val_loss: 0.8755 - val_acc: 0.8591 Epoch 00449: val_acc did not improve from 0.86765 Epoch 450/3000 - 39s - loss: 0.3210 - acc: 0.9615 - val_loss: 0.9460 - val_acc: 0.8525 Epoch 00450: val_acc did not improve from 0.86765 Epoch 451/3000 - 39s - loss: 0.3255 - acc: 0.9562 - val_loss: 0.9479 - val_acc: 0.8478 Epoch 00451: val_acc did not improve from 0.86765 Epoch 452/3000 - 40s - loss: 0.3187 - acc: 0.9589 - val_loss: 0.9648 - val_acc: 0.8490 Epoch 00452: val_acc did not improve from 0.86765 Epoch 453/3000 - 40s - loss: 0.3272 - acc: 0.9603 - val_loss: 0.9094 - val_acc: 0.8595 Epoch 00453: val_acc did not improve from 0.86765 Epoch 454/3000 - 39s - loss: 0.3186 - acc: 0.9583 - val_loss: 0.9130 - val_acc: 0.8509 Epoch 00454: val_acc did not improve from 0.86765 Epoch 455/3000 - 39s - loss: 0.3492 - acc: 0.9540 - val_loss: 0.9120 - val_acc: 0.8494 Epoch 00455: val_acc did not improve from 0.86765 Epoch 456/3000 - 39s - loss: 0.3335 - acc: 0.9586 - val_loss: 0.9360 - val_acc: 0.8552 Epoch 00456: val_acc did not improve from 0.86765 Epoch 457/3000 - 39s - loss: 0.3273 - acc: 0.9568 - val_loss: 0.9653 - val_acc: 0.8435 Epoch 00457: val_acc did not improve from 0.86765 Epoch 458/3000 - 40s - loss: 0.3327 - acc: 0.9576 - val_loss: 0.9670 - val_acc: 0.8439 Epoch 00458: val_acc did not improve from 0.86765 Epoch 459/3000 - 39s - loss: 0.3384 - acc: 0.9565 - val_loss: 0.9111 - val_acc: 0.8529 Epoch 00459: val_acc did not improve from 0.86765 Epoch 460/3000 - 39s - loss: 0.3256 - acc: 0.9582 - val_loss: 0.9494 - val_acc: 0.8447 Epoch 00460: val_acc did not improve from 0.86765 Epoch 461/3000 - 39s - loss: 0.3388 - acc: 0.9567 - val_loss: 0.8919 - val_acc: 0.8521 Epoch 00461: val_acc did not improve from 0.86765 Epoch 462/3000 - 39s - loss: 0.3470 - acc: 0.9543 - val_loss: 0.8662 - val_acc: 0.8568 Epoch 00462: val_acc did not improve from 0.86765 Epoch 463/3000 - 40s - loss: 0.3261 - acc: 0.9583 - val_loss: 0.8317 - val_acc: 0.8556 Epoch 00463: val_acc did not improve from 0.86765 Epoch 464/3000 - 39s - loss: 0.3419 - acc: 0.9561 - val_loss: 1.0010 - val_acc: 0.8416 Epoch 00464: val_acc did not improve from 0.86765 Epoch 00464: ReduceLROnPlateau reducing learning rate to 5.133420836500591e-05. Epoch 465/3000 - 39s - loss: 0.3346 - acc: 0.9576 - val_loss: 0.8434 - val_acc: 0.8525 Epoch 00465: val_acc did not improve from 0.86765 Epoch 466/3000 - 39s - loss: 0.3281 - acc: 0.9611 - val_loss: 0.8669 - val_acc: 0.8568 Epoch 00466: val_acc did not improve from 0.86765 Epoch 467/3000 - 39s - loss: 0.3298 - acc: 0.9591 - val_loss: 0.9269 - val_acc: 0.8501 Epoch 00467: val_acc did not improve from 0.86765 Epoch 468/3000 - 39s - loss: 0.3375 - acc: 0.9564 - val_loss: 0.9649 - val_acc: 0.8478 Epoch 00468: val_acc did not improve from 0.86765 Epoch 469/3000 - 40s - loss: 0.3302 - acc: 0.9604 - val_loss: 0.9569 - val_acc: 0.8447 Epoch 00469: val_acc did not improve from 0.86765 Epoch 470/3000 - 39s - loss: 0.3267 - acc: 0.9589 - val_loss: 0.9243 - val_acc: 0.8459 Epoch 00470: val_acc did not improve from 0.86765 Epoch 471/3000 - 39s - loss: 0.3168 - acc: 0.9603 - val_loss: 0.9311 - val_acc: 0.8490 Epoch 00471: val_acc did not improve from 0.86765 Epoch 472/3000 - 39s - loss: 0.3068 - acc: 0.9645 - val_loss: 0.8702 - val_acc: 0.8568 Epoch 00472: val_acc did not improve from 0.86765 Epoch 473/3000 - 39s - loss: 0.3163 - acc: 0.9595 - val_loss: 0.9633 - val_acc: 0.8474 Epoch 00473: val_acc did not improve from 0.86765 Epoch 474/3000 - 39s - loss: 0.3149 - acc: 0.9624 - val_loss: 0.9056 - val_acc: 0.8497 Epoch 00474: val_acc did not improve from 0.86765 Epoch 475/3000 - 39s - loss: 0.3333 - acc: 0.9568 - val_loss: 0.8720 - val_acc: 0.8568 Epoch 00475: val_acc did not improve from 0.86765 Epoch 476/3000 - 39s - loss: 0.3150 - acc: 0.9623 - val_loss: 0.9025 - val_acc: 0.8513 Epoch 00476: val_acc did not improve from 0.86765 Epoch 477/3000 - 39s - loss: 0.3332 - acc: 0.9570 - val_loss: 0.9184 - val_acc: 0.8513 Epoch 00477: val_acc did not improve from 0.86765 Epoch 478/3000 - 39s - loss: 0.3236 - acc: 0.9585 - val_loss: 0.8487 - val_acc: 0.8595 Epoch 00478: val_acc did not improve from 0.86765 Epoch 479/3000 - 39s - loss: 0.3201 - acc: 0.9592 - val_loss: 0.8885 - val_acc: 0.8521 Epoch 00479: val_acc did not improve from 0.86765 Epoch 480/3000 - 39s - loss: 0.3304 - acc: 0.9562 - val_loss: 0.9052 - val_acc: 0.8509 Epoch 00480: val_acc did not improve from 0.86765 Epoch 481/3000 - 39s - loss: 0.3175 - acc: 0.9612 - val_loss: 0.8701 - val_acc: 0.8533 Epoch 00481: val_acc did not improve from 0.86765 Epoch 482/3000 - 40s - loss: 0.3281 - acc: 0.9573 - val_loss: 0.9248 - val_acc: 0.8486 Epoch 00482: val_acc did not improve from 0.86765 Epoch 483/3000 - 40s - loss: 0.3284 - acc: 0.9576 - val_loss: 0.9771 - val_acc: 0.8501 Epoch 00483: val_acc did not improve from 0.86765 Epoch 484/3000 - 39s - loss: 0.3366 - acc: 0.9570 - val_loss: 0.9807 - val_acc: 0.8447 Epoch 00484: val_acc did not improve from 0.86765 Epoch 485/3000 - 39s - loss: 0.3184 - acc: 0.9614 - val_loss: 0.9132 - val_acc: 0.8529 Epoch 00485: val_acc did not improve from 0.86765 Epoch 486/3000 - 39s - loss: 0.3115 - acc: 0.9617 - val_loss: 0.9153 - val_acc: 0.8505 Epoch 00486: val_acc did not improve from 0.86765 Epoch 487/3000 - 39s - loss: 0.3381 - acc: 0.9532 - val_loss: 0.9092 - val_acc: 0.8548 Epoch 00487: val_acc did not improve from 0.86765 Epoch 488/3000 - 39s - loss: 0.3372 - acc: 0.9574 - val_loss: 0.9252 - val_acc: 0.8490 Epoch 00488: val_acc did not improve from 0.86765 Epoch 489/3000 - 39s - loss: 0.3209 - acc: 0.9597 - val_loss: 0.9447 - val_acc: 0.8427 Epoch 00489: val_acc did not improve from 0.86765 Epoch 490/3000 - 39s - loss: 0.3298 - acc: 0.9591 - val_loss: 0.8678 - val_acc: 0.8579 Epoch 00490: val_acc did not improve from 0.86765 Epoch 491/3000 - 39s - loss: 0.3257 - acc: 0.9594 - val_loss: 0.8909 - val_acc: 0.8521 Epoch 00491: val_acc did not improve from 0.86765 Epoch 492/3000 - 39s - loss: 0.3173 - acc: 0.9597 - val_loss: 0.9157 - val_acc: 0.8536 Epoch 00492: val_acc did not improve from 0.86765 Epoch 493/3000 - 39s - loss: 0.3303 - acc: 0.9611 - val_loss: 0.9396 - val_acc: 0.8509 Epoch 00493: val_acc did not improve from 0.86765 Epoch 494/3000 - 39s - loss: 0.3222 - acc: 0.9609 - val_loss: 0.9693 - val_acc: 0.8470 Epoch 00494: val_acc did not improve from 0.86765 Epoch 00494: ReduceLROnPlateau reducing learning rate to 4.876749881077558e-05. Epoch 495/3000 - 40s - loss: 0.3281 - acc: 0.9583 - val_loss: 0.9320 - val_acc: 0.8505 Epoch 00495: val_acc did not improve from 0.86765 Epoch 496/3000 - 39s - loss: 0.3316 - acc: 0.9574 - val_loss: 0.9316 - val_acc: 0.8533 Epoch 00496: val_acc did not improve from 0.86765 Epoch 497/3000 - 39s - loss: 0.3135 - acc: 0.9614 - val_loss: 0.8739 - val_acc: 0.8509 Epoch 00497: val_acc did not improve from 0.86765 Epoch 498/3000 - 39s - loss: 0.3212 - acc: 0.9586 - val_loss: 0.8895 - val_acc: 0.8552 Epoch 00498: val_acc did not improve from 0.86765 Epoch 499/3000 - 39s - loss: 0.3216 - acc: 0.9595 - val_loss: 0.8799 - val_acc: 0.8568 Epoch 00499: val_acc did not improve from 0.86765 Epoch 500/3000 - 39s - loss: 0.3230 - acc: 0.9583 - val_loss: 0.8783 - val_acc: 0.8568 Epoch 00500: val_acc did not improve from 0.86765 Epoch 501/3000 - 39s - loss: 0.3177 - acc: 0.9606 - val_loss: 0.9315 - val_acc: 0.8525 Epoch 00501: val_acc did not improve from 0.86765 Epoch 502/3000 - 39s - loss: 0.3369 - acc: 0.9550 - val_loss: 0.9903 - val_acc: 0.8505 Epoch 00502: val_acc did not improve from 0.86765 Epoch 503/3000 - 39s - loss: 0.3324 - acc: 0.9603 - val_loss: 0.8952 - val_acc: 0.8599 Epoch 00503: val_acc did not improve from 0.86765 Epoch 504/3000 - 40s - loss: 0.3390 - acc: 0.9556 - val_loss: 0.9544 - val_acc: 0.8494 Epoch 00504: val_acc did not improve from 0.86765 Epoch 505/3000 - 40s - loss: 0.3353 - acc: 0.9564 - val_loss: 0.9124 - val_acc: 0.8517 Epoch 00505: val_acc did not improve from 0.86765 Epoch 506/3000 - 39s - loss: 0.3210 - acc: 0.9594 - val_loss: 0.8594 - val_acc: 0.8603 Epoch 00506: val_acc did not improve from 0.86765 Epoch 507/3000 - 39s - loss: 0.3219 - acc: 0.9573 - val_loss: 0.8915 - val_acc: 0.8556 Epoch 00507: val_acc did not improve from 0.86765 Epoch 508/3000 - 39s - loss: 0.3247 - acc: 0.9588 - val_loss: 0.8953 - val_acc: 0.8536 Epoch 00508: val_acc did not improve from 0.86765 Epoch 509/3000 - 39s - loss: 0.3191 - acc: 0.9607 - val_loss: 0.8783 - val_acc: 0.8556 Epoch 00509: val_acc did not improve from 0.86765 Epoch 510/3000 - 39s - loss: 0.3234 - acc: 0.9574 - val_loss: 0.9082 - val_acc: 0.8521 Epoch 00510: val_acc did not improve from 0.86765 Epoch 511/3000 - 39s - loss: 0.3298 - acc: 0.9562 - val_loss: 0.8984 - val_acc: 0.8564 Epoch 00511: val_acc did not improve from 0.86765 Epoch 512/3000 - 39s - loss: 0.3041 - acc: 0.9641 - val_loss: 0.8977 - val_acc: 0.8505 Epoch 00512: val_acc did not improve from 0.86765 Epoch 513/3000 - 39s - loss: 0.3270 - acc: 0.9555 - val_loss: 0.8402 - val_acc: 0.8587 Epoch 00513: val_acc did not improve from 0.86765 Epoch 514/3000 - 40s - loss: 0.3115 - acc: 0.9606 - val_loss: 0.8794 - val_acc: 0.8606 Epoch 00514: val_acc did not improve from 0.86765 Epoch 515/3000 - 39s - loss: 0.3252 - acc: 0.9562 - val_loss: 0.9451 - val_acc: 0.8455 Epoch 00515: val_acc did not improve from 0.86765 Epoch 516/3000 - 39s - loss: 0.3219 - acc: 0.9597 - val_loss: 0.8295 - val_acc: 0.8657 Epoch 00516: val_acc did not improve from 0.86765 Epoch 517/3000 - 39s - loss: 0.3225 - acc: 0.9577 - val_loss: 0.8308 - val_acc: 0.8638 Epoch 00517: val_acc did not improve from 0.86765 Epoch 518/3000 - 39s - loss: 0.3120 - acc: 0.9614 - val_loss: 0.8791 - val_acc: 0.8564 Epoch 00518: val_acc did not improve from 0.86765 Epoch 519/3000 - 39s - loss: 0.3207 - acc: 0.9588 - val_loss: 0.8841 - val_acc: 0.8564 Epoch 00519: val_acc did not improve from 0.86765 Epoch 520/3000 - 39s - loss: 0.3166 - acc: 0.9603 - val_loss: 0.8913 - val_acc: 0.8548 Epoch 00520: val_acc did not improve from 0.86765 Epoch 521/3000 - 39s - loss: 0.3218 - acc: 0.9604 - val_loss: 0.8800 - val_acc: 0.8540 Epoch 00521: val_acc did not improve from 0.86765 Epoch 522/3000 - 39s - loss: 0.3278 - acc: 0.9586 - val_loss: 0.8885 - val_acc: 0.8455 Epoch 00522: val_acc did not improve from 0.86765 Epoch 523/3000 - 40s - loss: 0.3203 - acc: 0.9577 - val_loss: 0.8893 - val_acc: 0.8548 Epoch 00523: val_acc did not improve from 0.86765 Epoch 524/3000 - 39s - loss: 0.3078 - acc: 0.9635 - val_loss: 0.8748 - val_acc: 0.8583 Epoch 00524: val_acc did not improve from 0.86765 Epoch 00524: ReduceLROnPlateau reducing learning rate to 4.63291238702368e-05. Epoch 525/3000 - 40s - loss: 0.3199 - acc: 0.9588 - val_loss: 0.9706 - val_acc: 0.8447 Epoch 00525: val_acc did not improve from 0.86765 Epoch 526/3000 - 40s - loss: 0.3191 - acc: 0.9583 - val_loss: 0.8217 - val_acc: 0.8591 Epoch 00526: val_acc did not improve from 0.86765 Epoch 527/3000 - 39s - loss: 0.3051 - acc: 0.9626 - val_loss: 0.9206 - val_acc: 0.8505 Epoch 00527: val_acc did not improve from 0.86765 Epoch 528/3000 - 39s - loss: 0.3100 - acc: 0.9618 - val_loss: 0.9187 - val_acc: 0.8513 Epoch 00528: val_acc did not improve from 0.86765 Epoch 529/3000 - 39s - loss: 0.3182 - acc: 0.9600 - val_loss: 0.8847 - val_acc: 0.8587 Epoch 00529: val_acc did not improve from 0.86765 Epoch 530/3000 - 40s - loss: 0.3149 - acc: 0.9598 - val_loss: 0.8858 - val_acc: 0.8459 Epoch 00530: val_acc did not improve from 0.86765 Epoch 531/3000 - 39s - loss: 0.3266 - acc: 0.9588 - val_loss: 0.8866 - val_acc: 0.8443 Epoch 00531: val_acc did not improve from 0.86765 Epoch 532/3000 - 39s - loss: 0.3166 - acc: 0.9598 - val_loss: 0.8903 - val_acc: 0.8544 Epoch 00532: val_acc did not improve from 0.86765 Epoch 533/3000 - 39s - loss: 0.3091 - acc: 0.9632 - val_loss: 0.8742 - val_acc: 0.8560 Epoch 00533: val_acc did not improve from 0.86765 Epoch 534/3000 - 39s - loss: 0.3330 - acc: 0.9564 - val_loss: 0.9164 - val_acc: 0.8478 Epoch 00534: val_acc did not improve from 0.86765 Epoch 535/3000 - 40s - loss: 0.3164 - acc: 0.9606 - val_loss: 0.9253 - val_acc: 0.8490 Epoch 00535: val_acc did not improve from 0.86765 Epoch 536/3000 - 39s - loss: 0.3114 - acc: 0.9585 - val_loss: 0.8726 - val_acc: 0.8568 Epoch 00536: val_acc did not improve from 0.86765 Epoch 537/3000 - 39s - loss: 0.3251 - acc: 0.9600 - val_loss: 0.9935 - val_acc: 0.8427 Epoch 00537: val_acc did not improve from 0.86765 Epoch 538/3000 - 39s - loss: 0.3159 - acc: 0.9623 - val_loss: 0.9470 - val_acc: 0.8482 Epoch 00538: val_acc did not improve from 0.86765 Epoch 539/3000 - 39s - loss: 0.3156 - acc: 0.9591 - val_loss: 0.8687 - val_acc: 0.8630 Epoch 00539: val_acc did not improve from 0.86765 Epoch 540/3000 - 39s - loss: 0.3105 - acc: 0.9612 - val_loss: 0.9334 - val_acc: 0.8447 Epoch 00540: val_acc did not improve from 0.86765 Epoch 541/3000 - 40s - loss: 0.3124 - acc: 0.9598 - val_loss: 0.9087 - val_acc: 0.8529 Epoch 00541: val_acc did not improve from 0.86765 Epoch 542/3000 - 39s - loss: 0.3080 - acc: 0.9615 - val_loss: 0.8623 - val_acc: 0.8622 Epoch 00542: val_acc did not improve from 0.86765 Epoch 543/3000 - 39s - loss: 0.3236 - acc: 0.9583 - val_loss: 0.8804 - val_acc: 0.8591 Epoch 00543: val_acc did not improve from 0.86765 Epoch 544/3000 - 40s - loss: 0.3359 - acc: 0.9550 - val_loss: 0.8948 - val_acc: 0.8556 Epoch 00544: val_acc did not improve from 0.86765 Epoch 545/3000 - 39s - loss: 0.3287 - acc: 0.9595 - val_loss: 0.8948 - val_acc: 0.8540 Epoch 00545: val_acc did not improve from 0.86765 Epoch 546/3000 - 39s - loss: 0.3135 - acc: 0.9629 - val_loss: 0.9767 - val_acc: 0.8466 Epoch 00546: val_acc did not improve from 0.86765 Epoch 547/3000 - 39s - loss: 0.3047 - acc: 0.9607 - val_loss: 0.9010 - val_acc: 0.8521 Epoch 00547: val_acc did not improve from 0.86765 Epoch 548/3000 - 39s - loss: 0.3219 - acc: 0.9603 - val_loss: 0.9056 - val_acc: 0.8564 Epoch 00548: val_acc did not improve from 0.86765 Epoch 549/3000 - 40s - loss: 0.3148 - acc: 0.9621 - val_loss: 0.8763 - val_acc: 0.8533 Epoch 00549: val_acc did not improve from 0.86765 Epoch 550/3000 - 39s - loss: 0.3018 - acc: 0.9630 - val_loss: 0.9044 - val_acc: 0.8443 Epoch 00550: val_acc did not improve from 0.86765 Epoch 551/3000 - 39s - loss: 0.3134 - acc: 0.9621 - val_loss: 0.9063 - val_acc: 0.8513 Epoch 00551: val_acc did not improve from 0.86765 Epoch 552/3000 - 39s - loss: 0.3164 - acc: 0.9630 - val_loss: 0.8837 - val_acc: 0.8505 Epoch 00552: val_acc did not improve from 0.86765 Epoch 553/3000 - 39s - loss: 0.3270 - acc: 0.9586 - val_loss: 0.8592 - val_acc: 0.8575 Epoch 00553: val_acc did not improve from 0.86765 Epoch 554/3000 - 39s - loss: 0.3205 - acc: 0.9588 - val_loss: 0.9231 - val_acc: 0.8517 Epoch 00554: val_acc did not improve from 0.86765 Epoch 00554: ReduceLROnPlateau reducing learning rate to 4.4012669059156905e-05. Epoch 555/3000 - 39s - loss: 0.3312 - acc: 0.9577 - val_loss: 0.8746 - val_acc: 0.8556 Epoch 00555: val_acc did not improve from 0.86765 Epoch 556/3000 - 39s - loss: 0.3002 - acc: 0.9606 - val_loss: 0.8975 - val_acc: 0.8579 Epoch 00556: val_acc did not improve from 0.86765 Epoch 557/3000 - 39s - loss: 0.3142 - acc: 0.9614 - val_loss: 0.8877 - val_acc: 0.8564 Epoch 00557: val_acc did not improve from 0.86765 Epoch 558/3000 - 39s - loss: 0.3120 - acc: 0.9601 - val_loss: 0.9035 - val_acc: 0.8556 Epoch 00558: val_acc did not improve from 0.86765 Epoch 559/3000 - 39s - loss: 0.3106 - acc: 0.9635 - val_loss: 0.8927 - val_acc: 0.8459 Epoch 00559: val_acc did not improve from 0.86765 Epoch 560/3000 - 39s - loss: 0.3132 - acc: 0.9592 - val_loss: 0.8772 - val_acc: 0.8509 Epoch 00560: val_acc did not improve from 0.86765 Epoch 561/3000 - 39s - loss: 0.3115 - acc: 0.9624 - val_loss: 0.9050 - val_acc: 0.8513 Epoch 00561: val_acc did not improve from 0.86765 Epoch 562/3000 - 39s - loss: 0.3087 - acc: 0.9621 - val_loss: 0.8773 - val_acc: 0.8583 Epoch 00564: val_acc did not improve from 0.86765 Epoch 565/3000 - 39s - loss: 0.3089 - acc: 0.9632 - val_loss: 0.9398 - val_acc: 0.8548 Epoch 00565: val_acc did not improve from 0.86765 Epoch 566/3000 - 40s - loss: 0.3065 - acc: 0.9612 - val_loss: 0.9517 - val_acc: 0.8482 Epoch 00566: val_acc did not improve from 0.86765 Epoch 567/3000 - 40s - loss: 0.3049 - acc: 0.9630 - val_loss: 0.9277 - val_acc: 0.8470 Epoch 00567: val_acc did not improve from 0.86765 Epoch 568/3000 - 40s - loss: 0.3161 - acc: 0.9567 - val_loss: 0.8848 - val_acc: 0.8591 Epoch 00568: val_acc did not improve from 0.86765 Epoch 569/3000 - 39s - loss: 0.3028 - acc: 0.9624 - val_loss: 0.9450 - val_acc: 0.8533 Epoch 00569: val_acc did not improve from 0.86765 Epoch 570/3000 - 39s - loss: 0.3059 - acc: 0.9601 - val_loss: 0.9400 - val_acc: 0.8494 Epoch 00570: val_acc did not improve from 0.86765 Epoch 571/3000 - 39s - loss: 0.3174 - acc: 0.9626 - val_loss: 0.9213 - val_acc: 0.8521 Epoch 00571: val_acc did not improve from 0.86765 Epoch 572/3000 - 39s - loss: 0.3332 - acc: 0.9565 - val_loss: 0.9168 - val_acc: 0.8478 Epoch 00572: val_acc did not improve from 0.86765 Epoch 573/3000 - 39s - loss: 0.3111 - acc: 0.9617 - val_loss: 0.9227 - val_acc: 0.8490 Epoch 00573: val_acc did not improve from 0.86765 Epoch 574/3000 - 39s - loss: 0.3135 - acc: 0.9582 - val_loss: 0.9085 - val_acc: 0.8505 Epoch 00574: val_acc did not improve from 0.86765 Epoch 575/3000 - 39s - loss: 0.3082 - acc: 0.9589 - val_loss: 0.9385 - val_acc: 0.8494 Epoch 00575: val_acc did not improve from 0.86765 Epoch 576/3000 - 39s - loss: 0.3147 - acc: 0.9614 - val_loss: 0.8738 - val_acc: 0.8575 Epoch 00576: val_acc did not improve from 0.86765 Epoch 577/3000 - 39s - loss: 0.3130 - acc: 0.9606 - val_loss: 0.9327 - val_acc: 0.8497 Epoch 00577: val_acc did not improve from 0.86765 Epoch 578/3000 - 39s - loss: 0.3073 - acc: 0.9598 - val_loss: 0.9454 - val_acc: 0.8439 Epoch 00578: val_acc did not improve from 0.86765 Epoch 579/3000 - 39s - loss: 0.3095 - acc: 0.9617 - val_loss: 0.9060 - val_acc: 0.8556 Epoch 00579: val_acc did not improve from 0.86765 Epoch 580/3000 - 39s - loss: 0.3184 - acc: 0.9598 - val_loss: 0.8865 - val_acc: 0.8552 Epoch 00580: val_acc did not improve from 0.86765 Epoch 581/3000 - 39s - loss: 0.3052 - acc: 0.9624 - val_loss: 0.8943 - val_acc: 0.8579 Epoch 00581: val_acc did not improve from 0.86765 Epoch 582/3000 - 39s - loss: 0.3107 - acc: 0.9618 - val_loss: 0.9659 - val_acc: 0.8501 Epoch 00582: val_acc did not improve from 0.86765 Epoch 583/3000 - 39s - loss: 0.3174 - acc: 0.9611 - val_loss: 0.9223 - val_acc: 0.8505 Epoch 00583: val_acc did not improve from 0.86765 Epoch 584/3000 - 39s - loss: 0.2990 - acc: 0.9624 - val_loss: 0.9150 - val_acc: 0.8536 Epoch 00584: val_acc did not improve from 0.86765 Epoch 00584: ReduceLROnPlateau reducing learning rate to 4.181203439657111e-05. Epoch 585/3000 - 39s - loss: 0.3184 - acc: 0.9577 - val_loss: 0.9063 - val_acc: 0.8536 Epoch 00585: val_acc did not improve from 0.86765 Epoch 586/3000 - 39s - loss: 0.3116 - acc: 0.9614 - val_loss: 0.8674 - val_acc: 0.8544 Epoch 00586: val_acc did not improve from 0.86765 Epoch 587/3000 - 39s - loss: 0.3115 - acc: 0.9629 - val_loss: 0.8713 - val_acc: 0.8564 Epoch 00587: val_acc did not improve from 0.86765 Epoch 588/3000 - 39s - loss: 0.3092 - acc: 0.9627 - val_loss: 0.9005 - val_acc: 0.8568 Epoch 00588: val_acc did not improve from 0.86765 Epoch 589/3000 - 40s - loss: 0.3278 - acc: 0.9556 - val_loss: 0.8666 - val_acc: 0.8560 Epoch 00589: val_acc did not improve from 0.86765 Epoch 590/3000 - 39s - loss: 0.3093 - acc: 0.9611 - val_loss: 0.8830 - val_acc: 0.8564 Epoch 00590: val_acc did not improve from 0.86765 Epoch 591/3000 - 39s - loss: 0.3041 - acc: 0.9595 - val_loss: 0.8750 - val_acc: 0.8533 Epoch 00591: val_acc did not improve from 0.86765 Epoch 592/3000 - 39s - loss: 0.3028 - acc: 0.9633 - val_loss: 0.8818 - val_acc: 0.8544 Epoch 00592: val_acc did not improve from 0.86765 Epoch 593/3000 - 39s - loss: 0.3133 - acc: 0.9576 - val_loss: 0.9473 - val_acc: 0.8505 Epoch 00593: val_acc did not improve from 0.86765 Epoch 594/3000 - 40s - loss: 0.3150 - acc: 0.9597 - val_loss: 0.9213 - val_acc: 0.8513 Epoch 00594: val_acc did not improve from 0.86765 Epoch 595/3000 - 39s - loss: 0.3025 - acc: 0.9630 - val_loss: 0.9128 - val_acc: 0.8478 Epoch 00595: val_acc did not improve from 0.86765 Epoch 596/3000 - 39s - loss: 0.2899 - acc: 0.9645 - val_loss: 0.9197 - val_acc: 0.8533 Epoch 00596: val_acc did not improve from 0.86765 Epoch 597/3000 - 39s - loss: 0.2943 - acc: 0.9633 - val_loss: 0.9544 - val_acc: 0.8533 Epoch 00597: val_acc did not improve from 0.86765 Epoch 598/3000 - 38s - loss: 0.3093 - acc: 0.9623 - val_loss: 0.9325 - val_acc: 0.8513 Epoch 00598: val_acc did not improve from 0.86765 Epoch 599/3000 - 39s - loss: 0.3032 - acc: 0.9626 - val_loss: 0.9353 - val_acc: 0.8533 Epoch 00599: val_acc did not improve from 0.86765 Epoch 600/3000 - 39s - loss: 0.2977 - acc: 0.9621 - val_loss: 0.9069 - val_acc: 0.8548 Epoch 00600: val_acc did not improve from 0.86765 Epoch 601/3000 - 39s - loss: 0.3101 - acc: 0.9614 - val_loss: 0.9313 - val_acc: 0.8513 Epoch 00601: val_acc did not improve from 0.86765 Epoch 602/3000 - 39s - loss: 0.3042 - acc: 0.9639 - val_loss: 0.9277 - val_acc: 0.8517 Epoch 00602: val_acc did not improve from 0.86765 Epoch 603/3000 - 39s - loss: 0.3144 - acc: 0.9589 - val_loss: 0.8583 - val_acc: 0.8626 Epoch 00603: val_acc did not improve from 0.86765 Epoch 604/3000 - 40s - loss: 0.3224 - acc: 0.9591 - val_loss: 0.8898 - val_acc: 0.8521 Epoch 00604: val_acc did not improve from 0.86765 Epoch 605/3000 - 39s - loss: 0.3099 - acc: 0.9611 - val_loss: 0.8822 - val_acc: 0.8641 Epoch 00605: val_acc did not improve from 0.86765 Epoch 606/3000 - 40s - loss: 0.3005 - acc: 0.9627 - val_loss: 0.9255 - val_acc: 0.8536 Epoch 00606: val_acc did not improve from 0.86765 Epoch 607/3000 - 39s - loss: 0.3039 - acc: 0.9620 - val_loss: 0.8470 - val_acc: 0.8610 Epoch 00607: val_acc did not improve from 0.86765 Epoch 608/3000 - 39s - loss: 0.3012 - acc: 0.9611 - val_loss: 0.8784 - val_acc: 0.8583 Epoch 00608: val_acc did not improve from 0.86765 Epoch 609/3000 - 39s - loss: 0.2958 - acc: 0.9641 - val_loss: 0.9520 - val_acc: 0.8513 Epoch 00609: val_acc did not improve from 0.86765 Epoch 610/3000 - 39s - loss: 0.3149 - acc: 0.9615 - val_loss: 0.8923 - val_acc: 0.8548 Epoch 00610: val_acc did not improve from 0.86765 Epoch 611/3000 - 39s - loss: 0.3170 - acc: 0.9623 - val_loss: 0.9307 - val_acc: 0.8513 Epoch 00611: val_acc did not improve from 0.86765 Epoch 612/3000 - 39s - loss: 0.3073 - acc: 0.9653 - val_loss: 0.8659 - val_acc: 0.8599 Epoch 00612: val_acc did not improve from 0.86765 Epoch 613/3000 - 40s - loss: 0.2899 - acc: 0.9662 - val_loss: 0.9281 - val_acc: 0.8552 Epoch 00613: val_acc did not improve from 0.86765 Epoch 614/3000 - 39s - loss: 0.3131 - acc: 0.9591 - val_loss: 0.8495 - val_acc: 0.8595 Epoch 00614: val_acc did not improve from 0.86765 Epoch 00614: ReduceLROnPlateau reducing learning rate to 3.9721430948702614e-05. Epoch 615/3000 - 39s - loss: 0.2953 - acc: 0.9629 - val_loss: 0.9233 - val_acc: 0.8501 Epoch 00615: val_acc did not improve from 0.86765 Epoch 616/3000 - 39s - loss: 0.3051 - acc: 0.9621 - val_loss: 0.9077 - val_acc: 0.8564 Epoch 00616: val_acc did not improve from 0.86765 Epoch 617/3000 - 40s - loss: 0.2863 - acc: 0.9662 - val_loss: 0.8860 - val_acc: 0.8571 Epoch 00617: val_acc did not improve from 0.86765 Epoch 618/3000 - 39s - loss: 0.3088 - acc: 0.9597 - val_loss: 0.8963 - val_acc: 0.8540 Epoch 00618: val_acc did not improve from 0.86765 Epoch 619/3000 - 39s - loss: 0.3013 - acc: 0.9650 - val_loss: 0.9202 - val_acc: 0.8501 Epoch 00619: val_acc did not improve from 0.86765 Epoch 620/3000 - 39s - loss: 0.3097 - acc: 0.9604 - val_loss: 0.9244 - val_acc: 0.8505 Epoch 00620: val_acc did not improve from 0.86765 Epoch 621/3000 - 39s - loss: 0.3048 - acc: 0.9626 - val_loss: 0.9033 - val_acc: 0.8517 Epoch 00621: val_acc did not improve from 0.86765 Epoch 622/3000 - 39s - loss: 0.2948 - acc: 0.9648 - val_loss: 0.8670 - val_acc: 0.8579 Epoch 00622: val_acc did not improve from 0.86765 Epoch 623/3000 - 39s - loss: 0.2986 - acc: 0.9647 - val_loss: 0.8519 - val_acc: 0.8591 Epoch 00623: val_acc did not improve from 0.86765 Epoch 624/3000 - 39s - loss: 0.3045 - acc: 0.9632 - val_loss: 0.9180 - val_acc: 0.8560 Epoch 00624: val_acc did not improve from 0.86765 Epoch 625/3000 - 39s - loss: 0.3078 - acc: 0.9595 - val_loss: 0.9361 - val_acc: 0.8521 Epoch 00625: val_acc did not improve from 0.86765 Epoch 626/3000 - 39s - loss: 0.3033 - acc: 0.9620 - val_loss: 0.8913 - val_acc: 0.8548 Epoch 00626: val_acc did not improve from 0.86765 Epoch 627/3000 - 39s - loss: 0.2974 - acc: 0.9641 - val_loss: 0.8778 - val_acc: 0.8575 Epoch 00627: val_acc did not improve from 0.86765 Epoch 628/3000 - 39s - loss: 0.3035 - acc: 0.9609 - val_loss: 0.8390 - val_acc: 0.8606 Epoch 00628: val_acc did not improve from 0.86765 Epoch 629/3000 - 40s - loss: 0.2961 - acc: 0.9639 - val_loss: 0.9099 - val_acc: 0.8556 Epoch 00629: val_acc did not improve from 0.86765 Epoch 630/3000 - 39s - loss: 0.3082 - acc: 0.9594 - val_loss: 0.9248 - val_acc: 0.8517 Epoch 00630: val_acc did not improve from 0.86765 Epoch 631/3000 - 40s - loss: 0.2951 - acc: 0.9651 - val_loss: 0.8578 - val_acc: 0.8571 Epoch 00631: val_acc did not improve from 0.86765 Epoch 632/3000 - 39s - loss: 0.2976 - acc: 0.9635 - val_loss: 0.9248 - val_acc: 0.8501 Epoch 00632: val_acc did not improve from 0.86765 Epoch 633/3000 - 39s - loss: 0.2952 - acc: 0.9662 - val_loss: 0.9488 - val_acc: 0.8486 Epoch 00633: val_acc did not improve from 0.86765 Epoch 634/3000 - 39s - loss: 0.2984 - acc: 0.9651 - val_loss: 0.8497 - val_acc: 0.8595 Epoch 00634: val_acc did not improve from 0.86765 Epoch 635/3000 - 39s - loss: 0.2962 - acc: 0.9627 - val_loss: 0.9404 - val_acc: 0.8490 Epoch 00635: val_acc did not improve from 0.86765 Epoch 636/3000 - 39s - loss: 0.3032 - acc: 0.9617 - val_loss: 0.8722 - val_acc: 0.8583 Epoch 00636: val_acc did not improve from 0.86765 Epoch 637/3000 - 39s - loss: 0.3138 - acc: 0.9592 - val_loss: 0.8681 - val_acc: 0.8533 Epoch 00637: val_acc did not improve from 0.86765 Epoch 638/3000 - 39s - loss: 0.2964 - acc: 0.9638 - val_loss: 0.9499 - val_acc: 0.8513 Epoch 00638: val_acc did not improve from 0.86765 Epoch 639/3000 - 39s - loss: 0.3060 - acc: 0.9618 - val_loss: 0.9046 - val_acc: 0.8536 Epoch 00639: val_acc did not improve from 0.86765 Epoch 640/3000 - 39s - loss: 0.2985 - acc: 0.9601 - val_loss: 0.9265 - val_acc: 0.8552 Epoch 00640: val_acc did not improve from 0.86765 Epoch 641/3000 - 39s - loss: 0.3079 - acc: 0.9600 - val_loss: 0.8866 - val_acc: 0.8579 Epoch 00641: val_acc did not improve from 0.86765 Epoch 642/3000 - 39s - loss: 0.3059 - acc: 0.9606 - val_loss: 0.8764 - val_acc: 0.8595 Epoch 00642: val_acc did not improve from 0.86765 Epoch 643/3000 - 39s - loss: 0.2926 - acc: 0.9636 - val_loss: 0.9022 - val_acc: 0.8521 Epoch 00643: val_acc did not improve from 0.86765 Epoch 644/3000 - 39s - loss: 0.2894 - acc: 0.9656 - val_loss: 0.8993 - val_acc: 0.8544 Epoch 00644: val_acc did not improve from 0.86765 Epoch 00644: ReduceLROnPlateau reducing learning rate to 3.773536009248346e-05. Epoch 645/3000 - 39s - loss: 0.2983 - acc: 0.9624 - val_loss: 0.8809 - val_acc: 0.8618 Epoch 00645: val_acc did not improve from 0.86765 Epoch 646/3000 - 40s - loss: 0.2960 - acc: 0.9615 - val_loss: 0.8956 - val_acc: 0.8591 Epoch 00646: val_acc did not improve from 0.86765 Epoch 647/3000 - 39s - loss: 0.3005 - acc: 0.9621 - val_loss: 0.9148 - val_acc: 0.8529 Epoch 00647: val_acc did not improve from 0.86765 Epoch 648/3000 - 39s - loss: 0.3006 - acc: 0.9632 - val_loss: 0.9311 - val_acc: 0.8497 Epoch 00648: val_acc did not improve from 0.86765 Epoch 649/3000 - 39s - loss: 0.3029 - acc: 0.9617 - val_loss: 0.9337 - val_acc: 0.8536 Epoch 00649: val_acc did not improve from 0.86765 Epoch 650/3000 - 39s - loss: 0.3052 - acc: 0.9623 - val_loss: 0.8779 - val_acc: 0.8509 Epoch 00650: val_acc did not improve from 0.86765 Epoch 651/3000 - 39s - loss: 0.2960 - acc: 0.9621 - val_loss: 0.9227 - val_acc: 0.8497 Epoch 00651: val_acc did not improve from 0.86765 Epoch 652/3000 - 39s - loss: 0.3001 - acc: 0.9630 - val_loss: 0.9128 - val_acc: 0.8571 Epoch 00652: val_acc did not improve from 0.86765 Epoch 653/3000 - 40s - loss: 0.2973 - acc: 0.9632 - val_loss: 0.9267 - val_acc: 0.8490 Epoch 00653: val_acc did not improve from 0.86765 Epoch 654/3000 - 39s - loss: 0.2871 - acc: 0.9660 - val_loss: 0.9043 - val_acc: 0.8587 Epoch 00654: val_acc did not improve from 0.86765 Epoch 655/3000 - 39s - loss: 0.3059 - acc: 0.9630 - val_loss: 0.9146 - val_acc: 0.8521 Epoch 00655: val_acc did not improve from 0.86765 Epoch 656/3000 - 39s - loss: 0.2993 - acc: 0.9600 - val_loss: 0.9579 - val_acc: 0.8482 Epoch 00656: val_acc did not improve from 0.86765 Epoch 657/3000 - 40s - loss: 0.3047 - acc: 0.9623 - val_loss: 0.8910 - val_acc: 0.8583 Epoch 00657: val_acc did not improve from 0.86765 Epoch 658/3000 - 39s - loss: 0.3010 - acc: 0.9624 - val_loss: 0.9186 - val_acc: 0.8564 Epoch 00658: val_acc did not improve from 0.86765 Epoch 659/3000 - 39s - loss: 0.3168 - acc: 0.9617 - val_loss: 0.8789 - val_acc: 0.8603 Epoch 00659: val_acc did not improve from 0.86765 Epoch 660/3000 - 39s - loss: 0.2925 - acc: 0.9642 - val_loss: 0.9028 - val_acc: 0.8568 Epoch 00660: val_acc did not improve from 0.86765 Epoch 661/3000 - 39s - loss: 0.2944 - acc: 0.9653 - val_loss: 0.9155 - val_acc: 0.8529 Epoch 00661: val_acc did not improve from 0.86765 Epoch 662/3000 - 39s - loss: 0.2973 - acc: 0.9639 - val_loss: 0.8542 - val_acc: 0.8645 Epoch 00662: val_acc did not improve from 0.86765 Epoch 663/3000 - 39s - loss: 0.3077 - acc: 0.9603 - val_loss: 0.8811 - val_acc: 0.8595 Epoch 00663: val_acc did not improve from 0.86765 Epoch 664/3000 - 39s - loss: 0.2877 - acc: 0.9650 - val_loss: 0.8856 - val_acc: 0.8556 Epoch 00664: val_acc did not improve from 0.86765 Epoch 665/3000 - 39s - loss: 0.3138 - acc: 0.9604 - val_loss: 0.8760 - val_acc: 0.8583 Epoch 00665: val_acc did not improve from 0.86765 Epoch 666/3000 - 39s - loss: 0.2929 - acc: 0.9629 - val_loss: 0.8754 - val_acc: 0.8579 Epoch 00666: val_acc did not improve from 0.86765 Epoch 667/3000 - 39s - loss: 0.3044 - acc: 0.9629 - val_loss: 0.8867 - val_acc: 0.8521 Epoch 00667: val_acc did not improve from 0.86765 Epoch 668/3000 - 39s - loss: 0.2866 - acc: 0.9645 - val_loss: 0.8662 - val_acc: 0.8610 Epoch 00668: val_acc did not improve from 0.86765 Epoch 669/3000 - 39s - loss: 0.3043 - acc: 0.9601 - val_loss: 0.9173 - val_acc: 0.8513 Epoch 00669: val_acc did not improve from 0.86765 Epoch 670/3000 - 39s - loss: 0.2931 - acc: 0.9630 - val_loss: 0.9022 - val_acc: 0.8603 Epoch 00670: val_acc did not improve from 0.86765 Epoch 671/3000 - 39s - loss: 0.2879 - acc: 0.9641 - val_loss: 0.9246 - val_acc: 0.8552 Epoch 00671: val_acc did not improve from 0.86765 Epoch 672/3000 - 39s - loss: 0.2970 - acc: 0.9650 - val_loss: 0.9134 - val_acc: 0.8548 Epoch 00672: val_acc did not improve from 0.86765 Epoch 673/3000 - 39s - loss: 0.3130 - acc: 0.9598 - val_loss: 0.9538 - val_acc: 0.8416 Epoch 00673: val_acc did not improve from 0.86765 Epoch 674/3000 - 39s - loss: 0.2877 - acc: 0.9656 - val_loss: 0.9165 - val_acc: 0.8486 Epoch 00674: val_acc did not improve from 0.86765 Epoch 00674: ReduceLROnPlateau reducing learning rate to 3.584859277907526e-05. Epoch 675/3000 - 39s - loss: 0.3036 - acc: 0.9598 - val_loss: 0.9019 - val_acc: 0.8529 Epoch 00675: val_acc did not improve from 0.86765 Epoch 676/3000 - 39s - loss: 0.2976 - acc: 0.9627 - val_loss: 0.9121 - val_acc: 0.8513 Epoch 00676: val_acc did not improve from 0.86765 Epoch 677/3000 - 39s - loss: 0.2968 - acc: 0.9601 - val_loss: 0.9235 - val_acc: 0.8494 Epoch 00677: val_acc did not improve from 0.86765 Epoch 678/3000 - 40s - loss: 0.2980 - acc: 0.9641 - val_loss: 0.9238 - val_acc: 0.8447 Epoch 00678: val_acc did not improve from 0.86765 Epoch 679/3000 - 39s - loss: 0.3045 - acc: 0.9641 - val_loss: 0.9372 - val_acc: 0.8447 Epoch 00679: val_acc did not improve from 0.86765 Epoch 680/3000 - 39s - loss: 0.2936 - acc: 0.9653 - val_loss: 0.9538 - val_acc: 0.8466 Epoch 00680: val_acc did not improve from 0.86765 Epoch 681/3000 - 40s - loss: 0.2835 - acc: 0.9674 - val_loss: 0.8736 - val_acc: 0.8603 Epoch 00681: val_acc did not improve from 0.86765 Epoch 682/3000 - 39s - loss: 0.2869 - acc: 0.9647 - val_loss: 0.9875 - val_acc: 0.8447 Epoch 00682: val_acc did not improve from 0.86765 Epoch 683/3000 - 39s - loss: 0.3113 - acc: 0.9603 - val_loss: 0.8752 - val_acc: 0.8536 Epoch 00683: val_acc did not improve from 0.86765 Epoch 684/3000 - 39s - loss: 0.2964 - acc: 0.9657 - val_loss: 0.8664 - val_acc: 0.8579 Epoch 00684: val_acc did not improve from 0.86765 Epoch 685/3000 - 40s - loss: 0.2932 - acc: 0.9638 - val_loss: 0.8569 - val_acc: 0.8583 Epoch 00685: val_acc did not improve from 0.86765 Epoch 686/3000 - 39s - loss: 0.3064 - acc: 0.9621 - val_loss: 0.9977 - val_acc: 0.8455 Epoch 00686: val_acc did not improve from 0.86765 Epoch 687/3000 - 39s - loss: 0.3080 - acc: 0.9612 - val_loss: 0.9792 - val_acc: 0.8459 Epoch 00687: val_acc did not improve from 0.86765 Epoch 688/3000 - 39s - loss: 0.2962 - acc: 0.9662 - val_loss: 0.9532 - val_acc: 0.8533 Epoch 00688: val_acc did not improve from 0.86765 Epoch 689/3000 - 39s - loss: 0.2952 - acc: 0.9656 - val_loss: 0.9066 - val_acc: 0.8556 Epoch 00689: val_acc did not improve from 0.86765 Epoch 690/3000 - 39s - loss: 0.2913 - acc: 0.9633 - val_loss: 0.8976 - val_acc: 0.8564 Epoch 00690: val_acc did not improve from 0.86765 Epoch 691/3000 - 39s - loss: 0.2921 - acc: 0.9626 - val_loss: 0.9137 - val_acc: 0.8556 Epoch 00691: val_acc did not improve from 0.86765 Epoch 692/3000 - 39s - loss: 0.2933 - acc: 0.9644 - val_loss: 0.8747 - val_acc: 0.8579 Epoch 00692: val_acc did not improve from 0.86765 Epoch 693/3000 - 39s - loss: 0.2911 - acc: 0.9657 - val_loss: 0.9050 - val_acc: 0.8540 Epoch 00693: val_acc did not improve from 0.86765 Epoch 694/3000 - 39s - loss: 0.2948 - acc: 0.9650 - val_loss: 0.8901 - val_acc: 0.8568 Epoch 00694: val_acc did not improve from 0.86765 Epoch 695/3000 - 39s - loss: 0.2893 - acc: 0.9642 - val_loss: 0.9297 - val_acc: 0.8509 Epoch 00695: val_acc did not improve from 0.86765 Epoch 696/3000 - 39s - loss: 0.2954 - acc: 0.9630 - val_loss: 0.9187 - val_acc: 0.8513 Epoch 00696: val_acc did not improve from 0.86765 Epoch 697/3000 - 39s - loss: 0.2788 - acc: 0.9677 - val_loss: 0.9193 - val_acc: 0.8525 Epoch 00697: val_acc did not improve from 0.86765 Epoch 698/3000 - 40s - loss: 0.2841 - acc: 0.9654 - val_loss: 0.9162 - val_acc: 0.8540 Epoch 00698: val_acc did not improve from 0.86765 Epoch 699/3000 - 40s - loss: 0.2931 - acc: 0.9635 - val_loss: 0.9340 - val_acc: 0.8533 Epoch 00699: val_acc did not improve from 0.86765 Epoch 700/3000 - 39s - loss: 0.2893 - acc: 0.9651 - val_loss: 0.8903 - val_acc: 0.8583 Epoch 00700: val_acc did not improve from 0.86765 Epoch 701/3000 - 40s - loss: 0.3039 - acc: 0.9606 - val_loss: 0.9014 - val_acc: 0.8548 Epoch 00701: val_acc did not improve from 0.86765 Epoch 702/3000 - 39s - loss: 0.2943 - acc: 0.9648 - val_loss: 0.9103 - val_acc: 0.8513 Epoch 00702: val_acc did not improve from 0.86765 Epoch 703/3000 - 39s - loss: 0.2827 - acc: 0.9663 - val_loss: 0.9195 - val_acc: 0.8513 Epoch 00703: val_acc did not improve from 0.86765 Epoch 704/3000 - 39s - loss: 0.2919 - acc: 0.9632 - val_loss: 0.9178 - val_acc: 0.8513 Epoch 00704: val_acc did not improve from 0.86765 Epoch 00704: ReduceLROnPlateau reducing learning rate to 3.4056162621709515e-05. Epoch 705/3000 - 39s - loss: 0.2836 - acc: 0.9678 - val_loss: 0.9168 - val_acc: 0.8548 Epoch 00705: val_acc did not improve from 0.86765 Epoch 706/3000 - 39s - loss: 0.2895 - acc: 0.9648 - val_loss: 0.9295 - val_acc: 0.8455 Epoch 00706: val_acc did not improve from 0.86765 Epoch 707/3000 - 40s - loss: 0.2835 - acc: 0.9654 - val_loss: 0.9059 - val_acc: 0.8517 Epoch 00707: val_acc did not improve from 0.86765 Epoch 708/3000 - 40s - loss: 0.2936 - acc: 0.9641 - val_loss: 0.8736 - val_acc: 0.8571 Epoch 00708: val_acc did not improve from 0.86765 Epoch 709/3000 - 39s - loss: 0.2918 - acc: 0.9656 - val_loss: 0.9068 - val_acc: 0.8552 Epoch 00709: val_acc did not improve from 0.86765 Epoch 710/3000 - 39s - loss: 0.2994 - acc: 0.9609 - val_loss: 0.9029 - val_acc: 0.8556 Epoch 00710: val_acc did not improve from 0.86765 Epoch 711/3000 - 39s - loss: 0.2889 - acc: 0.9642 - val_loss: 0.8765 - val_acc: 0.8575 Epoch 00711: val_acc did not improve from 0.86765 Epoch 712/3000 - 39s - loss: 0.2862 - acc: 0.9663 - val_loss: 0.8791 - val_acc: 0.8575 Epoch 00712: val_acc did not improve from 0.86765 Epoch 713/3000 - 39s - loss: 0.2796 - acc: 0.9677 - val_loss: 0.9159 - val_acc: 0.8564 Epoch 00713: val_acc did not improve from 0.86765 Epoch 714/3000 - 39s - loss: 0.2880 - acc: 0.9633 - val_loss: 0.8778 - val_acc: 0.8587 Epoch 00714: val_acc did not improve from 0.86765 Epoch 715/3000 - 39s - loss: 0.3003 - acc: 0.9618 - val_loss: 0.9154 - val_acc: 0.8536 Epoch 00715: val_acc did not improve from 0.86765 Epoch 716/3000 - 39s - loss: 0.2912 - acc: 0.9620 - val_loss: 0.9004 - val_acc: 0.8529 Epoch 00716: val_acc did not improve from 0.86765 Epoch 717/3000 - 39s - loss: 0.2935 - acc: 0.9645 - val_loss: 0.9077 - val_acc: 0.8521 Epoch 00717: val_acc did not improve from 0.86765 Epoch 718/3000 - 39s - loss: 0.2992 - acc: 0.9620 - val_loss: 0.9111 - val_acc: 0.8544 Epoch 00718: val_acc did not improve from 0.86765 Epoch 719/3000 - 39s - loss: 0.2827 - acc: 0.9681 - val_loss: 0.8965 - val_acc: 0.8583 Epoch 00719: val_acc did not improve from 0.86765 Epoch 720/3000 - 39s - loss: 0.2885 - acc: 0.9629 - val_loss: 0.8949 - val_acc: 0.8544 Epoch 00720: val_acc did not improve from 0.86765 Epoch 721/3000 - 39s - loss: 0.2937 - acc: 0.9650 - val_loss: 0.8743 - val_acc: 0.8610 Epoch 00721: val_acc did not improve from 0.86765 Epoch 722/3000 - 39s - loss: 0.2873 - acc: 0.9647 - val_loss: 0.9313 - val_acc: 0.8560 Epoch 00722: val_acc did not improve from 0.86765 Epoch 723/3000 - 39s - loss: 0.3143 - acc: 0.9579 - val_loss: 0.8754 - val_acc: 0.8548 Epoch 00723: val_acc did not improve from 0.86765 Epoch 724/3000 - 39s - loss: 0.2988 - acc: 0.9609 - val_loss: 0.8939 - val_acc: 0.8548 Epoch 00724: val_acc did not improve from 0.86765 Epoch 725/3000 - 39s - loss: 0.2950 - acc: 0.9623 - val_loss: 0.8939 - val_acc: 0.8560 Epoch 00725: val_acc did not improve from 0.86765 Epoch 726/3000 - 39s - loss: 0.2831 - acc: 0.9680 - val_loss: 0.9072 - val_acc: 0.8544 Epoch 00726: val_acc did not improve from 0.86765 Epoch 727/3000 - 39s - loss: 0.2914 - acc: 0.9660 - val_loss: 0.9478 - val_acc: 0.8478 Epoch 00727: val_acc did not improve from 0.86765 Epoch 728/3000 - 39s - loss: 0.2890 - acc: 0.9651 - val_loss: 0.8874 - val_acc: 0.8564 Epoch 00728: val_acc did not improve from 0.86765 Epoch 729/3000 - 39s - loss: 0.2919 - acc: 0.9644 - val_loss: 0.9314 - val_acc: 0.8521 Epoch 00729: val_acc did not improve from 0.86765 Epoch 730/3000 - 39s - loss: 0.2971 - acc: 0.9609 - val_loss: 0.8941 - val_acc: 0.8513 Epoch 00730: val_acc did not improve from 0.86765 Epoch 731/3000 - 39s - loss: 0.2879 - acc: 0.9644 - val_loss: 0.9337 - val_acc: 0.8486 Epoch 00731: val_acc did not improve from 0.86765 Epoch 732/3000 - 39s - loss: 0.2856 - acc: 0.9647 - val_loss: 0.9427 - val_acc: 0.8486 Epoch 00732: val_acc did not improve from 0.86765 Epoch 733/3000 - 39s - loss: 0.2878 - acc: 0.9639 - val_loss: 0.8807 - val_acc: 0.8536 Epoch 00733: val_acc did not improve from 0.86765 Epoch 734/3000 - 39s - loss: 0.2843 - acc: 0.9659 - val_loss: 0.9139 - val_acc: 0.8571 Epoch 00734: val_acc did not improve from 0.86765 Epoch 00734: ReduceLROnPlateau reducing learning rate to 3.2353355527448004e-05. Epoch 735/3000 - 39s - loss: 0.2950 - acc: 0.9642 - val_loss: 0.9057 - val_acc: 0.8540 Epoch 00735: val_acc did not improve from 0.86765 Epoch 736/3000 - 39s - loss: 0.2941 - acc: 0.9650 - val_loss: 0.9524 - val_acc: 0.8494 Epoch 00736: val_acc did not improve from 0.86765 Epoch 737/3000 - 39s - loss: 0.2927 - acc: 0.9642 - val_loss: 0.8909 - val_acc: 0.8529 Epoch 00737: val_acc did not improve from 0.86765 Epoch 738/3000 - 39s - loss: 0.2851 - acc: 0.9650 - val_loss: 0.9237 - val_acc: 0.8474 Epoch 00738: val_acc did not improve from 0.86765 Epoch 739/3000 - 39s - loss: 0.3011 - acc: 0.9635 - val_loss: 0.9081 - val_acc: 0.8490 Epoch 00739: val_acc did not improve from 0.86765 Epoch 740/3000 - 39s - loss: 0.3006 - acc: 0.9612 - val_loss: 0.8786 - val_acc: 0.8540 Epoch 00740: val_acc did not improve from 0.86765 Epoch 741/3000 - 39s - loss: 0.2911 - acc: 0.9650 - val_loss: 0.9304 - val_acc: 0.8466 Epoch 00741: val_acc did not improve from 0.86765 Epoch 742/3000 - 40s - loss: 0.2882 - acc: 0.9657 - val_loss: 0.9545 - val_acc: 0.8478 Epoch 00742: val_acc did not improve from 0.86765 Epoch 743/3000 - 39s - loss: 0.2863 - acc: 0.9632 - val_loss: 0.9024 - val_acc: 0.8525 Epoch 00743: val_acc did not improve from 0.86765 Epoch 744/3000 - 39s - loss: 0.2837 - acc: 0.9647 - val_loss: 0.9288 - val_acc: 0.8525 Epoch 00744: val_acc did not improve from 0.86765 Epoch 745/3000 - 39s - loss: 0.2848 - acc: 0.9666 - val_loss: 0.9740 - val_acc: 0.8478 Epoch 00745: val_acc did not improve from 0.86765 Epoch 746/3000 - 39s - loss: 0.2994 - acc: 0.9647 - val_loss: 0.9326 - val_acc: 0.8521 Epoch 00746: val_acc did not improve from 0.86765 Epoch 747/3000 - 39s - loss: 0.2904 - acc: 0.9644 - val_loss: 0.9005 - val_acc: 0.8544 Epoch 00747: val_acc did not improve from 0.86765 Epoch 748/3000 - 39s - loss: 0.2829 - acc: 0.9650 - val_loss: 0.9139 - val_acc: 0.8513 Epoch 00748: val_acc did not improve from 0.86765 Epoch 749/3000 - 39s - loss: 0.2870 - acc: 0.9635 - val_loss: 0.9250 - val_acc: 0.8505 Epoch 00749: val_acc did not improve from 0.86765 Epoch 750/3000 - 39s - loss: 0.2867 - acc: 0.9639 - val_loss: 0.8846 - val_acc: 0.8575 Epoch 00750: val_acc did not improve from 0.86765 Epoch 751/3000 - 39s - loss: 0.2881 - acc: 0.9642 - val_loss: 0.9549 - val_acc: 0.8462 Epoch 00751: val_acc did not improve from 0.86765 Epoch 752/3000 - 40s - loss: 0.3015 - acc: 0.9627 - val_loss: 0.9473 - val_acc: 0.8455 Epoch 00752: val_acc did not improve from 0.86765 Epoch 753/3000 - 39s - loss: 0.2887 - acc: 0.9639 - val_loss: 0.9583 - val_acc: 0.8455 Epoch 00753: val_acc did not improve from 0.86765 Epoch 754/3000 - 39s - loss: 0.2826 - acc: 0.9654 - val_loss: 0.9187 - val_acc: 0.8552 Epoch 00754: val_acc did not improve from 0.86765 Epoch 755/3000 - 39s - loss: 0.2901 - acc: 0.9633 - val_loss: 0.9473 - val_acc: 0.8536 Epoch 00755: val_acc did not improve from 0.86765 Epoch 756/3000 - 39s - loss: 0.2856 - acc: 0.9657 - val_loss: 0.9160 - val_acc: 0.8544 Epoch 00756: val_acc did not improve from 0.86765 Epoch 757/3000 - 39s - loss: 0.2852 - acc: 0.9648 - val_loss: 0.8796 - val_acc: 0.8560 Epoch 00757: val_acc did not improve from 0.86765 Epoch 758/3000 - 39s - loss: 0.2768 - acc: 0.9672 - val_loss: 0.9374 - val_acc: 0.8552 Epoch 00758: val_acc did not improve from 0.86765 Epoch 759/3000 - 39s - loss: 0.2989 - acc: 0.9626 - val_loss: 0.9388 - val_acc: 0.8540 Epoch 00759: val_acc did not improve from 0.86765 Epoch 760/3000 - 39s - loss: 0.2904 - acc: 0.9630 - val_loss: 0.9740 - val_acc: 0.8474 Epoch 00760: val_acc did not improve from 0.86765 Epoch 761/3000 - 40s - loss: 0.2885 - acc: 0.9642 - val_loss: 0.9901 - val_acc: 0.8431 Epoch 00761: val_acc did not improve from 0.86765 Epoch 762/3000 - 39s - loss: 0.2759 - acc: 0.9662 - val_loss: 0.9343 - val_acc: 0.8513 Epoch 00762: val_acc did not improve from 0.86765 Epoch 763/3000 - 39s - loss: 0.2832 - acc: 0.9642 - val_loss: 0.9455 - val_acc: 0.8529 Epoch 00763: val_acc did not improve from 0.86765 Epoch 764/3000 - 39s - loss: 0.2840 - acc: 0.9635 - val_loss: 0.9037 - val_acc: 0.8525 Epoch 00764: val_acc did not improve from 0.86765 Epoch 00764: ReduceLROnPlateau reducing learning rate to 3.0735688960703554e-05. Epoch 765/3000 - 39s - loss: 0.2901 - acc: 0.9629 - val_loss: 0.9094 - val_acc: 0.8497 Epoch 00765: val_acc did not improve from 0.86765 Epoch 766/3000 - 39s - loss: 0.2887 - acc: 0.9629 - val_loss: 0.9508 - val_acc: 0.8494 Epoch 00766: val_acc did not improve from 0.86765 Epoch 767/3000 - 39s - loss: 0.2766 - acc: 0.9669 - val_loss: 0.9100 - val_acc: 0.8552 Epoch 00767: val_acc did not improve from 0.86765 Epoch 768/3000 - 39s - loss: 0.2883 - acc: 0.9639 - val_loss: 0.8800 - val_acc: 0.8595 Epoch 00768: val_acc did not improve from 0.86765 Epoch 769/3000 - 40s - loss: 0.2919 - acc: 0.9633 - val_loss: 0.8850 - val_acc: 0.8568 Epoch 00769: val_acc did not improve from 0.86765 Epoch 770/3000 - 39s - loss: 0.2937 - acc: 0.9633 - val_loss: 0.9037 - val_acc: 0.8548 Epoch 00770: val_acc did not improve from 0.86765 Epoch 771/3000 - 39s - loss: 0.2788 - acc: 0.9659 - val_loss: 0.9109 - val_acc: 0.8579 Epoch 00771: val_acc did not improve from 0.86765 Epoch 772/3000 - 39s - loss: 0.2797 - acc: 0.9666 - val_loss: 0.9358 - val_acc: 0.8505 Epoch 00772: val_acc did not improve from 0.86765 Epoch 773/3000 - 39s - loss: 0.2813 - acc: 0.9662 - val_loss: 0.9673 - val_acc: 0.8490 Epoch 00773: val_acc did not improve from 0.86765 Epoch 774/3000 - 39s - loss: 0.2857 - acc: 0.9645 - val_loss: 0.9170 - val_acc: 0.8525 Epoch 00774: val_acc did not improve from 0.86765 Epoch 775/3000 - 39s - loss: 0.2743 - acc: 0.9645 - val_loss: 0.9429 - val_acc: 0.8536 Epoch 00775: val_acc did not improve from 0.86765 Epoch 776/3000 - 39s - loss: 0.2823 - acc: 0.9632 - val_loss: 0.9266 - val_acc: 0.8583 Epoch 00776: val_acc did not improve from 0.86765 Epoch 777/3000 - 39s - loss: 0.3024 - acc: 0.9600 - val_loss: 0.9550 - val_acc: 0.8548 Epoch 00777: val_acc did not improve from 0.86765 Epoch 778/3000 - 39s - loss: 0.2889 - acc: 0.9632 - val_loss: 0.9114 - val_acc: 0.8579 Epoch 00778: val_acc did not improve from 0.86765 Epoch 779/3000 - 39s - loss: 0.2823 - acc: 0.9648 - val_loss: 0.8880 - val_acc: 0.8610 Epoch 00779: val_acc did not improve from 0.86765 Epoch 780/3000 - 39s - loss: 0.2770 - acc: 0.9681 - val_loss: 0.9010 - val_acc: 0.8579 Epoch 00780: val_acc did not improve from 0.86765 Epoch 781/3000 - 39s - loss: 0.2822 - acc: 0.9651 - val_loss: 0.9331 - val_acc: 0.8509 Epoch 00781: val_acc did not improve from 0.86765 Epoch 782/3000 - 39s - loss: 0.2738 - acc: 0.9688 - val_loss: 0.9178 - val_acc: 0.8544 Epoch 00782: val_acc did not improve from 0.86765 Epoch 783/3000 - 40s - loss: 0.2764 - acc: 0.9684 - val_loss: 0.8969 - val_acc: 0.8560 Epoch 00783: val_acc did not improve from 0.86765 Epoch 784/3000 - 39s - loss: 0.2783 - acc: 0.9669 - val_loss: 0.9362 - val_acc: 0.8556 Epoch 00784: val_acc did not improve from 0.86765 Epoch 785/3000 - 39s - loss: 0.2815 - acc: 0.9660 - val_loss: 0.9326 - val_acc: 0.8474 Epoch 00785: val_acc did not improve from 0.86765 Epoch 786/3000 - 39s - loss: 0.2779 - acc: 0.9656 - val_loss: 0.9801 - val_acc: 0.8497 Epoch 00786: val_acc did not improve from 0.86765 Epoch 787/3000 - 39s - loss: 0.2955 - acc: 0.9638 - val_loss: 0.9417 - val_acc: 0.8505 Epoch 00787: val_acc did not improve from 0.86765 Epoch 788/3000 - 39s - loss: 0.2904 - acc: 0.9635 - val_loss: 0.9325 - val_acc: 0.8505 Epoch 00788: val_acc did not improve from 0.86765 Epoch 789/3000 - 40s - loss: 0.2880 - acc: 0.9651 - val_loss: 0.9173 - val_acc: 0.8513 Epoch 00789: val_acc did not improve from 0.86765 Epoch 790/3000 - 39s - loss: 0.2861 - acc: 0.9642 - val_loss: 0.8816 - val_acc: 0.8591 Epoch 00790: val_acc did not improve from 0.86765 Epoch 791/3000 - 40s - loss: 0.2830 - acc: 0.9644 - val_loss: 0.8885 - val_acc: 0.8638 Epoch 00791: val_acc did not improve from 0.86765 Epoch 792/3000 - 39s - loss: 0.2820 - acc: 0.9660 - val_loss: 0.9431 - val_acc: 0.8529 Epoch 00792: val_acc did not improve from 0.86765 Epoch 793/3000 - 39s - loss: 0.2788 - acc: 0.9680 - val_loss: 0.9015 - val_acc: 0.8556 Epoch 00793: val_acc did not improve from 0.86765 Epoch 794/3000 - 39s - loss: 0.2761 - acc: 0.9668 - val_loss: 0.9139 - val_acc: 0.8513 Epoch 00794: val_acc did not improve from 0.86765 Epoch 00794: ReduceLROnPlateau reducing learning rate to 2.9198905031080356e-05. Epoch 795/3000 - 40s - loss: 0.2831 - acc: 0.9654 - val_loss: 0.9262 - val_acc: 0.8571 Epoch 00795: val_acc did not improve from 0.86765 Epoch 796/3000 - 39s - loss: 0.2777 - acc: 0.9659 - val_loss: 0.9238 - val_acc: 0.8536 Epoch 00796: val_acc did not improve from 0.86765 Epoch 797/3000 - 39s - loss: 0.2825 - acc: 0.9683 - val_loss: 0.9148 - val_acc: 0.8548 Epoch 00797: val_acc did not improve from 0.86765 Epoch 798/3000 - 39s - loss: 0.2807 - acc: 0.9662 - val_loss: 0.9590 - val_acc: 0.8497 Epoch 00798: val_acc did not improve from 0.86765 Epoch 799/3000 - 40s - loss: 0.2864 - acc: 0.9662 - val_loss: 0.9451 - val_acc: 0.8536 Epoch 00799: val_acc did not improve from 0.86765 Epoch 800/3000 - 39s - loss: 0.2845 - acc: 0.9648 - val_loss: 0.9250 - val_acc: 0.8533 Epoch 00800: val_acc did not improve from 0.86765 Epoch 801/3000 - 39s - loss: 0.2791 - acc: 0.9671 - val_loss: 0.9420 - val_acc: 0.8552 Epoch 00801: val_acc did not improve from 0.86765 Epoch 802/3000 - 39s - loss: 0.2731 - acc: 0.9680 - val_loss: 0.9543 - val_acc: 0.8494 Epoch 00802: val_acc did not improve from 0.86765 Epoch 803/3000 - 39s - loss: 0.2699 - acc: 0.9689 - val_loss: 0.8947 - val_acc: 0.8610 Epoch 00803: val_acc did not improve from 0.86765 Epoch 804/3000 - 39s - loss: 0.2867 - acc: 0.9639 - val_loss: 0.9387 - val_acc: 0.8509 Epoch 00804: val_acc did not improve from 0.86765 Epoch 805/3000 - 40s - loss: 0.2954 - acc: 0.9621 - val_loss: 0.9670 - val_acc: 0.8521 Epoch 00805: val_acc did not improve from 0.86765 Epoch 806/3000 - 39s - loss: 0.2764 - acc: 0.9651 - val_loss: 0.9275 - val_acc: 0.8548 Epoch 00806: val_acc did not improve from 0.86765 Epoch 807/3000 - 39s - loss: 0.2878 - acc: 0.9629 - val_loss: 0.9517 - val_acc: 0.8529 Epoch 00807: val_acc did not improve from 0.86765 Epoch 808/3000 - 39s - loss: 0.2891 - acc: 0.9626 - val_loss: 0.8864 - val_acc: 0.8591 Epoch 00808: val_acc did not improve from 0.86765 Epoch 809/3000 - 39s - loss: 0.2790 - acc: 0.9653 - val_loss: 0.8962 - val_acc: 0.8591 Epoch 00809: val_acc did not improve from 0.86765 Epoch 810/3000 - 40s - loss: 0.2791 - acc: 0.9672 - val_loss: 0.9036 - val_acc: 0.8575 Epoch 00810: val_acc did not improve from 0.86765 Epoch 811/3000 - 39s - loss: 0.2815 - acc: 0.9621 - val_loss: 0.8976 - val_acc: 0.8622 Epoch 00811: val_acc did not improve from 0.86765 Epoch 812/3000 - 39s - loss: 0.2793 - acc: 0.9675 - val_loss: 0.8967 - val_acc: 0.8583 Epoch 00812: val_acc did not improve from 0.86765 Epoch 813/3000 - 39s - loss: 0.2730 - acc: 0.9700 - val_loss: 0.9122 - val_acc: 0.8571 Epoch 00813: val_acc did not improve from 0.86765 Epoch 814/3000 - 39s - loss: 0.2846 - acc: 0.9645 - val_loss: 0.9050 - val_acc: 0.8587 Epoch 00814: val_acc did not improve from 0.86765 Epoch 815/3000 - 39s - loss: 0.2723 - acc: 0.9675 - val_loss: 0.9011 - val_acc: 0.8560 Epoch 00815: val_acc did not improve from 0.86765 Epoch 816/3000 - 39s - loss: 0.2765 - acc: 0.9662 - val_loss: 0.9365 - val_acc: 0.8482 Epoch 00816: val_acc did not improve from 0.86765 Epoch 817/3000 - 39s - loss: 0.2826 - acc: 0.9639 - val_loss: 0.9098 - val_acc: 0.8575 Epoch 00817: val_acc did not improve from 0.86765 Epoch 818/3000 - 39s - loss: 0.2846 - acc: 0.9641 - val_loss: 0.9574 - val_acc: 0.8525 Epoch 00818: val_acc did not improve from 0.86765 Epoch 819/3000 - 40s - loss: 0.2812 - acc: 0.9659 - val_loss: 0.9651 - val_acc: 0.8482 Epoch 00819: val_acc did not improve from 0.86765 Epoch 820/3000 - 39s - loss: 0.2794 - acc: 0.9659 - val_loss: 0.9131 - val_acc: 0.8536 Epoch 00820: val_acc did not improve from 0.86765 Epoch 821/3000 - 39s - loss: 0.2878 - acc: 0.9639 - val_loss: 1.0026 - val_acc: 0.8424 Epoch 00821: val_acc did not improve from 0.86765 Epoch 822/3000 - 39s - loss: 0.2864 - acc: 0.9629 - val_loss: 0.9296 - val_acc: 0.8513 Epoch 00822: val_acc did not improve from 0.86765 Epoch 823/3000 - 39s - loss: 0.2793 - acc: 0.9657 - val_loss: 0.9175 - val_acc: 0.8575 Epoch 00823: val_acc did not improve from 0.86765 Epoch 824/3000 - 39s - loss: 0.2714 - acc: 0.9689 - val_loss: 0.9200 - val_acc: 0.8529 Epoch 00824: val_acc did not improve from 0.86765 Epoch 00824: ReduceLROnPlateau reducing learning rate to 2.7738960125134326e-05. Epoch 825/3000 - 39s - loss: 0.2668 - acc: 0.9684 - val_loss: 0.9377 - val_acc: 0.8466 Epoch 00825: val_acc did not improve from 0.86765 Epoch 826/3000 - 39s - loss: 0.2777 - acc: 0.9659 - val_loss: 0.9424 - val_acc: 0.8525 Epoch 00826: val_acc did not improve from 0.86765 Epoch 827/3000 - 39s - loss: 0.2730 - acc: 0.9681 - val_loss: 0.9109 - val_acc: 0.8548 Epoch 00827: val_acc did not improve from 0.86765 Epoch 828/3000 - 39s - loss: 0.2793 - acc: 0.9672 - val_loss: 0.8981 - val_acc: 0.8564 Epoch 00828: val_acc did not improve from 0.86765 Epoch 829/3000 - 39s - loss: 0.2794 - acc: 0.9674 - val_loss: 0.8856 - val_acc: 0.8630 Epoch 00829: val_acc did not improve from 0.86765 Epoch 830/3000 - 39s - loss: 0.2857 - acc: 0.9632 - val_loss: 0.8871 - val_acc: 0.8571 Epoch 00830: val_acc did not improve from 0.86765 Epoch 831/3000 - 39s - loss: 0.2796 - acc: 0.9641 - val_loss: 0.9087 - val_acc: 0.8560 Epoch 00831: val_acc did not improve from 0.86765 Epoch 832/3000 - 39s - loss: 0.2803 - acc: 0.9665 - val_loss: 0.9592 - val_acc: 0.8490 Epoch 00832: val_acc did not improve from 0.86765 Epoch 833/3000 - 39s - loss: 0.2778 - acc: 0.9672 - val_loss: 0.9842 - val_acc: 0.8490 Epoch 00833: val_acc did not improve from 0.86765 Epoch 834/3000 - 40s - loss: 0.2756 - acc: 0.9684 - val_loss: 0.9498 - val_acc: 0.8548 Epoch 00834: val_acc did not improve from 0.86765 Epoch 835/3000 - 39s - loss: 0.2723 - acc: 0.9659 - val_loss: 0.8817 - val_acc: 0.8661 Epoch 00835: val_acc did not improve from 0.86765 Epoch 836/3000 - 40s - loss: 0.2778 - acc: 0.9665 - val_loss: 0.9431 - val_acc: 0.8552 Epoch 00836: val_acc did not improve from 0.86765 Epoch 837/3000 - 39s - loss: 0.2793 - acc: 0.9642 - val_loss: 0.9221 - val_acc: 0.8513 Epoch 00837: val_acc did not improve from 0.86765 Epoch 838/3000 - 39s - loss: 0.2845 - acc: 0.9672 - val_loss: 0.9088 - val_acc: 0.8548 Epoch 00838: val_acc did not improve from 0.86765 Epoch 839/3000 - 40s - loss: 0.2788 - acc: 0.9665 - val_loss: 0.9014 - val_acc: 0.8579 Epoch 00839: val_acc did not improve from 0.86765 Epoch 840/3000 - 39s - loss: 0.2772 - acc: 0.9654 - val_loss: 0.9364 - val_acc: 0.8556 Epoch 00840: val_acc did not improve from 0.86765 Epoch 841/3000 - 40s - loss: 0.2839 - acc: 0.9638 - val_loss: 0.9346 - val_acc: 0.8529 Epoch 00841: val_acc did not improve from 0.86765 Epoch 842/3000 - 39s - loss: 0.2756 - acc: 0.9668 - val_loss: 0.9324 - val_acc: 0.8552 Epoch 00842: val_acc did not improve from 0.86765 Epoch 843/3000 - 39s - loss: 0.2699 - acc: 0.9660 - val_loss: 0.9185 - val_acc: 0.8533 Epoch 00843: val_acc did not improve from 0.86765 Epoch 844/3000 - 39s - loss: 0.2659 - acc: 0.9692 - val_loss: 0.9411 - val_acc: 0.8556 Epoch 00844: val_acc did not improve from 0.86765 Epoch 845/3000 - 38s - loss: 0.2721 - acc: 0.9681 - val_loss: 0.9333 - val_acc: 0.8556 Epoch 00845: val_acc did not improve from 0.86765 Epoch 846/3000 - 39s - loss: 0.2703 - acc: 0.9695 - val_loss: 0.9727 - val_acc: 0.8540 Epoch 00846: val_acc did not improve from 0.86765 Epoch 847/3000 - 39s - loss: 0.2790 - acc: 0.9672 - val_loss: 0.9842 - val_acc: 0.8486 Epoch 00847: val_acc did not improve from 0.86765 Epoch 848/3000 - 39s - loss: 0.2789 - acc: 0.9666 - val_loss: 0.8609 - val_acc: 0.8579 Epoch 00848: val_acc did not improve from 0.86765 Epoch 849/3000 - 39s - loss: 0.2717 - acc: 0.9654 - val_loss: 0.9184 - val_acc: 0.8568 Epoch 00849: val_acc did not improve from 0.86765 Epoch 850/3000 - 40s - loss: 0.2760 - acc: 0.9689 - val_loss: 0.8725 - val_acc: 0.8564 Epoch 00850: val_acc did not improve from 0.86765 Epoch 851/3000 - 39s - loss: 0.2848 - acc: 0.9660 - val_loss: 0.9761 - val_acc: 0.8509 Epoch 00851: val_acc did not improve from 0.86765 Epoch 852/3000 - 39s - loss: 0.2893 - acc: 0.9639 - val_loss: 0.9037 - val_acc: 0.8540 Epoch 00852: val_acc did not improve from 0.86765 Epoch 853/3000 - 39s - loss: 0.2875 - acc: 0.9598 - val_loss: 0.9386 - val_acc: 0.8533 Epoch 00853: val_acc did not improve from 0.86765 Epoch 854/3000 - 39s - loss: 0.2745 - acc: 0.9665 - val_loss: 0.9106 - val_acc: 0.8486 Epoch 00854: val_acc did not improve from 0.86765 Epoch 00854: ReduceLROnPlateau reducing learning rate to 2.6352012810093584e-05. Epoch 855/3000 - 39s - loss: 0.2748 - acc: 0.9660 - val_loss: 0.8811 - val_acc: 0.8548 Epoch 00855: val_acc did not improve from 0.86765 Epoch 856/3000 - 39s - loss: 0.2754 - acc: 0.9684 - val_loss: 0.9337 - val_acc: 0.8517 Epoch 00856: val_acc did not improve from 0.86765 Epoch 857/3000 - 39s - loss: 0.2750 - acc: 0.9666 - val_loss: 0.9643 - val_acc: 0.8494 Epoch 00857: val_acc did not improve from 0.86765 Epoch 858/3000 - 39s - loss: 0.2956 - acc: 0.9629 - val_loss: 0.9885 - val_acc: 0.8533 Epoch 00858: val_acc did not improve from 0.86765 Epoch 859/3000 - 39s - loss: 0.2851 - acc: 0.9656 - val_loss: 0.9386 - val_acc: 0.8564 Epoch 00859: val_acc did not improve from 0.86765 Epoch 860/3000 - 39s - loss: 0.2880 - acc: 0.9630 - val_loss: 0.8919 - val_acc: 0.8540 Epoch 00860: val_acc did not improve from 0.86765 Epoch 861/3000 - 39s - loss: 0.2840 - acc: 0.9659 - val_loss: 0.9075 - val_acc: 0.8490 Epoch 00861: val_acc did not improve from 0.86765 Epoch 862/3000 - 39s - loss: 0.2773 - acc: 0.9675 - val_loss: 0.9273 - val_acc: 0.8560 Epoch 00862: val_acc did not improve from 0.86765 Epoch 863/3000 - 39s - loss: 0.2611 - acc: 0.9688 - val_loss: 0.9148 - val_acc: 0.8606 Epoch 00863: val_acc did not improve from 0.86765 Epoch 864/3000 - 39s - loss: 0.2638 - acc: 0.9691 - val_loss: 0.9168 - val_acc: 0.8587 Epoch 00864: val_acc did not improve from 0.86765 Epoch 865/3000 - 39s - loss: 0.2778 - acc: 0.9642 - val_loss: 0.9238 - val_acc: 0.8540 Epoch 00865: val_acc did not improve from 0.86765 Epoch 866/3000 - 39s - loss: 0.2923 - acc: 0.9630 - val_loss: 0.9227 - val_acc: 0.8548 Epoch 00866: val_acc did not improve from 0.86765 Epoch 867/3000 - 39s - loss: 0.2839 - acc: 0.9650 - val_loss: 0.9232 - val_acc: 0.8587 Epoch 00867: val_acc did not improve from 0.86765 Epoch 868/3000 - 39s - loss: 0.2839 - acc: 0.9644 - val_loss: 0.8876 - val_acc: 0.8568 Epoch 00868: val_acc did not improve from 0.86765 Epoch 869/3000 - 39s - loss: 0.2805 - acc: 0.9660 - val_loss: 0.8901 - val_acc: 0.8568 Epoch 00869: val_acc did not improve from 0.86765 Epoch 870/3000 - 39s - loss: 0.2745 - acc: 0.9672 - val_loss: 0.9161 - val_acc: 0.8556 Epoch 00870: val_acc did not improve from 0.86765 Epoch 871/3000 - 39s - loss: 0.2767 - acc: 0.9656 - val_loss: 0.9435 - val_acc: 0.8571 Epoch 00871: val_acc did not improve from 0.86765 Epoch 872/3000 - 39s - loss: 0.2778 - acc: 0.9665 - val_loss: 0.9252 - val_acc: 0.8540 Epoch 00872: val_acc did not improve from 0.86765 Epoch 873/3000 - 38s - loss: 0.2818 - acc: 0.9642 - val_loss: 0.9597 - val_acc: 0.8548 Epoch 00873: val_acc did not improve from 0.86765 Epoch 874/3000 - 39s - loss: 0.2685 - acc: 0.9681 - val_loss: 0.9170 - val_acc: 0.8583 Epoch 00874: val_acc did not improve from 0.86765 Epoch 875/3000 - 40s - loss: 0.2723 - acc: 0.9666 - val_loss: 0.9440 - val_acc: 0.8517 Epoch 00875: val_acc did not improve from 0.86765 Epoch 876/3000 - 39s - loss: 0.2628 - acc: 0.9681 - val_loss: 0.9244 - val_acc: 0.8540 Epoch 00876: val_acc did not improve from 0.86765 Epoch 877/3000 - 39s - loss: 0.2675 - acc: 0.9688 - val_loss: 0.9393 - val_acc: 0.8540 Epoch 00877: val_acc did not improve from 0.86765 Epoch 878/3000 - 39s - loss: 0.2735 - acc: 0.9681 - val_loss: 0.9207 - val_acc: 0.8614 Epoch 00878: val_acc did not improve from 0.86765 Epoch 879/3000 - 39s - loss: 0.2819 - acc: 0.9671 - val_loss: 0.9909 - val_acc: 0.8486 Epoch 00879: val_acc did not improve from 0.86765 Epoch 880/3000 - 39s - loss: 0.2822 - acc: 0.9663 - val_loss: 0.8859 - val_acc: 0.8622 - 39s - loss: 0.2437 - acc: 0.9728 - val_loss: 0.9414 - val_acc: 0.8540 Epoch 01453: val_acc did not improve from 0.86765 Epoch 1454/3000 - 39s - loss: 0.2456 - acc: 0.9689 - val_loss: 0.9396 - val_acc: 0.8560 Epoch 01454: val_acc did not improve from 0.86765 Epoch 1455/3000 - 39s - loss: 0.2501 - acc: 0.9704 - val_loss: 0.9704 - val_acc: 0.8540 Epoch 01455: val_acc did not improve from 0.86765 Epoch 1456/3000 - 39s - loss: 0.2410 - acc: 0.9730 - val_loss: 0.9438 - val_acc: 0.8606 Epoch 01456: val_acc did not improve from 0.86765 Epoch 1457/3000 - 39s - loss: 0.2434 - acc: 0.9704 - val_loss: 0.9349 - val_acc: 0.8591 Epoch 01457: val_acc did not improve from 0.86765 Epoch 1458/3000 - 39s - loss: 0.2376 - acc: 0.9721 - val_loss: 0.9272 - val_acc: 0.8603 Epoch 01458: val_acc did not improve from 0.86765 Epoch 1459/3000 - 39s - loss: 0.2536 - acc: 0.9677 - val_loss: 0.9463 - val_acc: 0.8540 Epoch 01459: val_acc did not improve from 0.86765 Epoch 1460/3000 - 39s - loss: 0.2437 - acc: 0.9716 - val_loss: 0.9497 - val_acc: 0.8529 Epoch 01460: val_acc did not improve from 0.86765 Epoch 1461/3000 - 39s - loss: 0.2477 - acc: 0.9725 - val_loss: 0.9798 - val_acc: 0.8533 Epoch 01461: val_acc did not improve from 0.86765 Epoch 1462/3000 - 39s - loss: 0.2415 - acc: 0.9713 - val_loss: 0.9064 - val_acc: 0.8622 Epoch 01462: val_acc did not improve from 0.86765 Epoch 1463/3000 - 39s - loss: 0.2492 - acc: 0.9691 - val_loss: 0.9249 - val_acc: 0.8599 Epoch 01463: val_acc did not improve from 0.86765 Epoch 1464/3000 - 39s - loss: 0.2496 - acc: 0.9680 - val_loss: 0.9249 - val_acc: 0.8583 Epoch 01464: val_acc did not improve from 0.86765 Epoch 1465/3000 - 39s - loss: 0.2397 - acc: 0.9719 - val_loss: 0.9813 - val_acc: 0.8552 Epoch 01465: val_acc did not improve from 0.86765 Epoch 1466/3000 - 39s - loss: 0.2389 - acc: 0.9728 - val_loss: 0.9445 - val_acc: 0.8587 Epoch 01466: val_acc did not improve from 0.86765 Epoch 1467/3000 - 39s - loss: 0.2439 - acc: 0.9706 - val_loss: 0.9341 - val_acc: 0.8571 Epoch 01467: val_acc did not improve from 0.86765 Epoch 1468/3000 - 39s - loss: 0.2416 - acc: 0.9703 - val_loss: 0.9718 - val_acc: 0.8552 Epoch 01468: val_acc did not improve from 0.86765 Epoch 1469/3000 - 39s - loss: 0.2418 - acc: 0.9707 - val_loss: 0.9249 - val_acc: 0.8591 Epoch 01469: val_acc did not improve from 0.86765 Epoch 1470/3000 - 39s - loss: 0.2429 - acc: 0.9713 - val_loss: 0.9052 - val_acc: 0.8610 Epoch 01470: val_acc did not improve from 0.86765 Epoch 1471/3000 - 39s - loss: 0.2460 - acc: 0.9727 - val_loss: 0.9187 - val_acc: 0.8579 Epoch 01471: val_acc did not improve from 0.86765 Epoch 1472/3000 - 39s - loss: 0.2476 - acc: 0.9688 - val_loss: 0.9076 - val_acc: 0.8603 Epoch 01472: val_acc did not improve from 0.86765 Epoch 1473/3000 - 39s - loss: 0.2420 - acc: 0.9722 - val_loss: 0.9097 - val_acc: 0.8595 Epoch 01473: val_acc did not improve from 0.86765 Epoch 1474/3000 - 39s - loss: 0.2489 - acc: 0.9707 - val_loss: 0.9347 - val_acc: 0.8579 Epoch 01474: val_acc did not improve from 0.86765 Epoch 1475/3000 - 39s - loss: 0.2462 - acc: 0.9706 - val_loss: 0.9509 - val_acc: 0.8556 Epoch 01475: val_acc did not improve from 0.86765 Epoch 1476/3000 - 39s - loss: 0.2499 - acc: 0.9728 - val_loss: 0.9493 - val_acc: 0.8536 Epoch 01476: val_acc did not improve from 0.86765 Epoch 1477/3000 - 39s - loss: 0.2415 - acc: 0.9716 - val_loss: 0.9297 - val_acc: 0.8579 Epoch 01477: val_acc did not improve from 0.86765 Epoch 1478/3000 - 39s - loss: 0.2439 - acc: 0.9710 - val_loss: 0.9168 - val_acc: 0.8595 Epoch 01481: val_acc did not improve from 0.86765 Epoch 1482/3000 - 39s - loss: 0.2395 - acc: 0.9718 - val_loss: 0.9125 - val_acc: 0.8587 Epoch 01482: val_acc did not improve from 0.86765 Epoch 1483/3000 - 39s - loss: 0.2418 - acc: 0.9722 - val_loss: 0.9493 - val_acc: 0.8575 Epoch 01483: val_acc did not improve from 0.86765 Epoch 1484/3000 - 39s - loss: 0.2469 - acc: 0.9697 - val_loss: 0.9119 - val_acc: 0.8603 Epoch 01484: val_acc did not improve from 0.86765 Epoch 1485/3000 - 39s - loss: 0.2441 - acc: 0.9697 - val_loss: 0.9422 - val_acc: 0.8544 Epoch 01485: val_acc did not improve from 0.86765 Epoch 1486/3000 - 39s - loss: 0.2403 - acc: 0.9724 - val_loss: 0.8943 - val_acc: 0.8630 Epoch 01486: val_acc did not improve from 0.86765 Epoch 1487/3000 - 39s - loss: 0.2391 - acc: 0.9733 - val_loss: 0.9159 - val_acc: 0.8587 Epoch 01487: val_acc did not improve from 0.86765 Epoch 1488/3000 - 39s - loss: 0.2531 - acc: 0.9701 - val_loss: 0.9343 - val_acc: 0.8548 Epoch 01488: val_acc did not improve from 0.86765 Epoch 1489/3000 - 39s - loss: 0.2523 - acc: 0.9681 - val_loss: 0.9137 - val_acc: 0.8560 Epoch 01489: val_acc did not improve from 0.86765 Epoch 1490/3000 - 39s - loss: 0.2489 - acc: 0.9692 - val_loss: 0.9188 - val_acc: 0.8614 Epoch 01490: val_acc did not improve from 0.86765 Epoch 1491/3000 - 39s - loss: 0.2460 - acc: 0.9721 - val_loss: 0.9391 - val_acc: 0.8529 Epoch 01491: val_acc did not improve from 0.86765 Epoch 1492/3000 - 39s - loss: 0.2413 - acc: 0.9731 - val_loss: 0.9119 - val_acc: 0.8579 Epoch 01492: val_acc did not improve from 0.86765 Epoch 1493/3000 - 39s - loss: 0.2432 - acc: 0.9728 - val_loss: 0.9226 - val_acc: 0.8599 Epoch 01493: val_acc did not improve from 0.86765 Epoch 1494/3000 - 39s - loss: 0.2494 - acc: 0.9700 - val_loss: 0.9348 - val_acc: 0.8595 Epoch 01494: val_acc did not improve from 0.86765 Epoch 1495/3000 - 39s - loss: 0.2516 - acc: 0.9691 - val_loss: 0.9478 - val_acc: 0.8529 Epoch 01495: val_acc did not improve from 0.86765 Epoch 1496/3000 - 39s - loss: 0.2404 - acc: 0.9730 - val_loss: 0.9172 - val_acc: 0.8575 Epoch 01496: val_acc did not improve from 0.86765 Epoch 1497/3000 - 39s - loss: 0.2487 - acc: 0.9700 - val_loss: 0.9282 - val_acc: 0.8595 Epoch 01497: val_acc did not improve from 0.86765 Epoch 1498/3000 - 39s - loss: 0.2415 - acc: 0.9703 - val_loss: 0.9244 - val_acc: 0.8583 Epoch 01498: val_acc did not improve from 0.86765 Epoch 1499/3000 - 39s - loss: 0.2360 - acc: 0.9731 - val_loss: 0.9419 - val_acc: 0.8533 Epoch 01499: val_acc did not improve from 0.86765 Epoch 1500/3000 - 40s - loss: 0.2498 - acc: 0.9707 - val_loss: 0.9439 - val_acc: 0.8571 Epoch 01500: val_acc did not improve from 0.86765 Epoch 1501/3000 - 39s - loss: 0.2382 - acc: 0.9739 - val_loss: 0.9383 - val_acc: 0.8603 Epoch 01501: val_acc did not improve from 0.86765 Epoch 1502/3000 - 39s - loss: 0.2510 - acc: 0.9691 - val_loss: 0.9453 - val_acc: 0.8540 Epoch 01502: val_acc did not improve from 0.86765 Epoch 1503/3000 - 39s - loss: 0.2407 - acc: 0.9715 - val_loss: 0.9334 - val_acc: 0.8556 Epoch 01503: val_acc did not improve from 0.86765 Epoch 1504/3000 - 39s - loss: 0.2410 - acc: 0.9719 - val_loss: 0.9173 - val_acc: 0.8591 Epoch 01504: val_acc did not improve from 0.86765 Epoch 1505/3000 - 39s - loss: 0.2400 - acc: 0.9727 - val_loss: 0.9308 - val_acc: 0.8575 Epoch 01505: val_acc did not improve from 0.86765 Epoch 1506/3000 - 39s - loss: 0.2380 - acc: 0.9716 - val_loss: 0.9309 - val_acc: 0.8583 Epoch 01506: val_acc did not improve from 0.86765 Epoch 1507/3000 - 39s - loss: 0.2403 - acc: 0.9727 - val_loss: 0.9427 - val_acc: 0.8583 Epoch 01507: val_acc did not improve from 0.86765 Epoch 1508/3000 - 39s - loss: 0.2587 - acc: 0.9684 - val_loss: 0.9172 - val_acc: 0.8571 Epoch 01508: val_acc did not improve from 0.86765 Epoch 1509/3000 - 39s - loss: 0.2459 - acc: 0.9706 - val_loss: 0.9064 - val_acc: 0.8583 Epoch 01509: val_acc did not improve from 0.86765 Epoch 1510/3000 - 39s - loss: 0.2416 - acc: 0.9718 - val_loss: 0.9717 - val_acc: 0.8517 Epoch 01510: val_acc did not improve from 0.86765 Epoch 1511/3000 - 39s - loss: 0.2383 - acc: 0.9748 - val_loss: 0.9140 - val_acc: 0.8610 Epoch 01511: val_acc did not improve from 0.86765 Epoch 1512/3000 - 40s - loss: 0.2466 - acc: 0.9703 - val_loss: 0.9460 - val_acc: 0.8571 Epoch 01512: val_acc did not improve from 0.86765 Epoch 1513/3000 - 39s - loss: 0.2477 - acc: 0.9706 - val_loss: 0.9360 - val_acc: 0.8560 Epoch 01513: val_acc did not improve from 0.86765 Epoch 1514/3000 - 39s - loss: 0.2462 - acc: 0.9703 - val_loss: 0.9291 - val_acc: 0.8560 Epoch 01514: val_acc did not improve from 0.86765 Epoch 1515/3000 - 39s - loss: 0.2393 - acc: 0.9725 - val_loss: 0.9156 - val_acc: 0.8575 Epoch 01515: val_acc did not improve from 0.86765 Epoch 1516/3000 - 39s - loss: 0.2503 - acc: 0.9700 - val_loss: 0.9251 - val_acc: 0.8548 Epoch 01516: val_acc did not improve from 0.86765 Epoch 1517/3000 - 39s - loss: 0.2373 - acc: 0.9706 - val_loss: 0.9421 - val_acc: 0.8575 Epoch 01517: val_acc did not improve from 0.86765 Epoch 1518/3000 - 39s - loss: 0.2344 - acc: 0.9736 - val_loss: 0.9315 - val_acc: 0.8560 Epoch 01518: val_acc did not improve from 0.86765 Epoch 1519/3000 - 39s - loss: 0.2454 - acc: 0.9692 - val_loss: 0.9511 - val_acc: 0.8544 Epoch 01519: val_acc did not improve from 0.86765 Epoch 1520/3000 - 39s - loss: 0.2413 - acc: 0.9713 - val_loss: 0.9209 - val_acc: 0.8583 Epoch 01520: val_acc did not improve from 0.86765 Epoch 1521/3000 - 39s - loss: 0.2384 - acc: 0.9725 - val_loss: 0.9393 - val_acc: 0.8583 Epoch 01521: val_acc did not improve from 0.86765 Epoch 1522/3000 - 39s - loss: 0.2409 - acc: 0.9718 - val_loss: 0.9752 - val_acc: 0.8536 Epoch 01522: val_acc did not improve from 0.86765 Epoch 1523/3000 - 39s - loss: 0.2481 - acc: 0.9712 - val_loss: 0.9664 - val_acc: 0.8552 Epoch 01523: val_acc did not improve from 0.86765 Epoch 1524/3000 - 39s - loss: 0.2389 - acc: 0.9718 - val_loss: 0.9558 - val_acc: 0.8606 Epoch 01524: val_acc did not improve from 0.86765 Epoch 1525/3000 - 40s - loss: 0.2428 - acc: 0.9707 - val_loss: 0.9175 - val_acc: 0.8579 Epoch 01525: val_acc did not improve from 0.86765 Epoch 1526/3000 - 39s - loss: 0.2370 - acc: 0.9710 - val_loss: 0.9364 - val_acc: 0.8568 Epoch 01526: val_acc did not improve from 0.86765 Epoch 1527/3000 - 39s - loss: 0.2385 - acc: 0.9724 - val_loss: 0.9245 - val_acc: 0.8591 Epoch 01527: val_acc did not improve from 0.86765 Epoch 1528/3000 - 39s - loss: 0.2444 - acc: 0.9713 - val_loss: 0.9479 - val_acc: 0.8552 Epoch 01528: val_acc did not improve from 0.86765 Epoch 1529/3000 - 39s - loss: 0.2440 - acc: 0.9712 - val_loss: 0.9174 - val_acc: 0.8587 Epoch 01529: val_acc did not improve from 0.86765 Epoch 1530/3000 - 39s - loss: 0.2414 - acc: 0.9730 - val_loss: 0.9120 - val_acc: 0.8610 Epoch 01530: val_acc did not improve from 0.86765 Epoch 1531/3000 - 39s - loss: 0.2462 - acc: 0.9700 - val_loss: 0.9599 - val_acc: 0.8533 Epoch 01531: val_acc did not improve from 0.86765 Epoch 1532/3000 - 39s - loss: 0.2468 - acc: 0.9703 - val_loss: 0.9481 - val_acc: 0.8575 Epoch 01532: val_acc did not improve from 0.86765 Epoch 1533/3000 - 39s - loss: 0.2527 - acc: 0.9697 - val_loss: 0.9536 - val_acc: 0.8552 Epoch 01533: val_acc did not improve from 0.86765 Epoch 1534/3000 - 39s - loss: 0.2402 - acc: 0.9725 - val_loss: 0.9329 - val_acc: 0.8579 Epoch 01534: val_acc did not improve from 0.86765 Epoch 1535/3000 - 39s - loss: 0.2466 - acc: 0.9716 - val_loss: 0.9295 - val_acc: 0.8595 Epoch 01535: val_acc did not improve from 0.86765 Epoch 1536/3000 - 39s - loss: 0.2510 - acc: 0.9689 - val_loss: 0.9513 - val_acc: 0.8575 Epoch 01536: val_acc did not improve from 0.86765 Epoch 1537/3000 - 39s - loss: 0.2406 - acc: 0.9734 - val_loss: 0.9543 - val_acc: 0.8556 Epoch 01537: val_acc did not improve from 0.86765 Epoch 1538/3000 - 39s - loss: 0.2365 - acc: 0.9742 - val_loss: 0.9489 - val_acc: 0.8568 Epoch 01538: val_acc did not improve from 0.86765 Epoch 1539/3000 - 39s - loss: 0.2477 - acc: 0.9716 - val_loss: 0.9163 - val_acc: 0.8618 Epoch 01539: val_acc did not improve from 0.86765 Epoch 1540/3000 - 39s - loss: 0.2436 - acc: 0.9710 - val_loss: 0.9541 - val_acc: 0.8579 Epoch 01540: val_acc did not improve from 0.86765 Epoch 1541/3000 - 39s - loss: 0.2495 - acc: 0.9704 - val_loss: 0.9125 - val_acc: 0.8603 Epoch 01541: val_acc did not improve from 0.86765 Epoch 1542/3000 - 39s - loss: 0.2509 - acc: 0.9691 - val_loss: 0.9325 - val_acc: 0.8579 Epoch 01542: val_acc did not improve from 0.86765 Epoch 1543/3000 - 39s - loss: 0.2377 - acc: 0.9725 - val_loss: 0.9237 - val_acc: 0.8622 Epoch 01543: val_acc did not improve from 0.86765 Epoch 1544/3000 - 39s - loss: 0.2403 - acc: 0.9700 - val_loss: 0.9509 - val_acc: 0.8560 Epoch 01544: val_acc did not improve from 0.86765 Epoch 1545/3000 - 40s - loss: 0.2449 - acc: 0.9697 - val_loss: 0.9444 - val_acc: 0.8618 Epoch 01545: val_acc did not improve from 0.86765 Epoch 1546/3000 - 39s - loss: 0.2476 - acc: 0.9712 - val_loss: 0.9380 - val_acc: 0.8595 Epoch 01546: val_acc did not improve from 0.86765 Epoch 1547/3000 - 39s - loss: 0.2425 - acc: 0.9712 - val_loss: 0.9158 - val_acc: 0.8575 Epoch 01547: val_acc did not improve from 0.86765 Epoch 1548/3000 - 39s - loss: 0.2398 - acc: 0.9718 - val_loss: 0.9345 - val_acc: 0.8583 Epoch 01548: val_acc did not improve from 0.86765 Epoch 1549/3000 - 39s - loss: 0.2443 - acc: 0.9707 - val_loss: 0.9413 - val_acc: 0.8529 Epoch 01549: val_acc did not improve from 0.86765 Epoch 1550/3000 - 39s - loss: 0.2405 - acc: 0.9718 - val_loss: 0.9338 - val_acc: 0.8548 Epoch 01550: val_acc did not improve from 0.86765 Epoch 1551/3000 - 39s - loss: 0.2521 - acc: 0.9701 - val_loss: 0.9322 - val_acc: 0.8587 Epoch 01551: val_acc did not improve from 0.86765 Epoch 1552/3000 - 40s - loss: 0.2453 - acc: 0.9728 - val_loss: 0.9305 - val_acc: 0.8568 Epoch 01552: val_acc did not improve from 0.86765 Epoch 1553/3000 - 39s - loss: 0.2423 - acc: 0.9719 - val_loss: 0.9418 - val_acc: 0.8579 Epoch 01553: val_acc did not improve from 0.86765 Epoch 1554/3000 - 39s - loss: 0.2467 - acc: 0.9710 - val_loss: 0.9277 - val_acc: 0.8587 Epoch 01554: val_acc did not improve from 0.86765 Epoch 1555/3000 - 39s - loss: 0.2439 - acc: 0.9706 - val_loss: 0.9063 - val_acc: 0.8591 Epoch 01555: val_acc did not improve from 0.86765 Epoch 1556/3000 - 39s - loss: 0.2427 - acc: 0.9721 - val_loss: 0.9451 - val_acc: 0.8540 Epoch 01556: val_acc did not improve from 0.86765 Epoch 1557/3000 - 39s - loss: 0.2500 - acc: 0.9707 - val_loss: 0.9079 - val_acc: 0.8599 Epoch 01557: val_acc did not improve from 0.86765 Epoch 1558/3000 - 39s - loss: 0.2409 - acc: 0.9709 - val_loss: 0.9328 - val_acc: 0.8552 Epoch 01558: val_acc did not improve from 0.86765 Epoch 1559/3000 - 39s - loss: 0.2429 - acc: 0.9725 - val_loss: 0.9575 - val_acc: 0.8564 Epoch 01559: val_acc did not improve from 0.86765 Epoch 1560/3000 - 40s - loss: 0.2338 - acc: 0.9734 - val_loss: 0.9515 - val_acc: 0.8568 Epoch 01560: val_acc did not improve from 0.86765 Epoch 1561/3000 - 40s - loss: 0.2473 - acc: 0.9706 - val_loss: 0.9409 - val_acc: 0.8591 Epoch 01561: val_acc did not improve from 0.86765 Epoch 1562/3000 - 39s - loss: 0.2456 - acc: 0.9712 - val_loss: 0.9535 - val_acc: 0.8560 Epoch 01562: val_acc did not improve from 0.86765 Epoch 1563/3000 - 39s - loss: 0.2408 - acc: 0.9716 - val_loss: 0.9553 - val_acc: 0.8540 Epoch 01563: val_acc did not improve from 0.86765 Epoch 1564/3000 - 39s - loss: 0.2381 - acc: 0.9746 - val_loss: 0.9454 - val_acc: 0.8579 Epoch 01564: val_acc did not improve from 0.86765 Epoch 1565/3000 - 39s - loss: 0.2401 - acc: 0.9736 - val_loss: 0.9554 - val_acc: 0.8556 Epoch 01565: val_acc did not improve from 0.86765 Epoch 1566/3000 - 39s - loss: 0.2458 - acc: 0.9695 - val_loss: 0.9125 - val_acc: 0.8591 Epoch 01566: val_acc did not improve from 0.86765 Epoch 1567/3000 - 40s - loss: 0.2468 - acc: 0.9704 - val_loss: 0.9234 - val_acc: 0.8595 Epoch 01567: val_acc did not improve from 0.86765 Epoch 1568/3000 - 39s - loss: 0.2473 - acc: 0.9686 - val_loss: 0.9318 - val_acc: 0.8556 Epoch 01568: val_acc did not improve from 0.86765 Epoch 1569/3000 - 39s - loss: 0.2450 - acc: 0.9701 - val_loss: 0.9276 - val_acc: 0.8591 Epoch 01569: val_acc did not improve from 0.86765 Epoch 1570/3000 - 39s - loss: 0.2446 - acc: 0.9698 - val_loss: 0.9424 - val_acc: 0.8548 Epoch 01570: val_acc did not improve from 0.86765 Epoch 1571/3000 - 39s - loss: 0.2531 - acc: 0.9695 - val_loss: 0.9584 - val_acc: 0.8548 Epoch 01571: val_acc did not improve from 0.86765 Epoch 1572/3000 - 39s - loss: 0.2353 - acc: 0.9734 - val_loss: 0.9187 - val_acc: 0.8618 Epoch 01572: val_acc did not improve from 0.86765 Epoch 1573/3000 - 39s - loss: 0.2381 - acc: 0.9721 - val_loss: 0.9378 - val_acc: 0.8548 Epoch 01573: val_acc did not improve from 0.86765 Epoch 1574/3000 - 39s - loss: 0.2368 - acc: 0.9734 - val_loss: 0.9305 - val_acc: 0.8560 Epoch 01574: val_acc did not improve from 0.86765 Epoch 1575/3000 - 39s - loss: 0.2427 - acc: 0.9706 - val_loss: 0.9283 - val_acc: 0.8560 Epoch 01575: val_acc did not improve from 0.86765 Epoch 1576/3000 - 39s - loss: 0.2452 - acc: 0.9713 - val_loss: 0.9388 - val_acc: 0.8568 Epoch 01576: val_acc did not improve from 0.86765 Epoch 1577/3000 - 39s - loss: 0.2353 - acc: 0.9731 - val_loss: 0.9383 - val_acc: 0.8583 Epoch 01577: val_acc did not improve from 0.86765 Epoch 1578/3000 - 39s - loss: 0.2318 - acc: 0.9737 - val_loss: 0.9308 - val_acc: 0.8556 Epoch 01578: val_acc did not improve from 0.86765 Epoch 1579/3000 - 39s - loss: 0.2462 - acc: 0.9737 - val_loss: 0.9294 - val_acc: 0.8540 Epoch 01579: val_acc did not improve from 0.86765 Epoch 1580/3000 - 39s - loss: 0.2419 - acc: 0.9722 - val_loss: 0.9507 - val_acc: 0.8525 Epoch 01580: val_acc did not improve from 0.86765 Epoch 1581/3000 - 39s - loss: 0.2438 - acc: 0.9727 - val_loss: 0.9298 - val_acc: 0.8568 Epoch 01581: val_acc did not improve from 0.86765 Epoch 1582/3000 - 39s - loss: 0.2423 - acc: 0.9727 - val_loss: 0.9501 - val_acc: 0.8556 Epoch 01582: val_acc did not improve from 0.86765 Epoch 1583/3000 - 39s - loss: 0.2363 - acc: 0.9727 - val_loss: 0.9519 - val_acc: 0.8552 Epoch 01583: val_acc did not improve from 0.86765 Epoch 1584/3000 - 39s - loss: 0.2477 - acc: 0.9686 - val_loss: 0.9393 - val_acc: 0.8571 Epoch 01584: val_acc did not improve from 0.86765 Epoch 1585/3000 - 39s - loss: 0.2445 - acc: 0.9706 - val_loss: 0.9423 - val_acc: 0.8536 Epoch 01585: val_acc did not improve from 0.86765 Epoch 1586/3000 - 39s - loss: 0.2391 - acc: 0.9722 - val_loss: 0.9277 - val_acc: 0.8564 Epoch 01586: val_acc did not improve from 0.86765 Epoch 1587/3000 - 39s - loss: 0.2368 - acc: 0.9736 - val_loss: 0.9419 - val_acc: 0.8568 Epoch 01587: val_acc did not improve from 0.86765 Epoch 1588/3000 - 39s - loss: 0.2463 - acc: 0.9703 - val_loss: 0.9391 - val_acc: 0.8579 Epoch 01588: val_acc did not improve from 0.86765 Epoch 1589/3000 - 39s - loss: 0.2509 - acc: 0.9715 - val_loss: 0.8978 - val_acc: 0.8599 Epoch 01589: val_acc did not improve from 0.86765 Epoch 1590/3000 - 39s - loss: 0.2401 - acc: 0.9736 - val_loss: 0.9471 - val_acc: 0.8552 Epoch 01590: val_acc did not improve from 0.86765 Epoch 1591/3000 - 39s - loss: 0.2393 - acc: 0.9745 - val_loss: 0.9482 - val_acc: 0.8560 Epoch 01591: val_acc did not improve from 0.86765 Epoch 1592/3000 - 39s - loss: 0.2456 - acc: 0.9706 - val_loss: 0.9385 - val_acc: 0.8583 Epoch 01592: val_acc did not improve from 0.86765 Epoch 1593/3000 - 39s - loss: 0.2496 - acc: 0.9698 - val_loss: 0.9354 - val_acc: 0.8568 Epoch 01593: val_acc did not improve from 0.86765 Epoch 1594/3000 - 39s - loss: 0.2427 - acc: 0.9722 - val_loss: 0.9388 - val_acc: 0.8556 Epoch 01594: val_acc did not improve from 0.86765 Epoch 1595/3000 - 39s - loss: 0.2441 - acc: 0.9722 - val_loss: 0.9616 - val_acc: 0.8556 Epoch 01595: val_acc did not improve from 0.86765 Epoch 1596/3000 - 39s - loss: 0.2371 - acc: 0.9736 - val_loss: 0.9283 - val_acc: 0.8610 Epoch 01596: val_acc did not improve from 0.86765 Epoch 1597/3000 - 39s - loss: 0.2392 - acc: 0.9718 - val_loss: 0.9350 - val_acc: 0.8568 Epoch 01597: val_acc did not improve from 0.86765 Epoch 1598/3000 - 39s - loss: 0.2397 - acc: 0.9730 - val_loss: 0.9188 - val_acc: 0.8587 Epoch 01598: val_acc did not improve from 0.86765 Epoch 1599/3000 - 39s - loss: 0.2416 - acc: 0.9728 - val_loss: 0.9390 - val_acc: 0.8568 Epoch 01599: val_acc did not improve from 0.86765 Epoch 1600/3000 - 39s - loss: 0.2415 - acc: 0.9719 - val_loss: 0.9558 - val_acc: 0.8529 Epoch 01600: val_acc did not improve from 0.86765 Epoch 1601/3000 - 40s - loss: 0.2359 - acc: 0.9739 - val_loss: 0.9396 - val_acc: 0.8552 Epoch 01601: val_acc did not improve from 0.86765 Epoch 1602/3000 - 39s - loss: 0.2448 - acc: 0.9709 - val_loss: 0.9179 - val_acc: 0.8595 Epoch 01602: val_acc did not improve from 0.86765 Epoch 1603/3000 - 39s - loss: 0.2373 - acc: 0.9725 - val_loss: 0.9440 - val_acc: 0.8575 Epoch 01603: val_acc did not improve from 0.86765 Epoch 1604/3000 - 39s - loss: 0.2330 - acc: 0.9755 - val_loss: 0.9561 - val_acc: 0.8579 Epoch 01604: val_acc did not improve from 0.86765 Epoch 1605/3000 - 39s - loss: 0.2442 - acc: 0.9709 - val_loss: 0.9349 - val_acc: 0.8568 Epoch 01605: val_acc did not improve from 0.86765 Epoch 1606/3000 - 39s - loss: 0.2401 - acc: 0.9718 - val_loss: 0.9517 - val_acc: 0.8552 Epoch 01606: val_acc did not improve from 0.86765 Epoch 1607/3000 - 39s - loss: 0.2407 - acc: 0.9700 - val_loss: 0.9624 - val_acc: 0.8533 Epoch 01607: val_acc did not improve from 0.86765 Epoch 1608/3000 - 39s - loss: 0.2463 - acc: 0.9722 - val_loss: 0.9382 - val_acc: 0.8575 Epoch 01608: val_acc did not improve from 0.86765 Epoch 1609/3000 - 40s - loss: 0.2430 - acc: 0.9721 - val_loss: 0.9283 - val_acc: 0.8579 Epoch 01609: val_acc did not improve from 0.86765 Epoch 1610/3000 - 39s - loss: 0.2407 - acc: 0.9716 - val_loss: 0.9335 - val_acc: 0.8552 Epoch 01610: val_acc did not improve from 0.86765 Epoch 1611/3000 - 39s - loss: 0.2451 - acc: 0.9707 - val_loss: 0.9679 - val_acc: 0.8529 Epoch 01611: val_acc did not improve from 0.86765 Epoch 1612/3000 - 39s - loss: 0.2400 - acc: 0.9719 - val_loss: 0.9498 - val_acc: 0.8540 Epoch 01612: val_acc did not improve from 0.86765 Epoch 1613/3000 - 39s - loss: 0.2493 - acc: 0.9698 - val_loss: 0.9202 - val_acc: 0.8556 Epoch 01613: val_acc did not improve from 0.86765 Epoch 1614/3000 - 39s - loss: 0.2435 - acc: 0.9719 - val_loss: 0.9701 - val_acc: 0.8513 Epoch 01614: val_acc did not improve from 0.86765 Epoch 1615/3000 - 39s - loss: 0.2496 - acc: 0.9704 - val_loss: 0.9406 - val_acc: 0.8494 Epoch 01615: val_acc did not improve from 0.86765 Epoch 1616/3000 - 39s - loss: 0.2410 - acc: 0.9727 - val_loss: 0.9507 - val_acc: 0.8544 Epoch 01616: val_acc did not improve from 0.86765 Epoch 1617/3000 - 39s - loss: 0.2406 - acc: 0.9725 - val_loss: 0.9349 - val_acc: 0.8599 Epoch 01617: val_acc did not improve from 0.86765 Epoch 1618/3000 - 39s - loss: 0.2343 - acc: 0.9740 - val_loss: 0.9635 - val_acc: 0.8556 Epoch 01618: val_acc did not improve from 0.86765 Epoch 1619/3000 - 39s - loss: 0.2390 - acc: 0.9727 - val_loss: 0.9410 - val_acc: 0.8583 Epoch 01619: val_acc did not improve from 0.86765 Epoch 1620/3000 - 39s - loss: 0.2365 - acc: 0.9740 - val_loss: 0.9448 - val_acc: 0.8571 Epoch 01620: val_acc did not improve from 0.86765 Epoch 1621/3000 - 39s - loss: 0.2352 - acc: 0.9736 - val_loss: 0.9504 - val_acc: 0.8564 Epoch 01621: val_acc did not improve from 0.86765 Epoch 1622/3000 - 39s - loss: 0.2404 - acc: 0.9706 - val_loss: 0.9619 - val_acc: 0.8591 Epoch 01622: val_acc did not improve from 0.86765 Epoch 1623/3000 - 39s - loss: 0.2453 - acc: 0.9725 - val_loss: 0.9266 - val_acc: 0.8591 Epoch 01623: val_acc did not improve from 0.86765 Epoch 1624/3000 - 39s - loss: 0.2396 - acc: 0.9716 - val_loss: 0.9552 - val_acc: 0.8571 Epoch 01624: val_acc did not improve from 0.86765 Epoch 1625/3000 - 39s - loss: 0.2455 - acc: 0.9707 - val_loss: 0.9090 - val_acc: 0.8595 Epoch 01625: val_acc did not improve from 0.86765 Epoch 1626/3000 - 39s - loss: 0.2400 - acc: 0.9727 - val_loss: 0.9586 - val_acc: 0.8575 Epoch 01626: val_acc did not improve from 0.86765 Epoch 1627/3000 - 39s - loss: 0.2413 - acc: 0.9722 - val_loss: 0.9194 - val_acc: 0.8630 Epoch 01627: val_acc did not improve from 0.86765 Epoch 1628/3000 - 39s - loss: 0.2453 - acc: 0.9701 - val_loss: 0.9331 - val_acc: 0.8564 Epoch 01628: val_acc did not improve from 0.86765 Epoch 1629/3000 - 39s - loss: 0.2332 - acc: 0.9725 - val_loss: 0.9728 - val_acc: 0.8556 Epoch 01629: val_acc did not improve from 0.86765 Epoch 1630/3000 - 39s - loss: 0.2458 - acc: 0.9718 - val_loss: 0.9460 - val_acc: 0.8575 Epoch 01630: val_acc did not improve from 0.86765 Epoch 1631/3000 - 39s - loss: 0.2544 - acc: 0.9669 - val_loss: 0.9337 - val_acc: 0.8556 Epoch 01631: val_acc did not improve from 0.86765 Epoch 1632/3000 - 39s - loss: 0.2498 - acc: 0.9698 - val_loss: 0.9509 - val_acc: 0.8552 Epoch 01632: val_acc did not improve from 0.86765 Epoch 1633/3000 - 39s - loss: 0.2383 - acc: 0.9719 - val_loss: 0.9533 - val_acc: 0.8564 Epoch 01633: val_acc did not improve from 0.86765 Epoch 1634/3000 - 39s - loss: 0.2489 - acc: 0.9704 - val_loss: 0.9220 - val_acc: 0.8595 Epoch 01634: val_acc did not improve from 0.86765 Epoch 1635/3000 - 39s - loss: 0.2393 - acc: 0.9716 - val_loss: 0.9476 - val_acc: 0.8579 Epoch 01635: val_acc did not improve from 0.86765 Epoch 1636/3000 - 39s - loss: 0.2425 - acc: 0.9716 - val_loss: 0.9419 - val_acc: 0.8560 Epoch 01636: val_acc did not improve from 0.86765 Epoch 1637/3000 - 39s - loss: 0.2475 - acc: 0.9680 - val_loss: 0.9260 - val_acc: 0.8575 Epoch 01637: val_acc did not improve from 0.86765 Epoch 1638/3000 - 39s - loss: 0.2448 - acc: 0.9707 - val_loss: 0.9294 - val_acc: 0.8579 Epoch 01638: val_acc did not improve from 0.86765 Epoch 1639/3000 - 39s - loss: 0.2376 - acc: 0.9710 - val_loss: 0.9369 - val_acc: 0.8568 Epoch 01639: val_acc did not improve from 0.86765 Epoch 1640/3000 - 39s - loss: 0.2451 - acc: 0.9688 - val_loss: 0.9558 - val_acc: 0.8571 Epoch 01640: val_acc did not improve from 0.86765 Epoch 1641/3000 - 39s - loss: 0.2404 - acc: 0.9709 - val_loss: 0.9431 - val_acc: 0.8587 Epoch 01641: val_acc did not improve from 0.86765 Epoch 1642/3000 - 40s - loss: 0.2439 - acc: 0.9683 - val_loss: 0.9447 - val_acc: 0.8552 Epoch 01642: val_acc did not improve from 0.86765 Epoch 1643/3000 - 39s - loss: 0.2433 - acc: 0.9707 - val_loss: 0.9525 - val_acc: 0.8536 Epoch 01643: val_acc did not improve from 0.86765 Epoch 1644/3000 - 39s - loss: 0.2329 - acc: 0.9757 - val_loss: 0.9513 - val_acc: 0.8595 Epoch 01644: val_acc did not improve from 0.86765 Epoch 1645/3000 - 39s - loss: 0.2347 - acc: 0.9713 - val_loss: 0.9371 - val_acc: 0.8606 Epoch 01645: val_acc did not improve from 0.86765 Epoch 1646/3000 - 39s - loss: 0.2341 - acc: 0.9757 - val_loss: 0.9519 - val_acc: 0.8521 Epoch 01646: val_acc did not improve from 0.86765 Epoch 1647/3000 - 39s - loss: 0.2425 - acc: 0.9692 - val_loss: 0.9479 - val_acc: 0.8560 Epoch 01647: val_acc did not improve from 0.86765 Epoch 1648/3000 - 39s - loss: 0.2429 - acc: 0.9718 - val_loss: 0.9273 - val_acc: 0.8599 Epoch 01648: val_acc did not improve from 0.86765 Epoch 1649/3000 - 39s - loss: 0.2422 - acc: 0.9710 - val_loss: 0.9667 - val_acc: 0.8560 Epoch 01649: val_acc did not improve from 0.86765 Epoch 1650/3000 - 39s - loss: 0.2579 - acc: 0.9684 - val_loss: 0.9098 - val_acc: 0.8599 Epoch 01650: val_acc did not improve from 0.86765 Epoch 1651/3000 - 39s - loss: 0.2449 - acc: 0.9703 - val_loss: 0.9447 - val_acc: 0.8556 Epoch 01651: val_acc did not improve from 0.86765 Epoch 1652/3000 - 39s - loss: 0.2403 - acc: 0.9725 - val_loss: 0.9293 - val_acc: 0.8575 Epoch 01652: val_acc did not improve from 0.86765 Epoch 1653/3000 - 39s - loss: 0.2319 - acc: 0.9751 - val_loss: 0.9602 - val_acc: 0.8540 Epoch 01653: val_acc did not improve from 0.86765 Epoch 1654/3000 - 39s - loss: 0.2309 - acc: 0.9748 - val_loss: 0.9506 - val_acc: 0.8564 Epoch 01654: val_acc did not improve from 0.86765 Epoch 1655/3000 - 39s - loss: 0.2422 - acc: 0.9724 - val_loss: 0.9509 - val_acc: 0.8564 Epoch 01655: val_acc did not improve from 0.86765 Epoch 1656/3000 - 39s - loss: 0.2348 - acc: 0.9736 - val_loss: 0.9294 - val_acc: 0.8571 Epoch 01656: val_acc did not improve from 0.86765 Epoch 1657/3000 - 40s - loss: 0.2360 - acc: 0.9748 - val_loss: 0.9647 - val_acc: 0.8568 Epoch 01657: val_acc did not improve from 0.86765 Epoch 1658/3000 - 39s - loss: 0.2443 - acc: 0.9733 - val_loss: 0.9579 - val_acc: 0.8556 Epoch 01658: val_acc did not improve from 0.86765 Epoch 1659/3000 - 40s - loss: 0.2359 - acc: 0.9734 - val_loss: 0.9637 - val_acc: 0.8529 Epoch 01659: val_acc did not improve from 0.86765 Epoch 1660/3000 - 39s - loss: 0.2457 - acc: 0.9719 - val_loss: 0.9487 - val_acc: 0.8517 Epoch 01660: val_acc did not improve from 0.86765 Epoch 1661/3000 - 39s - loss: 0.2475 - acc: 0.9684 - val_loss: 0.9477 - val_acc: 0.8552 Epoch 01661: val_acc did not improve from 0.86765 Epoch 1662/3000 - 39s - loss: 0.2420 - acc: 0.9700 - val_loss: 0.9458 - val_acc: 0.8568 Epoch 01662: val_acc did not improve from 0.86765 Epoch 1663/3000 - 39s - loss: 0.2477 - acc: 0.9697 - val_loss: 0.9442 - val_acc: 0.8571 Epoch 01663: val_acc did not improve from 0.86765 Epoch 1664/3000 - 39s - loss: 0.2430 - acc: 0.9700 - val_loss: 0.9368 - val_acc: 0.8606 Epoch 01664: val_acc did not improve from 0.86765 Epoch 1665/3000 - 39s - loss: 0.2441 - acc: 0.9712 - val_loss: 0.9506 - val_acc: 0.8583 Epoch 01665: val_acc did not improve from 0.86765 Epoch 1666/3000 - 39s - loss: 0.2415 - acc: 0.9716 - val_loss: 0.9450 - val_acc: 0.8587 Epoch 01666: val_acc did not improve from 0.86765 Epoch 1667/3000 - 39s - loss: 0.2457 - acc: 0.9700 - val_loss: 0.9005 - val_acc: 0.8618 Epoch 01667: val_acc did not improve from 0.86765 Epoch 1668/3000 - 39s - loss: 0.2392 - acc: 0.9724 - val_loss: 0.9510 - val_acc: 0.8560 Epoch 01668: val_acc did not improve from 0.86765 Epoch 1669/3000 - 39s - loss: 0.2405 - acc: 0.9718 - val_loss: 0.9585 - val_acc: 0.8536 Epoch 01669: val_acc did not improve from 0.86765 Epoch 1670/3000 - 39s - loss: 0.2377 - acc: 0.9724 - val_loss: 0.9441 - val_acc: 0.8564 Epoch 01670: val_acc did not improve from 0.86765 Epoch 1671/3000 - 40s - loss: 0.2461 - acc: 0.9713 - val_loss: 0.9328 - val_acc: 0.8564 Epoch 01671: val_acc did not improve from 0.86765 Epoch 1672/3000 - 39s - loss: 0.2339 - acc: 0.9743 - val_loss: 0.9569 - val_acc: 0.8564 Epoch 01672: val_acc did not improve from 0.86765 Epoch 1673/3000 - 39s - loss: 0.2422 - acc: 0.9730 - val_loss: 0.9678 - val_acc: 0.8536 Epoch 01673: val_acc did not improve from 0.86765 Epoch 1674/3000 - 39s - loss: 0.2379 - acc: 0.9736 - val_loss: 0.9578 - val_acc: 0.8548 Epoch 01674: val_acc did not improve from 0.86765 Epoch 1675/3000 - 39s - loss: 0.2431 - acc: 0.9719 - val_loss: 0.9396 - val_acc: 0.8540 Epoch 01675: val_acc did not improve from 0.86765 Epoch 1676/3000 - 39s - loss: 0.2344 - acc: 0.9739 - val_loss: 0.9647 - val_acc: 0.8540 Epoch 01676: val_acc did not improve from 0.86765 Epoch 1677/3000 - 39s - loss: 0.2400 - acc: 0.9716 - val_loss: 0.9397 - val_acc: 0.8552 Epoch 01677: val_acc did not improve from 0.86765 Epoch 1678/3000 - 39s - loss: 0.2354 - acc: 0.9725 - val_loss: 0.9399 - val_acc: 0.8614 Epoch 01678: val_acc did not improve from 0.86765 Epoch 1679/3000 - 40s - loss: 0.2425 - acc: 0.9730 - val_loss: 0.9595 - val_acc: 0.8552 Epoch 01679: val_acc did not improve from 0.86765 Epoch 1680/3000 - 39s - loss: 0.2448 - acc: 0.9701 - val_loss: 0.9767 - val_acc: 0.8575 Epoch 01680: val_acc did not improve from 0.86765 Epoch 1681/3000 - 39s - loss: 0.2462 - acc: 0.9716 - val_loss: 0.9558 - val_acc: 0.8571 Epoch 01681: val_acc did not improve from 0.86765 Epoch 1682/3000 - 39s - loss: 0.2443 - acc: 0.9710 - val_loss: 0.9277 - val_acc: 0.8591 Epoch 01682: val_acc did not improve from 0.86765 Epoch 1683/3000 - 39s - loss: 0.2431 - acc: 0.9712 - val_loss: 0.9203 - val_acc: 0.8579 Epoch 01683: val_acc did not improve from 0.86765 Epoch 1684/3000 - 39s - loss: 0.2371 - acc: 0.9736 - val_loss: 0.9380 - val_acc: 0.8552 Epoch 01684: val_acc did not improve from 0.86765 Epoch 1685/3000 - 39s - loss: 0.2406 - acc: 0.9725 - val_loss: 0.9291 - val_acc: 0.8583 Epoch 01685: val_acc did not improve from 0.86765 Epoch 1686/3000 - 40s - loss: 0.2362 - acc: 0.9725 - val_loss: 0.9439 - val_acc: 0.8540 Epoch 01686: val_acc did not improve from 0.86765 Epoch 1687/3000 - 39s - loss: 0.2435 - acc: 0.9686 - val_loss: 0.9464 - val_acc: 0.8575 Epoch 01687: val_acc did not improve from 0.86765 Epoch 1688/3000 - 39s - loss: 0.2474 - acc: 0.9710 - val_loss: 0.9844 - val_acc: 0.8533 Epoch 01688: val_acc did not improve from 0.86765 Epoch 1689/3000 - 39s - loss: 0.2352 - acc: 0.9730 - val_loss: 0.9340 - val_acc: 0.8560 Epoch 01689: val_acc did not improve from 0.86765 Epoch 1690/3000 - 39s - loss: 0.2444 - acc: 0.9706 - val_loss: 0.9369 - val_acc: 0.8579 Epoch 01690: val_acc did not improve from 0.86765 Epoch 1691/3000 - 39s - loss: 0.2453 - acc: 0.9724 - val_loss: 0.9335 - val_acc: 0.8568 Epoch 01691: val_acc did not improve from 0.86765 Epoch 1692/3000 - 39s - loss: 0.2431 - acc: 0.9724 - val_loss: 0.9536 - val_acc: 0.8540 Epoch 01692: val_acc did not improve from 0.86765 Epoch 1693/3000 - 39s - loss: 0.2437 - acc: 0.9737 - val_loss: 0.9467 - val_acc: 0.8571 Epoch 01693: val_acc did not improve from 0.86765 Epoch 1694/3000 - 40s - loss: 0.2387 - acc: 0.9743 - val_loss: 0.9340 - val_acc: 0.8591 Epoch 01694: val_acc did not improve from 0.86765 Epoch 1695/3000 - 39s - loss: 0.2499 - acc: 0.9695 - val_loss: 0.9462 - val_acc: 0.8571 Epoch 01695: val_acc did not improve from 0.86765 Epoch 1696/3000 - 39s - loss: 0.2421 - acc: 0.9710 - val_loss: 0.9613 - val_acc: 0.8575 Epoch 01696: val_acc did not improve from 0.86765 Epoch 1697/3000 - 40s - loss: 0.2481 - acc: 0.9722 - val_loss: 0.9473 - val_acc: 0.8583 Epoch 01697: val_acc did not improve from 0.86765 Epoch 1698/3000 - 40s - loss: 0.2469 - acc: 0.9713 - val_loss: 0.9375 - val_acc: 0.8560 Epoch 01698: val_acc did not improve from 0.86765 Epoch 1699/3000 - 39s - loss: 0.2516 - acc: 0.9692 - val_loss: 0.9508 - val_acc: 0.8548 Epoch 01699: val_acc did not improve from 0.86765 Epoch 1700/3000 - 39s - loss: 0.2453 - acc: 0.9715 - val_loss: 0.9098 - val_acc: 0.8610 Epoch 01700: val_acc did not improve from 0.86765 Epoch 1701/3000 - 39s - loss: 0.2466 - acc: 0.9713 - val_loss: 0.9457 - val_acc: 0.8568 Epoch 01701: val_acc did not improve from 0.86765 Epoch 1702/3000 - 39s - loss: 0.2518 - acc: 0.9712 - val_loss: 0.9541 - val_acc: 0.8540 Epoch 01702: val_acc did not improve from 0.86765 Epoch 1703/3000 - 39s - loss: 0.2430 - acc: 0.9716 - val_loss: 0.9383 - val_acc: 0.8571 Epoch 01703: val_acc did not improve from 0.86765 Epoch 1704/3000 - 39s - loss: 0.2395 - acc: 0.9721 - val_loss: 0.9496 - val_acc: 0.8571 Epoch 01704: val_acc did not improve from 0.86765 Epoch 1705/3000 - 39s - loss: 0.2404 - acc: 0.9721 - val_loss: 0.9436 - val_acc: 0.8579 Epoch 01705: val_acc did not improve from 0.86765 Epoch 1706/3000 - 39s - loss: 0.2380 - acc: 0.9701 - val_loss: 0.9312 - val_acc: 0.8599 Epoch 01706: val_acc did not improve from 0.86765 Epoch 1707/3000 - 39s - loss: 0.2296 - acc: 0.9731 - val_loss: 0.9177 - val_acc: 0.8591 Epoch 01707: val_acc did not improve from 0.86765 Epoch 1708/3000 - 39s - loss: 0.2388 - acc: 0.9697 - val_loss: 0.9459 - val_acc: 0.8505 Epoch 01708: val_acc did not improve from 0.86765 Epoch 1709/3000 - 39s - loss: 0.2434 - acc: 0.9724 - val_loss: 0.9242 - val_acc: 0.8599 Epoch 01709: val_acc did not improve from 0.86765 Epoch 1710/3000 - 39s - loss: 0.2486 - acc: 0.9691 - val_loss: 0.9343 - val_acc: 0.8552 Epoch 01710: val_acc did not improve from 0.86765 Epoch 1711/3000 - 39s - loss: 0.2421 - acc: 0.9698 - val_loss: 0.9341 - val_acc: 0.8579 Epoch 01711: val_acc did not improve from 0.86765 Epoch 1712/3000 - 39s - loss: 0.2464 - acc: 0.9733 - val_loss: 0.9185 - val_acc: 0.8606 Epoch 01712: val_acc did not improve from 0.86765 Epoch 1713/3000 - 39s - loss: 0.2354 - acc: 0.9749 - val_loss: 0.9516 - val_acc: 0.8552 Epoch 01713: val_acc did not improve from 0.86765 Epoch 1714/3000 - 39s - loss: 0.2401 - acc: 0.9725 - val_loss: 0.9506 - val_acc: 0.8571 Epoch 01714: val_acc did not improve from 0.86765 Epoch 1715/3000 - 39s - loss: 0.2400 - acc: 0.9706 - val_loss: 0.9420 - val_acc: 0.8544 Epoch 01715: val_acc did not improve from 0.86765 Epoch 1716/3000 - 39s - loss: 0.2410 - acc: 0.9722 - val_loss: 0.9052 - val_acc: 0.8626 Epoch 01716: val_acc did not improve from 0.86765 Epoch 1717/3000 - 39s - loss: 0.2403 - acc: 0.9710 - val_loss: 0.9490 - val_acc: 0.8548 Epoch 01717: val_acc did not improve from 0.86765 Epoch 1718/3000 - 39s - loss: 0.2377 - acc: 0.9716 - val_loss: 0.9385 - val_acc: 0.8564 Epoch 01718: val_acc did not improve from 0.86765 Epoch 1719/3000 - 39s - loss: 0.2404 - acc: 0.9737 - val_loss: 0.9540 - val_acc: 0.8568 Epoch 01719: val_acc did not improve from 0.86765 Epoch 1720/3000 - 39s - loss: 0.2437 - acc: 0.9692 - val_loss: 0.9487 - val_acc: 0.8564 Epoch 01720: val_acc did not improve from 0.86765 Epoch 1721/3000 - 40s - loss: 0.2416 - acc: 0.9700 - val_loss: 0.9389 - val_acc: 0.8540 Epoch 01721: val_acc did not improve from 0.86765 Epoch 1722/3000 - 39s - loss: 0.2386 - acc: 0.9713 - val_loss: 0.9300 - val_acc: 0.8587 Epoch 01722: val_acc did not improve from 0.86765 Epoch 1723/3000 - 39s - loss: 0.2559 - acc: 0.9683 - val_loss: 0.9424 - val_acc: 0.8571 Epoch 01723: val_acc did not improve from 0.86765 Epoch 1724/3000 - 39s - loss: 0.2483 - acc: 0.9695 - val_loss: 0.9352 - val_acc: 0.8571 Epoch 01724: val_acc did not improve from 0.86765 Epoch 1725/3000 - 39s - loss: 0.2453 - acc: 0.9728 - val_loss: 0.9717 - val_acc: 0.8509 Epoch 01725: val_acc did not improve from 0.86765 Epoch 1726/3000 - 39s - loss: 0.2370 - acc: 0.9743 - val_loss: 0.9454 - val_acc: 0.8548 Epoch 01726: val_acc did not improve from 0.86765 Epoch 1727/3000 - 39s - loss: 0.2430 - acc: 0.9718 - val_loss: 0.9518 - val_acc: 0.8533 Epoch 01727: val_acc did not improve from 0.86765 Epoch 1728/3000 - 39s - loss: 0.2425 - acc: 0.9718 - val_loss: 0.9127 - val_acc: 0.8610 Epoch 01728: val_acc did not improve from 0.86765 Epoch 1729/3000 - 40s - loss: 0.2421 - acc: 0.9713 - val_loss: 0.9084 - val_acc: 0.8638 Epoch 01729: val_acc did not improve from 0.86765 Epoch 1730/3000 - 39s - loss: 0.2365 - acc: 0.9730 - val_loss: 0.9388 - val_acc: 0.8587 Epoch 01730: val_acc did not improve from 0.86765 Epoch 1731/3000 - 39s - loss: 0.2448 - acc: 0.9709 - val_loss: 0.9196 - val_acc: 0.8591 Epoch 01731: val_acc did not improve from 0.86765 Epoch 1732/3000 - 39s - loss: 0.2353 - acc: 0.9725 - val_loss: 0.9516 - val_acc: 0.8544 Epoch 01732: val_acc did not improve from 0.86765 Epoch 1733/3000 - 39s - loss: 0.2402 - acc: 0.9712 - val_loss: 0.9143 - val_acc: 0.8595 Epoch 01733: val_acc did not improve from 0.86765 Epoch 1734/3000 - 39s - loss: 0.2426 - acc: 0.9733 - val_loss: 0.9374 - val_acc: 0.8564 Epoch 01734: val_acc did not improve from 0.86765 Epoch 1735/3000 - 39s - loss: 0.2436 - acc: 0.9710 - val_loss: 0.9604 - val_acc: 0.8548 Epoch 01735: val_acc did not improve from 0.86765 Epoch 1736/3000 - 39s - loss: 0.2415 - acc: 0.9721 - val_loss: 0.9298 - val_acc: 0.8556 Epoch 01736: val_acc did not improve from 0.86765 Epoch 1737/3000 - 39s - loss: 0.2399 - acc: 0.9725 - val_loss: 0.9215 - val_acc: 0.8583 Epoch 01737: val_acc did not improve from 0.86765 Epoch 1738/3000 - 39s - loss: 0.2310 - acc: 0.9736 - val_loss: 0.9474 - val_acc: 0.8591 Epoch 01738: val_acc did not improve from 0.86765 Epoch 1739/3000 - 39s - loss: 0.2395 - acc: 0.9712 - val_loss: 0.9407 - val_acc: 0.8587 Epoch 01739: val_acc did not improve from 0.86765 Epoch 1740/3000 - 39s - loss: 0.2460 - acc: 0.9703 - val_loss: 0.9558 - val_acc: 0.8548 Epoch 01740: val_acc did not improve from 0.86765 Epoch 1741/3000 - 39s - loss: 0.2414 - acc: 0.9694 - val_loss: 0.9251 - val_acc: 0.8579 Epoch 01741: val_acc did not improve from 0.86765 Epoch 1742/3000 - 39s - loss: 0.2349 - acc: 0.9715 - val_loss: 0.9195 - val_acc: 0.8595 Epoch 01742: val_acc did not improve from 0.86765 Epoch 1743/3000 - 39s - loss: 0.2456 - acc: 0.9689 - val_loss: 0.9571 - val_acc: 0.8540 Epoch 01743: val_acc did not improve from 0.86765 Epoch 1744/3000 - 39s - loss: 0.2492 - acc: 0.9719 - val_loss: 0.9217 - val_acc: 0.8606 Epoch 01744: val_acc did not improve from 0.86765 Epoch 1745/3000 - 39s - loss: 0.2412 - acc: 0.9683 - val_loss: 0.9430 - val_acc: 0.8560 Epoch 01745: val_acc did not improve from 0.86765 Epoch 1746/3000 - 39s - loss: 0.2401 - acc: 0.9710 - val_loss: 0.9504 - val_acc: 0.8564 Epoch 01746: val_acc did not improve from 0.86765 Epoch 1747/3000 - 39s - loss: 0.2436 - acc: 0.9704 - val_loss: 0.9241 - val_acc: 0.8575 Epoch 01747: val_acc did not improve from 0.86765 Epoch 1748/3000 - 39s - loss: 0.2376 - acc: 0.9722 - val_loss: 0.9375 - val_acc: 0.8552 Epoch 01748: val_acc did not improve from 0.86765 Epoch 1749/3000 - 39s - loss: 0.2347 - acc: 0.9751 - val_loss: 0.9259 - val_acc: 0.8583 Epoch 01749: val_acc did not improve from 0.86765 Epoch 1750/3000 - 40s - loss: 0.2415 - acc: 0.9743 - val_loss: 0.9516 - val_acc: 0.8575 Epoch 01750: val_acc did not improve from 0.86765 Epoch 1751/3000 - 40s - loss: 0.2434 - acc: 0.9724 - val_loss: 0.9135 - val_acc: 0.8568 Epoch 01751: val_acc did not improve from 0.86765 Epoch 1752/3000 - 39s - loss: 0.2428 - acc: 0.9703 - val_loss: 0.9301 - val_acc: 0.8575 Epoch 01752: val_acc did not improve from 0.86765 Epoch 1753/3000 - 39s - loss: 0.2417 - acc: 0.9727 - val_loss: 0.9306 - val_acc: 0.8568 Epoch 01753: val_acc did not improve from 0.86765 Epoch 1754/3000 - 39s - loss: 0.2461 - acc: 0.9712 - val_loss: 0.9300 - val_acc: 0.8564 Epoch 01754: val_acc did not improve from 0.86765 Epoch 1755/3000 - 39s - loss: 0.2412 - acc: 0.9727 - val_loss: 0.9236 - val_acc: 0.8610 Epoch 01755: val_acc did not improve from 0.86765 Epoch 1756/3000 - 39s - loss: 0.2459 - acc: 0.9709 - val_loss: 0.9483 - val_acc: 0.8587 Epoch 01756: val_acc did not improve from 0.86765 Epoch 1757/3000 - 39s - loss: 0.2420 - acc: 0.9710 - val_loss: 0.9172 - val_acc: 0.8603 Epoch 01757: val_acc did not improve from 0.86765 Epoch 1758/3000 - 39s - loss: 0.2355 - acc: 0.9763 - val_loss: 0.9278 - val_acc: 0.8595 Epoch 01758: val_acc did not improve from 0.86765 Epoch 1759/3000 - 39s - loss: 0.2438 - acc: 0.9692 - val_loss: 0.9344 - val_acc: 0.8564 Epoch 01759: val_acc did not improve from 0.86765 Epoch 1760/3000 - 39s - loss: 0.2326 - acc: 0.9737 - val_loss: 0.9386 - val_acc: 0.8599 Epoch 01760: val_acc did not improve from 0.86765 Epoch 1761/3000 - 39s - loss: 0.2436 - acc: 0.9718 - val_loss: 0.9084 - val_acc: 0.8614 Epoch 01761: val_acc did not improve from 0.86765 Epoch 1762/3000 - 39s - loss: 0.2398 - acc: 0.9722 - val_loss: 0.9349 - val_acc: 0.8595 Epoch 01762: val_acc did not improve from 0.86765 Epoch 1763/3000 - 39s - loss: 0.2419 - acc: 0.9722 - val_loss: 0.9150 - val_acc: 0.8587 Epoch 01763: val_acc did not improve from 0.86765 Epoch 1764/3000 - 39s - loss: 0.2461 - acc: 0.9697 - val_loss: 0.9402 - val_acc: 0.8583 Epoch 01764: val_acc did not improve from 0.86765 Epoch 1765/3000 - 39s - loss: 0.2457 - acc: 0.9681 - val_loss: 0.9335 - val_acc: 0.8568 Epoch 01765: val_acc did not improve from 0.86765 Epoch 1766/3000 - 39s - loss: 0.2419 - acc: 0.9713 - val_loss: 0.9420 - val_acc: 0.8536 Epoch 01766: val_acc did not improve from 0.86765 Epoch 1767/3000 - 39s - loss: 0.2509 - acc: 0.9691 - val_loss: 0.9329 - val_acc: 0.8591 Epoch 01767: val_acc did not improve from 0.86765 Epoch 1768/3000 - 39s - loss: 0.2456 - acc: 0.9730 - val_loss: 0.9043 - val_acc: 0.8618 Epoch 01768: val_acc did not improve from 0.86765 Epoch 1769/3000 - 39s - loss: 0.2478 - acc: 0.9694 - val_loss: 0.9261 - val_acc: 0.8599 Epoch 01769: val_acc did not improve from 0.86765 Epoch 1770/3000 - 39s - loss: 0.2429 - acc: 0.9725 - val_loss: 0.9364 - val_acc: 0.8544 Epoch 01770: val_acc did not improve from 0.86765 Epoch 1771/3000 - 39s - loss: 0.2381 - acc: 0.9733 - val_loss: 0.9368 - val_acc: 0.8544 Epoch 01771: val_acc did not improve from 0.86765 Epoch 1772/3000 - 39s - loss: 0.2486 - acc: 0.9692 - val_loss: 0.9250 - val_acc: 0.8560 Epoch 01772: val_acc did not improve from 0.86765 Epoch 1773/3000 - 39s - loss: 0.2443 - acc: 0.9687 - val_loss: 0.9404 - val_acc: 0.8568 Epoch 01773: val_acc did not improve from 0.86765 Epoch 1774/3000 - 39s - loss: 0.2495 - acc: 0.9692 - val_loss: 0.9378 - val_acc: 0.8564 Epoch 01774: val_acc did not improve from 0.86765 Epoch 1775/3000 - 39s - loss: 0.2415 - acc: 0.9719 - val_loss: 0.9238 - val_acc: 0.8610 Epoch 01775: val_acc did not improve from 0.86765 Epoch 1776/3000 - 39s - loss: 0.2394 - acc: 0.9716 - val_loss: 0.9160 - val_acc: 0.8614 Epoch 01776: val_acc did not improve from 0.86765 Epoch 1777/3000 - 39s - loss: 0.2438 - acc: 0.9715 - val_loss: 0.9439 - val_acc: 0.8575 Epoch 01777: val_acc did not improve from 0.86765 Epoch 1778/3000 - 39s - loss: 0.2338 - acc: 0.9737 - val_loss: 0.9241 - val_acc: 0.8599 Epoch 01778: val_acc did not improve from 0.86765 Epoch 1779/3000 - 39s - loss: 0.2466 - acc: 0.9706 - val_loss: 0.9761 - val_acc: 0.8509 Epoch 01779: val_acc did not improve from 0.86765 Epoch 1780/3000 - 39s - loss: 0.2373 - acc: 0.9724 - val_loss: 0.9495 - val_acc: 0.8571 Epoch 01780: val_acc did not improve from 0.86765 Epoch 1781/3000 - 39s - loss: 0.2429 - acc: 0.9677 - val_loss: 0.9758 - val_acc: 0.8564 Epoch 01781: val_acc did not improve from 0.86765 Epoch 1782/3000 - 39s - loss: 0.2457 - acc: 0.9700 - val_loss: 0.9374 - val_acc: 0.8552 Epoch 01782: val_acc did not improve from 0.86765 Epoch 1783/3000 - 39s - loss: 0.2374 - acc: 0.9721 - val_loss: 0.9752 - val_acc: 0.8540 Epoch 01783: val_acc did not improve from 0.86765 Epoch 1784/3000 - 39s - loss: 0.2423 - acc: 0.9719 - val_loss: 0.9427 - val_acc: 0.8544 Epoch 01784: val_acc did not improve from 0.86765 Epoch 1785/3000 - 39s - loss: 0.2375 - acc: 0.9700 - val_loss: 0.9716 - val_acc: 0.8513 Epoch 01785: val_acc did not improve from 0.86765 Epoch 1786/3000 - 39s - loss: 0.2413 - acc: 0.9719 - val_loss: 0.9522 - val_acc: 0.8548 Epoch 01786: val_acc did not improve from 0.86765 Epoch 1787/3000 - 39s - loss: 0.2407 - acc: 0.9704 - val_loss: 0.9640 - val_acc: 0.8529 Epoch 01787: val_acc did not improve from 0.86765 Epoch 1788/3000 - 39s - loss: 0.2317 - acc: 0.9748 - val_loss: 0.9631 - val_acc: 0.8552 Epoch 01788: val_acc did not improve from 0.86765 Epoch 1789/3000 - 39s - loss: 0.2437 - acc: 0.9710 - val_loss: 0.9231 - val_acc: 0.8587 Epoch 01789: val_acc did not improve from 0.86765 Epoch 1790/3000 - 39s - loss: 0.2380 - acc: 0.9733 - val_loss: 0.9308 - val_acc: 0.8548 Epoch 01790: val_acc did not improve from 0.86765 Epoch 1791/3000 - 39s - loss: 0.2389 - acc: 0.9721 - val_loss: 0.9357 - val_acc: 0.8564 Epoch 01791: val_acc did not improve from 0.86765 Epoch 1792/3000 - 39s - loss: 0.2424 - acc: 0.9737 - val_loss: 0.9492 - val_acc: 0.8564 Epoch 01792: val_acc did not improve from 0.86765 Epoch 1793/3000 - 39s - loss: 0.2438 - acc: 0.9713 - val_loss: 0.9325 - val_acc: 0.8622 Epoch 01793: val_acc did not improve from 0.86765 Epoch 1794/3000 - 39s - loss: 0.2479 - acc: 0.9675 - val_loss: 0.9442 - val_acc: 0.8603 Epoch 01794: val_acc did not improve from 0.86765 Epoch 1795/3000 - 39s - loss: 0.2486 - acc: 0.9712 - val_loss: 0.9469 - val_acc: 0.8595 Epoch 01795: val_acc did not improve from 0.86765 Epoch 1796/3000 - 39s - loss: 0.2459 - acc: 0.9704 - val_loss: 0.9402 - val_acc: 0.8571 Epoch 01796: val_acc did not improve from 0.86765 Epoch 1797/3000 - 39s - loss: 0.2418 - acc: 0.9700 - val_loss: 0.9580 - val_acc: 0.8556 Epoch 01797: val_acc did not improve from 0.86765 Epoch 1798/3000 - 39s - loss: 0.2442 - acc: 0.9700 - val_loss: 0.9435 - val_acc: 0.8564 Epoch 01798: val_acc did not improve from 0.86765 Epoch 1799/3000 - 39s - loss: 0.2406 - acc: 0.9724 - val_loss: 0.9391 - val_acc: 0.8583 Epoch 01799: val_acc did not improve from 0.86765 Epoch 1800/3000 - 39s - loss: 0.2368 - acc: 0.9736 - val_loss: 0.9343 - val_acc: 0.8568 Epoch 01800: val_acc did not improve from 0.86765 Epoch 1801/3000 - 39s - loss: 0.2366 - acc: 0.9734 - val_loss: 0.9168 - val_acc: 0.8606 Epoch 01801: val_acc did not improve from 0.86765 Epoch 1802/3000 - 39s - loss: 0.2345 - acc: 0.9730 - val_loss: 0.9597 - val_acc: 0.8571 Epoch 01802: val_acc did not improve from 0.86765 Epoch 1803/3000 - 39s - loss: 0.2450 - acc: 0.9700 - val_loss: 0.9367 - val_acc: 0.8595 Epoch 01803: val_acc did not improve from 0.86765 Epoch 1804/3000 - 39s - loss: 0.2403 - acc: 0.9730 - val_loss: 0.9376 - val_acc: 0.8591 Epoch 01804: val_acc did not improve from 0.86765 Epoch 1805/3000 - 39s - loss: 0.2388 - acc: 0.9712 - val_loss: 0.9378 - val_acc: 0.8564 Epoch 01805: val_acc did not improve from 0.86765 Epoch 1806/3000 - 39s - loss: 0.2422 - acc: 0.9718 - val_loss: 0.9483 - val_acc: 0.8564 Epoch 01806: val_acc did not improve from 0.86765 Epoch 1807/3000 - 39s - loss: 0.2417 - acc: 0.9701 - val_loss: 0.9790 - val_acc: 0.8521 Epoch 01807: val_acc did not improve from 0.86765 Epoch 1808/3000 - 39s - loss: 0.2371 - acc: 0.9734 - val_loss: 0.9583 - val_acc: 0.8560 Epoch 01808: val_acc did not improve from 0.86765 Epoch 1809/3000 - 39s - loss: 0.2282 - acc: 0.9749 - val_loss: 0.9693 - val_acc: 0.8533 Epoch 01809: val_acc did not improve from 0.86765 Epoch 1810/3000 - 39s - loss: 0.2411 - acc: 0.9695 - val_loss: 0.9553 - val_acc: 0.8552 Epoch 01810: val_acc did not improve from 0.86765 Epoch 1811/3000 - 39s - loss: 0.2520 - acc: 0.9709 - val_loss: 0.9570 - val_acc: 0.8548 Epoch 01811: val_acc did not improve from 0.86765 Epoch 1812/3000 - 39s - loss: 0.2471 - acc: 0.9698 - val_loss: 0.9281 - val_acc: 0.8599 Epoch 01812: val_acc did not improve from 0.86765 Epoch 1813/3000 - 39s - loss: 0.2417 - acc: 0.9721 - val_loss: 0.9480 - val_acc: 0.8591 Epoch 01813: val_acc did not improve from 0.86765 Epoch 1814/3000 - 39s - loss: 0.2373 - acc: 0.9746 - val_loss: 0.9497 - val_acc: 0.8583 Epoch 01814: val_acc did not improve from 0.86765 Epoch 1815/3000 - 39s - loss: 0.2368 - acc: 0.9736 - val_loss: 0.9438 - val_acc: 0.8575 Epoch 01815: val_acc did not improve from 0.86765 Epoch 1816/3000 - 39s - loss: 0.2418 - acc: 0.9712 - val_loss: 0.9399 - val_acc: 0.8595 Epoch 01816: val_acc did not improve from 0.86765 Epoch 1817/3000 - 39s - loss: 0.2405 - acc: 0.9710 - val_loss: 0.9412 - val_acc: 0.8575 Epoch 01817: val_acc did not improve from 0.86765 Epoch 1818/3000 - 39s - loss: 0.2468 - acc: 0.9700 - val_loss: 0.9614 - val_acc: 0.8544 Epoch 01818: val_acc did not improve from 0.86765 Epoch 1819/3000 - 39s - loss: 0.2416 - acc: 0.9695 - val_loss: 0.9304 - val_acc: 0.8610 Epoch 01819: val_acc did not improve from 0.86765 Epoch 1820/3000 - 39s - loss: 0.2365 - acc: 0.9727 - val_loss: 0.9495 - val_acc: 0.8564 Epoch 01820: val_acc did not improve from 0.86765 Epoch 1821/3000 - 39s - loss: 0.2381 - acc: 0.9721 - val_loss: 0.9580 - val_acc: 0.8606 Epoch 01821: val_acc did not improve from 0.86765 Epoch 1822/3000 - 39s - loss: 0.2413 - acc: 0.9721 - val_loss: 0.9527 - val_acc: 0.8595 Epoch 01822: val_acc did not improve from 0.86765 Epoch 1823/3000 - 39s - loss: 0.2466 - acc: 0.9731 - val_loss: 0.9803 - val_acc: 0.8544 Epoch 01823: val_acc did not improve from 0.86765 Epoch 1824/3000 - 39s - loss: 0.2419 - acc: 0.9688 - val_loss: 0.9607 - val_acc: 0.8571 Epoch 01824: val_acc did not improve from 0.86765 Epoch 1825/3000 - 39s - loss: 0.2390 - acc: 0.9734 - val_loss: 0.9452 - val_acc: 0.8583 Epoch 01825: val_acc did not improve from 0.86765 Epoch 1826/3000 - 40s - loss: 0.2399 - acc: 0.9710 - val_loss: 0.9513 - val_acc: 0.8591 Epoch 01826: val_acc did not improve from 0.86765 Epoch 1827/3000 - 39s - loss: 0.2378 - acc: 0.9713 - val_loss: 0.9697 - val_acc: 0.8583 Epoch 01827: val_acc did not improve from 0.86765 Epoch 1828/3000 - 39s - loss: 0.2388 - acc: 0.9713 - val_loss: 0.9881 - val_acc: 0.8517 Epoch 01828: val_acc did not improve from 0.86765 Epoch 1829/3000 - 39s - loss: 0.2408 - acc: 0.9704 - val_loss: 0.9500 - val_acc: 0.8544 Epoch 01829: val_acc did not improve from 0.86765 Epoch 1830/3000 - 39s - loss: 0.2329 - acc: 0.9728 - val_loss: 0.9716 - val_acc: 0.8544 Epoch 01830: val_acc did not improve from 0.86765 Epoch 1831/3000 - 39s - loss: 0.2355 - acc: 0.9758 - val_loss: 0.9836 - val_acc: 0.8525 Epoch 01831: val_acc did not improve from 0.86765 Epoch 1832/3000 - 39s - loss: 0.2432 - acc: 0.9707 - val_loss: 0.9901 - val_acc: 0.8509 Epoch 01832: val_acc did not improve from 0.86765 Epoch 1833/3000 - 40s - loss: 0.2499 - acc: 0.9686 - val_loss: 0.9511 - val_acc: 0.8575 Epoch 01833: val_acc did not improve from 0.86765 Epoch 1834/3000 - 39s - loss: 0.2431 - acc: 0.9681 - val_loss: 0.9292 - val_acc: 0.8587 Epoch 01834: val_acc did not improve from 0.86765 Epoch 1835/3000 - 39s - loss: 0.2391 - acc: 0.9707 - val_loss: 0.9398 - val_acc: 0.8626 Epoch 01835: val_acc did not improve from 0.86765 Epoch 1836/3000 - 39s - loss: 0.2392 - acc: 0.9698 - val_loss: 0.9527 - val_acc: 0.8571 Epoch 01836: val_acc did not improve from 0.86765 Epoch 1837/3000 - 39s - loss: 0.2405 - acc: 0.9707 - val_loss: 0.9451 - val_acc: 0.8587 Epoch 01837: val_acc did not improve from 0.86765 Epoch 1838/3000 - 39s - loss: 0.2516 - acc: 0.9695 - val_loss: 0.9610 - val_acc: 0.8544 Epoch 01838: val_acc did not improve from 0.86765 Epoch 1839/3000 - 39s - loss: 0.2381 - acc: 0.9749 - val_loss: 0.9451 - val_acc: 0.8571 Epoch 01839: val_acc did not improve from 0.86765 Epoch 1840/3000 - 39s - loss: 0.2408 - acc: 0.9697 - val_loss: 0.9727 - val_acc: 0.8529 Epoch 01840: val_acc did not improve from 0.86765 Epoch 1841/3000 - 39s - loss: 0.2402 - acc: 0.9712 - val_loss: 0.9786 - val_acc: 0.8548 Epoch 01841: val_acc did not improve from 0.86765 Epoch 1842/3000 - 39s - loss: 0.2398 - acc: 0.9721 - val_loss: 0.9552 - val_acc: 0.8575 Epoch 01842: val_acc did not improve from 0.86765 Epoch 1843/3000 - 39s - loss: 0.2389 - acc: 0.9713 - val_loss: 0.9592 - val_acc: 0.8548 Epoch 01843: val_acc did not improve from 0.86765 Epoch 1844/3000 - 39s - loss: 0.2357 - acc: 0.9743 - val_loss: 0.9337 - val_acc: 0.8571 Epoch 01844: val_acc did not improve from 0.86765 Epoch 1845/3000 - 39s - loss: 0.2399 - acc: 0.9704 - val_loss: 0.9657 - val_acc: 0.8521 Epoch 01845: val_acc did not improve from 0.86765 Epoch 1846/3000 - 39s - loss: 0.2329 - acc: 0.9742 - val_loss: 0.9439 - val_acc: 0.8575 Epoch 01846: val_acc did not improve from 0.86765 Epoch 1847/3000 - 39s - loss: 0.2435 - acc: 0.9704 - val_loss: 0.9366 - val_acc: 0.8603 Epoch 01847: val_acc did not improve from 0.86765 Epoch 1848/3000 - 39s - loss: 0.2470 - acc: 0.9694 - val_loss: 0.9374 - val_acc: 0.8575 Epoch 01848: val_acc did not improve from 0.86765 Epoch 1849/3000 - 39s - loss: 0.2396 - acc: 0.9718 - val_loss: 0.9438 - val_acc: 0.8568 Epoch 01849: val_acc did not improve from 0.86765 Epoch 1850/3000 - 39s - loss: 0.2414 - acc: 0.9719 - val_loss: 0.9080 - val_acc: 0.8603 Epoch 01850: val_acc did not improve from 0.86765 Epoch 1851/3000 - 39s - loss: 0.2434 - acc: 0.9697 - val_loss: 0.9104 - val_acc: 0.8599 Epoch 01851: val_acc did not improve from 0.86765 Epoch 1852/3000 - 39s - loss: 0.2470 - acc: 0.9713 - val_loss: 0.9503 - val_acc: 0.8603 Epoch 01852: val_acc did not improve from 0.86765 Epoch 1853/3000 - 39s - loss: 0.2453 - acc: 0.9700 - val_loss: 0.9346 - val_acc: 0.8595 Epoch 01853: val_acc did not improve from 0.86765 Epoch 1854/3000 - 39s - loss: 0.2381 - acc: 0.9739 - val_loss: 0.9314 - val_acc: 0.8614 Epoch 01854: val_acc did not improve from 0.86765 Epoch 1855/3000 - 39s - loss: 0.2400 - acc: 0.9724 - val_loss: 0.9511 - val_acc: 0.8583 Epoch 01855: val_acc did not improve from 0.86765 Epoch 1856/3000 - 39s - loss: 0.2430 - acc: 0.9703 - val_loss: 0.9523 - val_acc: 0.8556 Epoch 01856: val_acc did not improve from 0.86765 Epoch 1857/3000 - 39s - loss: 0.2361 - acc: 0.9721 - val_loss: 0.9428 - val_acc: 0.8575 Epoch 01857: val_acc did not improve from 0.86765 Epoch 1858/3000 - 39s - loss: 0.2398 - acc: 0.9715 - val_loss: 0.9580 - val_acc: 0.8575 Epoch 01858: val_acc did not improve from 0.86765 Epoch 1859/3000 - 39s - loss: 0.2347 - acc: 0.9722 - val_loss: 0.9519 - val_acc: 0.8587 Epoch 01859: val_acc did not improve from 0.86765 Epoch 1860/3000 - 39s - loss: 0.2367 - acc: 0.9724 - val_loss: 0.9812 - val_acc: 0.8552 Epoch 01860: val_acc did not improve from 0.86765 Epoch 1861/3000 - 39s - loss: 0.2304 - acc: 0.9746 - val_loss: 0.9847 - val_acc: 0.8595 Epoch 01861: val_acc did not improve from 0.86765 Epoch 1862/3000 - 39s - loss: 0.2331 - acc: 0.9755 - val_loss: 0.9559 - val_acc: 0.8599 Epoch 01862: val_acc did not improve from 0.86765 Epoch 1863/3000 - 39s - loss: 0.2399 - acc: 0.9687 - val_loss: 0.9609 - val_acc: 0.8587 Epoch 01863: val_acc did not improve from 0.86765 Epoch 1864/3000 - 39s - loss: 0.2407 - acc: 0.9706 - val_loss: 0.9607 - val_acc: 0.8544 Epoch 01864: val_acc did not improve from 0.86765 Epoch 1865/3000 - 39s - loss: 0.2422 - acc: 0.9727 - val_loss: 0.9649 - val_acc: 0.8579 Epoch 01865: val_acc did not improve from 0.86765 Epoch 1866/3000 - 39s - loss: 0.2418 - acc: 0.9719 - val_loss: 0.9655 - val_acc: 0.8564 Epoch 01866: val_acc did not improve from 0.86765 Epoch 1867/3000 - 39s - loss: 0.2550 - acc: 0.9694 - val_loss: 0.9776 - val_acc: 0.8525 Epoch 01867: val_acc did not improve from 0.86765 Epoch 1868/3000 - 39s - loss: 0.2452 - acc: 0.9709 - val_loss: 0.9613 - val_acc: 0.8536 Epoch 01868: val_acc did not improve from 0.86765 Epoch 1869/3000 - 39s - loss: 0.2403 - acc: 0.9728 - val_loss: 0.9542 - val_acc: 0.8552 Epoch 01869: val_acc did not improve from 0.86765 Epoch 1870/3000 - 39s - loss: 0.2402 - acc: 0.9721 - val_loss: 0.9660 - val_acc: 0.8579 Epoch 01870: val_acc did not improve from 0.86765 Epoch 1871/3000 - 39s - loss: 0.2373 - acc: 0.9727 - val_loss: 0.9606 - val_acc: 0.8575 Epoch 01871: val_acc did not improve from 0.86765 Epoch 1872/3000 - 39s - loss: 0.2404 - acc: 0.9718 - val_loss: 0.9379 - val_acc: 0.8591 Epoch 01872: val_acc did not improve from 0.86765 Epoch 1873/3000 - 39s - loss: 0.2452 - acc: 0.9716 - val_loss: 0.9386 - val_acc: 0.8571 Epoch 01873: val_acc did not improve from 0.86765 Epoch 1874/3000 - 39s - loss: 0.2387 - acc: 0.9721 - val_loss: 0.9413 - val_acc: 0.8556 Epoch 01874: val_acc did not improve from 0.86765 Epoch 1875/3000 - 39s - loss: 0.2489 - acc: 0.9695 - val_loss: 0.9421 - val_acc: 0.8587 Epoch 01875: val_acc did not improve from 0.86765 Epoch 1876/3000 - 39s - loss: 0.2346 - acc: 0.9718 - val_loss: 0.9266 - val_acc: 0.8603 Epoch 01876: val_acc did not improve from 0.86765 Epoch 1877/3000 - 39s - loss: 0.2360 - acc: 0.9713 - val_loss: 0.9745 - val_acc: 0.8564 Epoch 01877: val_acc did not improve from 0.86765 Epoch 1878/3000 - 39s - loss: 0.2408 - acc: 0.9727 - val_loss: 0.9634 - val_acc: 0.8587 Epoch 01878: val_acc did not improve from 0.86765 Epoch 1879/3000 - 39s - loss: 0.2326 - acc: 0.9733 - val_loss: 0.9706 - val_acc: 0.8556 Epoch 01879: val_acc did not improve from 0.86765 Epoch 1880/3000 - 39s - loss: 0.2360 - acc: 0.9746 - val_loss: 0.9577 - val_acc: 0.8571 Epoch 01880: val_acc did not improve from 0.86765 Epoch 1881/3000 - 39s - loss: 0.2414 - acc: 0.9713 - val_loss: 0.9587 - val_acc: 0.8560 Epoch 01881: val_acc did not improve from 0.86765 Epoch 1882/3000 - 39s - loss: 0.2357 - acc: 0.9713 - val_loss: 0.9674 - val_acc: 0.8544 Epoch 01882: val_acc did not improve from 0.86765 Epoch 1883/3000 - 39s - loss: 0.2440 - acc: 0.9727 - val_loss: 0.9707 - val_acc: 0.8560 Epoch 01883: val_acc did not improve from 0.86765 Epoch 1884/3000 - 39s - loss: 0.2407 - acc: 0.9709 - val_loss: 0.9582 - val_acc: 0.8540 Epoch 01884: val_acc did not improve from 0.86765 Epoch 1885/3000 - 39s - loss: 0.2495 - acc: 0.9689 - val_loss: 0.9689 - val_acc: 0.8540 Epoch 01885: val_acc did not improve from 0.86765 Epoch 1886/3000 - 39s - loss: 0.2439 - acc: 0.9713 - val_loss: 0.9941 - val_acc: 0.8490 Epoch 01886: val_acc did not improve from 0.86765 Epoch 1887/3000 - 39s - loss: 0.2344 - acc: 0.9727 - val_loss: 0.9802 - val_acc: 0.8540 Epoch 01887: val_acc did not improve from 0.86765 Epoch 1888/3000 - 39s - loss: 0.2310 - acc: 0.9722 - val_loss: 0.9709 - val_acc: 0.8529 Epoch 01888: val_acc did not improve from 0.86765 Epoch 1889/3000 - 39s - loss: 0.2405 - acc: 0.9721 - val_loss: 0.9663 - val_acc: 0.8548 Epoch 01889: val_acc did not improve from 0.86765 Epoch 1890/3000 - 39s - loss: 0.2370 - acc: 0.9728 - val_loss: 0.9883 - val_acc: 0.8525 Epoch 01890: val_acc did not improve from 0.86765 Epoch 1891/3000 - 39s - loss: 0.2374 - acc: 0.9734 - val_loss: 0.9596 - val_acc: 0.8587 Epoch 01891: val_acc did not improve from 0.86765 Epoch 1892/3000 - 39s - loss: 0.2392 - acc: 0.9733 - val_loss: 0.9252 - val_acc: 0.8614 Epoch 01892: val_acc did not improve from 0.86765 Epoch 1893/3000 - 39s - loss: 0.2387 - acc: 0.9739 - val_loss: 0.9429 - val_acc: 0.8606 Epoch 01893: val_acc did not improve from 0.86765 Epoch 1894/3000 - 39s - loss: 0.2370 - acc: 0.9718 - val_loss: 0.9621 - val_acc: 0.8568 Epoch 01894: val_acc did not improve from 0.86765 Epoch 1895/3000 - 39s - loss: 0.2471 - acc: 0.9706 - val_loss: 0.9455 - val_acc: 0.8571 Epoch 01895: val_acc did not improve from 0.86765 Epoch 1896/3000 - 39s - loss: 0.2334 - acc: 0.9724 - val_loss: 0.9653 - val_acc: 0.8560 Epoch 01896: val_acc did not improve from 0.86765 Epoch 1897/3000 - 39s - loss: 0.2416 - acc: 0.9710 - val_loss: 0.9728 - val_acc: 0.8560 Epoch 01897: val_acc did not improve from 0.86765 Epoch 1898/3000 - 39s - loss: 0.2371 - acc: 0.9737 - val_loss: 0.9766 - val_acc: 0.8556 Epoch 01898: val_acc did not improve from 0.86765 Epoch 1899/3000 - 39s - loss: 0.2401 - acc: 0.9706 - val_loss: 0.9570 - val_acc: 0.8564 Epoch 01899: val_acc did not improve from 0.86765 Epoch 1900/3000 - 39s - loss: 0.2432 - acc: 0.9707 - val_loss: 0.9477 - val_acc: 0.8591 Epoch 01900: val_acc did not improve from 0.86765 Epoch 1901/3000 - 39s - loss: 0.2355 - acc: 0.9739 - val_loss: 0.9596 - val_acc: 0.8552 Epoch 01901: val_acc did not improve from 0.86765 Epoch 1902/3000 - 39s - loss: 0.2412 - acc: 0.9721 - val_loss: 0.9618 - val_acc: 0.8513 Epoch 01902: val_acc did not improve from 0.86765 Epoch 1903/3000 - 39s - loss: 0.2387 - acc: 0.9719 - val_loss: 0.9374 - val_acc: 0.8606 Epoch 01903: val_acc did not improve from 0.86765 Epoch 1904/3000 - 39s - loss: 0.2339 - acc: 0.9728 - val_loss: 0.9285 - val_acc: 0.8579 Epoch 01904: val_acc did not improve from 0.86765 Epoch 1905/3000 - 39s - loss: 0.2372 - acc: 0.9746 - val_loss: 0.9552 - val_acc: 0.8571 Epoch 01905: val_acc did not improve from 0.86765 Epoch 1906/3000 - 39s - loss: 0.2459 - acc: 0.9709 - val_loss: 0.9340 - val_acc: 0.8599 Epoch 01906: val_acc did not improve from 0.86765 Epoch 1907/3000 - 39s - loss: 0.2344 - acc: 0.9733 - val_loss: 0.9364 - val_acc: 0.8587 Epoch 01907: val_acc did not improve from 0.86765 Epoch 1908/3000 - 39s - loss: 0.2379 - acc: 0.9725 - val_loss: 0.9703 - val_acc: 0.8587 Epoch 01908: val_acc did not improve from 0.86765 Epoch 1909/3000 - 39s - loss: 0.2433 - acc: 0.9713 - val_loss: 0.9424 - val_acc: 0.8568 Epoch 01909: val_acc did not improve from 0.86765 Epoch 1910/3000 - 39s - loss: 0.2371 - acc: 0.9742 - val_loss: 0.9427 - val_acc: 0.8579 Epoch 01910: val_acc did not improve from 0.86765 Epoch 1911/3000 - 39s - loss: 0.2467 - acc: 0.9706 - val_loss: 0.9509 - val_acc: 0.8540 Epoch 01911: val_acc did not improve from 0.86765 Epoch 1912/3000 - 39s - loss: 0.2344 - acc: 0.9724 - val_loss: 0.9493 - val_acc: 0.8556 Epoch 01912: val_acc did not improve from 0.86765 Epoch 1913/3000 - 39s - loss: 0.2317 - acc: 0.9734 - val_loss: 0.9739 - val_acc: 0.8533 Epoch 01913: val_acc did not improve from 0.86765 Epoch 1914/3000 - 39s - loss: 0.2358 - acc: 0.9725 - val_loss: 0.9722 - val_acc: 0.8548 Epoch 01914: val_acc did not improve from 0.86765 Epoch 1915/3000 - 39s - loss: 0.2417 - acc: 0.9719 - val_loss: 0.9384 - val_acc: 0.8583 Epoch 01915: val_acc did not improve from 0.86765 Epoch 1916/3000 - 39s - loss: 0.2421 - acc: 0.9722 - val_loss: 0.9634 - val_acc: 0.8536 Epoch 01916: val_acc did not improve from 0.86765 Epoch 1917/3000 - 39s - loss: 0.2352 - acc: 0.9722 - val_loss: 0.9507 - val_acc: 0.8552 Epoch 01917: val_acc did not improve from 0.86765 Epoch 1918/3000 - 40s - loss: 0.2385 - acc: 0.9709 - val_loss: 0.9990 - val_acc: 0.8497 Epoch 01918: val_acc did not improve from 0.86765 Epoch 1919/3000 - 39s - loss: 0.2386 - acc: 0.9739 - val_loss: 0.9816 - val_acc: 0.8521 Epoch 01919: val_acc did not improve from 0.86765 Epoch 1920/3000 - 39s - loss: 0.2395 - acc: 0.9722 - val_loss: 0.9367 - val_acc: 0.8591 Epoch 01920: val_acc did not improve from 0.86765 Epoch 1921/3000 - 39s - loss: 0.2367 - acc: 0.9730 - val_loss: 0.9630 - val_acc: 0.8591 Epoch 01921: val_acc did not improve from 0.86765 Epoch 1922/3000 - 39s - loss: 0.2380 - acc: 0.9716 - val_loss: 0.9766 - val_acc: 0.8556 Epoch 01922: val_acc did not improve from 0.86765 Epoch 1923/3000 - 39s - loss: 0.2269 - acc: 0.9752 - val_loss: 0.9504 - val_acc: 0.8595 Epoch 01923: val_acc did not improve from 0.86765 Epoch 1924/3000 - 39s - loss: 0.2434 - acc: 0.9704 - val_loss: 0.9474 - val_acc: 0.8560 Epoch 01924: val_acc did not improve from 0.86765 Epoch 1925/3000 - 39s - loss: 0.2433 - acc: 0.9716 - val_loss: 0.9505 - val_acc: 0.8548 Epoch 01925: val_acc did not improve from 0.86765 Epoch 1926/3000 - 39s - loss: 0.2325 - acc: 0.9721 - val_loss: 0.9665 - val_acc: 0.8525 Epoch 01926: val_acc did not improve from 0.86765 Epoch 1927/3000 - 39s - loss: 0.2381 - acc: 0.9740 - val_loss: 0.9683 - val_acc: 0.8533 Epoch 01927: val_acc did not improve from 0.86765 Epoch 1928/3000 - 39s - loss: 0.2500 - acc: 0.9698 - val_loss: 0.9197 - val_acc: 0.8587 Epoch 01928: val_acc did not improve from 0.86765 Epoch 1929/3000 - 39s - loss: 0.2470 - acc: 0.9701 - val_loss: 0.9270 - val_acc: 0.8595 Epoch 01929: val_acc did not improve from 0.86765 Epoch 1930/3000 - 40s - loss: 0.2369 - acc: 0.9709 - val_loss: 0.9403 - val_acc: 0.8591 Epoch 01930: val_acc did not improve from 0.86765 Epoch 1931/3000 - 39s - loss: 0.2388 - acc: 0.9742 - val_loss: 0.9646 - val_acc: 0.8529 Epoch 01931: val_acc did not improve from 0.86765 Epoch 1932/3000 - 39s - loss: 0.2443 - acc: 0.9715 - val_loss: 0.9565 - val_acc: 0.8536 Epoch 01932: val_acc did not improve from 0.86765 Epoch 1933/3000 - 39s - loss: 0.2288 - acc: 0.9758 - val_loss: 0.9446 - val_acc: 0.8564 Epoch 01933: val_acc did not improve from 0.86765 Epoch 1934/3000 - 39s - loss: 0.2394 - acc: 0.9715 - val_loss: 0.9450 - val_acc: 0.8564 Epoch 01934: val_acc did not improve from 0.86765 Epoch 1935/3000 - 39s - loss: 0.2435 - acc: 0.9719 - val_loss: 0.9380 - val_acc: 0.8544 Epoch 01935: val_acc did not improve from 0.86765 Epoch 1936/3000 - 39s - loss: 0.2404 - acc: 0.9713 - val_loss: 0.9436 - val_acc: 0.8552 Epoch 01936: val_acc did not improve from 0.86765 Epoch 1937/3000 - 39s - loss: 0.2463 - acc: 0.9707 - val_loss: 0.9316 - val_acc: 0.8568 Epoch 01937: val_acc did not improve from 0.86765 Epoch 1938/3000 - 39s - loss: 0.2431 - acc: 0.9710 - val_loss: 0.9430 - val_acc: 0.8548 Epoch 01938: val_acc did not improve from 0.86765 Epoch 1939/3000 - 39s - loss: 0.2424 - acc: 0.9713 - val_loss: 0.9609 - val_acc: 0.8571 Epoch 01939: val_acc did not improve from 0.86765 Epoch 1940/3000 - 39s - loss: 0.2343 - acc: 0.9727 - val_loss: 0.9469 - val_acc: 0.8552 Epoch 01940: val_acc did not improve from 0.86765 Epoch 1941/3000 - 39s - loss: 0.2327 - acc: 0.9739 - val_loss: 0.9730 - val_acc: 0.8521 Epoch 01941: val_acc did not improve from 0.86765 Epoch 1942/3000 - 39s - loss: 0.2485 - acc: 0.9701 - val_loss: 0.9613 - val_acc: 0.8533 Epoch 01942: val_acc did not improve from 0.86765 Epoch 1943/3000 - 39s - loss: 0.2386 - acc: 0.9712 - val_loss: 0.9709 - val_acc: 0.8509 Epoch 01943: val_acc did not improve from 0.86765 Epoch 1944/3000 - 39s - loss: 0.2444 - acc: 0.9719 - val_loss: 0.9265 - val_acc: 0.8587 Epoch 01944: val_acc did not improve from 0.86765 Epoch 1945/3000 - 39s - loss: 0.2355 - acc: 0.9736 - val_loss: 0.9613 - val_acc: 0.8552 Epoch 01945: val_acc did not improve from 0.86765 Epoch 1946/3000 - 39s - loss: 0.2347 - acc: 0.9731 - val_loss: 0.9583 - val_acc: 0.8521 Epoch 01946: val_acc did not improve from 0.86765 Epoch 1947/3000 - 39s - loss: 0.2366 - acc: 0.9727 - val_loss: 0.9558 - val_acc: 0.8571 Epoch 01947: val_acc did not improve from 0.86765 Epoch 1948/3000 - 39s - loss: 0.2376 - acc: 0.9719 - val_loss: 0.9360 - val_acc: 0.8583 Epoch 01948: val_acc did not improve from 0.86765 Epoch 1949/3000 - 39s - loss: 0.2278 - acc: 0.9742 - val_loss: 0.9444 - val_acc: 0.8587 Epoch 01949: val_acc did not improve from 0.86765 Epoch 1950/3000 - 39s - loss: 0.2490 - acc: 0.9703 - val_loss: 0.9326 - val_acc: 0.8599 Epoch 01950: val_acc did not improve from 0.86765 Epoch 1951/3000 - 39s - loss: 0.2354 - acc: 0.9736 - val_loss: 0.9240 - val_acc: 0.8575 Epoch 01951: val_acc did not improve from 0.86765 Epoch 1952/3000 - 39s - loss: 0.2372 - acc: 0.9724 - val_loss: 0.9178 - val_acc: 0.8587 Epoch 01952: val_acc did not improve from 0.86765 Epoch 1953/3000 - 39s - loss: 0.2367 - acc: 0.9715 - val_loss: 0.9453 - val_acc: 0.8540 Epoch 01953: val_acc did not improve from 0.86765 Epoch 1954/3000 - 39s - loss: 0.2439 - acc: 0.9698 - val_loss: 0.9189 - val_acc: 0.8579 Epoch 01954: val_acc did not improve from 0.86765 Epoch 1955/3000 - 39s - loss: 0.2349 - acc: 0.9748 - val_loss: 0.9128 - val_acc: 0.8575 Epoch 01955: val_acc did not improve from 0.86765 Epoch 1956/3000 - 39s - loss: 0.2483 - acc: 0.9721 - val_loss: 0.9379 - val_acc: 0.8571 Epoch 01956: val_acc did not improve from 0.86765 Epoch 1957/3000 - 39s - loss: 0.2426 - acc: 0.9713 - val_loss: 0.9401 - val_acc: 0.8564 Epoch 01957: val_acc did not improve from 0.86765 Epoch 1958/3000 - 39s - loss: 0.2320 - acc: 0.9725 - val_loss: 0.9494 - val_acc: 0.8548 Epoch 01958: val_acc did not improve from 0.86765 Epoch 1959/3000 - 39s - loss: 0.2462 - acc: 0.9709 - val_loss: 0.9283 - val_acc: 0.8575 Epoch 01959: val_acc did not improve from 0.86765 Epoch 1960/3000 - 39s - loss: 0.2322 - acc: 0.9731 - val_loss: 0.9307 - val_acc: 0.8595 Epoch 01960: val_acc did not improve from 0.86765 Epoch 1961/3000 - 39s - loss: 0.2386 - acc: 0.9725 - val_loss: 0.9237 - val_acc: 0.8599 Epoch 01961: val_acc did not improve from 0.86765 Epoch 1962/3000 - 39s - loss: 0.2421 - acc: 0.9718 - val_loss: 0.9575 - val_acc: 0.8579 Epoch 01962: val_acc did not improve from 0.86765 Epoch 1963/3000 - 39s - loss: 0.2354 - acc: 0.9716 - val_loss: 0.9744 - val_acc: 0.8536 Epoch 01963: val_acc did not improve from 0.86765 Epoch 1964/3000 - 39s - loss: 0.2351 - acc: 0.9707 - val_loss: 0.9565 - val_acc: 0.8560 Epoch 01964: val_acc did not improve from 0.86765 Epoch 1965/3000 - 39s - loss: 0.2380 - acc: 0.9739 - val_loss: 0.9547 - val_acc: 0.8568 Epoch 01965: val_acc did not improve from 0.86765 Epoch 1966/3000 - 39s - loss: 0.2353 - acc: 0.9737 - val_loss: 0.9342 - val_acc: 0.8587 Epoch 01966: val_acc did not improve from 0.86765 Epoch 1967/3000 - 39s - loss: 0.2357 - acc: 0.9733 - val_loss: 0.9350 - val_acc: 0.8575 Epoch 01967: val_acc did not improve from 0.86765 Epoch 1968/3000 - 39s - loss: 0.2315 - acc: 0.9734 - val_loss: 0.9570 - val_acc: 0.8568 Epoch 01968: val_acc did not improve from 0.86765 Epoch 1969/3000 - 39s - loss: 0.2418 - acc: 0.9700 - val_loss: 0.9726 - val_acc: 0.8529 Epoch 01969: val_acc did not improve from 0.86765 Epoch 1970/3000 - 39s - loss: 0.2409 - acc: 0.9716 - val_loss: 0.9846 - val_acc: 0.8529 Epoch 01970: val_acc did not improve from 0.86765 Epoch 1971/3000 - 39s - loss: 0.2337 - acc: 0.9733 - val_loss: 0.9560 - val_acc: 0.8556 Epoch 01971: val_acc did not improve from 0.86765 Epoch 1972/3000 - 39s - loss: 0.2431 - acc: 0.9716 - val_loss: 0.9473 - val_acc: 0.8583 Epoch 01972: val_acc did not improve from 0.86765 Epoch 1973/3000 - 39s - loss: 0.2388 - acc: 0.9713 - val_loss: 0.9491 - val_acc: 0.8595 Epoch 01973: val_acc did not improve from 0.86765 Epoch 1974/3000 - 39s - loss: 0.2320 - acc: 0.9742 - val_loss: 0.9748 - val_acc: 0.8536 Epoch 01974: val_acc did not improve from 0.86765 Epoch 1975/3000 - 39s - loss: 0.2362 - acc: 0.9712 - val_loss: 0.9847 - val_acc: 0.8525 Epoch 01975: val_acc did not improve from 0.86765 Epoch 1976/3000 - 39s - loss: 0.2345 - acc: 0.9737 - val_loss: 0.9525 - val_acc: 0.8548 Epoch 01976: val_acc did not improve from 0.86765 Epoch 1977/3000 - 39s - loss: 0.2358 - acc: 0.9728 - val_loss: 0.9498 - val_acc: 0.8564 Epoch 01977: val_acc did not improve from 0.86765 Epoch 1978/3000 - 39s - loss: 0.2410 - acc: 0.9719 - val_loss: 0.9489 - val_acc: 0.8587 Epoch 01978: val_acc did not improve from 0.86765 Epoch 1979/3000 - 40s - loss: 0.2351 - acc: 0.9719 - val_loss: 0.9670 - val_acc: 0.8548 Epoch 01979: val_acc did not improve from 0.86765 Epoch 1980/3000 - 39s - loss: 0.2305 - acc: 0.9755 - val_loss: 0.9234 - val_acc: 0.8591 Epoch 01980: val_acc did not improve from 0.86765 Epoch 1981/3000 - 39s - loss: 0.2433 - acc: 0.9709 - val_loss: 0.9302 - val_acc: 0.8544 Epoch 01981: val_acc did not improve from 0.86765 Epoch 1982/3000 - 39s - loss: 0.2398 - acc: 0.9710 - val_loss: 0.9491 - val_acc: 0.8599 Epoch 01982: val_acc did not improve from 0.86765 Epoch 1983/3000 - 39s - loss: 0.2390 - acc: 0.9719 - val_loss: 0.9484 - val_acc: 0.8610 Epoch 01983: val_acc did not improve from 0.86765 Epoch 1984/3000 - 39s - loss: 0.2371 - acc: 0.9710 - val_loss: 0.9230 - val_acc: 0.8575 Epoch 01984: val_acc did not improve from 0.86765 Epoch 1985/3000 - 39s - loss: 0.2370 - acc: 0.9718 - val_loss: 0.9209 - val_acc: 0.8595 Epoch 01985: val_acc did not improve from 0.86765 Epoch 1986/3000 - 39s - loss: 0.2372 - acc: 0.9731 - val_loss: 0.9489 - val_acc: 0.8564 Epoch 01986: val_acc did not improve from 0.86765 Epoch 1987/3000 - 39s - loss: 0.2398 - acc: 0.9746 - val_loss: 0.9605 - val_acc: 0.8564 Epoch 01987: val_acc did not improve from 0.86765 Epoch 1988/3000 - 40s - loss: 0.2354 - acc: 0.9724 - val_loss: 0.9813 - val_acc: 0.8533 Epoch 01988: val_acc did not improve from 0.86765 Epoch 1989/3000 - 39s - loss: 0.2438 - acc: 0.9718 - val_loss: 0.9515 - val_acc: 0.8571 Epoch 01989: val_acc did not improve from 0.86765 Epoch 1990/3000 - 39s - loss: 0.2381 - acc: 0.9724 - val_loss: 0.9762 - val_acc: 0.8544 Epoch 01990: val_acc did not improve from 0.86765 Epoch 1991/3000 - 39s - loss: 0.2378 - acc: 0.9716 - val_loss: 0.9334 - val_acc: 0.8610 Epoch 01991: val_acc did not improve from 0.86765 Epoch 1992/3000 - 40s - loss: 0.2349 - acc: 0.9710 - val_loss: 0.9288 - val_acc: 0.8587 Epoch 01992: val_acc did not improve from 0.86765 Epoch 1993/3000 - 39s - loss: 0.2394 - acc: 0.9724 - val_loss: 0.9279 - val_acc: 0.8575 Epoch 01993: val_acc did not improve from 0.86765 Epoch 1994/3000 - 39s - loss: 0.2526 - acc: 0.9697 - val_loss: 0.9624 - val_acc: 0.8552 Epoch 01994: val_acc did not improve from 0.86765 Epoch 1995/3000 - 39s - loss: 0.2390 - acc: 0.9710 - val_loss: 0.9695 - val_acc: 0.8509 Epoch 01995: val_acc did not improve from 0.86765 Epoch 1996/3000 - 39s - loss: 0.2423 - acc: 0.9725 - val_loss: 0.9476 - val_acc: 0.8575 Epoch 01996: val_acc did not improve from 0.86765 Epoch 1997/3000 - 39s - loss: 0.2412 - acc: 0.9707 - val_loss: 0.9169 - val_acc: 0.8595 Epoch 01997: val_acc did not improve from 0.86765 Epoch 1998/3000 - 39s - loss: 0.2388 - acc: 0.9731 - val_loss: 0.9313 - val_acc: 0.8568 Epoch 01998: val_acc did not improve from 0.86765 Epoch 1999/3000 - 39s - loss: 0.2416 - acc: 0.9718 - val_loss: 0.9367 - val_acc: 0.8575 Epoch 01999: val_acc did not improve from 0.86765 Epoch 2000/3000 - 39s - loss: 0.2459 - acc: 0.9697 - val_loss: 0.9481 - val_acc: 0.8540 Epoch 02000: val_acc did not improve from 0.86765 Epoch 2001/3000 - 39s - loss: 0.2441 - acc: 0.9719 - val_loss: 0.9557 - val_acc: 0.8556 Epoch 02001: val_acc did not improve from 0.86765 Epoch 2002/3000 - 39s - loss: 0.2404 - acc: 0.9709 - val_loss: 0.9537 - val_acc: 0.8533 Epoch 02002: val_acc did not improve from 0.86765 Epoch 2003/3000 - 39s - loss: 0.2445 - acc: 0.9695 - val_loss: 0.9502 - val_acc: 0.8564 Epoch 02003: val_acc did not improve from 0.86765 Epoch 2004/3000 - 39s - loss: 0.2377 - acc: 0.9728 - val_loss: 0.9505 - val_acc: 0.8556 Epoch 02004: val_acc did not improve from 0.86765 Epoch 2005/3000 - 40s - loss: 0.2439 - acc: 0.9712 - val_loss: 0.9444 - val_acc: 0.8575 Epoch 02005: val_acc did not improve from 0.86765 Epoch 2006/3000 - 39s - loss: 0.2411 - acc: 0.9698 - val_loss: 0.9675 - val_acc: 0.8552 Epoch 02006: val_acc did not improve from 0.86765 Epoch 2007/3000 - 39s - loss: 0.2413 - acc: 0.9725 - val_loss: 0.9461 - val_acc: 0.8571 Epoch 02007: val_acc did not improve from 0.86765 Epoch 2008/3000 - 39s - loss: 0.2400 - acc: 0.9716 - val_loss: 0.9730 - val_acc: 0.8474 Epoch 02008: val_acc did not improve from 0.86765 Epoch 2009/3000 - 39s - loss: 0.2425 - acc: 0.9691 - val_loss: 0.9421 - val_acc: 0.8583 Epoch 02009: val_acc did not improve from 0.86765 Epoch 2010/3000 - 39s - loss: 0.2375 - acc: 0.9740 - val_loss: 0.9678 - val_acc: 0.8568 Epoch 02010: val_acc did not improve from 0.86765 Epoch 2011/3000 - 39s - loss: 0.2391 - acc: 0.9704 - val_loss: 0.9357 - val_acc: 0.8571 Epoch 02011: val_acc did not improve from 0.86765 Epoch 2012/3000 - 39s - loss: 0.2442 - acc: 0.9715 - val_loss: 0.9617 - val_acc: 0.8556 Epoch 02012: val_acc did not improve from 0.86765 Epoch 2013/3000 - 39s - loss: 0.2321 - acc: 0.9739 - val_loss: 0.9584 - val_acc: 0.8540 Epoch 02013: val_acc did not improve from 0.86765 Epoch 2014/3000 - 39s - loss: 0.2488 - acc: 0.9706 - val_loss: 0.9299 - val_acc: 0.8579 Epoch 02014: val_acc did not improve from 0.86765 Epoch 2015/3000 - 39s - loss: 0.2391 - acc: 0.9694 - val_loss: 0.9469 - val_acc: 0.8595 Epoch 02015: val_acc did not improve from 0.86765 Epoch 2016/3000 - 39s - loss: 0.2331 - acc: 0.9734 - val_loss: 0.9361 - val_acc: 0.8595 Epoch 02016: val_acc did not improve from 0.86765 Epoch 2017/3000 - 39s - loss: 0.2400 - acc: 0.9709 - val_loss: 0.9471 - val_acc: 0.8571 Epoch 02017: val_acc did not improve from 0.86765 Epoch 2018/3000 - 39s - loss: 0.2352 - acc: 0.9737 - val_loss: 0.9547 - val_acc: 0.8548 Epoch 02018: val_acc did not improve from 0.86765 Epoch 2019/3000 - 39s - loss: 0.2366 - acc: 0.9724 - val_loss: 0.9492 - val_acc: 0.8536 Epoch 02019: val_acc did not improve from 0.86765 Epoch 2020/3000 - 39s - loss: 0.2387 - acc: 0.9713 - val_loss: 0.9556 - val_acc: 0.8536 Epoch 02020: val_acc did not improve from 0.86765 Epoch 2021/3000 - 39s - loss: 0.2384 - acc: 0.9701 - val_loss: 0.9613 - val_acc: 0.8548 Epoch 02021: val_acc did not improve from 0.86765 Epoch 2022/3000 - 39s - loss: 0.2335 - acc: 0.9704 - val_loss: 0.9613 - val_acc: 0.8583 Epoch 02022: val_acc did not improve from 0.86765 Epoch 2023/3000 - 39s - loss: 0.2354 - acc: 0.9718 - val_loss: 0.9449 - val_acc: 0.8583 Epoch 02023: val_acc did not improve from 0.86765 Epoch 2024/3000 - 39s - loss: 0.2371 - acc: 0.9742 - val_loss: 0.9633 - val_acc: 0.8540 Epoch 02024: val_acc did not improve from 0.86765 Epoch 2025/3000 - 39s - loss: 0.2383 - acc: 0.9719 - val_loss: 0.9627 - val_acc: 0.8579 Epoch 02025: val_acc did not improve from 0.86765 Epoch 2026/3000 - 39s - loss: 0.2476 - acc: 0.9712 - val_loss: 0.9534 - val_acc: 0.8533 Epoch 02026: val_acc did not improve from 0.86765 Epoch 2027/3000 - 39s - loss: 0.2458 - acc: 0.9700 - val_loss: 0.9551 - val_acc: 0.8540 Epoch 02027: val_acc did not improve from 0.86765 Epoch 2028/3000 - 39s - loss: 0.2380 - acc: 0.9716 - val_loss: 0.9125 - val_acc: 0.8579 Epoch 02028: val_acc did not improve from 0.86765 Epoch 2029/3000 - 39s - loss: 0.2400 - acc: 0.9715 - val_loss: 0.9414 - val_acc: 0.8544 Epoch 02029: val_acc did not improve from 0.86765 Epoch 2030/3000 - 39s - loss: 0.2453 - acc: 0.9718 - val_loss: 0.9240 - val_acc: 0.8540 Epoch 02030: val_acc did not improve from 0.86765 Epoch 2031/3000 - 39s - loss: 0.2412 - acc: 0.9706 - val_loss: 0.9580 - val_acc: 0.8544 Epoch 02031: val_acc did not improve from 0.86765 Epoch 2032/3000 - 39s - loss: 0.2414 - acc: 0.9692 - val_loss: 0.9617 - val_acc: 0.8544 Epoch 02032: val_acc did not improve from 0.86765 Epoch 2033/3000 - 39s - loss: 0.2322 - acc: 0.9724 - val_loss: 0.9299 - val_acc: 0.8575 Epoch 02033: val_acc did not improve from 0.86765 Epoch 2034/3000 - 39s - loss: 0.2407 - acc: 0.9722 - val_loss: 0.9504 - val_acc: 0.8540 Epoch 02034: val_acc did not improve from 0.86765 Epoch 2035/3000 - 39s - loss: 0.2412 - acc: 0.9704 - val_loss: 0.9584 - val_acc: 0.8525 Epoch 02035: val_acc did not improve from 0.86765 Epoch 2036/3000 - 39s - loss: 0.2291 - acc: 0.9752 - val_loss: 0.9353 - val_acc: 0.8575 Epoch 02036: val_acc did not improve from 0.86765 Epoch 2037/3000 - 39s - loss: 0.2465 - acc: 0.9713 - val_loss: 0.9433 - val_acc: 0.8548 Epoch 02037: val_acc did not improve from 0.86765 Epoch 2038/3000 - 39s - loss: 0.2313 - acc: 0.9755 - val_loss: 0.9622 - val_acc: 0.8564 Epoch 02038: val_acc did not improve from 0.86765 Epoch 2039/3000 - 39s - loss: 0.2351 - acc: 0.9742 - val_loss: 0.9695 - val_acc: 0.8544 Epoch 02039: val_acc did not improve from 0.86765 Epoch 2040/3000 - 39s - loss: 0.2315 - acc: 0.9748 - val_loss: 0.9526 - val_acc: 0.8552 Epoch 02040: val_acc did not improve from 0.86765 Epoch 2041/3000 - 39s - loss: 0.2416 - acc: 0.9721 - val_loss: 0.9791 - val_acc: 0.8521 Epoch 02041: val_acc did not improve from 0.86765 Epoch 2042/3000 - 39s - loss: 0.2393 - acc: 0.9700 - val_loss: 0.9864 - val_acc: 0.8494 Epoch 02042: val_acc did not improve from 0.86765 Epoch 2043/3000 - 39s - loss: 0.2399 - acc: 0.9706 - val_loss: 0.9681 - val_acc: 0.8533 Epoch 02043: val_acc did not improve from 0.86765 Epoch 2044/3000 - 39s - loss: 0.2462 - acc: 0.9707 - val_loss: 0.9471 - val_acc: 0.8568 Epoch 02044: val_acc did not improve from 0.86765 Epoch 2045/3000 - 39s - loss: 0.2297 - acc: 0.9731 - val_loss: 0.9520 - val_acc: 0.8568 Epoch 02045: val_acc did not improve from 0.86765 Epoch 2046/3000 - 39s - loss: 0.2403 - acc: 0.9728 - val_loss: 0.9474 - val_acc: 0.8571 Epoch 02046: val_acc did not improve from 0.86765 Epoch 2047/3000 - 39s - loss: 0.2361 - acc: 0.9730 - val_loss: 0.9686 - val_acc: 0.8533 Epoch 02047: val_acc did not improve from 0.86765 Epoch 2048/3000 - 39s - loss: 0.2373 - acc: 0.9740 - val_loss: 0.9266 - val_acc: 0.8595 Epoch 02048: val_acc did not improve from 0.86765 Epoch 2049/3000 - 39s - loss: 0.2426 - acc: 0.9719 - val_loss: 0.9389 - val_acc: 0.8556 Epoch 02049: val_acc did not improve from 0.86765 Epoch 2050/3000 - 39s - loss: 0.2379 - acc: 0.9725 - val_loss: 0.9371 - val_acc: 0.8583 Epoch 02050: val_acc did not improve from 0.86765 Epoch 2051/3000 - 39s - loss: 0.2403 - acc: 0.9701 - val_loss: 0.9588 - val_acc: 0.8548 Epoch 02051: val_acc did not improve from 0.86765 Epoch 2052/3000 - 39s - loss: 0.2376 - acc: 0.9722 - val_loss: 0.9510 - val_acc: 0.8564 Epoch 02052: val_acc did not improve from 0.86765 Epoch 2053/3000 - 39s - loss: 0.2430 - acc: 0.9695 - val_loss: 0.9629 - val_acc: 0.8552 Epoch 02053: val_acc did not improve from 0.86765 Epoch 2054/3000 - 39s - loss: 0.2442 - acc: 0.9691 - val_loss: 0.9616 - val_acc: 0.8552 Epoch 02054: val_acc did not improve from 0.86765 Epoch 2055/3000 - 39s - loss: 0.2328 - acc: 0.9730 - val_loss: 0.9661 - val_acc: 0.8521 Epoch 02055: val_acc did not improve from 0.86765 Epoch 2056/3000 - 39s - loss: 0.2396 - acc: 0.9728 - val_loss: 0.9707 - val_acc: 0.8540 Epoch 02056: val_acc did not improve from 0.86765 Epoch 2057/3000 - 39s - loss: 0.2385 - acc: 0.9701 - val_loss: 0.9474 - val_acc: 0.8571 Epoch 02057: val_acc did not improve from 0.86765 Epoch 2058/3000 - 39s - loss: 0.2517 - acc: 0.9683 - val_loss: 0.9756 - val_acc: 0.8533 Epoch 02058: val_acc did not improve from 0.86765 Epoch 2059/3000 - 39s - loss: 0.2406 - acc: 0.9703 - val_loss: 0.9670 - val_acc: 0.8544 Epoch 02059: val_acc did not improve from 0.86765 Epoch 2060/3000 - 39s - loss: 0.2333 - acc: 0.9727 - val_loss: 0.9609 - val_acc: 0.8540 Epoch 02060: val_acc did not improve from 0.86765 Epoch 2061/3000 - 39s - loss: 0.2347 - acc: 0.9734 - val_loss: 0.9288 - val_acc: 0.8560 Epoch 02061: val_acc did not improve from 0.86765 Epoch 2062/3000 - 39s - loss: 0.2367 - acc: 0.9709 - val_loss: 0.9407 - val_acc: 0.8548 Epoch 02062: val_acc did not improve from 0.86765 Epoch 2063/3000 - 39s - loss: 0.2401 - acc: 0.9695 - val_loss: 0.9461 - val_acc: 0.8552 Epoch 02063: val_acc did not improve from 0.86765 Epoch 2064/3000 - 39s - loss: 0.2355 - acc: 0.9721 - val_loss: 0.9359 - val_acc: 0.8575 Epoch 02064: val_acc did not improve from 0.86765 Epoch 2065/3000 - 39s - loss: 0.2380 - acc: 0.9740 - val_loss: 0.9771 - val_acc: 0.8560 Epoch 02065: val_acc did not improve from 0.86765 Epoch 2066/3000 - 39s - loss: 0.2330 - acc: 0.9709 - val_loss: 0.9569 - val_acc: 0.8571 Epoch 02066: val_acc did not improve from 0.86765 Epoch 2067/3000 - 39s - loss: 0.2330 - acc: 0.9730 - val_loss: 0.9549 - val_acc: 0.8564 Epoch 02067: val_acc did not improve from 0.86765 Epoch 2068/3000 - 39s - loss: 0.2374 - acc: 0.9695 - val_loss: 0.9608 - val_acc: 0.8548 Epoch 02068: val_acc did not improve from 0.86765 Epoch 2069/3000 - 39s - loss: 0.2412 - acc: 0.9709 - val_loss: 0.9994 - val_acc: 0.8525 Epoch 02069: val_acc did not improve from 0.86765 Epoch 2070/3000 - 39s - loss: 0.2426 - acc: 0.9721 - val_loss: 0.9681 - val_acc: 0.8529 Epoch 02070: val_acc did not improve from 0.86765 Epoch 2071/3000 - 39s - loss: 0.2438 - acc: 0.9709 - val_loss: 0.9335 - val_acc: 0.8595 Epoch 02071: val_acc did not improve from 0.86765 Epoch 2072/3000 - 39s - loss: 0.2370 - acc: 0.9706 - val_loss: 0.9464 - val_acc: 0.8583 Epoch 02072: val_acc did not improve from 0.86765 Epoch 2073/3000 - 39s - loss: 0.2379 - acc: 0.9716 - val_loss: 0.9395 - val_acc: 0.8610 Epoch 02073: val_acc did not improve from 0.86765 Epoch 2074/3000 - 39s - loss: 0.2335 - acc: 0.9725 - val_loss: 0.9276 - val_acc: 0.8579 Epoch 02074: val_acc did not improve from 0.86765 Epoch 2075/3000 - 39s - loss: 0.2359 - acc: 0.9707 - val_loss: 0.9434 - val_acc: 0.8583 Epoch 02075: val_acc did not improve from 0.86765 Epoch 2076/3000 - 39s - loss: 0.2351 - acc: 0.9725 - val_loss: 0.9271 - val_acc: 0.8614 Epoch 02076: val_acc did not improve from 0.86765 Epoch 2077/3000 - 39s - loss: 0.2339 - acc: 0.9739 - val_loss: 0.9493 - val_acc: 0.8560 Epoch 02077: val_acc did not improve from 0.86765 Epoch 2078/3000 - 39s - loss: 0.2408 - acc: 0.9713 - val_loss: 0.9289 - val_acc: 0.8595 Epoch 02078: val_acc did not improve from 0.86765 Epoch 2079/3000 - 39s - loss: 0.2311 - acc: 0.9731 - val_loss: 0.9743 - val_acc: 0.8540 Epoch 02079: val_acc did not improve from 0.86765 Epoch 2080/3000 - 39s - loss: 0.2391 - acc: 0.9712 - val_loss: 0.9787 - val_acc: 0.8552 Epoch 02080: val_acc did not improve from 0.86765 Epoch 2081/3000 - 39s - loss: 0.2416 - acc: 0.9721 - val_loss: 0.9481 - val_acc: 0.8591 Epoch 02081: val_acc did not improve from 0.86765 Epoch 2082/3000 - 39s - loss: 0.2349 - acc: 0.9746 - val_loss: 0.9670 - val_acc: 0.8556 Epoch 02082: val_acc did not improve from 0.86765 Epoch 2083/3000 - 39s - loss: 0.2428 - acc: 0.9700 - val_loss: 0.9585 - val_acc: 0.8525 Epoch 02083: val_acc did not improve from 0.86765 Epoch 2084/3000 - 39s - loss: 0.2419 - acc: 0.9707 - val_loss: 0.9589 - val_acc: 0.8533 Epoch 02084: val_acc did not improve from 0.86765 Epoch 2085/3000 - 39s - loss: 0.2325 - acc: 0.9718 - val_loss: 0.9546 - val_acc: 0.8583 Epoch 02085: val_acc did not improve from 0.86765 Epoch 2086/3000 - 39s - loss: 0.2456 - acc: 0.9695 - val_loss: 0.9727 - val_acc: 0.8533 Epoch 02086: val_acc did not improve from 0.86765 Epoch 2087/3000 - 39s - loss: 0.2377 - acc: 0.9725 - val_loss: 0.9415 - val_acc: 0.8591 Epoch 02087: val_acc did not improve from 0.86765 Epoch 2088/3000 - 39s - loss: 0.2340 - acc: 0.9730 - val_loss: 0.9524 - val_acc: 0.8587 Epoch 02088: val_acc did not improve from 0.86765 Epoch 2089/3000 - 40s - loss: 0.2349 - acc: 0.9739 - val_loss: 0.9492 - val_acc: 0.8575 Epoch 02089: val_acc did not improve from 0.86765 Epoch 2090/3000 - 39s - loss: 0.2492 - acc: 0.9692 - val_loss: 0.9358 - val_acc: 0.8606 Epoch 02090: val_acc did not improve from 0.86765 Epoch 2091/3000 - 39s - loss: 0.2351 - acc: 0.9716 - val_loss: 0.9357 - val_acc: 0.8556 Epoch 02091: val_acc did not improve from 0.86765 Epoch 2092/3000 - 39s - loss: 0.2311 - acc: 0.9728 - val_loss: 0.9582 - val_acc: 0.8568 Epoch 02092: val_acc did not improve from 0.86765 Epoch 2093/3000 - 40s - loss: 0.2418 - acc: 0.9727 - val_loss: 0.9491 - val_acc: 0.8587 Epoch 02093: val_acc did not improve from 0.86765 Epoch 2094/3000 - 39s - loss: 0.2311 - acc: 0.9751 - val_loss: 0.9501 - val_acc: 0.8579 Epoch 02094: val_acc did not improve from 0.86765 Epoch 2095/3000 - 39s - loss: 0.2330 - acc: 0.9709 - val_loss: 0.9506 - val_acc: 0.8560 Epoch 02095: val_acc did not improve from 0.86765 Epoch 2096/3000 - 39s - loss: 0.2446 - acc: 0.9706 - val_loss: 0.9476 - val_acc: 0.8583 Epoch 02096: val_acc did not improve from 0.86765 Epoch 2097/3000 - 39s - loss: 0.2413 - acc: 0.9698 - val_loss: 0.9480 - val_acc: 0.8568 Epoch 02097: val_acc did not improve from 0.86765 Epoch 2098/3000 - 39s - loss: 0.2435 - acc: 0.9706 - val_loss: 0.9637 - val_acc: 0.8575 Epoch 02098: val_acc did not improve from 0.86765 Epoch 2099/3000 - 38s - loss: 0.2336 - acc: 0.9710 - val_loss: 0.9526 - val_acc: 0.8552 Epoch 02099: val_acc did not improve from 0.86765 Epoch 2100/3000 - 39s - loss: 0.2388 - acc: 0.9710 - val_loss: 0.9775 - val_acc: 0.8548 Epoch 02100: val_acc did not improve from 0.86765 Epoch 2101/3000 - 39s - loss: 0.2267 - acc: 0.9755 - val_loss: 0.9836 - val_acc: 0.8575 Epoch 02101: val_acc did not improve from 0.86765 Epoch 2102/3000 - 39s - loss: 0.2341 - acc: 0.9737 - val_loss: 0.9518 - val_acc: 0.8591 Epoch 02102: val_acc did not improve from 0.86765 Epoch 2103/3000 - 39s - loss: 0.2455 - acc: 0.9709 - val_loss: 0.9928 - val_acc: 0.8505 Epoch 02103: val_acc did not improve from 0.86765 Epoch 2104/3000 - 39s - loss: 0.2408 - acc: 0.9713 - val_loss: 0.9514 - val_acc: 0.8556 Epoch 02104: val_acc did not improve from 0.86765 Epoch 2105/3000 - 39s - loss: 0.2374 - acc: 0.9727 - val_loss: 0.9577 - val_acc: 0.8556 Epoch 02105: val_acc did not improve from 0.86765 Epoch 2106/3000 - 39s - loss: 0.2509 - acc: 0.9694 - val_loss: 0.9963 - val_acc: 0.8544 Epoch 02106: val_acc did not improve from 0.86765 Epoch 2107/3000 - 39s - loss: 0.2378 - acc: 0.9739 - val_loss: 0.9823 - val_acc: 0.8540 Epoch 02107: val_acc did not improve from 0.86765 Epoch 2108/3000 - 39s - loss: 0.2395 - acc: 0.9722 - val_loss: 0.9448 - val_acc: 0.8564 Epoch 02108: val_acc did not improve from 0.86765 Epoch 2109/3000 - 39s - loss: 0.2436 - acc: 0.9713 - val_loss: 0.9368 - val_acc: 0.8583 Epoch 02109: val_acc did not improve from 0.86765 Epoch 2110/3000 - 39s - loss: 0.2356 - acc: 0.9727 - val_loss: 0.9681 - val_acc: 0.8571 Epoch 02110: val_acc did not improve from 0.86765 Epoch 2111/3000 - 39s - loss: 0.2287 - acc: 0.9752 - val_loss: 0.9240 - val_acc: 0.8599 Epoch 02111: val_acc did not improve from 0.86765 Epoch 2112/3000 - 39s - loss: 0.2469 - acc: 0.9695 - val_loss: 0.9354 - val_acc: 0.8591 Epoch 02112: val_acc did not improve from 0.86765 Epoch 2113/3000 - 39s - loss: 0.2347 - acc: 0.9736 - val_loss: 0.9155 - val_acc: 0.8638 Epoch 02113: val_acc did not improve from 0.86765 Epoch 2114/3000 - 39s - loss: 0.2462 - acc: 0.9680 - val_loss: 0.9165 - val_acc: 0.8579 Epoch 02114: val_acc did not improve from 0.86765 Epoch 2115/3000 - 39s - loss: 0.2421 - acc: 0.9722 - val_loss: 0.9211 - val_acc: 0.8591 Epoch 02115: val_acc did not improve from 0.86765 Epoch 2116/3000 - 39s - loss: 0.2292 - acc: 0.9728 - val_loss: 0.9327 - val_acc: 0.8575 Epoch 02116: val_acc did not improve from 0.86765 Epoch 2117/3000 - 39s - loss: 0.2303 - acc: 0.9725 - val_loss: 0.9244 - val_acc: 0.8583 Epoch 02117: val_acc did not improve from 0.86765 Epoch 2118/3000 - 39s - loss: 0.2364 - acc: 0.9727 - val_loss: 0.9234 - val_acc: 0.8634 Epoch 02118: val_acc did not improve from 0.86765 Epoch 2119/3000 - 39s - loss: 0.2371 - acc: 0.9725 - val_loss: 0.9618 - val_acc: 0.8560 Epoch 02119: val_acc did not improve from 0.86765 Epoch 2120/3000 - 39s - loss: 0.2456 - acc: 0.9689 - val_loss: 0.9649 - val_acc: 0.8529 Epoch 02120: val_acc did not improve from 0.86765 Epoch 2121/3000 - 39s - loss: 0.2364 - acc: 0.9743 - val_loss: 0.9671 - val_acc: 0.8575 Epoch 02121: val_acc did not improve from 0.86765 Epoch 2122/3000 - 39s - loss: 0.2430 - acc: 0.9695 - val_loss: 0.9523 - val_acc: 0.8568 Epoch 02122: val_acc did not improve from 0.86765 Epoch 2123/3000 - 39s - loss: 0.2408 - acc: 0.9707 - val_loss: 0.9457 - val_acc: 0.8579 Epoch 02123: val_acc did not improve from 0.86765 Epoch 2124/3000 - 39s - loss: 0.2469 - acc: 0.9706 - val_loss: 0.9600 - val_acc: 0.8583 Epoch 02124: val_acc did not improve from 0.86765 Epoch 2125/3000 - 39s - loss: 0.2411 - acc: 0.9709 - val_loss: 0.9726 - val_acc: 0.8575 Epoch 02125: val_acc did not improve from 0.86765 Epoch 2126/3000 - 39s - loss: 0.2395 - acc: 0.9721 - val_loss: 0.9435 - val_acc: 0.8575 Epoch 02126: val_acc did not improve from 0.86765 Epoch 2127/3000 - 39s - loss: 0.2358 - acc: 0.9725 - val_loss: 0.9640 - val_acc: 0.8536 Epoch 02127: val_acc did not improve from 0.86765 Epoch 2128/3000 - 39s - loss: 0.2387 - acc: 0.9718 - val_loss: 0.9418 - val_acc: 0.8587 Epoch 02128: val_acc did not improve from 0.86765 Epoch 2129/3000 - 39s - loss: 0.2473 - acc: 0.9689 - val_loss: 0.9574 - val_acc: 0.8560 Epoch 02129: val_acc did not improve from 0.86765 Epoch 2130/3000 - 39s - loss: 0.2325 - acc: 0.9707 - val_loss: 0.9537 - val_acc: 0.8591 Epoch 02130: val_acc did not improve from 0.86765 Epoch 2131/3000 - 39s - loss: 0.2376 - acc: 0.9737 - val_loss: 0.9685 - val_acc: 0.8548 Epoch 02131: val_acc did not improve from 0.86765 Epoch 2132/3000 - 39s - loss: 0.2299 - acc: 0.9730 - val_loss: 0.9493 - val_acc: 0.8575 Epoch 02132: val_acc did not improve from 0.86765 Epoch 2133/3000 - 39s - loss: 0.2387 - acc: 0.9728 - val_loss: 0.9621 - val_acc: 0.8556 Epoch 02133: val_acc did not improve from 0.86765 Epoch 2134/3000 - 39s - loss: 0.2414 - acc: 0.9719 - val_loss: 0.9472 - val_acc: 0.8564 Epoch 02134: val_acc did not improve from 0.86765 Epoch 2135/3000 - 39s - loss: 0.2434 - acc: 0.9709 - val_loss: 0.9432 - val_acc: 0.8575 Epoch 02135: val_acc did not improve from 0.86765 Epoch 2136/3000 - 39s - loss: 0.2439 - acc: 0.9707 - val_loss: 0.9703 - val_acc: 0.8540 Epoch 02136: val_acc did not improve from 0.86765 Epoch 2137/3000 - 40s - loss: 0.2343 - acc: 0.9749 - val_loss: 0.9428 - val_acc: 0.8591 Epoch 02137: val_acc did not improve from 0.86765 Epoch 2138/3000 - 39s - loss: 0.2365 - acc: 0.9727 - val_loss: 0.9384 - val_acc: 0.8599 Epoch 02138: val_acc did not improve from 0.86765 Epoch 2139/3000 - 39s - loss: 0.2370 - acc: 0.9742 - val_loss: 0.9424 - val_acc: 0.8603 Epoch 02139: val_acc did not improve from 0.86765 Epoch 2140/3000 - 39s - loss: 0.2327 - acc: 0.9731 - val_loss: 0.9431 - val_acc: 0.8587 Epoch 02140: val_acc did not improve from 0.86765 Epoch 2141/3000 - 39s - loss: 0.2374 - acc: 0.9716 - val_loss: 0.9011 - val_acc: 0.8653 Epoch 02141: val_acc did not improve from 0.86765 Epoch 2142/3000 - 40s - loss: 0.2385 - acc: 0.9713 - val_loss: 0.9478 - val_acc: 0.8595 Epoch 02142: val_acc did not improve from 0.86765 Epoch 2143/3000 - 39s - loss: 0.2342 - acc: 0.9742 - val_loss: 0.9522 - val_acc: 0.8564 Epoch 02143: val_acc did not improve from 0.86765 Epoch 2144/3000 - 39s - loss: 0.2383 - acc: 0.9746 - val_loss: 0.9636 - val_acc: 0.8544 Epoch 02144: val_acc did not improve from 0.86765 Epoch 2145/3000 - 39s - loss: 0.2411 - acc: 0.9698 - val_loss: 0.9515 - val_acc: 0.8606 Epoch 02145: val_acc did not improve from 0.86765 Epoch 2146/3000 - 39s - loss: 0.2485 - acc: 0.9719 - val_loss: 0.9671 - val_acc: 0.8525 Epoch 02146: val_acc did not improve from 0.86765 Epoch 2147/3000 - 39s - loss: 0.2319 - acc: 0.9728 - val_loss: 0.9527 - val_acc: 0.8560 Epoch 02147: val_acc did not improve from 0.86765 Epoch 2148/3000 - 39s - loss: 0.2393 - acc: 0.9719 - val_loss: 0.9169 - val_acc: 0.8634 Epoch 02148: val_acc did not improve from 0.86765 Epoch 2149/3000 - 39s - loss: 0.2327 - acc: 0.9733 - val_loss: 0.9487 - val_acc: 0.8587 Epoch 02149: val_acc did not improve from 0.86765 Epoch 2150/3000 - 39s - loss: 0.2423 - acc: 0.9701 - val_loss: 0.9421 - val_acc: 0.8587 Epoch 02150: val_acc did not improve from 0.86765 Epoch 2151/3000 - 39s - loss: 0.2305 - acc: 0.9742 - val_loss: 0.9333 - val_acc: 0.8622 Epoch 02151: val_acc did not improve from 0.86765 Epoch 2152/3000 - 39s - loss: 0.2429 - acc: 0.9719 - val_loss: 0.9272 - val_acc: 0.8571 Epoch 02152: val_acc did not improve from 0.86765 Epoch 2153/3000 - 39s - loss: 0.2290 - acc: 0.9737 - val_loss: 0.9488 - val_acc: 0.8564 Epoch 02153: val_acc did not improve from 0.86765 Epoch 2154/3000 - 39s - loss: 0.2352 - acc: 0.9731 - val_loss: 0.9561 - val_acc: 0.8552 Epoch 02154: val_acc did not improve from 0.86765 Epoch 2155/3000 - 39s - loss: 0.2467 - acc: 0.9709 - val_loss: 0.9504 - val_acc: 0.8579 Epoch 02155: val_acc did not improve from 0.86765 Epoch 2156/3000 - 39s - loss: 0.2377 - acc: 0.9731 - val_loss: 0.9694 - val_acc: 0.8552 Epoch 02156: val_acc did not improve from 0.86765 Epoch 2157/3000 - 39s - loss: 0.2365 - acc: 0.9724 - val_loss: 0.9621 - val_acc: 0.8591 Epoch 02157: val_acc did not improve from 0.86765 Epoch 2158/3000 - 39s - loss: 0.2381 - acc: 0.9718 - val_loss: 0.9670 - val_acc: 0.8568 Epoch 02158: val_acc did not improve from 0.86765 Epoch 2159/3000 - 39s - loss: 0.2409 - acc: 0.9703 - val_loss: 0.9648 - val_acc: 0.8536 Epoch 02159: val_acc did not improve from 0.86765 Epoch 2160/3000 - 39s - loss: 0.2353 - acc: 0.9721 - val_loss: 0.9618 - val_acc: 0.8540 Epoch 02160: val_acc did not improve from 0.86765 Epoch 2161/3000 - 39s - loss: 0.2441 - acc: 0.9707 - val_loss: 0.9449 - val_acc: 0.8571 Epoch 02161: val_acc did not improve from 0.86765 Epoch 2162/3000 - 39s - loss: 0.2358 - acc: 0.9707 - val_loss: 0.9527 - val_acc: 0.8568 Epoch 02162: val_acc did not improve from 0.86765 Epoch 2163/3000 - 39s - loss: 0.2358 - acc: 0.9707 - val_loss: 0.9394 - val_acc: 0.8544 Epoch 02163: val_acc did not improve from 0.86765 Epoch 2164/3000 - 39s - loss: 0.2400 - acc: 0.9743 - val_loss: 0.9387 - val_acc: 0.8583 Epoch 02164: val_acc did not improve from 0.86765 Epoch 2165/3000 - 39s - loss: 0.2372 - acc: 0.9712 - val_loss: 0.9530 - val_acc: 0.8536 Epoch 02165: val_acc did not improve from 0.86765 Epoch 2166/3000 - 39s - loss: 0.2463 - acc: 0.9700 - val_loss: 0.9595 - val_acc: 0.8599 Epoch 02166: val_acc did not improve from 0.86765 Epoch 2167/3000 - 39s - loss: 0.2366 - acc: 0.9736 - val_loss: 0.9505 - val_acc: 0.8560 Epoch 02167: val_acc did not improve from 0.86765 Epoch 2168/3000 - 39s - loss: 0.2294 - acc: 0.9734 - val_loss: 0.9591 - val_acc: 0.8560 Epoch 02168: val_acc did not improve from 0.86765 Epoch 2169/3000 - 39s - loss: 0.2546 - acc: 0.9663 - val_loss: 0.9435 - val_acc: 0.8575 Epoch 02169: val_acc did not improve from 0.86765 Epoch 2170/3000 - 39s - loss: 0.2328 - acc: 0.9722 - val_loss: 0.9725 - val_acc: 0.8548 Epoch 02170: val_acc did not improve from 0.86765 Epoch 2171/3000 - 38s - loss: 0.2448 - acc: 0.9701 - val_loss: 0.9529 - val_acc: 0.8575 Epoch 02171: val_acc did not improve from 0.86765 Epoch 2172/3000 - 38s - loss: 0.2358 - acc: 0.9725 - val_loss: 0.9978 - val_acc: 0.8521 Epoch 02172: val_acc did not improve from 0.86765 Epoch 2173/3000 - 39s - loss: 0.2450 - acc: 0.9724 - val_loss: 0.9337 - val_acc: 0.8579 Epoch 02173: val_acc did not improve from 0.86765 Epoch 2174/3000 - 39s - loss: 0.2355 - acc: 0.9718 - val_loss: 0.9269 - val_acc: 0.8591 Epoch 02174: val_acc did not improve from 0.86765 Epoch 2175/3000 - 39s - loss: 0.2352 - acc: 0.9742 - val_loss: 0.9453 - val_acc: 0.8571 Epoch 02175: val_acc did not improve from 0.86765 Epoch 2176/3000 - 39s - loss: 0.2358 - acc: 0.9731 - val_loss: 0.9892 - val_acc: 0.8497 Epoch 02176: val_acc did not improve from 0.86765 Epoch 2177/3000 - 39s - loss: 0.2430 - acc: 0.9703 - val_loss: 0.9376 - val_acc: 0.8548 Epoch 02177: val_acc did not improve from 0.86765 Epoch 2178/3000 - 39s - loss: 0.2502 - acc: 0.9686 - val_loss: 0.9702 - val_acc: 0.8536 Epoch 02178: val_acc did not improve from 0.86765 Epoch 2179/3000 - 39s - loss: 0.2435 - acc: 0.9700 - val_loss: 0.9554 - val_acc: 0.8556 Epoch 02179: val_acc did not improve from 0.86765 Epoch 2180/3000 - 39s - loss: 0.2311 - acc: 0.9731 - val_loss: 0.9555 - val_acc: 0.8560 Epoch 02180: val_acc did not improve from 0.86765 Epoch 2181/3000 - 39s - loss: 0.2392 - acc: 0.9709 - val_loss: 0.9399 - val_acc: 0.8587 Epoch 02181: val_acc did not improve from 0.86765 Epoch 2182/3000 - 39s - loss: 0.2355 - acc: 0.9734 - val_loss: 0.9342 - val_acc: 0.8595 Epoch 02182: val_acc did not improve from 0.86765 Epoch 2183/3000 - 39s - loss: 0.2356 - acc: 0.9718 - val_loss: 0.9682 - val_acc: 0.8548 Epoch 02183: val_acc did not improve from 0.86765 Epoch 2184/3000 - 39s - loss: 0.2416 - acc: 0.9727 - val_loss: 0.9766 - val_acc: 0.8544 Epoch 02184: val_acc did not improve from 0.86765 Epoch 2185/3000 - 39s - loss: 0.2454 - acc: 0.9698 - val_loss: 0.9491 - val_acc: 0.8568 Epoch 02185: val_acc did not improve from 0.86765 Epoch 2186/3000 - 39s - loss: 0.2301 - acc: 0.9740 - val_loss: 0.9486 - val_acc: 0.8587 Epoch 02186: val_acc did not improve from 0.86765 Epoch 2187/3000 - 39s - loss: 0.2370 - acc: 0.9709 - val_loss: 0.9520 - val_acc: 0.8579 Epoch 02187: val_acc did not improve from 0.86765 Epoch 2188/3000 - 39s - loss: 0.2449 - acc: 0.9706 - val_loss: 0.9421 - val_acc: 0.8571 Epoch 02188: val_acc did not improve from 0.86765 Epoch 2189/3000 - 39s - loss: 0.2304 - acc: 0.9748 - val_loss: 0.9585 - val_acc: 0.8587 Epoch 02189: val_acc did not improve from 0.86765 Epoch 2190/3000 - 39s - loss: 0.2320 - acc: 0.9733 - val_loss: 0.9616 - val_acc: 0.8536 Epoch 02190: val_acc did not improve from 0.86765 Epoch 2191/3000 - 39s - loss: 0.2381 - acc: 0.9716 - val_loss: 0.9054 - val_acc: 0.8606 Epoch 02191: val_acc did not improve from 0.86765 Epoch 2192/3000 - 39s - loss: 0.2270 - acc: 0.9730 - val_loss: 0.9647 - val_acc: 0.8525 Epoch 02192: val_acc did not improve from 0.86765 Epoch 2193/3000 - 39s - loss: 0.2362 - acc: 0.9725 - val_loss: 0.9449 - val_acc: 0.8575 Epoch 02193: val_acc did not improve from 0.86765 Epoch 2194/3000 - 39s - loss: 0.2333 - acc: 0.9718 - val_loss: 0.9578 - val_acc: 0.8544 Epoch 02194: val_acc did not improve from 0.86765 Epoch 2195/3000 - 39s - loss: 0.2316 - acc: 0.9716 - val_loss: 0.9701 - val_acc: 0.8579 Epoch 02195: val_acc did not improve from 0.86765 Epoch 2196/3000 - 39s - loss: 0.2371 - acc: 0.9742 - val_loss: 0.9713 - val_acc: 0.8556 Epoch 02196: val_acc did not improve from 0.86765 Epoch 2197/3000 - 39s - loss: 0.2403 - acc: 0.9719 - val_loss: 0.9509 - val_acc: 0.8560 Epoch 02197: val_acc did not improve from 0.86765 Epoch 2198/3000 - 39s - loss: 0.2362 - acc: 0.9722 - val_loss: 0.9612 - val_acc: 0.8548 Epoch 02198: val_acc did not improve from 0.86765 Epoch 2199/3000 - 39s - loss: 0.2508 - acc: 0.9710 - val_loss: 0.9537 - val_acc: 0.8560 Epoch 02199: val_acc did not improve from 0.86765 Epoch 2200/3000 - 39s - loss: 0.2344 - acc: 0.9713 - val_loss: 0.9637 - val_acc: 0.8552 Epoch 02200: val_acc did not improve from 0.86765 Epoch 2201/3000 - 39s - loss: 0.2331 - acc: 0.9742 - val_loss: 0.9383 - val_acc: 0.8603 Epoch 02201: val_acc did not improve from 0.86765 Epoch 2202/3000 - 39s - loss: 0.2339 - acc: 0.9748 - val_loss: 0.9644 - val_acc: 0.8560 Epoch 02202: val_acc did not improve from 0.86765 Epoch 2203/3000 - 39s - loss: 0.2373 - acc: 0.9718 - val_loss: 0.9537 - val_acc: 0.8544 Epoch 02203: val_acc did not improve from 0.86765 Epoch 2204/3000 - 39s - loss: 0.2358 - acc: 0.9733 - val_loss: 0.9451 - val_acc: 0.8622 Epoch 02204: val_acc did not improve from 0.86765 Epoch 2205/3000 - 40s - loss: 0.2349 - acc: 0.9722 - val_loss: 0.9414 - val_acc: 0.8575 Epoch 02205: val_acc did not improve from 0.86765 Epoch 2206/3000 - 39s - loss: 0.2430 - acc: 0.9710 - val_loss: 0.9047 - val_acc: 0.8626 Epoch 02206: val_acc did not improve from 0.86765 Epoch 2207/3000 - 40s - loss: 0.2321 - acc: 0.9730 - val_loss: 0.9673 - val_acc: 0.8564 Epoch 02207: val_acc did not improve from 0.86765 Epoch 2208/3000 - 39s - loss: 0.2349 - acc: 0.9725 - val_loss: 0.9252 - val_acc: 0.8579 Epoch 02208: val_acc did not improve from 0.86765 Epoch 2209/3000 - 39s - loss: 0.2306 - acc: 0.9743 - val_loss: 0.9461 - val_acc: 0.8622 Epoch 02209: val_acc did not improve from 0.86765 Epoch 2210/3000 - 39s - loss: 0.2442 - acc: 0.9713 - val_loss: 0.9348 - val_acc: 0.8552 Epoch 02210: val_acc did not improve from 0.86765 Epoch 2211/3000 - 39s - loss: 0.2426 - acc: 0.9721 - val_loss: 0.9371 - val_acc: 0.8583 Epoch 02211: val_acc did not improve from 0.86765 Epoch 2212/3000 - 39s - loss: 0.2378 - acc: 0.9721 - val_loss: 0.9723 - val_acc: 0.8548 Epoch 02212: val_acc did not improve from 0.86765 Epoch 2213/3000 - 39s - loss: 0.2301 - acc: 0.9751 - val_loss: 0.9681 - val_acc: 0.8560 Epoch 02213: val_acc did not improve from 0.86765 Epoch 2214/3000 - 39s - loss: 0.2444 - acc: 0.9706 - val_loss: 0.9855 - val_acc: 0.8540 Epoch 02214: val_acc did not improve from 0.86765 Epoch 2215/3000 - 39s - loss: 0.2445 - acc: 0.9703 - val_loss: 0.9591 - val_acc: 0.8579 Epoch 02215: val_acc did not improve from 0.86765 Epoch 2216/3000 - 39s - loss: 0.2359 - acc: 0.9745 - val_loss: 0.9669 - val_acc: 0.8525 Epoch 02216: val_acc did not improve from 0.86765 Epoch 2217/3000 - 39s - loss: 0.2334 - acc: 0.9727 - val_loss: 0.9352 - val_acc: 0.8614 Epoch 02217: val_acc did not improve from 0.86765 Epoch 2218/3000 - 39s - loss: 0.2380 - acc: 0.9707 - val_loss: 0.9582 - val_acc: 0.8571 Epoch 02218: val_acc did not improve from 0.86765 Epoch 2219/3000 - 40s - loss: 0.2337 - acc: 0.9718 - val_loss: 0.9612 - val_acc: 0.8548 Epoch 02219: val_acc did not improve from 0.86765 Epoch 2220/3000 - 39s - loss: 0.2393 - acc: 0.9730 - val_loss: 0.9411 - val_acc: 0.8560 Epoch 02220: val_acc did not improve from 0.86765 Epoch 2221/3000 - 39s - loss: 0.2367 - acc: 0.9697 - val_loss: 0.9605 - val_acc: 0.8579 Epoch 02221: val_acc did not improve from 0.86765 Epoch 2222/3000 - 39s - loss: 0.2362 - acc: 0.9703 - val_loss: 0.9287 - val_acc: 0.8641 Epoch 02222: val_acc did not improve from 0.86765 Epoch 2223/3000 - 39s - loss: 0.2316 - acc: 0.9745 - val_loss: 0.9463 - val_acc: 0.8579 Epoch 02223: val_acc did not improve from 0.86765 Epoch 2224/3000 - 39s - loss: 0.2419 - acc: 0.9689 - val_loss: 0.9613 - val_acc: 0.8583 Epoch 02224: val_acc did not improve from 0.86765 Epoch 2225/3000 - 39s - loss: 0.2329 - acc: 0.9724 - val_loss: 0.9395 - val_acc: 0.8606 Epoch 02225: val_acc did not improve from 0.86765 Epoch 2226/3000 - 39s - loss: 0.2434 - acc: 0.9706 - val_loss: 0.9340 - val_acc: 0.8579 Epoch 02226: val_acc did not improve from 0.86765 Epoch 2227/3000 - 39s - loss: 0.2328 - acc: 0.9716 - val_loss: 0.9440 - val_acc: 0.8579 Epoch 02227: val_acc did not improve from 0.86765 Epoch 2228/3000 - 39s - loss: 0.2380 - acc: 0.9718 - val_loss: 0.9648 - val_acc: 0.8571 Epoch 02228: val_acc did not improve from 0.86765 Epoch 2229/3000 - 39s - loss: 0.2365 - acc: 0.9715 - val_loss: 0.9581 - val_acc: 0.8552 Epoch 02229: val_acc did not improve from 0.86765 Epoch 2230/3000 - 39s - loss: 0.2364 - acc: 0.9725 - val_loss: 0.9576 - val_acc: 0.8556 Epoch 02230: val_acc did not improve from 0.86765 Epoch 2231/3000 - 39s - loss: 0.2321 - acc: 0.9722 - val_loss: 0.9319 - val_acc: 0.8599 Epoch 02231: val_acc did not improve from 0.86765 Epoch 2232/3000 - 39s - loss: 0.2298 - acc: 0.9754 - val_loss: 0.9285 - val_acc: 0.8583 Epoch 02232: val_acc did not improve from 0.86765 Epoch 2233/3000 - 39s - loss: 0.2407 - acc: 0.9713 - val_loss: 0.9410 - val_acc: 0.8552 Epoch 02233: val_acc did not improve from 0.86765 Epoch 2234/3000 - 39s - loss: 0.2410 - acc: 0.9716 - val_loss: 0.9212 - val_acc: 0.8568 Epoch 02234: val_acc did not improve from 0.86765 Epoch 2235/3000 - 39s - loss: 0.2364 - acc: 0.9715 - val_loss: 0.9463 - val_acc: 0.8575 Epoch 02235: val_acc did not improve from 0.86765 Epoch 2236/3000 - 39s - loss: 0.2395 - acc: 0.9695 - val_loss: 0.9439 - val_acc: 0.8525 Epoch 02236: val_acc did not improve from 0.86765 Epoch 2237/3000 - 39s - loss: 0.2340 - acc: 0.9709 - val_loss: 0.9286 - val_acc: 0.8575 Epoch 02237: val_acc did not improve from 0.86765 Epoch 2238/3000 - 39s - loss: 0.2371 - acc: 0.9722 - val_loss: 0.9477 - val_acc: 0.8583 Epoch 02238: val_acc did not improve from 0.86765 Epoch 2239/3000 - 39s - loss: 0.2282 - acc: 0.9731 - val_loss: 0.9587 - val_acc: 0.8525 Epoch 02239: val_acc did not improve from 0.86765 Epoch 2240/3000 - 39s - loss: 0.2267 - acc: 0.9740 - val_loss: 0.9578 - val_acc: 0.8529 Epoch 02240: val_acc did not improve from 0.86765 Epoch 2241/3000 - 39s - loss: 0.2365 - acc: 0.9749 - val_loss: 0.9466 - val_acc: 0.8556 Epoch 02241: val_acc did not improve from 0.86765 Epoch 2242/3000 - 39s - loss: 0.2370 - acc: 0.9728 - val_loss: 0.9706 - val_acc: 0.8556 Epoch 02242: val_acc did not improve from 0.86765 Epoch 2243/3000 - 40s - loss: 0.2349 - acc: 0.9739 - val_loss: 0.9677 - val_acc: 0.8552 Epoch 02243: val_acc did not improve from 0.86765 Epoch 2244/3000 - 39s - loss: 0.2303 - acc: 0.9727 - val_loss: 0.9443 - val_acc: 0.8568 Epoch 02244: val_acc did not improve from 0.86765 Epoch 2245/3000 - 39s - loss: 0.2318 - acc: 0.9745 - val_loss: 0.9391 - val_acc: 0.8571 Epoch 02245: val_acc did not improve from 0.86765 Epoch 2246/3000 - 39s - loss: 0.2316 - acc: 0.9724 - val_loss: 0.9383 - val_acc: 0.8571 Epoch 02246: val_acc did not improve from 0.86765 Epoch 2247/3000 - 39s - loss: 0.2374 - acc: 0.9715 - val_loss: 0.9841 - val_acc: 0.8529 Epoch 02247: val_acc did not improve from 0.86765 Epoch 2248/3000 - 39s - loss: 0.2327 - acc: 0.9751 - val_loss: 0.9544 - val_acc: 0.8552 Epoch 02248: val_acc did not improve from 0.86765 Epoch 2249/3000 - 39s - loss: 0.2334 - acc: 0.9713 - val_loss: 0.9532 - val_acc: 0.8568 Epoch 02249: val_acc did not improve from 0.86765 Epoch 2250/3000 - 39s - loss: 0.2449 - acc: 0.9736 - val_loss: 0.9496 - val_acc: 0.8568 Epoch 02250: val_acc did not improve from 0.86765 Epoch 2251/3000 - 39s - loss: 0.2412 - acc: 0.9703 - val_loss: 0.9364 - val_acc: 0.8595 Epoch 02251: val_acc did not improve from 0.86765 Epoch 2252/3000 - 39s - loss: 0.2331 - acc: 0.9709 - val_loss: 0.9697 - val_acc: 0.8533 Epoch 02252: val_acc did not improve from 0.86765 Epoch 2253/3000 - 39s - loss: 0.2366 - acc: 0.9722 - val_loss: 0.9391 - val_acc: 0.8591 Epoch 02253: val_acc did not improve from 0.86765 Epoch 2254/3000 - 39s - loss: 0.2298 - acc: 0.9725 - val_loss: 0.9516 - val_acc: 0.8587 Epoch 02254: val_acc did not improve from 0.86765 Epoch 2255/3000 - 39s - loss: 0.2364 - acc: 0.9715 - val_loss: 0.8996 - val_acc: 0.8610 Epoch 02255: val_acc did not improve from 0.86765 Epoch 2256/3000 - 39s - loss: 0.2331 - acc: 0.9755 - val_loss: 0.9286 - val_acc: 0.8587 Epoch 02256: val_acc did not improve from 0.86765 Epoch 2257/3000 - 39s - loss: 0.2300 - acc: 0.9751 - val_loss: 0.9458 - val_acc: 0.8548 Epoch 02257: val_acc did not improve from 0.86765 Epoch 2258/3000 - 39s - loss: 0.2352 - acc: 0.9733 - val_loss: 0.9911 - val_acc: 0.8509 Epoch 02258: val_acc did not improve from 0.86765 Epoch 2259/3000 - 39s - loss: 0.2475 - acc: 0.9712 - val_loss: 0.9554 - val_acc: 0.8560 Epoch 02259: val_acc did not improve from 0.86765 Epoch 2260/3000 - 39s - loss: 0.2407 - acc: 0.9706 - val_loss: 0.9421 - val_acc: 0.8579 Epoch 02260: val_acc did not improve from 0.86765 Epoch 2261/3000 - 39s - loss: 0.2250 - acc: 0.9749 - val_loss: 0.9583 - val_acc: 0.8544 Epoch 02261: val_acc did not improve from 0.86765 Epoch 2262/3000 - 39s - loss: 0.2343 - acc: 0.9740 - val_loss: 0.9705 - val_acc: 0.8568 Epoch 02262: val_acc did not improve from 0.86765 Epoch 2263/3000 - 39s - loss: 0.2349 - acc: 0.9743 - val_loss: 0.9594 - val_acc: 0.8552 Epoch 02263: val_acc did not improve from 0.86765 Epoch 2264/3000 - 39s - loss: 0.2313 - acc: 0.9727 - val_loss: 0.9568 - val_acc: 0.8560 Epoch 02264: val_acc did not improve from 0.86765 Epoch 2265/3000 - 39s - loss: 0.2436 - acc: 0.9706 - val_loss: 0.9479 - val_acc: 0.8571 Epoch 02265: val_acc did not improve from 0.86765 Epoch 2266/3000 - 39s - loss: 0.2275 - acc: 0.9758 - val_loss: 0.9625 - val_acc: 0.8540 Epoch 02266: val_acc did not improve from 0.86765 Epoch 2267/3000 - 39s - loss: 0.2402 - acc: 0.9725 - val_loss: 0.9445 - val_acc: 0.8540 Epoch 02267: val_acc did not improve from 0.86765 Epoch 2268/3000 - 39s - loss: 0.2369 - acc: 0.9709 - val_loss: 0.9346 - val_acc: 0.8599 Epoch 02268: val_acc did not improve from 0.86765 Epoch 2269/3000 - 39s - loss: 0.2377 - acc: 0.9715 - val_loss: 0.9488 - val_acc: 0.8571 Epoch 02269: val_acc did not improve from 0.86765 Epoch 2270/3000 - 39s - loss: 0.2398 - acc: 0.9719 - val_loss: 0.9507 - val_acc: 0.8560 Epoch 02270: val_acc did not improve from 0.86765 Epoch 2271/3000 - 39s - loss: 0.2332 - acc: 0.9731 - val_loss: 0.9596 - val_acc: 0.8568 Epoch 02271: val_acc did not improve from 0.86765 Epoch 2272/3000 - 39s - loss: 0.2426 - acc: 0.9715 - val_loss: 0.9287 - val_acc: 0.8560 Epoch 02272: val_acc did not improve from 0.86765 Epoch 2273/3000 - 39s - loss: 0.2332 - acc: 0.9737 - val_loss: 0.9244 - val_acc: 0.8595 Epoch 02273: val_acc did not improve from 0.86765 Epoch 2274/3000 - 39s - loss: 0.2369 - acc: 0.9713 - val_loss: 0.9526 - val_acc: 0.8583 Epoch 02274: val_acc did not improve from 0.86765 Epoch 2275/3000 - 39s - loss: 0.2307 - acc: 0.9730 - val_loss: 0.9783 - val_acc: 0.8525 Epoch 02275: val_acc did not improve from 0.86765 Epoch 2276/3000 - 39s - loss: 0.2444 - acc: 0.9700 - val_loss: 0.9924 - val_acc: 0.8521 Epoch 02276: val_acc did not improve from 0.86765 Epoch 2277/3000 - 39s - loss: 0.2332 - acc: 0.9728 - val_loss: 0.9869 - val_acc: 0.8544 Epoch 02277: val_acc did not improve from 0.86765 Epoch 2278/3000 - 39s - loss: 0.2401 - acc: 0.9710 - val_loss: 0.9591 - val_acc: 0.8568 Epoch 02278: val_acc did not improve from 0.86765 Epoch 2279/3000 - 39s - loss: 0.2268 - acc: 0.9752 - val_loss: 0.9801 - val_acc: 0.8529 Epoch 02279: val_acc did not improve from 0.86765 Epoch 2280/3000 - 40s - loss: 0.2347 - acc: 0.9706 - val_loss: 0.9621 - val_acc: 0.8536 Epoch 02280: val_acc did not improve from 0.86765 Epoch 2281/3000 - 39s - loss: 0.2374 - acc: 0.9719 - val_loss: 0.9544 - val_acc: 0.8552 Epoch 02281: val_acc did not improve from 0.86765 Epoch 2282/3000 - 39s - loss: 0.2396 - acc: 0.9734 - val_loss: 0.9680 - val_acc: 0.8525 Epoch 02282: val_acc did not improve from 0.86765 Epoch 2283/3000 - 39s - loss: 0.2434 - acc: 0.9713 - val_loss: 0.9440 - val_acc: 0.8560 Epoch 02283: val_acc did not improve from 0.86765 Epoch 2284/3000 - 39s - loss: 0.2409 - acc: 0.9706 - val_loss: 0.9591 - val_acc: 0.8552 Epoch 02284: val_acc did not improve from 0.86765 Epoch 2285/3000 - 39s - loss: 0.2370 - acc: 0.9715 - val_loss: 0.9714 - val_acc: 0.8521 Epoch 02285: val_acc did not improve from 0.86765 Epoch 2286/3000 - 39s - loss: 0.2458 - acc: 0.9716 - val_loss: 0.9103 - val_acc: 0.8606 Epoch 02286: val_acc did not improve from 0.86765 Epoch 2287/3000 - 39s - loss: 0.2333 - acc: 0.9718 - val_loss: 0.9534 - val_acc: 0.8552 Epoch 02287: val_acc did not improve from 0.86765 Epoch 2288/3000 - 39s - loss: 0.2379 - acc: 0.9722 - val_loss: 0.9320 - val_acc: 0.8564 Epoch 02288: val_acc did not improve from 0.86765 Epoch 2289/3000 - 39s - loss: 0.2417 - acc: 0.9706 - val_loss: 0.9663 - val_acc: 0.8548 Epoch 02289: val_acc did not improve from 0.86765 Epoch 2290/3000 - 39s - loss: 0.2416 - acc: 0.9695 - val_loss: 0.9348 - val_acc: 0.8599 Epoch 02290: val_acc did not improve from 0.86765 Epoch 2291/3000 - 39s - loss: 0.2304 - acc: 0.9737 - val_loss: 0.9505 - val_acc: 0.8583 Epoch 02291: val_acc did not improve from 0.86765 Epoch 2292/3000 - 39s - loss: 0.2349 - acc: 0.9724 - val_loss: 0.9879 - val_acc: 0.8525 Epoch 02292: val_acc did not improve from 0.86765 Epoch 2293/3000 - 39s - loss: 0.2395 - acc: 0.9724 - val_loss: 0.9370 - val_acc: 0.8595 Epoch 02293: val_acc did not improve from 0.86765 Epoch 2294/3000 - 39s - loss: 0.2269 - acc: 0.9745 - val_loss: 0.9260 - val_acc: 0.8603 Epoch 02294: val_acc did not improve from 0.86765 Epoch 2295/3000 - 39s - loss: 0.2341 - acc: 0.9719 - val_loss: 0.9530 - val_acc: 0.8560 Epoch 02295: val_acc did not improve from 0.86765 Epoch 2296/3000 - 39s - loss: 0.2326 - acc: 0.9739 - val_loss: 0.9625 - val_acc: 0.8552 Epoch 02296: val_acc did not improve from 0.86765 Epoch 2297/3000 - 39s - loss: 0.2346 - acc: 0.9728 - val_loss: 0.9527 - val_acc: 0.8591 Epoch 02297: val_acc did not improve from 0.86765 Epoch 2298/3000 - 39s - loss: 0.2298 - acc: 0.9751 - val_loss: 0.9355 - val_acc: 0.8622 Epoch 02298: val_acc did not improve from 0.86765 Epoch 2299/3000 - 39s - loss: 0.2377 - acc: 0.9727 - val_loss: 0.9402 - val_acc: 0.8610 Epoch 02299: val_acc did not improve from 0.86765 Epoch 2300/3000 - 39s - loss: 0.2352 - acc: 0.9703 - val_loss: 0.9541 - val_acc: 0.8571 Epoch 02300: val_acc did not improve from 0.86765 Epoch 2301/3000 - 39s - loss: 0.2377 - acc: 0.9697 - val_loss: 0.9476 - val_acc: 0.8552 Epoch 02301: val_acc did not improve from 0.86765 Epoch 2302/3000 - 39s - loss: 0.2423 - acc: 0.9713 - val_loss: 0.9606 - val_acc: 0.8548 Epoch 02302: val_acc did not improve from 0.86765 Epoch 2303/3000 - 39s - loss: 0.2370 - acc: 0.9739 - val_loss: 0.9781 - val_acc: 0.8536 Epoch 02303: val_acc did not improve from 0.86765 Epoch 2304/3000 - 39s - loss: 0.2329 - acc: 0.9734 - val_loss: 0.9507 - val_acc: 0.8529 Epoch 02304: val_acc did not improve from 0.86765 Epoch 2305/3000 - 39s - loss: 0.2299 - acc: 0.9740 - val_loss: 0.9564 - val_acc: 0.8556 Epoch 02305: val_acc did not improve from 0.86765 Epoch 2306/3000 - 39s - loss: 0.2347 - acc: 0.9706 - val_loss: 0.9826 - val_acc: 0.8556 Epoch 02306: val_acc did not improve from 0.86765 Epoch 2307/3000 - 40s - loss: 0.2338 - acc: 0.9752 - val_loss: 0.9546 - val_acc: 0.8583 Epoch 02307: val_acc did not improve from 0.86765 Epoch 2308/3000 - 39s - loss: 0.2329 - acc: 0.9734 - val_loss: 0.9902 - val_acc: 0.8509 Epoch 02308: val_acc did not improve from 0.86765 Epoch 2309/3000 - 39s - loss: 0.2305 - acc: 0.9739 - val_loss: 0.9832 - val_acc: 0.8552 Epoch 02309: val_acc did not improve from 0.86765 Epoch 2310/3000 - 39s - loss: 0.2378 - acc: 0.9724 - val_loss: 0.9368 - val_acc: 0.8575 Epoch 02310: val_acc did not improve from 0.86765 Epoch 2311/3000 - 39s - loss: 0.2327 - acc: 0.9722 - val_loss: 0.9683 - val_acc: 0.8544 Epoch 02311: val_acc did not improve from 0.86765 Epoch 2312/3000 - 39s - loss: 0.2329 - acc: 0.9751 - val_loss: 0.9598 - val_acc: 0.8548 Epoch 02312: val_acc did not improve from 0.86765 Epoch 2313/3000 - 39s - loss: 0.2360 - acc: 0.9700 - val_loss: 0.9626 - val_acc: 0.8575 Epoch 02313: val_acc did not improve from 0.86765 Epoch 2314/3000 - 39s - loss: 0.2373 - acc: 0.9713 - val_loss: 0.9544 - val_acc: 0.8579 Epoch 02314: val_acc did not improve from 0.86765 Epoch 2315/3000 - 39s - loss: 0.2336 - acc: 0.9739 - val_loss: 0.9574 - val_acc: 0.8587 Epoch 02315: val_acc did not improve from 0.86765 Epoch 2316/3000 - 39s - loss: 0.2289 - acc: 0.9742 - val_loss: 0.9602 - val_acc: 0.8540 Epoch 02316: val_acc did not improve from 0.86765 Epoch 2317/3000 - 39s - loss: 0.2406 - acc: 0.9706 - val_loss: 0.9705 - val_acc: 0.8525 Epoch 02317: val_acc did not improve from 0.86765 Epoch 2318/3000 - 39s - loss: 0.2368 - acc: 0.9737 - val_loss: 0.9730 - val_acc: 0.8505 Epoch 02318: val_acc did not improve from 0.86765 Epoch 2319/3000 - 39s - loss: 0.2417 - acc: 0.9697 - val_loss: 0.9522 - val_acc: 0.8556 Epoch 02319: val_acc did not improve from 0.86765 Epoch 2320/3000 - 39s - loss: 0.2344 - acc: 0.9742 - val_loss: 0.9510 - val_acc: 0.8575 Epoch 02320: val_acc did not improve from 0.86765 Epoch 2321/3000 - 39s - loss: 0.2352 - acc: 0.9721 - val_loss: 0.9601 - val_acc: 0.8544 Epoch 02321: val_acc did not improve from 0.86765 Epoch 2322/3000 - 39s - loss: 0.2391 - acc: 0.9703 - val_loss: 0.9777 - val_acc: 0.8529 Epoch 02322: val_acc did not improve from 0.86765 Epoch 2323/3000 - 39s - loss: 0.2274 - acc: 0.9746 - val_loss: 0.9618 - val_acc: 0.8521 Epoch 02323: val_acc did not improve from 0.86765 Epoch 2324/3000 - 39s - loss: 0.2361 - acc: 0.9724 - val_loss: 0.9341 - val_acc: 0.8610 Epoch 02324: val_acc did not improve from 0.86765 Epoch 2325/3000 - 39s - loss: 0.2343 - acc: 0.9731 - val_loss: 0.9430 - val_acc: 0.8587 Epoch 02325: val_acc did not improve from 0.86765 Epoch 2326/3000 - 39s - loss: 0.2407 - acc: 0.9701 - val_loss: 0.9950 - val_acc: 0.8521 Epoch 02326: val_acc did not improve from 0.86765 Epoch 2327/3000 - 39s - loss: 0.2340 - acc: 0.9721 - val_loss: 0.9374 - val_acc: 0.8595 Epoch 02327: val_acc did not improve from 0.86765 Epoch 2328/3000 - 39s - loss: 0.2312 - acc: 0.9724 - val_loss: 0.9416 - val_acc: 0.8591 Epoch 02328: val_acc did not improve from 0.86765 Epoch 2329/3000 - 39s - loss: 0.2384 - acc: 0.9706 - val_loss: 0.9337 - val_acc: 0.8595 Epoch 02329: val_acc did not improve from 0.86765 Epoch 2330/3000 - 39s - loss: 0.2323 - acc: 0.9742 - val_loss: 0.9485 - val_acc: 0.8579 Epoch 02330: val_acc did not improve from 0.86765 Epoch 2331/3000 - 39s - loss: 0.2345 - acc: 0.9718 - val_loss: 0.9293 - val_acc: 0.8599 Epoch 02331: val_acc did not improve from 0.86765 Epoch 2332/3000 - 39s - loss: 0.2379 - acc: 0.9713 - val_loss: 0.9305 - val_acc: 0.8595 Epoch 02332: val_acc did not improve from 0.86765 Epoch 2333/3000 - 39s - loss: 0.2331 - acc: 0.9727 - val_loss: 0.9679 - val_acc: 0.8533 Epoch 02333: val_acc did not improve from 0.86765 Epoch 2334/3000 - 39s - loss: 0.2330 - acc: 0.9736 - val_loss: 0.9430 - val_acc: 0.8587 Epoch 02334: val_acc did not improve from 0.86765 Epoch 2335/3000 - 39s - loss: 0.2468 - acc: 0.9701 - val_loss: 0.9728 - val_acc: 0.8529 Epoch 02335: val_acc did not improve from 0.86765 Epoch 2336/3000 - 39s - loss: 0.2368 - acc: 0.9706 - val_loss: 0.9896 - val_acc: 0.8521 Epoch 02336: val_acc did not improve from 0.86765 Epoch 2337/3000 - 40s - loss: 0.2454 - acc: 0.9684 - val_loss: 0.9457 - val_acc: 0.8571 Epoch 02337: val_acc did not improve from 0.86765 Epoch 2338/3000 - 39s - loss: 0.2317 - acc: 0.9755 - val_loss: 0.9464 - val_acc: 0.8548 Epoch 02338: val_acc did not improve from 0.86765 Epoch 2339/3000 - 39s - loss: 0.2358 - acc: 0.9739 - val_loss: 0.9594 - val_acc: 0.8564 Epoch 02339: val_acc did not improve from 0.86765 Epoch 2340/3000 - 39s - loss: 0.2298 - acc: 0.9768 - val_loss: 0.9532 - val_acc: 0.8525 Epoch 02340: val_acc did not improve from 0.86765 Epoch 2341/3000 - 39s - loss: 0.2338 - acc: 0.9739 - val_loss: 0.9779 - val_acc: 0.8517 Epoch 02341: val_acc did not improve from 0.86765 Epoch 2342/3000 - 39s - loss: 0.2341 - acc: 0.9742 - val_loss: 0.9827 - val_acc: 0.8533 Epoch 02342: val_acc did not improve from 0.86765 Epoch 2343/3000 - 39s - loss: 0.2250 - acc: 0.9749 - val_loss: 0.9957 - val_acc: 0.8505 Epoch 02343: val_acc did not improve from 0.86765 Epoch 2344/3000 - 39s - loss: 0.2408 - acc: 0.9709 - val_loss: 0.9604 - val_acc: 0.8552 Epoch 02344: val_acc did not improve from 0.86765 Epoch 2345/3000 - 39s - loss: 0.2307 - acc: 0.9737 - val_loss: 0.9637 - val_acc: 0.8548 Epoch 02345: val_acc did not improve from 0.86765 Epoch 2346/3000 - 39s - loss: 0.2378 - acc: 0.9724 - val_loss: 0.9627 - val_acc: 0.8568 Epoch 02346: val_acc did not improve from 0.86765 Epoch 2347/3000 - 39s - loss: 0.2288 - acc: 0.9754 - val_loss: 0.9457 - val_acc: 0.8591 Epoch 02347: val_acc did not improve from 0.86765 Epoch 2348/3000 - 39s - loss: 0.2279 - acc: 0.9745 - val_loss: 0.9546 - val_acc: 0.8568 Epoch 02348: val_acc did not improve from 0.86765 Epoch 2349/3000 - 40s - loss: 0.2394 - acc: 0.9701 - val_loss: 0.9547 - val_acc: 0.8548 Epoch 02349: val_acc did not improve from 0.86765 Epoch 2350/3000 - 39s - loss: 0.2361 - acc: 0.9727 - val_loss: 0.9519 - val_acc: 0.8560 Epoch 02350: val_acc did not improve from 0.86765 Epoch 2351/3000 - 39s - loss: 0.2267 - acc: 0.9761 - val_loss: 0.9496 - val_acc: 0.8556 Epoch 02351: val_acc did not improve from 0.86765 Epoch 2352/3000 - 39s - loss: 0.2281 - acc: 0.9731 - val_loss: 0.9460 - val_acc: 0.8595 Epoch 02352: val_acc did not improve from 0.86765 Epoch 2353/3000 - 39s - loss: 0.2221 - acc: 0.9764 - val_loss: 0.9533 - val_acc: 0.8583 Epoch 02353: val_acc did not improve from 0.86765 Epoch 2354/3000 - 39s - loss: 0.2286 - acc: 0.9740 - val_loss: 0.9180 - val_acc: 0.8614 Epoch 02354: val_acc did not improve from 0.86765 Epoch 2355/3000 - 39s - loss: 0.2366 - acc: 0.9704 - val_loss: 0.9643 - val_acc: 0.8552 Epoch 02355: val_acc did not improve from 0.86765 Epoch 2356/3000 - 39s - loss: 0.2323 - acc: 0.9748 - val_loss: 0.9968 - val_acc: 0.8513 Epoch 02356: val_acc did not improve from 0.86765 Epoch 2357/3000 - 39s - loss: 0.2421 - acc: 0.9728 - val_loss: 0.9898 - val_acc: 0.8536 Epoch 02357: val_acc did not improve from 0.86765 Epoch 2358/3000 - 39s - loss: 0.2383 - acc: 0.9716 - val_loss: 1.0030 - val_acc: 0.8536 Epoch 02358: val_acc did not improve from 0.86765 Epoch 2359/3000 - 39s - loss: 0.2393 - acc: 0.9698 - val_loss: 0.9627 - val_acc: 0.8575 Epoch 02359: val_acc did not improve from 0.86765 Epoch 2360/3000 - 39s - loss: 0.2366 - acc: 0.9730 - val_loss: 0.9595 - val_acc: 0.8583 Epoch 02360: val_acc did not improve from 0.86765 Epoch 2361/3000 - 39s - loss: 0.2356 - acc: 0.9719 - val_loss: 0.9889 - val_acc: 0.8517 Epoch 02361: val_acc did not improve from 0.86765 Epoch 2362/3000 - 39s - loss: 0.2401 - acc: 0.9715 - val_loss: 0.9462 - val_acc: 0.8583 Epoch 02362: val_acc did not improve from 0.86765 Epoch 2363/3000 - 39s - loss: 0.2273 - acc: 0.9721 - val_loss: 0.9555 - val_acc: 0.8540 Epoch 02363: val_acc did not improve from 0.86765 Epoch 2364/3000 - 39s - loss: 0.2462 - acc: 0.9697 - val_loss: 0.9372 - val_acc: 0.8571 Epoch 02364: val_acc did not improve from 0.86765 Epoch 2365/3000 - 39s - loss: 0.2343 - acc: 0.9715 - val_loss: 0.9402 - val_acc: 0.8618 Epoch 02365: val_acc did not improve from 0.86765 Epoch 2366/3000 - 39s - loss: 0.2407 - acc: 0.9716 - val_loss: 0.9570 - val_acc: 0.8529 Epoch 02366: val_acc did not improve from 0.86765 Epoch 2367/3000 - 39s - loss: 0.2407 - acc: 0.9724 - val_loss: 0.9670 - val_acc: 0.8533 Epoch 02367: val_acc did not improve from 0.86765 Epoch 2368/3000 - 39s - loss: 0.2348 - acc: 0.9709 - val_loss: 0.9481 - val_acc: 0.8552 Epoch 02368: val_acc did not improve from 0.86765 Epoch 2369/3000 - 39s - loss: 0.2352 - acc: 0.9718 - val_loss: 0.9554 - val_acc: 0.8564 Epoch 02369: val_acc did not improve from 0.86765 Epoch 2370/3000 - 39s - loss: 0.2406 - acc: 0.9712 - val_loss: 0.9645 - val_acc: 0.8540 Epoch 02370: val_acc did not improve from 0.86765 Epoch 2371/3000 - 39s - loss: 0.2305 - acc: 0.9727 - val_loss: 0.9433 - val_acc: 0.8583 Epoch 02371: val_acc did not improve from 0.86765 Epoch 2372/3000 - 39s - loss: 0.2354 - acc: 0.9734 - val_loss: 0.9649 - val_acc: 0.8552 Epoch 02372: val_acc did not improve from 0.86765 Epoch 2373/3000 - 39s - loss: 0.2365 - acc: 0.9727 - val_loss: 0.9369 - val_acc: 0.8587 Epoch 02373: val_acc did not improve from 0.86765 Epoch 2374/3000 - 39s - loss: 0.2338 - acc: 0.9725 - val_loss: 0.9547 - val_acc: 0.8571 Epoch 02374: val_acc did not improve from 0.86765 Epoch 2375/3000 - 39s - loss: 0.2344 - acc: 0.9721 - val_loss: 0.9469 - val_acc: 0.8579 Epoch 02375: val_acc did not improve from 0.86765 Epoch 2376/3000 - 39s - loss: 0.2364 - acc: 0.9701 - val_loss: 0.9474 - val_acc: 0.8575 Epoch 02376: val_acc did not improve from 0.86765 Epoch 2377/3000 - 39s - loss: 0.2332 - acc: 0.9728 - val_loss: 0.9655 - val_acc: 0.8521 Epoch 02377: val_acc did not improve from 0.86765 Epoch 2378/3000 - 39s - loss: 0.2319 - acc: 0.9721 - val_loss: 0.9265 - val_acc: 0.8606 Epoch 02378: val_acc did not improve from 0.86765 Epoch 2379/3000 - 39s - loss: 0.2421 - acc: 0.9695 - val_loss: 0.9320 - val_acc: 0.8583 Epoch 02379: val_acc did not improve from 0.86765 Epoch 2380/3000 - 39s - loss: 0.2383 - acc: 0.9712 - val_loss: 0.9467 - val_acc: 0.8552 Epoch 02380: val_acc did not improve from 0.86765 Epoch 2381/3000 - 39s - loss: 0.2349 - acc: 0.9754 - val_loss: 0.9249 - val_acc: 0.8599 Epoch 02381: val_acc did not improve from 0.86765 Epoch 2382/3000 - 39s - loss: 0.2360 - acc: 0.9727 - val_loss: 0.9564 - val_acc: 0.8587 Epoch 02382: val_acc did not improve from 0.86765 Epoch 2383/3000 - 39s - loss: 0.2383 - acc: 0.9704 - val_loss: 0.9617 - val_acc: 0.8540 Epoch 02383: val_acc did not improve from 0.86765 Epoch 2384/3000 - 39s - loss: 0.2382 - acc: 0.9722 - val_loss: 0.9808 - val_acc: 0.8517 Epoch 02384: val_acc did not improve from 0.86765 Epoch 2385/3000 - 39s - loss: 0.2377 - acc: 0.9706 - val_loss: 0.9643 - val_acc: 0.8533 Epoch 02385: val_acc did not improve from 0.86765 Epoch 2386/3000 - 39s - loss: 0.2300 - acc: 0.9739 - val_loss: 0.9172 - val_acc: 0.8606 Epoch 02386: val_acc did not improve from 0.86765 Epoch 2387/3000 - 39s - loss: 0.2377 - acc: 0.9721 - val_loss: 0.9827 - val_acc: 0.8517 Epoch 02387: val_acc did not improve from 0.86765 Epoch 2388/3000 - 39s - loss: 0.2330 - acc: 0.9716 - val_loss: 0.9644 - val_acc: 0.8579 Epoch 02388: val_acc did not improve from 0.86765 Epoch 2389/3000 - 39s - loss: 0.2332 - acc: 0.9733 - val_loss: 0.9686 - val_acc: 0.8579 Epoch 02389: val_acc did not improve from 0.86765 Epoch 2390/3000 - 39s - loss: 0.2303 - acc: 0.9725 - val_loss: 0.9571 - val_acc: 0.8564 Epoch 02390: val_acc did not improve from 0.86765 Epoch 2391/3000 - 39s - loss: 0.2359 - acc: 0.9733 - val_loss: 0.9938 - val_acc: 0.8521 Epoch 02391: val_acc did not improve from 0.86765 Epoch 2392/3000 - 39s - loss: 0.2348 - acc: 0.9730 - val_loss: 0.9525 - val_acc: 0.8571 Epoch 02392: val_acc did not improve from 0.86765 Epoch 2393/3000 - 39s - loss: 0.2350 - acc: 0.9722 - val_loss: 0.9352 - val_acc: 0.8564 Epoch 02393: val_acc did not improve from 0.86765 Epoch 2394/3000 - 39s - loss: 0.2408 - acc: 0.9712 - val_loss: 0.9257 - val_acc: 0.8583 Epoch 02394: val_acc did not improve from 0.86765 Epoch 2395/3000 - 39s - loss: 0.2330 - acc: 0.9755 - val_loss: 0.9573 - val_acc: 0.8560 Epoch 02395: val_acc did not improve from 0.86765 Epoch 2396/3000 - 39s - loss: 0.2319 - acc: 0.9743 - val_loss: 0.9582 - val_acc: 0.8579 Epoch 02396: val_acc did not improve from 0.86765 Epoch 2397/3000 - 39s - loss: 0.2382 - acc: 0.9722 - val_loss: 0.9603 - val_acc: 0.8571 Epoch 02397: val_acc did not improve from 0.86765 Epoch 2398/3000 - 39s - loss: 0.2355 - acc: 0.9739 - val_loss: 0.9519 - val_acc: 0.8575 Epoch 02398: val_acc did not improve from 0.86765 Epoch 2399/3000 - 40s - loss: 0.2421 - acc: 0.9692 - val_loss: 0.9390 - val_acc: 0.8583 Epoch 02399: val_acc did not improve from 0.86765 Epoch 2400/3000 - 39s - loss: 0.2384 - acc: 0.9721 - val_loss: 0.9542 - val_acc: 0.8560 Epoch 02400: val_acc did not improve from 0.86765 Epoch 2401/3000 - 39s - loss: 0.2338 - acc: 0.9713 - val_loss: 0.9516 - val_acc: 0.8571 Epoch 02401: val_acc did not improve from 0.86765 Epoch 2402/3000 - 39s - loss: 0.2322 - acc: 0.9724 - val_loss: 0.9321 - val_acc: 0.8579 Epoch 02402: val_acc did not improve from 0.86765 Epoch 2403/3000 - 39s - loss: 0.2332 - acc: 0.9742 - val_loss: 0.9507 - val_acc: 0.8560 Epoch 02403: val_acc did not improve from 0.86765 Epoch 2404/3000 - 39s - loss: 0.2259 - acc: 0.9778 - val_loss: 0.9700 - val_acc: 0.8552 Epoch 02404: val_acc did not improve from 0.86765 Epoch 2405/3000 - 39s - loss: 0.2346 - acc: 0.9733 - val_loss: 0.9633 - val_acc: 0.8552 Epoch 02405: val_acc did not improve from 0.86765 Epoch 2406/3000 - 40s - loss: 0.2353 - acc: 0.9703 - val_loss: 0.9576 - val_acc: 0.8552 Epoch 02406: val_acc did not improve from 0.86765 Epoch 2407/3000 - 39s - loss: 0.2391 - acc: 0.9728 - val_loss: 0.9422 - val_acc: 0.8564 Epoch 02407: val_acc did not improve from 0.86765 Epoch 2408/3000 - 39s - loss: 0.2293 - acc: 0.9728 - val_loss: 0.9483 - val_acc: 0.8548 Epoch 02408: val_acc did not improve from 0.86765 Epoch 2409/3000 - 38s - loss: 0.2352 - acc: 0.9721 - val_loss: 0.9434 - val_acc: 0.8556 Epoch 02409: val_acc did not improve from 0.86765 Epoch 2410/3000 - 39s - loss: 0.2354 - acc: 0.9728 - val_loss: 0.9679 - val_acc: 0.8521 Epoch 02410: val_acc did not improve from 0.86765 Epoch 2411/3000 - 39s - loss: 0.2346 - acc: 0.9725 - val_loss: 0.9551 - val_acc: 0.8521 Epoch 02411: val_acc did not improve from 0.86765 Epoch 2412/3000 - 39s - loss: 0.2420 - acc: 0.9716 - val_loss: 0.9242 - val_acc: 0.8568 Epoch 02412: val_acc did not improve from 0.86765 Epoch 2413/3000 - 39s - loss: 0.2378 - acc: 0.9716 - val_loss: 0.9776 - val_acc: 0.8536 Epoch 02413: val_acc did not improve from 0.86765 Epoch 2414/3000 - 39s - loss: 0.2318 - acc: 0.9737 - val_loss: 0.9731 - val_acc: 0.8517 Epoch 02414: val_acc did not improve from 0.86765 Epoch 2415/3000 - 39s - loss: 0.2316 - acc: 0.9739 - val_loss: 0.9609 - val_acc: 0.8548 Epoch 02415: val_acc did not improve from 0.86765 Epoch 2416/3000 - 40s - loss: 0.2380 - acc: 0.9728 - val_loss: 0.9770 - val_acc: 0.8494 Epoch 02416: val_acc did not improve from 0.86765 Epoch 2417/3000 - 39s - loss: 0.2372 - acc: 0.9718 - val_loss: 0.9951 - val_acc: 0.8521 Epoch 02417: val_acc did not improve from 0.86765 Epoch 2418/3000 - 39s - loss: 0.2322 - acc: 0.9746 - val_loss: 0.9608 - val_acc: 0.8540 Epoch 02418: val_acc did not improve from 0.86765 Epoch 2419/3000 - 39s - loss: 0.2309 - acc: 0.9728 - val_loss: 0.9579 - val_acc: 0.8583 Epoch 02419: val_acc did not improve from 0.86765 Epoch 2420/3000 - 39s - loss: 0.2315 - acc: 0.9733 - val_loss: 0.9645 - val_acc: 0.8560 Epoch 02420: val_acc did not improve from 0.86765 Epoch 2421/3000 - 39s - loss: 0.2332 - acc: 0.9742 - val_loss: 0.9873 - val_acc: 0.8505 Epoch 02421: val_acc did not improve from 0.86765 Epoch 2422/3000 - 39s - loss: 0.2319 - acc: 0.9727 - val_loss: 0.9648 - val_acc: 0.8525 Epoch 02422: val_acc did not improve from 0.86765 Epoch 2423/3000 - 39s - loss: 0.2371 - acc: 0.9728 - val_loss: 0.9491 - val_acc: 0.8548 Epoch 02423: val_acc did not improve from 0.86765 Epoch 2424/3000 - 39s - loss: 0.2364 - acc: 0.9710 - val_loss: 0.9632 - val_acc: 0.8560 Epoch 02424: val_acc did not improve from 0.86765 Epoch 2425/3000 - 39s - loss: 0.2204 - acc: 0.9777 - val_loss: 0.9756 - val_acc: 0.8536 Epoch 02425: val_acc did not improve from 0.86765 Epoch 2426/3000 - 39s - loss: 0.2391 - acc: 0.9728 - val_loss: 0.9553 - val_acc: 0.8564 Epoch 02426: val_acc did not improve from 0.86765 Epoch 2427/3000 - 39s - loss: 0.2260 - acc: 0.9752 - val_loss: 0.9708 - val_acc: 0.8552 Epoch 02427: val_acc did not improve from 0.86765 Epoch 2428/3000 - 39s - loss: 0.2416 - acc: 0.9701 - val_loss: 0.9735 - val_acc: 0.8540 Epoch 02428: val_acc did not improve from 0.86765 Epoch 2429/3000 - 39s - loss: 0.2320 - acc: 0.9709 - val_loss: 0.9532 - val_acc: 0.8548 Epoch 02429: val_acc did not improve from 0.86765 Epoch 2430/3000 - 39s - loss: 0.2377 - acc: 0.9721 - val_loss: 0.9513 - val_acc: 0.8564 Epoch 02430: val_acc did not improve from 0.86765 Epoch 2431/3000 - 39s - loss: 0.2286 - acc: 0.9730 - val_loss: 0.9829 - val_acc: 0.8505 Epoch 02431: val_acc did not improve from 0.86765 Epoch 2432/3000 - 39s - loss: 0.2423 - acc: 0.9715 - val_loss: 0.9423 - val_acc: 0.8587 Epoch 02432: val_acc did not improve from 0.86765 Epoch 2433/3000 - 39s - loss: 0.2361 - acc: 0.9718 - val_loss: 0.9475 - val_acc: 0.8583 Epoch 02433: val_acc did not improve from 0.86765 Epoch 2434/3000 - 39s - loss: 0.2335 - acc: 0.9727 - val_loss: 0.9301 - val_acc: 0.8583 Epoch 02434: val_acc did not improve from 0.86765 Epoch 2435/3000 - 39s - loss: 0.2265 - acc: 0.9745 - val_loss: 0.9652 - val_acc: 0.8540 Epoch 02435: val_acc did not improve from 0.86765 Epoch 2436/3000 - 39s - loss: 0.2302 - acc: 0.9724 - val_loss: 0.9334 - val_acc: 0.8579 Epoch 02436: val_acc did not improve from 0.86765 Epoch 2437/3000 - 39s - loss: 0.2455 - acc: 0.9684 - val_loss: 0.9630 - val_acc: 0.8560 Epoch 02437: val_acc did not improve from 0.86765 Epoch 2438/3000 - 39s - loss: 0.2404 - acc: 0.9700 - val_loss: 0.9709 - val_acc: 0.8548 Epoch 02438: val_acc did not improve from 0.86765 Epoch 2439/3000 - 39s - loss: 0.2302 - acc: 0.9777 - val_loss: 0.9608 - val_acc: 0.8540 Epoch 02439: val_acc did not improve from 0.86765 Epoch 2440/3000 - 39s - loss: 0.2392 - acc: 0.9716 - val_loss: 0.9308 - val_acc: 0.8568 Epoch 02440: val_acc did not improve from 0.86765 Epoch 2441/3000 - 39s - loss: 0.2421 - acc: 0.9703 - val_loss: 0.9459 - val_acc: 0.8571 Epoch 02441: val_acc did not improve from 0.86765 Epoch 2442/3000 - 39s - loss: 0.2351 - acc: 0.9725 - val_loss: 0.9689 - val_acc: 0.8579 Epoch 02442: val_acc did not improve from 0.86765 Epoch 2443/3000 - 39s - loss: 0.2399 - acc: 0.9716 - val_loss: 0.9566 - val_acc: 0.8552 Epoch 02443: val_acc did not improve from 0.86765 Epoch 2444/3000 - 39s - loss: 0.2361 - acc: 0.9707 - val_loss: 0.9691 - val_acc: 0.8525 Epoch 02444: val_acc did not improve from 0.86765 Epoch 2445/3000 - 39s - loss: 0.2341 - acc: 0.9751 - val_loss: 0.9407 - val_acc: 0.8548 Epoch 02445: val_acc did not improve from 0.86765 Epoch 2446/3000 - 39s - loss: 0.2337 - acc: 0.9713 - val_loss: 0.9381 - val_acc: 0.8599 Epoch 02446: val_acc did not improve from 0.86765 Epoch 2447/3000 - 39s - loss: 0.2356 - acc: 0.9712 - val_loss: 0.9595 - val_acc: 0.8536 Epoch 02447: val_acc did not improve from 0.86765 Epoch 2448/3000 - 39s - loss: 0.2253 - acc: 0.9740 - val_loss: 0.9326 - val_acc: 0.8583 Epoch 02448: val_acc did not improve from 0.86765 Epoch 2449/3000 - 40s - loss: 0.2382 - acc: 0.9715 - val_loss: 0.9471 - val_acc: 0.8552 Epoch 02449: val_acc did not improve from 0.86765 Epoch 2450/3000 - 39s - loss: 0.2283 - acc: 0.9734 - val_loss: 0.9830 - val_acc: 0.8544 Epoch 02450: val_acc did not improve from 0.86765 Epoch 2451/3000 - 39s - loss: 0.2359 - acc: 0.9713 - val_loss: 0.9605 - val_acc: 0.8556 Epoch 02451: val_acc did not improve from 0.86765 Epoch 2452/3000 - 39s - loss: 0.2322 - acc: 0.9743 - val_loss: 0.9502 - val_acc: 0.8556 Epoch 02452: val_acc did not improve from 0.86765 Epoch 2453/3000 - 39s - loss: 0.2280 - acc: 0.9751 - val_loss: 0.9751 - val_acc: 0.8533 Epoch 02453: val_acc did not improve from 0.86765 Epoch 2454/3000 - 39s - loss: 0.2244 - acc: 0.9771 - val_loss: 0.9504 - val_acc: 0.8544 Epoch 02454: val_acc did not improve from 0.86765 Epoch 2455/3000 - 39s - loss: 0.2358 - acc: 0.9712 - val_loss: 0.9774 - val_acc: 0.8517 Epoch 02455: val_acc did not improve from 0.86765 Epoch 2456/3000 - 39s - loss: 0.2354 - acc: 0.9722 - val_loss: 0.9662 - val_acc: 0.8568 Epoch 02456: val_acc did not improve from 0.86765 Epoch 2457/3000 - 39s - loss: 0.2338 - acc: 0.9730 - val_loss: 0.9646 - val_acc: 0.8548 Epoch 02457: val_acc did not improve from 0.86765 Epoch 2458/3000 - 39s - loss: 0.2313 - acc: 0.9730 - val_loss: 0.9670 - val_acc: 0.8568 Epoch 02458: val_acc did not improve from 0.86765 Epoch 2459/3000 - 39s - loss: 0.2394 - acc: 0.9712 - val_loss: 0.9832 - val_acc: 0.8540 Epoch 02459: val_acc did not improve from 0.86765 Epoch 2460/3000 - 39s - loss: 0.2352 - acc: 0.9719 - val_loss: 0.9609 - val_acc: 0.8568 Epoch 02460: val_acc did not improve from 0.86765 Epoch 2461/3000 - 39s - loss: 0.2389 - acc: 0.9704 - val_loss: 1.0131 - val_acc: 0.8509 Epoch 02461: val_acc did not improve from 0.86765 Epoch 2462/3000 - 39s - loss: 0.2383 - acc: 0.9706 - val_loss: 0.9680 - val_acc: 0.8540 Epoch 02462: val_acc did not improve from 0.86765 Epoch 2463/3000 - 39s - loss: 0.2517 - acc: 0.9674 - val_loss: 0.9694 - val_acc: 0.8556 Epoch 02463: val_acc did not improve from 0.86765 Epoch 2464/3000 - 39s - loss: 0.2324 - acc: 0.9730 - val_loss: 0.9769 - val_acc: 0.8560 Epoch 02464: val_acc did not improve from 0.86765 Epoch 2465/3000 - 39s - loss: 0.2318 - acc: 0.9722 - val_loss: 0.9863 - val_acc: 0.8517 Epoch 02465: val_acc did not improve from 0.86765 Epoch 2466/3000 - 39s - loss: 0.2409 - acc: 0.9706 - val_loss: 0.9598 - val_acc: 0.8579 Epoch 02466: val_acc did not improve from 0.86765 Epoch 2467/3000 - 40s - loss: 0.2349 - acc: 0.9745 - val_loss: 0.9682 - val_acc: 0.8568 Epoch 02467: val_acc did not improve from 0.86765 Epoch 2468/3000 - 39s - loss: 0.2204 - acc: 0.9760 - val_loss: 0.9870 - val_acc: 0.8540 Epoch 02468: val_acc did not improve from 0.86765 Epoch 2469/3000 - 39s - loss: 0.2322 - acc: 0.9731 - val_loss: 0.9713 - val_acc: 0.8544 Epoch 02469: val_acc did not improve from 0.86765 Epoch 2470/3000 - 39s - loss: 0.2292 - acc: 0.9733 - val_loss: 1.0103 - val_acc: 0.8497 Epoch 02470: val_acc did not improve from 0.86765 Epoch 2471/3000 - 39s - loss: 0.2332 - acc: 0.9731 - val_loss: 0.9607 - val_acc: 0.8568 Epoch 02471: val_acc did not improve from 0.86765 Epoch 2472/3000 - 39s - loss: 0.2343 - acc: 0.9737 - val_loss: 0.9634 - val_acc: 0.8579 Epoch 02472: val_acc did not improve from 0.86765 Epoch 2473/3000 - 39s - loss: 0.2338 - acc: 0.9722 - val_loss: 0.9475 - val_acc: 0.8587 Epoch 02473: val_acc did not improve from 0.86765 Epoch 2474/3000 - 39s - loss: 0.2373 - acc: 0.9709 - val_loss: 0.9654 - val_acc: 0.8568 Epoch 02474: val_acc did not improve from 0.86765 Epoch 2475/3000 - 40s - loss: 0.2310 - acc: 0.9745 - val_loss: 0.9234 - val_acc: 0.8571 Epoch 02475: val_acc did not improve from 0.86765 Epoch 2476/3000 - 39s - loss: 0.2298 - acc: 0.9745 - val_loss: 0.9563 - val_acc: 0.8560 Epoch 02476: val_acc did not improve from 0.86765 Epoch 2477/3000 Epoch 02479: val_acc did not improve from 0.86765 Epoch 2480/3000 - 39s - loss: 0.2391 - acc: 0.9727 - val_loss: 0.9650 - val_acc: 0.8548 Epoch 02480: val_acc did not improve from 0.86765 Epoch 2481/3000 - 39s - loss: 0.2312 - acc: 0.9743 - val_loss: 0.9271 - val_acc: 0.8595 Epoch 02481: val_acc did not improve from 0.86765 Epoch 2482/3000 - 39s - loss: 0.2331 - acc: 0.9710 - val_loss: 0.9862 - val_acc: 0.8501 Epoch 02482: val_acc did not improve from 0.86765 Epoch 2483/3000 - 39s - loss: 0.2366 - acc: 0.9710 - val_loss: 0.9794 - val_acc: 0.8556 Epoch 02483: val_acc did not improve from 0.86765 Epoch 2484/3000 - 39s - loss: 0.2357 - acc: 0.9713 - val_loss: 0.9613 - val_acc: 0.8564 Epoch 02484: val_acc did not improve from 0.86765 Epoch 2485/3000 - 39s - loss: 0.2325 - acc: 0.9707 - val_loss: 0.9589 - val_acc: 0.8575 Epoch 02485: val_acc did not improve from 0.86765 Epoch 2486/3000 - 39s - loss: 0.2287 - acc: 0.9733 - val_loss: 0.9622 - val_acc: 0.8583 Epoch 02486: val_acc did not improve from 0.86765 Epoch 2487/3000 - 39s - loss: 0.2359 - acc: 0.9739 - val_loss: 0.9513 - val_acc: 0.8571 Epoch 02487: val_acc did not improve from 0.86765 Epoch 2488/3000 - 39s - loss: 0.2323 - acc: 0.9734 - val_loss: 0.9478 - val_acc: 0.8595 Epoch 02488: val_acc did not improve from 0.86765 Epoch 2489/3000 - 39s - loss: 0.2340 - acc: 0.9733 - val_loss: 0.9449 - val_acc: 0.8571 Epoch 02489: val_acc did not improve from 0.86765 Epoch 2490/3000 - 39s - loss: 0.2346 - acc: 0.9713 - val_loss: 0.9492 - val_acc: 0.8579 Epoch 02490: val_acc did not improve from 0.86765 Epoch 2491/3000 - 39s - loss: 0.2383 - acc: 0.9718 - val_loss: 0.9639 - val_acc: 0.8587 Epoch 02491: val_acc did not improve from 0.86765 Epoch 2492/3000 - 39s - loss: 0.2311 - acc: 0.9746 - val_loss: 0.9718 - val_acc: 0.8540 Epoch 02492: val_acc did not improve from 0.86765 Epoch 2493/3000 - 39s - loss: 0.2418 - acc: 0.9724 - val_loss: 0.9405 - val_acc: 0.8587 Epoch 02493: val_acc did not improve from 0.86765 Epoch 2494/3000 - 39s - loss: 0.2411 - acc: 0.9697 - val_loss: 0.9457 - val_acc: 0.8575 Epoch 02494: val_acc did not improve from 0.86765 Epoch 2495/3000 - 39s - loss: 0.2404 - acc: 0.9704 - val_loss: 0.9843 - val_acc: 0.8529 Epoch 02495: val_acc did not improve from 0.86765 Epoch 2496/3000 - 39s - loss: 0.2360 - acc: 0.9713 - val_loss: 0.9547 - val_acc: 0.8548 Epoch 02496: val_acc did not improve from 0.86765 Epoch 2497/3000 - 39s - loss: 0.2397 - acc: 0.9695 - val_loss: 0.9504 - val_acc: 0.8571 Epoch 02497: val_acc did not improve from 0.86765 Epoch 2498/3000 - 39s - loss: 0.2387 - acc: 0.9715 - val_loss: 0.9428 - val_acc: 0.8599 Epoch 02498: val_acc did not improve from 0.86765 Epoch 2499/3000 - 40s - loss: 0.2363 - acc: 0.9728 - val_loss: 0.9882 - val_acc: 0.8525 Epoch 02499: val_acc did not improve from 0.86765 Epoch 2500/3000 - 39s - loss: 0.2390 - acc: 0.9722 - val_loss: 1.0214 - val_acc: 0.8490 Epoch 02500: val_acc did not improve from 0.86765 Epoch 2501/3000 - 39s - loss: 0.2362 - acc: 0.9710 - val_loss: 0.9527 - val_acc: 0.8583 Epoch 02501: val_acc did not improve from 0.86765 Epoch 2502/3000 - 39s - loss: 0.2280 - acc: 0.9746 - val_loss: 0.9583 - val_acc: 0.8579 Epoch 02502: val_acc did not improve from 0.86765 Epoch 2503/3000 - 39s - loss: 0.2270 - acc: 0.9739 - val_loss: 0.9613 - val_acc: 0.8533 Epoch 02503: val_acc did not improve from 0.86765 Epoch 2504/3000 - 39s - loss: 0.2322 - acc: 0.9727 - val_loss: 0.9712 - val_acc: 0.8564 Epoch 02504: val_acc did not improve from 0.86765 Epoch 2505/3000 - 39s - loss: 0.2387 - acc: 0.9722 - val_loss: 0.9256 - val_acc: 0.8591 Epoch 02505: val_acc did not improve from 0.86765 Epoch 2506/3000 - 39s - loss: 0.2358 - acc: 0.9701 - val_loss: 0.9520 - val_acc: 0.8568 Epoch 02506: val_acc did not improve from 0.86765 Epoch 2507/3000 - 39s - loss: 0.2352 - acc: 0.9749 - val_loss: 0.9447 - val_acc: 0.8568 Epoch 02507: val_acc did not improve from 0.86765 Epoch 2508/3000 - 39s - loss: 0.2270 - acc: 0.9757 - val_loss: 0.9507 - val_acc: 0.8583 Epoch 02508: val_acc did not improve from 0.86765 Epoch 2509/3000 - 39s - loss: 0.2275 - acc: 0.9746 - val_loss: 0.9457 - val_acc: 0.8571 Epoch 02509: val_acc did not improve from 0.86765 Epoch 2510/3000 - 39s - loss: 0.2292 - acc: 0.9746 - val_loss: 0.9665 - val_acc: 0.8595 Epoch 02510: val_acc did not improve from 0.86765 Epoch 2511/3000 - 39s - loss: 0.2254 - acc: 0.9751 - val_loss: 0.9572 - val_acc: 0.8540 Epoch 02511: val_acc did not improve from 0.86765 Epoch 2512/3000 - 39s - loss: 0.2385 - acc: 0.9737 - val_loss: 0.9690 - val_acc: 0.8552 Epoch 02512: val_acc did not improve from 0.86765 Epoch 2513/3000 - 39s - loss: 0.2411 - acc: 0.9716 - val_loss: 0.9671 - val_acc: 0.8548 Epoch 02513: val_acc did not improve from 0.86765 Epoch 2514/3000 - 39s - loss: 0.2288 - acc: 0.9713 - val_loss: 0.9640 - val_acc: 0.8533 Epoch 02514: val_acc did not improve from 0.86765 Epoch 2515/3000 - 39s - loss: 0.2337 - acc: 0.9731 - val_loss: 0.9903 - val_acc: 0.8529 Epoch 02515: val_acc did not improve from 0.86765 Epoch 2516/3000 - 39s - loss: 0.2399 - acc: 0.9710 - val_loss: 0.9713 - val_acc: 0.8564 Epoch 02516: val_acc did not improve from 0.86765 Epoch 2517/3000 - 39s - loss: 0.2250 - acc: 0.9771 - val_loss: 0.9441 - val_acc: 0.8579 Epoch 02517: val_acc did not improve from 0.86765 Epoch 2518/3000 - 39s - loss: 0.2322 - acc: 0.9713 - val_loss: 0.9495 - val_acc: 0.8575 Epoch 02518: val_acc did not improve from 0.86765 Epoch 2519/3000 - 39s - loss: 0.2402 - acc: 0.9691 - val_loss: 0.9484 - val_acc: 0.8556 Epoch 02519: val_acc did not improve from 0.86765 Epoch 2520/3000 - 39s - loss: 0.2294 - acc: 0.9745 - val_loss: 0.9395 - val_acc: 0.8595 Epoch 02520: val_acc did not improve from 0.86765 Epoch 2521/3000 - 39s - loss: 0.2316 - acc: 0.9725 - val_loss: 0.9487 - val_acc: 0.8571 Epoch 02521: val_acc did not improve from 0.86765 Epoch 2522/3000 - 40s - loss: 0.2313 - acc: 0.9740 - val_loss: 0.9455 - val_acc: 0.8587 Epoch 02522: val_acc did not improve from 0.86765 Epoch 2523/3000 - 39s - loss: 0.2362 - acc: 0.9742 - val_loss: 0.9453 - val_acc: 0.8571 Epoch 02523: val_acc did not improve from 0.86765 Epoch 2524/3000 - 39s - loss: 0.2449 - acc: 0.9698 - val_loss: 0.9585 - val_acc: 0.8544 Epoch 02524: val_acc did not improve from 0.86765 Epoch 2525/3000 - 39s - loss: 0.2297 - acc: 0.9727 - val_loss: 0.9688 - val_acc: 0.8544 Epoch 02525: val_acc did not improve from 0.86765 Epoch 2526/3000 - 39s - loss: 0.2304 - acc: 0.9737 - val_loss: 0.9475 - val_acc: 0.8591 Epoch 02526: val_acc did not improve from 0.86765 Epoch 2527/3000 - 39s - loss: 0.2365 - acc: 0.9733 - val_loss: 0.9605 - val_acc: 0.8564 Epoch 02527: val_acc did not improve from 0.86765 Epoch 2528/3000 - 39s - loss: 0.2277 - acc: 0.9734 - val_loss: 0.9569 - val_acc: 0.8571 Epoch 02528: val_acc did not improve from 0.86765 Epoch 2529/3000 - 39s - loss: 0.2334 - acc: 0.9736 - val_loss: 0.9647 - val_acc: 0.8603 Epoch 02529: val_acc did not improve from 0.86765 Epoch 2530/3000 - 39s - loss: 0.2402 - acc: 0.9712 - val_loss: 0.9489 - val_acc: 0.8575 Epoch 02530: val_acc did not improve from 0.86765 Epoch 2531/3000 - 39s - loss: 0.2344 - acc: 0.9746 - val_loss: 0.9555 - val_acc: 0.8595 Epoch 02531: val_acc did not improve from 0.86765 Epoch 2532/3000 - 39s - loss: 0.2269 - acc: 0.9739 - val_loss: 0.9588 - val_acc: 0.8603 Epoch 02532: val_acc did not improve from 0.86765 Epoch 2533/3000 - 39s - loss: 0.2416 - acc: 0.9695 - val_loss: 0.9719 - val_acc: 0.8552 Epoch 02533: val_acc did not improve from 0.86765 Epoch 2534/3000 - 39s - loss: 0.2311 - acc: 0.9725 - val_loss: 0.9566 - val_acc: 0.8579 Epoch 02534: val_acc did not improve from 0.86765 Epoch 2535/3000 - 39s - loss: 0.2356 - acc: 0.9713 - val_loss: 0.9693 - val_acc: 0.8571 Epoch 02535: val_acc did not improve from 0.86765 Epoch 2536/3000 - 39s - loss: 0.2348 - acc: 0.9749 - val_loss: 0.9646 - val_acc: 0.8536 Epoch 02536: val_acc did not improve from 0.86765 Epoch 2537/3000 - 39s - loss: 0.2419 - acc: 0.9686 - val_loss: 0.9614 - val_acc: 0.8540 Epoch 02537: val_acc did not improve from 0.86765 Epoch 2538/3000 - 39s - loss: 0.2293 - acc: 0.9745 - val_loss: 0.9490 - val_acc: 0.8568 Epoch 02538: val_acc did not improve from 0.86765 Epoch 2539/3000 - 39s - loss: 0.2218 - acc: 0.9760 - val_loss: 0.9688 - val_acc: 0.8564 Epoch 02539: val_acc did not improve from 0.86765 Epoch 2540/3000 - 39s - loss: 0.2240 - acc: 0.9733 - val_loss: 0.9535 - val_acc: 0.8568 Epoch 02540: val_acc did not improve from 0.86765 Epoch 2541/3000 - 39s - loss: 0.2318 - acc: 0.9748 - val_loss: 0.9751 - val_acc: 0.8544 Epoch 02541: val_acc did not improve from 0.86765 Epoch 2542/3000 - 39s - loss: 0.2210 - acc: 0.9755 - val_loss: 0.9443 - val_acc: 0.8587 Epoch 02542: val_acc did not improve from 0.86765 Epoch 2543/3000 - 39s - loss: 0.2189 - acc: 0.9751 - val_loss: 0.9744 - val_acc: 0.8564 Epoch 02543: val_acc did not improve from 0.86765 Epoch 2544/3000 - 39s - loss: 0.2370 - acc: 0.9722 - val_loss: 0.9557 - val_acc: 0.8533 Epoch 02544: val_acc did not improve from 0.86765 Epoch 2545/3000 - 39s - loss: 0.2291 - acc: 0.9728 - val_loss: 0.9393 - val_acc: 0.8587 Epoch 02545: val_acc did not improve from 0.86765 Epoch 2546/3000 - 39s - loss: 0.2310 - acc: 0.9740 - val_loss: 0.9878 - val_acc: 0.8536 Epoch 02546: val_acc did not improve from 0.86765 Epoch 2547/3000 - 40s - loss: 0.2358 - acc: 0.9713 - val_loss: 0.9725 - val_acc: 0.8579 Epoch 02547: val_acc did not improve from 0.86765 Epoch 2548/3000 - 39s - loss: 0.2383 - acc: 0.9710 - val_loss: 0.9541 - val_acc: 0.8614 Epoch 02548: val_acc did not improve from 0.86765 Epoch 2549/3000 - 39s - loss: 0.2345 - acc: 0.9728 - val_loss: 0.9473 - val_acc: 0.8560 Epoch 02549: val_acc did not improve from 0.86765 Epoch 2550/3000 - 39s - loss: 0.2326 - acc: 0.9727 - val_loss: 0.9542 - val_acc: 0.8568 Epoch 02550: val_acc did not improve from 0.86765 Epoch 2551/3000 - 39s - loss: 0.2402 - acc: 0.9731 - val_loss: 0.9695 - val_acc: 0.8560 Epoch 02551: val_acc did not improve from 0.86765 Epoch 2552/3000 - 39s - loss: 0.2387 - acc: 0.9716 - val_loss: 0.9688 - val_acc: 0.8568 Epoch 02552: val_acc did not improve from 0.86765 Epoch 2553/3000 - 39s - loss: 0.2266 - acc: 0.9740 - val_loss: 0.9568 - val_acc: 0.8587 Epoch 02553: val_acc did not improve from 0.86765 Epoch 2554/3000 - 39s - loss: 0.2283 - acc: 0.9757 - val_loss: 0.9807 - val_acc: 0.8494 Epoch 02554: val_acc did not improve from 0.86765 Epoch 2555/3000 - 39s - loss: 0.2342 - acc: 0.9739 - val_loss: 0.9877 - val_acc: 0.8513 Epoch 02555: val_acc did not improve from 0.86765 Epoch 2556/3000 - 39s - loss: 0.2289 - acc: 0.9737 - val_loss: 1.0034 - val_acc: 0.8548 Epoch 02556: val_acc did not improve from 0.86765 Epoch 2557/3000 - 39s - loss: 0.2401 - acc: 0.9733 - val_loss: 0.9596 - val_acc: 0.8599 Epoch 02557: val_acc did not improve from 0.86765 Epoch 2558/3000 - 39s - loss: 0.2342 - acc: 0.9734 - val_loss: 0.9918 - val_acc: 0.8529 Epoch 02558: val_acc did not improve from 0.86765 Epoch 2559/3000 Epoch 02561: val_acc did not improve from 0.86765 Epoch 2562/3000 - 39s - loss: 0.2339 - acc: 0.9731 - val_loss: 0.9548 - val_acc: 0.8571 Epoch 02562: val_acc did not improve from 0.86765 Epoch 2563/3000 - 39s - loss: 0.2365 - acc: 0.9728 - val_loss: 0.9750 - val_acc: 0.8560 Epoch 02563: val_acc did not improve from 0.86765 Epoch 2564/3000 - 39s - loss: 0.2299 - acc: 0.9724 - val_loss: 0.9559 - val_acc: 0.8595 Epoch 02564: val_acc did not improve from 0.86765 Epoch 2565/3000 - 40s - loss: 0.2439 - acc: 0.9719 - val_loss: 0.9723 - val_acc: 0.8552 Epoch 02565: val_acc did not improve from 0.86765 Epoch 2566/3000 - 39s - loss: 0.2289 - acc: 0.9742 - val_loss: 0.9365 - val_acc: 0.8591 Epoch 02566: val_acc did not improve from 0.86765 Epoch 2567/3000 - 39s - loss: 0.2319 - acc: 0.9752 - val_loss: 0.9556 - val_acc: 0.8603 Epoch 02567: val_acc did not improve from 0.86765 Epoch 2568/3000 - 39s - loss: 0.2375 - acc: 0.9730 - val_loss: 0.9566 - val_acc: 0.8587 Epoch 02568: val_acc did not improve from 0.86765 Epoch 2569/3000 - 39s - loss: 0.2373 - acc: 0.9709 - val_loss: 0.9820 - val_acc: 0.8556 Epoch 02569: val_acc did not improve from 0.86765 Epoch 2570/3000 - 39s - loss: 0.2298 - acc: 0.9724 - val_loss: 0.9375 - val_acc: 0.8591 Epoch 02570: val_acc did not improve from 0.86765 Epoch 2571/3000 - 39s - loss: 0.2235 - acc: 0.9758 - val_loss: 0.9616 - val_acc: 0.8560 Epoch 02571: val_acc did not improve from 0.86765 Epoch 2572/3000 - 39s - loss: 0.2390 - acc: 0.9715 - val_loss: 0.9583 - val_acc: 0.8579 Epoch 02572: val_acc did not improve from 0.86765 Epoch 2573/3000 - 39s - loss: 0.2330 - acc: 0.9719 - val_loss: 0.9294 - val_acc: 0.8610 Epoch 02573: val_acc did not improve from 0.86765 Epoch 2574/3000 - 39s - loss: 0.2295 - acc: 0.9721 - val_loss: 0.9768 - val_acc: 0.8548 Epoch 02574: val_acc did not improve from 0.86765 Epoch 2575/3000 - 39s - loss: 0.2446 - acc: 0.9692 - val_loss: 0.9572 - val_acc: 0.8564 Epoch 02575: val_acc did not improve from 0.86765 Epoch 2576/3000 - 39s - loss: 0.2368 - acc: 0.9724 - val_loss: 0.9435 - val_acc: 0.8583 Epoch 02576: val_acc did not improve from 0.86765 Epoch 2577/3000 - 39s - loss: 0.2305 - acc: 0.9724 - val_loss: 0.9729 - val_acc: 0.8568 Epoch 02577: val_acc did not improve from 0.86765 Epoch 2578/3000 - 39s - loss: 0.2372 - acc: 0.9724 - val_loss: 0.9760 - val_acc: 0.8564 Epoch 02578: val_acc did not improve from 0.86765 Epoch 2579/3000 - 39s - loss: 0.2335 - acc: 0.9725 - val_loss: 0.9668 - val_acc: 0.8564 Epoch 02579: val_acc did not improve from 0.86765 Epoch 2580/3000 - 39s - loss: 0.2306 - acc: 0.9740 - val_loss: 0.9427 - val_acc: 0.8591 Epoch 02580: val_acc did not improve from 0.86765 Epoch 2581/3000 - 39s - loss: 0.2285 - acc: 0.9733 - val_loss: 0.9472 - val_acc: 0.8603 Epoch 02581: val_acc did not improve from 0.86765 Epoch 2582/3000 - 39s - loss: 0.2393 - acc: 0.9709 - val_loss: 0.9626 - val_acc: 0.8544 Epoch 02582: val_acc did not improve from 0.86765 Epoch 2583/3000 - 40s - loss: 0.2424 - acc: 0.9722 - val_loss: 0.9657 - val_acc: 0.8552 Epoch 02583: val_acc did not improve from 0.86765 Epoch 2584/3000 - 39s - loss: 0.2306 - acc: 0.9757 - val_loss: 0.9699 - val_acc: 0.8533 Epoch 02584: val_acc did not improve from 0.86765 Epoch 2585/3000 - 39s - loss: 0.2318 - acc: 0.9728 - val_loss: 0.9721 - val_acc: 0.8533 Epoch 02585: val_acc did not improve from 0.86765 Epoch 2586/3000 - 39s - loss: 0.2362 - acc: 0.9721 - val_loss: 0.9734 - val_acc: 0.8533 Epoch 02586: val_acc did not improve from 0.86765 Epoch 2587/3000 - 39s - loss: 0.2314 - acc: 0.9766 - val_loss: 0.9608 - val_acc: 0.8568 Epoch 02587: val_acc did not improve from 0.86765 Epoch 2588/3000 - 39s - loss: 0.2415 - acc: 0.9707 - val_loss: 0.9711 - val_acc: 0.8548 Epoch 02588: val_acc did not improve from 0.86765 Epoch 2589/3000 - 39s - loss: 0.2372 - acc: 0.9740 - val_loss: 0.9527 - val_acc: 0.8556 Epoch 02589: val_acc did not improve from 0.86765 Epoch 2590/3000 - 39s - loss: 0.2334 - acc: 0.9704 - val_loss: 0.9726 - val_acc: 0.8548 Epoch 02590: val_acc did not improve from 0.86765 Epoch 2591/3000 - 39s - loss: 0.2331 - acc: 0.9730 - val_loss: 0.9538 - val_acc: 0.8599 Epoch 02591: val_acc did not improve from 0.86765 Epoch 2592/3000 - 39s - loss: 0.2274 - acc: 0.9754 - val_loss: 0.9925 - val_acc: 0.8540 Epoch 02592: val_acc did not improve from 0.86765 Epoch 2593/3000 - 39s - loss: 0.2353 - acc: 0.9733 - val_loss: 0.9868 - val_acc: 0.8509 Epoch 02593: val_acc did not improve from 0.86765 Epoch 2594/3000 - 39s - loss: 0.2317 - acc: 0.9725 - val_loss: 0.9892 - val_acc: 0.8536 Epoch 02594: val_acc did not improve from 0.86765 Epoch 2595/3000 - 39s - loss: 0.2418 - acc: 0.9695 - val_loss: 0.9467 - val_acc: 0.8540 Epoch 02595: val_acc did not improve from 0.86765 Epoch 2596/3000 - 39s - loss: 0.2364 - acc: 0.9716 - val_loss: 0.9501 - val_acc: 0.8540 Epoch 02596: val_acc did not improve from 0.86765 Epoch 2597/3000 - 39s - loss: 0.2284 - acc: 0.9752 - val_loss: 0.9447 - val_acc: 0.8552 Epoch 02597: val_acc did not improve from 0.86765 Epoch 2598/3000 - 39s - loss: 0.2284 - acc: 0.9728 - val_loss: 0.9595 - val_acc: 0.8552 Epoch 02598: val_acc did not improve from 0.86765 Epoch 2599/3000 - 39s - loss: 0.2378 - acc: 0.9718 - val_loss: 0.9990 - val_acc: 0.8548 Epoch 02599: val_acc did not improve from 0.86765 Epoch 2600/3000 - 39s - loss: 0.2321 - acc: 0.9736 - val_loss: 0.9632 - val_acc: 0.8564 Epoch 02600: val_acc did not improve from 0.86765 Epoch 2601/3000 - 39s - loss: 0.2301 - acc: 0.9728 - val_loss: 0.9759 - val_acc: 0.8540 Epoch 02601: val_acc did not improve from 0.86765 Epoch 2602/3000 - 39s - loss: 0.2300 - acc: 0.9731 - val_loss: 0.9669 - val_acc: 0.8540 Epoch 02602: val_acc did not improve from 0.86765 Epoch 2603/3000 - 39s - loss: 0.2305 - acc: 0.9737 - val_loss: 0.9272 - val_acc: 0.8595 Epoch 02603: val_acc did not improve from 0.86765 Epoch 2604/3000 - 39s - loss: 0.2328 - acc: 0.9733 - val_loss: 0.9628 - val_acc: 0.8595 Epoch 02604: val_acc did not improve from 0.86765 Epoch 2605/3000 - 39s - loss: 0.2414 - acc: 0.9718 - val_loss: 0.9475 - val_acc: 0.8603 Epoch 02605: val_acc did not improve from 0.86765 Epoch 2606/3000 - 39s - loss: 0.2368 - acc: 0.9739 - val_loss: 0.9584 - val_acc: 0.8564 Epoch 02606: val_acc did not improve from 0.86765 Epoch 2607/3000 - 39s - loss: 0.2364 - acc: 0.9721 - val_loss: 0.9753 - val_acc: 0.8529 Epoch 02607: val_acc did not improve from 0.86765 Epoch 2608/3000 - 39s - loss: 0.2370 - acc: 0.9727 - val_loss: 0.9618 - val_acc: 0.8564 Epoch 02608: val_acc did not improve from 0.86765 Epoch 2609/3000 - 39s - loss: 0.2309 - acc: 0.9749 - val_loss: 1.0208 - val_acc: 0.8497 Epoch 02609: val_acc did not improve from 0.86765 Epoch 2610/3000 - 39s - loss: 0.2277 - acc: 0.9736 - val_loss: 1.0076 - val_acc: 0.8513 Epoch 02610: val_acc did not improve from 0.86765 Epoch 2611/3000 - 39s - loss: 0.2322 - acc: 0.9716 - val_loss: 0.9814 - val_acc: 0.8521 Epoch 02611: val_acc did not improve from 0.86765 Epoch 2612/3000 - 39s - loss: 0.2326 - acc: 0.9745 - val_loss: 0.9355 - val_acc: 0.8610 Epoch 02612: val_acc did not improve from 0.86765 Epoch 2613/3000 - 39s - loss: 0.2280 - acc: 0.9751 - val_loss: 0.9673 - val_acc: 0.8591 Epoch 02613: val_acc did not improve from 0.86765 Epoch 2614/3000 - 39s - loss: 0.2383 - acc: 0.9737 - val_loss: 0.9913 - val_acc: 0.8548 Epoch 02614: val_acc did not improve from 0.86765 Epoch 2615/3000 - 39s - loss: 0.2359 - acc: 0.9728 - val_loss: 0.9636 - val_acc: 0.8564 Epoch 02615: val_acc did not improve from 0.86765 Epoch 2616/3000 - 39s - loss: 0.2332 - acc: 0.9728 - val_loss: 0.9796 - val_acc: 0.8544 Epoch 02616: val_acc did not improve from 0.86765 Epoch 2617/3000 - 39s - loss: 0.2372 - acc: 0.9734 - val_loss: 0.9404 - val_acc: 0.8599 Epoch 02617: val_acc did not improve from 0.86765 Epoch 2618/3000 - 40s - loss: 0.2341 - acc: 0.9716 - val_loss: 0.9376 - val_acc: 0.8610 Epoch 02618: val_acc did not improve from 0.86765 Epoch 2619/3000 - 39s - loss: 0.2453 - acc: 0.9712 - val_loss: 0.9704 - val_acc: 0.8579 Epoch 02619: val_acc did not improve from 0.86765 Epoch 2620/3000 - 39s - loss: 0.2276 - acc: 0.9733 - val_loss: 0.9285 - val_acc: 0.8603 Epoch 02620: val_acc did not improve from 0.86765 Epoch 2621/3000 - 40s - loss: 0.2281 - acc: 0.9727 - val_loss: 0.9605 - val_acc: 0.8579 Epoch 02621: val_acc did not improve from 0.86765 Epoch 2622/3000 - 39s - loss: 0.2360 - acc: 0.9725 - val_loss: 0.9437 - val_acc: 0.8599 Epoch 02624: val_acc did not improve from 0.86765 Epoch 2625/3000 - 39s - loss: 0.2301 - acc: 0.9724 - val_loss: 0.9568 - val_acc: 0.8571 Epoch 02625: val_acc did not improve from 0.86765 Epoch 2626/3000 - 39s - loss: 0.2369 - acc: 0.9725 - val_loss: 0.9350 - val_acc: 0.8606 Epoch 02626: val_acc did not improve from 0.86765 Epoch 2627/3000 - 39s - loss: 0.2249 - acc: 0.9737 - val_loss: 0.9489 - val_acc: 0.8571 Epoch 02627: val_acc did not improve from 0.86765 Epoch 2628/3000 - 39s - loss: 0.2349 - acc: 0.9718 - val_loss: 0.9521 - val_acc: 0.8599 Epoch 02628: val_acc did not improve from 0.86765 Epoch 2629/3000 - 40s - loss: 0.2266 - acc: 0.9748 - val_loss: 0.9827 - val_acc: 0.8579 Epoch 02629: val_acc did not improve from 0.86765 Epoch 2630/3000 - 39s - loss: 0.2345 - acc: 0.9712 - val_loss: 0.9961 - val_acc: 0.8556 Epoch 02630: val_acc did not improve from 0.86765 Epoch 2631/3000 - 39s - loss: 0.2252 - acc: 0.9737 - val_loss: 0.9493 - val_acc: 0.8591 Epoch 02631: val_acc did not improve from 0.86765 Epoch 2632/3000 - 39s - loss: 0.2273 - acc: 0.9740 - val_loss: 0.9706 - val_acc: 0.8556 Epoch 02632: val_acc did not improve from 0.86765 Epoch 2633/3000 - 39s - loss: 0.2311 - acc: 0.9725 - val_loss: 0.9526 - val_acc: 0.8575 Epoch 02633: val_acc did not improve from 0.86765 Epoch 2634/3000 - 39s - loss: 0.2361 - acc: 0.9713 - val_loss: 0.9754 - val_acc: 0.8552 Epoch 02634: val_acc did not improve from 0.86765 Epoch 2635/3000 - 39s - loss: 0.2327 - acc: 0.9727 - val_loss: 0.9644 - val_acc: 0.8560 Epoch 02635: val_acc did not improve from 0.86765 Epoch 2636/3000 - 39s - loss: 0.2446 - acc: 0.9715 - val_loss: 1.0119 - val_acc: 0.8486 Epoch 02636: val_acc did not improve from 0.86765 Epoch 2637/3000 - 39s - loss: 0.2314 - acc: 0.9707 - val_loss: 0.9635 - val_acc: 0.8579 Epoch 02637: val_acc did not improve from 0.86765 Epoch 2638/3000 - 39s - loss: 0.2306 - acc: 0.9712 - val_loss: 0.9775 - val_acc: 0.8552 Epoch 02638: val_acc did not improve from 0.86765 Epoch 2639/3000 - 39s - loss: 0.2284 - acc: 0.9742 - val_loss: 1.0107 - val_acc: 0.8529 Epoch 02639: val_acc did not improve from 0.86765 Epoch 2640/3000 - 39s - loss: 0.2318 - acc: 0.9736 - val_loss: 0.9856 - val_acc: 0.8548 Epoch 02640: val_acc did not improve from 0.86765 Epoch 2641/3000 - 39s - loss: 0.2465 - acc: 0.9710 - val_loss: 0.9721 - val_acc: 0.8540 Epoch 02641: val_acc did not improve from 0.86765 Epoch 2642/3000 - 39s - loss: 0.2434 - acc: 0.9697 - val_loss: 0.9551 - val_acc: 0.8548 Epoch 02642: val_acc did not improve from 0.86765 Epoch 2643/3000 - 40s - loss: 0.2385 - acc: 0.9716 - val_loss: 0.9665 - val_acc: 0.8575 Epoch 02643: val_acc did not improve from 0.86765 Epoch 2644/3000 - 39s - loss: 0.2269 - acc: 0.9761 - val_loss: 0.9638 - val_acc: 0.8540 Epoch 02644: val_acc did not improve from 0.86765 Epoch 2645/3000 - 39s - loss: 0.2479 - acc: 0.9706 - val_loss: 0.9311 - val_acc: 0.8575 Epoch 02645: val_acc did not improve from 0.86765 Epoch 2646/3000 - 39s - loss: 0.2314 - acc: 0.9734 - val_loss: 0.9379 - val_acc: 0.8583 Epoch 02646: val_acc did not improve from 0.86765 Epoch 2647/3000 - 39s - loss: 0.2239 - acc: 0.9718 - val_loss: 0.9629 - val_acc: 0.8552 Epoch 02647: val_acc did not improve from 0.86765 Epoch 2648/3000 - 39s - loss: 0.2320 - acc: 0.9725 - val_loss: 0.9567 - val_acc: 0.8568 Epoch 02648: val_acc did not improve from 0.86765 Epoch 2649/3000 - 39s - loss: 0.2354 - acc: 0.9730 - val_loss: 0.9335 - val_acc: 0.8575 Epoch 02649: val_acc did not improve from 0.86765 Epoch 2650/3000 - 39s - loss: 0.2335 - acc: 0.9749 - val_loss: 0.9543 - val_acc: 0.8583 Epoch 02650: val_acc did not improve from 0.86765 Epoch 2651/3000 - 39s - loss: 0.2270 - acc: 0.9719 - val_loss: 0.9624 - val_acc: 0.8571 Epoch 02651: val_acc did not improve from 0.86765 Epoch 2652/3000 - 39s - loss: 0.2402 - acc: 0.9715 - val_loss: 0.9500 - val_acc: 0.8571 Epoch 02652: val_acc did not improve from 0.86765 Epoch 2653/3000 - 39s - loss: 0.2329 - acc: 0.9724 - val_loss: 0.9378 - val_acc: 0.8579 Epoch 02653: val_acc did not improve from 0.86765 Epoch 2654/3000 - 39s - loss: 0.2292 - acc: 0.9745 - val_loss: 0.9475 - val_acc: 0.8568 Epoch 02654: val_acc did not improve from 0.86765 Epoch 2655/3000 - 39s - loss: 0.2345 - acc: 0.9712 - val_loss: 0.9441 - val_acc: 0.8544 Epoch 02655: val_acc did not improve from 0.86765 Epoch 2656/3000 - 39s - loss: 0.2288 - acc: 0.9718 - val_loss: 0.9570 - val_acc: 0.8568 Epoch 02656: val_acc did not improve from 0.86765 Epoch 2657/3000 - 39s - loss: 0.2251 - acc: 0.9739 - val_loss: 0.9450 - val_acc: 0.8556 Epoch 02657: val_acc did not improve from 0.86765 Epoch 2658/3000 - 39s - loss: 0.2330 - acc: 0.9713 - val_loss: 0.9706 - val_acc: 0.8556 Epoch 02658: val_acc did not improve from 0.86765 Epoch 2659/3000 - 40s - loss: 0.2327 - acc: 0.9731 - val_loss: 0.9554 - val_acc: 0.8548 Epoch 02659: val_acc did not improve from 0.86765 Epoch 2660/3000 - 39s - loss: 0.2306 - acc: 0.9724 - val_loss: 0.9553 - val_acc: 0.8568 Epoch 02660: val_acc did not improve from 0.86765 Epoch 2661/3000 - 39s - loss: 0.2325 - acc: 0.9734 - val_loss: 0.9595 - val_acc: 0.8556 Epoch 02661: val_acc did not improve from 0.86765 Epoch 2662/3000 - 39s - loss: 0.2453 - acc: 0.9709 - val_loss: 0.9733 - val_acc: 0.8529 Epoch 02662: val_acc did not improve from 0.86765 Epoch 2663/3000 - 39s - loss: 0.2384 - acc: 0.9704 - val_loss: 0.9429 - val_acc: 0.8556 Epoch 02663: val_acc did not improve from 0.86765 Epoch 2664/3000 - 39s - loss: 0.2330 - acc: 0.9719 - val_loss: 0.9549 - val_acc: 0.8599 Epoch 02664: val_acc did not improve from 0.86765 Epoch 2665/3000 - 39s - loss: 0.2390 - acc: 0.9715 - val_loss: 0.9797 - val_acc: 0.8568 Epoch 02665: val_acc did not improve from 0.86765 Epoch 2666/3000 - 39s - loss: 0.2354 - acc: 0.9736 - val_loss: 1.0047 - val_acc: 0.8533 Epoch 02666: val_acc did not improve from 0.86765 Epoch 2667/3000 - 39s - loss: 0.2370 - acc: 0.9715 - val_loss: 0.9700 - val_acc: 0.8564 Epoch 02667: val_acc did not improve from 0.86765 Epoch 2668/3000 - 39s - loss: 0.2296 - acc: 0.9734 - val_loss: 0.9496 - val_acc: 0.8591 Epoch 02668: val_acc did not improve from 0.86765 Epoch 2669/3000 - 39s - loss: 0.2408 - acc: 0.9712 - val_loss: 0.9649 - val_acc: 0.8579 Epoch 02669: val_acc did not improve from 0.86765 Epoch 2670/3000 - 39s - loss: 0.2281 - acc: 0.9746 - val_loss: 0.9795 - val_acc: 0.8575 Epoch 02670: val_acc did not improve from 0.86765 Epoch 2671/3000 - 39s - loss: 0.2244 - acc: 0.9761 - val_loss: 0.9272 - val_acc: 0.8610 Epoch 02671: val_acc did not improve from 0.86765 Epoch 2672/3000 - 39s - loss: 0.2326 - acc: 0.9722 - val_loss: 0.9374 - val_acc: 0.8599 Epoch 02672: val_acc did not improve from 0.86765 Epoch 2673/3000 - 39s - loss: 0.2323 - acc: 0.9710 - val_loss: 0.9724 - val_acc: 0.8571 Epoch 02673: val_acc did not improve from 0.86765 Epoch 2674/3000 - 40s - loss: 0.2306 - acc: 0.9731 - val_loss: 0.9914 - val_acc: 0.8540 Epoch 02674: val_acc did not improve from 0.86765 Epoch 2675/3000 - 39s - loss: 0.2359 - acc: 0.9719 - val_loss: 0.9399 - val_acc: 0.8583 Epoch 02675: val_acc did not improve from 0.86765 Epoch 2676/3000 - 39s - loss: 0.2298 - acc: 0.9704 - val_loss: 0.9915 - val_acc: 0.8575 Epoch 02676: val_acc did not improve from 0.86765 Epoch 2677/3000 - 39s - loss: 0.2227 - acc: 0.9760 - val_loss: 0.9702 - val_acc: 0.8579 Epoch 02677: val_acc did not improve from 0.86765 Epoch 2678/3000 - 39s - loss: 0.2262 - acc: 0.9751 - val_loss: 0.9777 - val_acc: 0.8564 Epoch 02678: val_acc did not improve from 0.86765 Epoch 2679/3000 - 40s - loss: 0.2392 - acc: 0.9719 - val_loss: 0.9818 - val_acc: 0.8540 Epoch 02679: val_acc did not improve from 0.86765 Epoch 2680/3000 - 39s - loss: 0.2251 - acc: 0.9752 - val_loss: 0.9696 - val_acc: 0.8556 Epoch 02680: val_acc did not improve from 0.86765 Epoch 2681/3000 - 39s - loss: 0.2224 - acc: 0.9761 - val_loss: 0.9685 - val_acc: 0.8556 Epoch 02681: val_acc did not improve from 0.86765 Epoch 2682/3000 - 39s - loss: 0.2326 - acc: 0.9704 - val_loss: 0.9678 - val_acc: 0.8529 Epoch 02682: val_acc did not improve from 0.86765 Epoch 2683/3000 - 39s - loss: 0.2365 - acc: 0.9707 - val_loss: 0.9343 - val_acc: 0.8595 Epoch 02683: val_acc did not improve from 0.86765 Epoch 2684/3000 - 39s - loss: 0.2335 - acc: 0.9734 - val_loss: 0.9685 - val_acc: 0.8544 Epoch 02684: val_acc did not improve from 0.86765 Epoch 2685/3000 - 39s - loss: 0.2233 - acc: 0.9755 - val_loss: 0.9516 - val_acc: 0.8540 Epoch 02685: val_acc did not improve from 0.86765 Epoch 2686/3000 - 39s - loss: 0.2297 - acc: 0.9739 - val_loss: 0.9428 - val_acc: 0.8571 Epoch 02686: val_acc did not improve from 0.86765 Epoch 2687/3000 - 39s - loss: 0.2323 - acc: 0.9727 - val_loss: 0.9537 - val_acc: 0.8575 Epoch 02687: val_acc did not improve from 0.86765 Epoch 2688/3000 - 39s - loss: 0.2285 - acc: 0.9739 - val_loss: 0.9591 - val_acc: 0.8548 Epoch 02688: val_acc did not improve from 0.86765 Epoch 2689/3000 - 39s - loss: 0.2355 - acc: 0.9722 - val_loss: 0.9604 - val_acc: 0.8583 Epoch 02689: val_acc did not improve from 0.86765 Epoch 2690/3000 - 39s - loss: 0.2258 - acc: 0.9748 - val_loss: 0.9452 - val_acc: 0.8564 Epoch 02690: val_acc did not improve from 0.86765 Epoch 2691/3000 - 39s - loss: 0.2362 - acc: 0.9727 - val_loss: 0.9565 - val_acc: 0.8560 Epoch 02691: val_acc did not improve from 0.86765 Epoch 2692/3000 - 39s - loss: 0.2396 - acc: 0.9710 - val_loss: 0.9376 - val_acc: 0.8575 Epoch 02692: val_acc did not improve from 0.86765 Epoch 2693/3000 - 39s - loss: 0.2388 - acc: 0.9725 - val_loss: 0.9516 - val_acc: 0.8560 Epoch 02693: val_acc did not improve from 0.86765 Epoch 2694/3000 - 39s - loss: 0.2372 - acc: 0.9721 - val_loss: 0.9493 - val_acc: 0.8548 Epoch 02694: val_acc did not improve from 0.86765 Epoch 2695/3000 - 39s - loss: 0.2377 - acc: 0.9722 - val_loss: 0.9456 - val_acc: 0.8552 Epoch 02695: val_acc did not improve from 0.86765 Epoch 2696/3000 - 39s - loss: 0.2368 - acc: 0.9737 - val_loss: 0.9571 - val_acc: 0.8540 Epoch 02696: val_acc did not improve from 0.86765 Epoch 2697/3000 - 39s - loss: 0.2282 - acc: 0.9745 - val_loss: 0.9480 - val_acc: 0.8556 Epoch 02697: val_acc did not improve from 0.86765 Epoch 2698/3000 - 39s - loss: 0.2303 - acc: 0.9722 - val_loss: 0.9625 - val_acc: 0.8544 Epoch 02698: val_acc did not improve from 0.86765 Epoch 2699/3000 - 39s - loss: 0.2290 - acc: 0.9728 - val_loss: 0.9528 - val_acc: 0.8571 Epoch 02699: val_acc did not improve from 0.86765 Epoch 2700/3000 - 39s - loss: 0.2361 - acc: 0.9719 - val_loss: 0.9597 - val_acc: 0.8564 Epoch 02700: val_acc did not improve from 0.86765 Epoch 2701/3000 - 39s - loss: 0.2233 - acc: 0.9712 - val_loss: 0.9371 - val_acc: 0.8575 Epoch 02701: val_acc did not improve from 0.86765 Epoch 2702/3000 - 39s - loss: 0.2393 - acc: 0.9698 - val_loss: 0.9522 - val_acc: 0.8571 Epoch 02702: val_acc did not improve from 0.86765 Epoch 2703/3000 - 39s - loss: 0.2281 - acc: 0.9725 - val_loss: 0.9647 - val_acc: 0.8544 Epoch 02703: val_acc did not improve from 0.86765 Epoch 2704/3000 - 39s - loss: 0.2312 - acc: 0.9736 - val_loss: 0.9552 - val_acc: 0.8540 Epoch 02704: val_acc did not improve from 0.86765 Epoch 2705/3000 - 39s - loss: 0.2316 - acc: 0.9742 - val_loss: 0.9813 - val_acc: 0.8533 Epoch 02705: val_acc did not improve from 0.86765 Epoch 2706/3000 - 39s - loss: 0.2355 - acc: 0.9733 - val_loss: 0.9436 - val_acc: 0.8571 Epoch 02706: val_acc did not improve from 0.86765 Epoch 2707/3000 - 39s - loss: 0.2252 - acc: 0.9752 - val_loss: 0.9429 - val_acc: 0.8587 Epoch 02707: val_acc did not improve from 0.86765 Epoch 2708/3000 - 39s - loss: 0.2308 - acc: 0.9737 - val_loss: 0.9871 - val_acc: 0.8529 Epoch 02708: val_acc did not improve from 0.86765 Epoch 2709/3000 - 39s - loss: 0.2356 - acc: 0.9719 - val_loss: 0.9443 - val_acc: 0.8564 Epoch 02709: val_acc did not improve from 0.86765 Epoch 2710/3000 - 39s - loss: 0.2421 - acc: 0.9724 - val_loss: 0.9841 - val_acc: 0.8564 Epoch 02710: val_acc did not improve from 0.86765 Epoch 2711/3000 - 39s - loss: 0.2298 - acc: 0.9722 - val_loss: 0.9216 - val_acc: 0.8614 Epoch 02711: val_acc did not improve from 0.86765 Epoch 2712/3000 - 40s - loss: 0.2289 - acc: 0.9730 - val_loss: 0.9406 - val_acc: 0.8599 Epoch 02712: val_acc did not improve from 0.86765 Epoch 2713/3000 - 39s - loss: 0.2304 - acc: 0.9734 - val_loss: 0.9590 - val_acc: 0.8575 Epoch 02713: val_acc did not improve from 0.86765 Epoch 2714/3000 - 39s - loss: 0.2410 - acc: 0.9701 - val_loss: 0.9280 - val_acc: 0.8587 Epoch 02714: val_acc did not improve from 0.86765 Epoch 2715/3000 - 39s - loss: 0.2321 - acc: 0.9748 - val_loss: 0.9687 - val_acc: 0.8540 Epoch 02715: val_acc did not improve from 0.86765 Epoch 2716/3000 - 39s - loss: 0.2386 - acc: 0.9698 - val_loss: 0.9585 - val_acc: 0.8560 Epoch 02716: val_acc did not improve from 0.86765 Epoch 2717/3000 - 39s - loss: 0.2384 - acc: 0.9724 - val_loss: 0.9603 - val_acc: 0.8560 Epoch 02717: val_acc did not improve from 0.86765 Epoch 2718/3000 - 39s - loss: 0.2264 - acc: 0.9754 - val_loss: 0.9597 - val_acc: 0.8556 Epoch 02718: val_acc did not improve from 0.86765 Epoch 2719/3000 - 40s - loss: 0.2292 - acc: 0.9736 - val_loss: 0.9373 - val_acc: 0.8603 Epoch 02719: val_acc did not improve from 0.86765 Epoch 2720/3000 - 39s - loss: 0.2347 - acc: 0.9716 - val_loss: 0.9777 - val_acc: 0.8517 Epoch 02720: val_acc did not improve from 0.86765 Epoch 2721/3000 - 39s - loss: 0.2354 - acc: 0.9727 - val_loss: 0.9495 - val_acc: 0.8533 Epoch 02721: val_acc did not improve from 0.86765 Epoch 2722/3000 - 39s - loss: 0.2317 - acc: 0.9727 - val_loss: 0.9464 - val_acc: 0.8579 Epoch 02722: val_acc did not improve from 0.86765 Epoch 2723/3000 - 39s - loss: 0.2266 - acc: 0.9733 - val_loss: 0.9143 - val_acc: 0.8618 Epoch 02723: val_acc did not improve from 0.86765 Epoch 2724/3000 - 39s - loss: 0.2252 - acc: 0.9710 - val_loss: 0.9688 - val_acc: 0.8571 Epoch 02724: val_acc did not improve from 0.86765 Epoch 2725/3000 - 39s - loss: 0.2332 - acc: 0.9739 - val_loss: 0.9580 - val_acc: 0.8560 Epoch 02725: val_acc did not improve from 0.86765 Epoch 2726/3000 - 39s - loss: 0.2284 - acc: 0.9740 - val_loss: 0.9702 - val_acc: 0.8568 Epoch 02726: val_acc did not improve from 0.86765 Epoch 2727/3000 - 39s - loss: 0.2313 - acc: 0.9736 - val_loss: 0.9765 - val_acc: 0.8571 Epoch 02727: val_acc did not improve from 0.86765 Epoch 2728/3000 - 40s - loss: 0.2333 - acc: 0.9715 - val_loss: 0.9656 - val_acc: 0.8552 Epoch 02728: val_acc did not improve from 0.86765 Epoch 2729/3000 - 39s - loss: 0.2292 - acc: 0.9746 - val_loss: 0.9784 - val_acc: 0.8575 Epoch 02729: val_acc did not improve from 0.86765 Epoch 2730/3000 - 39s - loss: 0.2341 - acc: 0.9724 - val_loss: 0.9792 - val_acc: 0.8548 Epoch 02730: val_acc did not improve from 0.86765 Epoch 2731/3000 - 39s - loss: 0.2259 - acc: 0.9724 - val_loss: 0.9777 - val_acc: 0.8556 Epoch 02731: val_acc did not improve from 0.86765 Epoch 2732/3000 - 39s - loss: 0.2327 - acc: 0.9725 - val_loss: 0.9455 - val_acc: 0.8595 Epoch 02732: val_acc did not improve from 0.86765 Epoch 2733/3000 - 39s - loss: 0.2322 - acc: 0.9730 - val_loss: 0.9740 - val_acc: 0.8587 Epoch 02733: val_acc did not improve from 0.86765 Epoch 2734/3000 - 39s - loss: 0.2301 - acc: 0.9751 - val_loss: 0.9649 - val_acc: 0.8575 Epoch 02734: val_acc did not improve from 0.86765 Epoch 2735/3000 - 39s - loss: 0.2362 - acc: 0.9722 - val_loss: 1.0015 - val_acc: 0.8525 Epoch 02735: val_acc did not improve from 0.86765 Epoch 2736/3000 - 39s - loss: 0.2335 - acc: 0.9730 - val_loss: 0.9797 - val_acc: 0.8556 Epoch 02736: val_acc did not improve from 0.86765 Epoch 2737/3000 - 40s - loss: 0.2323 - acc: 0.9733 - val_loss: 0.9533 - val_acc: 0.8575 Epoch 02737: val_acc did not improve from 0.86765 Epoch 2738/3000 - 39s - loss: 0.2390 - acc: 0.9698 - val_loss: 0.9201 - val_acc: 0.8599 Epoch 02738: val_acc did not improve from 0.86765 Epoch 2739/3000 - 39s - loss: 0.2349 - acc: 0.9730 - val_loss: 0.9690 - val_acc: 0.8560 Epoch 02739: val_acc did not improve from 0.86765 Epoch 2740/3000 - 39s - loss: 0.2298 - acc: 0.9743 - val_loss: 0.9390 - val_acc: 0.8575 Epoch 02740: val_acc did not improve from 0.86765 Epoch 2741/3000 - 39s - loss: 0.2262 - acc: 0.9740 - val_loss: 0.9592 - val_acc: 0.8575 Epoch 02741: val_acc did not improve from 0.86765 Epoch 2742/3000 - 40s - loss: 0.2363 - acc: 0.9727 - val_loss: 0.9982 - val_acc: 0.8540 Epoch 02742: val_acc did not improve from 0.86765 Epoch 2743/3000 - 39s - loss: 0.2293 - acc: 0.9737 - val_loss: 0.9353 - val_acc: 0.8587 Epoch 02743: val_acc did not improve from 0.86765 Epoch 2744/3000 - 39s - loss: 0.2383 - acc: 0.9725 - val_loss: 0.9360 - val_acc: 0.8587 Epoch 02744: val_acc did not improve from 0.86765 Epoch 2745/3000 - 38s - loss: 0.2312 - acc: 0.9745 - val_loss: 0.9840 - val_acc: 0.8525 Epoch 02745: val_acc did not improve from 0.86765 Epoch 2746/3000 - 39s - loss: 0.2343 - acc: 0.9725 - val_loss: 0.9587 - val_acc: 0.8564 Epoch 02746: val_acc did not improve from 0.86765 Epoch 2747/3000 - 39s - loss: 0.2340 - acc: 0.9686 - val_loss: 0.9858 - val_acc: 0.8552 Epoch 02747: val_acc did not improve from 0.86765 Epoch 2748/3000 - 39s - loss: 0.2379 - acc: 0.9707 - val_loss: 0.9561 - val_acc: 0.8564 Epoch 02748: val_acc did not improve from 0.86765 Epoch 2749/3000 - 39s - loss: 0.2385 - acc: 0.9707 - val_loss: 0.9698 - val_acc: 0.8552 Epoch 02749: val_acc did not improve from 0.86765 Epoch 2750/3000 - 39s - loss: 0.2313 - acc: 0.9716 - val_loss: 0.9570 - val_acc: 0.8571 Epoch 02750: val_acc did not improve from 0.86765 Epoch 2751/3000 - 39s - loss: 0.2345 - acc: 0.9716 - val_loss: 0.9611 - val_acc: 0.8564 Epoch 02751: val_acc did not improve from 0.86765 Epoch 2752/3000 - 40s - loss: 0.2372 - acc: 0.9727 - val_loss: 0.9495 - val_acc: 0.8595 Epoch 02752: val_acc did not improve from 0.86765 Epoch 2753/3000 - 39s - loss: 0.2393 - acc: 0.9703 - val_loss: 0.9457 - val_acc: 0.8606 Epoch 02753: val_acc did not improve from 0.86765 Epoch 2754/3000 - 39s - loss: 0.2333 - acc: 0.9730 - val_loss: 0.9610 - val_acc: 0.8583 Epoch 02754: val_acc did not improve from 0.86765 Epoch 2755/3000 - 39s - loss: 0.2258 - acc: 0.9754 - val_loss: 0.9480 - val_acc: 0.8583 Epoch 02755: val_acc did not improve from 0.86765 Epoch 2756/3000 - 39s - loss: 0.2349 - acc: 0.9733 - val_loss: 0.9723 - val_acc: 0.8505 Epoch 02756: val_acc did not improve from 0.86765 Epoch 2757/3000 - 39s - loss: 0.2274 - acc: 0.9749 - val_loss: 0.9482 - val_acc: 0.8568 Epoch 02757: val_acc did not improve from 0.86765 Epoch 2758/3000 - 39s - loss: 0.2399 - acc: 0.9716 - val_loss: 0.9574 - val_acc: 0.8564 Epoch 02758: val_acc did not improve from 0.86765 Epoch 2759/3000 - 39s - loss: 0.2212 - acc: 0.9769 - val_loss: 0.9981 - val_acc: 0.8505 Epoch 02759: val_acc did not improve from 0.86765 Epoch 2760/3000 - 39s - loss: 0.2356 - acc: 0.9716 - val_loss: 0.9675 - val_acc: 0.8544 Epoch 02760: val_acc did not improve from 0.86765 Epoch 2761/3000 - 39s - loss: 0.2339 - acc: 0.9752 - val_loss: 0.9587 - val_acc: 0.8552 Epoch 02761: val_acc did not improve from 0.86765 Epoch 2762/3000 - 39s - loss: 0.2331 - acc: 0.9727 - val_loss: 0.9647 - val_acc: 0.8556 Epoch 02762: val_acc did not improve from 0.86765 Epoch 2763/3000 - 39s - loss: 0.2253 - acc: 0.9742 - val_loss: 0.9835 - val_acc: 0.8521 Epoch 02763: val_acc did not improve from 0.86765 Epoch 2764/3000 - 39s - loss: 0.2326 - acc: 0.9725 - val_loss: 0.9442 - val_acc: 0.8544 Epoch 02764: val_acc did not improve from 0.86765 Epoch 2765/3000 - 39s - loss: 0.2255 - acc: 0.9739 - val_loss: 0.9449 - val_acc: 0.8540 Epoch 02765: val_acc did not improve from 0.86765 Epoch 2766/3000 - 39s - loss: 0.2257 - acc: 0.9734 - val_loss: 0.9768 - val_acc: 0.8548 Epoch 02766: val_acc did not improve from 0.86765 Epoch 2767/3000 - 39s - loss: 0.2390 - acc: 0.9722 - val_loss: 0.9520 - val_acc: 0.8575 Epoch 02767: val_acc did not improve from 0.86765 Epoch 2768/3000 - 39s - loss: 0.2307 - acc: 0.9725 - val_loss: 0.9682 - val_acc: 0.8564 Epoch 02768: val_acc did not improve from 0.86765 Epoch 2769/3000 - 39s - loss: 0.2255 - acc: 0.9754 - val_loss: 0.9531 - val_acc: 0.8533 Epoch 02769: val_acc did not improve from 0.86765 Epoch 2770/3000 - 39s - loss: 0.2317 - acc: 0.9721 - val_loss: 0.9927 - val_acc: 0.8525 Epoch 02770: val_acc did not improve from 0.86765 Epoch 2771/3000 - 39s - loss: 0.2404 - acc: 0.9712 - val_loss: 0.9565 - val_acc: 0.8552 Epoch 02771: val_acc did not improve from 0.86765 Epoch 2772/3000 - 39s - loss: 0.2238 - acc: 0.9730 - val_loss: 0.9801 - val_acc: 0.8533 Epoch 02772: val_acc did not improve from 0.86765 Epoch 2773/3000 - 39s - loss: 0.2399 - acc: 0.9725 - val_loss: 1.0138 - val_acc: 0.8525 Epoch 02773: val_acc did not improve from 0.86765 Epoch 2774/3000 - 39s - loss: 0.2293 - acc: 0.9757 - val_loss: 0.9712 - val_acc: 0.8548 Epoch 02774: val_acc did not improve from 0.86765 Epoch 2775/3000 - 39s - loss: 0.2332 - acc: 0.9737 - val_loss: 0.9653 - val_acc: 0.8556 Epoch 02775: val_acc did not improve from 0.86765 Epoch 2776/3000 - 39s - loss: 0.2315 - acc: 0.9737 - val_loss: 0.9522 - val_acc: 0.8556 Epoch 02776: val_acc did not improve from 0.86765 Epoch 2777/3000 - 39s - loss: 0.2372 - acc: 0.9703 - val_loss: 0.9803 - val_acc: 0.8540 Epoch 02777: val_acc did not improve from 0.86765 Epoch 2778/3000 - 39s - loss: 0.2357 - acc: 0.9721 - val_loss: 0.9863 - val_acc: 0.8540 Epoch 02778: val_acc did not improve from 0.86765 Epoch 2779/3000 - 39s - loss: 0.2375 - acc: 0.9698 - val_loss: 0.9741 - val_acc: 0.8548 Epoch 02779: val_acc did not improve from 0.86765 Epoch 2780/3000 - 39s - loss: 0.2430 - acc: 0.9694 - val_loss: 0.9541 - val_acc: 0.8552 Epoch 02780: val_acc did not improve from 0.86765 Epoch 2781/3000 - 39s - loss: 0.2271 - acc: 0.9725 - val_loss: 0.9639 - val_acc: 0.8529 Epoch 02781: val_acc did not improve from 0.86765 Epoch 2782/3000 - 39s - loss: 0.2245 - acc: 0.9709 - val_loss: 0.9456 - val_acc: 0.8556 Epoch 02782: val_acc did not improve from 0.86765 Epoch 2783/3000 - 39s - loss: 0.2386 - acc: 0.9706 - val_loss: 0.9717 - val_acc: 0.8552 Epoch 02783: val_acc did not improve from 0.86765 Epoch 2784/3000 - 39s - loss: 0.2321 - acc: 0.9728 - val_loss: 0.9664 - val_acc: 0.8548 Epoch 02784: val_acc did not improve from 0.86765 Epoch 2785/3000 - 39s - loss: 0.2333 - acc: 0.9724 - val_loss: 0.9771 - val_acc: 0.8544 Epoch 02785: val_acc did not improve from 0.86765 Epoch 2786/3000 - 39s - loss: 0.2416 - acc: 0.9716 - val_loss: 0.9461 - val_acc: 0.8564 Epoch 02786: val_acc did not improve from 0.86765 Epoch 2787/3000 - 39s - loss: 0.2264 - acc: 0.9742 - val_loss: 0.9749 - val_acc: 0.8540 Epoch 02787: val_acc did not improve from 0.86765 Epoch 2788/3000 - 39s - loss: 0.2315 - acc: 0.9739 - val_loss: 0.9714 - val_acc: 0.8568 Epoch 02788: val_acc did not improve from 0.86765 Epoch 2789/3000 - 39s - loss: 0.2305 - acc: 0.9737 - val_loss: 0.9372 - val_acc: 0.8568 Epoch 02789: val_acc did not improve from 0.86765 Epoch 2790/3000 - 39s - loss: 0.2289 - acc: 0.9752 - val_loss: 0.9451 - val_acc: 0.8564 Epoch 02790: val_acc did not improve from 0.86765 Epoch 2791/3000 - 40s - loss: 0.2313 - acc: 0.9739 - val_loss: 0.9513 - val_acc: 0.8560 Epoch 02791: val_acc did not improve from 0.86765 Epoch 2792/3000 - 39s - loss: 0.2336 - acc: 0.9730 - val_loss: 0.9678 - val_acc: 0.8568 Epoch 02792: val_acc did not improve from 0.86765 Epoch 2793/3000 - 39s - loss: 0.2345 - acc: 0.9712 - val_loss: 0.9570 - val_acc: 0.8575 Epoch 02793: val_acc did not improve from 0.86765 Epoch 2794/3000 - 39s - loss: 0.2396 - acc: 0.9694 - val_loss: 0.9643 - val_acc: 0.8560 Epoch 02794: val_acc did not improve from 0.86765 Epoch 2795/3000 - 39s - loss: 0.2318 - acc: 0.9721 - val_loss: 0.9542 - val_acc: 0.8606 Epoch 02795: val_acc did not improve from 0.86765 Epoch 2796/3000 - 39s - loss: 0.2232 - acc: 0.9736 - val_loss: 0.9679 - val_acc: 0.8556 Epoch 02796: val_acc did not improve from 0.86765 Epoch 2797/3000 - 39s - loss: 0.2313 - acc: 0.9733 - val_loss: 0.9340 - val_acc: 0.8599 Epoch 02797: val_acc did not improve from 0.86765 Epoch 2798/3000 - 39s - loss: 0.2317 - acc: 0.9724 - val_loss: 0.9634 - val_acc: 0.8591 Epoch 02798: val_acc did not improve from 0.86765 Epoch 2799/3000 - 39s - loss: 0.2295 - acc: 0.9710 - val_loss: 0.9558 - val_acc: 0.8595 Epoch 02799: val_acc did not improve from 0.86765 Epoch 2800/3000 - 39s - loss: 0.2421 - acc: 0.9704 - val_loss: 0.9950 - val_acc: 0.8552 Epoch 02800: val_acc did not improve from 0.86765 Epoch 2801/3000 - 39s - loss: 0.2373 - acc: 0.9703 - val_loss: 0.9898 - val_acc: 0.8540 Epoch 02801: val_acc did not improve from 0.86765 Epoch 2802/3000 - 39s - loss: 0.2277 - acc: 0.9768 - val_loss: 0.9946 - val_acc: 0.8525 Epoch 02802: val_acc did not improve from 0.86765 Epoch 2803/3000 - 39s - loss: 0.2334 - acc: 0.9734 - val_loss: 0.9753 - val_acc: 0.8548 Epoch 02803: val_acc did not improve from 0.86765 Epoch 2804/3000 - 40s - loss: 0.2256 - acc: 0.9743 - val_loss: 0.9590 - val_acc: 0.8568 Epoch 02804: val_acc did not improve from 0.86765 Epoch 2805/3000 - 39s - loss: 0.2249 - acc: 0.9752 - val_loss: 0.9551 - val_acc: 0.8556 Epoch 02805: val_acc did not improve from 0.86765 Epoch 2806/3000 - 39s - loss: 0.2242 - acc: 0.9749 - val_loss: 0.9682 - val_acc: 0.8544 Epoch 02806: val_acc did not improve from 0.86765 Epoch 2807/3000 - 39s - loss: 0.2260 - acc: 0.9752 - val_loss: 0.9732 - val_acc: 0.8556 Epoch 02807: val_acc did not improve from 0.86765 Epoch 2808/3000 - 39s - loss: 0.2393 - acc: 0.9727 - val_loss: 0.9725 - val_acc: 0.8564 Epoch 02808: val_acc did not improve from 0.86765 Epoch 2809/3000 - 39s - loss: 0.2250 - acc: 0.9736 - val_loss: 0.9644 - val_acc: 0.8571 Epoch 02809: val_acc did not improve from 0.86765 Epoch 2810/3000 - 39s - loss: 0.2286 - acc: 0.9718 - val_loss: 0.9761 - val_acc: 0.8564 Epoch 02810: val_acc did not improve from 0.86765 Epoch 2811/3000 - 39s - loss: 0.2235 - acc: 0.9731 - val_loss: 0.9830 - val_acc: 0.8540 Epoch 02811: val_acc did not improve from 0.86765 Epoch 2812/3000 - 39s - loss: 0.2412 - acc: 0.9722 - val_loss: 0.9622 - val_acc: 0.8525 Epoch 02812: val_acc did not improve from 0.86765 Epoch 2813/3000 - 39s - loss: 0.2340 - acc: 0.9725 - val_loss: 0.9395 - val_acc: 0.8579 Epoch 02813: val_acc did not improve from 0.86765 Epoch 2814/3000 - 39s - loss: 0.2344 - acc: 0.9715 - val_loss: 0.9633 - val_acc: 0.8579 Epoch 02814: val_acc did not improve from 0.86765 Epoch 2815/3000 - 39s - loss: 0.2331 - acc: 0.9715 - val_loss: 0.9530 - val_acc: 0.8591 Epoch 02815: val_acc did not improve from 0.86765 Epoch 2816/3000 - 39s - loss: 0.2236 - acc: 0.9737 - val_loss: 0.9386 - val_acc: 0.8595 Epoch 02816: val_acc did not improve from 0.86765 Epoch 2817/3000 - 39s - loss: 0.2321 - acc: 0.9734 - val_loss: 0.9752 - val_acc: 0.8552 Epoch 02817: val_acc did not improve from 0.86765 Epoch 2818/3000 - 39s - loss: 0.2249 - acc: 0.9748 - val_loss: 0.9716 - val_acc: 0.8564 Epoch 02818: val_acc did not improve from 0.86765 Epoch 2819/3000 - 39s - loss: 0.2331 - acc: 0.9734 - val_loss: 0.9620 - val_acc: 0.8560 Epoch 02819: val_acc did not improve from 0.86765 Epoch 2820/3000 - 39s - loss: 0.2283 - acc: 0.9742 - val_loss: 0.9714 - val_acc: 0.8560 Epoch 02820: val_acc did not improve from 0.86765 Epoch 2821/3000 - 39s - loss: 0.2234 - acc: 0.9749 - val_loss: 0.9395 - val_acc: 0.8603 Epoch 02821: val_acc did not improve from 0.86765 Epoch 2822/3000 - 39s - loss: 0.2314 - acc: 0.9742 - val_loss: 0.9568 - val_acc: 0.8560 Epoch 02822: val_acc did not improve from 0.86765 Epoch 2823/3000 - 39s - loss: 0.2337 - acc: 0.9722 - val_loss: 0.9408 - val_acc: 0.8556 Epoch 02823: val_acc did not improve from 0.86765 Epoch 2824/3000 - 39s - loss: 0.2421 - acc: 0.9709 - val_loss: 0.9897 - val_acc: 0.8540 Epoch 02824: val_acc did not improve from 0.86765 Epoch 2825/3000 - 40s - loss: 0.2299 - acc: 0.9742 - val_loss: 0.9846 - val_acc: 0.8556 Epoch 02825: val_acc did not improve from 0.86765 Epoch 2826/3000 - 39s - loss: 0.2317 - acc: 0.9730 - val_loss: 0.9619 - val_acc: 0.8544 Epoch 02826: val_acc did not improve from 0.86765 Epoch 2827/3000 - 39s - loss: 0.2388 - acc: 0.9719 - val_loss: 0.9683 - val_acc: 0.8536 Epoch 02827: val_acc did not improve from 0.86765 Epoch 2828/3000 - 39s - loss: 0.2302 - acc: 0.9736 - val_loss: 0.9739 - val_acc: 0.8544 Epoch 02828: val_acc did not improve from 0.86765 Epoch 2829/3000 - 39s - loss: 0.2337 - acc: 0.9721 - val_loss: 0.9677 - val_acc: 0.8517 Epoch 02829: val_acc did not improve from 0.86765 Epoch 2830/3000 - 39s - loss: 0.2292 - acc: 0.9725 - val_loss: 0.9753 - val_acc: 0.8536 Epoch 02830: val_acc did not improve from 0.86765 Epoch 2831/3000 - 39s - loss: 0.2331 - acc: 0.9722 - val_loss: 0.9577 - val_acc: 0.8560 Epoch 02831: val_acc did not improve from 0.86765 Epoch 2832/3000 - 39s - loss: 0.2383 - acc: 0.9719 - val_loss: 0.9650 - val_acc: 0.8556 Epoch 02832: val_acc did not improve from 0.86765 Epoch 2833/3000 - 39s - loss: 0.2330 - acc: 0.9743 - val_loss: 0.9495 - val_acc: 0.8548 Epoch 02833: val_acc did not improve from 0.86765 Epoch 2834/3000 - 39s - loss: 0.2262 - acc: 0.9748 - val_loss: 0.9674 - val_acc: 0.8536 Epoch 02834: val_acc did not improve from 0.86765 Epoch 2835/3000 - 39s - loss: 0.2274 - acc: 0.9743 - val_loss: 0.9432 - val_acc: 0.8571 Epoch 02835: val_acc did not improve from 0.86765 Epoch 2836/3000 - 39s - loss: 0.2296 - acc: 0.9719 - val_loss: 0.9380 - val_acc: 0.8610 Epoch 02836: val_acc did not improve from 0.86765 Epoch 2837/3000 - 40s - loss: 0.2370 - acc: 0.9719 - val_loss: 0.9320 - val_acc: 0.8579 Epoch 02837: val_acc did not improve from 0.86765 Epoch 2838/3000 - 39s - loss: 0.2253 - acc: 0.9761 - val_loss: 0.9912 - val_acc: 0.8529 Epoch 02838: val_acc did not improve from 0.86765 Epoch 2839/3000 - 39s - loss: 0.2315 - acc: 0.9745 - val_loss: 0.9500 - val_acc: 0.8599 Epoch 02839: val_acc did not improve from 0.86765 Epoch 2840/3000 - 39s - loss: 0.2382 - acc: 0.9712 - val_loss: 0.9481 - val_acc: 0.8614 Epoch 02840: val_acc did not improve from 0.86765 Epoch 2841/3000 - 39s - loss: 0.2331 - acc: 0.9737 - val_loss: 0.9476 - val_acc: 0.8568 Epoch 02841: val_acc did not improve from 0.86765 Epoch 2842/3000 - 39s - loss: 0.2268 - acc: 0.9746 - val_loss: 0.9385 - val_acc: 0.8610 Epoch 02842: val_acc did not improve from 0.86765 Epoch 2843/3000 - 39s - loss: 0.2340 - acc: 0.9701 - val_loss: 0.9426 - val_acc: 0.8564 Epoch 02843: val_acc did not improve from 0.86765 Epoch 2844/3000 - 40s - loss: 0.2358 - acc: 0.9721 - val_loss: 0.9756 - val_acc: 0.8540 Epoch 02844: val_acc did not improve from 0.86765 Epoch 2845/3000 - 40s - loss: 0.2263 - acc: 0.9740 - val_loss: 0.9541 - val_acc: 0.8579 Epoch 02845: val_acc did not improve from 0.86765 Epoch 2846/3000 - 39s - loss: 0.2284 - acc: 0.9733 - val_loss: 0.9917 - val_acc: 0.8525 Epoch 02846: val_acc did not improve from 0.86765 Epoch 2847/3000 - 39s - loss: 0.2190 - acc: 0.9771 - val_loss: 0.9949 - val_acc: 0.8536 Epoch 02847: val_acc did not improve from 0.86765 Epoch 2848/3000 - 39s - loss: 0.2227 - acc: 0.9761 - val_loss: 0.9788 - val_acc: 0.8517 Epoch 02848: val_acc did not improve from 0.86765 Epoch 2849/3000 - 39s - loss: 0.2323 - acc: 0.9734 - val_loss: 0.9942 - val_acc: 0.8525 Epoch 02849: val_acc did not improve from 0.86765 Epoch 2850/3000 - 39s - loss: 0.2353 - acc: 0.9722 - val_loss: 0.9411 - val_acc: 0.8548 Epoch 02850: val_acc did not improve from 0.86765 Epoch 2851/3000 - 39s - loss: 0.2282 - acc: 0.9715 - val_loss: 0.9672 - val_acc: 0.8595 Epoch 02851: val_acc did not improve from 0.86765 Epoch 2852/3000 - 39s - loss: 0.2266 - acc: 0.9740 - val_loss: 0.9932 - val_acc: 0.8533 Epoch 02852: val_acc did not improve from 0.86765 Epoch 2853/3000 - 39s - loss: 0.2207 - acc: 0.9743 - val_loss: 0.9709 - val_acc: 0.8536 Epoch 02853: val_acc did not improve from 0.86765 Epoch 2854/3000 - 39s - loss: 0.2325 - acc: 0.9709 - val_loss: 1.0075 - val_acc: 0.8509 Epoch 02854: val_acc did not improve from 0.86765 Epoch 2855/3000 - 40s - loss: 0.2341 - acc: 0.9712 - val_loss: 0.9482 - val_acc: 0.8599 Epoch 02855: val_acc did not improve from 0.86765 Epoch 2856/3000 - 39s - loss: 0.2214 - acc: 0.9777 - val_loss: 0.9615 - val_acc: 0.8571 Epoch 02856: val_acc did not improve from 0.86765 Epoch 2857/3000 - 39s - loss: 0.2329 - acc: 0.9742 - val_loss: 0.9856 - val_acc: 0.8536 Epoch 02857: val_acc did not improve from 0.86765 Epoch 2858/3000 - 39s - loss: 0.2344 - acc: 0.9709 - val_loss: 0.9973 - val_acc: 0.8513 Epoch 02858: val_acc did not improve from 0.86765 Epoch 2859/3000 - 39s - loss: 0.2299 - acc: 0.9722 - val_loss: 0.9504 - val_acc: 0.8583 Epoch 02859: val_acc did not improve from 0.86765 Epoch 2860/3000 - 39s - loss: 0.2370 - acc: 0.9703 - val_loss: 0.9648 - val_acc: 0.8544 Epoch 02860: val_acc did not improve from 0.86765 Epoch 2861/3000 - 39s - loss: 0.2385 - acc: 0.9707 - val_loss: 0.9778 - val_acc: 0.8544 Epoch 02861: val_acc did not improve from 0.86765 Epoch 2862/3000 - 39s - loss: 0.2300 - acc: 0.9746 - val_loss: 1.0015 - val_acc: 0.8540 Epoch 02862: val_acc did not improve from 0.86765 Epoch 2863/3000 - 39s - loss: 0.2417 - acc: 0.9700 - val_loss: 0.9629 - val_acc: 0.8587 Epoch 02863: val_acc did not improve from 0.86765 Epoch 2864/3000 - 39s - loss: 0.2299 - acc: 0.9739 - val_loss: 0.9532 - val_acc: 0.8575 Epoch 02864: val_acc did not improve from 0.86765 Epoch 2865/3000 - 39s - loss: 0.2311 - acc: 0.9733 - val_loss: 0.9633 - val_acc: 0.8571 Epoch 02865: val_acc did not improve from 0.86765 Epoch 2866/3000 - 39s - loss: 0.2300 - acc: 0.9727 - val_loss: 0.9861 - val_acc: 0.8552 Epoch 02866: val_acc did not improve from 0.86765 Epoch 2867/3000 - 39s - loss: 0.2259 - acc: 0.9733 - val_loss: 1.0066 - val_acc: 0.8501 Epoch 02867: val_acc did not improve from 0.86765 Epoch 2868/3000 - 39s - loss: 0.2293 - acc: 0.9728 - val_loss: 0.9920 - val_acc: 0.8548 Epoch 02868: val_acc did not improve from 0.86765 Epoch 2869/3000 - 39s - loss: 0.2339 - acc: 0.9718 - val_loss: 0.9812 - val_acc: 0.8552 Epoch 02869: val_acc did not improve from 0.86765 Epoch 2870/3000 - 39s - loss: 0.2257 - acc: 0.9751 - val_loss: 0.9495 - val_acc: 0.8571 Epoch 02870: val_acc did not improve from 0.86765 Epoch 2871/3000 - 39s - loss: 0.2357 - acc: 0.9725 - val_loss: 0.9786 - val_acc: 0.8544 Epoch 02871: val_acc did not improve from 0.86765 Epoch 2872/3000 - 40s - loss: 0.2267 - acc: 0.9752 - val_loss: 0.9455 - val_acc: 0.8603 Epoch 02872: val_acc did not improve from 0.86765 Epoch 2873/3000 - 39s - loss: 0.2247 - acc: 0.9740 - val_loss: 0.9548 - val_acc: 0.8571 Epoch 02873: val_acc did not improve from 0.86765 Epoch 2874/3000 - 39s - loss: 0.2227 - acc: 0.9749 - val_loss: 0.9500 - val_acc: 0.8579 Epoch 02874: val_acc did not improve from 0.86765 Epoch 2875/3000 - 39s - loss: 0.2367 - acc: 0.9718 - val_loss: 0.9626 - val_acc: 0.8540 Epoch 02875: val_acc did not improve from 0.86765 Epoch 2876/3000 - 39s - loss: 0.2267 - acc: 0.9736 - val_loss: 0.9359 - val_acc: 0.8599 Epoch 02876: val_acc did not improve from 0.86765 Epoch 2877/3000 - 39s - loss: 0.2332 - acc: 0.9718 - val_loss: 0.9731 - val_acc: 0.8568 Epoch 02877: val_acc did not improve from 0.86765 Epoch 2878/3000 - 39s - loss: 0.2306 - acc: 0.9742 - val_loss: 0.9859 - val_acc: 0.8560 Epoch 02878: val_acc did not improve from 0.86765 Epoch 2879/3000 - 39s - loss: 0.2368 - acc: 0.9718 - val_loss: 0.9794 - val_acc: 0.8548 Epoch 02879: val_acc did not improve from 0.86765 Epoch 2880/3000 - 39s - loss: 0.2334 - acc: 0.9731 - val_loss: 0.9678 - val_acc: 0.8579 Epoch 02880: val_acc did not improve from 0.86765 Epoch 2881/3000 - 39s - loss: 0.2358 - acc: 0.9710 - val_loss: 0.9571 - val_acc: 0.8552 Epoch 02881: val_acc did not improve from 0.86765 Epoch 2882/3000 - 39s - loss: 0.2381 - acc: 0.9712 - val_loss: 0.9580 - val_acc: 0.8560 Epoch 02882: val_acc did not improve from 0.86765 Epoch 2883/3000 - 39s - loss: 0.2240 - acc: 0.9755 - val_loss: 0.9550 - val_acc: 0.8556 Epoch 02883: val_acc did not improve from 0.86765 Epoch 2884/3000 - 39s - loss: 0.2268 - acc: 0.9754 - val_loss: 0.9680 - val_acc: 0.8544 Epoch 02884: val_acc did not improve from 0.86765 Epoch 2885/3000 - 39s - loss: 0.2372 - acc: 0.9728 - val_loss: 0.9495 - val_acc: 0.8568 Epoch 02885: val_acc did not improve from 0.86765 Epoch 2886/3000 - 39s - loss: 0.2321 - acc: 0.9740 - val_loss: 0.9657 - val_acc: 0.8552 Epoch 02886: val_acc did not improve from 0.86765 Epoch 2887/3000 - 39s - loss: 0.2373 - acc: 0.9737 - val_loss: 0.9532 - val_acc: 0.8568 Epoch 02887: val_acc did not improve from 0.86765 Epoch 2888/3000 - 39s - loss: 0.2358 - acc: 0.9740 - val_loss: 0.9484 - val_acc: 0.8575 Epoch 02888: val_acc did not improve from 0.86765 Epoch 2889/3000 - 40s - loss: 0.2341 - acc: 0.9728 - val_loss: 0.9350 - val_acc: 0.8583 Epoch 02889: val_acc did not improve from 0.86765 Epoch 2890/3000 - 39s - loss: 0.2317 - acc: 0.9716 - val_loss: 0.9448 - val_acc: 0.8583 Epoch 02890: val_acc did not improve from 0.86765 Epoch 2891/3000 - 39s - loss: 0.2259 - acc: 0.9743 - val_loss: 0.9279 - val_acc: 0.8614 Epoch 02891: val_acc did not improve from 0.86765 Epoch 2892/3000 - 39s - loss: 0.2273 - acc: 0.9754 - val_loss: 0.9367 - val_acc: 0.8560 Epoch 02892: val_acc did not improve from 0.86765 Epoch 2893/3000 - 39s - loss: 0.2318 - acc: 0.9745 - val_loss: 0.9468 - val_acc: 0.8544 Epoch 02893: val_acc did not improve from 0.86765 Epoch 2894/3000 - 39s - loss: 0.2291 - acc: 0.9725 - val_loss: 0.9390 - val_acc: 0.8591 Epoch 02894: val_acc did not improve from 0.86765 Epoch 2895/3000 - 39s - loss: 0.2332 - acc: 0.9704 - val_loss: 0.9466 - val_acc: 0.8556 Epoch 02895: val_acc did not improve from 0.86765 Epoch 2896/3000 - 39s - loss: 0.2315 - acc: 0.9739 - val_loss: 0.9739 - val_acc: 0.8548 Epoch 02896: val_acc did not improve from 0.86765 Epoch 2897/3000 - 39s - loss: 0.2418 - acc: 0.9716 - val_loss: 0.9661 - val_acc: 0.8509 Epoch 02897: val_acc did not improve from 0.86765 Epoch 2898/3000 - 39s - loss: 0.2241 - acc: 0.9749 - val_loss: 0.9704 - val_acc: 0.8548 Epoch 02898: val_acc did not improve from 0.86765 Epoch 2899/3000 - 40s - loss: 0.2230 - acc: 0.9751 - val_loss: 0.9899 - val_acc: 0.8552 Epoch 02899: val_acc did not improve from 0.86765 Epoch 2900/3000 - 39s - loss: 0.2380 - acc: 0.9710 - val_loss: 0.9621 - val_acc: 0.8548 Epoch 02900: val_acc did not improve from 0.86765 Epoch 2901/3000 - 39s - loss: 0.2389 - acc: 0.9718 - val_loss: 0.9614 - val_acc: 0.8568 Epoch 02901: val_acc did not improve from 0.86765 Epoch 2902/3000 - 39s - loss: 0.2225 - acc: 0.9771 - val_loss: 0.9590 - val_acc: 0.8556 Epoch 02902: val_acc did not improve from 0.86765 Epoch 2903/3000 - 39s - loss: 0.2391 - acc: 0.9727 - val_loss: 0.9474 - val_acc: 0.8556 Epoch 02903: val_acc did not improve from 0.86765 Epoch 2904/3000 - 39s - loss: 0.2265 - acc: 0.9748 - val_loss: 0.9567 - val_acc: 0.8568 Epoch 02904: val_acc did not improve from 0.86765 Epoch 2905/3000 - 39s - loss: 0.2381 - acc: 0.9718 - val_loss: 0.9852 - val_acc: 0.8521 Epoch 02905: val_acc did not improve from 0.86765 Epoch 2906/3000 - 39s - loss: 0.2324 - acc: 0.9730 - val_loss: 0.9607 - val_acc: 0.8529 Epoch 02906: val_acc did not improve from 0.86765 Epoch 2907/3000 - 39s - loss: 0.2314 - acc: 0.9734 - val_loss: 1.0116 - val_acc: 0.8501 Epoch 02907: val_acc did not improve from 0.86765 Epoch 2908/3000 - 39s - loss: 0.2307 - acc: 0.9724 - val_loss: 0.9805 - val_acc: 0.8564 Epoch 02908: val_acc did not improve from 0.86765 Epoch 2909/3000 - 39s - loss: 0.2295 - acc: 0.9727 - val_loss: 0.9573 - val_acc: 0.8568 Epoch 02909: val_acc did not improve from 0.86765 Epoch 2910/3000 - 39s - loss: 0.2263 - acc: 0.9748 - val_loss: 0.9568 - val_acc: 0.8568 Epoch 02910: val_acc did not improve from 0.86765 Epoch 2911/3000 - 39s - loss: 0.2260 - acc: 0.9745 - val_loss: 0.9586 - val_acc: 0.8568 Epoch 02911: val_acc did not improve from 0.86765 Epoch 2912/3000 - 39s - loss: 0.2250 - acc: 0.9755 - val_loss: 0.9495 - val_acc: 0.8571 Epoch 02912: val_acc did not improve from 0.86765 Epoch 2913/3000 - 40s - loss: 0.2362 - acc: 0.9742 - val_loss: 0.9499 - val_acc: 0.8575 Epoch 02913: val_acc did not improve from 0.86765 Epoch 2914/3000 - 39s - loss: 0.2337 - acc: 0.9728 - val_loss: 0.9913 - val_acc: 0.8560 Epoch 02914: val_acc did not improve from 0.86765 Epoch 2915/3000 - 39s - loss: 0.2312 - acc: 0.9731 - val_loss: 0.9826 - val_acc: 0.8560 Epoch 02915: val_acc did not improve from 0.86765 Epoch 2916/3000 - 39s - loss: 0.2324 - acc: 0.9743 - val_loss: 0.9496 - val_acc: 0.8618 Epoch 02916: val_acc did not improve from 0.86765 Epoch 2917/3000 - 39s - loss: 0.2273 - acc: 0.9731 - val_loss: 0.9620 - val_acc: 0.8595 Epoch 02917: val_acc did not improve from 0.86765 Epoch 2918/3000 - 39s - loss: 0.2282 - acc: 0.9734 - val_loss: 0.9752 - val_acc: 0.8583 Epoch 02918: val_acc did not improve from 0.86765 Epoch 2919/3000 - 39s - loss: 0.2291 - acc: 0.9731 - val_loss: 0.9876 - val_acc: 0.8525 Epoch 02919: val_acc did not improve from 0.86765 Epoch 2920/3000 - 39s - loss: 0.2338 - acc: 0.9715 - val_loss: 0.9653 - val_acc: 0.8583 Epoch 02920: val_acc did not improve from 0.86765 Epoch 2921/3000 - 39s - loss: 0.2340 - acc: 0.9730 - val_loss: 0.9607 - val_acc: 0.8564 Epoch 02921: val_acc did not improve from 0.86765 Epoch 2922/3000 - 39s - loss: 0.2349 - acc: 0.9716 - val_loss: 0.9667 - val_acc: 0.8536 Epoch 02922: val_acc did not improve from 0.86765 Epoch 2923/3000 - 39s - loss: 0.2267 - acc: 0.9742 - val_loss: 0.9733 - val_acc: 0.8583 Epoch 02923: val_acc did not improve from 0.86765 Epoch 2924/3000 - 39s - loss: 0.2456 - acc: 0.9675 - val_loss: 0.9573 - val_acc: 0.8560 Epoch 02924: val_acc did not improve from 0.86765 Epoch 2925/3000 - 39s - loss: 0.2346 - acc: 0.9733 - val_loss: 0.9471 - val_acc: 0.8568 Epoch 02925: val_acc did not improve from 0.86765 Epoch 2926/3000 - 39s - loss: 0.2264 - acc: 0.9737 - val_loss: 0.9529 - val_acc: 0.8548 Epoch 02926: val_acc did not improve from 0.86765 Epoch 2927/3000 - 39s - loss: 0.2306 - acc: 0.9733 - val_loss: 0.9598 - val_acc: 0.8575 Epoch 02927: val_acc did not improve from 0.86765 Epoch 2928/3000 - 39s - loss: 0.2318 - acc: 0.9727 - val_loss: 0.9442 - val_acc: 0.8599 Epoch 02928: val_acc did not improve from 0.86765 Epoch 2929/3000 - 39s - loss: 0.2328 - acc: 0.9710 - val_loss: 0.9497 - val_acc: 0.8587 Epoch 02929: val_acc did not improve from 0.86765 Epoch 2930/3000 - 39s - loss: 0.2325 - acc: 0.9728 - val_loss: 0.9955 - val_acc: 0.8525 Epoch 02930: val_acc did not improve from 0.86765 Epoch 2931/3000 - 39s - loss: 0.2299 - acc: 0.9722 - val_loss: 0.9671 - val_acc: 0.8571 Epoch 02931: val_acc did not improve from 0.86765 Epoch 2932/3000 - 39s - loss: 0.2281 - acc: 0.9737 - val_loss: 0.9763 - val_acc: 0.8564 Epoch 02932: val_acc did not improve from 0.86765 Epoch 2933/3000 - 39s - loss: 0.2330 - acc: 0.9730 - val_loss: 0.9726 - val_acc: 0.8560 Epoch 02933: val_acc did not improve from 0.86765 Epoch 2934/3000 - 39s - loss: 0.2255 - acc: 0.9733 - val_loss: 0.9675 - val_acc: 0.8575 Epoch 02934: val_acc did not improve from 0.86765 Epoch 2935/3000 - 39s - loss: 0.2258 - acc: 0.9730 - val_loss: 0.9709 - val_acc: 0.8548 Epoch 02935: val_acc did not improve from 0.86765 Epoch 2936/3000 - 39s - loss: 0.2321 - acc: 0.9733 - val_loss: 0.9410 - val_acc: 0.8618 Epoch 02936: val_acc did not improve from 0.86765 Epoch 2937/3000 - 39s - loss: 0.2294 - acc: 0.9739 - val_loss: 0.9431 - val_acc: 0.8583 Epoch 02937: val_acc did not improve from 0.86765 Epoch 2938/3000 - 40s - loss: 0.2340 - acc: 0.9703 - val_loss: 0.9907 - val_acc: 0.8536 Epoch 02938: val_acc did not improve from 0.86765 Epoch 2939/3000 - 39s - loss: 0.2314 - acc: 0.9731 - val_loss: 0.9625 - val_acc: 0.8552 Epoch 02939: val_acc did not improve from 0.86765 Epoch 2940/3000 - 39s - loss: 0.2297 - acc: 0.9731 - val_loss: 0.9419 - val_acc: 0.8583 Epoch 02940: val_acc did not improve from 0.86765 Epoch 2941/3000 - 39s - loss: 0.2371 - acc: 0.9712 - val_loss: 0.9525 - val_acc: 0.8579 Epoch 02941: val_acc did not improve from 0.86765 Epoch 2942/3000 - 39s - loss: 0.2405 - acc: 0.9692 - val_loss: 0.9610 - val_acc: 0.8583 Epoch 02942: val_acc did not improve from 0.86765 Epoch 2943/3000 - 39s - loss: 0.2374 - acc: 0.9713 - val_loss: 0.9391 - val_acc: 0.8599 Epoch 02943: val_acc did not improve from 0.86765 Epoch 2944/3000 - 40s - loss: 0.2457 - acc: 0.9709 - val_loss: 0.9798 - val_acc: 0.8544 Epoch 02944: val_acc did not improve from 0.86765 Epoch 2945/3000 - 39s - loss: 0.2353 - acc: 0.9722 - val_loss: 0.9567 - val_acc: 0.8571 Epoch 02945: val_acc did not improve from 0.86765 Epoch 2946/3000 - 40s - loss: 0.2332 - acc: 0.9730 - val_loss: 0.9623 - val_acc: 0.8536 Epoch 02946: val_acc did not improve from 0.86765 Epoch 2947/3000 - 39s - loss: 0.2350 - acc: 0.9716 - val_loss: 0.9460 - val_acc: 0.8583 Epoch 02947: val_acc did not improve from 0.86765 Epoch 2948/3000 - 39s - loss: 0.2378 - acc: 0.9710 - val_loss: 0.9438 - val_acc: 0.8579 Epoch 02948: val_acc did not improve from 0.86765 Epoch 2949/3000 - 39s - loss: 0.2383 - acc: 0.9707 - val_loss: 0.9624 - val_acc: 0.8548 Epoch 02949: val_acc did not improve from 0.86765 Epoch 2950/3000 - 39s - loss: 0.2294 - acc: 0.9739 - val_loss: 0.9467 - val_acc: 0.8560 Epoch 02950: val_acc did not improve from 0.86765 Epoch 2951/3000 - 39s - loss: 0.2277 - acc: 0.9727 - val_loss: 0.9437 - val_acc: 0.8560 Epoch 02951: val_acc did not improve from 0.86765 Epoch 2952/3000 - 40s - loss: 0.2254 - acc: 0.9746 - val_loss: 0.9800 - val_acc: 0.8536 Epoch 02952: val_acc did not improve from 0.86765 Epoch 2953/3000 - 39s - loss: 0.2322 - acc: 0.9733 - val_loss: 0.9799 - val_acc: 0.8560 Epoch 02953: val_acc did not improve from 0.86765 Epoch 2954/3000 - 39s - loss: 0.2343 - acc: 0.9713 - val_loss: 0.9261 - val_acc: 0.8610 Epoch 02954: val_acc did not improve from 0.86765 Epoch 2955/3000 - 39s - loss: 0.2244 - acc: 0.9749 - val_loss: 0.9527 - val_acc: 0.8568 Epoch 02955: val_acc did not improve from 0.86765 Epoch 2956/3000 - 39s - loss: 0.2334 - acc: 0.9721 - val_loss: 0.9262 - val_acc: 0.8587 Epoch 02956: val_acc did not improve from 0.86765 Epoch 2957/3000 - 39s - loss: 0.2262 - acc: 0.9754 - val_loss: 0.9614 - val_acc: 0.8540 Epoch 02957: val_acc did not improve from 0.86765 Epoch 2958/3000 - 39s - loss: 0.2311 - acc: 0.9728 - val_loss: 0.9471 - val_acc: 0.8583 Epoch 02958: val_acc did not improve from 0.86765 Epoch 2959/3000 - 39s - loss: 0.2315 - acc: 0.9751 - val_loss: 0.9523 - val_acc: 0.8591 Epoch 02959: val_acc did not improve from 0.86765 Epoch 2960/3000 - 39s - loss: 0.2236 - acc: 0.9751 - val_loss: 0.9382 - val_acc: 0.8603 Epoch 02960: val_acc did not improve from 0.86765 Epoch 2961/3000 - 39s - loss: 0.2317 - acc: 0.9733 - val_loss: 0.9633 - val_acc: 0.8579 Epoch 02961: val_acc did not improve from 0.86765 Epoch 2962/3000 - 39s - loss: 0.2391 - acc: 0.9721 - val_loss: 0.9601 - val_acc: 0.8568 Epoch 02962: val_acc did not improve from 0.86765 Epoch 2963/3000 - 39s - loss: 0.2304 - acc: 0.9722 - val_loss: 0.9303 - val_acc: 0.8595 Epoch 02963: val_acc did not improve from 0.86765 Epoch 2964/3000 - 39s - loss: 0.2282 - acc: 0.9748 - val_loss: 0.9444 - val_acc: 0.8548 Epoch 02964: val_acc did not improve from 0.86765 Epoch 2965/3000 - 39s - loss: 0.2323 - acc: 0.9731 - val_loss: 0.9879 - val_acc: 0.8501 Epoch 02965: val_acc did not improve from 0.86765 Epoch 2966/3000 - 40s - loss: 0.2234 - acc: 0.9733 - val_loss: 0.9473 - val_acc: 0.8603 Epoch 02966: val_acc did not improve from 0.86765 Epoch 2967/3000 - 39s - loss: 0.2332 - acc: 0.9731 - val_loss: 0.9717 - val_acc: 0.8564 Epoch 02967: val_acc did not improve from 0.86765 Epoch 2968/3000 - 39s - loss: 0.2310 - acc: 0.9733 - val_loss: 0.9890 - val_acc: 0.8540 Epoch 02968: val_acc did not improve from 0.86765 Epoch 2969/3000 - 39s - loss: 0.2194 - acc: 0.9755 - val_loss: 0.9890 - val_acc: 0.8536 Epoch 02969: val_acc did not improve from 0.86765 Epoch 2970/3000 - 39s - loss: 0.2312 - acc: 0.9733 - val_loss: 0.9584 - val_acc: 0.8556 Epoch 02970: val_acc did not improve from 0.86765 Epoch 2971/3000 - 39s - loss: 0.2377 - acc: 0.9716 - val_loss: 0.9704 - val_acc: 0.8556 Epoch 02971: val_acc did not improve from 0.86765 Epoch 2972/3000 - 39s - loss: 0.2316 - acc: 0.9740 - val_loss: 0.9940 - val_acc: 0.8517 Epoch 02972: val_acc did not improve from 0.86765 Epoch 2973/3000 - 39s - loss: 0.2244 - acc: 0.9734 - val_loss: 1.0011 - val_acc: 0.8536 Epoch 02973: val_acc did not improve from 0.86765 Epoch 2974/3000 - 39s - loss: 0.2277 - acc: 0.9733 - val_loss: 1.0004 - val_acc: 0.8505 Epoch 02974: val_acc did not improve from 0.86765 Epoch 2975/3000 - 39s - loss: 0.2374 - acc: 0.9727 - val_loss: 0.9763 - val_acc: 0.8525 Epoch 02975: val_acc did not improve from 0.86765 Epoch 2976/3000 - 39s - loss: 0.2355 - acc: 0.9715 - val_loss: 0.9598 - val_acc: 0.8517 Epoch 02976: val_acc did not improve from 0.86765 Epoch 2977/3000 - 39s - loss: 0.2285 - acc: 0.9731 - val_loss: 0.9543 - val_acc: 0.8556 Epoch 02977: val_acc did not improve from 0.86765 Epoch 2978/3000 - 39s - loss: 0.2352 - acc: 0.9712 - val_loss: 0.9493 - val_acc: 0.8564 Epoch 02978: val_acc did not improve from 0.86765 Epoch 2979/3000 - 39s - loss: 0.2279 - acc: 0.9713 - val_loss: 0.9609 - val_acc: 0.8525 Epoch 02979: val_acc did not improve from 0.86765 Epoch 2980/3000 - 39s - loss: 0.2357 - acc: 0.9721 - val_loss: 0.9717 - val_acc: 0.8529 Epoch 02980: val_acc did not improve from 0.86765 Epoch 2981/3000 - 39s - loss: 0.2157 - acc: 0.9775 - val_loss: 0.9468 - val_acc: 0.8564 Epoch 02981: val_acc did not improve from 0.86765 Epoch 2982/3000 - 39s - loss: 0.2356 - acc: 0.9704 - val_loss: 0.9644 - val_acc: 0.8544 Epoch 02982: val_acc did not improve from 0.86765 Epoch 2983/3000 - 39s - loss: 0.2255 - acc: 0.9749 - val_loss: 0.9791 - val_acc: 0.8533 Epoch 02983: val_acc did not improve from 0.86765 Epoch 2984/3000 - 39s - loss: 0.2235 - acc: 0.9748 - val_loss: 0.9988 - val_acc: 0.8509 Epoch 02984: val_acc did not improve from 0.86765 Epoch 2985/3000 - 39s - loss: 0.2371 - acc: 0.9721 - val_loss: 0.9731 - val_acc: 0.8529 Epoch 02985: val_acc did not improve from 0.86765 Epoch 2986/3000 - 39s - loss: 0.2378 - acc: 0.9712 - val_loss: 0.9274 - val_acc: 0.8591 Epoch 02986: val_acc did not improve from 0.86765 Epoch 2987/3000 - 39s - loss: 0.2357 - acc: 0.9734 - val_loss: 0.9346 - val_acc: 0.8595 Epoch 02987: val_acc did not improve from 0.86765 Epoch 2988/3000 - 39s - loss: 0.2307 - acc: 0.9733 - val_loss: 0.9555 - val_acc: 0.8544 Epoch 02988: val_acc did not improve from 0.86765 Epoch 2989/3000 - 39s - loss: 0.2333 - acc: 0.9722 - val_loss: 1.0066 - val_acc: 0.8486 Epoch 02989: val_acc did not improve from 0.86765 Epoch 2990/3000 - 39s - loss: 0.2357 - acc: 0.9707 - val_loss: 0.9499 - val_acc: 0.8575 Epoch 02990: val_acc did not improve from 0.86765 Epoch 2991/3000 - 39s - loss: 0.2329 - acc: 0.9721 - val_loss: 0.9717 - val_acc: 0.8513 Epoch 02991: val_acc did not improve from 0.86765 Epoch 2992/3000 - 39s - loss: 0.2421 - acc: 0.9710 - val_loss: 0.9940 - val_acc: 0.8482 Epoch 02992: val_acc did not improve from 0.86765 Epoch 2993/3000 - 39s - loss: 0.2226 - acc: 0.9748 - val_loss: 0.9649 - val_acc: 0.8571 Epoch 02993: val_acc did not improve from 0.86765 Epoch 2994/3000 - 39s - loss: 0.2339 - acc: 0.9724 - val_loss: 0.9805 - val_acc: 0.8494 Epoch 02994: val_acc did not improve from 0.86765 Epoch 2995/3000 - 39s - loss: 0.2266 - acc: 0.9746 - val_loss: 0.9752 - val_acc: 0.8540 Epoch 02995: val_acc did not improve from 0.86765 Epoch 2996/3000 - 39s - loss: 0.2298 - acc: 0.9730 - val_loss: 0.9582 - val_acc: 0.8560 Epoch 02996: val_acc did not improve from 0.86765 Epoch 2997/3000 - 39s - loss: 0.2279 - acc: 0.9746 - val_loss: 0.9703 - val_acc: 0.8556 Epoch 02997: val_acc did not improve from 0.86765 Epoch 2998/3000 - 39s - loss: 0.2382 - acc: 0.9710 - val_loss: 0.9552 - val_acc: 0.8587 Epoch 02998: val_acc did not improve from 0.86765 Epoch 2999/3000 - 39s - loss: 0.2220 - acc: 0.9740 - val_loss: 0.9601 - val_acc: 0.8571 Epoch 02999: val_acc did not improve from 0.86765 Epoch 3000/3000 - 39s - loss: 0.2251 - acc: 0.9758 - val_loss: 0.9554 - val_acc: 0.8579 Epoch 03000: val_acc did not improve from 0.86765
In [11]:
model.save("./ModelSnapshots/" + current_name + "_DONE.h5")
In [12]:
# summarize history for accuracy plt.plot(history.history['acc']) plt.plot(history.history['val_acc']) plt.title('model accuracy') plt.ylabel('accuracy') plt.xlabel('epoch') plt.legend(['train', 'test'], loc='upper left') plt.show() # summarize history for loss plt.plot(history.history['loss']) plt.plot(history.history['val_loss']) plt.title('model loss') plt.ylabel('loss') plt.xlabel('epoch') plt.legend(['train', 'test'], loc='upper left') plt.show()
In [ ]: