13241 lines
602 KiB
Plaintext
13241 lines
602 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Using TensorFlow backend.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## USE for Multi GPU Systems\n",
|
|
"#import os\n",
|
|
"#os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n",
|
|
"\n",
|
|
"from keras.models import Sequential, load_model\n",
|
|
"from keras.layers import *\n",
|
|
"from keras import optimizers\n",
|
|
"from keras import utils\n",
|
|
"from keras.callbacks import TensorBoard, ModelCheckpoint, ReduceLROnPlateau\n",
|
|
"import keras\n",
|
|
"\n",
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import pandas as pd\n",
|
|
"import math\n",
|
|
"\n",
|
|
"import tensorflow as tf\n",
|
|
"\n",
|
|
"# Importing matplotlib to plot images.\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"%matplotlib inline\n",
|
|
"\n",
|
|
"# Importing SK-learn to calculate precision and recall\n",
|
|
"import sklearn\n",
|
|
"from sklearn import metrics\n",
|
|
"from sklearn.model_selection import train_test_split, cross_val_score, LeaveOneGroupOut\n",
|
|
"from sklearn.utils import shuffle \n",
|
|
"\n",
|
|
"# Used for graph export\n",
|
|
"from tensorflow.python.framework import graph_util\n",
|
|
"from tensorflow.python.framework import graph_io\n",
|
|
"from keras import backend as K\n",
|
|
"from keras import regularizers\n",
|
|
"\n",
|
|
"import pickle as pkl\n",
|
|
"import h5py\n",
|
|
"\n",
|
|
"from pathlib import Path\n",
|
|
"import os.path\n",
|
|
"import sys\n",
|
|
"import datetime\n",
|
|
"import time\n",
|
|
"\n",
|
|
"from keras.callbacks import Callback"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"class LoggingTensorBoard(TensorBoard): \n",
|
|
"\n",
|
|
" def __init__(self, log_dir, settings_str_to_log, **kwargs):\n",
|
|
" super(LoggingTensorBoard, self).__init__(log_dir, **kwargs)\n",
|
|
"\n",
|
|
" self.settings_str = settings_str_to_log\n",
|
|
"\n",
|
|
" def on_train_begin(self, logs=None):\n",
|
|
" TensorBoard.on_train_begin(self, logs=logs)\n",
|
|
"\n",
|
|
" tensor = tf.convert_to_tensor(self.settings_str)\n",
|
|
" summary = tf.summary.text (\"Run_Settings\", tensor)\n",
|
|
"\n",
|
|
" with tf.Session() as sess:\n",
|
|
" s = sess.run(summary)\n",
|
|
" self.writer.add_summary(s)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[ 1 2 9 6 4 14 17 16 12 3 10 18 5] [13 8 11 15 7]\n",
|
|
"13 : 5\n",
|
|
"0.7222222222222222 : 0.2777777777777778\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# the data, split between train and test sets\n",
|
|
"dfAll = pd.read_pickle(\"DataStudyCollection/df_blobs_area.pkl\")\n",
|
|
"\n",
|
|
"lst = dfAll.userID.unique()\n",
|
|
"np.random.seed(42)\n",
|
|
"np.random.shuffle(lst)\n",
|
|
"test_ids = lst[-5:]\n",
|
|
"train_ids = lst[:-5]\n",
|
|
"print(train_ids, test_ids)\n",
|
|
"print(len(train_ids), \":\", len(test_ids))\n",
|
|
"print(len(train_ids) / len(lst), \":\", len(test_ids)/ len(lst))\n",
|
|
"\n",
|
|
"df_train = dfAll[dfAll.userID.isin(train_ids)]\n",
|
|
"df_test = dfAll[dfAll.userID.isin(test_ids) & (dfAll.Version == \"Normal\")]\n",
|
|
"\n",
|
|
"df_train2 = df_train[['Blobs', 'InputMethod']].copy()\n",
|
|
"df_test2 = df_test[['Blobs', 'InputMethod']].copy()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"618012"
|
|
]
|
|
},
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"len(dfAll)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x_train = np.vstack(df_train2.Blobs)\n",
|
|
"x_test = np.vstack(df_test2.Blobs)\n",
|
|
"y_train = df_train2.InputMethod.values\n",
|
|
"y_test = df_test2.InputMethod.values\n",
|
|
"\n",
|
|
"x_train = x_train.reshape(-1, 27, 15, 1)\n",
|
|
"x_test = x_test.reshape(-1, 27, 15, 1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# convert class vectors to binary class matrices (one-hot notation)\n",
|
|
"num_classes = 2\n",
|
|
"y_train_one_hot = utils.to_categorical(df_train2.InputMethod, num_classes)\n",
|
|
"y_test_one_hot = utils.to_categorical(df_test2.InputMethod, num_classes)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Label for image 1 is: 0')"
|
|
]
|
|
},
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"i = 1\n",
|
|
"plt.imshow(x_train[i].reshape(27, 15)) #np.sqrt(784) = 28\n",
|
|
"plt.title(\"Label for image %i is: %s\" % (i, y_train[i]))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# If GPU is not available: \n",
|
|
"# GPU_USE = '/cpu:0'\n",
|
|
"#config = tf.ConfigProto(device_count = {\"GPU\": 1})\n",
|
|
"\n",
|
|
"\n",
|
|
"# If GPU is available: \n",
|
|
"config = tf.ConfigProto()\n",
|
|
"config.log_device_placement = True\n",
|
|
"config.allow_soft_placement = True\n",
|
|
"config.gpu_options.allow_growth=True\n",
|
|
"config.gpu_options.allocator_type = 'BFC'\n",
|
|
"\n",
|
|
"# Limit the maximum memory used\n",
|
|
"config.gpu_options.per_process_gpu_memory_fraction = 0.2\n",
|
|
"\n",
|
|
"# set session config\n",
|
|
"tf.keras.backend.set_session(tf.Session(config=config))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
|
|
"Instructions for updating:\n",
|
|
"Colocations handled automatically by placer.\n",
|
|
"WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n",
|
|
"Instructions for updating:\n",
|
|
"Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n",
|
|
"CNN\n",
|
|
"_________________________________________________________________\n",
|
|
"Layer (type) Output Shape Param # \n",
|
|
"=================================================================\n",
|
|
"conv2d_1 (Conv2D) (None, 27, 15, 128) 1280 \n",
|
|
"_________________________________________________________________\n",
|
|
"batch_normalization_1 (Batch (None, 27, 15, 128) 512 \n",
|
|
"_________________________________________________________________\n",
|
|
"conv2d_2 (Conv2D) (None, 27, 15, 64) 73792 \n",
|
|
"_________________________________________________________________\n",
|
|
"batch_normalization_2 (Batch (None, 27, 15, 64) 256 \n",
|
|
"_________________________________________________________________\n",
|
|
"max_pooling2d_1 (MaxPooling2 (None, 14, 8, 64) 0 \n",
|
|
"_________________________________________________________________\n",
|
|
"dropout_1 (Dropout) (None, 14, 8, 64) 0 \n",
|
|
"_________________________________________________________________\n",
|
|
"conv2d_3 (Conv2D) (None, 14, 8, 64) 36928 \n",
|
|
"_________________________________________________________________\n",
|
|
"batch_normalization_3 (Batch (None, 14, 8, 64) 256 \n",
|
|
"_________________________________________________________________\n",
|
|
"conv2d_4 (Conv2D) (None, 14, 8, 32) 18464 \n",
|
|
"_________________________________________________________________\n",
|
|
"batch_normalization_4 (Batch (None, 14, 8, 32) 128 \n",
|
|
"_________________________________________________________________\n",
|
|
"max_pooling2d_2 (MaxPooling2 (None, 7, 4, 32) 0 \n",
|
|
"_________________________________________________________________\n",
|
|
"dropout_2 (Dropout) (None, 7, 4, 32) 0 \n",
|
|
"_________________________________________________________________\n",
|
|
"flatten_1 (Flatten) (None, 896) 0 \n",
|
|
"_________________________________________________________________\n",
|
|
"dense_1 (Dense) (None, 140) 125580 \n",
|
|
"_________________________________________________________________\n",
|
|
"dropout_3 (Dropout) (None, 140) 0 \n",
|
|
"_________________________________________________________________\n",
|
|
"dense_2 (Dense) (None, 70) 9870 \n",
|
|
"_________________________________________________________________\n",
|
|
"dropout_4 (Dropout) (None, 70) 0 \n",
|
|
"_________________________________________________________________\n",
|
|
"dense_3 (Dense) (None, 2) 142 \n",
|
|
"=================================================================\n",
|
|
"Total params: 267,208\n",
|
|
"Trainable params: 266,632\n",
|
|
"Non-trainable params: 576\n",
|
|
"_________________________________________________________________\n",
|
|
"WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
|
|
"Instructions for updating:\n",
|
|
"Use tf.cast instead.\n",
|
|
"Train on 465844 samples, validate on 38042 samples\n",
|
|
"Epoch 1/100000\n",
|
|
" - 22s - loss: 10.6384 - acc: 0.8243 - val_loss: 1.4424 - val_acc: 0.2476\n",
|
|
"\n",
|
|
"Epoch 00001: val_acc improved from -inf to 0.24765, saving model to ./ModelSnapshots/CNN-001.h5\n",
|
|
"Epoch 2/100000\n",
|
|
" - 19s - loss: 0.6649 - acc: 0.9111 - val_loss: 0.6993 - val_acc: 0.9254\n",
|
|
"\n",
|
|
"Epoch 00002: val_acc improved from 0.24765 to 0.92542, saving model to ./ModelSnapshots/CNN-002.h5\n",
|
|
"Epoch 3/100000\n",
|
|
" - 19s - loss: 0.5491 - acc: 0.9172 - val_loss: 0.4966 - val_acc: 0.9273\n",
|
|
"\n",
|
|
"Epoch 00003: val_acc improved from 0.92542 to 0.92732, saving model to ./ModelSnapshots/CNN-003.h5\n",
|
|
"Epoch 4/100000\n",
|
|
" - 20s - loss: 0.5172 - acc: 0.9224 - val_loss: 0.4912 - val_acc: 0.9173\n",
|
|
"\n",
|
|
"Epoch 00004: val_acc did not improve from 0.92732\n",
|
|
"Epoch 5/100000\n",
|
|
" - 19s - loss: 0.5110 - acc: 0.9224 - val_loss: 0.6533 - val_acc: 0.7959\n",
|
|
"\n",
|
|
"Epoch 00005: val_acc did not improve from 0.92732\n",
|
|
"Epoch 6/100000\n",
|
|
" - 19s - loss: 0.5013 - acc: 0.9244 - val_loss: 0.4590 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 00006: val_acc improved from 0.92732 to 0.93449, saving model to ./ModelSnapshots/CNN-006.h5\n",
|
|
"Epoch 7/100000\n",
|
|
" - 19s - loss: 0.4876 - acc: 0.9258 - val_loss: 0.8813 - val_acc: 0.7317\n",
|
|
"\n",
|
|
"Epoch 00007: val_acc did not improve from 0.93449\n",
|
|
"Epoch 8/100000\n",
|
|
" - 19s - loss: 0.4874 - acc: 0.9272 - val_loss: 0.4632 - val_acc: 0.9316\n",
|
|
"\n",
|
|
"Epoch 00008: val_acc did not improve from 0.93449\n",
|
|
"Epoch 9/100000\n",
|
|
" - 18s - loss: 0.4859 - acc: 0.9262 - val_loss: 0.4528 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 00009: val_acc did not improve from 0.93449\n",
|
|
"Epoch 10/100000\n",
|
|
" - 19s - loss: 0.4795 - acc: 0.9274 - val_loss: 0.5400 - val_acc: 0.8862\n",
|
|
"\n",
|
|
"Epoch 00010: val_acc did not improve from 0.93449\n",
|
|
"Epoch 11/100000\n",
|
|
" - 18s - loss: 0.4747 - acc: 0.9271 - val_loss: 0.4750 - val_acc: 0.9164\n",
|
|
"\n",
|
|
"Epoch 00011: val_acc did not improve from 0.93449\n",
|
|
"Epoch 12/100000\n",
|
|
" - 18s - loss: 0.4673 - acc: 0.9282 - val_loss: 0.6994 - val_acc: 0.8365\n",
|
|
"\n",
|
|
"Epoch 00012: val_acc did not improve from 0.93449\n",
|
|
"Epoch 13/100000\n",
|
|
" - 18s - loss: 0.4585 - acc: 0.9291 - val_loss: 0.4540 - val_acc: 0.9170\n",
|
|
"\n",
|
|
"Epoch 00013: val_acc did not improve from 0.93449\n",
|
|
"Epoch 14/100000\n",
|
|
" - 18s - loss: 0.4556 - acc: 0.9278 - val_loss: 0.4327 - val_acc: 0.9313\n",
|
|
"\n",
|
|
"Epoch 00014: val_acc did not improve from 0.93449\n",
|
|
"Epoch 15/100000\n",
|
|
" - 19s - loss: 0.4564 - acc: 0.9284 - val_loss: 0.4179 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 00015: val_acc did not improve from 0.93449\n",
|
|
"Epoch 16/100000\n",
|
|
" - 19s - loss: 0.4476 - acc: 0.9295 - val_loss: 0.4111 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 00016: val_acc did not improve from 0.93449\n",
|
|
"Epoch 17/100000\n",
|
|
" - 19s - loss: 0.4486 - acc: 0.9287 - val_loss: 0.4264 - val_acc: 0.9299\n",
|
|
"\n",
|
|
"Epoch 00017: val_acc did not improve from 0.93449\n",
|
|
"Epoch 18/100000\n",
|
|
" - 20s - loss: 0.4490 - acc: 0.9292 - val_loss: 0.4275 - val_acc: 0.9255\n",
|
|
"\n",
|
|
"Epoch 00018: val_acc did not improve from 0.93449\n",
|
|
"Epoch 19/100000\n",
|
|
" - 19s - loss: 0.4426 - acc: 0.9300 - val_loss: 0.4185 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 00019: val_acc did not improve from 0.93449\n",
|
|
"Epoch 20/100000\n",
|
|
" - 19s - loss: 0.4419 - acc: 0.9299 - val_loss: 0.4256 - val_acc: 0.9255\n",
|
|
"\n",
|
|
"Epoch 00020: val_acc did not improve from 0.93449\n",
|
|
"Epoch 21/100000\n",
|
|
" - 19s - loss: 0.4459 - acc: 0.9296 - val_loss: 0.4994 - val_acc: 0.9231\n",
|
|
"\n",
|
|
"Epoch 00021: val_acc did not improve from 0.93449\n",
|
|
"Epoch 22/100000\n",
|
|
" - 19s - loss: 0.4388 - acc: 0.9309 - val_loss: 0.4264 - val_acc: 0.9252\n",
|
|
"\n",
|
|
"Epoch 00022: val_acc did not improve from 0.93449\n",
|
|
"Epoch 23/100000\n",
|
|
" - 19s - loss: 0.4330 - acc: 0.9315 - val_loss: 0.3966 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 00023: val_acc improved from 0.93449 to 0.93675, saving model to ./ModelSnapshots/CNN-023.h5\n",
|
|
"Epoch 24/100000\n",
|
|
" - 19s - loss: 0.4331 - acc: 0.9308 - val_loss: 0.4026 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 00024: val_acc did not improve from 0.93675\n",
|
|
"Epoch 25/100000\n",
|
|
" - 20s - loss: 0.4322 - acc: 0.9312 - val_loss: 0.4607 - val_acc: 0.9141\n",
|
|
"\n",
|
|
"Epoch 00025: val_acc did not improve from 0.93675\n",
|
|
"Epoch 26/100000\n",
|
|
" - 19s - loss: 0.4345 - acc: 0.9300 - val_loss: 0.4082 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 00026: val_acc did not improve from 0.93675\n",
|
|
"Epoch 27/100000\n",
|
|
" - 19s - loss: 0.4337 - acc: 0.9312 - val_loss: 0.4118 - val_acc: 0.9313\n",
|
|
"\n",
|
|
"Epoch 00027: val_acc did not improve from 0.93675\n",
|
|
"Epoch 28/100000\n",
|
|
" - 19s - loss: 0.4307 - acc: 0.9316 - val_loss: 0.4559 - val_acc: 0.9112\n",
|
|
"\n",
|
|
"Epoch 00028: val_acc did not improve from 0.93675\n",
|
|
"Epoch 29/100000\n",
|
|
" - 18s - loss: 0.4348 - acc: 0.9312 - val_loss: 0.4312 - val_acc: 0.9201\n",
|
|
"\n",
|
|
"Epoch 00029: val_acc did not improve from 0.93675\n",
|
|
"Epoch 30/100000\n",
|
|
" - 19s - loss: 0.4290 - acc: 0.9310 - val_loss: 0.4249 - val_acc: 0.9152\n",
|
|
"\n",
|
|
"Epoch 00030: val_acc did not improve from 0.93675\n",
|
|
"Epoch 31/100000\n",
|
|
" - 19s - loss: 0.4317 - acc: 0.9312 - val_loss: 0.4365 - val_acc: 0.9219\n",
|
|
"\n",
|
|
"Epoch 00031: val_acc did not improve from 0.93675\n",
|
|
"Epoch 32/100000\n",
|
|
" - 19s - loss: 0.4269 - acc: 0.9315 - val_loss: 0.3956 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 00032: val_acc did not improve from 0.93675\n",
|
|
"Epoch 33/100000\n",
|
|
" - 19s - loss: 0.4252 - acc: 0.9313 - val_loss: 0.4402 - val_acc: 0.9201\n",
|
|
"\n",
|
|
"Epoch 00033: val_acc did not improve from 0.93675\n",
|
|
"Epoch 34/100000\n",
|
|
" - 19s - loss: 0.4258 - acc: 0.9323 - val_loss: 0.3936 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 00034: val_acc did not improve from 0.93675\n",
|
|
"Epoch 35/100000\n",
|
|
" - 19s - loss: 0.4266 - acc: 0.9311 - val_loss: 0.4042 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 00035: val_acc did not improve from 0.93675\n",
|
|
"Epoch 36/100000\n",
|
|
" - 19s - loss: 0.4259 - acc: 0.9322 - val_loss: 0.4084 - val_acc: 0.9268\n",
|
|
"\n",
|
|
"Epoch 00036: val_acc did not improve from 0.93675\n",
|
|
"Epoch 37/100000\n",
|
|
" - 19s - loss: 0.4240 - acc: 0.9318 - val_loss: 0.4365 - val_acc: 0.9198\n",
|
|
"\n",
|
|
"Epoch 00037: val_acc did not improve from 0.93675\n",
|
|
"Epoch 38/100000\n",
|
|
" - 19s - loss: 0.4194 - acc: 0.9327 - val_loss: 0.4481 - val_acc: 0.8921\n",
|
|
"\n",
|
|
"Epoch 00038: val_acc did not improve from 0.93675\n",
|
|
"Epoch 39/100000\n",
|
|
" - 19s - loss: 0.4211 - acc: 0.9312 - val_loss: 0.3893 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 00039: val_acc did not improve from 0.93675\n",
|
|
"Epoch 40/100000\n",
|
|
" - 19s - loss: 0.4197 - acc: 0.9324 - val_loss: 0.4019 - val_acc: 0.9331\n",
|
|
"\n",
|
|
"Epoch 00040: val_acc did not improve from 0.93675\n",
|
|
"Epoch 41/100000\n",
|
|
" - 19s - loss: 0.4215 - acc: 0.9311 - val_loss: 0.4159 - val_acc: 0.9282\n",
|
|
"\n",
|
|
"Epoch 00041: val_acc did not improve from 0.93675\n",
|
|
"Epoch 42/100000\n",
|
|
" - 19s - loss: 0.4193 - acc: 0.9319 - val_loss: 0.6113 - val_acc: 0.8096\n",
|
|
"\n",
|
|
"Epoch 00042: val_acc did not improve from 0.93675\n",
|
|
"Epoch 43/100000\n",
|
|
" - 19s - loss: 0.4186 - acc: 0.9320 - val_loss: 1.0623 - val_acc: 0.7866\n",
|
|
"\n",
|
|
"Epoch 00043: val_acc did not improve from 0.93675\n",
|
|
"Epoch 44/100000\n",
|
|
" - 19s - loss: 0.4189 - acc: 0.9330 - val_loss: 0.4174 - val_acc: 0.9302\n",
|
|
"\n",
|
|
"Epoch 00044: val_acc did not improve from 0.93675\n",
|
|
"Epoch 45/100000\n",
|
|
" - 19s - loss: 0.4156 - acc: 0.9320 - val_loss: 0.4213 - val_acc: 0.9212\n",
|
|
"\n",
|
|
"Epoch 00045: val_acc did not improve from 0.93675\n",
|
|
"Epoch 46/100000\n",
|
|
" - 19s - loss: 0.4156 - acc: 0.9320 - val_loss: 0.4395 - val_acc: 0.9141\n",
|
|
"\n",
|
|
"Epoch 00046: val_acc did not improve from 0.93675\n",
|
|
"Epoch 47/100000\n",
|
|
" - 19s - loss: 0.4143 - acc: 0.9324 - val_loss: 0.3903 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 00047: val_acc did not improve from 0.93675\n",
|
|
"Epoch 48/100000\n",
|
|
" - 19s - loss: 0.4120 - acc: 0.9323 - val_loss: 0.4650 - val_acc: 0.8933\n",
|
|
"\n",
|
|
"Epoch 00048: val_acc did not improve from 0.93675\n",
|
|
"Epoch 49/100000\n",
|
|
" - 19s - loss: 0.4158 - acc: 0.9317 - val_loss: 0.4139 - val_acc: 0.9272\n",
|
|
"\n",
|
|
"Epoch 00049: val_acc did not improve from 0.93675\n",
|
|
"Epoch 50/100000\n",
|
|
" - 19s - loss: 0.4154 - acc: 0.9321 - val_loss: 0.4007 - val_acc: 0.9321\n",
|
|
"\n",
|
|
"Epoch 00050: val_acc did not improve from 0.93675\n",
|
|
"Epoch 51/100000\n",
|
|
" - 19s - loss: 0.4142 - acc: 0.9324 - val_loss: 0.4773 - val_acc: 0.8966\n",
|
|
"\n",
|
|
"Epoch 00051: val_acc did not improve from 0.93675\n",
|
|
"Epoch 52/100000\n",
|
|
" - 19s - loss: 0.4123 - acc: 0.9323 - val_loss: 0.9801 - val_acc: 0.8088\n",
|
|
"\n",
|
|
"Epoch 00052: val_acc did not improve from 0.93675\n",
|
|
"Epoch 53/100000\n",
|
|
" - 19s - loss: 0.4135 - acc: 0.9315 - val_loss: 0.4215 - val_acc: 0.9125\n",
|
|
"\n",
|
|
"Epoch 00053: val_acc did not improve from 0.93675\n",
|
|
"Epoch 54/100000\n",
|
|
" - 19s - loss: 0.4129 - acc: 0.9327 - val_loss: 0.3969 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 00054: val_acc did not improve from 0.93675\n",
|
|
"Epoch 55/100000\n",
|
|
" - 19s - loss: 0.4087 - acc: 0.9330 - val_loss: 0.6396 - val_acc: 0.8209\n",
|
|
"\n",
|
|
"Epoch 00055: val_acc did not improve from 0.93675\n",
|
|
"Epoch 56/100000\n",
|
|
" - 19s - loss: 0.4110 - acc: 0.9319 - val_loss: 0.3968 - val_acc: 0.9301\n",
|
|
"\n",
|
|
"Epoch 00056: val_acc did not improve from 0.93675\n",
|
|
"Epoch 57/100000\n",
|
|
" - 19s - loss: 0.4119 - acc: 0.9323 - val_loss: 0.4063 - val_acc: 0.9287\n",
|
|
"\n",
|
|
"Epoch 00057: val_acc did not improve from 0.93675\n",
|
|
"Epoch 58/100000\n",
|
|
" - 19s - loss: 0.4097 - acc: 0.9324 - val_loss: 0.4219 - val_acc: 0.9252\n",
|
|
"\n",
|
|
"Epoch 00058: val_acc did not improve from 0.93675\n",
|
|
"Epoch 59/100000\n",
|
|
" - 19s - loss: 0.4094 - acc: 0.9327 - val_loss: 0.4067 - val_acc: 0.9263\n",
|
|
"\n",
|
|
"Epoch 00059: val_acc did not improve from 0.93675\n",
|
|
"Epoch 60/100000\n",
|
|
" - 19s - loss: 0.4070 - acc: 0.9337 - val_loss: 0.3934 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 00060: val_acc did not improve from 0.93675\n",
|
|
"Epoch 61/100000\n",
|
|
" - 19s - loss: 0.4090 - acc: 0.9326 - val_loss: 0.4402 - val_acc: 0.9150\n",
|
|
"\n",
|
|
"Epoch 00061: val_acc did not improve from 0.93675\n",
|
|
"Epoch 62/100000\n",
|
|
" - 19s - loss: 0.4079 - acc: 0.9330 - val_loss: 0.4429 - val_acc: 0.9156\n",
|
|
"\n",
|
|
"Epoch 00062: val_acc did not improve from 0.93675\n",
|
|
"Epoch 63/100000\n",
|
|
" - 19s - loss: 0.4093 - acc: 0.9323 - val_loss: 0.4007 - val_acc: 0.9314\n",
|
|
"\n",
|
|
"Epoch 00063: val_acc did not improve from 0.93675\n",
|
|
"Epoch 64/100000\n",
|
|
" - 19s - loss: 0.4081 - acc: 0.9333 - val_loss: 0.4042 - val_acc: 0.9201\n",
|
|
"\n",
|
|
"Epoch 00064: val_acc did not improve from 0.93675\n",
|
|
"Epoch 65/100000\n",
|
|
" - 19s - loss: 0.4104 - acc: 0.9319 - val_loss: 0.3883 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 00065: val_acc did not improve from 0.93675\n",
|
|
"Epoch 66/100000\n",
|
|
" - 19s - loss: 0.4095 - acc: 0.9326 - val_loss: 0.3803 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 00066: val_acc did not improve from 0.93675\n",
|
|
"Epoch 67/100000\n",
|
|
" - 19s - loss: 0.4099 - acc: 0.9329 - val_loss: 0.3824 - val_acc: 0.9372\n",
|
|
"\n",
|
|
"Epoch 00067: val_acc improved from 0.93675 to 0.93723, saving model to ./ModelSnapshots/CNN-067.h5\n",
|
|
"Epoch 68/100000\n",
|
|
" - 19s - loss: 0.4103 - acc: 0.9330 - val_loss: 0.3824 - val_acc: 0.9377\n",
|
|
"\n",
|
|
"Epoch 00068: val_acc improved from 0.93723 to 0.93773, saving model to ./ModelSnapshots/CNN-068.h5\n",
|
|
"Epoch 69/100000\n",
|
|
" - 19s - loss: 0.4068 - acc: 0.9335 - val_loss: 0.3933 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 00069: val_acc did not improve from 0.93773\n",
|
|
"Epoch 70/100000\n",
|
|
" - 19s - loss: 0.4102 - acc: 0.9331 - val_loss: 0.4003 - val_acc: 0.9268\n",
|
|
"\n",
|
|
"Epoch 00070: val_acc did not improve from 0.93773\n",
|
|
"Epoch 71/100000\n",
|
|
" - 19s - loss: 0.4072 - acc: 0.9332 - val_loss: 0.3831 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 00071: val_acc did not improve from 0.93773\n",
|
|
"Epoch 72/100000\n",
|
|
" - 19s - loss: 0.4106 - acc: 0.9330 - val_loss: 0.4424 - val_acc: 0.9048\n",
|
|
"\n",
|
|
"Epoch 00072: val_acc did not improve from 0.93773\n",
|
|
"Epoch 73/100000\n",
|
|
" - 19s - loss: 0.4077 - acc: 0.9335 - val_loss: 0.4400 - val_acc: 0.9091\n",
|
|
"\n",
|
|
"Epoch 00073: val_acc did not improve from 0.93773\n",
|
|
"Epoch 74/100000\n",
|
|
" - 19s - loss: 0.4126 - acc: 0.9320 - val_loss: 0.4159 - val_acc: 0.9256\n",
|
|
"\n",
|
|
"Epoch 00074: val_acc did not improve from 0.93773\n",
|
|
"Epoch 75/100000\n",
|
|
" - 19s - loss: 0.4082 - acc: 0.9329 - val_loss: 0.4983 - val_acc: 0.8585\n",
|
|
"\n",
|
|
"Epoch 00075: val_acc did not improve from 0.93773\n",
|
|
"Epoch 76/100000\n",
|
|
" - 19s - loss: 0.4097 - acc: 0.9330 - val_loss: 0.4032 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 00076: val_acc did not improve from 0.93773\n",
|
|
"Epoch 77/100000\n",
|
|
" - 19s - loss: 0.4094 - acc: 0.9335 - val_loss: 0.4593 - val_acc: 0.8998\n",
|
|
"\n",
|
|
"Epoch 00077: val_acc did not improve from 0.93773\n",
|
|
"Epoch 78/100000\n",
|
|
" - 19s - loss: 0.4086 - acc: 0.9326 - val_loss: 0.5056 - val_acc: 0.8838\n",
|
|
"\n",
|
|
"Epoch 00078: val_acc did not improve from 0.93773\n",
|
|
"Epoch 79/100000\n",
|
|
" - 19s - loss: 0.4061 - acc: 0.9329 - val_loss: 0.4159 - val_acc: 0.9230\n",
|
|
"\n",
|
|
"Epoch 00079: val_acc did not improve from 0.93773\n",
|
|
"Epoch 80/100000\n",
|
|
" - 19s - loss: 0.4060 - acc: 0.9338 - val_loss: 0.4024 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 00080: val_acc did not improve from 0.93773\n",
|
|
"Epoch 81/100000\n",
|
|
" - 19s - loss: 0.4033 - acc: 0.9339 - val_loss: 0.3978 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 00081: val_acc did not improve from 0.93773\n",
|
|
"Epoch 82/100000\n",
|
|
" - 19s - loss: 0.4089 - acc: 0.9327 - val_loss: 0.4198 - val_acc: 0.9193\n",
|
|
"\n",
|
|
"Epoch 00082: val_acc did not improve from 0.93773\n",
|
|
"Epoch 83/100000\n",
|
|
" - 19s - loss: 0.4096 - acc: 0.9330 - val_loss: 0.3905 - val_acc: 0.9314\n",
|
|
"\n",
|
|
"Epoch 00083: val_acc did not improve from 0.93773\n",
|
|
"Epoch 84/100000\n",
|
|
" - 19s - loss: 0.4063 - acc: 0.9332 - val_loss: 0.4277 - val_acc: 0.9073\n",
|
|
"\n",
|
|
"Epoch 00084: val_acc did not improve from 0.93773\n",
|
|
"Epoch 85/100000\n",
|
|
" - 19s - loss: 0.4064 - acc: 0.9324 - val_loss: 0.4027 - val_acc: 0.9288\n",
|
|
"\n",
|
|
"Epoch 00085: val_acc did not improve from 0.93773\n",
|
|
"Epoch 86/100000\n",
|
|
" - 19s - loss: 0.4039 - acc: 0.9337 - val_loss: 0.4472 - val_acc: 0.9010\n",
|
|
"\n",
|
|
"Epoch 00086: val_acc did not improve from 0.93773\n",
|
|
"Epoch 87/100000\n",
|
|
" - 19s - loss: 0.4078 - acc: 0.9336 - val_loss: 0.3936 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 00087: val_acc did not improve from 0.93773\n",
|
|
"Epoch 88/100000\n",
|
|
" - 18s - loss: 0.4056 - acc: 0.9333 - val_loss: 0.4580 - val_acc: 0.9131\n",
|
|
"\n",
|
|
"Epoch 00088: val_acc did not improve from 0.93773\n",
|
|
"Epoch 89/100000\n",
|
|
" - 19s - loss: 0.4075 - acc: 0.9333 - val_loss: 0.3881 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 00089: val_acc did not improve from 0.93773\n",
|
|
"Epoch 90/100000\n",
|
|
" - 19s - loss: 0.4054 - acc: 0.9340 - val_loss: 0.3874 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 00090: val_acc did not improve from 0.93773\n",
|
|
"Epoch 91/100000\n",
|
|
" - 19s - loss: 0.4079 - acc: 0.9332 - val_loss: 0.3935 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 00091: val_acc did not improve from 0.93773\n",
|
|
"Epoch 92/100000\n",
|
|
" - 19s - loss: 0.4062 - acc: 0.9340 - val_loss: 0.4137 - val_acc: 0.9250\n",
|
|
"\n",
|
|
"Epoch 00092: val_acc did not improve from 0.93773\n",
|
|
"Epoch 93/100000\n",
|
|
" - 19s - loss: 0.4079 - acc: 0.9328 - val_loss: 0.6338 - val_acc: 0.8380\n",
|
|
"\n",
|
|
"Epoch 00093: val_acc did not improve from 0.93773\n",
|
|
"Epoch 94/100000\n",
|
|
" - 19s - loss: 0.4096 - acc: 0.9331 - val_loss: 0.3798 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 00094: val_acc improved from 0.93773 to 0.93817, saving model to ./ModelSnapshots/CNN-094.h5\n",
|
|
"Epoch 95/100000\n",
|
|
" - 19s - loss: 0.4054 - acc: 0.9335 - val_loss: 0.3844 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 00095: val_acc did not improve from 0.93817\n",
|
|
"Epoch 96/100000\n",
|
|
" - 19s - loss: 0.4075 - acc: 0.9331 - val_loss: 0.4462 - val_acc: 0.9086\n",
|
|
"\n",
|
|
"Epoch 00096: val_acc did not improve from 0.93817\n",
|
|
"Epoch 97/100000\n",
|
|
" - 19s - loss: 0.4097 - acc: 0.9325 - val_loss: 0.4847 - val_acc: 0.8882\n",
|
|
"\n",
|
|
"Epoch 00097: val_acc did not improve from 0.93817\n",
|
|
"Epoch 98/100000\n",
|
|
" - 20s - loss: 0.4076 - acc: 0.9339 - val_loss: 0.4225 - val_acc: 0.9201\n",
|
|
"\n",
|
|
"Epoch 00098: val_acc did not improve from 0.93817\n",
|
|
"Epoch 99/100000\n",
|
|
" - 19s - loss: 0.4072 - acc: 0.9334 - val_loss: 0.3894 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 00099: val_acc did not improve from 0.93817\n",
|
|
"Epoch 100/100000\n",
|
|
" - 19s - loss: 0.4018 - acc: 0.9346 - val_loss: 0.3839 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 00100: val_acc did not improve from 0.93817\n",
|
|
"Epoch 101/100000\n",
|
|
" - 19s - loss: 0.4070 - acc: 0.9328 - val_loss: 0.3996 - val_acc: 0.9298\n",
|
|
"\n",
|
|
"Epoch 00101: val_acc did not improve from 0.93817\n",
|
|
"Epoch 102/100000\n",
|
|
" - 19s - loss: 0.4043 - acc: 0.9342 - val_loss: 0.4956 - val_acc: 0.9097\n",
|
|
"\n",
|
|
"Epoch 00102: val_acc did not improve from 0.93817\n",
|
|
"Epoch 103/100000\n",
|
|
" - 19s - loss: 0.4066 - acc: 0.9332 - val_loss: 0.4098 - val_acc: 0.9266\n",
|
|
"\n",
|
|
"Epoch 00103: val_acc did not improve from 0.93817\n",
|
|
"Epoch 104/100000\n",
|
|
" - 19s - loss: 0.4034 - acc: 0.9344 - val_loss: 0.4489 - val_acc: 0.9175\n",
|
|
"\n",
|
|
"Epoch 00104: val_acc did not improve from 0.93817\n",
|
|
"Epoch 105/100000\n",
|
|
" - 19s - loss: 0.4046 - acc: 0.9340 - val_loss: 0.4827 - val_acc: 0.8891\n",
|
|
"\n",
|
|
"Epoch 00105: val_acc did not improve from 0.93817\n",
|
|
"Epoch 106/100000\n",
|
|
" - 19s - loss: 0.4058 - acc: 0.9343 - val_loss: 0.3853 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 00106: val_acc did not improve from 0.93817\n",
|
|
"Epoch 107/100000\n",
|
|
" - 19s - loss: 0.4066 - acc: 0.9336 - val_loss: 0.4043 - val_acc: 0.9303\n",
|
|
"\n",
|
|
"Epoch 00107: val_acc did not improve from 0.93817\n",
|
|
"Epoch 108/100000\n",
|
|
" - 19s - loss: 0.4074 - acc: 0.9341 - val_loss: 0.3846 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 00108: val_acc did not improve from 0.93817\n",
|
|
"Epoch 109/100000\n",
|
|
" - 19s - loss: 0.4036 - acc: 0.9355 - val_loss: 0.4847 - val_acc: 0.8968\n",
|
|
"\n",
|
|
"Epoch 00109: val_acc did not improve from 0.93817\n",
|
|
"Epoch 110/100000\n",
|
|
" - 19s - loss: 0.4043 - acc: 0.9343 - val_loss: 0.4023 - val_acc: 0.9276\n",
|
|
"\n",
|
|
"Epoch 00110: val_acc did not improve from 0.93817\n",
|
|
"Epoch 111/100000\n",
|
|
" - 19s - loss: 0.4075 - acc: 0.9342 - val_loss: 0.3929 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 00111: val_acc did not improve from 0.93817\n",
|
|
"Epoch 112/100000\n",
|
|
" - 19s - loss: 0.4058 - acc: 0.9347 - val_loss: 0.4070 - val_acc: 0.9277\n",
|
|
"\n",
|
|
"Epoch 00112: val_acc did not improve from 0.93817\n",
|
|
"Epoch 113/100000\n",
|
|
" - 19s - loss: 0.4045 - acc: 0.9348 - val_loss: 0.4018 - val_acc: 0.9273\n",
|
|
"\n",
|
|
"Epoch 00113: val_acc did not improve from 0.93817\n",
|
|
"Epoch 114/100000\n",
|
|
" - 19s - loss: 0.4049 - acc: 0.9341 - val_loss: 0.3926 - val_acc: 0.9296\n",
|
|
"\n",
|
|
"Epoch 00114: val_acc did not improve from 0.93817\n",
|
|
"Epoch 115/100000\n",
|
|
" - 19s - loss: 0.4055 - acc: 0.9339 - val_loss: 0.3904 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 00115: val_acc did not improve from 0.93817\n",
|
|
"Epoch 116/100000\n",
|
|
" - 19s - loss: 0.4059 - acc: 0.9332 - val_loss: 0.4077 - val_acc: 0.9229\n",
|
|
"\n",
|
|
"Epoch 00116: val_acc did not improve from 0.93817\n",
|
|
"Epoch 117/100000\n",
|
|
" - 19s - loss: 0.4051 - acc: 0.9333 - val_loss: 0.4226 - val_acc: 0.9146\n",
|
|
"\n",
|
|
"Epoch 00117: val_acc did not improve from 0.93817\n",
|
|
"Epoch 118/100000\n",
|
|
" - 19s - loss: 0.4034 - acc: 0.9341 - val_loss: 0.3989 - val_acc: 0.9256\n",
|
|
"\n",
|
|
"Epoch 00118: val_acc did not improve from 0.93817\n",
|
|
"Epoch 119/100000\n",
|
|
" - 19s - loss: 0.4010 - acc: 0.9349 - val_loss: 0.3932 - val_acc: 0.9324\n",
|
|
"\n",
|
|
"Epoch 00119: val_acc did not improve from 0.93817\n",
|
|
"Epoch 120/100000\n",
|
|
" - 19s - loss: 0.4042 - acc: 0.9342 - val_loss: 0.7033 - val_acc: 0.8155\n",
|
|
"\n",
|
|
"Epoch 00120: val_acc did not improve from 0.93817\n",
|
|
"Epoch 121/100000\n",
|
|
" - 19s - loss: 0.4066 - acc: 0.9339 - val_loss: 0.4062 - val_acc: 0.9259\n",
|
|
"\n",
|
|
"Epoch 00121: val_acc did not improve from 0.93817\n",
|
|
"Epoch 122/100000\n",
|
|
" - 19s - loss: 0.4026 - acc: 0.9342 - val_loss: 0.3889 - val_acc: 0.9322\n",
|
|
"\n",
|
|
"Epoch 00122: val_acc did not improve from 0.93817\n",
|
|
"Epoch 123/100000\n",
|
|
" - 19s - loss: 0.4031 - acc: 0.9350 - val_loss: 0.4046 - val_acc: 0.9289\n",
|
|
"\n",
|
|
"Epoch 00123: val_acc did not improve from 0.93817\n",
|
|
"Epoch 124/100000\n",
|
|
" - 19s - loss: 0.4050 - acc: 0.9346 - val_loss: 0.3852 - val_acc: 0.9400\n",
|
|
"\n",
|
|
"Epoch 00124: val_acc improved from 0.93817 to 0.94001, saving model to ./ModelSnapshots/CNN-124.h5\n",
|
|
"Epoch 125/100000\n",
|
|
" - 19s - loss: 0.4052 - acc: 0.9337 - val_loss: 0.3885 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 00125: val_acc did not improve from 0.94001\n",
|
|
"Epoch 126/100000\n",
|
|
" - 19s - loss: 0.4039 - acc: 0.9345 - val_loss: 0.3948 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 00126: val_acc did not improve from 0.94001\n",
|
|
"Epoch 127/100000\n",
|
|
" - 19s - loss: 0.4060 - acc: 0.9342 - val_loss: 0.4544 - val_acc: 0.9040\n",
|
|
"\n",
|
|
"Epoch 00127: val_acc did not improve from 0.94001\n",
|
|
"Epoch 128/100000\n",
|
|
" - 19s - loss: 0.4082 - acc: 0.9342 - val_loss: 0.4008 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 00128: val_acc did not improve from 0.94001\n",
|
|
"Epoch 129/100000\n",
|
|
" - 20s - loss: 0.4062 - acc: 0.9346 - val_loss: 0.4203 - val_acc: 0.9238\n",
|
|
"\n",
|
|
"Epoch 00129: val_acc did not improve from 0.94001\n",
|
|
"Epoch 130/100000\n",
|
|
" - 20s - loss: 0.4027 - acc: 0.9348 - val_loss: 0.3881 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 00130: val_acc did not improve from 0.94001\n",
|
|
"Epoch 131/100000\n",
|
|
" - 19s - loss: 0.4049 - acc: 0.9349 - val_loss: 0.3957 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 00131: val_acc did not improve from 0.94001\n",
|
|
"Epoch 132/100000\n",
|
|
" - 19s - loss: 0.4051 - acc: 0.9347 - val_loss: 0.4183 - val_acc: 0.9228\n",
|
|
"\n",
|
|
"Epoch 00132: val_acc did not improve from 0.94001\n",
|
|
"Epoch 133/100000\n",
|
|
" - 19s - loss: 0.4037 - acc: 0.9346 - val_loss: 0.4063 - val_acc: 0.9268\n",
|
|
"\n",
|
|
"Epoch 00133: val_acc did not improve from 0.94001\n",
|
|
"Epoch 134/100000\n",
|
|
" - 19s - loss: 0.4056 - acc: 0.9343 - val_loss: 0.4185 - val_acc: 0.9207\n",
|
|
"\n",
|
|
"Epoch 00134: val_acc did not improve from 0.94001\n",
|
|
"Epoch 135/100000\n",
|
|
" - 19s - loss: 0.4050 - acc: 0.9345 - val_loss: 0.4389 - val_acc: 0.9144\n",
|
|
"\n",
|
|
"Epoch 00135: val_acc did not improve from 0.94001\n",
|
|
"Epoch 136/100000\n",
|
|
" - 19s - loss: 0.4048 - acc: 0.9348 - val_loss: 0.3881 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 00136: val_acc did not improve from 0.94001\n",
|
|
"Epoch 137/100000\n",
|
|
" - 19s - loss: 0.4058 - acc: 0.9343 - val_loss: 0.4193 - val_acc: 0.9176\n",
|
|
"\n",
|
|
"Epoch 00137: val_acc did not improve from 0.94001\n",
|
|
"Epoch 138/100000\n",
|
|
" - 19s - loss: 0.4031 - acc: 0.9353 - val_loss: 0.4260 - val_acc: 0.9274\n",
|
|
"\n",
|
|
"Epoch 00138: val_acc did not improve from 0.94001\n",
|
|
"Epoch 139/100000\n",
|
|
" - 19s - loss: 0.4023 - acc: 0.9349 - val_loss: 0.3853 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 00139: val_acc did not improve from 0.94001\n",
|
|
"Epoch 140/100000\n",
|
|
" - 19s - loss: 0.4062 - acc: 0.9345 - val_loss: 0.3913 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 00140: val_acc did not improve from 0.94001\n",
|
|
"Epoch 141/100000\n",
|
|
" - 19s - loss: 0.4038 - acc: 0.9350 - val_loss: 0.3837 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 00141: val_acc did not improve from 0.94001\n",
|
|
"Epoch 142/100000\n",
|
|
" - 19s - loss: 0.4040 - acc: 0.9346 - val_loss: 0.3926 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 00142: val_acc did not improve from 0.94001\n",
|
|
"Epoch 143/100000\n",
|
|
" - 19s - loss: 0.4034 - acc: 0.9347 - val_loss: 0.6062 - val_acc: 0.8273\n",
|
|
"\n",
|
|
"Epoch 00143: val_acc did not improve from 0.94001\n",
|
|
"Epoch 144/100000\n",
|
|
" - 19s - loss: 0.4063 - acc: 0.9343 - val_loss: 0.3798 - val_acc: 0.9385\n",
|
|
"\n",
|
|
"Epoch 00144: val_acc did not improve from 0.94001\n",
|
|
"Epoch 145/100000\n",
|
|
" - 19s - loss: 0.4047 - acc: 0.9352 - val_loss: 0.3861 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 00145: val_acc did not improve from 0.94001\n",
|
|
"Epoch 146/100000\n",
|
|
" - 19s - loss: 0.4028 - acc: 0.9352 - val_loss: 0.7171 - val_acc: 0.7992\n",
|
|
"\n",
|
|
"Epoch 00146: val_acc did not improve from 0.94001\n",
|
|
"Epoch 147/100000\n",
|
|
" - 19s - loss: 0.4042 - acc: 0.9352 - val_loss: 0.4404 - val_acc: 0.9158\n",
|
|
"\n",
|
|
"Epoch 00147: val_acc did not improve from 0.94001\n",
|
|
"Epoch 148/100000\n",
|
|
" - 20s - loss: 0.4044 - acc: 0.9348 - val_loss: 0.3975 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 00148: val_acc did not improve from 0.94001\n",
|
|
"Epoch 149/100000\n",
|
|
" - 19s - loss: 0.4013 - acc: 0.9355 - val_loss: 0.3931 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 00149: val_acc did not improve from 0.94001\n",
|
|
"Epoch 150/100000\n",
|
|
" - 19s - loss: 0.4066 - acc: 0.9340 - val_loss: 0.4519 - val_acc: 0.9091\n",
|
|
"\n",
|
|
"Epoch 00150: val_acc did not improve from 0.94001\n",
|
|
"Epoch 151/100000\n",
|
|
" - 19s - loss: 0.4036 - acc: 0.9349 - val_loss: 0.3926 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 00151: val_acc did not improve from 0.94001\n",
|
|
"Epoch 152/100000\n",
|
|
" - 18s - loss: 0.4053 - acc: 0.9345 - val_loss: 0.4576 - val_acc: 0.8998\n",
|
|
"\n",
|
|
"Epoch 00152: val_acc did not improve from 0.94001\n",
|
|
"Epoch 153/100000\n",
|
|
" - 19s - loss: 0.4064 - acc: 0.9338 - val_loss: 0.3841 - val_acc: 0.9372\n",
|
|
"\n",
|
|
"Epoch 00153: val_acc did not improve from 0.94001\n",
|
|
"Epoch 154/100000\n",
|
|
" - 19s - loss: 0.4039 - acc: 0.9346 - val_loss: 0.3943 - val_acc: 0.9314\n",
|
|
"\n",
|
|
"Epoch 00154: val_acc did not improve from 0.94001\n",
|
|
"Epoch 155/100000\n",
|
|
" - 19s - loss: 0.4018 - acc: 0.9355 - val_loss: 0.4134 - val_acc: 0.9281\n",
|
|
"\n",
|
|
"Epoch 00155: val_acc did not improve from 0.94001\n",
|
|
"Epoch 156/100000\n",
|
|
" - 19s - loss: 0.4061 - acc: 0.9344 - val_loss: 0.3877 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 00156: val_acc did not improve from 0.94001\n",
|
|
"Epoch 157/100000\n",
|
|
" - 19s - loss: 0.4050 - acc: 0.9347 - val_loss: 0.4376 - val_acc: 0.9163\n",
|
|
"\n",
|
|
"Epoch 00157: val_acc did not improve from 0.94001\n",
|
|
"Epoch 158/100000\n",
|
|
" - 19s - loss: 0.4067 - acc: 0.9346 - val_loss: 0.4217 - val_acc: 0.9178\n",
|
|
"\n",
|
|
"Epoch 00158: val_acc did not improve from 0.94001\n",
|
|
"Epoch 159/100000\n",
|
|
" - 18s - loss: 0.4059 - acc: 0.9350 - val_loss: 0.3867 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 00159: val_acc did not improve from 0.94001\n",
|
|
"Epoch 160/100000\n",
|
|
" - 19s - loss: 0.4033 - acc: 0.9346 - val_loss: 0.4266 - val_acc: 0.9223\n",
|
|
"\n",
|
|
"Epoch 00160: val_acc did not improve from 0.94001\n",
|
|
"Epoch 161/100000\n",
|
|
" - 19s - loss: 0.4081 - acc: 0.9344 - val_loss: 0.4022 - val_acc: 0.9321\n",
|
|
"\n",
|
|
"Epoch 00161: val_acc did not improve from 0.94001\n",
|
|
"Epoch 162/100000\n",
|
|
" - 19s - loss: 0.4047 - acc: 0.9348 - val_loss: 0.3967 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 00162: val_acc did not improve from 0.94001\n",
|
|
"Epoch 163/100000\n",
|
|
" - 19s - loss: 0.4053 - acc: 0.9340 - val_loss: 0.4013 - val_acc: 0.9269\n",
|
|
"\n",
|
|
"Epoch 00163: val_acc did not improve from 0.94001\n",
|
|
"Epoch 164/100000\n",
|
|
" - 19s - loss: 0.4024 - acc: 0.9351 - val_loss: 0.3972 - val_acc: 0.9303\n",
|
|
"\n",
|
|
"Epoch 00164: val_acc did not improve from 0.94001\n",
|
|
"Epoch 165/100000\n",
|
|
" - 19s - loss: 0.4046 - acc: 0.9351 - val_loss: 0.3931 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 00165: val_acc did not improve from 0.94001\n",
|
|
"Epoch 166/100000\n",
|
|
" - 19s - loss: 0.4044 - acc: 0.9351 - val_loss: 0.3920 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 00166: val_acc did not improve from 0.94001\n",
|
|
"Epoch 167/100000\n",
|
|
" - 19s - loss: 0.4069 - acc: 0.9351 - val_loss: 0.3930 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 00167: val_acc did not improve from 0.94001\n",
|
|
"Epoch 168/100000\n",
|
|
" - 19s - loss: 0.4038 - acc: 0.9362 - val_loss: 0.3903 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 00168: val_acc did not improve from 0.94001\n",
|
|
"Epoch 169/100000\n",
|
|
" - 19s - loss: 0.4116 - acc: 0.9342 - val_loss: 0.4017 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 00169: val_acc did not improve from 0.94001\n",
|
|
"Epoch 170/100000\n",
|
|
" - 19s - loss: 0.4063 - acc: 0.9350 - val_loss: 0.5106 - val_acc: 0.8779\n",
|
|
"\n",
|
|
"Epoch 00170: val_acc did not improve from 0.94001\n",
|
|
"Epoch 171/100000\n",
|
|
" - 19s - loss: 0.4066 - acc: 0.9343 - val_loss: 0.3971 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 00171: val_acc did not improve from 0.94001\n",
|
|
"Epoch 172/100000\n",
|
|
" - 19s - loss: 0.4063 - acc: 0.9344 - val_loss: 0.3943 - val_acc: 0.9321\n",
|
|
"\n",
|
|
"Epoch 00172: val_acc did not improve from 0.94001\n",
|
|
"Epoch 173/100000\n",
|
|
" - 19s - loss: 0.4046 - acc: 0.9355 - val_loss: 0.4040 - val_acc: 0.9304\n",
|
|
"\n",
|
|
"Epoch 00173: val_acc did not improve from 0.94001\n",
|
|
"Epoch 174/100000\n",
|
|
" - 19s - loss: 0.4047 - acc: 0.9351 - val_loss: 0.3935 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 00174: val_acc did not improve from 0.94001\n",
|
|
"Epoch 175/100000\n",
|
|
" - 19s - loss: 0.4063 - acc: 0.9345 - val_loss: 0.4480 - val_acc: 0.9054\n",
|
|
"\n",
|
|
"Epoch 00175: val_acc did not improve from 0.94001\n",
|
|
"Epoch 176/100000\n",
|
|
" - 19s - loss: 0.4079 - acc: 0.9340 - val_loss: 0.3912 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 00176: val_acc did not improve from 0.94001\n",
|
|
"Epoch 177/100000\n",
|
|
" - 19s - loss: 0.4044 - acc: 0.9352 - val_loss: 0.4139 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 00177: val_acc did not improve from 0.94001\n",
|
|
"Epoch 178/100000\n",
|
|
" - 19s - loss: 0.4071 - acc: 0.9350 - val_loss: 0.5654 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00178: val_acc did not improve from 0.94001\n",
|
|
"Epoch 179/100000\n",
|
|
" - 19s - loss: 0.4083 - acc: 0.9349 - val_loss: 0.4514 - val_acc: 0.9079\n",
|
|
"\n",
|
|
"Epoch 00179: val_acc did not improve from 0.94001\n",
|
|
"Epoch 180/100000\n",
|
|
" - 19s - loss: 0.4057 - acc: 0.9348 - val_loss: 0.3918 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 00180: val_acc did not improve from 0.94001\n",
|
|
"Epoch 181/100000\n",
|
|
" - 18s - loss: 0.4035 - acc: 0.9356 - val_loss: 0.4328 - val_acc: 0.9174\n",
|
|
"\n",
|
|
"Epoch 00181: val_acc did not improve from 0.94001\n",
|
|
"Epoch 182/100000\n",
|
|
" - 19s - loss: 0.4064 - acc: 0.9345 - val_loss: 0.4011 - val_acc: 0.9314\n",
|
|
"\n",
|
|
"Epoch 00182: val_acc did not improve from 0.94001\n",
|
|
"Epoch 183/100000\n",
|
|
" - 18s - loss: 0.4069 - acc: 0.9349 - val_loss: 0.4212 - val_acc: 0.9218\n",
|
|
"\n",
|
|
"Epoch 00183: val_acc did not improve from 0.94001\n",
|
|
"Epoch 184/100000\n",
|
|
" - 18s - loss: 0.4054 - acc: 0.9346 - val_loss: 0.4712 - val_acc: 0.9023\n",
|
|
"\n",
|
|
"Epoch 00184: val_acc did not improve from 0.94001\n",
|
|
"Epoch 185/100000\n",
|
|
" - 19s - loss: 0.4077 - acc: 0.9348 - val_loss: 0.4396 - val_acc: 0.9240\n",
|
|
"\n",
|
|
"Epoch 00185: val_acc did not improve from 0.94001\n",
|
|
"Epoch 186/100000\n",
|
|
" - 19s - loss: 0.4068 - acc: 0.9348 - val_loss: 0.3882 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 00186: val_acc did not improve from 0.94001\n",
|
|
"Epoch 187/100000\n",
|
|
" - 18s - loss: 0.4056 - acc: 0.9346 - val_loss: 0.4323 - val_acc: 0.9222\n",
|
|
"\n",
|
|
"Epoch 00187: val_acc did not improve from 0.94001\n",
|
|
"Epoch 188/100000\n",
|
|
" - 19s - loss: 0.4043 - acc: 0.9350 - val_loss: 0.4514 - val_acc: 0.9051\n",
|
|
"\n",
|
|
"Epoch 00188: val_acc did not improve from 0.94001\n",
|
|
"Epoch 189/100000\n",
|
|
" - 19s - loss: 0.4041 - acc: 0.9353 - val_loss: 0.4244 - val_acc: 0.9177\n",
|
|
"\n",
|
|
"Epoch 00189: val_acc did not improve from 0.94001\n",
|
|
"Epoch 190/100000\n",
|
|
" - 18s - loss: 0.4080 - acc: 0.9352 - val_loss: 0.3979 - val_acc: 0.9301\n",
|
|
"\n",
|
|
"Epoch 00190: val_acc did not improve from 0.94001\n",
|
|
"Epoch 191/100000\n",
|
|
" - 19s - loss: 0.4092 - acc: 0.9340 - val_loss: 0.4226 - val_acc: 0.9241\n",
|
|
"\n",
|
|
"Epoch 00191: val_acc did not improve from 0.94001\n",
|
|
"Epoch 192/100000\n",
|
|
" - 18s - loss: 0.4050 - acc: 0.9345 - val_loss: 0.4195 - val_acc: 0.9245\n",
|
|
"\n",
|
|
"Epoch 00192: val_acc did not improve from 0.94001\n",
|
|
"Epoch 193/100000\n",
|
|
" - 19s - loss: 0.4084 - acc: 0.9343 - val_loss: 0.4304 - val_acc: 0.9150\n",
|
|
"\n",
|
|
"Epoch 00193: val_acc did not improve from 0.94001\n",
|
|
"Epoch 194/100000\n",
|
|
" - 19s - loss: 0.4068 - acc: 0.9352 - val_loss: 0.4290 - val_acc: 0.9168\n",
|
|
"\n",
|
|
"Epoch 00194: val_acc did not improve from 0.94001\n",
|
|
"Epoch 195/100000\n",
|
|
" - 18s - loss: 0.4046 - acc: 0.9353 - val_loss: 0.3933 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 00195: val_acc did not improve from 0.94001\n",
|
|
"Epoch 196/100000\n",
|
|
" - 19s - loss: 0.4057 - acc: 0.9354 - val_loss: 0.3930 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 00196: val_acc did not improve from 0.94001\n",
|
|
"Epoch 197/100000\n",
|
|
" - 19s - loss: 0.4042 - acc: 0.9353 - val_loss: 0.3876 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 00197: val_acc did not improve from 0.94001\n",
|
|
"Epoch 198/100000\n",
|
|
" - 19s - loss: 0.4050 - acc: 0.9355 - val_loss: 0.4373 - val_acc: 0.9078\n",
|
|
"\n",
|
|
"Epoch 00198: val_acc did not improve from 0.94001\n",
|
|
"Epoch 199/100000\n",
|
|
" - 19s - loss: 0.4090 - acc: 0.9347 - val_loss: 0.3874 - val_acc: 0.9386\n",
|
|
"\n",
|
|
"Epoch 00199: val_acc did not improve from 0.94001\n",
|
|
"Epoch 200/100000\n",
|
|
" - 19s - loss: 0.4077 - acc: 0.9345 - val_loss: 0.3863 - val_acc: 0.9386\n",
|
|
"\n",
|
|
"Epoch 00200: val_acc did not improve from 0.94001\n",
|
|
"Epoch 201/100000\n",
|
|
" - 19s - loss: 0.4075 - acc: 0.9353 - val_loss: 0.4163 - val_acc: 0.9216\n",
|
|
"\n",
|
|
"Epoch 00201: val_acc did not improve from 0.94001\n",
|
|
"Epoch 202/100000\n",
|
|
" - 19s - loss: 0.4082 - acc: 0.9346 - val_loss: 0.4323 - val_acc: 0.9231\n",
|
|
"\n",
|
|
"Epoch 00202: val_acc did not improve from 0.94001\n",
|
|
"Epoch 203/100000\n",
|
|
" - 18s - loss: 0.4042 - acc: 0.9353 - val_loss: 0.4121 - val_acc: 0.9230\n",
|
|
"\n",
|
|
"Epoch 00203: val_acc did not improve from 0.94001\n",
|
|
"Epoch 204/100000\n",
|
|
" - 19s - loss: 0.4067 - acc: 0.9346 - val_loss: 0.4085 - val_acc: 0.9257\n",
|
|
"\n",
|
|
"Epoch 00204: val_acc did not improve from 0.94001\n",
|
|
"Epoch 205/100000\n",
|
|
" - 18s - loss: 0.4089 - acc: 0.9341 - val_loss: 0.4019 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 00205: val_acc did not improve from 0.94001\n",
|
|
"Epoch 206/100000\n",
|
|
" - 19s - loss: 0.4062 - acc: 0.9346 - val_loss: 0.3963 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 00206: val_acc did not improve from 0.94001\n",
|
|
"Epoch 207/100000\n",
|
|
" - 19s - loss: 0.4070 - acc: 0.9352 - val_loss: 0.3899 - val_acc: 0.9398\n",
|
|
"\n",
|
|
"Epoch 00207: val_acc did not improve from 0.94001\n",
|
|
"Epoch 208/100000\n",
|
|
" - 19s - loss: 0.4096 - acc: 0.9352 - val_loss: 0.3982 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 00208: val_acc did not improve from 0.94001\n",
|
|
"Epoch 209/100000\n",
|
|
" - 19s - loss: 0.4100 - acc: 0.9337 - val_loss: 0.4350 - val_acc: 0.9122\n",
|
|
"\n",
|
|
"Epoch 00209: val_acc did not improve from 0.94001\n",
|
|
"Epoch 210/100000\n",
|
|
" - 19s - loss: 0.4054 - acc: 0.9352 - val_loss: 0.5032 - val_acc: 0.8937\n",
|
|
"\n",
|
|
"Epoch 00210: val_acc did not improve from 0.94001\n",
|
|
"Epoch 211/100000\n",
|
|
" - 19s - loss: 0.4053 - acc: 0.9352 - val_loss: 0.4182 - val_acc: 0.9237\n",
|
|
"\n",
|
|
"Epoch 00211: val_acc did not improve from 0.94001\n",
|
|
"Epoch 212/100000\n",
|
|
" - 18s - loss: 0.4083 - acc: 0.9349 - val_loss: 0.3891 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 00212: val_acc did not improve from 0.94001\n",
|
|
"Epoch 213/100000\n",
|
|
" - 19s - loss: 0.4043 - acc: 0.9358 - val_loss: 0.4356 - val_acc: 0.9087\n",
|
|
"\n",
|
|
"Epoch 00213: val_acc did not improve from 0.94001\n",
|
|
"Epoch 214/100000\n",
|
|
" - 18s - loss: 0.4056 - acc: 0.9347 - val_loss: 0.4195 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 00214: val_acc did not improve from 0.94001\n",
|
|
"Epoch 215/100000\n",
|
|
" - 19s - loss: 0.4049 - acc: 0.9344 - val_loss: 0.6084 - val_acc: 0.8258\n",
|
|
"\n",
|
|
"Epoch 00215: val_acc did not improve from 0.94001\n",
|
|
"Epoch 216/100000\n",
|
|
" - 19s - loss: 0.4108 - acc: 0.9343 - val_loss: 0.4112 - val_acc: 0.9288\n",
|
|
"\n",
|
|
"Epoch 00216: val_acc did not improve from 0.94001\n",
|
|
"Epoch 217/100000\n",
|
|
" - 18s - loss: 0.4115 - acc: 0.9340 - val_loss: 0.3907 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 00217: val_acc did not improve from 0.94001\n",
|
|
"Epoch 218/100000\n",
|
|
" - 19s - loss: 0.4093 - acc: 0.9350 - val_loss: 0.5302 - val_acc: 0.8689\n",
|
|
"\n",
|
|
"Epoch 00218: val_acc did not improve from 0.94001\n",
|
|
"Epoch 219/100000\n",
|
|
" - 18s - loss: 0.4070 - acc: 0.9349 - val_loss: 0.4213 - val_acc: 0.9148\n",
|
|
"\n",
|
|
"Epoch 00219: val_acc did not improve from 0.94001\n",
|
|
"Epoch 220/100000\n",
|
|
" - 19s - loss: 0.4057 - acc: 0.9344 - val_loss: 0.4425 - val_acc: 0.9089\n",
|
|
"\n",
|
|
"Epoch 00220: val_acc did not improve from 0.94001\n",
|
|
"Epoch 221/100000\n",
|
|
" - 18s - loss: 0.4078 - acc: 0.9340 - val_loss: 0.5564 - val_acc: 0.8558\n",
|
|
"\n",
|
|
"Epoch 00221: val_acc did not improve from 0.94001\n",
|
|
"Epoch 222/100000\n",
|
|
" - 19s - loss: 0.4050 - acc: 0.9345 - val_loss: 0.4350 - val_acc: 0.9088\n",
|
|
"\n",
|
|
"Epoch 00222: val_acc did not improve from 0.94001\n",
|
|
"Epoch 223/100000\n",
|
|
" - 19s - loss: 0.4054 - acc: 0.9348 - val_loss: 0.4403 - val_acc: 0.9155\n",
|
|
"\n",
|
|
"Epoch 00223: val_acc did not improve from 0.94001\n",
|
|
"Epoch 224/100000\n",
|
|
" - 19s - loss: 0.4058 - acc: 0.9351 - val_loss: 0.4111 - val_acc: 0.9212\n",
|
|
"\n",
|
|
"Epoch 00224: val_acc did not improve from 0.94001\n",
|
|
"Epoch 225/100000\n",
|
|
" - 18s - loss: 0.4075 - acc: 0.9342 - val_loss: 0.4473 - val_acc: 0.9033\n",
|
|
"\n",
|
|
"Epoch 00225: val_acc did not improve from 0.94001\n",
|
|
"Epoch 226/100000\n",
|
|
" - 19s - loss: 0.4074 - acc: 0.9340 - val_loss: 0.4620 - val_acc: 0.9073\n",
|
|
"\n",
|
|
"Epoch 00226: val_acc did not improve from 0.94001\n",
|
|
"Epoch 227/100000\n",
|
|
" - 19s - loss: 0.4047 - acc: 0.9353 - val_loss: 0.3895 - val_acc: 0.9375\n",
|
|
"\n",
|
|
"Epoch 00227: val_acc did not improve from 0.94001\n",
|
|
"Epoch 228/100000\n",
|
|
" - 18s - loss: 0.4057 - acc: 0.9345 - val_loss: 0.3968 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 00228: val_acc did not improve from 0.94001\n",
|
|
"Epoch 229/100000\n",
|
|
" - 19s - loss: 0.4063 - acc: 0.9340 - val_loss: 0.5012 - val_acc: 0.8788\n",
|
|
"\n",
|
|
"Epoch 00229: val_acc did not improve from 0.94001\n",
|
|
"Epoch 230/100000\n",
|
|
" - 19s - loss: 0.4055 - acc: 0.9351 - val_loss: 0.3875 - val_acc: 0.9370\n",
|
|
"\n",
|
|
"Epoch 00230: val_acc did not improve from 0.94001\n",
|
|
"Epoch 231/100000\n",
|
|
" - 19s - loss: 0.4070 - acc: 0.9348 - val_loss: 0.4155 - val_acc: 0.9180\n",
|
|
"\n",
|
|
"Epoch 00231: val_acc did not improve from 0.94001\n",
|
|
"Epoch 232/100000\n",
|
|
" - 19s - loss: 0.4087 - acc: 0.9341 - val_loss: 0.4521 - val_acc: 0.9038\n",
|
|
"\n",
|
|
"Epoch 00232: val_acc did not improve from 0.94001\n",
|
|
"Epoch 233/100000\n",
|
|
" - 19s - loss: 0.4078 - acc: 0.9341 - val_loss: 0.4023 - val_acc: 0.9288\n",
|
|
"\n",
|
|
"Epoch 00233: val_acc did not improve from 0.94001\n",
|
|
"Epoch 234/100000\n",
|
|
" - 19s - loss: 0.4039 - acc: 0.9347 - val_loss: 0.3896 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 00234: val_acc did not improve from 0.94001\n",
|
|
"\n",
|
|
"Epoch 00234: ReduceLROnPlateau reducing learning rate to 0.0009500000451225787.\n",
|
|
"Epoch 235/100000\n",
|
|
" - 18s - loss: 0.3999 - acc: 0.9338 - val_loss: 0.3818 - val_acc: 0.9386\n",
|
|
"\n",
|
|
"Epoch 00235: val_acc did not improve from 0.94001\n",
|
|
"Epoch 236/100000\n",
|
|
" - 19s - loss: 0.3963 - acc: 0.9350 - val_loss: 0.4515 - val_acc: 0.8875\n",
|
|
"\n",
|
|
"Epoch 00236: val_acc did not improve from 0.94001\n",
|
|
"Epoch 237/100000\n",
|
|
" - 19s - loss: 0.3957 - acc: 0.9354 - val_loss: 0.4109 - val_acc: 0.9161\n",
|
|
"\n",
|
|
"Epoch 00237: val_acc did not improve from 0.94001\n",
|
|
"Epoch 238/100000\n",
|
|
" - 20s - loss: 0.3957 - acc: 0.9353 - val_loss: 0.3963 - val_acc: 0.9250\n",
|
|
"\n",
|
|
"Epoch 00238: val_acc did not improve from 0.94001\n",
|
|
"Epoch 239/100000\n",
|
|
" - 19s - loss: 0.3949 - acc: 0.9346 - val_loss: 0.3813 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 00239: val_acc did not improve from 0.94001\n",
|
|
"Epoch 240/100000\n",
|
|
" - 19s - loss: 0.3967 - acc: 0.9353 - val_loss: 0.4712 - val_acc: 0.8910\n",
|
|
"\n",
|
|
"Epoch 00240: val_acc did not improve from 0.94001\n",
|
|
"Epoch 241/100000\n",
|
|
" - 18s - loss: 0.3932 - acc: 0.9360 - val_loss: 0.4536 - val_acc: 0.8974\n",
|
|
"\n",
|
|
"Epoch 00241: val_acc did not improve from 0.94001\n",
|
|
"Epoch 242/100000\n",
|
|
" - 19s - loss: 0.3959 - acc: 0.9354 - val_loss: 0.4080 - val_acc: 0.9175\n",
|
|
"\n",
|
|
"Epoch 00242: val_acc did not improve from 0.94001\n",
|
|
"Epoch 243/100000\n",
|
|
" - 19s - loss: 0.3991 - acc: 0.9340 - val_loss: 0.3888 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 00243: val_acc did not improve from 0.94001\n",
|
|
"Epoch 244/100000\n",
|
|
" - 19s - loss: 0.3988 - acc: 0.9338 - val_loss: 0.3851 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 00244: val_acc did not improve from 0.94001\n",
|
|
"Epoch 245/100000\n",
|
|
" - 19s - loss: 0.3952 - acc: 0.9355 - val_loss: 0.4672 - val_acc: 0.8829\n",
|
|
"\n",
|
|
"Epoch 00245: val_acc did not improve from 0.94001\n",
|
|
"Epoch 246/100000\n",
|
|
" - 19s - loss: 0.3952 - acc: 0.9356 - val_loss: 0.3993 - val_acc: 0.9198\n",
|
|
"\n",
|
|
"Epoch 00246: val_acc did not improve from 0.94001\n",
|
|
"Epoch 247/100000\n",
|
|
" - 19s - loss: 0.3936 - acc: 0.9355 - val_loss: 0.3858 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 00247: val_acc did not improve from 0.94001\n",
|
|
"Epoch 248/100000\n",
|
|
" - 19s - loss: 0.3959 - acc: 0.9349 - val_loss: 0.4098 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 00248: val_acc did not improve from 0.94001\n",
|
|
"Epoch 249/100000\n",
|
|
" - 19s - loss: 0.3936 - acc: 0.9351 - val_loss: 0.7285 - val_acc: 0.7529\n",
|
|
"\n",
|
|
"Epoch 00249: val_acc did not improve from 0.94001\n",
|
|
"Epoch 250/100000\n",
|
|
" - 19s - loss: 0.3956 - acc: 0.9344 - val_loss: 0.5881 - val_acc: 0.8154\n",
|
|
"\n",
|
|
"Epoch 00250: val_acc did not improve from 0.94001\n",
|
|
"Epoch 251/100000\n",
|
|
" - 19s - loss: 0.3964 - acc: 0.9343 - val_loss: 0.4024 - val_acc: 0.9281\n",
|
|
"\n",
|
|
"Epoch 00251: val_acc did not improve from 0.94001\n",
|
|
"Epoch 252/100000\n",
|
|
" - 18s - loss: 0.3950 - acc: 0.9346 - val_loss: 0.4116 - val_acc: 0.9261\n",
|
|
"\n",
|
|
"Epoch 00252: val_acc did not improve from 0.94001\n",
|
|
"Epoch 253/100000\n",
|
|
" - 19s - loss: 0.3923 - acc: 0.9358 - val_loss: 0.3834 - val_acc: 0.9323\n",
|
|
"\n",
|
|
"Epoch 00253: val_acc did not improve from 0.94001\n",
|
|
"Epoch 254/100000\n",
|
|
" - 19s - loss: 0.3927 - acc: 0.9358 - val_loss: 0.3759 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 00254: val_acc did not improve from 0.94001\n",
|
|
"Epoch 255/100000\n",
|
|
" - 19s - loss: 0.3951 - acc: 0.9345 - val_loss: 0.6460 - val_acc: 0.8246\n",
|
|
"\n",
|
|
"Epoch 00255: val_acc did not improve from 0.94001\n",
|
|
"Epoch 256/100000\n",
|
|
" - 19s - loss: 0.3931 - acc: 0.9351 - val_loss: 0.3781 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 00256: val_acc did not improve from 0.94001\n",
|
|
"Epoch 257/100000\n",
|
|
" - 19s - loss: 0.3945 - acc: 0.9349 - val_loss: 0.3822 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 00257: val_acc did not improve from 0.94001\n",
|
|
"Epoch 258/100000\n",
|
|
" - 19s - loss: 0.3909 - acc: 0.9350 - val_loss: 0.3879 - val_acc: 0.9309\n",
|
|
"\n",
|
|
"Epoch 00258: val_acc did not improve from 0.94001\n",
|
|
"Epoch 259/100000\n",
|
|
" - 19s - loss: 0.3951 - acc: 0.9346 - val_loss: 0.4041 - val_acc: 0.9300\n",
|
|
"\n",
|
|
"Epoch 00259: val_acc did not improve from 0.94001\n",
|
|
"Epoch 260/100000\n",
|
|
" - 19s - loss: 0.3962 - acc: 0.9344 - val_loss: 0.3822 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 00260: val_acc did not improve from 0.94001\n",
|
|
"Epoch 261/100000\n",
|
|
" - 19s - loss: 0.3928 - acc: 0.9355 - val_loss: 0.4050 - val_acc: 0.9301\n",
|
|
"\n",
|
|
"Epoch 00261: val_acc did not improve from 0.94001\n",
|
|
"Epoch 262/100000\n",
|
|
" - 19s - loss: 0.3973 - acc: 0.9340 - val_loss: 0.3784 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 00262: val_acc did not improve from 0.94001\n",
|
|
"Epoch 263/100000\n",
|
|
" - 19s - loss: 0.3965 - acc: 0.9344 - val_loss: 0.3824 - val_acc: 0.9370\n",
|
|
"\n",
|
|
"Epoch 00263: val_acc did not improve from 0.94001\n",
|
|
"Epoch 264/100000\n",
|
|
" - 19s - loss: 0.3953 - acc: 0.9341 - val_loss: 0.3855 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 00264: val_acc did not improve from 0.94001\n",
|
|
"Epoch 265/100000\n",
|
|
" - 19s - loss: 0.3925 - acc: 0.9350 - val_loss: 0.3810 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 00265: val_acc did not improve from 0.94001\n",
|
|
"Epoch 266/100000\n",
|
|
" - 19s - loss: 0.3953 - acc: 0.9344 - val_loss: 0.3863 - val_acc: 0.9326\n",
|
|
"\n",
|
|
"Epoch 00266: val_acc did not improve from 0.94001\n",
|
|
"Epoch 267/100000\n",
|
|
" - 19s - loss: 0.3946 - acc: 0.9345 - val_loss: 0.3758 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 00267: val_acc did not improve from 0.94001\n",
|
|
"Epoch 268/100000\n",
|
|
" - 19s - loss: 0.3936 - acc: 0.9353 - val_loss: 0.3837 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 00268: val_acc did not improve from 0.94001\n",
|
|
"Epoch 269/100000\n",
|
|
" - 19s - loss: 0.3935 - acc: 0.9351 - val_loss: 0.3979 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 00269: val_acc did not improve from 0.94001\n",
|
|
"Epoch 270/100000\n",
|
|
" - 19s - loss: 0.3910 - acc: 0.9350 - val_loss: 0.3745 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 00270: val_acc did not improve from 0.94001\n",
|
|
"Epoch 271/100000\n",
|
|
" - 19s - loss: 0.3931 - acc: 0.9346 - val_loss: 0.3989 - val_acc: 0.9223\n",
|
|
"\n",
|
|
"Epoch 00271: val_acc did not improve from 0.94001\n",
|
|
"Epoch 272/100000\n",
|
|
" - 19s - loss: 0.3926 - acc: 0.9347 - val_loss: 0.5013 - val_acc: 0.8768\n",
|
|
"\n",
|
|
"Epoch 00272: val_acc did not improve from 0.94001\n",
|
|
"Epoch 273/100000\n",
|
|
" - 19s - loss: 0.3951 - acc: 0.9344 - val_loss: 0.3885 - val_acc: 0.9395\n",
|
|
"\n",
|
|
"Epoch 00273: val_acc did not improve from 0.94001\n",
|
|
"Epoch 274/100000\n",
|
|
" - 19s - loss: 0.3927 - acc: 0.9351 - val_loss: 0.4362 - val_acc: 0.8934\n",
|
|
"\n",
|
|
"Epoch 00274: val_acc did not improve from 0.94001\n",
|
|
"Epoch 275/100000\n",
|
|
" - 19s - loss: 0.3941 - acc: 0.9343 - val_loss: 0.3803 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 00275: val_acc did not improve from 0.94001\n",
|
|
"Epoch 276/100000\n",
|
|
" - 19s - loss: 0.3939 - acc: 0.9344 - val_loss: 0.3769 - val_acc: 0.9367\n",
|
|
"\n",
|
|
"Epoch 00276: val_acc did not improve from 0.94001\n",
|
|
"Epoch 277/100000\n",
|
|
" - 19s - loss: 0.3940 - acc: 0.9347 - val_loss: 0.4209 - val_acc: 0.9245\n",
|
|
"\n",
|
|
"Epoch 00277: val_acc did not improve from 0.94001\n",
|
|
"Epoch 278/100000\n",
|
|
" - 19s - loss: 0.3951 - acc: 0.9351 - val_loss: 0.3839 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 00278: val_acc did not improve from 0.94001\n",
|
|
"Epoch 279/100000\n",
|
|
" - 19s - loss: 0.3933 - acc: 0.9353 - val_loss: 0.4531 - val_acc: 0.8966\n",
|
|
"\n",
|
|
"Epoch 00279: val_acc did not improve from 0.94001\n",
|
|
"Epoch 280/100000\n",
|
|
" - 19s - loss: 0.3966 - acc: 0.9338 - val_loss: 0.4798 - val_acc: 0.9050\n",
|
|
"\n",
|
|
"Epoch 00280: val_acc did not improve from 0.94001\n",
|
|
"Epoch 281/100000\n",
|
|
" - 19s - loss: 0.3929 - acc: 0.9349 - val_loss: 0.3854 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 00281: val_acc did not improve from 0.94001\n",
|
|
"Epoch 282/100000\n",
|
|
" - 19s - loss: 0.3959 - acc: 0.9346 - val_loss: 0.3824 - val_acc: 0.9311\n",
|
|
"\n",
|
|
"Epoch 00282: val_acc did not improve from 0.94001\n",
|
|
"Epoch 283/100000\n",
|
|
" - 19s - loss: 0.3933 - acc: 0.9348 - val_loss: 0.4169 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 00283: val_acc did not improve from 0.94001\n",
|
|
"Epoch 284/100000\n",
|
|
" - 19s - loss: 0.3967 - acc: 0.9346 - val_loss: 0.3699 - val_acc: 0.9394\n",
|
|
"\n",
|
|
"Epoch 00284: val_acc did not improve from 0.94001\n",
|
|
"Epoch 285/100000\n",
|
|
" - 19s - loss: 0.3967 - acc: 0.9342 - val_loss: 0.3907 - val_acc: 0.9323\n",
|
|
"\n",
|
|
"Epoch 00285: val_acc did not improve from 0.94001\n",
|
|
"Epoch 286/100000\n",
|
|
" - 19s - loss: 0.3922 - acc: 0.9353 - val_loss: 0.3721 - val_acc: 0.9386\n",
|
|
"\n",
|
|
"Epoch 00286: val_acc did not improve from 0.94001\n",
|
|
"Epoch 287/100000\n",
|
|
" - 19s - loss: 0.3950 - acc: 0.9348 - val_loss: 0.3805 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 00287: val_acc did not improve from 0.94001\n",
|
|
"Epoch 288/100000\n",
|
|
" - 19s - loss: 0.3988 - acc: 0.9337 - val_loss: 0.4103 - val_acc: 0.9316\n",
|
|
"\n",
|
|
"Epoch 00288: val_acc did not improve from 0.94001\n",
|
|
"Epoch 289/100000\n",
|
|
" - 19s - loss: 0.3923 - acc: 0.9350 - val_loss: 0.6771 - val_acc: 0.7532\n",
|
|
"\n",
|
|
"Epoch 00289: val_acc did not improve from 0.94001\n",
|
|
"Epoch 290/100000\n",
|
|
" - 19s - loss: 0.3953 - acc: 0.9342 - val_loss: 0.3949 - val_acc: 0.9258\n",
|
|
"\n",
|
|
"Epoch 00290: val_acc did not improve from 0.94001\n",
|
|
"Epoch 291/100000\n",
|
|
" - 19s - loss: 0.3964 - acc: 0.9346 - val_loss: 0.3964 - val_acc: 0.9282\n",
|
|
"\n",
|
|
"Epoch 00291: val_acc did not improve from 0.94001\n",
|
|
"Epoch 292/100000\n",
|
|
" - 19s - loss: 0.3964 - acc: 0.9346 - val_loss: 0.4180 - val_acc: 0.9215\n",
|
|
"\n",
|
|
"Epoch 00292: val_acc did not improve from 0.94001\n",
|
|
"Epoch 293/100000\n",
|
|
" - 19s - loss: 0.3980 - acc: 0.9333 - val_loss: 0.3960 - val_acc: 0.9231\n",
|
|
"\n",
|
|
"Epoch 00293: val_acc did not improve from 0.94001\n",
|
|
"Epoch 294/100000\n",
|
|
" - 19s - loss: 0.3964 - acc: 0.9341 - val_loss: 0.5895 - val_acc: 0.8239\n",
|
|
"\n",
|
|
"Epoch 00294: val_acc did not improve from 0.94001\n",
|
|
"Epoch 295/100000\n",
|
|
" - 19s - loss: 0.3968 - acc: 0.9340 - val_loss: 0.4205 - val_acc: 0.9074\n",
|
|
"\n",
|
|
"Epoch 00295: val_acc did not improve from 0.94001\n",
|
|
"Epoch 296/100000\n",
|
|
" - 18s - loss: 0.3944 - acc: 0.9349 - val_loss: 0.3864 - val_acc: 0.9277\n",
|
|
"\n",
|
|
"Epoch 00296: val_acc did not improve from 0.94001\n",
|
|
"Epoch 297/100000\n",
|
|
" - 19s - loss: 0.3945 - acc: 0.9343 - val_loss: 0.4374 - val_acc: 0.9185\n",
|
|
"\n",
|
|
"Epoch 00297: val_acc did not improve from 0.94001\n",
|
|
"Epoch 298/100000\n",
|
|
" - 19s - loss: 0.3960 - acc: 0.9348 - val_loss: 0.3795 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 00298: val_acc did not improve from 0.94001\n",
|
|
"Epoch 299/100000\n",
|
|
" - 19s - loss: 0.3981 - acc: 0.9342 - val_loss: 0.3761 - val_acc: 0.9384\n",
|
|
"\n",
|
|
"Epoch 00299: val_acc did not improve from 0.94001\n",
|
|
"Epoch 300/100000\n",
|
|
" - 18s - loss: 0.3946 - acc: 0.9354 - val_loss: 0.3748 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 00300: val_acc did not improve from 0.94001\n",
|
|
"Epoch 301/100000\n",
|
|
" - 19s - loss: 0.3937 - acc: 0.9351 - val_loss: 0.4768 - val_acc: 0.8688\n",
|
|
"\n",
|
|
"Epoch 00301: val_acc did not improve from 0.94001\n",
|
|
"Epoch 302/100000\n",
|
|
" - 19s - loss: 0.3950 - acc: 0.9350 - val_loss: 0.3795 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 00302: val_acc did not improve from 0.94001\n",
|
|
"Epoch 303/100000\n",
|
|
" - 19s - loss: 0.3967 - acc: 0.9351 - val_loss: 0.5872 - val_acc: 0.8118\n",
|
|
"\n",
|
|
"Epoch 00303: val_acc did not improve from 0.94001\n",
|
|
"Epoch 304/100000\n",
|
|
" - 19s - loss: 0.3973 - acc: 0.9352 - val_loss: 0.4045 - val_acc: 0.9153\n",
|
|
"\n",
|
|
"Epoch 00304: val_acc did not improve from 0.94001\n",
|
|
"Epoch 305/100000\n",
|
|
" - 19s - loss: 0.3947 - acc: 0.9346 - val_loss: 0.3971 - val_acc: 0.9232\n",
|
|
"\n",
|
|
"Epoch 00305: val_acc did not improve from 0.94001\n",
|
|
"Epoch 306/100000\n",
|
|
" - 19s - loss: 0.3961 - acc: 0.9339 - val_loss: 0.4000 - val_acc: 0.9252\n",
|
|
"\n",
|
|
"Epoch 00306: val_acc did not improve from 0.94001\n",
|
|
"Epoch 307/100000\n",
|
|
" - 19s - loss: 0.3961 - acc: 0.9343 - val_loss: 0.3832 - val_acc: 0.9385\n",
|
|
"\n",
|
|
"Epoch 00307: val_acc did not improve from 0.94001\n",
|
|
"Epoch 308/100000\n",
|
|
" - 19s - loss: 0.3940 - acc: 0.9352 - val_loss: 0.3918 - val_acc: 0.9312\n",
|
|
"\n",
|
|
"Epoch 00308: val_acc did not improve from 0.94001\n",
|
|
"Epoch 309/100000\n",
|
|
" - 18s - loss: 0.3968 - acc: 0.9337 - val_loss: 0.3899 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 00309: val_acc did not improve from 0.94001\n",
|
|
"Epoch 310/100000\n",
|
|
" - 19s - loss: 0.3944 - acc: 0.9354 - val_loss: 0.3990 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 00310: val_acc did not improve from 0.94001\n",
|
|
"Epoch 311/100000\n",
|
|
" - 18s - loss: 0.3946 - acc: 0.9346 - val_loss: 0.3739 - val_acc: 0.9391\n",
|
|
"\n",
|
|
"Epoch 00311: val_acc did not improve from 0.94001\n",
|
|
"Epoch 312/100000\n",
|
|
" - 19s - loss: 0.3966 - acc: 0.9340 - val_loss: 0.4089 - val_acc: 0.9274\n",
|
|
"\n",
|
|
"Epoch 00312: val_acc did not improve from 0.94001\n",
|
|
"Epoch 313/100000\n",
|
|
" - 18s - loss: 0.3938 - acc: 0.9348 - val_loss: 0.4106 - val_acc: 0.9172\n",
|
|
"\n",
|
|
"Epoch 00313: val_acc did not improve from 0.94001\n",
|
|
"Epoch 314/100000\n",
|
|
" - 19s - loss: 0.3967 - acc: 0.9338 - val_loss: 0.3881 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 00314: val_acc did not improve from 0.94001\n",
|
|
"Epoch 315/100000\n",
|
|
" - 19s - loss: 0.3963 - acc: 0.9345 - val_loss: 0.4076 - val_acc: 0.9191\n",
|
|
"\n",
|
|
"Epoch 00315: val_acc did not improve from 0.94001\n",
|
|
"Epoch 316/100000\n",
|
|
" - 18s - loss: 0.3965 - acc: 0.9346 - val_loss: 0.3757 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 00316: val_acc did not improve from 0.94001\n",
|
|
"Epoch 317/100000\n",
|
|
" - 19s - loss: 0.3945 - acc: 0.9345 - val_loss: 0.3892 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 00317: val_acc did not improve from 0.94001\n",
|
|
"Epoch 318/100000\n",
|
|
" - 18s - loss: 0.3951 - acc: 0.9349 - val_loss: 0.5040 - val_acc: 0.8924\n",
|
|
"\n",
|
|
"Epoch 00318: val_acc did not improve from 0.94001\n",
|
|
"Epoch 319/100000\n",
|
|
" - 19s - loss: 0.3951 - acc: 0.9347 - val_loss: 0.3891 - val_acc: 0.9284\n",
|
|
"\n",
|
|
"Epoch 00319: val_acc did not improve from 0.94001\n",
|
|
"Epoch 320/100000\n",
|
|
" - 19s - loss: 0.3968 - acc: 0.9343 - val_loss: 0.3818 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 00320: val_acc did not improve from 0.94001\n",
|
|
"Epoch 321/100000\n",
|
|
" - 18s - loss: 0.3981 - acc: 0.9340 - val_loss: 0.3808 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 00321: val_acc did not improve from 0.94001\n",
|
|
"Epoch 322/100000\n",
|
|
" - 18s - loss: 0.3976 - acc: 0.9346 - val_loss: 0.3913 - val_acc: 0.9301\n",
|
|
"\n",
|
|
"Epoch 00322: val_acc did not improve from 0.94001\n",
|
|
"Epoch 323/100000\n",
|
|
" - 19s - loss: 0.3951 - acc: 0.9347 - val_loss: 0.4147 - val_acc: 0.9132\n",
|
|
"\n",
|
|
"Epoch 00323: val_acc did not improve from 0.94001\n",
|
|
"Epoch 324/100000\n",
|
|
" - 18s - loss: 0.3959 - acc: 0.9348 - val_loss: 0.4095 - val_acc: 0.9180\n",
|
|
"\n",
|
|
"Epoch 00324: val_acc did not improve from 0.94001\n",
|
|
"Epoch 325/100000\n",
|
|
" - 19s - loss: 0.3998 - acc: 0.9346 - val_loss: 0.3957 - val_acc: 0.9349\n",
|
|
"\n",
|
|
"Epoch 00325: val_acc did not improve from 0.94001\n",
|
|
"Epoch 326/100000\n",
|
|
" - 18s - loss: 0.3982 - acc: 0.9344 - val_loss: 0.3826 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 00326: val_acc did not improve from 0.94001\n",
|
|
"Epoch 327/100000\n",
|
|
" - 18s - loss: 0.3960 - acc: 0.9347 - val_loss: 0.3958 - val_acc: 0.9331\n",
|
|
"\n",
|
|
"Epoch 00327: val_acc did not improve from 0.94001\n",
|
|
"Epoch 328/100000\n",
|
|
" - 19s - loss: 0.3934 - acc: 0.9357 - val_loss: 0.5840 - val_acc: 0.8825\n",
|
|
"\n",
|
|
"Epoch 00328: val_acc did not improve from 0.94001\n",
|
|
"Epoch 329/100000\n",
|
|
" - 18s - loss: 0.3960 - acc: 0.9343 - val_loss: 0.3772 - val_acc: 0.9393\n",
|
|
"\n",
|
|
"Epoch 00329: val_acc did not improve from 0.94001\n",
|
|
"Epoch 330/100000\n",
|
|
" - 19s - loss: 0.3957 - acc: 0.9349 - val_loss: 0.3994 - val_acc: 0.9233\n",
|
|
"\n",
|
|
"Epoch 00330: val_acc did not improve from 0.94001\n",
|
|
"Epoch 331/100000\n",
|
|
" - 19s - loss: 0.3977 - acc: 0.9338 - val_loss: 0.4528 - val_acc: 0.8848\n",
|
|
"\n",
|
|
"Epoch 00331: val_acc did not improve from 0.94001\n",
|
|
"Epoch 332/100000\n",
|
|
" - 19s - loss: 0.3950 - acc: 0.9349 - val_loss: 0.3940 - val_acc: 0.9276\n",
|
|
"\n",
|
|
"Epoch 00332: val_acc did not improve from 0.94001\n",
|
|
"Epoch 333/100000\n",
|
|
" - 19s - loss: 0.4000 - acc: 0.9333 - val_loss: 0.4483 - val_acc: 0.9236\n",
|
|
"\n",
|
|
"Epoch 00333: val_acc did not improve from 0.94001\n",
|
|
"Epoch 334/100000\n",
|
|
" - 19s - loss: 0.3962 - acc: 0.9344 - val_loss: 0.3880 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 00334: val_acc did not improve from 0.94001\n",
|
|
"Epoch 335/100000\n",
|
|
" - 19s - loss: 0.3970 - acc: 0.9340 - val_loss: 0.4581 - val_acc: 0.9046\n",
|
|
"\n",
|
|
"Epoch 00335: val_acc did not improve from 0.94001\n",
|
|
"Epoch 336/100000\n",
|
|
" - 19s - loss: 0.3953 - acc: 0.9348 - val_loss: 0.3917 - val_acc: 0.9267\n",
|
|
"\n",
|
|
"Epoch 00336: val_acc did not improve from 0.94001\n",
|
|
"Epoch 337/100000\n",
|
|
" - 19s - loss: 0.3937 - acc: 0.9352 - val_loss: 0.4428 - val_acc: 0.8998\n",
|
|
"\n",
|
|
"Epoch 00337: val_acc did not improve from 0.94001\n",
|
|
"Epoch 338/100000\n",
|
|
" - 19s - loss: 0.3956 - acc: 0.9347 - val_loss: 0.3827 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 00338: val_acc did not improve from 0.94001\n",
|
|
"Epoch 339/100000\n",
|
|
" - 19s - loss: 0.3988 - acc: 0.9343 - val_loss: 0.3867 - val_acc: 0.9309\n",
|
|
"\n",
|
|
"Epoch 00339: val_acc did not improve from 0.94001\n",
|
|
"Epoch 340/100000\n",
|
|
" - 19s - loss: 0.3958 - acc: 0.9342 - val_loss: 0.3905 - val_acc: 0.9316\n",
|
|
"\n",
|
|
"Epoch 00340: val_acc did not improve from 0.94001\n",
|
|
"Epoch 341/100000\n",
|
|
" - 19s - loss: 0.3951 - acc: 0.9344 - val_loss: 0.4146 - val_acc: 0.9179\n",
|
|
"\n",
|
|
"Epoch 00341: val_acc did not improve from 0.94001\n",
|
|
"Epoch 342/100000\n",
|
|
" - 19s - loss: 0.3957 - acc: 0.9340 - val_loss: 0.4159 - val_acc: 0.9167\n",
|
|
"\n",
|
|
"Epoch 00342: val_acc did not improve from 0.94001\n",
|
|
"Epoch 343/100000\n",
|
|
" - 19s - loss: 0.3945 - acc: 0.9353 - val_loss: 0.3909 - val_acc: 0.9299\n",
|
|
"\n",
|
|
"Epoch 00343: val_acc did not improve from 0.94001\n",
|
|
"Epoch 344/100000\n",
|
|
" - 19s - loss: 0.3969 - acc: 0.9347 - val_loss: 0.3812 - val_acc: 0.9391\n",
|
|
"\n",
|
|
"Epoch 00344: val_acc did not improve from 0.94001\n",
|
|
"Epoch 345/100000\n",
|
|
" - 18s - loss: 0.3976 - acc: 0.9345 - val_loss: 0.3926 - val_acc: 0.9269\n",
|
|
"\n",
|
|
"Epoch 00345: val_acc did not improve from 0.94001\n",
|
|
"Epoch 346/100000\n",
|
|
" - 19s - loss: 0.3954 - acc: 0.9349 - val_loss: 0.3950 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 00346: val_acc did not improve from 0.94001\n",
|
|
"Epoch 347/100000\n",
|
|
" - 18s - loss: 0.3981 - acc: 0.9338 - val_loss: 0.4860 - val_acc: 0.9099\n",
|
|
"\n",
|
|
"Epoch 00347: val_acc did not improve from 0.94001\n",
|
|
"Epoch 348/100000\n",
|
|
" - 18s - loss: 0.3988 - acc: 0.9344 - val_loss: 0.3988 - val_acc: 0.9282\n",
|
|
"\n",
|
|
"Epoch 00348: val_acc did not improve from 0.94001\n",
|
|
"Epoch 349/100000\n",
|
|
" - 19s - loss: 0.3965 - acc: 0.9343 - val_loss: 0.5226 - val_acc: 0.8434\n",
|
|
"\n",
|
|
"Epoch 00349: val_acc did not improve from 0.94001\n",
|
|
"Epoch 350/100000\n",
|
|
" - 18s - loss: 0.3960 - acc: 0.9346 - val_loss: 0.4704 - val_acc: 0.8918\n",
|
|
"\n",
|
|
"Epoch 00350: val_acc did not improve from 0.94001\n",
|
|
"Epoch 351/100000\n",
|
|
" - 19s - loss: 0.3937 - acc: 0.9347 - val_loss: 0.3920 - val_acc: 0.9318\n",
|
|
"\n",
|
|
"Epoch 00351: val_acc did not improve from 0.94001\n",
|
|
"Epoch 352/100000\n",
|
|
" - 18s - loss: 0.3948 - acc: 0.9349 - val_loss: 0.4805 - val_acc: 0.8873\n",
|
|
"\n",
|
|
"Epoch 00352: val_acc did not improve from 0.94001\n",
|
|
"Epoch 353/100000\n",
|
|
" - 19s - loss: 0.3989 - acc: 0.9339 - val_loss: 0.3707 - val_acc: 0.9422\n",
|
|
"\n",
|
|
"Epoch 00353: val_acc improved from 0.94001 to 0.94225, saving model to ./ModelSnapshots/CNN-353.h5\n",
|
|
"Epoch 354/100000\n",
|
|
" - 19s - loss: 0.3969 - acc: 0.9347 - val_loss: 0.3850 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 00354: val_acc did not improve from 0.94225\n",
|
|
"Epoch 355/100000\n",
|
|
" - 19s - loss: 0.3982 - acc: 0.9344 - val_loss: 0.3779 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 00355: val_acc did not improve from 0.94225\n",
|
|
"Epoch 356/100000\n",
|
|
" - 19s - loss: 0.3979 - acc: 0.9341 - val_loss: 0.4924 - val_acc: 0.8875\n",
|
|
"\n",
|
|
"Epoch 00356: val_acc did not improve from 0.94225\n",
|
|
"Epoch 357/100000\n",
|
|
" - 19s - loss: 0.3966 - acc: 0.9347 - val_loss: 0.4153 - val_acc: 0.9132\n",
|
|
"\n",
|
|
"Epoch 00357: val_acc did not improve from 0.94225\n",
|
|
"Epoch 358/100000\n",
|
|
" - 19s - loss: 0.3974 - acc: 0.9344 - val_loss: 0.4070 - val_acc: 0.9299\n",
|
|
"\n",
|
|
"Epoch 00358: val_acc did not improve from 0.94225\n",
|
|
"Epoch 359/100000\n",
|
|
" - 19s - loss: 0.3972 - acc: 0.9346 - val_loss: 0.3953 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 00359: val_acc did not improve from 0.94225\n",
|
|
"Epoch 360/100000\n",
|
|
" - 19s - loss: 0.3957 - acc: 0.9347 - val_loss: 0.3962 - val_acc: 0.9309\n",
|
|
"\n",
|
|
"Epoch 00360: val_acc did not improve from 0.94225\n",
|
|
"Epoch 361/100000\n",
|
|
" - 19s - loss: 0.3957 - acc: 0.9347 - val_loss: 0.4077 - val_acc: 0.9202\n",
|
|
"\n",
|
|
"Epoch 00361: val_acc did not improve from 0.94225\n",
|
|
"Epoch 362/100000\n",
|
|
" - 19s - loss: 0.3961 - acc: 0.9345 - val_loss: 0.6163 - val_acc: 0.7919\n",
|
|
"\n",
|
|
"Epoch 00362: val_acc did not improve from 0.94225\n",
|
|
"Epoch 363/100000\n",
|
|
" - 19s - loss: 0.3992 - acc: 0.9335 - val_loss: 0.4250 - val_acc: 0.9272\n",
|
|
"\n",
|
|
"Epoch 00363: val_acc did not improve from 0.94225\n",
|
|
"Epoch 364/100000\n",
|
|
" - 19s - loss: 0.3949 - acc: 0.9352 - val_loss: 0.3871 - val_acc: 0.9270\n",
|
|
"\n",
|
|
"Epoch 00364: val_acc did not improve from 0.94225\n",
|
|
"Epoch 365/100000\n",
|
|
" - 19s - loss: 0.3974 - acc: 0.9344 - val_loss: 0.3863 - val_acc: 0.9293\n",
|
|
"\n",
|
|
"Epoch 00365: val_acc did not improve from 0.94225\n",
|
|
"Epoch 366/100000\n",
|
|
" - 19s - loss: 0.3988 - acc: 0.9340 - val_loss: 0.4407 - val_acc: 0.9095\n",
|
|
"\n",
|
|
"Epoch 00366: val_acc did not improve from 0.94225\n",
|
|
"Epoch 367/100000\n",
|
|
" - 18s - loss: 0.3930 - acc: 0.9349 - val_loss: 0.4103 - val_acc: 0.9203\n",
|
|
"\n",
|
|
"Epoch 00367: val_acc did not improve from 0.94225\n",
|
|
"Epoch 368/100000\n",
|
|
" - 19s - loss: 0.3969 - acc: 0.9346 - val_loss: 0.3766 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 00368: val_acc did not improve from 0.94225\n",
|
|
"Epoch 369/100000\n",
|
|
" - 18s - loss: 0.3956 - acc: 0.9348 - val_loss: 0.4009 - val_acc: 0.9281\n",
|
|
"\n",
|
|
"Epoch 00369: val_acc did not improve from 0.94225\n",
|
|
"Epoch 370/100000\n",
|
|
" - 19s - loss: 0.3948 - acc: 0.9347 - val_loss: 0.3784 - val_acc: 0.9383\n",
|
|
"\n",
|
|
"Epoch 00370: val_acc did not improve from 0.94225\n",
|
|
"Epoch 371/100000\n",
|
|
" - 18s - loss: 0.3975 - acc: 0.9337 - val_loss: 0.4197 - val_acc: 0.9266\n",
|
|
"\n",
|
|
"Epoch 00371: val_acc did not improve from 0.94225\n",
|
|
"Epoch 372/100000\n",
|
|
" - 19s - loss: 0.3972 - acc: 0.9345 - val_loss: 0.3916 - val_acc: 0.9314\n",
|
|
"\n",
|
|
"Epoch 00372: val_acc did not improve from 0.94225\n",
|
|
"Epoch 373/100000\n",
|
|
" - 18s - loss: 0.3983 - acc: 0.9340 - val_loss: 0.4921 - val_acc: 0.8681\n",
|
|
"\n",
|
|
"Epoch 00373: val_acc did not improve from 0.94225\n",
|
|
"Epoch 374/100000\n",
|
|
" - 19s - loss: 0.3991 - acc: 0.9347 - val_loss: 0.4028 - val_acc: 0.9305\n",
|
|
"\n",
|
|
"Epoch 00374: val_acc did not improve from 0.94225\n",
|
|
"Epoch 375/100000\n",
|
|
" - 19s - loss: 0.3969 - acc: 0.9340 - val_loss: 0.3990 - val_acc: 0.9242\n",
|
|
"\n",
|
|
"Epoch 00375: val_acc did not improve from 0.94225\n",
|
|
"Epoch 376/100000\n",
|
|
" - 19s - loss: 0.3990 - acc: 0.9343 - val_loss: 0.4141 - val_acc: 0.9291\n",
|
|
"\n",
|
|
"Epoch 00376: val_acc did not improve from 0.94225\n",
|
|
"Epoch 377/100000\n",
|
|
" - 19s - loss: 0.3959 - acc: 0.9345 - val_loss: 0.4142 - val_acc: 0.9103\n",
|
|
"\n",
|
|
"Epoch 00377: val_acc did not improve from 0.94225\n",
|
|
"Epoch 378/100000\n",
|
|
" - 19s - loss: 0.3974 - acc: 0.9341 - val_loss: 0.3783 - val_acc: 0.9370\n",
|
|
"\n",
|
|
"Epoch 00378: val_acc did not improve from 0.94225\n",
|
|
"Epoch 379/100000\n",
|
|
" - 18s - loss: 0.3963 - acc: 0.9343 - val_loss: 0.3905 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 00379: val_acc did not improve from 0.94225\n",
|
|
"Epoch 380/100000\n",
|
|
" - 19s - loss: 0.3949 - acc: 0.9351 - val_loss: 0.3983 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 00380: val_acc did not improve from 0.94225\n",
|
|
"Epoch 381/100000\n",
|
|
" - 19s - loss: 0.3978 - acc: 0.9345 - val_loss: 0.4146 - val_acc: 0.9204\n",
|
|
"\n",
|
|
"Epoch 00381: val_acc did not improve from 0.94225\n",
|
|
"Epoch 382/100000\n",
|
|
" - 18s - loss: 0.3962 - acc: 0.9348 - val_loss: 0.3957 - val_acc: 0.9284\n",
|
|
"\n",
|
|
"Epoch 00382: val_acc did not improve from 0.94225\n",
|
|
"Epoch 383/100000\n",
|
|
" - 19s - loss: 0.3955 - acc: 0.9342 - val_loss: 0.3834 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 00383: val_acc did not improve from 0.94225\n",
|
|
"Epoch 384/100000\n",
|
|
" - 18s - loss: 0.3956 - acc: 0.9343 - val_loss: 0.3966 - val_acc: 0.9236\n",
|
|
"\n",
|
|
"Epoch 00384: val_acc did not improve from 0.94225\n",
|
|
"Epoch 385/100000\n",
|
|
" - 19s - loss: 0.3942 - acc: 0.9350 - val_loss: 0.4539 - val_acc: 0.8910\n",
|
|
"\n",
|
|
"Epoch 00385: val_acc did not improve from 0.94225\n",
|
|
"Epoch 386/100000\n",
|
|
" - 18s - loss: 0.3998 - acc: 0.9334 - val_loss: 0.4513 - val_acc: 0.8985\n",
|
|
"\n",
|
|
"Epoch 00386: val_acc did not improve from 0.94225\n",
|
|
"Epoch 387/100000\n",
|
|
" - 18s - loss: 0.3960 - acc: 0.9342 - val_loss: 0.4464 - val_acc: 0.9122\n",
|
|
"\n",
|
|
"Epoch 00387: val_acc did not improve from 0.94225\n",
|
|
"Epoch 388/100000\n",
|
|
" - 19s - loss: 0.3954 - acc: 0.9344 - val_loss: 0.5134 - val_acc: 0.8496\n",
|
|
"\n",
|
|
"Epoch 00388: val_acc did not improve from 0.94225\n",
|
|
"Epoch 389/100000\n",
|
|
" - 19s - loss: 0.3965 - acc: 0.9345 - val_loss: 0.3970 - val_acc: 0.9292\n",
|
|
"\n",
|
|
"Epoch 00389: val_acc did not improve from 0.94225\n",
|
|
"Epoch 390/100000\n",
|
|
" - 19s - loss: 0.3975 - acc: 0.9341 - val_loss: 0.3818 - val_acc: 0.9385\n",
|
|
"\n",
|
|
"Epoch 00390: val_acc did not improve from 0.94225\n",
|
|
"Epoch 391/100000\n",
|
|
" - 19s - loss: 0.3958 - acc: 0.9345 - val_loss: 0.3894 - val_acc: 0.9275\n",
|
|
"\n",
|
|
"Epoch 00391: val_acc did not improve from 0.94225\n",
|
|
"Epoch 392/100000\n",
|
|
" - 18s - loss: 0.3951 - acc: 0.9342 - val_loss: 0.3928 - val_acc: 0.9265\n",
|
|
"\n",
|
|
"Epoch 00392: val_acc did not improve from 0.94225\n",
|
|
"Epoch 393/100000\n",
|
|
" - 19s - loss: 0.3982 - acc: 0.9346 - val_loss: 0.4041 - val_acc: 0.9288\n",
|
|
"\n",
|
|
"Epoch 00393: val_acc did not improve from 0.94225\n",
|
|
"Epoch 394/100000\n",
|
|
" - 18s - loss: 0.3956 - acc: 0.9343 - val_loss: 0.4016 - val_acc: 0.9316\n",
|
|
"\n",
|
|
"Epoch 00394: val_acc did not improve from 0.94225\n",
|
|
"Epoch 395/100000\n",
|
|
" - 19s - loss: 0.3951 - acc: 0.9346 - val_loss: 0.4112 - val_acc: 0.9292\n",
|
|
"\n",
|
|
"Epoch 00395: val_acc did not improve from 0.94225\n",
|
|
"Epoch 396/100000\n",
|
|
" - 18s - loss: 0.3957 - acc: 0.9352 - val_loss: 0.4031 - val_acc: 0.9238\n",
|
|
"\n",
|
|
"Epoch 00396: val_acc did not improve from 0.94225\n",
|
|
"Epoch 397/100000\n",
|
|
" - 19s - loss: 0.3960 - acc: 0.9349 - val_loss: 0.4604 - val_acc: 0.9044\n",
|
|
"\n",
|
|
"Epoch 00397: val_acc did not improve from 0.94225\n",
|
|
"Epoch 398/100000\n",
|
|
" - 19s - loss: 0.3996 - acc: 0.9339 - val_loss: 0.4998 - val_acc: 0.8609\n",
|
|
"\n",
|
|
"Epoch 00398: val_acc did not improve from 0.94225\n",
|
|
"Epoch 399/100000\n",
|
|
" - 18s - loss: 0.3953 - acc: 0.9351 - val_loss: 0.3926 - val_acc: 0.9318\n",
|
|
"\n",
|
|
"Epoch 00399: val_acc did not improve from 0.94225\n",
|
|
"Epoch 400/100000\n",
|
|
" - 19s - loss: 0.4040 - acc: 0.9328 - val_loss: 0.3926 - val_acc: 0.9264\n",
|
|
"\n",
|
|
"Epoch 00400: val_acc did not improve from 0.94225\n",
|
|
"Epoch 401/100000\n",
|
|
" - 19s - loss: 0.3983 - acc: 0.9335 - val_loss: 0.4238 - val_acc: 0.9105\n",
|
|
"\n",
|
|
"Epoch 00401: val_acc did not improve from 0.94225\n",
|
|
"Epoch 402/100000\n",
|
|
" - 19s - loss: 0.3954 - acc: 0.9351 - val_loss: 0.5009 - val_acc: 0.8659\n",
|
|
"\n",
|
|
"Epoch 00402: val_acc did not improve from 0.94225\n",
|
|
"Epoch 403/100000\n",
|
|
" - 19s - loss: 0.3988 - acc: 0.9343 - val_loss: 0.4153 - val_acc: 0.9237\n",
|
|
"\n",
|
|
"Epoch 00403: val_acc did not improve from 0.94225\n",
|
|
"Epoch 404/100000\n",
|
|
" - 19s - loss: 0.3961 - acc: 0.9341 - val_loss: 0.4492 - val_acc: 0.9110\n",
|
|
"\n",
|
|
"Epoch 00404: val_acc did not improve from 0.94225\n",
|
|
"Epoch 405/100000\n",
|
|
" - 19s - loss: 0.4000 - acc: 0.9335 - val_loss: 0.4161 - val_acc: 0.9331\n",
|
|
"\n",
|
|
"Epoch 00405: val_acc did not improve from 0.94225\n",
|
|
"Epoch 406/100000\n",
|
|
" - 18s - loss: 0.3975 - acc: 0.9341 - val_loss: 0.3899 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 00406: val_acc did not improve from 0.94225\n",
|
|
"Epoch 407/100000\n",
|
|
" - 19s - loss: 0.3998 - acc: 0.9331 - val_loss: 0.4004 - val_acc: 0.9283\n",
|
|
"\n",
|
|
"Epoch 00407: val_acc did not improve from 0.94225\n",
|
|
"Epoch 408/100000\n",
|
|
" - 18s - loss: 0.3968 - acc: 0.9341 - val_loss: 0.4631 - val_acc: 0.9163\n",
|
|
"\n",
|
|
"Epoch 00408: val_acc did not improve from 0.94225\n",
|
|
"Epoch 409/100000\n",
|
|
" - 19s - loss: 0.3943 - acc: 0.9343 - val_loss: 0.5393 - val_acc: 0.8576\n",
|
|
"\n",
|
|
"Epoch 00409: val_acc did not improve from 0.94225\n",
|
|
"Epoch 410/100000\n",
|
|
" - 19s - loss: 0.3970 - acc: 0.9345 - val_loss: 0.3905 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 00410: val_acc did not improve from 0.94225\n",
|
|
"Epoch 411/100000\n",
|
|
" - 18s - loss: 0.3971 - acc: 0.9347 - val_loss: 0.3771 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 00411: val_acc did not improve from 0.94225\n",
|
|
"Epoch 412/100000\n",
|
|
" - 19s - loss: 0.3975 - acc: 0.9340 - val_loss: 0.4578 - val_acc: 0.9153\n",
|
|
"\n",
|
|
"Epoch 00412: val_acc did not improve from 0.94225\n",
|
|
"Epoch 413/100000\n",
|
|
" - 19s - loss: 0.3981 - acc: 0.9340 - val_loss: 0.4280 - val_acc: 0.9183\n",
|
|
"\n",
|
|
"Epoch 00418: val_acc did not improve from 0.94225\n",
|
|
"Epoch 419/100000\n",
|
|
" - 19s - loss: 0.3979 - acc: 0.9340 - val_loss: 0.3753 - val_acc: 0.9372\n",
|
|
"\n",
|
|
"Epoch 00419: val_acc did not improve from 0.94225\n",
|
|
"Epoch 420/100000\n",
|
|
" - 19s - loss: 0.3985 - acc: 0.9334 - val_loss: 0.4093 - val_acc: 0.9185\n",
|
|
"\n",
|
|
"Epoch 00420: val_acc did not improve from 0.94225\n",
|
|
"Epoch 421/100000\n",
|
|
" - 19s - loss: 0.3973 - acc: 0.9341 - val_loss: 0.4216 - val_acc: 0.9139\n",
|
|
"\n",
|
|
"Epoch 00421: val_acc did not improve from 0.94225\n",
|
|
"Epoch 422/100000\n",
|
|
" - 19s - loss: 0.3983 - acc: 0.9345 - val_loss: 0.3978 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 00422: val_acc did not improve from 0.94225\n",
|
|
"Epoch 423/100000\n",
|
|
" - 19s - loss: 0.3984 - acc: 0.9348 - val_loss: 0.3900 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 00423: val_acc did not improve from 0.94225\n",
|
|
"Epoch 424/100000\n",
|
|
" - 19s - loss: 0.3988 - acc: 0.9341 - val_loss: 0.4112 - val_acc: 0.9127\n",
|
|
"\n",
|
|
"Epoch 00424: val_acc did not improve from 0.94225\n",
|
|
"\n",
|
|
"Epoch 00424: ReduceLROnPlateau reducing learning rate to 0.0009025000152178108.\n",
|
|
"Epoch 425/100000\n",
|
|
" - 19s - loss: 0.3903 - acc: 0.9339 - val_loss: 0.4279 - val_acc: 0.9038\n",
|
|
"\n",
|
|
"Epoch 00425: val_acc did not improve from 0.94225\n",
|
|
"Epoch 426/100000\n",
|
|
" - 18s - loss: 0.3873 - acc: 0.9352 - val_loss: 0.3781 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 00426: val_acc did not improve from 0.94225\n",
|
|
"Epoch 427/100000\n",
|
|
" - 19s - loss: 0.3891 - acc: 0.9344 - val_loss: 0.4225 - val_acc: 0.9219\n",
|
|
"\n",
|
|
"Epoch 00427: val_acc did not improve from 0.94225\n",
|
|
"Epoch 428/100000\n",
|
|
" - 19s - loss: 0.3854 - acc: 0.9352 - val_loss: 0.6165 - val_acc: 0.8236\n",
|
|
"\n",
|
|
"Epoch 00428: val_acc did not improve from 0.94225\n",
|
|
"Epoch 429/100000\n",
|
|
" - 19s - loss: 0.3911 - acc: 0.9331 - val_loss: 0.5023 - val_acc: 0.8787\n",
|
|
"\n",
|
|
"Epoch 00429: val_acc did not improve from 0.94225\n",
|
|
"Epoch 430/100000\n",
|
|
" - 19s - loss: 0.3876 - acc: 0.9348 - val_loss: 0.5066 - val_acc: 0.8492\n",
|
|
"\n",
|
|
"Epoch 00430: val_acc did not improve from 0.94225\n",
|
|
"Epoch 431/100000\n",
|
|
" - 19s - loss: 0.3878 - acc: 0.9342 - val_loss: 0.3706 - val_acc: 0.9410\n",
|
|
"\n",
|
|
"Epoch 00431: val_acc did not improve from 0.94225\n",
|
|
"Epoch 432/100000\n",
|
|
" - 18s - loss: 0.3916 - acc: 0.9337 - val_loss: 0.3999 - val_acc: 0.9116\n",
|
|
"\n",
|
|
"Epoch 00432: val_acc did not improve from 0.94225\n",
|
|
"Epoch 433/100000\n",
|
|
" - 18s - loss: 0.3887 - acc: 0.9338 - val_loss: 0.4852 - val_acc: 0.8689\n",
|
|
"\n",
|
|
"Epoch 00433: val_acc did not improve from 0.94225\n",
|
|
"Epoch 434/100000\n",
|
|
" - 19s - loss: 0.3842 - acc: 0.9355 - val_loss: 0.4900 - val_acc: 0.9019\n",
|
|
"\n",
|
|
"Epoch 00434: val_acc did not improve from 0.94225\n",
|
|
"Epoch 435/100000\n",
|
|
" - 19s - loss: 0.3870 - acc: 0.9350 - val_loss: 0.5658 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00435: val_acc did not improve from 0.94225\n",
|
|
"Epoch 436/100000\n",
|
|
" - 18s - loss: 0.3904 - acc: 0.9339 - val_loss: 0.3719 - val_acc: 0.9391\n",
|
|
"\n",
|
|
"Epoch 00436: val_acc did not improve from 0.94225\n",
|
|
"Epoch 437/100000\n",
|
|
" - 19s - loss: 0.3926 - acc: 0.9327 - val_loss: 0.3680 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 00437: val_acc did not improve from 0.94225\n",
|
|
"Epoch 438/100000\n",
|
|
" - 18s - loss: 0.3857 - acc: 0.9353 - val_loss: 0.3827 - val_acc: 0.9315\n",
|
|
"\n",
|
|
"Epoch 00438: val_acc did not improve from 0.94225\n",
|
|
"Epoch 439/100000\n",
|
|
" - 19s - loss: 0.3866 - acc: 0.9351 - val_loss: 0.4315 - val_acc: 0.9057\n",
|
|
"\n",
|
|
"Epoch 00439: val_acc did not improve from 0.94225\n",
|
|
"Epoch 440/100000\n",
|
|
" - 18s - loss: 0.3884 - acc: 0.9341 - val_loss: 0.3742 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 00440: val_acc did not improve from 0.94225\n",
|
|
"Epoch 441/100000\n",
|
|
" - 19s - loss: 0.3892 - acc: 0.9344 - val_loss: 0.3746 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 00441: val_acc did not improve from 0.94225\n",
|
|
"Epoch 442/100000\n",
|
|
" - 19s - loss: 0.3875 - acc: 0.9345 - val_loss: 0.4422 - val_acc: 0.8977\n",
|
|
"\n",
|
|
"Epoch 00442: val_acc did not improve from 0.94225\n",
|
|
"Epoch 443/100000\n",
|
|
" - 19s - loss: 0.3891 - acc: 0.9339 - val_loss: 0.3710 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 00443: val_acc did not improve from 0.94225\n",
|
|
"Epoch 444/100000\n",
|
|
" - 18s - loss: 0.3869 - acc: 0.9352 - val_loss: 0.4202 - val_acc: 0.9119\n",
|
|
"\n",
|
|
"Epoch 00444: val_acc did not improve from 0.94225\n",
|
|
"Epoch 445/100000\n",
|
|
" - 19s - loss: 0.3880 - acc: 0.9342 - val_loss: 0.4037 - val_acc: 0.9171\n",
|
|
"\n",
|
|
"Epoch 00445: val_acc did not improve from 0.94225\n",
|
|
"Epoch 446/100000\n",
|
|
" - 19s - loss: 0.3894 - acc: 0.9348 - val_loss: 0.3825 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 00446: val_acc did not improve from 0.94225\n",
|
|
"Epoch 447/100000\n",
|
|
" - 19s - loss: 0.3883 - acc: 0.9342 - val_loss: 0.3763 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 00447: val_acc did not improve from 0.94225\n",
|
|
"Epoch 448/100000\n",
|
|
" - 19s - loss: 0.3861 - acc: 0.9343 - val_loss: 0.4339 - val_acc: 0.9250\n",
|
|
"\n",
|
|
"Epoch 00448: val_acc did not improve from 0.94225\n",
|
|
"Epoch 449/100000\n",
|
|
" - 19s - loss: 0.3891 - acc: 0.9337 - val_loss: 0.3682 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 00449: val_acc did not improve from 0.94225\n",
|
|
"Epoch 450/100000\n",
|
|
" - 19s - loss: 0.3899 - acc: 0.9343 - val_loss: 0.3819 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 00450: val_acc did not improve from 0.94225\n",
|
|
"Epoch 451/100000\n",
|
|
" - 19s - loss: 0.3861 - acc: 0.9348 - val_loss: 0.4300 - val_acc: 0.9040\n",
|
|
"\n",
|
|
"Epoch 00451: val_acc did not improve from 0.94225\n",
|
|
"Epoch 452/100000\n",
|
|
" - 19s - loss: 0.3881 - acc: 0.9336 - val_loss: 0.3857 - val_acc: 0.9295\n",
|
|
"\n",
|
|
"Epoch 00452: val_acc did not improve from 0.94225\n",
|
|
"Epoch 453/100000\n",
|
|
" - 18s - loss: 0.3847 - acc: 0.9352 - val_loss: 0.3745 - val_acc: 0.9304\n",
|
|
"\n",
|
|
"Epoch 00453: val_acc did not improve from 0.94225\n",
|
|
"Epoch 454/100000\n",
|
|
" - 19s - loss: 0.3858 - acc: 0.9345 - val_loss: 0.3701 - val_acc: 0.9377\n",
|
|
"\n",
|
|
"Epoch 00454: val_acc did not improve from 0.94225\n",
|
|
"Epoch 455/100000\n",
|
|
" - 18s - loss: 0.3853 - acc: 0.9345 - val_loss: 0.4384 - val_acc: 0.9218\n",
|
|
"\n",
|
|
"Epoch 00455: val_acc did not improve from 0.94225\n",
|
|
"Epoch 456/100000\n",
|
|
" - 19s - loss: 0.3889 - acc: 0.9342 - val_loss: 0.4469 - val_acc: 0.9017\n",
|
|
"\n",
|
|
"Epoch 00456: val_acc did not improve from 0.94225\n",
|
|
"Epoch 457/100000\n",
|
|
" - 19s - loss: 0.3877 - acc: 0.9349 - val_loss: 0.3737 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 00457: val_acc did not improve from 0.94225\n",
|
|
"Epoch 458/100000\n",
|
|
" - 19s - loss: 0.3918 - acc: 0.9333 - val_loss: 0.4124 - val_acc: 0.9175\n",
|
|
"\n",
|
|
"Epoch 00458: val_acc did not improve from 0.94225\n",
|
|
"Epoch 459/100000\n",
|
|
" - 19s - loss: 0.3857 - acc: 0.9352 - val_loss: 0.3875 - val_acc: 0.9305\n",
|
|
"\n",
|
|
"Epoch 00459: val_acc did not improve from 0.94225\n",
|
|
"Epoch 460/100000\n",
|
|
" - 19s - loss: 0.3884 - acc: 0.9342 - val_loss: 0.4006 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 00460: val_acc did not improve from 0.94225\n",
|
|
"Epoch 461/100000\n",
|
|
" - 19s - loss: 0.3885 - acc: 0.9345 - val_loss: 0.3791 - val_acc: 0.9389\n",
|
|
"\n",
|
|
"Epoch 00461: val_acc did not improve from 0.94225\n",
|
|
"Epoch 462/100000\n",
|
|
" - 19s - loss: 0.3882 - acc: 0.9349 - val_loss: 0.4018 - val_acc: 0.9286\n",
|
|
"\n",
|
|
"Epoch 00462: val_acc did not improve from 0.94225\n",
|
|
"Epoch 463/100000\n",
|
|
" - 19s - loss: 0.3898 - acc: 0.9341 - val_loss: 0.3822 - val_acc: 0.9274\n",
|
|
"\n",
|
|
"Epoch 00463: val_acc did not improve from 0.94225\n",
|
|
"Epoch 464/100000\n",
|
|
" - 19s - loss: 0.3886 - acc: 0.9343 - val_loss: 0.3959 - val_acc: 0.9243\n",
|
|
"\n",
|
|
"Epoch 00464: val_acc did not improve from 0.94225\n",
|
|
"Epoch 465/100000\n",
|
|
" - 18s - loss: 0.3904 - acc: 0.9340 - val_loss: 0.3818 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 00465: val_acc did not improve from 0.94225\n",
|
|
"Epoch 466/100000\n",
|
|
" - 19s - loss: 0.3878 - acc: 0.9346 - val_loss: 0.3951 - val_acc: 0.9212\n",
|
|
"\n",
|
|
"Epoch 00466: val_acc did not improve from 0.94225\n",
|
|
"Epoch 467/100000\n",
|
|
" - 18s - loss: 0.3900 - acc: 0.9335 - val_loss: 0.3747 - val_acc: 0.9324\n",
|
|
"\n",
|
|
"Epoch 00467: val_acc did not improve from 0.94225\n",
|
|
"Epoch 468/100000\n",
|
|
" - 19s - loss: 0.3896 - acc: 0.9346 - val_loss: 0.3802 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 00468: val_acc did not improve from 0.94225\n",
|
|
"Epoch 469/100000\n",
|
|
" - 18s - loss: 0.3893 - acc: 0.9340 - val_loss: 0.3893 - val_acc: 0.9273\n",
|
|
"\n",
|
|
"Epoch 00469: val_acc did not improve from 0.94225\n",
|
|
"Epoch 470/100000\n",
|
|
" - 18s - loss: 0.3892 - acc: 0.9344 - val_loss: 0.4014 - val_acc: 0.9155\n",
|
|
"\n",
|
|
"Epoch 00470: val_acc did not improve from 0.94225\n",
|
|
"Epoch 471/100000\n",
|
|
" - 19s - loss: 0.3885 - acc: 0.9348 - val_loss: 0.3714 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 00471: val_acc did not improve from 0.94225\n",
|
|
"Epoch 472/100000\n",
|
|
" - 18s - loss: 0.3882 - acc: 0.9349 - val_loss: 0.3981 - val_acc: 0.9246\n",
|
|
"\n",
|
|
"Epoch 00472: val_acc did not improve from 0.94225\n",
|
|
"Epoch 473/100000\n",
|
|
" - 19s - loss: 0.3850 - acc: 0.9349 - val_loss: 0.3910 - val_acc: 0.9223\n",
|
|
"\n",
|
|
"Epoch 00473: val_acc did not improve from 0.94225\n",
|
|
"Epoch 474/100000\n",
|
|
" - 19s - loss: 0.3878 - acc: 0.9345 - val_loss: 0.4567 - val_acc: 0.8801\n",
|
|
"\n",
|
|
"Epoch 00474: val_acc did not improve from 0.94225\n",
|
|
"Epoch 475/100000\n",
|
|
" - 18s - loss: 0.3892 - acc: 0.9351 - val_loss: 0.3816 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 00475: val_acc did not improve from 0.94225\n",
|
|
"Epoch 476/100000\n",
|
|
" - 19s - loss: 0.3904 - acc: 0.9338 - val_loss: 0.3739 - val_acc: 0.9375\n",
|
|
"\n",
|
|
"Epoch 00476: val_acc did not improve from 0.94225\n",
|
|
"Epoch 477/100000\n",
|
|
" - 18s - loss: 0.3913 - acc: 0.9344 - val_loss: 0.4849 - val_acc: 0.8807\n",
|
|
"\n",
|
|
"Epoch 00477: val_acc did not improve from 0.94225\n",
|
|
"Epoch 478/100000\n",
|
|
" - 19s - loss: 0.3912 - acc: 0.9345 - val_loss: 0.3807 - val_acc: 0.9331\n",
|
|
"\n",
|
|
"Epoch 00478: val_acc did not improve from 0.94225\n",
|
|
"Epoch 479/100000\n",
|
|
" - 19s - loss: 0.3887 - acc: 0.9345 - val_loss: 0.3844 - val_acc: 0.9225\n",
|
|
"\n",
|
|
"Epoch 00479: val_acc did not improve from 0.94225\n",
|
|
"Epoch 480/100000\n",
|
|
" - 19s - loss: 0.3876 - acc: 0.9352 - val_loss: 0.3716 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 00480: val_acc did not improve from 0.94225\n",
|
|
"Epoch 481/100000\n",
|
|
" - 19s - loss: 0.3880 - acc: 0.9348 - val_loss: 0.3883 - val_acc: 0.9248\n",
|
|
"\n",
|
|
"Epoch 00481: val_acc did not improve from 0.94225\n",
|
|
"Epoch 482/100000\n",
|
|
" - 19s - loss: 0.3882 - acc: 0.9342 - val_loss: 0.3689 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 00482: val_acc did not improve from 0.94225\n",
|
|
"Epoch 483/100000\n",
|
|
" - 19s - loss: 0.3893 - acc: 0.9338 - val_loss: 0.3841 - val_acc: 0.9282\n",
|
|
"\n",
|
|
"Epoch 00483: val_acc did not improve from 0.94225\n",
|
|
"Epoch 484/100000\n",
|
|
" - 19s - loss: 0.3870 - acc: 0.9343 - val_loss: 0.3907 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 00484: val_acc did not improve from 0.94225\n",
|
|
"Epoch 485/100000\n",
|
|
" - 19s - loss: 0.3912 - acc: 0.9337 - val_loss: 0.3848 - val_acc: 0.9285\n",
|
|
"\n",
|
|
"Epoch 00485: val_acc did not improve from 0.94225\n",
|
|
"Epoch 486/100000\n",
|
|
" - 19s - loss: 0.3901 - acc: 0.9346 - val_loss: 0.3797 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 00486: val_acc did not improve from 0.94225\n",
|
|
"Epoch 487/100000\n",
|
|
" - 19s - loss: 0.3894 - acc: 0.9337 - val_loss: 0.4391 - val_acc: 0.8926\n",
|
|
"\n",
|
|
"Epoch 00487: val_acc did not improve from 0.94225\n",
|
|
"Epoch 488/100000\n",
|
|
" - 18s - loss: 0.3860 - acc: 0.9350 - val_loss: 0.3975 - val_acc: 0.9171\n",
|
|
"\n",
|
|
"Epoch 00488: val_acc did not improve from 0.94225\n",
|
|
"Epoch 489/100000\n",
|
|
" - 19s - loss: 0.3867 - acc: 0.9348 - val_loss: 0.3714 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 00489: val_acc did not improve from 0.94225\n",
|
|
"Epoch 490/100000\n",
|
|
" - 19s - loss: 0.3890 - acc: 0.9337 - val_loss: 0.4128 - val_acc: 0.9181\n",
|
|
"\n",
|
|
"Epoch 00490: val_acc did not improve from 0.94225\n",
|
|
"Epoch 491/100000\n",
|
|
" - 19s - loss: 0.3918 - acc: 0.9331 - val_loss: 0.5274 - val_acc: 0.8722\n",
|
|
"\n",
|
|
"Epoch 00491: val_acc did not improve from 0.94225\n",
|
|
"Epoch 492/100000\n",
|
|
" - 19s - loss: 0.3885 - acc: 0.9347 - val_loss: 0.3829 - val_acc: 0.9293\n",
|
|
"\n",
|
|
"Epoch 00492: val_acc did not improve from 0.94225\n",
|
|
"Epoch 493/100000\n",
|
|
" - 19s - loss: 0.3897 - acc: 0.9348 - val_loss: 0.3878 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 00493: val_acc did not improve from 0.94225\n",
|
|
"Epoch 494/100000\n",
|
|
" - 19s - loss: 0.3904 - acc: 0.9340 - val_loss: 0.3814 - val_acc: 0.9273\n",
|
|
"\n",
|
|
"Epoch 00494: val_acc did not improve from 0.94225\n",
|
|
"Epoch 495/100000\n",
|
|
" - 18s - loss: 0.3881 - acc: 0.9350 - val_loss: 0.3973 - val_acc: 0.9255\n",
|
|
"\n",
|
|
"Epoch 00495: val_acc did not improve from 0.94225\n",
|
|
"Epoch 496/100000\n",
|
|
" - 19s - loss: 0.3894 - acc: 0.9341 - val_loss: 0.3813 - val_acc: 0.9375\n",
|
|
"\n",
|
|
"Epoch 00496: val_acc did not improve from 0.94225\n",
|
|
"Epoch 497/100000\n",
|
|
" - 18s - loss: 0.3891 - acc: 0.9340 - val_loss: 0.3759 - val_acc: 0.9390\n",
|
|
"\n",
|
|
"Epoch 00497: val_acc did not improve from 0.94225\n",
|
|
"Epoch 498/100000\n",
|
|
" - 19s - loss: 0.3914 - acc: 0.9332 - val_loss: 0.3937 - val_acc: 0.9267\n",
|
|
"\n",
|
|
"Epoch 00498: val_acc did not improve from 0.94225\n",
|
|
"Epoch 499/100000\n",
|
|
" - 19s - loss: 0.3878 - acc: 0.9348 - val_loss: 0.4182 - val_acc: 0.9042\n",
|
|
"\n",
|
|
"Epoch 00499: val_acc did not improve from 0.94225\n",
|
|
"Epoch 500/100000\n",
|
|
" - 18s - loss: 0.3901 - acc: 0.9348 - val_loss: 0.4485 - val_acc: 0.9114\n",
|
|
"\n",
|
|
"Epoch 00500: val_acc did not improve from 0.94225\n",
|
|
"Epoch 501/100000\n",
|
|
" - 19s - loss: 0.3908 - acc: 0.9344 - val_loss: 0.5070 - val_acc: 0.8653\n",
|
|
"\n",
|
|
"Epoch 00501: val_acc did not improve from 0.94225\n",
|
|
"Epoch 502/100000\n",
|
|
" - 18s - loss: 0.3889 - acc: 0.9345 - val_loss: 0.3704 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 00502: val_acc did not improve from 0.94225\n",
|
|
"Epoch 503/100000\n",
|
|
" - 19s - loss: 0.3891 - acc: 0.9344 - val_loss: 0.3717 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 00503: val_acc did not improve from 0.94225\n",
|
|
"Epoch 504/100000\n",
|
|
" - 18s - loss: 0.3907 - acc: 0.9339 - val_loss: 0.3746 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 00504: val_acc did not improve from 0.94225\n",
|
|
"Epoch 505/100000\n",
|
|
" - 19s - loss: 0.3897 - acc: 0.9342 - val_loss: 0.4514 - val_acc: 0.8870\n",
|
|
"\n",
|
|
"Epoch 00505: val_acc did not improve from 0.94225\n",
|
|
"Epoch 506/100000\n",
|
|
" - 19s - loss: 0.3895 - acc: 0.9337 - val_loss: 0.3828 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 00506: val_acc did not improve from 0.94225\n",
|
|
"Epoch 507/100000\n",
|
|
" - 19s - loss: 0.3919 - acc: 0.9334 - val_loss: 0.3786 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 00507: val_acc did not improve from 0.94225\n",
|
|
"Epoch 508/100000\n",
|
|
" - 19s - loss: 0.3893 - acc: 0.9347 - val_loss: 0.3916 - val_acc: 0.9272\n",
|
|
"\n",
|
|
"Epoch 00508: val_acc did not improve from 0.94225\n",
|
|
"Epoch 509/100000\n",
|
|
" - 19s - loss: 0.3862 - acc: 0.9350 - val_loss: 0.4134 - val_acc: 0.9084\n",
|
|
"\n",
|
|
"Epoch 00509: val_acc did not improve from 0.94225\n",
|
|
"Epoch 510/100000\n",
|
|
" - 18s - loss: 0.3901 - acc: 0.9338 - val_loss: 0.3840 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 00510: val_acc did not improve from 0.94225\n",
|
|
"Epoch 511/100000\n",
|
|
" - 19s - loss: 0.3891 - acc: 0.9340 - val_loss: 0.3769 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 00511: val_acc did not improve from 0.94225\n",
|
|
"Epoch 512/100000\n",
|
|
" - 18s - loss: 0.3912 - acc: 0.9340 - val_loss: 0.3935 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 00512: val_acc did not improve from 0.94225\n",
|
|
"Epoch 513/100000\n",
|
|
" - 19s - loss: 0.3886 - acc: 0.9351 - val_loss: 0.5641 - val_acc: 0.8408\n",
|
|
"\n",
|
|
"Epoch 00513: val_acc did not improve from 0.94225\n",
|
|
"Epoch 514/100000\n",
|
|
" - 18s - loss: 0.3890 - acc: 0.9346 - val_loss: 0.4265 - val_acc: 0.9001\n",
|
|
"\n",
|
|
"Epoch 00514: val_acc did not improve from 0.94225\n",
|
|
"Epoch 515/100000\n",
|
|
" - 20s - loss: 0.3876 - acc: 0.9345 - val_loss: 0.3850 - val_acc: 0.9313\n",
|
|
"\n",
|
|
"Epoch 00515: val_acc did not improve from 0.94225\n",
|
|
"Epoch 516/100000\n",
|
|
" - 19s - loss: 0.3865 - acc: 0.9347 - val_loss: 0.4356 - val_acc: 0.8957\n",
|
|
"\n",
|
|
"Epoch 00516: val_acc did not improve from 0.94225\n",
|
|
"Epoch 517/100000\n",
|
|
" - 18s - loss: 0.3890 - acc: 0.9341 - val_loss: 0.3715 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 00517: val_acc did not improve from 0.94225\n",
|
|
"Epoch 518/100000\n",
|
|
" - 19s - loss: 0.3864 - acc: 0.9343 - val_loss: 0.4276 - val_acc: 0.9041\n",
|
|
"\n",
|
|
"Epoch 00518: val_acc did not improve from 0.94225\n",
|
|
"Epoch 519/100000\n",
|
|
" - 18s - loss: 0.3878 - acc: 0.9349 - val_loss: 0.3802 - val_acc: 0.9331\n",
|
|
"\n",
|
|
"Epoch 00519: val_acc did not improve from 0.94225\n",
|
|
"Epoch 520/100000\n",
|
|
" - 19s - loss: 0.3894 - acc: 0.9343 - val_loss: 0.3798 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 00520: val_acc did not improve from 0.94225\n",
|
|
"Epoch 521/100000\n",
|
|
" - 19s - loss: 0.3915 - acc: 0.9336 - val_loss: 0.3790 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 00521: val_acc did not improve from 0.94225\n",
|
|
"Epoch 522/100000\n",
|
|
" - 18s - loss: 0.3897 - acc: 0.9343 - val_loss: 0.3886 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 00522: val_acc did not improve from 0.94225\n",
|
|
"Epoch 523/100000\n",
|
|
" - 19s - loss: 0.3906 - acc: 0.9340 - val_loss: 0.4196 - val_acc: 0.9296\n",
|
|
"\n",
|
|
"Epoch 00523: val_acc did not improve from 0.94225\n",
|
|
"Epoch 524/100000\n",
|
|
" - 18s - loss: 0.3910 - acc: 0.9341 - val_loss: 0.3871 - val_acc: 0.9293\n",
|
|
"\n",
|
|
"Epoch 00524: val_acc did not improve from 0.94225\n",
|
|
"Epoch 525/100000\n",
|
|
" - 19s - loss: 0.3872 - acc: 0.9344 - val_loss: 0.3840 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 00525: val_acc did not improve from 0.94225\n",
|
|
"Epoch 526/100000\n",
|
|
" - 19s - loss: 0.3905 - acc: 0.9341 - val_loss: 0.4848 - val_acc: 0.8520\n",
|
|
"\n",
|
|
"Epoch 00526: val_acc did not improve from 0.94225\n",
|
|
"Epoch 527/100000\n",
|
|
" - 19s - loss: 0.3883 - acc: 0.9350 - val_loss: 0.3856 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 00527: val_acc did not improve from 0.94225\n",
|
|
"Epoch 528/100000\n",
|
|
" - 19s - loss: 0.3892 - acc: 0.9342 - val_loss: 0.3745 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 00528: val_acc did not improve from 0.94225\n",
|
|
"Epoch 529/100000\n",
|
|
" - 19s - loss: 0.3896 - acc: 0.9343 - val_loss: 0.4346 - val_acc: 0.9039\n",
|
|
"\n",
|
|
"Epoch 00529: val_acc did not improve from 0.94225\n",
|
|
"Epoch 530/100000\n",
|
|
" - 19s - loss: 0.3925 - acc: 0.9332 - val_loss: 0.4347 - val_acc: 0.9019\n",
|
|
"\n",
|
|
"Epoch 00530: val_acc did not improve from 0.94225\n",
|
|
"Epoch 531/100000\n",
|
|
" - 18s - loss: 0.3917 - acc: 0.9337 - val_loss: 0.3870 - val_acc: 0.9375\n",
|
|
"\n",
|
|
"Epoch 00531: val_acc did not improve from 0.94225\n",
|
|
"Epoch 532/100000\n",
|
|
" - 19s - loss: 0.3893 - acc: 0.9342 - val_loss: 0.4613 - val_acc: 0.8869\n",
|
|
"\n",
|
|
"Epoch 00532: val_acc did not improve from 0.94225\n",
|
|
"Epoch 533/100000\n",
|
|
" - 18s - loss: 0.3895 - acc: 0.9340 - val_loss: 0.3790 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 00533: val_acc did not improve from 0.94225\n",
|
|
"Epoch 534/100000\n",
|
|
" - 19s - loss: 0.3904 - acc: 0.9344 - val_loss: 0.4047 - val_acc: 0.9212\n",
|
|
"\n",
|
|
"Epoch 00534: val_acc did not improve from 0.94225\n",
|
|
"Epoch 535/100000\n",
|
|
" - 19s - loss: 0.3873 - acc: 0.9356 - val_loss: 0.3876 - val_acc: 0.9243\n",
|
|
"\n",
|
|
"Epoch 00535: val_acc did not improve from 0.94225\n",
|
|
"Epoch 536/100000\n",
|
|
" - 19s - loss: 0.3886 - acc: 0.9345 - val_loss: 0.3754 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 00536: val_acc did not improve from 0.94225\n",
|
|
"Epoch 537/100000\n",
|
|
" - 19s - loss: 0.3903 - acc: 0.9345 - val_loss: 0.3870 - val_acc: 0.9290\n",
|
|
"\n",
|
|
"Epoch 00537: val_acc did not improve from 0.94225\n",
|
|
"Epoch 538/100000\n",
|
|
" - 19s - loss: 0.3897 - acc: 0.9340 - val_loss: 0.3874 - val_acc: 0.9276\n",
|
|
"\n",
|
|
"Epoch 00538: val_acc did not improve from 0.94225\n",
|
|
"Epoch 539/100000\n",
|
|
" - 19s - loss: 0.3896 - acc: 0.9339 - val_loss: 0.3879 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 00539: val_acc did not improve from 0.94225\n",
|
|
"Epoch 540/100000\n",
|
|
" - 19s - loss: 0.3866 - acc: 0.9344 - val_loss: 0.4102 - val_acc: 0.9175\n",
|
|
"\n",
|
|
"Epoch 00540: val_acc did not improve from 0.94225\n",
|
|
"Epoch 541/100000\n",
|
|
" - 19s - loss: 0.3909 - acc: 0.9338 - val_loss: 0.5077 - val_acc: 0.8792\n",
|
|
"\n",
|
|
"Epoch 00541: val_acc did not improve from 0.94225\n",
|
|
"Epoch 542/100000\n",
|
|
" - 18s - loss: 0.3932 - acc: 0.9332 - val_loss: 0.4151 - val_acc: 0.9098\n",
|
|
"\n",
|
|
"Epoch 00542: val_acc did not improve from 0.94225\n",
|
|
"Epoch 543/100000\n",
|
|
" - 19s - loss: 0.3863 - acc: 0.9349 - val_loss: 0.4328 - val_acc: 0.8954\n",
|
|
"\n",
|
|
"Epoch 00543: val_acc did not improve from 0.94225\n",
|
|
"Epoch 544/100000\n",
|
|
" - 19s - loss: 0.3888 - acc: 0.9342 - val_loss: 0.3837 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 00544: val_acc did not improve from 0.94225\n",
|
|
"Epoch 545/100000\n",
|
|
" - 18s - loss: 0.3895 - acc: 0.9344 - val_loss: 0.3835 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 00545: val_acc did not improve from 0.94225\n",
|
|
"Epoch 546/100000\n",
|
|
" - 19s - loss: 0.3916 - acc: 0.9337 - val_loss: 0.4144 - val_acc: 0.9085\n",
|
|
"\n",
|
|
"Epoch 00546: val_acc did not improve from 0.94225\n",
|
|
"Epoch 547/100000\n",
|
|
" - 19s - loss: 0.3896 - acc: 0.9343 - val_loss: 0.4783 - val_acc: 0.8717\n",
|
|
"\n",
|
|
"Epoch 00547: val_acc did not improve from 0.94225\n",
|
|
"Epoch 548/100000\n",
|
|
" - 19s - loss: 0.3905 - acc: 0.9342 - val_loss: 0.3820 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 00548: val_acc did not improve from 0.94225\n",
|
|
"Epoch 549/100000\n",
|
|
" - 19s - loss: 0.3896 - acc: 0.9345 - val_loss: 0.3798 - val_acc: 0.9286\n",
|
|
"\n",
|
|
"Epoch 00549: val_acc did not improve from 0.94225\n",
|
|
"Epoch 550/100000\n",
|
|
" - 19s - loss: 0.3896 - acc: 0.9342 - val_loss: 0.4307 - val_acc: 0.9131\n",
|
|
"\n",
|
|
"Epoch 00550: val_acc did not improve from 0.94225\n",
|
|
"Epoch 551/100000\n",
|
|
" - 18s - loss: 0.3885 - acc: 0.9342 - val_loss: 0.3731 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 00551: val_acc did not improve from 0.94225\n",
|
|
"Epoch 552/100000\n",
|
|
" - 19s - loss: 0.3883 - acc: 0.9349 - val_loss: 0.4225 - val_acc: 0.9234\n",
|
|
"\n",
|
|
"Epoch 00552: val_acc did not improve from 0.94225\n",
|
|
"Epoch 553/100000\n",
|
|
" - 18s - loss: 0.3888 - acc: 0.9343 - val_loss: 0.4251 - val_acc: 0.9084\n",
|
|
"\n",
|
|
"Epoch 00553: val_acc did not improve from 0.94225\n",
|
|
"Epoch 554/100000\n",
|
|
" - 19s - loss: 0.3901 - acc: 0.9339 - val_loss: 0.4113 - val_acc: 0.9138\n",
|
|
"\n",
|
|
"Epoch 00554: val_acc did not improve from 0.94225\n",
|
|
"Epoch 555/100000\n",
|
|
" - 19s - loss: 0.3866 - acc: 0.9342 - val_loss: 0.3780 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 00555: val_acc did not improve from 0.94225\n",
|
|
"Epoch 556/100000\n",
|
|
" - 18s - loss: 0.3869 - acc: 0.9343 - val_loss: 0.4453 - val_acc: 0.9016\n",
|
|
"\n",
|
|
"Epoch 00556: val_acc did not improve from 0.94225\n",
|
|
"Epoch 557/100000\n",
|
|
" - 19s - loss: 0.3896 - acc: 0.9344 - val_loss: 0.3972 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 00557: val_acc did not improve from 0.94225\n",
|
|
"Epoch 558/100000\n",
|
|
" - 19s - loss: 0.3883 - acc: 0.9344 - val_loss: 0.4326 - val_acc: 0.9168\n",
|
|
"\n",
|
|
"Epoch 00558: val_acc did not improve from 0.94225\n",
|
|
"Epoch 559/100000\n",
|
|
" - 19s - loss: 0.3909 - acc: 0.9337 - val_loss: 0.3951 - val_acc: 0.9311\n",
|
|
"\n",
|
|
"Epoch 00559: val_acc did not improve from 0.94225\n",
|
|
"Epoch 560/100000\n",
|
|
" - 19s - loss: 0.3896 - acc: 0.9341 - val_loss: 0.4256 - val_acc: 0.9271\n",
|
|
"\n",
|
|
"Epoch 00560: val_acc did not improve from 0.94225\n",
|
|
"Epoch 561/100000\n",
|
|
" - 19s - loss: 0.3913 - acc: 0.9334 - val_loss: 0.3812 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 00561: val_acc did not improve from 0.94225\n",
|
|
"Epoch 562/100000\n",
|
|
" - 18s - loss: 0.3881 - acc: 0.9344 - val_loss: 0.4252 - val_acc: 0.8997\n",
|
|
"\n",
|
|
"Epoch 00562: val_acc did not improve from 0.94225\n",
|
|
"Epoch 563/100000\n",
|
|
" - 19s - loss: 0.3892 - acc: 0.9341 - val_loss: 0.5081 - val_acc: 0.8627\n",
|
|
"\n",
|
|
"Epoch 00563: val_acc did not improve from 0.94225\n",
|
|
"Epoch 564/100000\n",
|
|
" - 19s - loss: 0.3879 - acc: 0.9343 - val_loss: 0.4423 - val_acc: 0.8970\n",
|
|
"\n",
|
|
"Epoch 00564: val_acc did not improve from 0.94225\n",
|
|
"Epoch 565/100000\n",
|
|
" - 19s - loss: 0.3898 - acc: 0.9335 - val_loss: 0.3721 - val_acc: 0.9377\n",
|
|
"\n",
|
|
"Epoch 00565: val_acc did not improve from 0.94225\n",
|
|
"Epoch 566/100000\n",
|
|
" - 19s - loss: 0.3875 - acc: 0.9347 - val_loss: 0.4689 - val_acc: 0.8928\n",
|
|
"\n",
|
|
"Epoch 00566: val_acc did not improve from 0.94225\n",
|
|
"Epoch 567/100000\n",
|
|
" - 19s - loss: 0.3887 - acc: 0.9346 - val_loss: 0.3980 - val_acc: 0.9271\n",
|
|
"\n",
|
|
"Epoch 00567: val_acc did not improve from 0.94225\n",
|
|
"Epoch 568/100000\n",
|
|
" - 19s - loss: 0.3889 - acc: 0.9344 - val_loss: 0.3769 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 00568: val_acc did not improve from 0.94225\n",
|
|
"Epoch 569/100000\n",
|
|
" - 19s - loss: 0.3871 - acc: 0.9344 - val_loss: 0.3833 - val_acc: 0.9391\n",
|
|
"\n",
|
|
"Epoch 00569: val_acc did not improve from 0.94225\n",
|
|
"Epoch 570/100000\n",
|
|
" - 19s - loss: 0.3891 - acc: 0.9336 - val_loss: 0.3943 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 00570: val_acc did not improve from 0.94225\n",
|
|
"Epoch 571/100000\n",
|
|
" - 19s - loss: 0.3913 - acc: 0.9336 - val_loss: 0.4071 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 00571: val_acc did not improve from 0.94225\n",
|
|
"Epoch 572/100000\n",
|
|
" - 19s - loss: 0.3891 - acc: 0.9340 - val_loss: 0.3988 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 00572: val_acc did not improve from 0.94225\n",
|
|
"Epoch 573/100000\n",
|
|
" - 19s - loss: 0.3924 - acc: 0.9335 - val_loss: 0.4232 - val_acc: 0.9095\n",
|
|
"\n",
|
|
"Epoch 00573: val_acc did not improve from 0.94225\n",
|
|
"Epoch 574/100000\n",
|
|
" - 18s - loss: 0.3889 - acc: 0.9337 - val_loss: 0.3809 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 00574: val_acc did not improve from 0.94225\n",
|
|
"Epoch 575/100000\n",
|
|
" - 18s - loss: 0.3882 - acc: 0.9345 - val_loss: 0.4112 - val_acc: 0.9159\n",
|
|
"\n",
|
|
"Epoch 00575: val_acc did not improve from 0.94225\n",
|
|
"Epoch 576/100000\n",
|
|
" - 19s - loss: 0.3882 - acc: 0.9338 - val_loss: 0.4809 - val_acc: 0.8983\n",
|
|
"\n",
|
|
"Epoch 00576: val_acc did not improve from 0.94225\n",
|
|
"Epoch 577/100000\n",
|
|
" - 18s - loss: 0.3882 - acc: 0.9341 - val_loss: 0.3886 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 00577: val_acc did not improve from 0.94225\n",
|
|
"\n",
|
|
"Epoch 00577: ReduceLROnPlateau reducing learning rate to 0.0008573750033974647.\n",
|
|
"Epoch 578/100000\n",
|
|
" - 19s - loss: 0.3809 - acc: 0.9339 - val_loss: 0.3703 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 00578: val_acc did not improve from 0.94225\n",
|
|
"Epoch 579/100000\n",
|
|
" - 18s - loss: 0.3780 - acc: 0.9343 - val_loss: 0.3910 - val_acc: 0.9226\n",
|
|
"\n",
|
|
"Epoch 00579: val_acc did not improve from 0.94225\n",
|
|
"Epoch 580/100000\n",
|
|
" - 19s - loss: 0.3765 - acc: 0.9348 - val_loss: 0.3937 - val_acc: 0.9092\n",
|
|
"\n",
|
|
"Epoch 00580: val_acc did not improve from 0.94225\n",
|
|
"Epoch 581/100000\n",
|
|
" - 19s - loss: 0.3816 - acc: 0.9336 - val_loss: 0.3745 - val_acc: 0.9305\n",
|
|
"\n",
|
|
"Epoch 00581: val_acc did not improve from 0.94225\n",
|
|
"Epoch 582/100000\n",
|
|
" - 18s - loss: 0.3781 - acc: 0.9345 - val_loss: 0.3646 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 00582: val_acc did not improve from 0.94225\n",
|
|
"Epoch 583/100000\n",
|
|
" - 19s - loss: 0.3812 - acc: 0.9333 - val_loss: 0.5008 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00583: val_acc did not improve from 0.94225\n",
|
|
"Epoch 584/100000\n",
|
|
" - 19s - loss: 0.3791 - acc: 0.9345 - val_loss: 0.3701 - val_acc: 0.9288\n",
|
|
"\n",
|
|
"Epoch 00584: val_acc did not improve from 0.94225\n",
|
|
"Epoch 585/100000\n",
|
|
" - 19s - loss: 0.3755 - acc: 0.9352 - val_loss: 0.3850 - val_acc: 0.9211\n",
|
|
"\n",
|
|
"Epoch 00585: val_acc did not improve from 0.94225\n",
|
|
"Epoch 586/100000\n",
|
|
" - 19s - loss: 0.3790 - acc: 0.9338 - val_loss: 0.3616 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 00586: val_acc did not improve from 0.94225\n",
|
|
"Epoch 587/100000\n",
|
|
" - 18s - loss: 0.3754 - acc: 0.9355 - val_loss: 0.4552 - val_acc: 0.8937\n",
|
|
"\n",
|
|
"Epoch 00587: val_acc did not improve from 0.94225\n",
|
|
"Epoch 588/100000\n",
|
|
" - 19s - loss: 0.3775 - acc: 0.9339 - val_loss: 0.3803 - val_acc: 0.9294\n",
|
|
"\n",
|
|
"Epoch 00588: val_acc did not improve from 0.94225\n",
|
|
"Epoch 589/100000\n",
|
|
" - 19s - loss: 0.3807 - acc: 0.9342 - val_loss: 0.3644 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 00589: val_acc did not improve from 0.94225\n",
|
|
"Epoch 590/100000\n",
|
|
" - 18s - loss: 0.3784 - acc: 0.9348 - val_loss: 0.3641 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 00590: val_acc did not improve from 0.94225\n",
|
|
"Epoch 591/100000\n",
|
|
" - 19s - loss: 0.3788 - acc: 0.9343 - val_loss: 0.6189 - val_acc: 0.7987\n",
|
|
"\n",
|
|
"Epoch 00591: val_acc did not improve from 0.94225\n",
|
|
"Epoch 592/100000\n",
|
|
" - 19s - loss: 0.3766 - acc: 0.9348 - val_loss: 0.3623 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 00592: val_acc did not improve from 0.94225\n",
|
|
"Epoch 593/100000\n",
|
|
" - 18s - loss: 0.3801 - acc: 0.9345 - val_loss: 0.3660 - val_acc: 0.9318\n",
|
|
"\n",
|
|
"Epoch 00593: val_acc did not improve from 0.94225\n",
|
|
"Epoch 594/100000\n",
|
|
" - 19s - loss: 0.3796 - acc: 0.9339 - val_loss: 0.8390 - val_acc: 0.8398\n",
|
|
"\n",
|
|
"Epoch 00594: val_acc did not improve from 0.94225\n",
|
|
"Epoch 595/100000\n",
|
|
" - 18s - loss: 0.3793 - acc: 0.9342 - val_loss: 0.3632 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 00595: val_acc did not improve from 0.94225\n",
|
|
"Epoch 596/100000\n",
|
|
" - 19s - loss: 0.3811 - acc: 0.9339 - val_loss: 0.3732 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 00596: val_acc did not improve from 0.94225\n",
|
|
"Epoch 597/100000\n",
|
|
" - 18s - loss: 0.3763 - acc: 0.9347 - val_loss: 0.3957 - val_acc: 0.9145\n",
|
|
"\n",
|
|
"Epoch 00597: val_acc did not improve from 0.94225\n",
|
|
"Epoch 598/100000\n",
|
|
" - 19s - loss: 0.3770 - acc: 0.9349 - val_loss: 0.3944 - val_acc: 0.9252\n",
|
|
"\n",
|
|
"Epoch 00598: val_acc did not improve from 0.94225\n",
|
|
"Epoch 599/100000\n",
|
|
" - 19s - loss: 0.3790 - acc: 0.9343 - val_loss: 0.3731 - val_acc: 0.9322\n",
|
|
"\n",
|
|
"Epoch 00599: val_acc did not improve from 0.94225\n",
|
|
"Epoch 600/100000\n",
|
|
" - 18s - loss: 0.3783 - acc: 0.9345 - val_loss: 0.7100 - val_acc: 0.8460\n",
|
|
"\n",
|
|
"Epoch 00600: val_acc did not improve from 0.94225\n",
|
|
"Epoch 601/100000\n",
|
|
" - 19s - loss: 0.3777 - acc: 0.9348 - val_loss: 0.3732 - val_acc: 0.9314\n",
|
|
"\n",
|
|
"Epoch 00601: val_acc did not improve from 0.94225\n",
|
|
"Epoch 602/100000\n",
|
|
" - 18s - loss: 0.3771 - acc: 0.9350 - val_loss: 0.3764 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 00602: val_acc did not improve from 0.94225\n",
|
|
"Epoch 603/100000\n",
|
|
" - 19s - loss: 0.3766 - acc: 0.9354 - val_loss: 0.3885 - val_acc: 0.9259\n",
|
|
"\n",
|
|
"Epoch 00603: val_acc did not improve from 0.94225\n",
|
|
"Epoch 604/100000\n",
|
|
" - 18s - loss: 0.3793 - acc: 0.9341 - val_loss: 0.4155 - val_acc: 0.9179\n",
|
|
"\n",
|
|
"Epoch 00604: val_acc did not improve from 0.94225\n",
|
|
"Epoch 605/100000\n",
|
|
" - 19s - loss: 0.3784 - acc: 0.9343 - val_loss: 0.4017 - val_acc: 0.9163\n",
|
|
"\n",
|
|
"Epoch 00605: val_acc did not improve from 0.94225\n",
|
|
"Epoch 606/100000\n",
|
|
" - 18s - loss: 0.3770 - acc: 0.9354 - val_loss: 0.3908 - val_acc: 0.9168\n",
|
|
"\n",
|
|
"Epoch 00606: val_acc did not improve from 0.94225\n",
|
|
"Epoch 607/100000\n",
|
|
" - 19s - loss: 0.3778 - acc: 0.9348 - val_loss: 0.3622 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 00607: val_acc did not improve from 0.94225\n",
|
|
"Epoch 608/100000\n",
|
|
" - 19s - loss: 0.3781 - acc: 0.9343 - val_loss: 0.3821 - val_acc: 0.9274\n",
|
|
"\n",
|
|
"Epoch 00608: val_acc did not improve from 0.94225\n",
|
|
"Epoch 609/100000\n",
|
|
" - 19s - loss: 0.3781 - acc: 0.9343 - val_loss: 0.3940 - val_acc: 0.9141\n",
|
|
"\n",
|
|
"Epoch 00609: val_acc did not improve from 0.94225\n",
|
|
"Epoch 610/100000\n",
|
|
" - 19s - loss: 0.3791 - acc: 0.9346 - val_loss: 0.4071 - val_acc: 0.9129\n",
|
|
"\n",
|
|
"Epoch 00610: val_acc did not improve from 0.94225\n",
|
|
"Epoch 611/100000\n",
|
|
" - 19s - loss: 0.3786 - acc: 0.9346 - val_loss: 0.3791 - val_acc: 0.9264\n",
|
|
"\n",
|
|
"Epoch 00611: val_acc did not improve from 0.94225\n",
|
|
"Epoch 612/100000\n",
|
|
" - 19s - loss: 0.3804 - acc: 0.9343 - val_loss: 0.3829 - val_acc: 0.9204\n",
|
|
"\n",
|
|
"Epoch 00612: val_acc did not improve from 0.94225\n",
|
|
"Epoch 613/100000\n",
|
|
" - 19s - loss: 0.3789 - acc: 0.9345 - val_loss: 0.3635 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 00613: val_acc did not improve from 0.94225\n",
|
|
"Epoch 614/100000\n",
|
|
" - 19s - loss: 0.3774 - acc: 0.9348 - val_loss: 0.3549 - val_acc: 0.9391\n",
|
|
"\n",
|
|
"Epoch 00614: val_acc did not improve from 0.94225\n",
|
|
"Epoch 615/100000\n",
|
|
" - 19s - loss: 0.3770 - acc: 0.9351 - val_loss: 0.3810 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 00615: val_acc did not improve from 0.94225\n",
|
|
"Epoch 616/100000\n",
|
|
" - 18s - loss: 0.3794 - acc: 0.9341 - val_loss: 0.3658 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 00616: val_acc did not improve from 0.94225\n",
|
|
"Epoch 617/100000\n",
|
|
" - 19s - loss: 0.3810 - acc: 0.9341 - val_loss: 0.4580 - val_acc: 0.8960\n",
|
|
"\n",
|
|
"Epoch 00617: val_acc did not improve from 0.94225\n",
|
|
"Epoch 618/100000\n",
|
|
" - 19s - loss: 0.3796 - acc: 0.9345 - val_loss: 0.3745 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 00618: val_acc did not improve from 0.94225\n",
|
|
"Epoch 619/100000\n",
|
|
" - 18s - loss: 0.3794 - acc: 0.9347 - val_loss: 0.3897 - val_acc: 0.9227\n",
|
|
"\n",
|
|
"Epoch 00619: val_acc did not improve from 0.94225\n",
|
|
"Epoch 620/100000\n",
|
|
" - 19s - loss: 0.3794 - acc: 0.9349 - val_loss: 0.4037 - val_acc: 0.9246\n",
|
|
"\n",
|
|
"Epoch 00620: val_acc did not improve from 0.94225\n",
|
|
"Epoch 621/100000\n",
|
|
" - 18s - loss: 0.3792 - acc: 0.9347 - val_loss: 0.3791 - val_acc: 0.9254\n",
|
|
"\n",
|
|
"Epoch 00621: val_acc did not improve from 0.94225\n",
|
|
"Epoch 622/100000\n",
|
|
" - 18s - loss: 0.3835 - acc: 0.9338 - val_loss: 0.3653 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 00622: val_acc did not improve from 0.94225\n",
|
|
"Epoch 623/100000\n",
|
|
" - 18s - loss: 0.3840 - acc: 0.9334 - val_loss: 0.3737 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 00623: val_acc did not improve from 0.94225\n",
|
|
"Epoch 624/100000\n",
|
|
" - 19s - loss: 0.3805 - acc: 0.9342 - val_loss: 0.3861 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 00624: val_acc did not improve from 0.94225\n",
|
|
"Epoch 625/100000\n",
|
|
" - 18s - loss: 0.3805 - acc: 0.9343 - val_loss: 0.3730 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 00625: val_acc did not improve from 0.94225\n",
|
|
"Epoch 626/100000\n",
|
|
" - 19s - loss: 0.3799 - acc: 0.9348 - val_loss: 0.4311 - val_acc: 0.9044\n",
|
|
"\n",
|
|
"Epoch 00626: val_acc did not improve from 0.94225\n",
|
|
"Epoch 627/100000\n",
|
|
" - 18s - loss: 0.3803 - acc: 0.9341 - val_loss: 0.3959 - val_acc: 0.9181\n",
|
|
"\n",
|
|
"Epoch 00627: val_acc did not improve from 0.94225\n",
|
|
"Epoch 628/100000\n",
|
|
" - 18s - loss: 0.3775 - acc: 0.9352 - val_loss: 0.3884 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 00628: val_acc did not improve from 0.94225\n",
|
|
"Epoch 629/100000\n",
|
|
" - 19s - loss: 0.3782 - acc: 0.9353 - val_loss: 0.3964 - val_acc: 0.9152\n",
|
|
"\n",
|
|
"Epoch 00629: val_acc did not improve from 0.94225\n",
|
|
"Epoch 630/100000\n",
|
|
" - 19s - loss: 0.3792 - acc: 0.9343 - val_loss: 0.4396 - val_acc: 0.9041\n",
|
|
"\n",
|
|
"Epoch 00630: val_acc did not improve from 0.94225\n",
|
|
"Epoch 631/100000\n",
|
|
" - 19s - loss: 0.3807 - acc: 0.9336 - val_loss: 0.3772 - val_acc: 0.9270\n",
|
|
"\n",
|
|
"Epoch 00631: val_acc did not improve from 0.94225\n",
|
|
"Epoch 632/100000\n",
|
|
" - 19s - loss: 0.3786 - acc: 0.9347 - val_loss: 0.4404 - val_acc: 0.9050\n",
|
|
"\n",
|
|
"Epoch 00632: val_acc did not improve from 0.94225\n",
|
|
"Epoch 633/100000\n",
|
|
" - 19s - loss: 0.3806 - acc: 0.9340 - val_loss: 0.3706 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 00633: val_acc did not improve from 0.94225\n",
|
|
"Epoch 634/100000\n",
|
|
" - 19s - loss: 0.3813 - acc: 0.9346 - val_loss: 0.3819 - val_acc: 0.9262\n",
|
|
"\n",
|
|
"Epoch 00634: val_acc did not improve from 0.94225\n",
|
|
"Epoch 635/100000\n",
|
|
" - 19s - loss: 0.3813 - acc: 0.9344 - val_loss: 0.3713 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 00635: val_acc did not improve from 0.94225\n",
|
|
"Epoch 636/100000\n",
|
|
" - 19s - loss: 0.3829 - acc: 0.9332 - val_loss: 0.4335 - val_acc: 0.8970\n",
|
|
"\n",
|
|
"Epoch 00636: val_acc did not improve from 0.94225\n",
|
|
"Epoch 637/100000\n",
|
|
" - 19s - loss: 0.3778 - acc: 0.9346 - val_loss: 0.3979 - val_acc: 0.9265\n",
|
|
"\n",
|
|
"Epoch 00637: val_acc did not improve from 0.94225\n",
|
|
"Epoch 638/100000\n",
|
|
" - 18s - loss: 0.3779 - acc: 0.9345 - val_loss: 0.3819 - val_acc: 0.9269\n",
|
|
"\n",
|
|
"Epoch 00638: val_acc did not improve from 0.94225\n",
|
|
"Epoch 639/100000\n",
|
|
" - 19s - loss: 0.3801 - acc: 0.9343 - val_loss: 0.3714 - val_acc: 0.9306\n",
|
|
"\n",
|
|
"Epoch 00639: val_acc did not improve from 0.94225\n",
|
|
"Epoch 640/100000\n",
|
|
" - 19s - loss: 0.3760 - acc: 0.9350 - val_loss: 0.4263 - val_acc: 0.9100\n",
|
|
"\n",
|
|
"Epoch 00640: val_acc did not improve from 0.94225\n",
|
|
"Epoch 641/100000\n",
|
|
" - 19s - loss: 0.3783 - acc: 0.9347 - val_loss: 0.3699 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 00641: val_acc did not improve from 0.94225\n",
|
|
"Epoch 642/100000\n",
|
|
" - 18s - loss: 0.3790 - acc: 0.9345 - val_loss: 0.3690 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 00642: val_acc did not improve from 0.94225\n",
|
|
"Epoch 643/100000\n",
|
|
" - 19s - loss: 0.3820 - acc: 0.9337 - val_loss: 0.3767 - val_acc: 0.9326\n",
|
|
"\n",
|
|
"Epoch 00643: val_acc did not improve from 0.94225\n",
|
|
"Epoch 644/100000\n",
|
|
" - 19s - loss: 0.3788 - acc: 0.9356 - val_loss: 0.3741 - val_acc: 0.9372\n",
|
|
"\n",
|
|
"Epoch 00644: val_acc did not improve from 0.94225\n",
|
|
"Epoch 645/100000\n",
|
|
" - 19s - loss: 0.3841 - acc: 0.9338 - val_loss: 0.3770 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 00645: val_acc did not improve from 0.94225\n",
|
|
"Epoch 646/100000\n",
|
|
" - 19s - loss: 0.3827 - acc: 0.9347 - val_loss: 0.3673 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 00646: val_acc did not improve from 0.94225\n",
|
|
"Epoch 647/100000\n",
|
|
" - 19s - loss: 0.3804 - acc: 0.9351 - val_loss: 0.3602 - val_acc: 0.9399\n",
|
|
"\n",
|
|
"Epoch 00647: val_acc did not improve from 0.94225\n",
|
|
"Epoch 648/100000\n",
|
|
" - 18s - loss: 0.3780 - acc: 0.9344 - val_loss: 0.4046 - val_acc: 0.9208\n",
|
|
"\n",
|
|
"Epoch 00648: val_acc did not improve from 0.94225\n",
|
|
"Epoch 649/100000\n",
|
|
" - 19s - loss: 0.3787 - acc: 0.9341 - val_loss: 0.3771 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 00649: val_acc did not improve from 0.94225\n",
|
|
"Epoch 650/100000\n",
|
|
" - 18s - loss: 0.3788 - acc: 0.9347 - val_loss: 0.4698 - val_acc: 0.8820\n",
|
|
"\n",
|
|
"Epoch 00650: val_acc did not improve from 0.94225\n",
|
|
"Epoch 651/100000\n",
|
|
" - 19s - loss: 0.3798 - acc: 0.9342 - val_loss: 0.3757 - val_acc: 0.9280\n",
|
|
"\n",
|
|
"Epoch 00651: val_acc did not improve from 0.94225\n",
|
|
"Epoch 652/100000\n",
|
|
" - 18s - loss: 0.3789 - acc: 0.9349 - val_loss: 0.4087 - val_acc: 0.9172\n",
|
|
"\n",
|
|
"Epoch 00652: val_acc did not improve from 0.94225\n",
|
|
"Epoch 653/100000\n",
|
|
" - 19s - loss: 0.3786 - acc: 0.9351 - val_loss: 0.4727 - val_acc: 0.9054\n",
|
|
"\n",
|
|
"Epoch 00653: val_acc did not improve from 0.94225\n",
|
|
"Epoch 654/100000\n",
|
|
" - 19s - loss: 0.3786 - acc: 0.9346 - val_loss: 0.4045 - val_acc: 0.9207\n",
|
|
"\n",
|
|
"Epoch 00654: val_acc did not improve from 0.94225\n",
|
|
"Epoch 655/100000\n",
|
|
" - 19s - loss: 0.3807 - acc: 0.9338 - val_loss: 0.5151 - val_acc: 0.8732\n",
|
|
"\n",
|
|
"Epoch 00655: val_acc did not improve from 0.94225\n",
|
|
"Epoch 656/100000\n",
|
|
" - 18s - loss: 0.3773 - acc: 0.9346 - val_loss: 0.4580 - val_acc: 0.8963\n",
|
|
"\n",
|
|
"Epoch 00656: val_acc did not improve from 0.94225\n",
|
|
"Epoch 657/100000\n",
|
|
" - 19s - loss: 0.3773 - acc: 0.9351 - val_loss: 0.3740 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 00657: val_acc did not improve from 0.94225\n",
|
|
"Epoch 658/100000\n",
|
|
" - 18s - loss: 0.3808 - acc: 0.9339 - val_loss: 0.4696 - val_acc: 0.8698\n",
|
|
"\n",
|
|
"Epoch 00658: val_acc did not improve from 0.94225\n",
|
|
"Epoch 659/100000\n",
|
|
" - 19s - loss: 0.4057 - acc: 0.9326 - val_loss: 0.6827 - val_acc: 0.8110\n",
|
|
"\n",
|
|
"Epoch 00659: val_acc did not improve from 0.94225\n",
|
|
"Epoch 660/100000\n",
|
|
" - 18s - loss: 0.3829 - acc: 0.9345 - val_loss: 0.3905 - val_acc: 0.9295\n",
|
|
"\n",
|
|
"Epoch 00660: val_acc did not improve from 0.94225\n",
|
|
"Epoch 661/100000\n",
|
|
" - 18s - loss: 0.3809 - acc: 0.9351 - val_loss: 0.4302 - val_acc: 0.9010\n",
|
|
"\n",
|
|
"Epoch 00661: val_acc did not improve from 0.94225\n",
|
|
"Epoch 662/100000\n",
|
|
" - 18s - loss: 0.3830 - acc: 0.9341 - val_loss: 0.4423 - val_acc: 0.9229\n",
|
|
"\n",
|
|
"Epoch 00662: val_acc did not improve from 0.94225\n",
|
|
"Epoch 663/100000\n",
|
|
" - 18s - loss: 0.3843 - acc: 0.9337 - val_loss: 0.3998 - val_acc: 0.9192\n",
|
|
"\n",
|
|
"Epoch 00663: val_acc did not improve from 0.94225\n",
|
|
"Epoch 664/100000\n",
|
|
" - 19s - loss: 0.3801 - acc: 0.9341 - val_loss: 0.4312 - val_acc: 0.9040\n",
|
|
"\n",
|
|
"Epoch 00664: val_acc did not improve from 0.94225\n",
|
|
"Epoch 665/100000\n",
|
|
" - 18s - loss: 0.3826 - acc: 0.9334 - val_loss: 0.4027 - val_acc: 0.9295\n",
|
|
"\n",
|
|
"Epoch 00665: val_acc did not improve from 0.94225\n",
|
|
"Epoch 666/100000\n",
|
|
" - 19s - loss: 0.3770 - acc: 0.9350 - val_loss: 0.3937 - val_acc: 0.9276\n",
|
|
"\n",
|
|
"Epoch 00666: val_acc did not improve from 0.94225\n",
|
|
"Epoch 667/100000\n",
|
|
" - 18s - loss: 0.3772 - acc: 0.9351 - val_loss: 0.3842 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 00667: val_acc did not improve from 0.94225\n",
|
|
"Epoch 668/100000\n",
|
|
" - 18s - loss: 0.3809 - acc: 0.9339 - val_loss: 0.3844 - val_acc: 0.9309\n",
|
|
"\n",
|
|
"Epoch 00668: val_acc did not improve from 0.94225\n",
|
|
"Epoch 669/100000\n",
|
|
" - 19s - loss: 0.3804 - acc: 0.9349 - val_loss: 0.3713 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 00669: val_acc did not improve from 0.94225\n",
|
|
"Epoch 670/100000\n",
|
|
" - 18s - loss: 0.3795 - acc: 0.9344 - val_loss: 0.3684 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 00670: val_acc did not improve from 0.94225\n",
|
|
"Epoch 671/100000\n",
|
|
" - 19s - loss: 0.3793 - acc: 0.9338 - val_loss: 0.3813 - val_acc: 0.9316\n",
|
|
"\n",
|
|
"Epoch 00671: val_acc did not improve from 0.94225\n",
|
|
"Epoch 672/100000\n",
|
|
" - 19s - loss: 0.3776 - acc: 0.9344 - val_loss: 0.4438 - val_acc: 0.8856\n",
|
|
"\n",
|
|
"Epoch 00672: val_acc did not improve from 0.94225\n",
|
|
"Epoch 673/100000\n",
|
|
" - 18s - loss: 0.3779 - acc: 0.9344 - val_loss: 0.3848 - val_acc: 0.9225\n",
|
|
"\n",
|
|
"Epoch 00673: val_acc did not improve from 0.94225\n",
|
|
"Epoch 674/100000\n",
|
|
" - 19s - loss: 0.3765 - acc: 0.9349 - val_loss: 0.4575 - val_acc: 0.8904\n",
|
|
"\n",
|
|
"Epoch 00674: val_acc did not improve from 0.94225\n",
|
|
"Epoch 675/100000\n",
|
|
" - 18s - loss: 0.3755 - acc: 0.9351 - val_loss: 0.4283 - val_acc: 0.9026\n",
|
|
"\n",
|
|
"Epoch 00675: val_acc did not improve from 0.94225\n",
|
|
"Epoch 676/100000\n",
|
|
" - 19s - loss: 0.3775 - acc: 0.9347 - val_loss: 0.3565 - val_acc: 0.9392\n",
|
|
"\n",
|
|
"Epoch 00676: val_acc did not improve from 0.94225\n",
|
|
"Epoch 677/100000\n",
|
|
" - 19s - loss: 0.3818 - acc: 0.9340 - val_loss: 0.3740 - val_acc: 0.9387\n",
|
|
"\n",
|
|
"Epoch 00677: val_acc did not improve from 0.94225\n",
|
|
"Epoch 678/100000\n",
|
|
" - 19s - loss: 0.3809 - acc: 0.9342 - val_loss: 0.3740 - val_acc: 0.9407\n",
|
|
"\n",
|
|
"Epoch 00678: val_acc did not improve from 0.94225\n",
|
|
"Epoch 679/100000\n",
|
|
" - 19s - loss: 0.3790 - acc: 0.9345 - val_loss: 0.3687 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 00679: val_acc did not improve from 0.94225\n",
|
|
"Epoch 680/100000\n",
|
|
" - 19s - loss: 0.3814 - acc: 0.9344 - val_loss: 0.4969 - val_acc: 0.8720\n",
|
|
"\n",
|
|
"Epoch 00680: val_acc did not improve from 0.94225\n",
|
|
"Epoch 681/100000\n",
|
|
" - 19s - loss: 0.3800 - acc: 0.9345 - val_loss: 0.3764 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 00681: val_acc did not improve from 0.94225\n",
|
|
"Epoch 682/100000\n",
|
|
" - 19s - loss: 0.3781 - acc: 0.9353 - val_loss: 0.3978 - val_acc: 0.9203\n",
|
|
"\n",
|
|
"Epoch 00682: val_acc did not improve from 0.94225\n",
|
|
"Epoch 683/100000\n",
|
|
" - 19s - loss: 0.3776 - acc: 0.9346 - val_loss: 0.3640 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 00683: val_acc did not improve from 0.94225\n",
|
|
"Epoch 684/100000\n",
|
|
" - 19s - loss: 0.3788 - acc: 0.9346 - val_loss: 0.3716 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 00684: val_acc did not improve from 0.94225\n",
|
|
"Epoch 685/100000\n",
|
|
" - 19s - loss: 0.3757 - acc: 0.9347 - val_loss: 0.4724 - val_acc: 0.8705\n",
|
|
"\n",
|
|
"Epoch 00685: val_acc did not improve from 0.94225\n",
|
|
"Epoch 686/100000\n",
|
|
" - 19s - loss: 0.3757 - acc: 0.9352 - val_loss: 0.4218 - val_acc: 0.9005\n",
|
|
"\n",
|
|
"Epoch 00686: val_acc did not improve from 0.94225\n",
|
|
"Epoch 687/100000\n",
|
|
" - 19s - loss: 0.3751 - acc: 0.9354 - val_loss: 0.3734 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 00687: val_acc did not improve from 0.94225\n",
|
|
"Epoch 688/100000\n",
|
|
" - 19s - loss: 0.3787 - acc: 0.9342 - val_loss: 0.4124 - val_acc: 0.9099\n",
|
|
"\n",
|
|
"Epoch 00688: val_acc did not improve from 0.94225\n",
|
|
"Epoch 689/100000\n",
|
|
" - 19s - loss: 0.3804 - acc: 0.9340 - val_loss: 0.4480 - val_acc: 0.8794\n",
|
|
"\n",
|
|
"Epoch 00689: val_acc did not improve from 0.94225\n",
|
|
"Epoch 690/100000\n",
|
|
" - 19s - loss: 0.3807 - acc: 0.9339 - val_loss: 0.3826 - val_acc: 0.9283\n",
|
|
"\n",
|
|
"Epoch 00690: val_acc did not improve from 0.94225\n",
|
|
"Epoch 691/100000\n",
|
|
" - 19s - loss: 0.3803 - acc: 0.9342 - val_loss: 0.3705 - val_acc: 0.9316\n",
|
|
"\n",
|
|
"Epoch 00691: val_acc did not improve from 0.94225\n",
|
|
"Epoch 692/100000\n",
|
|
" - 19s - loss: 0.3779 - acc: 0.9348 - val_loss: 0.3717 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 00692: val_acc did not improve from 0.94225\n",
|
|
"Epoch 693/100000\n",
|
|
" - 19s - loss: 0.3777 - acc: 0.9354 - val_loss: 0.4409 - val_acc: 0.8942\n",
|
|
"\n",
|
|
"Epoch 00693: val_acc did not improve from 0.94225\n",
|
|
"Epoch 694/100000\n",
|
|
" - 19s - loss: 0.3798 - acc: 0.9343 - val_loss: 0.3922 - val_acc: 0.9222\n",
|
|
"\n",
|
|
"Epoch 00694: val_acc did not improve from 0.94225\n",
|
|
"Epoch 695/100000\n",
|
|
" - 19s - loss: 0.3771 - acc: 0.9348 - val_loss: 0.3740 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 00695: val_acc did not improve from 0.94225\n",
|
|
"Epoch 696/100000\n",
|
|
" - 19s - loss: 0.3790 - acc: 0.9342 - val_loss: 0.3680 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 00696: val_acc did not improve from 0.94225\n",
|
|
"Epoch 697/100000\n",
|
|
" - 19s - loss: 0.3761 - acc: 0.9349 - val_loss: 0.7643 - val_acc: 0.7615\n",
|
|
"\n",
|
|
"Epoch 00697: val_acc did not improve from 0.94225\n",
|
|
"Epoch 698/100000\n",
|
|
" - 19s - loss: 0.3778 - acc: 0.9352 - val_loss: 0.4694 - val_acc: 0.8857\n",
|
|
"\n",
|
|
"Epoch 00698: val_acc did not improve from 0.94225\n",
|
|
"Epoch 699/100000\n",
|
|
" - 19s - loss: 0.3781 - acc: 0.9343 - val_loss: 0.3801 - val_acc: 0.9232\n",
|
|
"\n",
|
|
"Epoch 00699: val_acc did not improve from 0.94225\n",
|
|
"Epoch 700/100000\n",
|
|
" - 18s - loss: 0.3782 - acc: 0.9351 - val_loss: 0.3661 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 00700: val_acc did not improve from 0.94225\n",
|
|
"Epoch 701/100000\n",
|
|
" - 19s - loss: 0.3770 - acc: 0.9351 - val_loss: 0.3751 - val_acc: 0.9326\n",
|
|
"\n",
|
|
"Epoch 00701: val_acc did not improve from 0.94225\n",
|
|
"Epoch 702/100000\n",
|
|
" - 18s - loss: 0.3818 - acc: 0.9346 - val_loss: 0.3845 - val_acc: 0.9235\n",
|
|
"\n",
|
|
"Epoch 00702: val_acc did not improve from 0.94225\n",
|
|
"Epoch 703/100000\n",
|
|
" - 18s - loss: 0.3801 - acc: 0.9343 - val_loss: 0.3782 - val_acc: 0.9285\n",
|
|
"\n",
|
|
"Epoch 00703: val_acc did not improve from 0.94225\n",
|
|
"Epoch 704/100000\n",
|
|
" - 19s - loss: 0.3767 - acc: 0.9353 - val_loss: 0.3924 - val_acc: 0.9212\n",
|
|
"\n",
|
|
"Epoch 00704: val_acc did not improve from 0.94225\n",
|
|
"Epoch 705/100000\n",
|
|
" - 19s - loss: 0.3774 - acc: 0.9344 - val_loss: 0.3659 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 00705: val_acc did not improve from 0.94225\n",
|
|
"Epoch 706/100000\n",
|
|
" - 20s - loss: 0.3777 - acc: 0.9349 - val_loss: 0.4487 - val_acc: 0.8984\n",
|
|
"\n",
|
|
"Epoch 00706: val_acc did not improve from 0.94225\n",
|
|
"Epoch 707/100000\n",
|
|
" - 19s - loss: 0.3790 - acc: 0.9346 - val_loss: 0.3673 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 00707: val_acc did not improve from 0.94225\n",
|
|
"Epoch 708/100000\n",
|
|
" - 19s - loss: 0.3776 - acc: 0.9347 - val_loss: 0.4078 - val_acc: 0.9167\n",
|
|
"\n",
|
|
"Epoch 00708: val_acc did not improve from 0.94225\n",
|
|
"Epoch 709/100000\n",
|
|
" - 19s - loss: 0.3796 - acc: 0.9343 - val_loss: 0.3727 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 00709: val_acc did not improve from 0.94225\n",
|
|
"Epoch 710/100000\n",
|
|
" - 19s - loss: 0.3769 - acc: 0.9351 - val_loss: 0.3802 - val_acc: 0.9302\n",
|
|
"\n",
|
|
"Epoch 00710: val_acc did not improve from 0.94225\n",
|
|
"Epoch 711/100000\n",
|
|
" - 19s - loss: 0.3801 - acc: 0.9348 - val_loss: 0.3875 - val_acc: 0.9267\n",
|
|
"\n",
|
|
"Epoch 00711: val_acc did not improve from 0.94225\n",
|
|
"Epoch 712/100000\n",
|
|
" - 19s - loss: 0.3786 - acc: 0.9345 - val_loss: 0.4152 - val_acc: 0.9036\n",
|
|
"\n",
|
|
"Epoch 00712: val_acc did not improve from 0.94225\n",
|
|
"Epoch 713/100000\n",
|
|
" - 19s - loss: 0.3796 - acc: 0.9340 - val_loss: 0.3615 - val_acc: 0.9399\n",
|
|
"\n",
|
|
"Epoch 00713: val_acc did not improve from 0.94225\n",
|
|
"Epoch 714/100000\n",
|
|
" - 19s - loss: 0.3792 - acc: 0.9351 - val_loss: 0.3711 - val_acc: 0.9349\n",
|
|
"\n",
|
|
"Epoch 00714: val_acc did not improve from 0.94225\n",
|
|
"Epoch 715/100000\n",
|
|
" - 18s - loss: 0.3822 - acc: 0.9342 - val_loss: 0.4784 - val_acc: 0.8695\n",
|
|
"\n",
|
|
"Epoch 00715: val_acc did not improve from 0.94225\n",
|
|
"Epoch 716/100000\n",
|
|
" - 19s - loss: 0.3792 - acc: 0.9354 - val_loss: 0.3992 - val_acc: 0.9137\n",
|
|
"\n",
|
|
"Epoch 00716: val_acc did not improve from 0.94225\n",
|
|
"Epoch 717/100000\n",
|
|
" - 18s - loss: 0.3787 - acc: 0.9343 - val_loss: 0.4005 - val_acc: 0.9248\n",
|
|
"\n",
|
|
"Epoch 00717: val_acc did not improve from 0.94225\n",
|
|
"Epoch 718/100000\n",
|
|
" - 18s - loss: 0.3802 - acc: 0.9337 - val_loss: 0.3626 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 00718: val_acc did not improve from 0.94225\n",
|
|
"Epoch 719/100000\n",
|
|
" - 19s - loss: 0.3782 - acc: 0.9345 - val_loss: 0.3770 - val_acc: 0.9312\n",
|
|
"\n",
|
|
"Epoch 00719: val_acc did not improve from 0.94225\n",
|
|
"Epoch 720/100000\n",
|
|
" - 18s - loss: 0.3778 - acc: 0.9354 - val_loss: 0.3678 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 00720: val_acc did not improve from 0.94225\n",
|
|
"Epoch 721/100000\n",
|
|
" - 18s - loss: 0.3776 - acc: 0.9348 - val_loss: 0.3646 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 00721: val_acc did not improve from 0.94225\n",
|
|
"Epoch 722/100000\n",
|
|
" - 18s - loss: 0.3790 - acc: 0.9347 - val_loss: 0.3897 - val_acc: 0.9181\n",
|
|
"\n",
|
|
"Epoch 00722: val_acc did not improve from 0.94225\n",
|
|
"Epoch 723/100000\n",
|
|
" - 19s - loss: 0.3793 - acc: 0.9349 - val_loss: 0.3649 - val_acc: 0.9389\n",
|
|
"\n",
|
|
"Epoch 00723: val_acc did not improve from 0.94225\n",
|
|
"Epoch 724/100000\n",
|
|
" - 19s - loss: 0.3795 - acc: 0.9343 - val_loss: 0.3645 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 00724: val_acc did not improve from 0.94225\n",
|
|
"Epoch 725/100000\n",
|
|
" - 18s - loss: 0.3767 - acc: 0.9351 - val_loss: 0.3979 - val_acc: 0.9236\n",
|
|
"\n",
|
|
"Epoch 00725: val_acc did not improve from 0.94225\n",
|
|
"Epoch 726/100000\n",
|
|
" - 19s - loss: 0.3785 - acc: 0.9342 - val_loss: 0.4071 - val_acc: 0.9076\n",
|
|
"\n",
|
|
"Epoch 00726: val_acc did not improve from 0.94225\n",
|
|
"Epoch 727/100000\n",
|
|
" - 19s - loss: 0.3787 - acc: 0.9339 - val_loss: 0.4158 - val_acc: 0.9085\n",
|
|
"\n",
|
|
"Epoch 00727: val_acc did not improve from 0.94225\n",
|
|
"Epoch 728/100000\n",
|
|
" - 19s - loss: 0.3781 - acc: 0.9347 - val_loss: 0.4179 - val_acc: 0.9229\n",
|
|
"\n",
|
|
"Epoch 00728: val_acc did not improve from 0.94225\n",
|
|
"Epoch 729/100000\n",
|
|
" - 19s - loss: 0.3788 - acc: 0.9346 - val_loss: 0.3907 - val_acc: 0.9303\n",
|
|
"\n",
|
|
"Epoch 00729: val_acc did not improve from 0.94225\n",
|
|
"Epoch 730/100000\n",
|
|
" - 19s - loss: 0.3787 - acc: 0.9352 - val_loss: 0.3907 - val_acc: 0.9237\n",
|
|
"\n",
|
|
"Epoch 00730: val_acc did not improve from 0.94225\n",
|
|
"Epoch 731/100000\n",
|
|
" - 18s - loss: 0.3781 - acc: 0.9349 - val_loss: 0.3692 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 00731: val_acc did not improve from 0.94225\n",
|
|
"Epoch 732/100000\n",
|
|
" - 19s - loss: 0.3805 - acc: 0.9337 - val_loss: 0.4081 - val_acc: 0.9055\n",
|
|
"\n",
|
|
"Epoch 00732: val_acc did not improve from 0.94225\n",
|
|
"Epoch 733/100000\n",
|
|
" - 19s - loss: 0.3785 - acc: 0.9344 - val_loss: 0.3692 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 00733: val_acc did not improve from 0.94225\n",
|
|
"Epoch 734/100000\n",
|
|
" - 19s - loss: 0.3797 - acc: 0.9350 - val_loss: 0.3772 - val_acc: 0.9283\n",
|
|
"\n",
|
|
"Epoch 00734: val_acc did not improve from 0.94225\n",
|
|
"Epoch 735/100000\n",
|
|
" - 18s - loss: 0.3807 - acc: 0.9345 - val_loss: 0.3739 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 00735: val_acc did not improve from 0.94225\n",
|
|
"Epoch 736/100000\n",
|
|
" - 19s - loss: 0.3767 - acc: 0.9350 - val_loss: 0.3630 - val_acc: 0.9384\n",
|
|
"\n",
|
|
"Epoch 00736: val_acc did not improve from 0.94225\n",
|
|
"Epoch 737/100000\n",
|
|
" - 18s - loss: 0.3769 - acc: 0.9347 - val_loss: 0.4213 - val_acc: 0.9074\n",
|
|
"\n",
|
|
"Epoch 00737: val_acc did not improve from 0.94225\n",
|
|
"Epoch 738/100000\n",
|
|
" - 19s - loss: 0.3807 - acc: 0.9336 - val_loss: 0.3637 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 00738: val_acc did not improve from 0.94225\n",
|
|
"Epoch 739/100000\n",
|
|
" - 19s - loss: 0.3765 - acc: 0.9351 - val_loss: 0.3808 - val_acc: 0.9301\n",
|
|
"\n",
|
|
"Epoch 00739: val_acc did not improve from 0.94225\n",
|
|
"Epoch 740/100000\n",
|
|
" - 18s - loss: 0.3774 - acc: 0.9346 - val_loss: 0.3783 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 00740: val_acc did not improve from 0.94225\n",
|
|
"Epoch 741/100000\n",
|
|
" - 19s - loss: 0.3792 - acc: 0.9350 - val_loss: 0.3681 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 00741: val_acc did not improve from 0.94225\n",
|
|
"Epoch 742/100000\n",
|
|
" - 18s - loss: 0.3800 - acc: 0.9342 - val_loss: 0.3957 - val_acc: 0.9172\n",
|
|
"\n",
|
|
"Epoch 00742: val_acc did not improve from 0.94225\n",
|
|
"Epoch 743/100000\n",
|
|
" - 19s - loss: 0.3777 - acc: 0.9348 - val_loss: 0.3887 - val_acc: 0.9283\n",
|
|
"\n",
|
|
"Epoch 00743: val_acc did not improve from 0.94225\n",
|
|
"Epoch 744/100000\n",
|
|
" - 18s - loss: 0.3780 - acc: 0.9340 - val_loss: 0.3671 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 00744: val_acc did not improve from 0.94225\n",
|
|
"Epoch 745/100000\n",
|
|
" - 19s - loss: 0.3772 - acc: 0.9347 - val_loss: 0.3989 - val_acc: 0.9130\n",
|
|
"\n",
|
|
"Epoch 00745: val_acc did not improve from 0.94225\n",
|
|
"Epoch 746/100000\n",
|
|
" - 19s - loss: 0.3803 - acc: 0.9341 - val_loss: 0.3751 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 00746: val_acc did not improve from 0.94225\n",
|
|
"Epoch 747/100000\n",
|
|
" - 18s - loss: 0.3765 - acc: 0.9351 - val_loss: 0.4008 - val_acc: 0.9113\n",
|
|
"\n",
|
|
"Epoch 00747: val_acc did not improve from 0.94225\n",
|
|
"Epoch 748/100000\n",
|
|
" - 19s - loss: 0.3793 - acc: 0.9350 - val_loss: 0.4131 - val_acc: 0.9245\n",
|
|
"\n",
|
|
"Epoch 00748: val_acc did not improve from 0.94225\n",
|
|
"Epoch 749/100000\n",
|
|
" - 18s - loss: 0.3781 - acc: 0.9348 - val_loss: 0.4171 - val_acc: 0.9108\n",
|
|
"\n",
|
|
"Epoch 00749: val_acc did not improve from 0.94225\n",
|
|
"Epoch 750/100000\n",
|
|
" - 19s - loss: 0.3776 - acc: 0.9348 - val_loss: 0.3574 - val_acc: 0.9387\n",
|
|
"\n",
|
|
"Epoch 00750: val_acc did not improve from 0.94225\n",
|
|
"Epoch 751/100000\n",
|
|
" - 19s - loss: 0.3760 - acc: 0.9349 - val_loss: 0.3613 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 00751: val_acc did not improve from 0.94225\n",
|
|
"Epoch 752/100000\n",
|
|
" - 19s - loss: 0.3798 - acc: 0.9343 - val_loss: 0.3728 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 00752: val_acc did not improve from 0.94225\n",
|
|
"Epoch 753/100000\n",
|
|
" - 18s - loss: 0.3758 - acc: 0.9352 - val_loss: 0.3673 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 00753: val_acc did not improve from 0.94225\n",
|
|
"Epoch 754/100000\n",
|
|
" - 19s - loss: 0.3793 - acc: 0.9345 - val_loss: 0.3728 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 00754: val_acc did not improve from 0.94225\n",
|
|
"\n",
|
|
"Epoch 00754: ReduceLROnPlateau reducing learning rate to 0.0008145062311086804.\n",
|
|
"Epoch 755/100000\n",
|
|
" - 19s - loss: 0.3713 - acc: 0.9343 - val_loss: 0.3890 - val_acc: 0.9212\n",
|
|
"\n",
|
|
"Epoch 00755: val_acc did not improve from 0.94225\n",
|
|
"Epoch 756/100000\n",
|
|
" - 18s - loss: 0.3683 - acc: 0.9347 - val_loss: 0.3545 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 00756: val_acc did not improve from 0.94225\n",
|
|
"Epoch 757/100000\n",
|
|
" - 18s - loss: 0.3679 - acc: 0.9350 - val_loss: 0.4251 - val_acc: 0.9188\n",
|
|
"\n",
|
|
"Epoch 00757: val_acc did not improve from 0.94225\n",
|
|
"Epoch 758/100000\n",
|
|
" - 19s - loss: 0.3691 - acc: 0.9353 - val_loss: 0.3651 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 00758: val_acc did not improve from 0.94225\n",
|
|
"Epoch 759/100000\n",
|
|
" - 19s - loss: 0.3676 - acc: 0.9355 - val_loss: 0.3806 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 00759: val_acc did not improve from 0.94225\n",
|
|
"Epoch 760/100000\n",
|
|
" - 19s - loss: 0.3665 - acc: 0.9357 - val_loss: 0.3723 - val_acc: 0.9292\n",
|
|
"\n",
|
|
"Epoch 00760: val_acc did not improve from 0.94225\n",
|
|
"Epoch 761/100000\n",
|
|
" - 19s - loss: 0.3692 - acc: 0.9347 - val_loss: 0.3615 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 00761: val_acc did not improve from 0.94225\n",
|
|
"Epoch 762/100000\n",
|
|
" - 18s - loss: 0.3696 - acc: 0.9352 - val_loss: 0.3999 - val_acc: 0.9171\n",
|
|
"\n",
|
|
"Epoch 00762: val_acc did not improve from 0.94225\n",
|
|
"Epoch 763/100000\n",
|
|
" - 19s - loss: 0.3677 - acc: 0.9357 - val_loss: 0.4208 - val_acc: 0.9109\n",
|
|
"\n",
|
|
"Epoch 00763: val_acc did not improve from 0.94225\n",
|
|
"Epoch 764/100000\n",
|
|
" - 18s - loss: 0.3675 - acc: 0.9352 - val_loss: 0.3548 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 00764: val_acc did not improve from 0.94225\n",
|
|
"Epoch 765/100000\n",
|
|
" - 19s - loss: 0.3658 - acc: 0.9356 - val_loss: 0.3548 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 00765: val_acc did not improve from 0.94225\n",
|
|
"Epoch 766/100000\n",
|
|
" - 19s - loss: 0.3701 - acc: 0.9341 - val_loss: 0.3799 - val_acc: 0.9205\n",
|
|
"\n",
|
|
"Epoch 00766: val_acc did not improve from 0.94225\n",
|
|
"Epoch 767/100000\n",
|
|
" - 18s - loss: 0.3678 - acc: 0.9352 - val_loss: 0.3727 - val_acc: 0.9276\n",
|
|
"\n",
|
|
"Epoch 00767: val_acc did not improve from 0.94225\n",
|
|
"Epoch 768/100000\n",
|
|
" - 18s - loss: 0.3695 - acc: 0.9346 - val_loss: 0.3752 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 00768: val_acc did not improve from 0.94225\n",
|
|
"Epoch 769/100000\n",
|
|
" - 19s - loss: 0.3677 - acc: 0.9353 - val_loss: 0.3650 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 00769: val_acc did not improve from 0.94225\n",
|
|
"Epoch 770/100000\n",
|
|
" - 18s - loss: 0.3683 - acc: 0.9355 - val_loss: 0.3740 - val_acc: 0.9306\n",
|
|
"\n",
|
|
"Epoch 00770: val_acc did not improve from 0.94225\n",
|
|
"Epoch 771/100000\n",
|
|
" - 19s - loss: 0.3668 - acc: 0.9355 - val_loss: 0.4004 - val_acc: 0.9144\n",
|
|
"\n",
|
|
"Epoch 00771: val_acc did not improve from 0.94225\n",
|
|
"Epoch 772/100000\n",
|
|
" - 18s - loss: 0.3708 - acc: 0.9345 - val_loss: 0.3804 - val_acc: 0.9221\n",
|
|
"\n",
|
|
"Epoch 00772: val_acc did not improve from 0.94225\n",
|
|
"Epoch 773/100000\n",
|
|
" - 18s - loss: 0.3683 - acc: 0.9355 - val_loss: 0.3922 - val_acc: 0.9177\n",
|
|
"\n",
|
|
"Epoch 00773: val_acc did not improve from 0.94225\n",
|
|
"Epoch 774/100000\n",
|
|
" - 19s - loss: 0.3687 - acc: 0.9353 - val_loss: 0.3916 - val_acc: 0.9178\n",
|
|
"\n",
|
|
"Epoch 00774: val_acc did not improve from 0.94225\n",
|
|
"Epoch 775/100000\n",
|
|
" - 19s - loss: 0.3706 - acc: 0.9349 - val_loss: 0.3752 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 00775: val_acc did not improve from 0.94225\n",
|
|
"Epoch 776/100000\n",
|
|
" - 18s - loss: 0.3695 - acc: 0.9352 - val_loss: 0.3545 - val_acc: 0.9349\n",
|
|
"\n",
|
|
"Epoch 00776: val_acc did not improve from 0.94225\n",
|
|
"Epoch 777/100000\n",
|
|
" - 19s - loss: 0.3671 - acc: 0.9352 - val_loss: 0.4058 - val_acc: 0.9146\n",
|
|
"\n",
|
|
"Epoch 00777: val_acc did not improve from 0.94225\n",
|
|
"Epoch 778/100000\n",
|
|
" - 19s - loss: 0.3674 - acc: 0.9352 - val_loss: 0.3854 - val_acc: 0.9218\n",
|
|
"\n",
|
|
"Epoch 00778: val_acc did not improve from 0.94225\n",
|
|
"Epoch 779/100000\n",
|
|
" - 18s - loss: 0.3666 - acc: 0.9359 - val_loss: 0.3708 - val_acc: 0.9326\n",
|
|
"\n",
|
|
"Epoch 00779: val_acc did not improve from 0.94225\n",
|
|
"Epoch 780/100000\n",
|
|
" - 19s - loss: 0.3717 - acc: 0.9346 - val_loss: 0.4261 - val_acc: 0.9064\n",
|
|
"\n",
|
|
"Epoch 00780: val_acc did not improve from 0.94225\n",
|
|
"Epoch 781/100000\n",
|
|
" - 18s - loss: 0.3703 - acc: 0.9350 - val_loss: 0.3795 - val_acc: 0.9210\n",
|
|
"\n",
|
|
"Epoch 00781: val_acc did not improve from 0.94225\n",
|
|
"Epoch 782/100000\n",
|
|
" - 18s - loss: 0.3649 - acc: 0.9363 - val_loss: 0.4089 - val_acc: 0.9240\n",
|
|
"\n",
|
|
"Epoch 00782: val_acc did not improve from 0.94225\n",
|
|
"Epoch 783/100000\n",
|
|
" - 19s - loss: 0.3692 - acc: 0.9345 - val_loss: 0.5078 - val_acc: 0.8677\n",
|
|
"\n",
|
|
"Epoch 00783: val_acc did not improve from 0.94225\n",
|
|
"Epoch 784/100000\n",
|
|
" - 19s - loss: 0.3679 - acc: 0.9350 - val_loss: 0.3764 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 00784: val_acc did not improve from 0.94225\n",
|
|
"Epoch 785/100000\n",
|
|
" - 19s - loss: 0.3681 - acc: 0.9355 - val_loss: 0.3577 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 00785: val_acc did not improve from 0.94225\n",
|
|
"Epoch 786/100000\n",
|
|
" - 19s - loss: 0.3695 - acc: 0.9353 - val_loss: 0.3614 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 00786: val_acc did not improve from 0.94225\n",
|
|
"Epoch 787/100000\n",
|
|
" - 18s - loss: 0.3695 - acc: 0.9354 - val_loss: 0.3585 - val_acc: 0.9367\n",
|
|
"\n",
|
|
"Epoch 00787: val_acc did not improve from 0.94225\n",
|
|
"Epoch 788/100000\n",
|
|
" - 19s - loss: 0.3709 - acc: 0.9352 - val_loss: 0.3749 - val_acc: 0.9282\n",
|
|
"\n",
|
|
"Epoch 00788: val_acc did not improve from 0.94225\n",
|
|
"Epoch 789/100000\n",
|
|
" - 19s - loss: 0.3670 - acc: 0.9356 - val_loss: 0.3633 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 00789: val_acc did not improve from 0.94225\n",
|
|
"Epoch 790/100000\n",
|
|
" - 18s - loss: 0.3695 - acc: 0.9357 - val_loss: 0.3663 - val_acc: 0.9287\n",
|
|
"\n",
|
|
"Epoch 00790: val_acc did not improve from 0.94225\n",
|
|
"Epoch 791/100000\n",
|
|
" - 19s - loss: 0.3705 - acc: 0.9345 - val_loss: 0.3555 - val_acc: 0.9392\n",
|
|
"\n",
|
|
"Epoch 00791: val_acc did not improve from 0.94225\n",
|
|
"Epoch 792/100000\n",
|
|
" - 18s - loss: 0.3698 - acc: 0.9345 - val_loss: 0.4211 - val_acc: 0.9135\n",
|
|
"\n",
|
|
"Epoch 00792: val_acc did not improve from 0.94225\n",
|
|
"Epoch 793/100000\n",
|
|
" - 19s - loss: 0.3690 - acc: 0.9351 - val_loss: 0.3914 - val_acc: 0.9294\n",
|
|
"\n",
|
|
"Epoch 00793: val_acc did not improve from 0.94225\n",
|
|
"Epoch 794/100000\n",
|
|
" - 18s - loss: 0.3662 - acc: 0.9358 - val_loss: 0.3840 - val_acc: 0.9295\n",
|
|
"\n",
|
|
"Epoch 00794: val_acc did not improve from 0.94225\n",
|
|
"Epoch 795/100000\n",
|
|
" - 19s - loss: 0.3676 - acc: 0.9353 - val_loss: 0.3589 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 00795: val_acc did not improve from 0.94225\n",
|
|
"Epoch 796/100000\n",
|
|
" - 19s - loss: 0.3832 - acc: 0.9347 - val_loss: 0.3726 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 00796: val_acc did not improve from 0.94225\n",
|
|
"Epoch 797/100000\n",
|
|
" - 18s - loss: 0.3701 - acc: 0.9358 - val_loss: 0.3664 - val_acc: 0.9313\n",
|
|
"\n",
|
|
"Epoch 00797: val_acc did not improve from 0.94225\n",
|
|
"Epoch 798/100000\n",
|
|
" - 19s - loss: 0.3716 - acc: 0.9347 - val_loss: 0.3745 - val_acc: 0.9304\n",
|
|
"\n",
|
|
"Epoch 00798: val_acc did not improve from 0.94225\n",
|
|
"Epoch 799/100000\n",
|
|
" - 18s - loss: 0.3690 - acc: 0.9349 - val_loss: 0.3630 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 00799: val_acc did not improve from 0.94225\n",
|
|
"Epoch 800/100000\n",
|
|
" - 19s - loss: 0.3707 - acc: 0.9348 - val_loss: 0.3807 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 00800: val_acc did not improve from 0.94225\n",
|
|
"Epoch 801/100000\n",
|
|
" - 18s - loss: 0.3699 - acc: 0.9350 - val_loss: 0.3994 - val_acc: 0.9158\n",
|
|
"\n",
|
|
"Epoch 00801: val_acc did not improve from 0.94225\n",
|
|
"Epoch 802/100000\n",
|
|
" - 19s - loss: 0.3686 - acc: 0.9353 - val_loss: 0.3653 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 00802: val_acc did not improve from 0.94225\n",
|
|
"Epoch 803/100000\n",
|
|
" - 19s - loss: 0.3681 - acc: 0.9354 - val_loss: 0.3653 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 00803: val_acc did not improve from 0.94225\n",
|
|
"Epoch 804/100000\n",
|
|
" - 19s - loss: 0.3674 - acc: 0.9350 - val_loss: 0.3856 - val_acc: 0.9192\n",
|
|
"\n",
|
|
"Epoch 00804: val_acc did not improve from 0.94225\n",
|
|
"Epoch 805/100000\n",
|
|
" - 19s - loss: 0.3688 - acc: 0.9347 - val_loss: 0.3610 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 00805: val_acc did not improve from 0.94225\n",
|
|
"Epoch 806/100000\n",
|
|
" - 19s - loss: 0.3667 - acc: 0.9351 - val_loss: 0.4244 - val_acc: 0.9028\n",
|
|
"\n",
|
|
"Epoch 00806: val_acc did not improve from 0.94225\n",
|
|
"Epoch 807/100000\n",
|
|
" - 19s - loss: 0.3660 - acc: 0.9362 - val_loss: 0.3534 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 00807: val_acc did not improve from 0.94225\n",
|
|
"Epoch 808/100000\n",
|
|
" - 18s - loss: 0.3693 - acc: 0.9349 - val_loss: 0.4597 - val_acc: 0.8820\n",
|
|
"\n",
|
|
"Epoch 00808: val_acc did not improve from 0.94225\n",
|
|
"Epoch 809/100000\n",
|
|
" - 19s - loss: 0.3694 - acc: 0.9350 - val_loss: 0.3918 - val_acc: 0.9227\n",
|
|
"\n",
|
|
"Epoch 00809: val_acc did not improve from 0.94225\n",
|
|
"Epoch 810/100000\n",
|
|
" - 18s - loss: 0.3702 - acc: 0.9345 - val_loss: 0.3701 - val_acc: 0.9280\n",
|
|
"\n",
|
|
"Epoch 00810: val_acc did not improve from 0.94225\n",
|
|
"Epoch 811/100000\n",
|
|
" - 19s - loss: 0.3720 - acc: 0.9345 - val_loss: 0.3940 - val_acc: 0.9175\n",
|
|
"\n",
|
|
"Epoch 00811: val_acc did not improve from 0.94225\n",
|
|
"Epoch 812/100000\n",
|
|
" - 19s - loss: 0.3686 - acc: 0.9347 - val_loss: 0.4201 - val_acc: 0.9053\n",
|
|
"\n",
|
|
"Epoch 00812: val_acc did not improve from 0.94225\n",
|
|
"Epoch 813/100000\n",
|
|
" - 19s - loss: 0.3684 - acc: 0.9347 - val_loss: 0.4689 - val_acc: 0.9188\n",
|
|
"\n",
|
|
"Epoch 00813: val_acc did not improve from 0.94225\n",
|
|
"Epoch 814/100000\n",
|
|
" - 18s - loss: 0.3714 - acc: 0.9352 - val_loss: 0.3492 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 00814: val_acc did not improve from 0.94225\n",
|
|
"Epoch 815/100000\n",
|
|
" - 19s - loss: 0.3692 - acc: 0.9348 - val_loss: 0.3726 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 00815: val_acc did not improve from 0.94225\n",
|
|
"Epoch 816/100000\n",
|
|
" - 18s - loss: 0.3685 - acc: 0.9349 - val_loss: 0.3745 - val_acc: 0.9278\n",
|
|
"\n",
|
|
"Epoch 00816: val_acc did not improve from 0.94225\n",
|
|
"Epoch 817/100000\n",
|
|
" - 18s - loss: 0.3696 - acc: 0.9348 - val_loss: 0.3696 - val_acc: 0.9318\n",
|
|
"\n",
|
|
"Epoch 00817: val_acc did not improve from 0.94225\n",
|
|
"Epoch 818/100000\n",
|
|
" - 18s - loss: 0.3682 - acc: 0.9360 - val_loss: 0.4135 - val_acc: 0.9065\n",
|
|
"\n",
|
|
"Epoch 00818: val_acc did not improve from 0.94225\n",
|
|
"Epoch 819/100000\n",
|
|
" - 19s - loss: 0.3686 - acc: 0.9358 - val_loss: 0.4224 - val_acc: 0.9000\n",
|
|
"\n",
|
|
"Epoch 00819: val_acc did not improve from 0.94225\n",
|
|
"Epoch 820/100000\n",
|
|
" - 18s - loss: 0.3702 - acc: 0.9351 - val_loss: 0.4221 - val_acc: 0.9104\n",
|
|
"\n",
|
|
"Epoch 00820: val_acc did not improve from 0.94225\n",
|
|
"Epoch 821/100000\n",
|
|
" - 19s - loss: 0.3701 - acc: 0.9348 - val_loss: 0.3642 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 00821: val_acc did not improve from 0.94225\n",
|
|
"Epoch 822/100000\n",
|
|
" - 19s - loss: 0.3716 - acc: 0.9336 - val_loss: 0.3812 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 00822: val_acc did not improve from 0.94225\n",
|
|
"Epoch 823/100000\n",
|
|
" - 19s - loss: 0.3678 - acc: 0.9352 - val_loss: 0.4046 - val_acc: 0.9226\n",
|
|
"\n",
|
|
"Epoch 00823: val_acc did not improve from 0.94225\n",
|
|
"Epoch 824/100000\n",
|
|
" - 18s - loss: 0.3693 - acc: 0.9348 - val_loss: 0.3854 - val_acc: 0.9211\n",
|
|
"\n",
|
|
"Epoch 00824: val_acc did not improve from 0.94225\n",
|
|
"Epoch 825/100000\n",
|
|
" - 19s - loss: 0.3699 - acc: 0.9350 - val_loss: 0.4669 - val_acc: 0.8761\n",
|
|
"\n",
|
|
"Epoch 00825: val_acc did not improve from 0.94225\n",
|
|
"Epoch 826/100000\n",
|
|
" - 19s - loss: 0.3718 - acc: 0.9346 - val_loss: 0.5650 - val_acc: 0.8329\n",
|
|
"\n",
|
|
"Epoch 00826: val_acc did not improve from 0.94225\n",
|
|
"Epoch 827/100000\n",
|
|
" - 18s - loss: 0.3696 - acc: 0.9358 - val_loss: 0.3839 - val_acc: 0.9282\n",
|
|
"\n",
|
|
"Epoch 00827: val_acc did not improve from 0.94225\n",
|
|
"Epoch 828/100000\n",
|
|
" - 19s - loss: 0.3731 - acc: 0.9352 - val_loss: 0.3533 - val_acc: 0.9397\n",
|
|
"\n",
|
|
"Epoch 00828: val_acc did not improve from 0.94225\n",
|
|
"Epoch 829/100000\n",
|
|
" - 18s - loss: 0.3722 - acc: 0.9349 - val_loss: 0.3716 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 00829: val_acc did not improve from 0.94225\n",
|
|
"Epoch 830/100000\n",
|
|
" - 19s - loss: 0.3673 - acc: 0.9359 - val_loss: 0.3555 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 00830: val_acc did not improve from 0.94225\n",
|
|
"Epoch 831/100000\n",
|
|
" - 19s - loss: 0.3688 - acc: 0.9345 - val_loss: 0.3586 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 00831: val_acc did not improve from 0.94225\n",
|
|
"Epoch 832/100000\n",
|
|
" - 19s - loss: 0.3683 - acc: 0.9353 - val_loss: 0.3840 - val_acc: 0.9207\n",
|
|
"\n",
|
|
"Epoch 00832: val_acc did not improve from 0.94225\n",
|
|
"Epoch 833/100000\n",
|
|
" - 19s - loss: 0.3674 - acc: 0.9352 - val_loss: 0.4149 - val_acc: 0.9095\n",
|
|
"\n",
|
|
"Epoch 00833: val_acc did not improve from 0.94225\n",
|
|
"Epoch 834/100000\n",
|
|
" - 19s - loss: 0.3661 - acc: 0.9360 - val_loss: 0.4385 - val_acc: 0.8936\n",
|
|
"\n",
|
|
"Epoch 00834: val_acc did not improve from 0.94225\n",
|
|
"Epoch 835/100000\n",
|
|
" - 19s - loss: 0.3715 - acc: 0.9341 - val_loss: 0.5857 - val_acc: 0.8354\n",
|
|
"\n",
|
|
"Epoch 00835: val_acc did not improve from 0.94225\n",
|
|
"Epoch 836/100000\n",
|
|
" - 19s - loss: 0.3706 - acc: 0.9348 - val_loss: 0.4281 - val_acc: 0.9051\n",
|
|
"\n",
|
|
"Epoch 00836: val_acc did not improve from 0.94225\n",
|
|
"Epoch 837/100000\n",
|
|
" - 19s - loss: 0.3688 - acc: 0.9355 - val_loss: 0.3857 - val_acc: 0.9291\n",
|
|
"\n",
|
|
"Epoch 00837: val_acc did not improve from 0.94225\n",
|
|
"Epoch 838/100000\n",
|
|
" - 19s - loss: 0.3699 - acc: 0.9350 - val_loss: 0.3686 - val_acc: 0.9396\n",
|
|
"\n",
|
|
"Epoch 00838: val_acc did not improve from 0.94225\n",
|
|
"Epoch 839/100000\n",
|
|
" - 19s - loss: 0.3702 - acc: 0.9346 - val_loss: 0.3547 - val_acc: 0.9372\n",
|
|
"\n",
|
|
"Epoch 00839: val_acc did not improve from 0.94225\n",
|
|
"Epoch 840/100000\n",
|
|
" - 18s - loss: 0.3677 - acc: 0.9356 - val_loss: 0.3726 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 00840: val_acc did not improve from 0.94225\n",
|
|
"Epoch 841/100000\n",
|
|
" - 19s - loss: 0.3678 - acc: 0.9349 - val_loss: 0.3826 - val_acc: 0.9220\n",
|
|
"\n",
|
|
"Epoch 00841: val_acc did not improve from 0.94225\n",
|
|
"Epoch 842/100000\n",
|
|
" - 19s - loss: 0.3696 - acc: 0.9346 - val_loss: 0.3728 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 00842: val_acc did not improve from 0.94225\n",
|
|
"Epoch 843/100000\n",
|
|
" - 19s - loss: 0.3719 - acc: 0.9346 - val_loss: 0.4048 - val_acc: 0.9100\n",
|
|
"\n",
|
|
"Epoch 00843: val_acc did not improve from 0.94225\n",
|
|
"Epoch 844/100000\n",
|
|
" - 19s - loss: 0.3709 - acc: 0.9351 - val_loss: 0.4000 - val_acc: 0.9263\n",
|
|
"\n",
|
|
"Epoch 00844: val_acc did not improve from 0.94225\n",
|
|
"Epoch 845/100000\n",
|
|
" - 19s - loss: 0.3708 - acc: 0.9351 - val_loss: 0.3479 - val_acc: 0.9405\n",
|
|
"\n",
|
|
"Epoch 00845: val_acc did not improve from 0.94225\n",
|
|
"Epoch 846/100000\n",
|
|
" - 18s - loss: 0.3708 - acc: 0.9354 - val_loss: 0.4133 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 00846: val_acc did not improve from 0.94225\n",
|
|
"Epoch 847/100000\n",
|
|
" - 19s - loss: 0.3733 - acc: 0.9349 - val_loss: 0.3578 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 00847: val_acc did not improve from 0.94225\n",
|
|
"Epoch 848/100000\n",
|
|
" - 19s - loss: 0.3692 - acc: 0.9355 - val_loss: 0.4061 - val_acc: 0.9177\n",
|
|
"\n",
|
|
"Epoch 00848: val_acc did not improve from 0.94225\n",
|
|
"Epoch 849/100000\n",
|
|
" - 19s - loss: 0.3685 - acc: 0.9348 - val_loss: 0.4407 - val_acc: 0.9061\n",
|
|
"\n",
|
|
"Epoch 00849: val_acc did not improve from 0.94225\n",
|
|
"Epoch 850/100000\n",
|
|
" - 19s - loss: 0.3691 - acc: 0.9350 - val_loss: 0.3587 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 00850: val_acc did not improve from 0.94225\n",
|
|
"Epoch 851/100000\n",
|
|
" - 19s - loss: 0.3695 - acc: 0.9348 - val_loss: 0.4356 - val_acc: 0.8978\n",
|
|
"\n",
|
|
"Epoch 00851: val_acc did not improve from 0.94225\n",
|
|
"Epoch 852/100000\n",
|
|
" - 19s - loss: 0.3699 - acc: 0.9347 - val_loss: 0.3590 - val_acc: 0.9315\n",
|
|
"\n",
|
|
"Epoch 00852: val_acc did not improve from 0.94225\n",
|
|
"Epoch 853/100000\n",
|
|
" - 19s - loss: 0.3714 - acc: 0.9348 - val_loss: 0.3570 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 00853: val_acc did not improve from 0.94225\n",
|
|
"Epoch 854/100000\n",
|
|
" - 19s - loss: 0.3685 - acc: 0.9358 - val_loss: 0.3602 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 00854: val_acc did not improve from 0.94225\n",
|
|
"Epoch 855/100000\n",
|
|
" - 18s - loss: 0.3713 - acc: 0.9346 - val_loss: 0.3806 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 00855: val_acc did not improve from 0.94225\n",
|
|
"Epoch 856/100000\n",
|
|
" - 19s - loss: 0.3712 - acc: 0.9352 - val_loss: 0.4086 - val_acc: 0.9274\n",
|
|
"\n",
|
|
"Epoch 00856: val_acc did not improve from 0.94225\n",
|
|
"Epoch 857/100000\n",
|
|
" - 18s - loss: 0.3693 - acc: 0.9352 - val_loss: 0.3585 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 00857: val_acc did not improve from 0.94225\n",
|
|
"Epoch 858/100000\n",
|
|
" - 19s - loss: 0.3677 - acc: 0.9351 - val_loss: 0.3653 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 00858: val_acc did not improve from 0.94225\n",
|
|
"Epoch 859/100000\n",
|
|
" - 19s - loss: 0.3697 - acc: 0.9349 - val_loss: 0.3805 - val_acc: 0.9272\n",
|
|
"\n",
|
|
"Epoch 00859: val_acc did not improve from 0.94225\n",
|
|
"Epoch 860/100000\n",
|
|
" - 19s - loss: 0.3703 - acc: 0.9356 - val_loss: 0.3670 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 00860: val_acc did not improve from 0.94225\n",
|
|
"Epoch 861/100000\n",
|
|
" - 19s - loss: 0.3698 - acc: 0.9354 - val_loss: 0.3690 - val_acc: 0.9362\n",
|
|
"\n",
|
|
"Epoch 00861: val_acc did not improve from 0.94225\n",
|
|
"Epoch 862/100000\n",
|
|
" - 18s - loss: 0.3721 - acc: 0.9357 - val_loss: 0.3699 - val_acc: 0.9322\n",
|
|
"\n",
|
|
"Epoch 00862: val_acc did not improve from 0.94225\n",
|
|
"Epoch 863/100000\n",
|
|
" - 19s - loss: 0.3787 - acc: 0.9351 - val_loss: 0.3664 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 00863: val_acc did not improve from 0.94225\n",
|
|
"Epoch 864/100000\n",
|
|
" - 18s - loss: 0.3719 - acc: 0.9348 - val_loss: 0.3663 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 00864: val_acc did not improve from 0.94225\n",
|
|
"Epoch 865/100000\n",
|
|
" - 18s - loss: 0.3698 - acc: 0.9355 - val_loss: 0.4007 - val_acc: 0.9042\n",
|
|
"\n",
|
|
"Epoch 00865: val_acc did not improve from 0.94225\n",
|
|
"Epoch 866/100000\n",
|
|
" - 18s - loss: 0.3682 - acc: 0.9358 - val_loss: 0.4400 - val_acc: 0.8985\n",
|
|
"\n",
|
|
"Epoch 00866: val_acc did not improve from 0.94225\n",
|
|
"Epoch 867/100000\n",
|
|
" - 19s - loss: 0.3717 - acc: 0.9342 - val_loss: 0.5341 - val_acc: 0.8577\n",
|
|
"\n",
|
|
"Epoch 00867: val_acc did not improve from 0.94225\n",
|
|
"Epoch 868/100000\n",
|
|
" - 19s - loss: 0.3695 - acc: 0.9348 - val_loss: 0.3563 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 00868: val_acc did not improve from 0.94225\n",
|
|
"Epoch 869/100000\n",
|
|
" - 18s - loss: 0.3690 - acc: 0.9349 - val_loss: 0.3616 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 00869: val_acc did not improve from 0.94225\n",
|
|
"Epoch 870/100000\n",
|
|
" - 19s - loss: 0.3677 - acc: 0.9357 - val_loss: 0.3499 - val_acc: 0.9406\n",
|
|
"\n",
|
|
"Epoch 00870: val_acc did not improve from 0.94225\n",
|
|
"Epoch 871/100000\n",
|
|
" - 19s - loss: 0.3688 - acc: 0.9352 - val_loss: 0.4537 - val_acc: 0.8939\n",
|
|
"\n",
|
|
"Epoch 00871: val_acc did not improve from 0.94225\n",
|
|
"Epoch 872/100000\n",
|
|
" - 18s - loss: 0.3685 - acc: 0.9349 - val_loss: 0.3643 - val_acc: 0.9321\n",
|
|
"\n",
|
|
"Epoch 00872: val_acc did not improve from 0.94225\n",
|
|
"Epoch 873/100000\n",
|
|
" - 19s - loss: 0.3702 - acc: 0.9351 - val_loss: 0.4030 - val_acc: 0.9173\n",
|
|
"\n",
|
|
"Epoch 00873: val_acc did not improve from 0.94225\n",
|
|
"Epoch 874/100000\n",
|
|
" - 19s - loss: 0.3694 - acc: 0.9351 - val_loss: 0.3518 - val_acc: 0.9393\n",
|
|
"\n",
|
|
"Epoch 00874: val_acc did not improve from 0.94225\n",
|
|
"Epoch 875/100000\n",
|
|
" - 19s - loss: 0.3690 - acc: 0.9348 - val_loss: 0.3889 - val_acc: 0.9244\n",
|
|
"\n",
|
|
"Epoch 00875: val_acc did not improve from 0.94225\n",
|
|
"Epoch 876/100000\n",
|
|
" - 19s - loss: 0.3704 - acc: 0.9348 - val_loss: 0.4140 - val_acc: 0.9079\n",
|
|
"\n",
|
|
"Epoch 00876: val_acc did not improve from 0.94225\n",
|
|
"Epoch 877/100000\n",
|
|
" - 18s - loss: 0.3655 - acc: 0.9362 - val_loss: 0.3707 - val_acc: 0.9303\n",
|
|
"\n",
|
|
"Epoch 00877: val_acc did not improve from 0.94225\n",
|
|
"Epoch 878/100000\n",
|
|
" - 19s - loss: 0.3677 - acc: 0.9356 - val_loss: 0.3727 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 00878: val_acc did not improve from 0.94225\n",
|
|
"Epoch 879/100000\n",
|
|
" - 18s - loss: 0.3679 - acc: 0.9352 - val_loss: 0.3842 - val_acc: 0.9272\n",
|
|
"\n",
|
|
"Epoch 00879: val_acc did not improve from 0.94225\n",
|
|
"Epoch 880/100000\n",
|
|
" - 19s - loss: 0.3690 - acc: 0.9350 - val_loss: 0.3659 - val_acc: 0.9298\n",
|
|
"\n",
|
|
"Epoch 00880: val_acc did not improve from 0.94225\n",
|
|
"Epoch 881/100000\n",
|
|
" - 18s - loss: 0.3689 - acc: 0.9360 - val_loss: 0.3472 - val_acc: 0.9410\n",
|
|
"\n",
|
|
"Epoch 00881: val_acc did not improve from 0.94225\n",
|
|
"Epoch 882/100000\n",
|
|
" - 19s - loss: 0.3709 - acc: 0.9351 - val_loss: 0.3796 - val_acc: 0.9240\n",
|
|
"\n",
|
|
"Epoch 00882: val_acc did not improve from 0.94225\n",
|
|
"Epoch 883/100000\n",
|
|
" - 18s - loss: 0.3703 - acc: 0.9354 - val_loss: 0.3553 - val_acc: 0.9386\n",
|
|
"\n",
|
|
"Epoch 00883: val_acc did not improve from 0.94225\n",
|
|
"Epoch 884/100000\n",
|
|
" - 19s - loss: 0.3679 - acc: 0.9360 - val_loss: 0.3717 - val_acc: 0.9386\n",
|
|
"\n",
|
|
"Epoch 00884: val_acc did not improve from 0.94225\n",
|
|
"Epoch 885/100000\n",
|
|
" - 18s - loss: 0.3733 - acc: 0.9347 - val_loss: 0.3841 - val_acc: 0.9299\n",
|
|
"\n",
|
|
"Epoch 00885: val_acc did not improve from 0.94225\n",
|
|
"Epoch 886/100000\n",
|
|
" - 19s - loss: 0.3725 - acc: 0.9347 - val_loss: 0.3570 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 00886: val_acc did not improve from 0.94225\n",
|
|
"Epoch 887/100000\n",
|
|
" - 18s - loss: 0.3687 - acc: 0.9351 - val_loss: 0.3621 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 00887: val_acc did not improve from 0.94225\n",
|
|
"Epoch 888/100000\n",
|
|
" - 19s - loss: 0.3679 - acc: 0.9349 - val_loss: 0.3540 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 00888: val_acc did not improve from 0.94225\n",
|
|
"Epoch 889/100000\n",
|
|
" - 19s - loss: 0.3691 - acc: 0.9351 - val_loss: 0.3810 - val_acc: 0.9213\n",
|
|
"\n",
|
|
"Epoch 00889: val_acc did not improve from 0.94225\n",
|
|
"Epoch 890/100000\n",
|
|
" - 19s - loss: 0.3720 - acc: 0.9339 - val_loss: 0.4381 - val_acc: 0.9199\n",
|
|
"\n",
|
|
"Epoch 00890: val_acc did not improve from 0.94225\n",
|
|
"Epoch 891/100000\n",
|
|
" - 19s - loss: 0.3700 - acc: 0.9356 - val_loss: 0.4386 - val_acc: 0.8918\n",
|
|
"\n",
|
|
"Epoch 00891: val_acc did not improve from 0.94225\n",
|
|
"Epoch 892/100000\n",
|
|
" - 19s - loss: 0.3788 - acc: 0.9352 - val_loss: 0.3775 - val_acc: 0.9302\n",
|
|
"\n",
|
|
"Epoch 00892: val_acc did not improve from 0.94225\n",
|
|
"Epoch 893/100000\n",
|
|
" - 19s - loss: 0.3737 - acc: 0.9349 - val_loss: 0.3662 - val_acc: 0.9290\n",
|
|
"\n",
|
|
"Epoch 00893: val_acc did not improve from 0.94225\n",
|
|
"Epoch 894/100000\n",
|
|
" - 19s - loss: 0.3704 - acc: 0.9355 - val_loss: 0.5097 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00894: val_acc did not improve from 0.94225\n",
|
|
"Epoch 895/100000\n",
|
|
" - 19s - loss: 0.3683 - acc: 0.9352 - val_loss: 0.3650 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 00895: val_acc did not improve from 0.94225\n",
|
|
"Epoch 896/100000\n",
|
|
" - 19s - loss: 0.3705 - acc: 0.9345 - val_loss: 0.4798 - val_acc: 0.8715\n",
|
|
"\n",
|
|
"Epoch 00896: val_acc did not improve from 0.94225\n",
|
|
"Epoch 897/100000\n",
|
|
" - 19s - loss: 0.3685 - acc: 0.9353 - val_loss: 0.3714 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 00897: val_acc did not improve from 0.94225\n",
|
|
"Epoch 898/100000\n",
|
|
" - 19s - loss: 0.3696 - acc: 0.9353 - val_loss: 0.4371 - val_acc: 0.8925\n",
|
|
"\n",
|
|
"Epoch 00898: val_acc did not improve from 0.94225\n",
|
|
"Epoch 899/100000\n",
|
|
" - 19s - loss: 0.3692 - acc: 0.9355 - val_loss: 0.3752 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 00899: val_acc did not improve from 0.94225\n",
|
|
"Epoch 900/100000\n",
|
|
" - 18s - loss: 0.3683 - acc: 0.9357 - val_loss: 0.3795 - val_acc: 0.9271\n",
|
|
"\n",
|
|
"Epoch 00900: val_acc did not improve from 0.94225\n",
|
|
"Epoch 901/100000\n",
|
|
" - 19s - loss: 0.3688 - acc: 0.9354 - val_loss: 0.3578 - val_acc: 0.9375\n",
|
|
"\n",
|
|
"Epoch 00901: val_acc did not improve from 0.94225\n",
|
|
"Epoch 902/100000\n",
|
|
" - 19s - loss: 0.3711 - acc: 0.9342 - val_loss: 0.3597 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 00902: val_acc did not improve from 0.94225\n",
|
|
"Epoch 903/100000\n",
|
|
" - 19s - loss: 0.3700 - acc: 0.9351 - val_loss: 0.3584 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 00903: val_acc did not improve from 0.94225\n",
|
|
"Epoch 904/100000\n",
|
|
" - 19s - loss: 0.3694 - acc: 0.9356 - val_loss: 0.3729 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 00904: val_acc did not improve from 0.94225\n",
|
|
"Epoch 905/100000\n",
|
|
" - 19s - loss: 0.3691 - acc: 0.9354 - val_loss: 0.3595 - val_acc: 0.9331\n",
|
|
"\n",
|
|
"Epoch 00905: val_acc did not improve from 0.94225\n",
|
|
"Epoch 906/100000\n",
|
|
" - 18s - loss: 0.3675 - acc: 0.9353 - val_loss: 0.3856 - val_acc: 0.9276\n",
|
|
"\n",
|
|
"Epoch 00906: val_acc did not improve from 0.94225\n",
|
|
"Epoch 907/100000\n",
|
|
" - 19s - loss: 0.3710 - acc: 0.9339 - val_loss: 0.3753 - val_acc: 0.9296\n",
|
|
"\n",
|
|
"Epoch 00907: val_acc did not improve from 0.94225\n",
|
|
"Epoch 908/100000\n",
|
|
" - 19s - loss: 0.3676 - acc: 0.9356 - val_loss: 0.3600 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 00908: val_acc did not improve from 0.94225\n",
|
|
"Epoch 909/100000\n",
|
|
" - 19s - loss: 0.3701 - acc: 0.9353 - val_loss: 0.3770 - val_acc: 0.9267\n",
|
|
"\n",
|
|
"Epoch 00909: val_acc did not improve from 0.94225\n",
|
|
"Epoch 910/100000\n",
|
|
" - 19s - loss: 0.3692 - acc: 0.9347 - val_loss: 0.3586 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 00910: val_acc did not improve from 0.94225\n",
|
|
"Epoch 911/100000\n",
|
|
" - 19s - loss: 0.3777 - acc: 0.9345 - val_loss: 0.3757 - val_acc: 0.9287\n",
|
|
"\n",
|
|
"Epoch 00911: val_acc did not improve from 0.94225\n",
|
|
"Epoch 912/100000\n",
|
|
" - 19s - loss: 0.3692 - acc: 0.9354 - val_loss: 0.3734 - val_acc: 0.9263\n",
|
|
"\n",
|
|
"Epoch 00912: val_acc did not improve from 0.94225\n",
|
|
"Epoch 913/100000\n",
|
|
" - 19s - loss: 0.3698 - acc: 0.9354 - val_loss: 0.3631 - val_acc: 0.9349\n",
|
|
"\n",
|
|
"Epoch 00913: val_acc did not improve from 0.94225\n",
|
|
"Epoch 914/100000\n",
|
|
" - 18s - loss: 0.3670 - acc: 0.9361 - val_loss: 0.3696 - val_acc: 0.9331\n",
|
|
"\n",
|
|
"Epoch 00914: val_acc did not improve from 0.94225\n",
|
|
"Epoch 915/100000\n",
|
|
" - 19s - loss: 0.3666 - acc: 0.9358 - val_loss: 0.3705 - val_acc: 0.9284\n",
|
|
"\n",
|
|
"Epoch 00915: val_acc did not improve from 0.94225\n",
|
|
"Epoch 916/100000\n",
|
|
" - 19s - loss: 0.3715 - acc: 0.9343 - val_loss: 0.3684 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 00916: val_acc did not improve from 0.94225\n",
|
|
"Epoch 917/100000\n",
|
|
" - 19s - loss: 0.3690 - acc: 0.9350 - val_loss: 0.4192 - val_acc: 0.9105\n",
|
|
"\n",
|
|
"Epoch 00917: val_acc did not improve from 0.94225\n",
|
|
"Epoch 918/100000\n",
|
|
" - 19s - loss: 0.3682 - acc: 0.9354 - val_loss: 0.3831 - val_acc: 0.9201\n",
|
|
"\n",
|
|
"Epoch 00918: val_acc did not improve from 0.94225\n",
|
|
"Epoch 919/100000\n",
|
|
" - 19s - loss: 0.3700 - acc: 0.9348 - val_loss: 0.3727 - val_acc: 0.9273\n",
|
|
"\n",
|
|
"Epoch 00919: val_acc did not improve from 0.94225\n",
|
|
"Epoch 920/100000\n",
|
|
" - 18s - loss: 0.3711 - acc: 0.9355 - val_loss: 0.3746 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 00920: val_acc did not improve from 0.94225\n",
|
|
"Epoch 921/100000\n",
|
|
" - 18s - loss: 0.3710 - acc: 0.9345 - val_loss: 0.5080 - val_acc: 0.8611\n",
|
|
"\n",
|
|
"Epoch 00921: val_acc did not improve from 0.94225\n",
|
|
"Epoch 922/100000\n",
|
|
" - 18s - loss: 0.3692 - acc: 0.9350 - val_loss: 0.3991 - val_acc: 0.9195\n",
|
|
"\n",
|
|
"Epoch 00922: val_acc did not improve from 0.94225\n",
|
|
"Epoch 923/100000\n",
|
|
" - 19s - loss: 0.3711 - acc: 0.9355 - val_loss: 0.3512 - val_acc: 0.9410\n",
|
|
"\n",
|
|
"Epoch 00923: val_acc did not improve from 0.94225\n",
|
|
"Epoch 924/100000\n",
|
|
" - 19s - loss: 0.3702 - acc: 0.9351 - val_loss: 0.3697 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 00924: val_acc did not improve from 0.94225\n",
|
|
"Epoch 925/100000\n",
|
|
" - 18s - loss: 0.3703 - acc: 0.9348 - val_loss: 0.3726 - val_acc: 0.9257\n",
|
|
"\n",
|
|
"Epoch 00925: val_acc did not improve from 0.94225\n",
|
|
"Epoch 926/100000\n",
|
|
" - 19s - loss: 0.3722 - acc: 0.9347 - val_loss: 0.3712 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 00926: val_acc did not improve from 0.94225\n",
|
|
"Epoch 927/100000\n",
|
|
" - 18s - loss: 0.3684 - acc: 0.9355 - val_loss: 0.4057 - val_acc: 0.9200\n",
|
|
"\n",
|
|
"Epoch 00927: val_acc did not improve from 0.94225\n",
|
|
"Epoch 928/100000\n",
|
|
" - 19s - loss: 0.3702 - acc: 0.9346 - val_loss: 0.4334 - val_acc: 0.9022\n",
|
|
"\n",
|
|
"Epoch 00928: val_acc did not improve from 0.94225\n",
|
|
"Epoch 929/100000\n",
|
|
" - 18s - loss: 0.3699 - acc: 0.9349 - val_loss: 0.4640 - val_acc: 0.9127\n",
|
|
"\n",
|
|
"Epoch 00929: val_acc did not improve from 0.94225\n",
|
|
"Epoch 930/100000\n",
|
|
" - 19s - loss: 0.3703 - acc: 0.9351 - val_loss: 0.3636 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 00930: val_acc did not improve from 0.94225\n",
|
|
"Epoch 931/100000\n",
|
|
" - 18s - loss: 0.3701 - acc: 0.9346 - val_loss: 0.3531 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 00931: val_acc did not improve from 0.94225\n",
|
|
"Epoch 932/100000\n",
|
|
" - 19s - loss: 0.3676 - acc: 0.9357 - val_loss: 0.3653 - val_acc: 0.9331\n",
|
|
"\n",
|
|
"Epoch 00932: val_acc did not improve from 0.94225\n",
|
|
"Epoch 933/100000\n",
|
|
" - 18s - loss: 0.3756 - acc: 0.9345 - val_loss: 0.3529 - val_acc: 0.9394\n",
|
|
"\n",
|
|
"Epoch 00933: val_acc did not improve from 0.94225\n",
|
|
"Epoch 934/100000\n",
|
|
" - 19s - loss: 0.3711 - acc: 0.9356 - val_loss: 0.4170 - val_acc: 0.9113\n",
|
|
"\n",
|
|
"Epoch 00934: val_acc did not improve from 0.94225\n",
|
|
"Epoch 935/100000\n",
|
|
" - 19s - loss: 0.3702 - acc: 0.9355 - val_loss: 0.3608 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 00935: val_acc did not improve from 0.94225\n",
|
|
"Epoch 936/100000\n",
|
|
" - 18s - loss: 0.3688 - acc: 0.9356 - val_loss: 0.4597 - val_acc: 0.8720\n",
|
|
"\n",
|
|
"Epoch 00936: val_acc did not improve from 0.94225\n",
|
|
"Epoch 937/100000\n",
|
|
" - 19s - loss: 0.3703 - acc: 0.9348 - val_loss: 0.3580 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 00937: val_acc did not improve from 0.94225\n",
|
|
"Epoch 938/100000\n",
|
|
" - 19s - loss: 0.3664 - acc: 0.9359 - val_loss: 0.4087 - val_acc: 0.9040\n",
|
|
"\n",
|
|
"Epoch 00938: val_acc did not improve from 0.94225\n",
|
|
"Epoch 939/100000\n",
|
|
" - 19s - loss: 0.3741 - acc: 0.9349 - val_loss: 0.3821 - val_acc: 0.9242\n",
|
|
"\n",
|
|
"Epoch 00939: val_acc did not improve from 0.94225\n",
|
|
"Epoch 940/100000\n",
|
|
" - 19s - loss: 0.3692 - acc: 0.9348 - val_loss: 0.3700 - val_acc: 0.9323\n",
|
|
"\n",
|
|
"Epoch 00940: val_acc did not improve from 0.94225\n",
|
|
"Epoch 941/100000\n",
|
|
" - 19s - loss: 0.3694 - acc: 0.9345 - val_loss: 0.3679 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 00941: val_acc did not improve from 0.94225\n",
|
|
"Epoch 942/100000\n",
|
|
" - 18s - loss: 0.3711 - acc: 0.9349 - val_loss: 0.3549 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 00942: val_acc did not improve from 0.94225\n",
|
|
"Epoch 943/100000\n",
|
|
" - 19s - loss: 0.3654 - acc: 0.9361 - val_loss: 0.3527 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 00943: val_acc did not improve from 0.94225\n",
|
|
"Epoch 944/100000\n",
|
|
" - 19s - loss: 0.3694 - acc: 0.9351 - val_loss: 0.3573 - val_acc: 0.9362\n",
|
|
"\n",
|
|
"Epoch 00944: val_acc did not improve from 0.94225\n",
|
|
"Epoch 945/100000\n",
|
|
" - 19s - loss: 0.3687 - acc: 0.9358 - val_loss: 0.3673 - val_acc: 0.9304\n",
|
|
"\n",
|
|
"Epoch 00950: val_acc did not improve from 0.94225\n",
|
|
"Epoch 951/100000\n",
|
|
" - 19s - loss: 0.3675 - acc: 0.9357 - val_loss: 0.3832 - val_acc: 0.9180\n",
|
|
"\n",
|
|
"Epoch 00951: val_acc did not improve from 0.94225\n",
|
|
"Epoch 952/100000\n",
|
|
" - 19s - loss: 0.3693 - acc: 0.9354 - val_loss: 0.4486 - val_acc: 0.8881\n",
|
|
"\n",
|
|
"Epoch 00952: val_acc did not improve from 0.94225\n",
|
|
"Epoch 953/100000\n",
|
|
" - 19s - loss: 0.3696 - acc: 0.9348 - val_loss: 0.4675 - val_acc: 0.8906\n",
|
|
"\n",
|
|
"Epoch 00953: val_acc did not improve from 0.94225\n",
|
|
"Epoch 954/100000\n",
|
|
" - 19s - loss: 0.3689 - acc: 0.9347 - val_loss: 0.3679 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 00954: val_acc did not improve from 0.94225\n",
|
|
"Epoch 955/100000\n",
|
|
" - 18s - loss: 0.3666 - acc: 0.9361 - val_loss: 0.3597 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 00955: val_acc did not improve from 0.94225\n",
|
|
"Epoch 956/100000\n",
|
|
" - 19s - loss: 0.3726 - acc: 0.9349 - val_loss: 0.3635 - val_acc: 0.9372\n",
|
|
"\n",
|
|
"Epoch 00956: val_acc did not improve from 0.94225\n",
|
|
"Epoch 957/100000\n",
|
|
" - 19s - loss: 0.3707 - acc: 0.9356 - val_loss: 0.4386 - val_acc: 0.9002\n",
|
|
"\n",
|
|
"Epoch 00957: val_acc did not improve from 0.94225\n",
|
|
"Epoch 958/100000\n",
|
|
" - 19s - loss: 0.3684 - acc: 0.9353 - val_loss: 0.3702 - val_acc: 0.9296\n",
|
|
"\n",
|
|
"Epoch 00958: val_acc did not improve from 0.94225\n",
|
|
"Epoch 959/100000\n",
|
|
" - 19s - loss: 0.3669 - acc: 0.9360 - val_loss: 0.3556 - val_acc: 0.9383\n",
|
|
"\n",
|
|
"Epoch 00959: val_acc did not improve from 0.94225\n",
|
|
"Epoch 960/100000\n",
|
|
" - 19s - loss: 0.3710 - acc: 0.9350 - val_loss: 0.3578 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 00960: val_acc did not improve from 0.94225\n",
|
|
"Epoch 961/100000\n",
|
|
" - 19s - loss: 0.3681 - acc: 0.9352 - val_loss: 0.3766 - val_acc: 0.9243\n",
|
|
"\n",
|
|
"Epoch 00961: val_acc did not improve from 0.94225\n",
|
|
"Epoch 962/100000\n",
|
|
" - 19s - loss: 0.3706 - acc: 0.9346 - val_loss: 0.3936 - val_acc: 0.9216\n",
|
|
"\n",
|
|
"Epoch 00962: val_acc did not improve from 0.94225\n",
|
|
"Epoch 963/100000\n",
|
|
" - 19s - loss: 0.3680 - acc: 0.9353 - val_loss: 0.3806 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 00963: val_acc did not improve from 0.94225\n",
|
|
"Epoch 964/100000\n",
|
|
" - 18s - loss: 0.3697 - acc: 0.9355 - val_loss: 0.3882 - val_acc: 0.9182\n",
|
|
"\n",
|
|
"Epoch 00964: val_acc did not improve from 0.94225\n",
|
|
"Epoch 965/100000\n",
|
|
" - 19s - loss: 0.3692 - acc: 0.9355 - val_loss: 0.4790 - val_acc: 0.8930\n",
|
|
"\n",
|
|
"Epoch 00965: val_acc did not improve from 0.94225\n",
|
|
"Epoch 966/100000\n",
|
|
" - 18s - loss: 0.3680 - acc: 0.9356 - val_loss: 0.3589 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 00966: val_acc did not improve from 0.94225\n",
|
|
"Epoch 967/100000\n",
|
|
" - 19s - loss: 0.3679 - acc: 0.9358 - val_loss: 0.5199 - val_acc: 0.8695\n",
|
|
"\n",
|
|
"Epoch 00967: val_acc did not improve from 0.94225\n",
|
|
"Epoch 968/100000\n",
|
|
" - 19s - loss: 0.3671 - acc: 0.9356 - val_loss: 0.3737 - val_acc: 0.9349\n",
|
|
"\n",
|
|
"Epoch 00968: val_acc did not improve from 0.94225\n",
|
|
"Epoch 969/100000\n",
|
|
" - 18s - loss: 0.3689 - acc: 0.9351 - val_loss: 0.3668 - val_acc: 0.9390\n",
|
|
"\n",
|
|
"Epoch 00969: val_acc did not improve from 0.94225\n",
|
|
"Epoch 970/100000\n",
|
|
" - 19s - loss: 0.3769 - acc: 0.9355 - val_loss: 0.3705 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 00970: val_acc did not improve from 0.94225\n",
|
|
"Epoch 971/100000\n",
|
|
" - 18s - loss: 0.3741 - acc: 0.9342 - val_loss: 0.4023 - val_acc: 0.9199\n",
|
|
"\n",
|
|
"Epoch 00971: val_acc did not improve from 0.94225\n",
|
|
"Epoch 972/100000\n",
|
|
" - 19s - loss: 0.3709 - acc: 0.9355 - val_loss: 0.3594 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 00972: val_acc did not improve from 0.94225\n",
|
|
"Epoch 973/100000\n",
|
|
" - 18s - loss: 0.3688 - acc: 0.9348 - val_loss: 0.3753 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 00973: val_acc did not improve from 0.94225\n",
|
|
"Epoch 974/100000\n",
|
|
" - 18s - loss: 0.3688 - acc: 0.9351 - val_loss: 0.4787 - val_acc: 0.8756\n",
|
|
"\n",
|
|
"Epoch 00974: val_acc did not improve from 0.94225\n",
|
|
"Epoch 975/100000\n",
|
|
" - 19s - loss: 0.3675 - acc: 0.9353 - val_loss: 0.3528 - val_acc: 0.9387\n",
|
|
"\n",
|
|
"Epoch 00975: val_acc did not improve from 0.94225\n",
|
|
"Epoch 976/100000\n",
|
|
" - 18s - loss: 0.3698 - acc: 0.9355 - val_loss: 0.3602 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 00976: val_acc did not improve from 0.94225\n",
|
|
"Epoch 977/100000\n",
|
|
" - 19s - loss: 0.3671 - acc: 0.9355 - val_loss: 0.3692 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 00977: val_acc did not improve from 0.94225\n",
|
|
"Epoch 978/100000\n",
|
|
" - 18s - loss: 0.3673 - acc: 0.9353 - val_loss: 0.3905 - val_acc: 0.9179\n",
|
|
"\n",
|
|
"Epoch 00978: val_acc did not improve from 0.94225\n",
|
|
"Epoch 979/100000\n",
|
|
" - 19s - loss: 0.3662 - acc: 0.9355 - val_loss: 0.5235 - val_acc: 0.8545\n",
|
|
"\n",
|
|
"Epoch 00979: val_acc did not improve from 0.94225\n",
|
|
"Epoch 980/100000\n",
|
|
" - 19s - loss: 0.3711 - acc: 0.9344 - val_loss: 0.3732 - val_acc: 0.9262\n",
|
|
"\n",
|
|
"Epoch 00980: val_acc did not improve from 0.94225\n",
|
|
"Epoch 981/100000\n",
|
|
" - 19s - loss: 0.3689 - acc: 0.9350 - val_loss: 0.3575 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 00981: val_acc did not improve from 0.94225\n",
|
|
"Epoch 982/100000\n",
|
|
" - 19s - loss: 0.3659 - acc: 0.9362 - val_loss: 0.3526 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 00982: val_acc did not improve from 0.94225\n",
|
|
"Epoch 983/100000\n",
|
|
" - 19s - loss: 0.3649 - acc: 0.9355 - val_loss: 0.3654 - val_acc: 0.9303\n",
|
|
"\n",
|
|
"Epoch 00983: val_acc did not improve from 0.94225\n",
|
|
"Epoch 984/100000\n",
|
|
" - 18s - loss: 0.3696 - acc: 0.9349 - val_loss: 0.3543 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 00984: val_acc did not improve from 0.94225\n",
|
|
"Epoch 985/100000\n",
|
|
" - 19s - loss: 0.3678 - acc: 0.9355 - val_loss: 0.3865 - val_acc: 0.9215\n",
|
|
"\n",
|
|
"Epoch 00985: val_acc did not improve from 0.94225\n",
|
|
"Epoch 986/100000\n",
|
|
" - 18s - loss: 0.3683 - acc: 0.9355 - val_loss: 0.3663 - val_acc: 0.9261\n",
|
|
"\n",
|
|
"Epoch 00986: val_acc did not improve from 0.94225\n",
|
|
"Epoch 987/100000\n",
|
|
" - 19s - loss: 0.3692 - acc: 0.9351 - val_loss: 0.3641 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 00987: val_acc did not improve from 0.94225\n",
|
|
"Epoch 988/100000\n",
|
|
" - 18s - loss: 0.3711 - acc: 0.9350 - val_loss: 0.3741 - val_acc: 0.9322\n",
|
|
"\n",
|
|
"Epoch 00988: val_acc did not improve from 0.94225\n",
|
|
"Epoch 989/100000\n",
|
|
" - 19s - loss: 0.3714 - acc: 0.9352 - val_loss: 0.3934 - val_acc: 0.9291\n",
|
|
"\n",
|
|
"Epoch 00989: val_acc did not improve from 0.94225\n",
|
|
"Epoch 990/100000\n",
|
|
" - 18s - loss: 0.3706 - acc: 0.9352 - val_loss: 0.3845 - val_acc: 0.9182\n",
|
|
"\n",
|
|
"Epoch 00990: val_acc did not improve from 0.94225\n",
|
|
"Epoch 991/100000\n",
|
|
" - 19s - loss: 0.3686 - acc: 0.9357 - val_loss: 0.4132 - val_acc: 0.9096\n",
|
|
"\n",
|
|
"Epoch 00991: val_acc did not improve from 0.94225\n",
|
|
"Epoch 992/100000\n",
|
|
" - 18s - loss: 0.3685 - acc: 0.9353 - val_loss: 0.4026 - val_acc: 0.9117\n",
|
|
"\n",
|
|
"Epoch 00992: val_acc did not improve from 0.94225\n",
|
|
"Epoch 993/100000\n",
|
|
" - 19s - loss: 0.3671 - acc: 0.9361 - val_loss: 0.4523 - val_acc: 0.8918\n",
|
|
"\n",
|
|
"Epoch 00993: val_acc did not improve from 0.94225\n",
|
|
"Epoch 994/100000\n",
|
|
" - 19s - loss: 0.3655 - acc: 0.9353 - val_loss: 0.3633 - val_acc: 0.9392\n",
|
|
"\n",
|
|
"Epoch 00994: val_acc did not improve from 0.94225\n",
|
|
"Epoch 995/100000\n",
|
|
" - 18s - loss: 0.3707 - acc: 0.9350 - val_loss: 0.3904 - val_acc: 0.9223\n",
|
|
"\n",
|
|
"Epoch 00995: val_acc did not improve from 0.94225\n",
|
|
"Epoch 996/100000\n",
|
|
" - 19s - loss: 0.3713 - acc: 0.9350 - val_loss: 0.3561 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 00996: val_acc did not improve from 0.94225\n",
|
|
"Epoch 997/100000\n",
|
|
" - 18s - loss: 0.3665 - acc: 0.9359 - val_loss: 0.3723 - val_acc: 0.9282\n",
|
|
"\n",
|
|
"Epoch 00997: val_acc did not improve from 0.94225\n",
|
|
"Epoch 998/100000\n",
|
|
" - 19s - loss: 0.3659 - acc: 0.9362 - val_loss: 0.3898 - val_acc: 0.9191\n",
|
|
"\n",
|
|
"Epoch 00998: val_acc did not improve from 0.94225\n",
|
|
"Epoch 999/100000\n",
|
|
" - 19s - loss: 0.3689 - acc: 0.9345 - val_loss: 0.3863 - val_acc: 0.9168\n",
|
|
"\n",
|
|
"Epoch 00999: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1000/100000\n",
|
|
" - 19s - loss: 0.3655 - acc: 0.9360 - val_loss: 0.3560 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 01000: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1001/100000\n",
|
|
" - 19s - loss: 0.3689 - acc: 0.9357 - val_loss: 0.4617 - val_acc: 0.8773\n",
|
|
"\n",
|
|
"Epoch 01001: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1002/100000\n",
|
|
" - 19s - loss: 0.3702 - acc: 0.9354 - val_loss: 0.4845 - val_acc: 0.8792\n",
|
|
"\n",
|
|
"Epoch 01002: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1003/100000\n",
|
|
" - 18s - loss: 0.3726 - acc: 0.9343 - val_loss: 0.4135 - val_acc: 0.9026\n",
|
|
"\n",
|
|
"Epoch 01003: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1004/100000\n",
|
|
" - 19s - loss: 0.3658 - acc: 0.9359 - val_loss: 0.3567 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 01004: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1005/100000\n",
|
|
" - 18s - loss: 0.3694 - acc: 0.9351 - val_loss: 0.3876 - val_acc: 0.9230\n",
|
|
"\n",
|
|
"Epoch 01005: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1006/100000\n",
|
|
" - 20s - loss: 0.3688 - acc: 0.9342 - val_loss: 0.4080 - val_acc: 0.9221\n",
|
|
"\n",
|
|
"Epoch 01006: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1007/100000\n",
|
|
" - 19s - loss: 0.3708 - acc: 0.9352 - val_loss: 0.3818 - val_acc: 0.9192\n",
|
|
"\n",
|
|
"Epoch 01007: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1008/100000\n",
|
|
" - 19s - loss: 0.3699 - acc: 0.9350 - val_loss: 0.3908 - val_acc: 0.9166\n",
|
|
"\n",
|
|
"Epoch 01008: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1009/100000\n",
|
|
" - 19s - loss: 0.3729 - acc: 0.9347 - val_loss: 0.4244 - val_acc: 0.9037\n",
|
|
"\n",
|
|
"Epoch 01009: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1010/100000\n",
|
|
" - 18s - loss: 0.3700 - acc: 0.9356 - val_loss: 0.3676 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 01010: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1011/100000\n",
|
|
" - 19s - loss: 0.3694 - acc: 0.9349 - val_loss: 0.3629 - val_acc: 0.9315\n",
|
|
"\n",
|
|
"Epoch 01011: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1012/100000\n",
|
|
" - 18s - loss: 0.3699 - acc: 0.9352 - val_loss: 0.3848 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 01012: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1013/100000\n",
|
|
" - 19s - loss: 0.3672 - acc: 0.9358 - val_loss: 0.4152 - val_acc: 0.9199\n",
|
|
"\n",
|
|
"Epoch 01013: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1014/100000\n",
|
|
" - 18s - loss: 0.3681 - acc: 0.9350 - val_loss: 0.4354 - val_acc: 0.8935\n",
|
|
"\n",
|
|
"Epoch 01014: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1015/100000\n",
|
|
" - 18s - loss: 0.3664 - acc: 0.9353 - val_loss: 0.3524 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 01015: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1016/100000\n",
|
|
" - 19s - loss: 0.3688 - acc: 0.9359 - val_loss: 0.4288 - val_acc: 0.9082\n",
|
|
"\n",
|
|
"Epoch 01016: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1017/100000\n",
|
|
" - 19s - loss: 0.3750 - acc: 0.9343 - val_loss: 0.3659 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 01017: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1018/100000\n",
|
|
" - 19s - loss: 0.3671 - acc: 0.9364 - val_loss: 0.3569 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 01018: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1019/100000\n",
|
|
" - 19s - loss: 0.3704 - acc: 0.9347 - val_loss: 0.3696 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 01019: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1020/100000\n",
|
|
" - 19s - loss: 0.3664 - acc: 0.9361 - val_loss: 0.3648 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 01020: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1021/100000\n",
|
|
" - 19s - loss: 0.3674 - acc: 0.9356 - val_loss: 0.3922 - val_acc: 0.9088\n",
|
|
"\n",
|
|
"Epoch 01021: val_acc did not improve from 0.94225\n",
|
|
"\n",
|
|
"Epoch 01021: ReduceLROnPlateau reducing learning rate to 0.0007737808919046074.\n",
|
|
"Epoch 1022/100000\n",
|
|
" - 19s - loss: 0.3610 - acc: 0.9354 - val_loss: 0.3905 - val_acc: 0.9103\n",
|
|
"\n",
|
|
"Epoch 01022: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1023/100000\n",
|
|
" - 19s - loss: 0.3582 - acc: 0.9358 - val_loss: 0.3477 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 01023: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1024/100000\n",
|
|
" - 19s - loss: 0.3586 - acc: 0.9362 - val_loss: 0.4202 - val_acc: 0.9004\n",
|
|
"\n",
|
|
"Epoch 01024: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1025/100000\n",
|
|
" - 19s - loss: 0.3600 - acc: 0.9349 - val_loss: 0.3616 - val_acc: 0.9297\n",
|
|
"\n",
|
|
"Epoch 01025: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1026/100000\n",
|
|
" - 18s - loss: 0.3586 - acc: 0.9364 - val_loss: 0.3522 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 01026: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1027/100000\n",
|
|
" - 19s - loss: 0.3590 - acc: 0.9356 - val_loss: 0.3971 - val_acc: 0.9078\n",
|
|
"\n",
|
|
"Epoch 01027: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1028/100000\n",
|
|
" - 19s - loss: 0.3606 - acc: 0.9352 - val_loss: 0.3717 - val_acc: 0.9326\n",
|
|
"\n",
|
|
"Epoch 01028: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1029/100000\n",
|
|
" - 18s - loss: 0.3629 - acc: 0.9355 - val_loss: 0.3563 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 01029: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1030/100000\n",
|
|
" - 18s - loss: 0.3625 - acc: 0.9353 - val_loss: 0.3926 - val_acc: 0.9314\n",
|
|
"\n",
|
|
"Epoch 01030: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1031/100000\n",
|
|
" - 19s - loss: 0.3589 - acc: 0.9354 - val_loss: 0.3511 - val_acc: 0.9389\n",
|
|
"\n",
|
|
"Epoch 01031: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1032/100000\n",
|
|
" - 19s - loss: 0.3600 - acc: 0.9356 - val_loss: 0.3683 - val_acc: 0.9300\n",
|
|
"\n",
|
|
"Epoch 01032: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1033/100000\n",
|
|
" - 18s - loss: 0.3598 - acc: 0.9362 - val_loss: 0.3531 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01033: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1034/100000\n",
|
|
" - 19s - loss: 0.3602 - acc: 0.9353 - val_loss: 0.3663 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 01034: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1035/100000\n",
|
|
" - 18s - loss: 0.3640 - acc: 0.9360 - val_loss: 0.3815 - val_acc: 0.9166\n",
|
|
"\n",
|
|
"Epoch 01035: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1036/100000\n",
|
|
" - 19s - loss: 0.3620 - acc: 0.9357 - val_loss: 0.3550 - val_acc: 0.9300\n",
|
|
"\n",
|
|
"Epoch 01036: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1037/100000\n",
|
|
" - 19s - loss: 0.3655 - acc: 0.9343 - val_loss: 0.4479 - val_acc: 0.8834\n",
|
|
"\n",
|
|
"Epoch 01037: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1038/100000\n",
|
|
" - 19s - loss: 0.3594 - acc: 0.9357 - val_loss: 0.4071 - val_acc: 0.9060\n",
|
|
"\n",
|
|
"Epoch 01038: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1039/100000\n",
|
|
" - 18s - loss: 0.3608 - acc: 0.9356 - val_loss: 0.3546 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 01039: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1040/100000\n",
|
|
" - 19s - loss: 0.3588 - acc: 0.9354 - val_loss: 0.3529 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 01040: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1041/100000\n",
|
|
" - 19s - loss: 0.3620 - acc: 0.9354 - val_loss: 0.3611 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 01041: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1042/100000\n",
|
|
" - 19s - loss: 0.3586 - acc: 0.9356 - val_loss: 0.3821 - val_acc: 0.9175\n",
|
|
"\n",
|
|
"Epoch 01042: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1043/100000\n",
|
|
" - 19s - loss: 0.3590 - acc: 0.9360 - val_loss: 0.3599 - val_acc: 0.9237\n",
|
|
"\n",
|
|
"Epoch 01043: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1044/100000\n",
|
|
" - 18s - loss: 0.3586 - acc: 0.9359 - val_loss: 0.4377 - val_acc: 0.8873\n",
|
|
"\n",
|
|
"Epoch 01044: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1045/100000\n",
|
|
" - 19s - loss: 0.3599 - acc: 0.9367 - val_loss: 0.3597 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01045: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1046/100000\n",
|
|
" - 19s - loss: 0.3620 - acc: 0.9354 - val_loss: 0.3557 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 01046: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1047/100000\n",
|
|
" - 19s - loss: 0.3574 - acc: 0.9366 - val_loss: 0.4169 - val_acc: 0.9222\n",
|
|
"\n",
|
|
"Epoch 01047: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1048/100000\n",
|
|
" - 19s - loss: 0.3611 - acc: 0.9353 - val_loss: 0.3805 - val_acc: 0.9238\n",
|
|
"\n",
|
|
"Epoch 01048: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1049/100000\n",
|
|
" - 19s - loss: 0.3616 - acc: 0.9369 - val_loss: 0.3614 - val_acc: 0.9269\n",
|
|
"\n",
|
|
"Epoch 01049: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1050/100000\n",
|
|
" - 19s - loss: 0.3596 - acc: 0.9362 - val_loss: 0.3883 - val_acc: 0.9196\n",
|
|
"\n",
|
|
"Epoch 01050: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1051/100000\n",
|
|
" - 19s - loss: 0.3592 - acc: 0.9362 - val_loss: 0.3851 - val_acc: 0.9248\n",
|
|
"\n",
|
|
"Epoch 01051: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1052/100000\n",
|
|
" - 19s - loss: 0.3614 - acc: 0.9350 - val_loss: 0.3693 - val_acc: 0.9322\n",
|
|
"\n",
|
|
"Epoch 01052: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1053/100000\n",
|
|
" - 19s - loss: 0.3604 - acc: 0.9357 - val_loss: 0.3481 - val_acc: 0.9389\n",
|
|
"\n",
|
|
"Epoch 01053: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1054/100000\n",
|
|
" - 19s - loss: 0.3616 - acc: 0.9358 - val_loss: 0.3653 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 01054: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1055/100000\n",
|
|
" - 19s - loss: 0.3610 - acc: 0.9362 - val_loss: 0.3789 - val_acc: 0.9315\n",
|
|
"\n",
|
|
"Epoch 01055: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1056/100000\n",
|
|
" - 18s - loss: 0.3603 - acc: 0.9357 - val_loss: 0.3585 - val_acc: 0.9322\n",
|
|
"\n",
|
|
"Epoch 01056: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1057/100000\n",
|
|
" - 18s - loss: 0.3579 - acc: 0.9354 - val_loss: 0.3861 - val_acc: 0.9181\n",
|
|
"\n",
|
|
"Epoch 01057: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1058/100000\n",
|
|
" - 19s - loss: 0.3603 - acc: 0.9352 - val_loss: 0.3684 - val_acc: 0.9287\n",
|
|
"\n",
|
|
"Epoch 01058: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1059/100000\n",
|
|
" - 18s - loss: 0.3592 - acc: 0.9366 - val_loss: 0.3538 - val_acc: 0.9326\n",
|
|
"\n",
|
|
"Epoch 01059: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1060/100000\n",
|
|
" - 19s - loss: 0.3617 - acc: 0.9355 - val_loss: 0.3526 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 01060: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1061/100000\n",
|
|
" - 19s - loss: 0.3620 - acc: 0.9354 - val_loss: 0.4439 - val_acc: 0.9052\n",
|
|
"\n",
|
|
"Epoch 01061: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1062/100000\n",
|
|
" - 19s - loss: 0.3597 - acc: 0.9361 - val_loss: 0.3466 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 01062: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1063/100000\n",
|
|
" - 19s - loss: 0.3620 - acc: 0.9349 - val_loss: 0.3642 - val_acc: 0.9311\n",
|
|
"\n",
|
|
"Epoch 01063: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1064/100000\n",
|
|
" - 19s - loss: 0.3596 - acc: 0.9355 - val_loss: 0.3436 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 01064: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1065/100000\n",
|
|
" - 19s - loss: 0.3580 - acc: 0.9367 - val_loss: 0.3443 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 01065: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1066/100000\n",
|
|
" - 19s - loss: 0.3603 - acc: 0.9358 - val_loss: 0.3527 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 01066: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1067/100000\n",
|
|
" - 19s - loss: 0.3625 - acc: 0.9363 - val_loss: 0.3588 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 01067: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1068/100000\n",
|
|
" - 19s - loss: 0.3609 - acc: 0.9352 - val_loss: 0.3745 - val_acc: 0.9270\n",
|
|
"\n",
|
|
"Epoch 01068: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1069/100000\n",
|
|
" - 19s - loss: 0.3591 - acc: 0.9362 - val_loss: 0.3635 - val_acc: 0.9271\n",
|
|
"\n",
|
|
"Epoch 01069: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1070/100000\n",
|
|
" - 19s - loss: 0.3607 - acc: 0.9359 - val_loss: 0.3800 - val_acc: 0.9260\n",
|
|
"\n",
|
|
"Epoch 01070: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1071/100000\n",
|
|
" - 19s - loss: 0.3626 - acc: 0.9359 - val_loss: 0.3877 - val_acc: 0.9150\n",
|
|
"\n",
|
|
"Epoch 01071: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1072/100000\n",
|
|
" - 19s - loss: 0.3612 - acc: 0.9355 - val_loss: 0.3566 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 01072: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1073/100000\n",
|
|
" - 18s - loss: 0.3633 - acc: 0.9351 - val_loss: 0.3567 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 01073: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1074/100000\n",
|
|
" - 19s - loss: 0.3589 - acc: 0.9356 - val_loss: 0.3495 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 01074: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1075/100000\n",
|
|
" - 19s - loss: 0.3580 - acc: 0.9355 - val_loss: 0.3666 - val_acc: 0.9309\n",
|
|
"\n",
|
|
"Epoch 01075: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1076/100000\n",
|
|
" - 19s - loss: 0.3577 - acc: 0.9362 - val_loss: 0.3483 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 01076: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1077/100000\n",
|
|
" - 19s - loss: 0.3592 - acc: 0.9358 - val_loss: 0.3499 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 01077: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1078/100000\n",
|
|
" - 18s - loss: 0.3560 - acc: 0.9368 - val_loss: 0.4120 - val_acc: 0.9058\n",
|
|
"\n",
|
|
"Epoch 01078: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1079/100000\n",
|
|
" - 19s - loss: 0.3602 - acc: 0.9357 - val_loss: 0.3637 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 01079: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1080/100000\n",
|
|
" - 18s - loss: 0.3582 - acc: 0.9359 - val_loss: 0.3686 - val_acc: 0.9272\n",
|
|
"\n",
|
|
"Epoch 01080: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1081/100000\n",
|
|
" - 19s - loss: 0.3609 - acc: 0.9353 - val_loss: 0.3763 - val_acc: 0.9190\n",
|
|
"\n",
|
|
"Epoch 01081: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1082/100000\n",
|
|
" - 19s - loss: 0.3597 - acc: 0.9355 - val_loss: 0.3695 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 01082: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1083/100000\n",
|
|
" - 19s - loss: 0.3629 - acc: 0.9355 - val_loss: 0.3737 - val_acc: 0.9273\n",
|
|
"\n",
|
|
"Epoch 01083: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1084/100000\n",
|
|
" - 18s - loss: 0.3574 - acc: 0.9369 - val_loss: 0.3719 - val_acc: 0.9184\n",
|
|
"\n",
|
|
"Epoch 01084: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1085/100000\n",
|
|
" - 19s - loss: 0.3601 - acc: 0.9356 - val_loss: 0.3503 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 01085: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1086/100000\n",
|
|
" - 19s - loss: 0.3589 - acc: 0.9359 - val_loss: 0.3958 - val_acc: 0.9151\n",
|
|
"\n",
|
|
"Epoch 01086: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1087/100000\n",
|
|
" - 19s - loss: 0.3596 - acc: 0.9356 - val_loss: 0.3657 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 01087: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1088/100000\n",
|
|
" - 19s - loss: 0.3619 - acc: 0.9356 - val_loss: 0.3708 - val_acc: 0.9258\n",
|
|
"\n",
|
|
"Epoch 01088: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1089/100000\n",
|
|
" - 19s - loss: 0.3614 - acc: 0.9355 - val_loss: 0.3594 - val_acc: 0.9331\n",
|
|
"\n",
|
|
"Epoch 01089: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1090/100000\n",
|
|
" - 18s - loss: 0.3632 - acc: 0.9355 - val_loss: 0.3885 - val_acc: 0.9230\n",
|
|
"\n",
|
|
"Epoch 01090: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1091/100000\n",
|
|
" - 19s - loss: 0.3611 - acc: 0.9352 - val_loss: 0.3528 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 01091: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1092/100000\n",
|
|
" - 19s - loss: 0.3596 - acc: 0.9357 - val_loss: 0.4545 - val_acc: 0.8758\n",
|
|
"\n",
|
|
"Epoch 01092: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1093/100000\n",
|
|
" - 18s - loss: 0.3593 - acc: 0.9356 - val_loss: 0.3640 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 01093: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1094/100000\n",
|
|
" - 19s - loss: 0.3573 - acc: 0.9365 - val_loss: 0.3825 - val_acc: 0.9177\n",
|
|
"\n",
|
|
"Epoch 01094: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1095/100000\n",
|
|
" - 18s - loss: 0.3582 - acc: 0.9358 - val_loss: 0.3581 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 01095: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1096/100000\n",
|
|
" - 19s - loss: 0.3564 - acc: 0.9358 - val_loss: 0.3449 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 01096: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1097/100000\n",
|
|
" - 18s - loss: 0.3602 - acc: 0.9354 - val_loss: 0.3632 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 01097: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1098/100000\n",
|
|
" - 19s - loss: 0.3576 - acc: 0.9361 - val_loss: 0.4003 - val_acc: 0.9083\n",
|
|
"\n",
|
|
"Epoch 01098: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1099/100000\n",
|
|
" - 19s - loss: 0.3591 - acc: 0.9355 - val_loss: 0.3667 - val_acc: 0.9323\n",
|
|
"\n",
|
|
"Epoch 01099: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1100/100000\n",
|
|
" - 19s - loss: 0.3607 - acc: 0.9351 - val_loss: 0.4439 - val_acc: 0.9078\n",
|
|
"\n",
|
|
"Epoch 01100: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1101/100000\n",
|
|
" - 18s - loss: 0.3569 - acc: 0.9362 - val_loss: 0.3593 - val_acc: 0.9314\n",
|
|
"\n",
|
|
"Epoch 01101: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1102/100000\n",
|
|
" - 18s - loss: 0.3618 - acc: 0.9352 - val_loss: 0.4063 - val_acc: 0.9079\n",
|
|
"\n",
|
|
"Epoch 01102: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1103/100000\n",
|
|
" - 19s - loss: 0.3613 - acc: 0.9356 - val_loss: 0.3780 - val_acc: 0.9300\n",
|
|
"\n",
|
|
"Epoch 01103: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1104/100000\n",
|
|
" - 18s - loss: 0.3572 - acc: 0.9363 - val_loss: 0.3644 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 01104: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1105/100000\n",
|
|
" - 19s - loss: 0.3599 - acc: 0.9351 - val_loss: 0.3491 - val_acc: 0.9362\n",
|
|
"\n",
|
|
"Epoch 01105: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1106/100000\n",
|
|
" - 19s - loss: 0.3601 - acc: 0.9358 - val_loss: 0.4023 - val_acc: 0.9279\n",
|
|
"\n",
|
|
"Epoch 01106: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1107/100000\n",
|
|
" - 19s - loss: 0.3575 - acc: 0.9367 - val_loss: 0.3596 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 01107: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1108/100000\n",
|
|
" - 19s - loss: 0.3593 - acc: 0.9354 - val_loss: 0.3698 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01108: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1109/100000\n",
|
|
" - 19s - loss: 0.3579 - acc: 0.9368 - val_loss: 0.3541 - val_acc: 0.9389\n",
|
|
"\n",
|
|
"Epoch 01109: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1110/100000\n",
|
|
" - 19s - loss: 0.3609 - acc: 0.9358 - val_loss: 0.3623 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 01110: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1111/100000\n",
|
|
" - 19s - loss: 0.3579 - acc: 0.9358 - val_loss: 0.4410 - val_acc: 0.9088\n",
|
|
"\n",
|
|
"Epoch 01111: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1112/100000\n",
|
|
" - 19s - loss: 0.3606 - acc: 0.9348 - val_loss: 0.3723 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 01112: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1113/100000\n",
|
|
" - 19s - loss: 0.3601 - acc: 0.9366 - val_loss: 0.3540 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 01113: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1114/100000\n",
|
|
" - 19s - loss: 0.3583 - acc: 0.9360 - val_loss: 0.3552 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 01114: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1115/100000\n",
|
|
" - 18s - loss: 0.3563 - acc: 0.9367 - val_loss: 0.3485 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 01115: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1116/100000\n",
|
|
" - 19s - loss: 0.3575 - acc: 0.9362 - val_loss: 0.3540 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 01116: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1117/100000\n",
|
|
" - 18s - loss: 0.3630 - acc: 0.9350 - val_loss: 0.4921 - val_acc: 0.8713\n",
|
|
"\n",
|
|
"Epoch 01117: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1118/100000\n",
|
|
" - 18s - loss: 0.3612 - acc: 0.9363 - val_loss: 0.3579 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 01118: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1119/100000\n",
|
|
" - 19s - loss: 0.3641 - acc: 0.9357 - val_loss: 0.3490 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 01119: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1120/100000\n",
|
|
" - 19s - loss: 0.3560 - acc: 0.9368 - val_loss: 0.3551 - val_acc: 0.9309\n",
|
|
"\n",
|
|
"Epoch 01120: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1121/100000\n",
|
|
" - 19s - loss: 0.3597 - acc: 0.9358 - val_loss: 0.3585 - val_acc: 0.9309\n",
|
|
"\n",
|
|
"Epoch 01121: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1122/100000\n",
|
|
" - 19s - loss: 0.3572 - acc: 0.9366 - val_loss: 0.3454 - val_acc: 0.9396\n",
|
|
"\n",
|
|
"Epoch 01122: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1123/100000\n",
|
|
" - 19s - loss: 0.3565 - acc: 0.9365 - val_loss: 0.3447 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 01123: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1124/100000\n",
|
|
" - 19s - loss: 0.3571 - acc: 0.9358 - val_loss: 0.3658 - val_acc: 0.9291\n",
|
|
"\n",
|
|
"Epoch 01124: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1125/100000\n",
|
|
" - 18s - loss: 0.3639 - acc: 0.9360 - val_loss: 0.3565 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 01125: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1126/100000\n",
|
|
" - 19s - loss: 0.3652 - acc: 0.9359 - val_loss: 0.4050 - val_acc: 0.9264\n",
|
|
"\n",
|
|
"Epoch 01126: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1127/100000\n",
|
|
" - 19s - loss: 0.3605 - acc: 0.9361 - val_loss: 0.3539 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 01127: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1128/100000\n",
|
|
" - 18s - loss: 0.3621 - acc: 0.9366 - val_loss: 0.3543 - val_acc: 0.9367\n",
|
|
"\n",
|
|
"Epoch 01128: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1129/100000\n",
|
|
" - 19s - loss: 0.3603 - acc: 0.9362 - val_loss: 0.3643 - val_acc: 0.9265\n",
|
|
"\n",
|
|
"Epoch 01129: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1130/100000\n",
|
|
" - 19s - loss: 0.3581 - acc: 0.9364 - val_loss: 0.3483 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 01130: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1131/100000\n",
|
|
" - 19s - loss: 0.3589 - acc: 0.9351 - val_loss: 0.4475 - val_acc: 0.8930\n",
|
|
"\n",
|
|
"Epoch 01131: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1132/100000\n",
|
|
" - 18s - loss: 0.3563 - acc: 0.9364 - val_loss: 0.3564 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 01132: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1133/100000\n",
|
|
" - 19s - loss: 0.3603 - acc: 0.9357 - val_loss: 0.3730 - val_acc: 0.9294\n",
|
|
"\n",
|
|
"Epoch 01133: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1134/100000\n",
|
|
" - 19s - loss: 0.3575 - acc: 0.9366 - val_loss: 0.4411 - val_acc: 0.8936\n",
|
|
"\n",
|
|
"Epoch 01134: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1135/100000\n",
|
|
" - 18s - loss: 0.3608 - acc: 0.9361 - val_loss: 0.4857 - val_acc: 0.8861\n",
|
|
"\n",
|
|
"Epoch 01135: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1136/100000\n",
|
|
" - 18s - loss: 0.3579 - acc: 0.9358 - val_loss: 0.4125 - val_acc: 0.9252\n",
|
|
"\n",
|
|
"Epoch 01136: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1137/100000\n",
|
|
" - 18s - loss: 0.3558 - acc: 0.9361 - val_loss: 0.3608 - val_acc: 0.9316\n",
|
|
"\n",
|
|
"Epoch 01137: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1138/100000\n",
|
|
" - 19s - loss: 0.3575 - acc: 0.9359 - val_loss: 0.3970 - val_acc: 0.9120\n",
|
|
"\n",
|
|
"Epoch 01138: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1139/100000\n",
|
|
" - 18s - loss: 0.3571 - acc: 0.9358 - val_loss: 0.4211 - val_acc: 0.8972\n",
|
|
"\n",
|
|
"Epoch 01139: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1140/100000\n",
|
|
" - 19s - loss: 0.3610 - acc: 0.9353 - val_loss: 0.3916 - val_acc: 0.9168\n",
|
|
"\n",
|
|
"Epoch 01140: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1141/100000\n",
|
|
" - 18s - loss: 0.3594 - acc: 0.9355 - val_loss: 0.3521 - val_acc: 0.9401\n",
|
|
"\n",
|
|
"Epoch 01141: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1142/100000\n",
|
|
" - 19s - loss: 0.3593 - acc: 0.9366 - val_loss: 0.3431 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 01142: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1143/100000\n",
|
|
" - 18s - loss: 0.3612 - acc: 0.9358 - val_loss: 0.3640 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 01143: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1144/100000\n",
|
|
" - 19s - loss: 0.3584 - acc: 0.9358 - val_loss: 0.3558 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 01144: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1145/100000\n",
|
|
" - 18s - loss: 0.3606 - acc: 0.9360 - val_loss: 0.3875 - val_acc: 0.9244\n",
|
|
"\n",
|
|
"Epoch 01145: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1146/100000\n",
|
|
" - 19s - loss: 0.3598 - acc: 0.9367 - val_loss: 0.3411 - val_acc: 0.9384\n",
|
|
"\n",
|
|
"Epoch 01146: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1147/100000\n",
|
|
" - 18s - loss: 0.3593 - acc: 0.9358 - val_loss: 0.3730 - val_acc: 0.9281\n",
|
|
"\n",
|
|
"Epoch 01147: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1148/100000\n",
|
|
" - 18s - loss: 0.3572 - acc: 0.9367 - val_loss: 0.3561 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 01148: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1149/100000\n",
|
|
" - 19s - loss: 0.3627 - acc: 0.9357 - val_loss: 0.3520 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 01149: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1150/100000\n",
|
|
" - 19s - loss: 0.3573 - acc: 0.9361 - val_loss: 0.3520 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 01150: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1151/100000\n",
|
|
" - 18s - loss: 0.3613 - acc: 0.9353 - val_loss: 0.3449 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 01151: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1152/100000\n",
|
|
" - 19s - loss: 0.3597 - acc: 0.9361 - val_loss: 0.4182 - val_acc: 0.9023\n",
|
|
"\n",
|
|
"Epoch 01152: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1153/100000\n",
|
|
" - 18s - loss: 0.3603 - acc: 0.9359 - val_loss: 0.3829 - val_acc: 0.9202\n",
|
|
"\n",
|
|
"Epoch 01153: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1154/100000\n",
|
|
" - 19s - loss: 0.3611 - acc: 0.9352 - val_loss: 0.3667 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 01154: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1155/100000\n",
|
|
" - 18s - loss: 0.3588 - acc: 0.9361 - val_loss: 0.3589 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 01155: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1156/100000\n",
|
|
" - 19s - loss: 0.3581 - acc: 0.9361 - val_loss: 0.4061 - val_acc: 0.9257\n",
|
|
"\n",
|
|
"Epoch 01156: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1157/100000\n",
|
|
" - 19s - loss: 0.3615 - acc: 0.9355 - val_loss: 0.3540 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 01157: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1158/100000\n",
|
|
" - 19s - loss: 0.3584 - acc: 0.9359 - val_loss: 0.3480 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 01158: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1159/100000\n",
|
|
" - 19s - loss: 0.3590 - acc: 0.9365 - val_loss: 0.6041 - val_acc: 0.8105\n",
|
|
"\n",
|
|
"Epoch 01159: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1160/100000\n",
|
|
" - 19s - loss: 0.3589 - acc: 0.9364 - val_loss: 0.3692 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 01160: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1161/100000\n",
|
|
" - 19s - loss: 0.3609 - acc: 0.9356 - val_loss: 0.3574 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 01161: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1162/100000\n",
|
|
" - 19s - loss: 0.3600 - acc: 0.9359 - val_loss: 0.3821 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 01162: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1163/100000\n",
|
|
" - 19s - loss: 0.3597 - acc: 0.9360 - val_loss: 0.3619 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 01163: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1164/100000\n",
|
|
" - 19s - loss: 0.3723 - acc: 0.9346 - val_loss: 0.3601 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 01164: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1165/100000\n",
|
|
" - 18s - loss: 0.3625 - acc: 0.9358 - val_loss: 0.3693 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01165: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1166/100000\n",
|
|
" - 19s - loss: 0.3606 - acc: 0.9363 - val_loss: 0.3890 - val_acc: 0.9250\n",
|
|
"\n",
|
|
"Epoch 01166: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1167/100000\n",
|
|
" - 18s - loss: 0.3588 - acc: 0.9366 - val_loss: 0.3762 - val_acc: 0.9238\n",
|
|
"\n",
|
|
"Epoch 01167: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1168/100000\n",
|
|
" - 19s - loss: 0.3590 - acc: 0.9358 - val_loss: 0.3602 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 01168: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1169/100000\n",
|
|
" - 18s - loss: 0.3548 - acc: 0.9369 - val_loss: 0.3650 - val_acc: 0.9312\n",
|
|
"\n",
|
|
"Epoch 01169: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1170/100000\n",
|
|
" - 19s - loss: 0.3600 - acc: 0.9356 - val_loss: 0.3917 - val_acc: 0.9190\n",
|
|
"\n",
|
|
"Epoch 01170: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1171/100000\n",
|
|
" - 19s - loss: 0.3592 - acc: 0.9357 - val_loss: 0.5134 - val_acc: 0.8695\n",
|
|
"\n",
|
|
"Epoch 01171: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1172/100000\n",
|
|
" - 18s - loss: 0.3580 - acc: 0.9363 - val_loss: 0.3624 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 01172: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1173/100000\n",
|
|
" - 19s - loss: 0.3577 - acc: 0.9356 - val_loss: 0.3523 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 01173: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1174/100000\n",
|
|
" - 19s - loss: 0.3579 - acc: 0.9360 - val_loss: 0.3914 - val_acc: 0.9199\n",
|
|
"\n",
|
|
"Epoch 01174: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1175/100000\n",
|
|
" - 18s - loss: 0.3570 - acc: 0.9364 - val_loss: 0.4204 - val_acc: 0.9030\n",
|
|
"\n",
|
|
"Epoch 01175: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1176/100000\n",
|
|
" - 19s - loss: 0.3591 - acc: 0.9358 - val_loss: 0.3784 - val_acc: 0.9281\n",
|
|
"\n",
|
|
"Epoch 01176: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1177/100000\n",
|
|
" - 19s - loss: 0.3616 - acc: 0.9355 - val_loss: 0.3564 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 01177: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1178/100000\n",
|
|
" - 18s - loss: 0.3605 - acc: 0.9352 - val_loss: 0.3502 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 01178: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1179/100000\n",
|
|
" - 19s - loss: 0.3600 - acc: 0.9356 - val_loss: 0.4329 - val_acc: 0.9030\n",
|
|
"\n",
|
|
"Epoch 01179: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1180/100000\n",
|
|
" - 18s - loss: 0.3597 - acc: 0.9359 - val_loss: 0.3773 - val_acc: 0.9279\n",
|
|
"\n",
|
|
"Epoch 01180: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1181/100000\n",
|
|
" - 19s - loss: 0.3578 - acc: 0.9365 - val_loss: 0.3541 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 01181: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1182/100000\n",
|
|
" - 19s - loss: 0.3647 - acc: 0.9351 - val_loss: 0.3621 - val_acc: 0.9267\n",
|
|
"\n",
|
|
"Epoch 01182: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1183/100000\n",
|
|
" - 19s - loss: 0.3602 - acc: 0.9362 - val_loss: 0.3877 - val_acc: 0.9190\n",
|
|
"\n",
|
|
"Epoch 01183: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1184/100000\n",
|
|
" - 19s - loss: 0.3580 - acc: 0.9358 - val_loss: 0.3559 - val_acc: 0.9326\n",
|
|
"\n",
|
|
"Epoch 01184: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1185/100000\n",
|
|
" - 18s - loss: 0.3565 - acc: 0.9370 - val_loss: 0.4044 - val_acc: 0.9096\n",
|
|
"\n",
|
|
"Epoch 01185: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1186/100000\n",
|
|
" - 19s - loss: 0.3580 - acc: 0.9352 - val_loss: 0.3478 - val_acc: 0.9392\n",
|
|
"\n",
|
|
"Epoch 01186: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1187/100000\n",
|
|
" - 19s - loss: 0.3560 - acc: 0.9363 - val_loss: 0.3496 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 01187: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1188/100000\n",
|
|
" - 19s - loss: 0.3588 - acc: 0.9356 - val_loss: 0.3934 - val_acc: 0.9141\n",
|
|
"\n",
|
|
"Epoch 01188: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1189/100000\n",
|
|
" - 19s - loss: 0.3583 - acc: 0.9361 - val_loss: 0.4334 - val_acc: 0.8921\n",
|
|
"\n",
|
|
"Epoch 01189: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1190/100000\n",
|
|
" - 19s - loss: 0.3598 - acc: 0.9358 - val_loss: 0.3973 - val_acc: 0.9169\n",
|
|
"\n",
|
|
"Epoch 01190: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1191/100000\n",
|
|
" - 19s - loss: 0.3587 - acc: 0.9362 - val_loss: 0.3464 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 01191: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1192/100000\n",
|
|
" - 19s - loss: 0.3596 - acc: 0.9361 - val_loss: 0.3521 - val_acc: 0.9306\n",
|
|
"\n",
|
|
"Epoch 01192: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1193/100000\n",
|
|
" - 19s - loss: 0.3621 - acc: 0.9354 - val_loss: 0.4276 - val_acc: 0.9015\n",
|
|
"\n",
|
|
"Epoch 01193: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1194/100000\n",
|
|
" - 19s - loss: 0.3568 - acc: 0.9363 - val_loss: 0.3681 - val_acc: 0.9269\n",
|
|
"\n",
|
|
"Epoch 01194: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1195/100000\n",
|
|
" - 19s - loss: 0.3581 - acc: 0.9353 - val_loss: 0.3727 - val_acc: 0.9246\n",
|
|
"\n",
|
|
"Epoch 01195: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1196/100000\n",
|
|
" - 19s - loss: 0.3595 - acc: 0.9354 - val_loss: 0.3542 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 01196: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1197/100000\n",
|
|
" - 19s - loss: 0.3567 - acc: 0.9366 - val_loss: 0.3694 - val_acc: 0.9229\n",
|
|
"\n",
|
|
"Epoch 01197: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1198/100000\n",
|
|
" - 19s - loss: 0.3587 - acc: 0.9361 - val_loss: 0.3853 - val_acc: 0.9106\n",
|
|
"\n",
|
|
"Epoch 01198: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1199/100000\n",
|
|
" - 19s - loss: 0.3594 - acc: 0.9362 - val_loss: 0.3656 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 01199: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1200/100000\n",
|
|
" - 19s - loss: 0.3636 - acc: 0.9342 - val_loss: 0.3509 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 01200: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1201/100000\n",
|
|
" - 18s - loss: 0.3594 - acc: 0.9356 - val_loss: 0.4513 - val_acc: 0.9011\n",
|
|
"\n",
|
|
"Epoch 01201: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1202/100000\n",
|
|
" - 19s - loss: 0.3575 - acc: 0.9359 - val_loss: 0.3671 - val_acc: 0.9277\n",
|
|
"\n",
|
|
"Epoch 01202: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1203/100000\n",
|
|
" - 18s - loss: 0.3581 - acc: 0.9360 - val_loss: 0.4738 - val_acc: 0.8876\n",
|
|
"\n",
|
|
"Epoch 01203: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1204/100000\n",
|
|
" - 19s - loss: 0.3630 - acc: 0.9355 - val_loss: 0.3852 - val_acc: 0.9197\n",
|
|
"\n",
|
|
"Epoch 01204: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1205/100000\n",
|
|
" - 18s - loss: 0.3604 - acc: 0.9362 - val_loss: 0.4052 - val_acc: 0.9134\n",
|
|
"\n",
|
|
"Epoch 01205: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1206/100000\n",
|
|
" - 19s - loss: 0.3593 - acc: 0.9352 - val_loss: 0.4701 - val_acc: 0.8816\n",
|
|
"\n",
|
|
"Epoch 01206: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1207/100000\n",
|
|
" - 19s - loss: 0.3571 - acc: 0.9364 - val_loss: 0.3683 - val_acc: 0.9287\n",
|
|
"\n",
|
|
"Epoch 01207: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1208/100000\n",
|
|
" - 18s - loss: 0.3577 - acc: 0.9354 - val_loss: 0.4464 - val_acc: 0.8817\n",
|
|
"\n",
|
|
"Epoch 01208: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1209/100000\n",
|
|
" - 19s - loss: 0.3583 - acc: 0.9357 - val_loss: 0.3472 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 01209: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1210/100000\n",
|
|
" - 19s - loss: 0.3601 - acc: 0.9356 - val_loss: 0.3925 - val_acc: 0.9152\n",
|
|
"\n",
|
|
"Epoch 01210: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1211/100000\n",
|
|
" - 19s - loss: 0.3618 - acc: 0.9353 - val_loss: 0.3874 - val_acc: 0.9238\n",
|
|
"\n",
|
|
"Epoch 01211: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1212/100000\n",
|
|
" - 19s - loss: 0.3610 - acc: 0.9359 - val_loss: 0.3558 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 01212: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1213/100000\n",
|
|
" - 19s - loss: 0.3574 - acc: 0.9365 - val_loss: 0.3701 - val_acc: 0.9213\n",
|
|
"\n",
|
|
"Epoch 01213: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1214/100000\n",
|
|
" - 19s - loss: 0.3567 - acc: 0.9364 - val_loss: 0.3620 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 01214: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1215/100000\n",
|
|
" - 19s - loss: 0.3576 - acc: 0.9362 - val_loss: 0.3854 - val_acc: 0.9245\n",
|
|
"\n",
|
|
"Epoch 01215: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1216/100000\n",
|
|
" - 19s - loss: 0.3570 - acc: 0.9363 - val_loss: 0.3704 - val_acc: 0.9280\n",
|
|
"\n",
|
|
"Epoch 01216: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1217/100000\n",
|
|
" - 19s - loss: 0.3601 - acc: 0.9358 - val_loss: 0.3468 - val_acc: 0.9306\n",
|
|
"\n",
|
|
"Epoch 01217: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1218/100000\n",
|
|
" - 19s - loss: 0.3587 - acc: 0.9353 - val_loss: 0.3458 - val_acc: 0.9349\n",
|
|
"\n",
|
|
"Epoch 01218: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1219/100000\n",
|
|
" - 18s - loss: 0.3593 - acc: 0.9363 - val_loss: 0.3549 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 01219: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1220/100000\n",
|
|
" - 19s - loss: 0.3592 - acc: 0.9364 - val_loss: 0.3557 - val_acc: 0.9297\n",
|
|
"\n",
|
|
"Epoch 01220: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1221/100000\n",
|
|
" - 18s - loss: 0.3588 - acc: 0.9360 - val_loss: 0.3977 - val_acc: 0.9138\n",
|
|
"\n",
|
|
"Epoch 01221: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1222/100000\n",
|
|
" - 18s - loss: 0.3586 - acc: 0.9362 - val_loss: 0.3557 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 01222: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1223/100000\n",
|
|
" - 19s - loss: 0.3636 - acc: 0.9364 - val_loss: 0.3560 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 01223: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1224/100000\n",
|
|
" - 18s - loss: 0.3623 - acc: 0.9364 - val_loss: 0.3531 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 01224: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1225/100000\n",
|
|
" - 19s - loss: 0.3585 - acc: 0.9361 - val_loss: 0.3497 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 01225: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1226/100000\n",
|
|
" - 18s - loss: 0.3593 - acc: 0.9351 - val_loss: 0.3582 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 01226: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1227/100000\n",
|
|
" - 18s - loss: 0.3575 - acc: 0.9360 - val_loss: 0.3502 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 01227: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1228/100000\n",
|
|
" - 18s - loss: 0.3587 - acc: 0.9359 - val_loss: 0.3858 - val_acc: 0.9169\n",
|
|
"\n",
|
|
"Epoch 01228: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1229/100000\n",
|
|
" - 18s - loss: 0.3568 - acc: 0.9363 - val_loss: 0.5091 - val_acc: 0.8639\n",
|
|
"\n",
|
|
"Epoch 01229: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1230/100000\n",
|
|
" - 19s - loss: 0.3594 - acc: 0.9354 - val_loss: 0.3561 - val_acc: 0.9314\n",
|
|
"\n",
|
|
"Epoch 01230: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1231/100000\n",
|
|
" - 19s - loss: 0.3598 - acc: 0.9356 - val_loss: 0.3674 - val_acc: 0.9269\n",
|
|
"\n",
|
|
"Epoch 01231: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1232/100000\n",
|
|
" - 18s - loss: 0.3609 - acc: 0.9355 - val_loss: 0.3586 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 01232: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1233/100000\n",
|
|
" - 18s - loss: 0.3581 - acc: 0.9361 - val_loss: 0.3548 - val_acc: 0.9367\n",
|
|
"\n",
|
|
"Epoch 01233: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1234/100000\n",
|
|
" - 19s - loss: 0.3586 - acc: 0.9361 - val_loss: 0.4034 - val_acc: 0.9129\n",
|
|
"\n",
|
|
"Epoch 01234: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1235/100000\n",
|
|
" - 18s - loss: 0.3548 - acc: 0.9369 - val_loss: 0.3567 - val_acc: 0.9313\n",
|
|
"\n",
|
|
"Epoch 01235: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1236/100000\n",
|
|
" - 19s - loss: 0.3588 - acc: 0.9359 - val_loss: 0.3822 - val_acc: 0.9181\n",
|
|
"\n",
|
|
"Epoch 01236: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1237/100000\n",
|
|
" - 19s - loss: 0.3576 - acc: 0.9356 - val_loss: 0.4058 - val_acc: 0.9252\n",
|
|
"\n",
|
|
"Epoch 01237: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1238/100000\n",
|
|
" - 19s - loss: 0.3600 - acc: 0.9361 - val_loss: 0.3624 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 01238: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1239/100000\n",
|
|
" - 19s - loss: 0.3645 - acc: 0.9360 - val_loss: 0.3573 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 01239: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1240/100000\n",
|
|
" - 19s - loss: 0.3621 - acc: 0.9357 - val_loss: 0.4141 - val_acc: 0.9023\n",
|
|
"\n",
|
|
"Epoch 01240: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1241/100000\n",
|
|
" - 19s - loss: 0.3652 - acc: 0.9360 - val_loss: 0.3802 - val_acc: 0.9290\n",
|
|
"\n",
|
|
"Epoch 01241: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1242/100000\n",
|
|
" - 19s - loss: 0.3644 - acc: 0.9354 - val_loss: 0.3492 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 01242: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1243/100000\n",
|
|
" - 19s - loss: 0.3598 - acc: 0.9357 - val_loss: 0.3558 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 01243: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1244/100000\n",
|
|
" - 19s - loss: 0.3570 - acc: 0.9363 - val_loss: 0.3535 - val_acc: 0.9326\n",
|
|
"\n",
|
|
"Epoch 01244: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1245/100000\n",
|
|
" - 19s - loss: 0.3564 - acc: 0.9358 - val_loss: 0.3835 - val_acc: 0.9206\n",
|
|
"\n",
|
|
"Epoch 01245: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1246/100000\n",
|
|
" - 19s - loss: 0.3597 - acc: 0.9356 - val_loss: 0.4218 - val_acc: 0.8994\n",
|
|
"\n",
|
|
"Epoch 01246: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1247/100000\n",
|
|
" - 19s - loss: 0.3579 - acc: 0.9356 - val_loss: 0.3473 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 01247: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1248/100000\n",
|
|
" - 19s - loss: 0.3587 - acc: 0.9352 - val_loss: 0.3813 - val_acc: 0.9178\n",
|
|
"\n",
|
|
"Epoch 01248: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1249/100000\n",
|
|
" - 19s - loss: 0.3558 - acc: 0.9365 - val_loss: 0.3492 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01249: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1250/100000\n",
|
|
" - 19s - loss: 0.3608 - acc: 0.9362 - val_loss: 0.3969 - val_acc: 0.9146\n",
|
|
"\n",
|
|
"Epoch 01250: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1251/100000\n",
|
|
" - 19s - loss: 0.3637 - acc: 0.9357 - val_loss: 0.3599 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 01251: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1252/100000\n",
|
|
" - 18s - loss: 0.3621 - acc: 0.9354 - val_loss: 0.3641 - val_acc: 0.9288\n",
|
|
"\n",
|
|
"Epoch 01252: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1253/100000\n",
|
|
" - 19s - loss: 0.3582 - acc: 0.9358 - val_loss: 0.3521 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 01253: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1254/100000\n",
|
|
" - 18s - loss: 0.3621 - acc: 0.9345 - val_loss: 0.3537 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 01254: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1255/100000\n",
|
|
" - 18s - loss: 0.3571 - acc: 0.9357 - val_loss: 0.3619 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 01255: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1256/100000\n",
|
|
" - 18s - loss: 0.3549 - acc: 0.9362 - val_loss: 0.3444 - val_acc: 0.9385\n",
|
|
"\n",
|
|
"Epoch 01256: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1257/100000\n",
|
|
" - 18s - loss: 0.3567 - acc: 0.9360 - val_loss: 0.3557 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 01257: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1258/100000\n",
|
|
" - 19s - loss: 0.3602 - acc: 0.9359 - val_loss: 0.3829 - val_acc: 0.9226\n",
|
|
"\n",
|
|
"Epoch 01258: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1259/100000\n",
|
|
" - 19s - loss: 0.3605 - acc: 0.9357 - val_loss: 0.3874 - val_acc: 0.9197\n",
|
|
"\n",
|
|
"Epoch 01259: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1260/100000\n",
|
|
" - 19s - loss: 0.3556 - acc: 0.9366 - val_loss: 0.4037 - val_acc: 0.9101\n",
|
|
"\n",
|
|
"Epoch 01260: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1261/100000\n",
|
|
" - 19s - loss: 0.3573 - acc: 0.9354 - val_loss: 0.3705 - val_acc: 0.9196\n",
|
|
"\n",
|
|
"Epoch 01261: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1262/100000\n",
|
|
" - 18s - loss: 0.3577 - acc: 0.9354 - val_loss: 0.3475 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 01262: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1263/100000\n",
|
|
" - 19s - loss: 0.3581 - acc: 0.9355 - val_loss: 0.3562 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 01263: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1264/100000\n",
|
|
" - 19s - loss: 0.3579 - acc: 0.9351 - val_loss: 0.3526 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 01264: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1265/100000\n",
|
|
" - 19s - loss: 0.3563 - acc: 0.9352 - val_loss: 0.5401 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 01265: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1266/100000\n",
|
|
" - 18s - loss: 0.3538 - acc: 0.9368 - val_loss: 0.3755 - val_acc: 0.9176\n",
|
|
"\n",
|
|
"Epoch 01266: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1267/100000\n",
|
|
" - 19s - loss: 0.3590 - acc: 0.9358 - val_loss: 0.3439 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 01267: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1268/100000\n",
|
|
" - 20s - loss: 0.3589 - acc: 0.9359 - val_loss: 0.3707 - val_acc: 0.9289\n",
|
|
"\n",
|
|
"Epoch 01268: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1269/100000\n",
|
|
" - 19s - loss: 0.3557 - acc: 0.9364 - val_loss: 0.3529 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 01269: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1270/100000\n",
|
|
" - 19s - loss: 0.3576 - acc: 0.9351 - val_loss: 0.3546 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 01270: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1271/100000\n",
|
|
" - 18s - loss: 0.3602 - acc: 0.9360 - val_loss: 0.3715 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 01271: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1272/100000\n",
|
|
" - 19s - loss: 0.3581 - acc: 0.9358 - val_loss: 0.3762 - val_acc: 0.9284\n",
|
|
"\n",
|
|
"Epoch 01272: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1273/100000\n",
|
|
" - 19s - loss: 0.3562 - acc: 0.9365 - val_loss: 0.3410 - val_acc: 0.9407\n",
|
|
"\n",
|
|
"Epoch 01273: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1274/100000\n",
|
|
" - 18s - loss: 0.3565 - acc: 0.9356 - val_loss: 0.3539 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 01274: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1275/100000\n",
|
|
" - 19s - loss: 0.3545 - acc: 0.9364 - val_loss: 0.3632 - val_acc: 0.9276\n",
|
|
"\n",
|
|
"Epoch 01275: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1276/100000\n",
|
|
" - 19s - loss: 0.3568 - acc: 0.9360 - val_loss: 0.4181 - val_acc: 0.9032\n",
|
|
"\n",
|
|
"Epoch 01276: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1277/100000\n",
|
|
" - 18s - loss: 0.3574 - acc: 0.9364 - val_loss: 0.4111 - val_acc: 0.9107\n",
|
|
"\n",
|
|
"Epoch 01277: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1278/100000\n",
|
|
" - 18s - loss: 0.3598 - acc: 0.9349 - val_loss: 0.5373 - val_acc: 0.8367\n",
|
|
"\n",
|
|
"Epoch 01278: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1279/100000\n",
|
|
" - 19s - loss: 0.3550 - acc: 0.9369 - val_loss: 0.5288 - val_acc: 0.8457\n",
|
|
"\n",
|
|
"Epoch 01279: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1280/100000\n",
|
|
" - 18s - loss: 0.3568 - acc: 0.9362 - val_loss: 0.3934 - val_acc: 0.9126\n",
|
|
"\n",
|
|
"Epoch 01280: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1281/100000\n",
|
|
" - 20s - loss: 0.3569 - acc: 0.9364 - val_loss: 0.3653 - val_acc: 0.9251\n",
|
|
"\n",
|
|
"Epoch 01281: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1282/100000\n",
|
|
" - 19s - loss: 0.3610 - acc: 0.9351 - val_loss: 0.3441 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 01282: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1283/100000\n",
|
|
" - 19s - loss: 0.3596 - acc: 0.9360 - val_loss: 0.4125 - val_acc: 0.9167\n",
|
|
"\n",
|
|
"Epoch 01283: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1284/100000\n",
|
|
" - 19s - loss: 0.3595 - acc: 0.9356 - val_loss: 0.3550 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 01284: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1285/100000\n",
|
|
" - 19s - loss: 0.3580 - acc: 0.9361 - val_loss: 0.3451 - val_acc: 0.9409\n",
|
|
"\n",
|
|
"Epoch 01285: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1286/100000\n",
|
|
" - 19s - loss: 0.3580 - acc: 0.9358 - val_loss: 0.4535 - val_acc: 0.8897\n",
|
|
"\n",
|
|
"Epoch 01286: val_acc did not improve from 0.94225\n",
|
|
"\n",
|
|
"Epoch 01286: ReduceLROnPlateau reducing learning rate to 0.000735091819660738.\n",
|
|
"Epoch 1287/100000\n",
|
|
" - 19s - loss: 0.3520 - acc: 0.9362 - val_loss: 0.3907 - val_acc: 0.9232\n",
|
|
"\n",
|
|
"Epoch 01287: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1288/100000\n",
|
|
" - 19s - loss: 0.3477 - acc: 0.9366 - val_loss: 0.3336 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 01288: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1289/100000\n",
|
|
" - 18s - loss: 0.3484 - acc: 0.9362 - val_loss: 0.3497 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 01289: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1290/100000\n",
|
|
" - 19s - loss: 0.3471 - acc: 0.9368 - val_loss: 0.3646 - val_acc: 0.9252\n",
|
|
"\n",
|
|
"Epoch 01290: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1291/100000\n",
|
|
" - 18s - loss: 0.3487 - acc: 0.9361 - val_loss: 0.3363 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 01291: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1292/100000\n",
|
|
" - 19s - loss: 0.3510 - acc: 0.9361 - val_loss: 0.3603 - val_acc: 0.9288\n",
|
|
"\n",
|
|
"Epoch 01292: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1293/100000\n",
|
|
" - 19s - loss: 0.3490 - acc: 0.9367 - val_loss: 0.4813 - val_acc: 0.8736\n",
|
|
"\n",
|
|
"Epoch 01293: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1294/100000\n",
|
|
" - 19s - loss: 0.3482 - acc: 0.9363 - val_loss: 0.3447 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 01294: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1295/100000\n",
|
|
" - 19s - loss: 0.3506 - acc: 0.9364 - val_loss: 0.3877 - val_acc: 0.9054\n",
|
|
"\n",
|
|
"Epoch 01295: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1296/100000\n",
|
|
" - 19s - loss: 0.3538 - acc: 0.9353 - val_loss: 0.4202 - val_acc: 0.8993\n",
|
|
"\n",
|
|
"Epoch 01296: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1297/100000\n",
|
|
" - 19s - loss: 0.3494 - acc: 0.9369 - val_loss: 0.3981 - val_acc: 0.9292\n",
|
|
"\n",
|
|
"Epoch 01297: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1298/100000\n",
|
|
" - 19s - loss: 0.3486 - acc: 0.9365 - val_loss: 0.3663 - val_acc: 0.9203\n",
|
|
"\n",
|
|
"Epoch 01298: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1299/100000\n",
|
|
" - 19s - loss: 0.3506 - acc: 0.9359 - val_loss: 0.3596 - val_acc: 0.9311\n",
|
|
"\n",
|
|
"Epoch 01299: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1300/100000\n",
|
|
" - 19s - loss: 0.3494 - acc: 0.9360 - val_loss: 0.3594 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 01300: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1301/100000\n",
|
|
" - 19s - loss: 0.3512 - acc: 0.9353 - val_loss: 0.3475 - val_acc: 0.9314\n",
|
|
"\n",
|
|
"Epoch 01301: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1302/100000\n",
|
|
" - 19s - loss: 0.3484 - acc: 0.9368 - val_loss: 0.4905 - val_acc: 0.8686\n",
|
|
"\n",
|
|
"Epoch 01302: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1303/100000\n",
|
|
" - 19s - loss: 0.3524 - acc: 0.9360 - val_loss: 0.3535 - val_acc: 0.9271\n",
|
|
"\n",
|
|
"Epoch 01303: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1304/100000\n",
|
|
" - 19s - loss: 0.3479 - acc: 0.9365 - val_loss: 0.4334 - val_acc: 0.8951\n",
|
|
"\n",
|
|
"Epoch 01304: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1305/100000\n",
|
|
" - 19s - loss: 0.3511 - acc: 0.9361 - val_loss: 0.3498 - val_acc: 0.9349\n",
|
|
"\n",
|
|
"Epoch 01305: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1306/100000\n",
|
|
" - 19s - loss: 0.3513 - acc: 0.9365 - val_loss: 0.3516 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 01306: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1307/100000\n",
|
|
" - 19s - loss: 0.3503 - acc: 0.9365 - val_loss: 0.4595 - val_acc: 0.8725\n",
|
|
"\n",
|
|
"Epoch 01307: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1308/100000\n",
|
|
" - 18s - loss: 0.3502 - acc: 0.9364 - val_loss: 0.3387 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 01308: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1309/100000\n",
|
|
" - 19s - loss: 0.3493 - acc: 0.9358 - val_loss: 0.3703 - val_acc: 0.9181\n",
|
|
"\n",
|
|
"Epoch 01309: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1310/100000\n",
|
|
" - 19s - loss: 0.3502 - acc: 0.9359 - val_loss: 0.3550 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 01310: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1311/100000\n",
|
|
" - 18s - loss: 0.3490 - acc: 0.9361 - val_loss: 0.3437 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 01311: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1312/100000\n",
|
|
" - 19s - loss: 0.3495 - acc: 0.9362 - val_loss: 0.5847 - val_acc: 0.8269\n",
|
|
"\n",
|
|
"Epoch 01312: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1313/100000\n",
|
|
" - 19s - loss: 0.3522 - acc: 0.9358 - val_loss: 0.4976 - val_acc: 0.8589\n",
|
|
"\n",
|
|
"Epoch 01313: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1314/100000\n",
|
|
" - 19s - loss: 0.3546 - acc: 0.9355 - val_loss: 0.3692 - val_acc: 0.9295\n",
|
|
"\n",
|
|
"Epoch 01314: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1315/100000\n",
|
|
" - 19s - loss: 0.3506 - acc: 0.9359 - val_loss: 0.3653 - val_acc: 0.9217\n",
|
|
"\n",
|
|
"Epoch 01315: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1316/100000\n",
|
|
" - 19s - loss: 0.3601 - acc: 0.9355 - val_loss: 0.3492 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 01316: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1317/100000\n",
|
|
" - 19s - loss: 0.3491 - acc: 0.9371 - val_loss: 0.3431 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 01317: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1318/100000\n",
|
|
" - 19s - loss: 0.3510 - acc: 0.9359 - val_loss: 0.3548 - val_acc: 0.9277\n",
|
|
"\n",
|
|
"Epoch 01318: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1319/100000\n",
|
|
" - 19s - loss: 0.3505 - acc: 0.9360 - val_loss: 0.3685 - val_acc: 0.9247\n",
|
|
"\n",
|
|
"Epoch 01319: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1320/100000\n",
|
|
" - 19s - loss: 0.3478 - acc: 0.9367 - val_loss: 0.4238 - val_acc: 0.9019\n",
|
|
"\n",
|
|
"Epoch 01320: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1321/100000\n",
|
|
" - 19s - loss: 0.3495 - acc: 0.9361 - val_loss: 0.3664 - val_acc: 0.9227\n",
|
|
"\n",
|
|
"Epoch 01321: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1322/100000\n",
|
|
" - 19s - loss: 0.3485 - acc: 0.9366 - val_loss: 0.3918 - val_acc: 0.9128\n",
|
|
"\n",
|
|
"Epoch 01322: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1323/100000\n",
|
|
" - 19s - loss: 0.3471 - acc: 0.9362 - val_loss: 0.3484 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 01323: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1324/100000\n",
|
|
" - 19s - loss: 0.3509 - acc: 0.9363 - val_loss: 0.3639 - val_acc: 0.9297\n",
|
|
"\n",
|
|
"Epoch 01324: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1325/100000\n",
|
|
" - 18s - loss: 0.3497 - acc: 0.9361 - val_loss: 0.3365 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 01325: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1326/100000\n",
|
|
" - 19s - loss: 0.3508 - acc: 0.9354 - val_loss: 0.3898 - val_acc: 0.9152\n",
|
|
"\n",
|
|
"Epoch 01326: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1327/100000\n",
|
|
" - 19s - loss: 0.3467 - acc: 0.9368 - val_loss: 0.3324 - val_acc: 0.9389\n",
|
|
"\n",
|
|
"Epoch 01327: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1328/100000\n",
|
|
" - 19s - loss: 0.3472 - acc: 0.9366 - val_loss: 0.4140 - val_acc: 0.9076\n",
|
|
"\n",
|
|
"Epoch 01328: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1329/100000\n",
|
|
" - 18s - loss: 0.3501 - acc: 0.9362 - val_loss: 0.3408 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 01329: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1330/100000\n",
|
|
" - 18s - loss: 0.3471 - acc: 0.9369 - val_loss: 0.3520 - val_acc: 0.9288\n",
|
|
"\n",
|
|
"Epoch 01330: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1331/100000\n",
|
|
" - 19s - loss: 0.3495 - acc: 0.9358 - val_loss: 0.3488 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 01331: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1332/100000\n",
|
|
" - 19s - loss: 0.3477 - acc: 0.9366 - val_loss: 0.3378 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 01332: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1333/100000\n",
|
|
" - 19s - loss: 0.3461 - acc: 0.9375 - val_loss: 0.3621 - val_acc: 0.9226\n",
|
|
"\n",
|
|
"Epoch 01333: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1334/100000\n",
|
|
" - 19s - loss: 0.3496 - acc: 0.9362 - val_loss: 0.3540 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 01334: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1335/100000\n",
|
|
" - 18s - loss: 0.3498 - acc: 0.9358 - val_loss: 0.3483 - val_acc: 0.9299\n",
|
|
"\n",
|
|
"Epoch 01335: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1336/100000\n",
|
|
" - 19s - loss: 0.3528 - acc: 0.9359 - val_loss: 0.3635 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 01336: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1337/100000\n",
|
|
" - 19s - loss: 0.3522 - acc: 0.9358 - val_loss: 0.3385 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 01337: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1338/100000\n",
|
|
" - 19s - loss: 0.3488 - acc: 0.9373 - val_loss: 0.3531 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 01338: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1339/100000\n",
|
|
" - 18s - loss: 0.3497 - acc: 0.9363 - val_loss: 0.3799 - val_acc: 0.9136\n",
|
|
"\n",
|
|
"Epoch 01339: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1340/100000\n",
|
|
" - 19s - loss: 0.3504 - acc: 0.9361 - val_loss: 0.3649 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 01340: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1341/100000\n",
|
|
" - 19s - loss: 0.3517 - acc: 0.9361 - val_loss: 0.3956 - val_acc: 0.9161\n",
|
|
"\n",
|
|
"Epoch 01341: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1342/100000\n",
|
|
" - 18s - loss: 0.3510 - acc: 0.9367 - val_loss: 0.3512 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 01342: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1343/100000\n",
|
|
" - 18s - loss: 0.3492 - acc: 0.9368 - val_loss: 0.3510 - val_acc: 0.9324\n",
|
|
"\n",
|
|
"Epoch 01343: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1344/100000\n",
|
|
" - 19s - loss: 0.3507 - acc: 0.9363 - val_loss: 0.3877 - val_acc: 0.9195\n",
|
|
"\n",
|
|
"Epoch 01344: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1345/100000\n",
|
|
" - 18s - loss: 0.3487 - acc: 0.9362 - val_loss: 0.3785 - val_acc: 0.9118\n",
|
|
"\n",
|
|
"Epoch 01345: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1346/100000\n",
|
|
" - 19s - loss: 0.3520 - acc: 0.9361 - val_loss: 0.3456 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 01346: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1347/100000\n",
|
|
" - 18s - loss: 0.3491 - acc: 0.9365 - val_loss: 0.3323 - val_acc: 0.9415\n",
|
|
"\n",
|
|
"Epoch 01347: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1348/100000\n",
|
|
" - 19s - loss: 0.3467 - acc: 0.9373 - val_loss: 0.3378 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 01348: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1349/100000\n",
|
|
" - 19s - loss: 0.3503 - acc: 0.9358 - val_loss: 0.3460 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 01349: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1350/100000\n",
|
|
" - 19s - loss: 0.3487 - acc: 0.9357 - val_loss: 0.3574 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 01350: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1351/100000\n",
|
|
" - 19s - loss: 0.3495 - acc: 0.9361 - val_loss: 0.3418 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 01351: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1352/100000\n",
|
|
" - 19s - loss: 0.3471 - acc: 0.9365 - val_loss: 0.3556 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 01352: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1353/100000\n",
|
|
" - 18s - loss: 0.3534 - acc: 0.9354 - val_loss: 0.4185 - val_acc: 0.9064\n",
|
|
"\n",
|
|
"Epoch 01353: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1354/100000\n",
|
|
" - 19s - loss: 0.3492 - acc: 0.9369 - val_loss: 0.3780 - val_acc: 0.9179\n",
|
|
"\n",
|
|
"Epoch 01354: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1355/100000\n",
|
|
" - 19s - loss: 0.3530 - acc: 0.9364 - val_loss: 0.3556 - val_acc: 0.9267\n",
|
|
"\n",
|
|
"Epoch 01355: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1356/100000\n",
|
|
" - 18s - loss: 0.3495 - acc: 0.9364 - val_loss: 0.3535 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 01356: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1357/100000\n",
|
|
" - 20s - loss: 0.3484 - acc: 0.9370 - val_loss: 0.4011 - val_acc: 0.9021\n",
|
|
"\n",
|
|
"Epoch 01357: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1358/100000\n",
|
|
" - 19s - loss: 0.3522 - acc: 0.9360 - val_loss: 0.3770 - val_acc: 0.9220\n",
|
|
"\n",
|
|
"Epoch 01358: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1359/100000\n",
|
|
" - 19s - loss: 0.3494 - acc: 0.9363 - val_loss: 0.3472 - val_acc: 0.9303\n",
|
|
"\n",
|
|
"Epoch 01359: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1360/100000\n",
|
|
" - 19s - loss: 0.3486 - acc: 0.9367 - val_loss: 0.3615 - val_acc: 0.9316\n",
|
|
"\n",
|
|
"Epoch 01360: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1361/100000\n",
|
|
" - 19s - loss: 0.3492 - acc: 0.9362 - val_loss: 0.4447 - val_acc: 0.8936\n",
|
|
"\n",
|
|
"Epoch 01361: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1362/100000\n",
|
|
" - 19s - loss: 0.3480 - acc: 0.9365 - val_loss: 0.3556 - val_acc: 0.9263\n",
|
|
"\n",
|
|
"Epoch 01362: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1363/100000\n",
|
|
" - 19s - loss: 0.3500 - acc: 0.9361 - val_loss: 0.3450 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 01363: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1364/100000\n",
|
|
" - 18s - loss: 0.3499 - acc: 0.9366 - val_loss: 0.3697 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 01364: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1365/100000\n",
|
|
" - 19s - loss: 0.3481 - acc: 0.9362 - val_loss: 0.3614 - val_acc: 0.9202\n",
|
|
"\n",
|
|
"Epoch 01365: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1366/100000\n",
|
|
" - 18s - loss: 0.3520 - acc: 0.9356 - val_loss: 0.3464 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 01366: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1367/100000\n",
|
|
" - 19s - loss: 0.3573 - acc: 0.9357 - val_loss: 0.4283 - val_acc: 0.8999\n",
|
|
"\n",
|
|
"Epoch 01367: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1368/100000\n",
|
|
" - 19s - loss: 0.3488 - acc: 0.9369 - val_loss: 0.3501 - val_acc: 0.9258\n",
|
|
"\n",
|
|
"Epoch 01368: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1369/100000\n",
|
|
" - 18s - loss: 0.3482 - acc: 0.9367 - val_loss: 0.4369 - val_acc: 0.8915\n",
|
|
"\n",
|
|
"Epoch 01369: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1370/100000\n",
|
|
" - 19s - loss: 0.3479 - acc: 0.9363 - val_loss: 0.4671 - val_acc: 0.8727\n",
|
|
"\n",
|
|
"Epoch 01370: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1371/100000\n",
|
|
" - 18s - loss: 0.3489 - acc: 0.9359 - val_loss: 0.3383 - val_acc: 0.9377\n",
|
|
"\n",
|
|
"Epoch 01371: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1372/100000\n",
|
|
" - 19s - loss: 0.3481 - acc: 0.9365 - val_loss: 0.3334 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 01372: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1373/100000\n",
|
|
" - 18s - loss: 0.3484 - acc: 0.9359 - val_loss: 0.3782 - val_acc: 0.9281\n",
|
|
"\n",
|
|
"Epoch 01373: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1374/100000\n",
|
|
" - 19s - loss: 0.3489 - acc: 0.9372 - val_loss: 0.3432 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 01374: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1375/100000\n",
|
|
" - 18s - loss: 0.3507 - acc: 0.9366 - val_loss: 0.4488 - val_acc: 0.8877\n",
|
|
"\n",
|
|
"Epoch 01375: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1376/100000\n",
|
|
" - 19s - loss: 0.3525 - acc: 0.9355 - val_loss: 0.3381 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 01376: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1377/100000\n",
|
|
" - 18s - loss: 0.3502 - acc: 0.9362 - val_loss: 0.3431 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 01377: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1378/100000\n",
|
|
" - 19s - loss: 0.3481 - acc: 0.9369 - val_loss: 0.4166 - val_acc: 0.9187\n",
|
|
"\n",
|
|
"Epoch 01378: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1379/100000\n",
|
|
" - 18s - loss: 0.3491 - acc: 0.9363 - val_loss: 0.3777 - val_acc: 0.9246\n",
|
|
"\n",
|
|
"Epoch 01379: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1380/100000\n",
|
|
" - 19s - loss: 0.3493 - acc: 0.9365 - val_loss: 0.3459 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 01380: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1381/100000\n",
|
|
" - 19s - loss: 0.3553 - acc: 0.9357 - val_loss: 0.3466 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 01381: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1382/100000\n",
|
|
" - 18s - loss: 0.3523 - acc: 0.9364 - val_loss: 0.3564 - val_acc: 0.9296\n",
|
|
"\n",
|
|
"Epoch 01382: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1383/100000\n",
|
|
" - 19s - loss: 0.3486 - acc: 0.9366 - val_loss: 0.4778 - val_acc: 0.8678\n",
|
|
"\n",
|
|
"Epoch 01383: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1384/100000\n",
|
|
" - 18s - loss: 0.3506 - acc: 0.9362 - val_loss: 0.4096 - val_acc: 0.9019\n",
|
|
"\n",
|
|
"Epoch 01384: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1385/100000\n",
|
|
" - 18s - loss: 0.3499 - acc: 0.9352 - val_loss: 0.3587 - val_acc: 0.9236\n",
|
|
"\n",
|
|
"Epoch 01385: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1386/100000\n",
|
|
" - 19s - loss: 0.3494 - acc: 0.9369 - val_loss: 0.3566 - val_acc: 0.9256\n",
|
|
"\n",
|
|
"Epoch 01386: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1387/100000\n",
|
|
" - 18s - loss: 0.3481 - acc: 0.9369 - val_loss: 0.4287 - val_acc: 0.9017\n",
|
|
"\n",
|
|
"Epoch 01387: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1388/100000\n",
|
|
" - 19s - loss: 0.3513 - acc: 0.9354 - val_loss: 0.3424 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 01388: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1389/100000\n",
|
|
" - 19s - loss: 0.3523 - acc: 0.9361 - val_loss: 0.3537 - val_acc: 0.9292\n",
|
|
"\n",
|
|
"Epoch 01389: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1390/100000\n",
|
|
" - 19s - loss: 0.3468 - acc: 0.9367 - val_loss: 0.3287 - val_acc: 0.9418\n",
|
|
"\n",
|
|
"Epoch 01390: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1391/100000\n",
|
|
" - 19s - loss: 0.3535 - acc: 0.9348 - val_loss: 0.3419 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 01391: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1392/100000\n",
|
|
" - 19s - loss: 0.3498 - acc: 0.9371 - val_loss: 0.3676 - val_acc: 0.9271\n",
|
|
"\n",
|
|
"Epoch 01392: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1393/100000\n",
|
|
" - 19s - loss: 0.3536 - acc: 0.9356 - val_loss: 0.3657 - val_acc: 0.9239\n",
|
|
"\n",
|
|
"Epoch 01393: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1394/100000\n",
|
|
" - 18s - loss: 0.3476 - acc: 0.9364 - val_loss: 0.3571 - val_acc: 0.9283\n",
|
|
"\n",
|
|
"Epoch 01394: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1395/100000\n",
|
|
" - 18s - loss: 0.3513 - acc: 0.9362 - val_loss: 0.4587 - val_acc: 0.8906\n",
|
|
"\n",
|
|
"Epoch 01395: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1396/100000\n",
|
|
" - 18s - loss: 0.3477 - acc: 0.9367 - val_loss: 0.3422 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 01396: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1397/100000\n",
|
|
" - 18s - loss: 0.3479 - acc: 0.9364 - val_loss: 0.3876 - val_acc: 0.9124\n",
|
|
"\n",
|
|
"Epoch 01397: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1398/100000\n",
|
|
" - 18s - loss: 0.3481 - acc: 0.9367 - val_loss: 0.3598 - val_acc: 0.9312\n",
|
|
"\n",
|
|
"Epoch 01398: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1399/100000\n",
|
|
" - 18s - loss: 0.3494 - acc: 0.9362 - val_loss: 0.3834 - val_acc: 0.9194\n",
|
|
"\n",
|
|
"Epoch 01399: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1400/100000\n",
|
|
" - 18s - loss: 0.3488 - acc: 0.9366 - val_loss: 0.3538 - val_acc: 0.9265\n",
|
|
"\n",
|
|
"Epoch 01400: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1401/100000\n",
|
|
" - 19s - loss: 0.3506 - acc: 0.9352 - val_loss: 0.3365 - val_acc: 0.9393\n",
|
|
"\n",
|
|
"Epoch 01401: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1402/100000\n",
|
|
" - 19s - loss: 0.3538 - acc: 0.9358 - val_loss: 0.3517 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 01402: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1403/100000\n",
|
|
" - 19s - loss: 0.3511 - acc: 0.9363 - val_loss: 0.3398 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 01403: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1404/100000\n",
|
|
" - 19s - loss: 0.3514 - acc: 0.9360 - val_loss: 0.3674 - val_acc: 0.9240\n",
|
|
"\n",
|
|
"Epoch 01404: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1405/100000\n",
|
|
" - 18s - loss: 0.3513 - acc: 0.9357 - val_loss: 0.3635 - val_acc: 0.9268\n",
|
|
"\n",
|
|
"Epoch 01405: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1406/100000\n",
|
|
" - 19s - loss: 0.3516 - acc: 0.9358 - val_loss: 0.5827 - val_acc: 0.8352\n",
|
|
"\n",
|
|
"Epoch 01406: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1407/100000\n",
|
|
" - 18s - loss: 0.3533 - acc: 0.9349 - val_loss: 0.3791 - val_acc: 0.9178\n",
|
|
"\n",
|
|
"Epoch 01407: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1408/100000\n",
|
|
" - 19s - loss: 0.3493 - acc: 0.9364 - val_loss: 0.3378 - val_acc: 0.9370\n",
|
|
"\n",
|
|
"Epoch 01408: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1409/100000\n",
|
|
" - 19s - loss: 0.3515 - acc: 0.9359 - val_loss: 0.4120 - val_acc: 0.9102\n",
|
|
"\n",
|
|
"Epoch 01409: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1410/100000\n",
|
|
" - 18s - loss: 0.3529 - acc: 0.9359 - val_loss: 0.3996 - val_acc: 0.9085\n",
|
|
"\n",
|
|
"Epoch 01410: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1411/100000\n",
|
|
" - 19s - loss: 0.3528 - acc: 0.9361 - val_loss: 0.3415 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 01411: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1412/100000\n",
|
|
" - 19s - loss: 0.3492 - acc: 0.9364 - val_loss: 0.3477 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 01412: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1413/100000\n",
|
|
" - 19s - loss: 0.3496 - acc: 0.9363 - val_loss: 0.4005 - val_acc: 0.9243\n",
|
|
"\n",
|
|
"Epoch 01413: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1414/100000\n",
|
|
" - 18s - loss: 0.3503 - acc: 0.9366 - val_loss: 0.3504 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 01414: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1415/100000\n",
|
|
" - 19s - loss: 0.3462 - acc: 0.9375 - val_loss: 0.3837 - val_acc: 0.9134\n",
|
|
"\n",
|
|
"Epoch 01415: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1416/100000\n",
|
|
" - 19s - loss: 0.3509 - acc: 0.9360 - val_loss: 0.4320 - val_acc: 0.8960\n",
|
|
"\n",
|
|
"Epoch 01416: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1417/100000\n",
|
|
" - 19s - loss: 0.3505 - acc: 0.9356 - val_loss: 0.3397 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 01417: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1418/100000\n",
|
|
" - 19s - loss: 0.3493 - acc: 0.9361 - val_loss: 0.4234 - val_acc: 0.9027\n",
|
|
"\n",
|
|
"Epoch 01418: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1419/100000\n",
|
|
" - 19s - loss: 0.3484 - acc: 0.9362 - val_loss: 0.3763 - val_acc: 0.9196\n",
|
|
"\n",
|
|
"Epoch 01419: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1420/100000\n",
|
|
" - 19s - loss: 0.3476 - acc: 0.9363 - val_loss: 0.3391 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 01420: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1421/100000\n",
|
|
" - 19s - loss: 0.3495 - acc: 0.9367 - val_loss: 0.3594 - val_acc: 0.9303\n",
|
|
"\n",
|
|
"Epoch 01421: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1422/100000\n",
|
|
" - 19s - loss: 0.3533 - acc: 0.9362 - val_loss: 0.3419 - val_acc: 0.9375\n",
|
|
"\n",
|
|
"Epoch 01422: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1423/100000\n",
|
|
" - 19s - loss: 0.3535 - acc: 0.9368 - val_loss: 0.3701 - val_acc: 0.9259\n",
|
|
"\n",
|
|
"Epoch 01423: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1424/100000\n",
|
|
" - 18s - loss: 0.3520 - acc: 0.9358 - val_loss: 0.3560 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 01424: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1425/100000\n",
|
|
" - 19s - loss: 0.3510 - acc: 0.9367 - val_loss: 0.3446 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 01425: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1426/100000\n",
|
|
" - 18s - loss: 0.3493 - acc: 0.9359 - val_loss: 0.3683 - val_acc: 0.9305\n",
|
|
"\n",
|
|
"Epoch 01426: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1427/100000\n",
|
|
" - 19s - loss: 0.3475 - acc: 0.9370 - val_loss: 0.3341 - val_acc: 0.9406\n",
|
|
"\n",
|
|
"Epoch 01427: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1428/100000\n",
|
|
" - 18s - loss: 0.3489 - acc: 0.9359 - val_loss: 0.3567 - val_acc: 0.9302\n",
|
|
"\n",
|
|
"Epoch 01428: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1429/100000\n",
|
|
" - 19s - loss: 0.3495 - acc: 0.9361 - val_loss: 0.3644 - val_acc: 0.9285\n",
|
|
"\n",
|
|
"Epoch 01429: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1430/100000\n",
|
|
" - 18s - loss: 0.3497 - acc: 0.9361 - val_loss: 0.3904 - val_acc: 0.9063\n",
|
|
"\n",
|
|
"Epoch 01430: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1431/100000\n",
|
|
" - 19s - loss: 0.3455 - acc: 0.9368 - val_loss: 0.3572 - val_acc: 0.9268\n",
|
|
"\n",
|
|
"Epoch 01431: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1432/100000\n",
|
|
" - 18s - loss: 0.3555 - acc: 0.9355 - val_loss: 0.3418 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 01432: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1433/100000\n",
|
|
" - 19s - loss: 0.3512 - acc: 0.9365 - val_loss: 0.3448 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 01433: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1434/100000\n",
|
|
" - 19s - loss: 0.3500 - acc: 0.9359 - val_loss: 0.4012 - val_acc: 0.9196\n",
|
|
"\n",
|
|
"Epoch 01434: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1435/100000\n",
|
|
" - 19s - loss: 0.3531 - acc: 0.9357 - val_loss: 0.3553 - val_acc: 0.9280\n",
|
|
"\n",
|
|
"Epoch 01435: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1436/100000\n",
|
|
" - 19s - loss: 0.3511 - acc: 0.9357 - val_loss: 0.3551 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 01436: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1437/100000\n",
|
|
" - 19s - loss: 0.3511 - acc: 0.9358 - val_loss: 0.3416 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 01437: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1438/100000\n",
|
|
" - 19s - loss: 0.3495 - acc: 0.9365 - val_loss: 0.3846 - val_acc: 0.9108\n",
|
|
"\n",
|
|
"Epoch 01438: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1439/100000\n",
|
|
" - 19s - loss: 0.3509 - acc: 0.9361 - val_loss: 0.3707 - val_acc: 0.9206\n",
|
|
"\n",
|
|
"Epoch 01439: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1440/100000\n",
|
|
" - 19s - loss: 0.3494 - acc: 0.9361 - val_loss: 0.3389 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 01440: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1441/100000\n",
|
|
" - 19s - loss: 0.3493 - acc: 0.9361 - val_loss: 0.3400 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 01441: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1442/100000\n",
|
|
" - 18s - loss: 0.3519 - acc: 0.9353 - val_loss: 0.3477 - val_acc: 0.9272\n",
|
|
"\n",
|
|
"Epoch 01442: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1443/100000\n",
|
|
" - 19s - loss: 0.3501 - acc: 0.9366 - val_loss: 0.4107 - val_acc: 0.9003\n",
|
|
"\n",
|
|
"Epoch 01443: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1444/100000\n",
|
|
" - 18s - loss: 0.3545 - acc: 0.9353 - val_loss: 0.3454 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 01444: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1445/100000\n",
|
|
" - 19s - loss: 0.3500 - acc: 0.9368 - val_loss: 0.4156 - val_acc: 0.9098\n",
|
|
"\n",
|
|
"Epoch 01445: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1446/100000\n",
|
|
" - 19s - loss: 0.3478 - acc: 0.9366 - val_loss: 0.4297 - val_acc: 0.8980\n",
|
|
"\n",
|
|
"Epoch 01446: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1447/100000\n",
|
|
" - 18s - loss: 0.3505 - acc: 0.9360 - val_loss: 0.3440 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 01447: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1448/100000\n",
|
|
" - 19s - loss: 0.3486 - acc: 0.9366 - val_loss: 0.3783 - val_acc: 0.9264\n",
|
|
"\n",
|
|
"Epoch 01448: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1449/100000\n",
|
|
" - 18s - loss: 0.3545 - acc: 0.9357 - val_loss: 0.3403 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 01449: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1450/100000\n",
|
|
" - 19s - loss: 0.3494 - acc: 0.9364 - val_loss: 0.3599 - val_acc: 0.9283\n",
|
|
"\n",
|
|
"Epoch 01450: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1451/100000\n",
|
|
" - 18s - loss: 0.3495 - acc: 0.9360 - val_loss: 0.3365 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 01451: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1452/100000\n",
|
|
" - 19s - loss: 0.3513 - acc: 0.9361 - val_loss: 0.3477 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 01452: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1453/100000\n",
|
|
" - 18s - loss: 0.3509 - acc: 0.9364 - val_loss: 0.3647 - val_acc: 0.9243\n",
|
|
"\n",
|
|
"Epoch 01453: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1454/100000\n",
|
|
" - 19s - loss: 0.3491 - acc: 0.9362 - val_loss: 0.3393 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 01454: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1455/100000\n",
|
|
" - 18s - loss: 0.3517 - acc: 0.9364 - val_loss: 0.3953 - val_acc: 0.9145\n",
|
|
"\n",
|
|
"Epoch 01455: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1456/100000\n",
|
|
" - 18s - loss: 0.3523 - acc: 0.9358 - val_loss: 0.3341 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 01456: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1457/100000\n",
|
|
" - 19s - loss: 0.3508 - acc: 0.9365 - val_loss: 0.3426 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 01457: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1458/100000\n",
|
|
" - 18s - loss: 0.3485 - acc: 0.9364 - val_loss: 0.3435 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 01458: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1459/100000\n",
|
|
" - 19s - loss: 0.3508 - acc: 0.9364 - val_loss: 0.3481 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01459: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1460/100000\n",
|
|
" - 18s - loss: 0.3535 - acc: 0.9361 - val_loss: 0.3494 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 01460: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1461/100000\n",
|
|
" - 19s - loss: 0.3509 - acc: 0.9364 - val_loss: 0.3750 - val_acc: 0.9236\n",
|
|
"\n",
|
|
"Epoch 01461: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1462/100000\n",
|
|
" - 19s - loss: 0.3516 - acc: 0.9369 - val_loss: 0.3636 - val_acc: 0.9316\n",
|
|
"\n",
|
|
"Epoch 01462: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1463/100000\n",
|
|
" - 18s - loss: 0.3530 - acc: 0.9357 - val_loss: 0.3581 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 01463: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1464/100000\n",
|
|
" - 18s - loss: 0.3494 - acc: 0.9363 - val_loss: 0.6312 - val_acc: 0.8087\n",
|
|
"\n",
|
|
"Epoch 01464: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1465/100000\n",
|
|
" - 19s - loss: 0.3493 - acc: 0.9358 - val_loss: 0.4659 - val_acc: 0.8841\n",
|
|
"\n",
|
|
"Epoch 01465: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1466/100000\n",
|
|
" - 18s - loss: 0.3462 - acc: 0.9370 - val_loss: 0.3509 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 01466: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1467/100000\n",
|
|
" - 19s - loss: 0.3486 - acc: 0.9369 - val_loss: 0.3432 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 01467: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1468/100000\n",
|
|
" - 19s - loss: 0.3515 - acc: 0.9360 - val_loss: 0.3659 - val_acc: 0.9321\n",
|
|
"\n",
|
|
"Epoch 01468: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1469/100000\n",
|
|
" - 19s - loss: 0.3500 - acc: 0.9361 - val_loss: 0.3613 - val_acc: 0.9203\n",
|
|
"\n",
|
|
"Epoch 01469: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1470/100000\n",
|
|
" - 19s - loss: 0.3490 - acc: 0.9365 - val_loss: 0.3663 - val_acc: 0.9218\n",
|
|
"\n",
|
|
"Epoch 01470: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1471/100000\n",
|
|
" - 19s - loss: 0.3492 - acc: 0.9367 - val_loss: 0.3404 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 01471: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1472/100000\n",
|
|
" - 19s - loss: 0.3519 - acc: 0.9363 - val_loss: 0.3744 - val_acc: 0.9211\n",
|
|
"\n",
|
|
"Epoch 01472: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1473/100000\n",
|
|
" - 19s - loss: 0.3515 - acc: 0.9362 - val_loss: 0.3351 - val_acc: 0.9409\n",
|
|
"\n",
|
|
"Epoch 01473: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1474/100000\n",
|
|
" - 19s - loss: 0.3569 - acc: 0.9359 - val_loss: 0.3683 - val_acc: 0.9215\n",
|
|
"\n",
|
|
"Epoch 01474: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1475/100000\n",
|
|
" - 19s - loss: 0.3504 - acc: 0.9362 - val_loss: 0.4214 - val_acc: 0.8992\n",
|
|
"\n",
|
|
"Epoch 01475: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1476/100000\n",
|
|
" - 19s - loss: 0.3469 - acc: 0.9367 - val_loss: 0.3385 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 01476: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1477/100000\n",
|
|
" - 19s - loss: 0.3515 - acc: 0.9360 - val_loss: 0.3513 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 01477: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1478/100000\n",
|
|
" - 19s - loss: 0.3521 - acc: 0.9364 - val_loss: 0.3562 - val_acc: 0.9304\n",
|
|
"\n",
|
|
"Epoch 01478: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1479/100000\n",
|
|
" - 19s - loss: 0.3509 - acc: 0.9364 - val_loss: 0.3768 - val_acc: 0.9202\n",
|
|
"\n",
|
|
"Epoch 01479: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1480/100000\n",
|
|
" - 19s - loss: 0.3501 - acc: 0.9364 - val_loss: 0.3593 - val_acc: 0.9296\n",
|
|
"\n",
|
|
"Epoch 01480: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1481/100000\n",
|
|
" - 19s - loss: 0.3502 - acc: 0.9361 - val_loss: 0.3468 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 01481: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1482/100000\n",
|
|
" - 18s - loss: 0.3479 - acc: 0.9367 - val_loss: 0.3384 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 01482: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1483/100000\n",
|
|
" - 19s - loss: 0.3488 - acc: 0.9365 - val_loss: 0.4288 - val_acc: 0.8928\n",
|
|
"\n",
|
|
"Epoch 01483: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1484/100000\n",
|
|
" - 19s - loss: 0.3481 - acc: 0.9369 - val_loss: 0.4086 - val_acc: 0.8979\n",
|
|
"\n",
|
|
"Epoch 01484: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1485/100000\n",
|
|
" - 19s - loss: 0.3510 - acc: 0.9358 - val_loss: 0.3734 - val_acc: 0.9304\n",
|
|
"\n",
|
|
"Epoch 01485: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1486/100000\n",
|
|
" - 19s - loss: 0.3470 - acc: 0.9365 - val_loss: 0.3493 - val_acc: 0.9322\n",
|
|
"\n",
|
|
"Epoch 01486: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1487/100000\n",
|
|
" - 19s - loss: 0.3515 - acc: 0.9356 - val_loss: 0.3544 - val_acc: 0.9286\n",
|
|
"\n",
|
|
"Epoch 01487: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1488/100000\n",
|
|
" - 19s - loss: 0.3498 - acc: 0.9361 - val_loss: 0.4364 - val_acc: 0.8996\n",
|
|
"\n",
|
|
"Epoch 01488: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1489/100000\n",
|
|
" - 19s - loss: 0.3591 - acc: 0.9352 - val_loss: 0.4778 - val_acc: 0.8883\n",
|
|
"\n",
|
|
"Epoch 01489: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1490/100000\n",
|
|
" - 19s - loss: 0.3585 - acc: 0.9358 - val_loss: 0.3359 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 01490: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1491/100000\n",
|
|
" - 19s - loss: 0.3500 - acc: 0.9367 - val_loss: 0.3578 - val_acc: 0.9230\n",
|
|
"\n",
|
|
"Epoch 01491: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1492/100000\n",
|
|
" - 19s - loss: 0.3529 - acc: 0.9355 - val_loss: 0.3451 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 01492: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1493/100000\n",
|
|
" - 18s - loss: 0.3507 - acc: 0.9362 - val_loss: 0.3988 - val_acc: 0.9051\n",
|
|
"\n",
|
|
"Epoch 01493: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1494/100000\n",
|
|
" - 19s - loss: 0.3505 - acc: 0.9363 - val_loss: 0.5826 - val_acc: 0.8449\n",
|
|
"\n",
|
|
"Epoch 01494: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1495/100000\n",
|
|
" - 18s - loss: 0.3493 - acc: 0.9362 - val_loss: 0.3989 - val_acc: 0.9055\n",
|
|
"\n",
|
|
"Epoch 01495: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1496/100000\n",
|
|
" - 19s - loss: 0.3509 - acc: 0.9356 - val_loss: 0.3461 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 01496: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1497/100000\n",
|
|
" - 19s - loss: 0.3501 - acc: 0.9360 - val_loss: 0.3541 - val_acc: 0.9257\n",
|
|
"\n",
|
|
"Epoch 01497: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1498/100000\n",
|
|
" - 19s - loss: 0.3477 - acc: 0.9372 - val_loss: 0.4306 - val_acc: 0.8910\n",
|
|
"\n",
|
|
"Epoch 01498: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1499/100000\n",
|
|
" - 19s - loss: 0.3475 - acc: 0.9372 - val_loss: 0.3435 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 01499: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1500/100000\n",
|
|
" - 19s - loss: 0.3486 - acc: 0.9362 - val_loss: 0.3405 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 01500: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1501/100000\n",
|
|
" - 19s - loss: 0.3475 - acc: 0.9361 - val_loss: 0.4006 - val_acc: 0.9228\n",
|
|
"\n",
|
|
"Epoch 01501: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1502/100000\n",
|
|
" - 19s - loss: 0.3476 - acc: 0.9373 - val_loss: 0.3332 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 01502: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1503/100000\n",
|
|
" - 19s - loss: 0.3776 - acc: 0.9333 - val_loss: 0.5306 - val_acc: 0.9109\n",
|
|
"\n",
|
|
"Epoch 01503: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1504/100000\n",
|
|
" - 19s - loss: 0.3992 - acc: 0.9342 - val_loss: 0.3567 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 01504: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1505/100000\n",
|
|
" - 18s - loss: 0.3694 - acc: 0.9332 - val_loss: 0.3941 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 01505: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1506/100000\n",
|
|
" - 19s - loss: 0.3810 - acc: 0.9341 - val_loss: 0.4813 - val_acc: 0.8712\n",
|
|
"\n",
|
|
"Epoch 01506: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1507/100000\n",
|
|
" - 18s - loss: 0.3643 - acc: 0.9347 - val_loss: 0.3607 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 01507: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1508/100000\n",
|
|
" - 19s - loss: 0.3639 - acc: 0.9346 - val_loss: 0.3479 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 01508: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1509/100000\n",
|
|
" - 18s - loss: 0.3628 - acc: 0.9343 - val_loss: 0.4007 - val_acc: 0.9044\n",
|
|
"\n",
|
|
"Epoch 01509: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1510/100000\n",
|
|
" - 18s - loss: 0.3621 - acc: 0.9346 - val_loss: 0.3396 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 01510: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1511/100000\n",
|
|
" - 19s - loss: 0.3599 - acc: 0.9352 - val_loss: 0.3535 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 01511: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1512/100000\n",
|
|
" - 19s - loss: 0.3616 - acc: 0.9350 - val_loss: 0.4083 - val_acc: 0.8999\n",
|
|
"\n",
|
|
"Epoch 01512: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1513/100000\n",
|
|
" - 19s - loss: 0.3603 - acc: 0.9345 - val_loss: 0.3352 - val_acc: 0.9394\n",
|
|
"\n",
|
|
"Epoch 01513: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1514/100000\n",
|
|
" - 18s - loss: 0.3585 - acc: 0.9350 - val_loss: 0.3534 - val_acc: 0.9312\n",
|
|
"\n",
|
|
"Epoch 01514: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1515/100000\n",
|
|
" - 19s - loss: 0.3614 - acc: 0.9337 - val_loss: 0.3539 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 01515: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1516/100000\n",
|
|
" - 19s - loss: 0.3582 - acc: 0.9345 - val_loss: 0.4412 - val_acc: 0.8963\n",
|
|
"\n",
|
|
"Epoch 01516: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1517/100000\n",
|
|
" - 19s - loss: 0.3604 - acc: 0.9345 - val_loss: 0.3486 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 01517: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1518/100000\n",
|
|
" - 19s - loss: 0.3601 - acc: 0.9341 - val_loss: 0.3562 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 01518: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1519/100000\n",
|
|
" - 18s - loss: 0.3559 - acc: 0.9347 - val_loss: 0.3548 - val_acc: 0.9288\n",
|
|
"\n",
|
|
"Epoch 01519: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1520/100000\n",
|
|
" - 19s - loss: 0.3577 - acc: 0.9343 - val_loss: 0.3877 - val_acc: 0.9121\n",
|
|
"\n",
|
|
"Epoch 01520: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1521/100000\n",
|
|
" - 19s - loss: 0.3589 - acc: 0.9342 - val_loss: 0.3806 - val_acc: 0.9134\n",
|
|
"\n",
|
|
"Epoch 01521: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1522/100000\n",
|
|
" - 19s - loss: 0.3570 - acc: 0.9346 - val_loss: 0.4517 - val_acc: 0.8753\n",
|
|
"\n",
|
|
"Epoch 01522: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1523/100000\n",
|
|
" - 19s - loss: 0.3562 - acc: 0.9345 - val_loss: 0.3592 - val_acc: 0.9226\n",
|
|
"\n",
|
|
"Epoch 01523: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1524/100000\n",
|
|
" - 19s - loss: 0.3584 - acc: 0.9343 - val_loss: 0.3479 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 01524: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1525/100000\n",
|
|
" - 19s - loss: 0.3581 - acc: 0.9340 - val_loss: 0.3395 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 01525: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1526/100000\n",
|
|
" - 19s - loss: 0.3541 - acc: 0.9350 - val_loss: 0.3697 - val_acc: 0.9290\n",
|
|
"\n",
|
|
"Epoch 01526: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1527/100000\n",
|
|
" - 18s - loss: 0.3566 - acc: 0.9343 - val_loss: 0.5285 - val_acc: 0.8809\n",
|
|
"\n",
|
|
"Epoch 01527: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1528/100000\n",
|
|
" - 19s - loss: 0.3588 - acc: 0.9340 - val_loss: 0.3725 - val_acc: 0.9172\n",
|
|
"\n",
|
|
"Epoch 01528: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1529/100000\n",
|
|
" - 19s - loss: 0.3604 - acc: 0.9343 - val_loss: 0.3467 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 01529: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1530/100000\n",
|
|
" - 19s - loss: 0.3602 - acc: 0.9336 - val_loss: 0.3526 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 01530: val_acc did not improve from 0.94225\n",
|
|
"\n",
|
|
"Epoch 01530: ReduceLROnPlateau reducing learning rate to 0.0006983372120885178.\n",
|
|
"Epoch 1531/100000\n",
|
|
" - 19s - loss: 0.3486 - acc: 0.9353 - val_loss: 0.3665 - val_acc: 0.9218\n",
|
|
"\n",
|
|
"Epoch 01531: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1532/100000\n",
|
|
" - 18s - loss: 0.3486 - acc: 0.9353 - val_loss: 0.3354 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 01532: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1533/100000\n",
|
|
" - 19s - loss: 0.3492 - acc: 0.9350 - val_loss: 0.3638 - val_acc: 0.9227\n",
|
|
"\n",
|
|
"Epoch 01533: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1534/100000\n",
|
|
" - 18s - loss: 0.3462 - acc: 0.9355 - val_loss: 0.3396 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01534: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1535/100000\n",
|
|
" - 18s - loss: 0.3471 - acc: 0.9351 - val_loss: 0.3609 - val_acc: 0.9216\n",
|
|
"\n",
|
|
"Epoch 01535: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1536/100000\n",
|
|
" - 19s - loss: 0.3483 - acc: 0.9350 - val_loss: 0.3394 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 01536: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1537/100000\n",
|
|
" - 18s - loss: 0.3518 - acc: 0.9342 - val_loss: 0.3750 - val_acc: 0.9301\n",
|
|
"\n",
|
|
"Epoch 01537: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1538/100000\n",
|
|
" - 19s - loss: 0.3488 - acc: 0.9351 - val_loss: 0.3339 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 01538: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1539/100000\n",
|
|
" - 18s - loss: 0.3491 - acc: 0.9345 - val_loss: 0.3946 - val_acc: 0.9078\n",
|
|
"\n",
|
|
"Epoch 01539: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1540/100000\n",
|
|
" - 19s - loss: 0.3539 - acc: 0.9330 - val_loss: 0.3448 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 01540: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1541/100000\n",
|
|
" - 18s - loss: 0.3482 - acc: 0.9349 - val_loss: 0.3439 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01541: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1542/100000\n",
|
|
" - 19s - loss: 0.3475 - acc: 0.9355 - val_loss: 0.4212 - val_acc: 0.8824\n",
|
|
"\n",
|
|
"Epoch 01542: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1543/100000\n",
|
|
" - 19s - loss: 0.3481 - acc: 0.9351 - val_loss: 0.3338 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 01543: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1544/100000\n",
|
|
" - 19s - loss: 0.3493 - acc: 0.9351 - val_loss: 0.4214 - val_acc: 0.9045\n",
|
|
"\n",
|
|
"Epoch 01544: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1545/100000\n",
|
|
" - 18s - loss: 0.3503 - acc: 0.9352 - val_loss: 0.4191 - val_acc: 0.8949\n",
|
|
"\n",
|
|
"Epoch 01545: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1546/100000\n",
|
|
" - 19s - loss: 0.3474 - acc: 0.9351 - val_loss: 0.3665 - val_acc: 0.9228\n",
|
|
"\n",
|
|
"Epoch 01546: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1547/100000\n",
|
|
" - 19s - loss: 0.3488 - acc: 0.9345 - val_loss: 0.3359 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 01547: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1548/100000\n",
|
|
" - 18s - loss: 0.3481 - acc: 0.9353 - val_loss: 0.3314 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 01548: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1549/100000\n",
|
|
" - 19s - loss: 0.3481 - acc: 0.9343 - val_loss: 0.3400 - val_acc: 0.9323\n",
|
|
"\n",
|
|
"Epoch 01549: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1550/100000\n",
|
|
" - 19s - loss: 0.3479 - acc: 0.9347 - val_loss: 0.3540 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 01550: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1551/100000\n",
|
|
" - 18s - loss: 0.3486 - acc: 0.9345 - val_loss: 0.3953 - val_acc: 0.9038\n",
|
|
"\n",
|
|
"Epoch 01551: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1552/100000\n",
|
|
" - 18s - loss: 0.3487 - acc: 0.9353 - val_loss: 0.3591 - val_acc: 0.9245\n",
|
|
"\n",
|
|
"Epoch 01552: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1553/100000\n",
|
|
" - 18s - loss: 0.3469 - acc: 0.9354 - val_loss: 0.4223 - val_acc: 0.8981\n",
|
|
"\n",
|
|
"Epoch 01553: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1554/100000\n",
|
|
" - 18s - loss: 0.3462 - acc: 0.9353 - val_loss: 0.3439 - val_acc: 0.9255\n",
|
|
"\n",
|
|
"Epoch 01554: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1555/100000\n",
|
|
" - 19s - loss: 0.3490 - acc: 0.9344 - val_loss: 0.3527 - val_acc: 0.9298\n",
|
|
"\n",
|
|
"Epoch 01555: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1556/100000\n",
|
|
" - 19s - loss: 0.3501 - acc: 0.9345 - val_loss: 0.3484 - val_acc: 0.9301\n",
|
|
"\n",
|
|
"Epoch 01556: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1557/100000\n",
|
|
" - 19s - loss: 0.3490 - acc: 0.9348 - val_loss: 0.3360 - val_acc: 0.9349\n",
|
|
"\n",
|
|
"Epoch 01557: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1558/100000\n",
|
|
" - 18s - loss: 0.3495 - acc: 0.9351 - val_loss: 0.3474 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 01558: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1559/100000\n",
|
|
" - 19s - loss: 0.3465 - acc: 0.9358 - val_loss: 0.3691 - val_acc: 0.9205\n",
|
|
"\n",
|
|
"Epoch 01559: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1560/100000\n",
|
|
" - 18s - loss: 0.3494 - acc: 0.9343 - val_loss: 0.3717 - val_acc: 0.9190\n",
|
|
"\n",
|
|
"Epoch 01560: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1561/100000\n",
|
|
" - 19s - loss: 0.3487 - acc: 0.9361 - val_loss: 0.3438 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 01561: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1562/100000\n",
|
|
" - 19s - loss: 0.3483 - acc: 0.9345 - val_loss: 0.3556 - val_acc: 0.9269\n",
|
|
"\n",
|
|
"Epoch 01562: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1563/100000\n",
|
|
" - 18s - loss: 0.3465 - acc: 0.9356 - val_loss: 0.3443 - val_acc: 0.9305\n",
|
|
"\n",
|
|
"Epoch 01563: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1564/100000\n",
|
|
" - 19s - loss: 0.3486 - acc: 0.9347 - val_loss: 0.3411 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 01564: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1565/100000\n",
|
|
" - 18s - loss: 0.3485 - acc: 0.9349 - val_loss: 0.3609 - val_acc: 0.9210\n",
|
|
"\n",
|
|
"Epoch 01565: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1566/100000\n",
|
|
" - 19s - loss: 0.3501 - acc: 0.9346 - val_loss: 0.3521 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 01566: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1567/100000\n",
|
|
" - 19s - loss: 0.3483 - acc: 0.9349 - val_loss: 0.3436 - val_acc: 0.9312\n",
|
|
"\n",
|
|
"Epoch 01567: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1568/100000\n",
|
|
" - 19s - loss: 0.3475 - acc: 0.9351 - val_loss: 0.3788 - val_acc: 0.9105\n",
|
|
"\n",
|
|
"Epoch 01568: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1569/100000\n",
|
|
" - 19s - loss: 0.3482 - acc: 0.9347 - val_loss: 0.5227 - val_acc: 0.8554\n",
|
|
"\n",
|
|
"Epoch 01569: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1570/100000\n",
|
|
" - 19s - loss: 0.3483 - acc: 0.9351 - val_loss: 0.3496 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 01570: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1571/100000\n",
|
|
" - 19s - loss: 0.3493 - acc: 0.9350 - val_loss: 0.3829 - val_acc: 0.9273\n",
|
|
"\n",
|
|
"Epoch 01571: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1572/100000\n",
|
|
" - 18s - loss: 0.3498 - acc: 0.9344 - val_loss: 0.3900 - val_acc: 0.9012\n",
|
|
"\n",
|
|
"Epoch 01572: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1573/100000\n",
|
|
" - 18s - loss: 0.3479 - acc: 0.9351 - val_loss: 0.3395 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 01573: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1574/100000\n",
|
|
" - 19s - loss: 0.3490 - acc: 0.9352 - val_loss: 0.3400 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 01574: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1575/100000\n",
|
|
" - 18s - loss: 0.3497 - acc: 0.9352 - val_loss: 0.3423 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 01575: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1576/100000\n",
|
|
" - 18s - loss: 0.3481 - acc: 0.9352 - val_loss: 0.3398 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01576: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1577/100000\n",
|
|
" - 19s - loss: 0.3498 - acc: 0.9345 - val_loss: 0.3477 - val_acc: 0.9306\n",
|
|
"\n",
|
|
"Epoch 01577: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1578/100000\n",
|
|
" - 19s - loss: 0.3491 - acc: 0.9352 - val_loss: 0.3490 - val_acc: 0.9248\n",
|
|
"\n",
|
|
"Epoch 01578: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1579/100000\n",
|
|
" - 19s - loss: 0.3465 - acc: 0.9351 - val_loss: 0.3394 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 01579: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1580/100000\n",
|
|
" - 19s - loss: 0.3454 - acc: 0.9359 - val_loss: 0.3401 - val_acc: 0.9304\n",
|
|
"\n",
|
|
"Epoch 01580: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1581/100000\n",
|
|
" - 19s - loss: 0.3468 - acc: 0.9353 - val_loss: 0.3471 - val_acc: 0.9322\n",
|
|
"\n",
|
|
"Epoch 01581: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1582/100000\n",
|
|
" - 18s - loss: 0.3449 - acc: 0.9359 - val_loss: 0.3564 - val_acc: 0.9222\n",
|
|
"\n",
|
|
"Epoch 01582: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1583/100000\n",
|
|
" - 19s - loss: 0.3483 - acc: 0.9348 - val_loss: 0.3328 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 01583: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1584/100000\n",
|
|
" - 18s - loss: 0.3464 - acc: 0.9360 - val_loss: 0.3413 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 01584: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1585/100000\n",
|
|
" - 19s - loss: 0.3462 - acc: 0.9362 - val_loss: 0.3646 - val_acc: 0.9200\n",
|
|
"\n",
|
|
"Epoch 01585: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1586/100000\n",
|
|
" - 18s - loss: 0.3485 - acc: 0.9352 - val_loss: 0.3585 - val_acc: 0.9277\n",
|
|
"\n",
|
|
"Epoch 01586: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1587/100000\n",
|
|
" - 19s - loss: 0.3474 - acc: 0.9353 - val_loss: 0.3410 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 01587: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1588/100000\n",
|
|
" - 18s - loss: 0.3488 - acc: 0.9350 - val_loss: 0.4182 - val_acc: 0.9034\n",
|
|
"\n",
|
|
"Epoch 01588: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1589/100000\n",
|
|
" - 19s - loss: 0.3477 - acc: 0.9351 - val_loss: 0.3368 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 01589: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1590/100000\n",
|
|
" - 18s - loss: 0.3435 - acc: 0.9362 - val_loss: 0.3360 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 01590: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1591/100000\n",
|
|
" - 18s - loss: 0.3445 - acc: 0.9356 - val_loss: 0.3583 - val_acc: 0.9234\n",
|
|
"\n",
|
|
"Epoch 01591: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1592/100000\n",
|
|
" - 18s - loss: 0.3474 - acc: 0.9354 - val_loss: 0.3424 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 01592: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1593/100000\n",
|
|
" - 19s - loss: 0.3489 - acc: 0.9349 - val_loss: 0.3690 - val_acc: 0.9242\n",
|
|
"\n",
|
|
"Epoch 01593: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1594/100000\n",
|
|
" - 18s - loss: 0.3464 - acc: 0.9350 - val_loss: 0.3367 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 01594: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1595/100000\n",
|
|
" - 19s - loss: 0.3434 - acc: 0.9362 - val_loss: 0.3363 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 01595: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1596/100000\n",
|
|
" - 19s - loss: 0.3446 - acc: 0.9355 - val_loss: 0.3364 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 01596: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1597/100000\n",
|
|
" - 19s - loss: 0.3443 - acc: 0.9358 - val_loss: 0.3494 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 01597: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1598/100000\n",
|
|
" - 19s - loss: 0.3447 - acc: 0.9358 - val_loss: 0.3393 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 01598: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1599/100000\n",
|
|
" - 18s - loss: 0.3464 - acc: 0.9351 - val_loss: 0.3433 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 01599: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1600/100000\n",
|
|
" - 18s - loss: 0.3488 - acc: 0.9344 - val_loss: 0.3429 - val_acc: 0.9394\n",
|
|
"\n",
|
|
"Epoch 01600: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1601/100000\n",
|
|
" - 19s - loss: 0.3443 - acc: 0.9362 - val_loss: 0.4774 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 01601: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1602/100000\n",
|
|
" - 18s - loss: 0.3483 - acc: 0.9346 - val_loss: 0.3416 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01602: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1603/100000\n",
|
|
" - 19s - loss: 0.3445 - acc: 0.9357 - val_loss: 0.3289 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 01603: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1604/100000\n",
|
|
" - 18s - loss: 0.3447 - acc: 0.9366 - val_loss: 0.3392 - val_acc: 0.9394\n",
|
|
"\n",
|
|
"Epoch 01604: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1605/100000\n",
|
|
" - 19s - loss: 0.3473 - acc: 0.9351 - val_loss: 0.3371 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 01605: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1606/100000\n",
|
|
" - 18s - loss: 0.3465 - acc: 0.9350 - val_loss: 0.3333 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 01606: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1607/100000\n",
|
|
" - 19s - loss: 0.3454 - acc: 0.9355 - val_loss: 0.3370 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 01607: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1608/100000\n",
|
|
" - 19s - loss: 0.3440 - acc: 0.9354 - val_loss: 0.3343 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 01608: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1609/100000\n",
|
|
" - 19s - loss: 0.3466 - acc: 0.9356 - val_loss: 0.3300 - val_acc: 0.9390\n",
|
|
"\n",
|
|
"Epoch 01609: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1610/100000\n",
|
|
" - 19s - loss: 0.3487 - acc: 0.9358 - val_loss: 0.3603 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 01610: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1611/100000\n",
|
|
" - 18s - loss: 0.3464 - acc: 0.9362 - val_loss: 0.3817 - val_acc: 0.9193\n",
|
|
"\n",
|
|
"Epoch 01611: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1612/100000\n",
|
|
" - 19s - loss: 0.3451 - acc: 0.9362 - val_loss: 0.3258 - val_acc: 0.9417\n",
|
|
"\n",
|
|
"Epoch 01612: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1613/100000\n",
|
|
" - 19s - loss: 0.3459 - acc: 0.9360 - val_loss: 0.3432 - val_acc: 0.9297\n",
|
|
"\n",
|
|
"Epoch 01613: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1614/100000\n",
|
|
" - 19s - loss: 0.3455 - acc: 0.9356 - val_loss: 0.3327 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 01614: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1615/100000\n",
|
|
" - 18s - loss: 0.3446 - acc: 0.9359 - val_loss: 0.3321 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 01615: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1616/100000\n",
|
|
" - 19s - loss: 0.3469 - acc: 0.9355 - val_loss: 0.3439 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 01616: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1617/100000\n",
|
|
" - 19s - loss: 0.3447 - acc: 0.9355 - val_loss: 0.3449 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 01617: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1618/100000\n",
|
|
" - 19s - loss: 0.3466 - acc: 0.9346 - val_loss: 0.3747 - val_acc: 0.9158\n",
|
|
"\n",
|
|
"Epoch 01618: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1619/100000\n",
|
|
" - 18s - loss: 0.3439 - acc: 0.9360 - val_loss: 0.3319 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 01619: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1620/100000\n",
|
|
" - 19s - loss: 0.3460 - acc: 0.9355 - val_loss: 0.3611 - val_acc: 0.9245\n",
|
|
"\n",
|
|
"Epoch 01620: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1621/100000\n",
|
|
" - 18s - loss: 0.3443 - acc: 0.9361 - val_loss: 0.3344 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 01621: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1622/100000\n",
|
|
" - 19s - loss: 0.3442 - acc: 0.9357 - val_loss: 0.3352 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 01622: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1623/100000\n",
|
|
" - 19s - loss: 0.3438 - acc: 0.9354 - val_loss: 0.3325 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 01623: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1624/100000\n",
|
|
" - 19s - loss: 0.3481 - acc: 0.9346 - val_loss: 0.3577 - val_acc: 0.9231\n",
|
|
"\n",
|
|
"Epoch 01624: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1625/100000\n",
|
|
" - 19s - loss: 0.3495 - acc: 0.9352 - val_loss: 0.3412 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 01625: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1626/100000\n",
|
|
" - 19s - loss: 0.3481 - acc: 0.9362 - val_loss: 0.3484 - val_acc: 0.9287\n",
|
|
"\n",
|
|
"Epoch 01626: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1627/100000\n",
|
|
" - 18s - loss: 0.3444 - acc: 0.9361 - val_loss: 0.3314 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 01627: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1628/100000\n",
|
|
" - 19s - loss: 0.3439 - acc: 0.9360 - val_loss: 0.3709 - val_acc: 0.9179\n",
|
|
"\n",
|
|
"Epoch 01628: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1629/100000\n",
|
|
" - 18s - loss: 0.3443 - acc: 0.9358 - val_loss: 0.3754 - val_acc: 0.9152\n",
|
|
"\n",
|
|
"Epoch 01629: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1630/100000\n",
|
|
" - 19s - loss: 0.3447 - acc: 0.9360 - val_loss: 0.3456 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 01630: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1631/100000\n",
|
|
" - 19s - loss: 0.3471 - acc: 0.9352 - val_loss: 0.3426 - val_acc: 0.9323\n",
|
|
"\n",
|
|
"Epoch 01631: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1632/100000\n",
|
|
" - 18s - loss: 0.3438 - acc: 0.9361 - val_loss: 0.3754 - val_acc: 0.9179\n",
|
|
"\n",
|
|
"Epoch 01632: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1633/100000\n",
|
|
" - 19s - loss: 0.3450 - acc: 0.9358 - val_loss: 0.3397 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01633: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1634/100000\n",
|
|
" - 19s - loss: 0.3453 - acc: 0.9359 - val_loss: 0.4063 - val_acc: 0.8991\n",
|
|
"\n",
|
|
"Epoch 01634: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1635/100000\n",
|
|
" - 19s - loss: 0.3429 - acc: 0.9365 - val_loss: 0.3493 - val_acc: 0.9257\n",
|
|
"\n",
|
|
"Epoch 01635: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1636/100000\n",
|
|
" - 19s - loss: 0.3440 - acc: 0.9354 - val_loss: 0.3527 - val_acc: 0.9253\n",
|
|
"\n",
|
|
"Epoch 01636: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1637/100000\n",
|
|
" - 19s - loss: 0.3425 - acc: 0.9363 - val_loss: 0.3715 - val_acc: 0.9200\n",
|
|
"\n",
|
|
"Epoch 01637: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1638/100000\n",
|
|
" - 18s - loss: 0.3465 - acc: 0.9350 - val_loss: 0.3477 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 01638: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1639/100000\n",
|
|
" - 19s - loss: 0.3435 - acc: 0.9357 - val_loss: 0.3380 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 01639: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1640/100000\n",
|
|
" - 19s - loss: 0.3440 - acc: 0.9361 - val_loss: 0.3594 - val_acc: 0.9247\n",
|
|
"\n",
|
|
"Epoch 01640: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1641/100000\n",
|
|
" - 19s - loss: 0.3449 - acc: 0.9358 - val_loss: 0.3258 - val_acc: 0.9397\n",
|
|
"\n",
|
|
"Epoch 01641: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1642/100000\n",
|
|
" - 18s - loss: 0.3408 - acc: 0.9363 - val_loss: 0.3678 - val_acc: 0.9222\n",
|
|
"\n",
|
|
"Epoch 01642: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1643/100000\n",
|
|
" - 18s - loss: 0.3461 - acc: 0.9348 - val_loss: 0.3350 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 01643: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1644/100000\n",
|
|
" - 19s - loss: 0.3451 - acc: 0.9355 - val_loss: 0.3369 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 01644: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1645/100000\n",
|
|
" - 19s - loss: 0.3438 - acc: 0.9364 - val_loss: 0.3309 - val_acc: 0.9370\n",
|
|
"\n",
|
|
"Epoch 01645: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1646/100000\n",
|
|
" - 19s - loss: 0.3454 - acc: 0.9361 - val_loss: 0.3353 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 01646: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1647/100000\n",
|
|
" - 19s - loss: 0.3414 - acc: 0.9366 - val_loss: 0.3882 - val_acc: 0.9058\n",
|
|
"\n",
|
|
"Epoch 01647: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1648/100000\n",
|
|
" - 19s - loss: 0.3422 - acc: 0.9358 - val_loss: 0.3841 - val_acc: 0.9138\n",
|
|
"\n",
|
|
"Epoch 01648: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1649/100000\n",
|
|
" - 18s - loss: 0.3428 - acc: 0.9357 - val_loss: 0.3569 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 01649: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1650/100000\n",
|
|
" - 19s - loss: 0.3447 - acc: 0.9355 - val_loss: 0.4562 - val_acc: 0.8792\n",
|
|
"\n",
|
|
"Epoch 01650: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1651/100000\n",
|
|
" - 19s - loss: 0.3428 - acc: 0.9360 - val_loss: 0.3273 - val_acc: 0.9394\n",
|
|
"\n",
|
|
"Epoch 01651: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1652/100000\n",
|
|
" - 19s - loss: 0.3444 - acc: 0.9355 - val_loss: 0.3486 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 01652: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1653/100000\n",
|
|
" - 19s - loss: 0.3439 - acc: 0.9355 - val_loss: 0.3413 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 01653: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1654/100000\n",
|
|
" - 19s - loss: 0.3462 - acc: 0.9356 - val_loss: 0.3870 - val_acc: 0.9082\n",
|
|
"\n",
|
|
"Epoch 01654: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1655/100000\n",
|
|
" - 19s - loss: 0.3412 - acc: 0.9367 - val_loss: 0.4030 - val_acc: 0.9109\n",
|
|
"\n",
|
|
"Epoch 01655: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1656/100000\n",
|
|
" - 19s - loss: 0.3430 - acc: 0.9360 - val_loss: 0.3620 - val_acc: 0.9208\n",
|
|
"\n",
|
|
"Epoch 01656: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1657/100000\n",
|
|
" - 18s - loss: 0.3476 - acc: 0.9351 - val_loss: 0.3447 - val_acc: 0.9286\n",
|
|
"\n",
|
|
"Epoch 01657: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1658/100000\n",
|
|
" - 18s - loss: 0.3434 - acc: 0.9354 - val_loss: 0.3915 - val_acc: 0.9119\n",
|
|
"\n",
|
|
"Epoch 01658: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1659/100000\n",
|
|
" - 19s - loss: 0.3440 - acc: 0.9361 - val_loss: 0.4365 - val_acc: 0.9025\n",
|
|
"\n",
|
|
"Epoch 01659: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1660/100000\n",
|
|
" - 19s - loss: 0.3437 - acc: 0.9366 - val_loss: 0.3494 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 01660: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1661/100000\n",
|
|
" - 18s - loss: 0.3466 - acc: 0.9356 - val_loss: 0.3381 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 01661: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1662/100000\n",
|
|
" - 19s - loss: 0.3439 - acc: 0.9357 - val_loss: 0.3647 - val_acc: 0.9226\n",
|
|
"\n",
|
|
"Epoch 01662: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1663/100000\n",
|
|
" - 18s - loss: 0.3427 - acc: 0.9363 - val_loss: 0.3479 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 01663: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1664/100000\n",
|
|
" - 19s - loss: 0.3469 - acc: 0.9354 - val_loss: 0.3681 - val_acc: 0.9180\n",
|
|
"\n",
|
|
"Epoch 01664: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1665/100000\n",
|
|
" - 19s - loss: 0.3438 - acc: 0.9361 - val_loss: 0.3655 - val_acc: 0.9196\n",
|
|
"\n",
|
|
"Epoch 01665: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1666/100000\n",
|
|
" - 18s - loss: 0.3465 - acc: 0.9355 - val_loss: 0.3244 - val_acc: 0.9389\n",
|
|
"\n",
|
|
"Epoch 01666: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1667/100000\n",
|
|
" - 18s - loss: 0.3452 - acc: 0.9353 - val_loss: 0.3734 - val_acc: 0.9197\n",
|
|
"\n",
|
|
"Epoch 01667: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1668/100000\n",
|
|
" - 19s - loss: 0.3427 - acc: 0.9359 - val_loss: 0.3355 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 01668: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1669/100000\n",
|
|
" - 18s - loss: 0.3443 - acc: 0.9362 - val_loss: 0.3602 - val_acc: 0.9214\n",
|
|
"\n",
|
|
"Epoch 01669: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1670/100000\n",
|
|
" - 18s - loss: 0.3449 - acc: 0.9359 - val_loss: 0.3741 - val_acc: 0.9289\n",
|
|
"\n",
|
|
"Epoch 01670: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1671/100000\n",
|
|
" - 18s - loss: 0.3432 - acc: 0.9362 - val_loss: 0.3407 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 01671: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1672/100000\n",
|
|
" - 19s - loss: 0.3441 - acc: 0.9361 - val_loss: 0.4221 - val_acc: 0.8875\n",
|
|
"\n",
|
|
"Epoch 01672: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1673/100000\n",
|
|
" - 18s - loss: 0.3485 - acc: 0.9346 - val_loss: 0.3327 - val_acc: 0.9387\n",
|
|
"\n",
|
|
"Epoch 01673: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1674/100000\n",
|
|
" - 19s - loss: 0.3444 - acc: 0.9360 - val_loss: 0.3337 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 01674: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1675/100000\n",
|
|
" - 18s - loss: 0.3420 - acc: 0.9367 - val_loss: 0.3317 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 01675: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1676/100000\n",
|
|
" - 19s - loss: 0.3458 - acc: 0.9359 - val_loss: 0.3403 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 01676: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1677/100000\n",
|
|
" - 19s - loss: 0.3442 - acc: 0.9363 - val_loss: 0.3326 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 01677: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1678/100000\n",
|
|
" - 19s - loss: 0.3440 - acc: 0.9359 - val_loss: 0.4178 - val_acc: 0.8981\n",
|
|
"\n",
|
|
"Epoch 01678: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1679/100000\n",
|
|
" - 18s - loss: 0.3452 - acc: 0.9360 - val_loss: 0.3279 - val_acc: 0.9384\n",
|
|
"\n",
|
|
"Epoch 01679: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1680/100000\n",
|
|
" - 19s - loss: 0.3480 - acc: 0.9356 - val_loss: 0.3342 - val_acc: 0.9407\n",
|
|
"\n",
|
|
"Epoch 01680: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1681/100000\n",
|
|
" - 19s - loss: 0.3467 - acc: 0.9359 - val_loss: 0.3473 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 01681: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1682/100000\n",
|
|
" - 19s - loss: 0.3464 - acc: 0.9359 - val_loss: 0.3478 - val_acc: 0.9292\n",
|
|
"\n",
|
|
"Epoch 01682: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1683/100000\n",
|
|
" - 18s - loss: 0.3445 - acc: 0.9359 - val_loss: 0.3420 - val_acc: 0.9321\n",
|
|
"\n",
|
|
"Epoch 01683: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1684/100000\n",
|
|
" - 19s - loss: 0.3421 - acc: 0.9362 - val_loss: 0.3478 - val_acc: 0.9306\n",
|
|
"\n",
|
|
"Epoch 01684: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1685/100000\n",
|
|
" - 19s - loss: 0.3470 - acc: 0.9355 - val_loss: 0.3705 - val_acc: 0.9248\n",
|
|
"\n",
|
|
"Epoch 01685: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1686/100000\n",
|
|
" - 19s - loss: 0.3464 - acc: 0.9354 - val_loss: 0.3491 - val_acc: 0.9291\n",
|
|
"\n",
|
|
"Epoch 01686: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1687/100000\n",
|
|
" - 19s - loss: 0.3437 - acc: 0.9358 - val_loss: 0.3414 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 01687: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1688/100000\n",
|
|
" - 19s - loss: 0.3431 - acc: 0.9353 - val_loss: 0.3396 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 01688: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1689/100000\n",
|
|
" - 19s - loss: 0.3455 - acc: 0.9359 - val_loss: 0.3668 - val_acc: 0.9242\n",
|
|
"\n",
|
|
"Epoch 01689: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1690/100000\n",
|
|
" - 18s - loss: 0.3441 - acc: 0.9361 - val_loss: 0.3416 - val_acc: 0.9331\n",
|
|
"\n",
|
|
"Epoch 01690: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1691/100000\n",
|
|
" - 19s - loss: 0.3458 - acc: 0.9357 - val_loss: 0.3389 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 01691: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1692/100000\n",
|
|
" - 19s - loss: 0.3459 - acc: 0.9351 - val_loss: 0.3362 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 01692: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1693/100000\n",
|
|
" - 18s - loss: 0.3433 - acc: 0.9363 - val_loss: 0.3345 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 01693: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1694/100000\n",
|
|
" - 19s - loss: 0.3441 - acc: 0.9359 - val_loss: 0.4655 - val_acc: 0.8590\n",
|
|
"\n",
|
|
"Epoch 01694: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1695/100000\n",
|
|
" - 18s - loss: 0.3440 - acc: 0.9354 - val_loss: 0.3398 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 01695: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1696/100000\n",
|
|
" - 19s - loss: 0.3441 - acc: 0.9355 - val_loss: 0.3628 - val_acc: 0.9300\n",
|
|
"\n",
|
|
"Epoch 01696: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1697/100000\n",
|
|
" - 19s - loss: 0.3441 - acc: 0.9363 - val_loss: 0.3391 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 01697: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1698/100000\n",
|
|
" - 18s - loss: 0.3475 - acc: 0.9351 - val_loss: 0.3350 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01698: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1699/100000\n",
|
|
" - 19s - loss: 0.3451 - acc: 0.9350 - val_loss: 0.3376 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 01699: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1700/100000\n",
|
|
" - 18s - loss: 0.3490 - acc: 0.9349 - val_loss: 0.3493 - val_acc: 0.9280\n",
|
|
"\n",
|
|
"Epoch 01700: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1701/100000\n",
|
|
" - 19s - loss: 0.3430 - acc: 0.9363 - val_loss: 0.3804 - val_acc: 0.9165\n",
|
|
"\n",
|
|
"Epoch 01701: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1702/100000\n",
|
|
" - 19s - loss: 0.3431 - acc: 0.9354 - val_loss: 0.3645 - val_acc: 0.9149\n",
|
|
"\n",
|
|
"Epoch 01702: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1703/100000\n",
|
|
" - 19s - loss: 0.3449 - acc: 0.9354 - val_loss: 0.3316 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 01703: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1704/100000\n",
|
|
" - 19s - loss: 0.3448 - acc: 0.9358 - val_loss: 0.3767 - val_acc: 0.9126\n",
|
|
"\n",
|
|
"Epoch 01704: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1705/100000\n",
|
|
" - 19s - loss: 0.3428 - acc: 0.9358 - val_loss: 0.3345 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 01705: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1706/100000\n",
|
|
" - 19s - loss: 0.3441 - acc: 0.9359 - val_loss: 0.3294 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 01706: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1707/100000\n",
|
|
" - 19s - loss: 0.3434 - acc: 0.9363 - val_loss: 0.5831 - val_acc: 0.8240\n",
|
|
"\n",
|
|
"Epoch 01707: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1708/100000\n",
|
|
" - 19s - loss: 0.3443 - acc: 0.9357 - val_loss: 0.3494 - val_acc: 0.9294\n",
|
|
"\n",
|
|
"Epoch 01708: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1709/100000\n",
|
|
" - 18s - loss: 0.3461 - acc: 0.9349 - val_loss: 0.3415 - val_acc: 0.9313\n",
|
|
"\n",
|
|
"Epoch 01709: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1710/100000\n",
|
|
" - 19s - loss: 0.3421 - acc: 0.9365 - val_loss: 0.3345 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 01710: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1711/100000\n",
|
|
" - 19s - loss: 0.3448 - acc: 0.9355 - val_loss: 0.3742 - val_acc: 0.9245\n",
|
|
"\n",
|
|
"Epoch 01711: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1712/100000\n",
|
|
" - 18s - loss: 0.3457 - acc: 0.9356 - val_loss: 0.3552 - val_acc: 0.9294\n",
|
|
"\n",
|
|
"Epoch 01712: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1713/100000\n",
|
|
" - 19s - loss: 0.3476 - acc: 0.9357 - val_loss: 0.3498 - val_acc: 0.9303\n",
|
|
"\n",
|
|
"Epoch 01713: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1714/100000\n",
|
|
" - 19s - loss: 0.3438 - acc: 0.9357 - val_loss: 0.3344 - val_acc: 0.9392\n",
|
|
"\n",
|
|
"Epoch 01714: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1715/100000\n",
|
|
" - 19s - loss: 0.3450 - acc: 0.9355 - val_loss: 0.3500 - val_acc: 0.9311\n",
|
|
"\n",
|
|
"Epoch 01715: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1716/100000\n",
|
|
" - 18s - loss: 0.3433 - acc: 0.9358 - val_loss: 0.3420 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 01716: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1717/100000\n",
|
|
" - 19s - loss: 0.3440 - acc: 0.9361 - val_loss: 0.3423 - val_acc: 0.9315\n",
|
|
"\n",
|
|
"Epoch 01717: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1718/100000\n",
|
|
" - 19s - loss: 0.3441 - acc: 0.9359 - val_loss: 0.3352 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 01718: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1719/100000\n",
|
|
" - 18s - loss: 0.3438 - acc: 0.9365 - val_loss: 0.3395 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 01719: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1720/100000\n",
|
|
" - 19s - loss: 0.3472 - acc: 0.9348 - val_loss: 0.3764 - val_acc: 0.9224\n",
|
|
"\n",
|
|
"Epoch 01720: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1721/100000\n",
|
|
" - 19s - loss: 0.3417 - acc: 0.9370 - val_loss: 0.3564 - val_acc: 0.9295\n",
|
|
"\n",
|
|
"Epoch 01721: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1722/100000\n",
|
|
" - 18s - loss: 0.3439 - acc: 0.9359 - val_loss: 0.3345 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 01722: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1723/100000\n",
|
|
" - 19s - loss: 0.3454 - acc: 0.9353 - val_loss: 0.3339 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 01723: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1724/100000\n",
|
|
" - 19s - loss: 0.3426 - acc: 0.9361 - val_loss: 0.3722 - val_acc: 0.9200\n",
|
|
"\n",
|
|
"Epoch 01724: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1725/100000\n",
|
|
" - 19s - loss: 0.3446 - acc: 0.9360 - val_loss: 0.3671 - val_acc: 0.9212\n",
|
|
"\n",
|
|
"Epoch 01725: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1726/100000\n",
|
|
" - 19s - loss: 0.3447 - acc: 0.9360 - val_loss: 0.3396 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 01726: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1727/100000\n",
|
|
" - 19s - loss: 0.3454 - acc: 0.9357 - val_loss: 0.5618 - val_acc: 0.8532\n",
|
|
"\n",
|
|
"Epoch 01727: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1728/100000\n",
|
|
" - 19s - loss: 0.3446 - acc: 0.9367 - val_loss: 0.3351 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 01728: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1729/100000\n",
|
|
" - 19s - loss: 0.3472 - acc: 0.9349 - val_loss: 0.3545 - val_acc: 0.9313\n",
|
|
"\n",
|
|
"Epoch 01729: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1730/100000\n",
|
|
" - 18s - loss: 0.3458 - acc: 0.9359 - val_loss: 0.3827 - val_acc: 0.9148\n",
|
|
"\n",
|
|
"Epoch 01730: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1731/100000\n",
|
|
" - 19s - loss: 0.3466 - acc: 0.9350 - val_loss: 0.4218 - val_acc: 0.8952\n",
|
|
"\n",
|
|
"Epoch 01731: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1732/100000\n",
|
|
" - 19s - loss: 0.3463 - acc: 0.9361 - val_loss: 0.3861 - val_acc: 0.9171\n",
|
|
"\n",
|
|
"Epoch 01732: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1733/100000\n",
|
|
" - 19s - loss: 0.3462 - acc: 0.9349 - val_loss: 0.3724 - val_acc: 0.9179\n",
|
|
"\n",
|
|
"Epoch 01733: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1734/100000\n",
|
|
" - 19s - loss: 0.3442 - acc: 0.9362 - val_loss: 0.3649 - val_acc: 0.9167\n",
|
|
"\n",
|
|
"Epoch 01734: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1735/100000\n",
|
|
" - 19s - loss: 0.3457 - acc: 0.9361 - val_loss: 0.3591 - val_acc: 0.9212\n",
|
|
"\n",
|
|
"Epoch 01735: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1736/100000\n",
|
|
" - 19s - loss: 0.3449 - acc: 0.9363 - val_loss: 0.3331 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 01736: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1737/100000\n",
|
|
" - 18s - loss: 0.3444 - acc: 0.9356 - val_loss: 0.3535 - val_acc: 0.9275\n",
|
|
"\n",
|
|
"Epoch 01737: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1738/100000\n",
|
|
" - 18s - loss: 0.3451 - acc: 0.9352 - val_loss: 0.3405 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 01738: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1739/100000\n",
|
|
" - 18s - loss: 0.3450 - acc: 0.9360 - val_loss: 0.3644 - val_acc: 0.9349\n",
|
|
"\n",
|
|
"Epoch 01739: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1740/100000\n",
|
|
" - 19s - loss: 0.3475 - acc: 0.9354 - val_loss: 0.3492 - val_acc: 0.9293\n",
|
|
"\n",
|
|
"Epoch 01740: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1741/100000\n",
|
|
" - 19s - loss: 0.3438 - acc: 0.9364 - val_loss: 0.3353 - val_acc: 0.9367\n",
|
|
"\n",
|
|
"Epoch 01741: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1742/100000\n",
|
|
" - 19s - loss: 0.3432 - acc: 0.9358 - val_loss: 0.3533 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 01742: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1743/100000\n",
|
|
" - 19s - loss: 0.3495 - acc: 0.9349 - val_loss: 0.3384 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 01743: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1744/100000\n",
|
|
" - 19s - loss: 0.3461 - acc: 0.9351 - val_loss: 0.3420 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 01744: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1745/100000\n",
|
|
" - 19s - loss: 0.3434 - acc: 0.9356 - val_loss: 0.5406 - val_acc: 0.8353\n",
|
|
"\n",
|
|
"Epoch 01745: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1746/100000\n",
|
|
" - 19s - loss: 0.3448 - acc: 0.9356 - val_loss: 0.3458 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 01746: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1747/100000\n",
|
|
" - 19s - loss: 0.3433 - acc: 0.9362 - val_loss: 0.3567 - val_acc: 0.9282\n",
|
|
"\n",
|
|
"Epoch 01747: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1748/100000\n",
|
|
" - 18s - loss: 0.3457 - acc: 0.9356 - val_loss: 0.3527 - val_acc: 0.9292\n",
|
|
"\n",
|
|
"Epoch 01748: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1749/100000\n",
|
|
" - 19s - loss: 0.3443 - acc: 0.9360 - val_loss: 0.3767 - val_acc: 0.9055\n",
|
|
"\n",
|
|
"Epoch 01749: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1750/100000\n",
|
|
" - 19s - loss: 0.3460 - acc: 0.9357 - val_loss: 0.3426 - val_acc: 0.9266\n",
|
|
"\n",
|
|
"Epoch 01750: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1751/100000\n",
|
|
" - 18s - loss: 0.3447 - acc: 0.9355 - val_loss: 0.3402 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 01751: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1752/100000\n",
|
|
" - 19s - loss: 0.3440 - acc: 0.9366 - val_loss: 0.3238 - val_acc: 0.9387\n",
|
|
"\n",
|
|
"Epoch 01752: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1753/100000\n",
|
|
" - 18s - loss: 0.3451 - acc: 0.9357 - val_loss: 0.4722 - val_acc: 0.8796\n",
|
|
"\n",
|
|
"Epoch 01753: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1754/100000\n",
|
|
" - 19s - loss: 0.3444 - acc: 0.9354 - val_loss: 0.3667 - val_acc: 0.9242\n",
|
|
"\n",
|
|
"Epoch 01754: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1755/100000\n",
|
|
" - 19s - loss: 0.3422 - acc: 0.9365 - val_loss: 0.3503 - val_acc: 0.9296\n",
|
|
"\n",
|
|
"Epoch 01755: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1756/100000\n",
|
|
" - 18s - loss: 0.3440 - acc: 0.9365 - val_loss: 0.3486 - val_acc: 0.9304\n",
|
|
"\n",
|
|
"Epoch 01756: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1757/100000\n",
|
|
" - 19s - loss: 0.3459 - acc: 0.9360 - val_loss: 0.3721 - val_acc: 0.9223\n",
|
|
"\n",
|
|
"Epoch 01757: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1758/100000\n",
|
|
" - 19s - loss: 0.3422 - acc: 0.9370 - val_loss: 0.3434 - val_acc: 0.9302\n",
|
|
"\n",
|
|
"Epoch 01758: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1759/100000\n",
|
|
" - 18s - loss: 0.3469 - acc: 0.9354 - val_loss: 0.3970 - val_acc: 0.9048\n",
|
|
"\n",
|
|
"Epoch 01759: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1760/100000\n",
|
|
" - 18s - loss: 0.3462 - acc: 0.9358 - val_loss: 0.4063 - val_acc: 0.9033\n",
|
|
"\n",
|
|
"Epoch 01760: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1761/100000\n",
|
|
" - 19s - loss: 0.3471 - acc: 0.9356 - val_loss: 0.3360 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 01761: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1762/100000\n",
|
|
" - 18s - loss: 0.3458 - acc: 0.9357 - val_loss: 0.3582 - val_acc: 0.9275\n",
|
|
"\n",
|
|
"Epoch 01762: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1763/100000\n",
|
|
" - 19s - loss: 0.3464 - acc: 0.9352 - val_loss: 0.3693 - val_acc: 0.9172\n",
|
|
"\n",
|
|
"Epoch 01763: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1764/100000\n",
|
|
" - 19s - loss: 0.3433 - acc: 0.9360 - val_loss: 0.3368 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 01764: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1765/100000\n",
|
|
" - 19s - loss: 0.3435 - acc: 0.9361 - val_loss: 0.3365 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 01765: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1766/100000\n",
|
|
" - 19s - loss: 0.3482 - acc: 0.9354 - val_loss: 0.3367 - val_acc: 0.9391\n",
|
|
"\n",
|
|
"Epoch 01766: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1767/100000\n",
|
|
" - 19s - loss: 0.3449 - acc: 0.9360 - val_loss: 0.3322 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 01767: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1768/100000\n",
|
|
" - 19s - loss: 0.3461 - acc: 0.9358 - val_loss: 0.5011 - val_acc: 0.8784\n",
|
|
"\n",
|
|
"Epoch 01768: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1769/100000\n",
|
|
" - 18s - loss: 0.3445 - acc: 0.9361 - val_loss: 0.3607 - val_acc: 0.9216\n",
|
|
"\n",
|
|
"Epoch 01769: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1770/100000\n",
|
|
" - 19s - loss: 0.3439 - acc: 0.9361 - val_loss: 0.3617 - val_acc: 0.9244\n",
|
|
"\n",
|
|
"Epoch 01770: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1771/100000\n",
|
|
" - 19s - loss: 0.3460 - acc: 0.9355 - val_loss: 0.3482 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 01771: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1772/100000\n",
|
|
" - 19s - loss: 0.3451 - acc: 0.9363 - val_loss: 0.3517 - val_acc: 0.9241\n",
|
|
"\n",
|
|
"Epoch 01772: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1773/100000\n",
|
|
" - 19s - loss: 0.3476 - acc: 0.9357 - val_loss: 0.3437 - val_acc: 0.9306\n",
|
|
"\n",
|
|
"Epoch 01773: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1774/100000\n",
|
|
" - 18s - loss: 0.3475 - acc: 0.9351 - val_loss: 0.3953 - val_acc: 0.9081\n",
|
|
"\n",
|
|
"Epoch 01774: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1775/100000\n",
|
|
" - 19s - loss: 0.3455 - acc: 0.9353 - val_loss: 0.3874 - val_acc: 0.9141\n",
|
|
"\n",
|
|
"Epoch 01775: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1776/100000\n",
|
|
" - 19s - loss: 0.3438 - acc: 0.9358 - val_loss: 0.3388 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 01776: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1777/100000\n",
|
|
" - 19s - loss: 0.3433 - acc: 0.9360 - val_loss: 0.3924 - val_acc: 0.9108\n",
|
|
"\n",
|
|
"Epoch 01777: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1778/100000\n",
|
|
" - 19s - loss: 0.3443 - acc: 0.9354 - val_loss: 0.3360 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 01778: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1779/100000\n",
|
|
" - 19s - loss: 0.3449 - acc: 0.9362 - val_loss: 0.4493 - val_acc: 0.9014\n",
|
|
"\n",
|
|
"Epoch 01779: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1780/100000\n",
|
|
" - 19s - loss: 0.3450 - acc: 0.9362 - val_loss: 0.3414 - val_acc: 0.9296\n",
|
|
"\n",
|
|
"Epoch 01780: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1781/100000\n",
|
|
" - 19s - loss: 0.3449 - acc: 0.9357 - val_loss: 0.3748 - val_acc: 0.9180\n",
|
|
"\n",
|
|
"Epoch 01781: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1782/100000\n",
|
|
" - 18s - loss: 0.3441 - acc: 0.9363 - val_loss: 0.3718 - val_acc: 0.9294\n",
|
|
"\n",
|
|
"Epoch 01782: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1783/100000\n",
|
|
" - 19s - loss: 0.3457 - acc: 0.9358 - val_loss: 0.3416 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 01783: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1784/100000\n",
|
|
" - 19s - loss: 0.3454 - acc: 0.9360 - val_loss: 0.4069 - val_acc: 0.9051\n",
|
|
"\n",
|
|
"Epoch 01784: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1785/100000\n",
|
|
" - 19s - loss: 0.3436 - acc: 0.9367 - val_loss: 0.3453 - val_acc: 0.9312\n",
|
|
"\n",
|
|
"Epoch 01785: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1786/100000\n",
|
|
" - 18s - loss: 0.3436 - acc: 0.9363 - val_loss: 0.3952 - val_acc: 0.9058\n",
|
|
"\n",
|
|
"Epoch 01786: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1787/100000\n",
|
|
" - 19s - loss: 0.3453 - acc: 0.9362 - val_loss: 0.3863 - val_acc: 0.9085\n",
|
|
"\n",
|
|
"Epoch 01787: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1788/100000\n",
|
|
" - 18s - loss: 0.3433 - acc: 0.9366 - val_loss: 0.3388 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 01788: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1789/100000\n",
|
|
" - 19s - loss: 0.3472 - acc: 0.9351 - val_loss: 0.3632 - val_acc: 0.9232\n",
|
|
"\n",
|
|
"Epoch 01789: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1790/100000\n",
|
|
" - 18s - loss: 0.3439 - acc: 0.9360 - val_loss: 0.3549 - val_acc: 0.9297\n",
|
|
"\n",
|
|
"Epoch 01790: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1791/100000\n",
|
|
" - 19s - loss: 0.3456 - acc: 0.9351 - val_loss: 0.3600 - val_acc: 0.9195\n",
|
|
"\n",
|
|
"Epoch 01791: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1792/100000\n",
|
|
" - 19s - loss: 0.3457 - acc: 0.9356 - val_loss: 0.3565 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 01792: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1793/100000\n",
|
|
" - 19s - loss: 0.3449 - acc: 0.9359 - val_loss: 0.3614 - val_acc: 0.9238\n",
|
|
"\n",
|
|
"Epoch 01793: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1794/100000\n",
|
|
" - 19s - loss: 0.3473 - acc: 0.9358 - val_loss: 0.3562 - val_acc: 0.9309\n",
|
|
"\n",
|
|
"Epoch 01794: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1795/100000\n",
|
|
" - 19s - loss: 0.3457 - acc: 0.9357 - val_loss: 0.3765 - val_acc: 0.9223\n",
|
|
"\n",
|
|
"Epoch 01795: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1796/100000\n",
|
|
" - 19s - loss: 0.3454 - acc: 0.9355 - val_loss: 0.3620 - val_acc: 0.9217\n",
|
|
"\n",
|
|
"Epoch 01796: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1797/100000\n",
|
|
" - 19s - loss: 0.3472 - acc: 0.9349 - val_loss: 0.3366 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 01797: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1798/100000\n",
|
|
" - 19s - loss: 0.3437 - acc: 0.9369 - val_loss: 0.3318 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 01798: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1799/100000\n",
|
|
" - 19s - loss: 0.3499 - acc: 0.9347 - val_loss: 0.3550 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 01799: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1800/100000\n",
|
|
" - 19s - loss: 0.3434 - acc: 0.9360 - val_loss: 0.3579 - val_acc: 0.9295\n",
|
|
"\n",
|
|
"Epoch 01800: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1801/100000\n",
|
|
" - 18s - loss: 0.3461 - acc: 0.9351 - val_loss: 0.3316 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 01801: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1802/100000\n",
|
|
" - 19s - loss: 0.3431 - acc: 0.9370 - val_loss: 0.3450 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 01802: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1803/100000\n",
|
|
" - 19s - loss: 0.3478 - acc: 0.9351 - val_loss: 0.3380 - val_acc: 0.9391\n",
|
|
"\n",
|
|
"Epoch 01803: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1804/100000\n",
|
|
" - 19s - loss: 0.3470 - acc: 0.9360 - val_loss: 0.3379 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 01804: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1805/100000\n",
|
|
" - 18s - loss: 0.3482 - acc: 0.9349 - val_loss: 0.3516 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 01805: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1806/100000\n",
|
|
" - 19s - loss: 0.3464 - acc: 0.9354 - val_loss: 0.3631 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 01806: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1807/100000\n",
|
|
" - 19s - loss: 0.3455 - acc: 0.9356 - val_loss: 0.3397 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 01807: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1808/100000\n",
|
|
" - 19s - loss: 0.3449 - acc: 0.9356 - val_loss: 0.4644 - val_acc: 0.8650\n",
|
|
"\n",
|
|
"Epoch 01808: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1809/100000\n",
|
|
" - 19s - loss: 0.3421 - acc: 0.9365 - val_loss: 0.4945 - val_acc: 0.8542\n",
|
|
"\n",
|
|
"Epoch 01809: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1810/100000\n",
|
|
" - 19s - loss: 0.3462 - acc: 0.9360 - val_loss: 0.3433 - val_acc: 0.9287\n",
|
|
"\n",
|
|
"Epoch 01810: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1811/100000\n",
|
|
" - 18s - loss: 0.3458 - acc: 0.9351 - val_loss: 0.3511 - val_acc: 0.9299\n",
|
|
"\n",
|
|
"Epoch 01811: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1812/100000\n",
|
|
" - 19s - loss: 0.3450 - acc: 0.9354 - val_loss: 0.3510 - val_acc: 0.9313\n",
|
|
"\n",
|
|
"Epoch 01812: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1813/100000\n",
|
|
" - 19s - loss: 0.3432 - acc: 0.9359 - val_loss: 0.3347 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 01813: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1814/100000\n",
|
|
" - 19s - loss: 0.3454 - acc: 0.9358 - val_loss: 0.3679 - val_acc: 0.9173\n",
|
|
"\n",
|
|
"Epoch 01814: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1815/100000\n",
|
|
" - 18s - loss: 0.3439 - acc: 0.9360 - val_loss: 0.3394 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 01815: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1816/100000\n",
|
|
" - 19s - loss: 0.3454 - acc: 0.9356 - val_loss: 0.4141 - val_acc: 0.8937\n",
|
|
"\n",
|
|
"Epoch 01816: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1817/100000\n",
|
|
" - 19s - loss: 0.3465 - acc: 0.9359 - val_loss: 0.3329 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 01817: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1818/100000\n",
|
|
" - 18s - loss: 0.3493 - acc: 0.9352 - val_loss: 0.3462 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 01818: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1819/100000\n",
|
|
" - 19s - loss: 0.3462 - acc: 0.9366 - val_loss: 0.3872 - val_acc: 0.9099\n",
|
|
"\n",
|
|
"Epoch 01819: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1820/100000\n",
|
|
" - 18s - loss: 0.3465 - acc: 0.9351 - val_loss: 0.4943 - val_acc: 0.8578\n",
|
|
"\n",
|
|
"Epoch 01820: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1821/100000\n",
|
|
" - 19s - loss: 0.3467 - acc: 0.9355 - val_loss: 0.3535 - val_acc: 0.9312\n",
|
|
"\n",
|
|
"Epoch 01821: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1822/100000\n",
|
|
" - 18s - loss: 0.3455 - acc: 0.9355 - val_loss: 0.3351 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 01822: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1823/100000\n",
|
|
" - 19s - loss: 0.3469 - acc: 0.9359 - val_loss: 0.3380 - val_acc: 0.9322\n",
|
|
"\n",
|
|
"Epoch 01823: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1824/100000\n",
|
|
" - 18s - loss: 0.3442 - acc: 0.9356 - val_loss: 0.3514 - val_acc: 0.9299\n",
|
|
"\n",
|
|
"Epoch 01824: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1825/100000\n",
|
|
" - 19s - loss: 0.3450 - acc: 0.9359 - val_loss: 0.4265 - val_acc: 0.8963\n",
|
|
"\n",
|
|
"Epoch 01825: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1826/100000\n",
|
|
" - 19s - loss: 0.3453 - acc: 0.9362 - val_loss: 0.3394 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 01826: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1827/100000\n",
|
|
" - 18s - loss: 0.3455 - acc: 0.9353 - val_loss: 0.3601 - val_acc: 0.9244\n",
|
|
"\n",
|
|
"Epoch 01827: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1828/100000\n",
|
|
" - 19s - loss: 0.3453 - acc: 0.9359 - val_loss: 0.3357 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 01828: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1829/100000\n",
|
|
" - 19s - loss: 0.3459 - acc: 0.9356 - val_loss: 0.3413 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 01829: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1830/100000\n",
|
|
" - 19s - loss: 0.3445 - acc: 0.9353 - val_loss: 0.3349 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 01830: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1831/100000\n",
|
|
" - 18s - loss: 0.3448 - acc: 0.9364 - val_loss: 0.3533 - val_acc: 0.9257\n",
|
|
"\n",
|
|
"Epoch 01831: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1832/100000\n",
|
|
" - 19s - loss: 0.3459 - acc: 0.9356 - val_loss: 0.3687 - val_acc: 0.9172\n",
|
|
"\n",
|
|
"Epoch 01832: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1833/100000\n",
|
|
" - 19s - loss: 0.3490 - acc: 0.9345 - val_loss: 0.3467 - val_acc: 0.9362\n",
|
|
"\n",
|
|
"Epoch 01833: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1834/100000\n",
|
|
" - 19s - loss: 0.3482 - acc: 0.9358 - val_loss: 0.3371 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 01834: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1835/100000\n",
|
|
" - 19s - loss: 0.3454 - acc: 0.9363 - val_loss: 0.3371 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 01835: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1836/100000\n",
|
|
" - 19s - loss: 0.3487 - acc: 0.9353 - val_loss: 0.4199 - val_acc: 0.8958\n",
|
|
"\n",
|
|
"Epoch 01836: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1837/100000\n",
|
|
" - 19s - loss: 0.3425 - acc: 0.9361 - val_loss: 0.4083 - val_acc: 0.9120\n",
|
|
"\n",
|
|
"Epoch 01837: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1838/100000\n",
|
|
" - 19s - loss: 0.3433 - acc: 0.9363 - val_loss: 0.3328 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 01838: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1839/100000\n",
|
|
" - 19s - loss: 0.3430 - acc: 0.9363 - val_loss: 0.3676 - val_acc: 0.9196\n",
|
|
"\n",
|
|
"Epoch 01839: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1840/100000\n",
|
|
" - 19s - loss: 0.3451 - acc: 0.9357 - val_loss: 0.3266 - val_acc: 0.9389\n",
|
|
"\n",
|
|
"Epoch 01840: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1841/100000\n",
|
|
" - 19s - loss: 0.3429 - acc: 0.9358 - val_loss: 0.4048 - val_acc: 0.8994\n",
|
|
"\n",
|
|
"Epoch 01841: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1842/100000\n",
|
|
" - 19s - loss: 0.3487 - acc: 0.9354 - val_loss: 0.3389 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 01842: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1843/100000\n",
|
|
" - 19s - loss: 0.3438 - acc: 0.9361 - val_loss: 0.3264 - val_acc: 0.9400\n",
|
|
"\n",
|
|
"Epoch 01843: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1844/100000\n",
|
|
" - 19s - loss: 0.3454 - acc: 0.9353 - val_loss: 0.3441 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 01844: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1845/100000\n",
|
|
" - 19s - loss: 0.3437 - acc: 0.9360 - val_loss: 0.3494 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 01845: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1846/100000\n",
|
|
" - 19s - loss: 0.3463 - acc: 0.9351 - val_loss: 0.3424 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 01846: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1847/100000\n",
|
|
" - 19s - loss: 0.3446 - acc: 0.9356 - val_loss: 0.3768 - val_acc: 0.9230\n",
|
|
"\n",
|
|
"Epoch 01847: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1848/100000\n",
|
|
" - 19s - loss: 0.3474 - acc: 0.9363 - val_loss: 0.3597 - val_acc: 0.9245\n",
|
|
"\n",
|
|
"Epoch 01848: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1849/100000\n",
|
|
" - 19s - loss: 0.3456 - acc: 0.9359 - val_loss: 0.3336 - val_acc: 0.9362\n",
|
|
"\n",
|
|
"Epoch 01849: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1850/100000\n",
|
|
" - 19s - loss: 0.3447 - acc: 0.9362 - val_loss: 0.3817 - val_acc: 0.9098\n",
|
|
"\n",
|
|
"Epoch 01850: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1851/100000\n",
|
|
" - 19s - loss: 0.3429 - acc: 0.9366 - val_loss: 0.3690 - val_acc: 0.9146\n",
|
|
"\n",
|
|
"Epoch 01851: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1852/100000\n",
|
|
" - 19s - loss: 0.3431 - acc: 0.9359 - val_loss: 0.3440 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 01852: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1853/100000\n",
|
|
" - 19s - loss: 0.3442 - acc: 0.9356 - val_loss: 0.3455 - val_acc: 0.9311\n",
|
|
"\n",
|
|
"Epoch 01853: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1854/100000\n",
|
|
" - 18s - loss: 0.3458 - acc: 0.9353 - val_loss: 0.3345 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 01854: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1855/100000\n",
|
|
" - 19s - loss: 0.3426 - acc: 0.9366 - val_loss: 0.3273 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 01855: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1856/100000\n",
|
|
" - 19s - loss: 0.3475 - acc: 0.9348 - val_loss: 0.3643 - val_acc: 0.9217\n",
|
|
"\n",
|
|
"Epoch 01856: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1857/100000\n",
|
|
" - 18s - loss: 0.3485 - acc: 0.9351 - val_loss: 0.3886 - val_acc: 0.9213\n",
|
|
"\n",
|
|
"Epoch 01857: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1858/100000\n",
|
|
" - 19s - loss: 0.3481 - acc: 0.9356 - val_loss: 0.3429 - val_acc: 0.9258\n",
|
|
"\n",
|
|
"Epoch 01858: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1859/100000\n",
|
|
" - 19s - loss: 0.3457 - acc: 0.9355 - val_loss: 0.3502 - val_acc: 0.9313\n",
|
|
"\n",
|
|
"Epoch 01859: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1860/100000\n",
|
|
" - 19s - loss: 0.3444 - acc: 0.9357 - val_loss: 0.3297 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 01860: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1861/100000\n",
|
|
" - 18s - loss: 0.3473 - acc: 0.9359 - val_loss: 0.3376 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 01861: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1862/100000\n",
|
|
" - 19s - loss: 0.3442 - acc: 0.9366 - val_loss: 0.3787 - val_acc: 0.9207\n",
|
|
"\n",
|
|
"Epoch 01862: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1863/100000\n",
|
|
" - 19s - loss: 0.3449 - acc: 0.9356 - val_loss: 0.3275 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 01863: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1864/100000\n",
|
|
" - 19s - loss: 0.3443 - acc: 0.9361 - val_loss: 0.3474 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 01864: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1865/100000\n",
|
|
" - 19s - loss: 0.3452 - acc: 0.9356 - val_loss: 0.4720 - val_acc: 0.8775\n",
|
|
"\n",
|
|
"Epoch 01865: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1866/100000\n",
|
|
" - 19s - loss: 0.3463 - acc: 0.9364 - val_loss: 0.3485 - val_acc: 0.9291\n",
|
|
"\n",
|
|
"Epoch 01866: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1867/100000\n",
|
|
" - 19s - loss: 0.3443 - acc: 0.9360 - val_loss: 0.3654 - val_acc: 0.9213\n",
|
|
"\n",
|
|
"Epoch 01867: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1868/100000\n",
|
|
" - 19s - loss: 0.3439 - acc: 0.9363 - val_loss: 0.4282 - val_acc: 0.8903\n",
|
|
"\n",
|
|
"Epoch 01868: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1869/100000\n",
|
|
" - 19s - loss: 0.3466 - acc: 0.9356 - val_loss: 0.3756 - val_acc: 0.9195\n",
|
|
"\n",
|
|
"Epoch 01869: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1870/100000\n",
|
|
" - 19s - loss: 0.3430 - acc: 0.9366 - val_loss: 0.3423 - val_acc: 0.9318\n",
|
|
"\n",
|
|
"Epoch 01870: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1871/100000\n",
|
|
" - 19s - loss: 0.3438 - acc: 0.9356 - val_loss: 0.3364 - val_acc: 0.9362\n",
|
|
"\n",
|
|
"Epoch 01871: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1872/100000\n",
|
|
" - 19s - loss: 0.3428 - acc: 0.9361 - val_loss: 0.3392 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 01872: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1873/100000\n",
|
|
" - 19s - loss: 0.3440 - acc: 0.9363 - val_loss: 0.3449 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 01873: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1874/100000\n",
|
|
" - 19s - loss: 0.3462 - acc: 0.9351 - val_loss: 0.3953 - val_acc: 0.9092\n",
|
|
"\n",
|
|
"Epoch 01874: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1875/100000\n",
|
|
" - 19s - loss: 0.3439 - acc: 0.9367 - val_loss: 0.3386 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 01875: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1876/100000\n",
|
|
" - 19s - loss: 0.3451 - acc: 0.9361 - val_loss: 0.3408 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 01876: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1877/100000\n",
|
|
" - 19s - loss: 0.3465 - acc: 0.9359 - val_loss: 0.3338 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 01877: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1878/100000\n",
|
|
" - 19s - loss: 0.3448 - acc: 0.9360 - val_loss: 0.3281 - val_acc: 0.9375\n",
|
|
"\n",
|
|
"Epoch 01878: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1879/100000\n",
|
|
" - 19s - loss: 0.3501 - acc: 0.9347 - val_loss: 0.3600 - val_acc: 0.9245\n",
|
|
"\n",
|
|
"Epoch 01879: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1880/100000\n",
|
|
" - 19s - loss: 0.3444 - acc: 0.9362 - val_loss: 0.3468 - val_acc: 0.9281\n",
|
|
"\n",
|
|
"Epoch 01880: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1881/100000\n",
|
|
" - 19s - loss: 0.3463 - acc: 0.9356 - val_loss: 0.3463 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 01881: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1882/100000\n",
|
|
" - 19s - loss: 0.3456 - acc: 0.9362 - val_loss: 0.3378 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 01882: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1883/100000\n",
|
|
" - 19s - loss: 0.3486 - acc: 0.9348 - val_loss: 0.4030 - val_acc: 0.9203\n",
|
|
"\n",
|
|
"Epoch 01883: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1884/100000\n",
|
|
" - 18s - loss: 0.3457 - acc: 0.9350 - val_loss: 0.3446 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 01884: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1885/100000\n",
|
|
" - 19s - loss: 0.3457 - acc: 0.9359 - val_loss: 0.3403 - val_acc: 0.9326\n",
|
|
"\n",
|
|
"Epoch 01885: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1886/100000\n",
|
|
" - 18s - loss: 0.3436 - acc: 0.9359 - val_loss: 0.3296 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 01886: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1887/100000\n",
|
|
" - 19s - loss: 0.3444 - acc: 0.9356 - val_loss: 0.3730 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 01887: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1888/100000\n",
|
|
" - 18s - loss: 0.3432 - acc: 0.9364 - val_loss: 0.3392 - val_acc: 0.9370\n",
|
|
"\n",
|
|
"Epoch 01888: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1889/100000\n",
|
|
" - 19s - loss: 0.3470 - acc: 0.9346 - val_loss: 0.3721 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 01889: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1890/100000\n",
|
|
" - 18s - loss: 0.3470 - acc: 0.9361 - val_loss: 0.4126 - val_acc: 0.9019\n",
|
|
"\n",
|
|
"Epoch 01890: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1891/100000\n",
|
|
" - 19s - loss: 0.3465 - acc: 0.9352 - val_loss: 0.3599 - val_acc: 0.9315\n",
|
|
"\n",
|
|
"Epoch 01891: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1892/100000\n",
|
|
" - 18s - loss: 0.3444 - acc: 0.9359 - val_loss: 0.3766 - val_acc: 0.9184\n",
|
|
"\n",
|
|
"Epoch 01892: val_acc did not improve from 0.94225\n",
|
|
"\n",
|
|
"Epoch 01892: ReduceLROnPlateau reducing learning rate to 0.0006634203542489559.\n",
|
|
"Epoch 1893/100000\n",
|
|
" - 18s - loss: 0.3396 - acc: 0.9357 - val_loss: 0.3297 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 01893: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1894/100000\n",
|
|
" - 18s - loss: 0.3397 - acc: 0.9355 - val_loss: 0.3516 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 01894: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1895/100000\n",
|
|
" - 18s - loss: 0.3364 - acc: 0.9359 - val_loss: 0.3380 - val_acc: 0.9297\n",
|
|
"\n",
|
|
"Epoch 01895: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1896/100000\n",
|
|
" - 19s - loss: 0.3376 - acc: 0.9362 - val_loss: 0.3287 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01896: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1897/100000\n",
|
|
" - 18s - loss: 0.3398 - acc: 0.9353 - val_loss: 0.5274 - val_acc: 0.8443\n",
|
|
"\n",
|
|
"Epoch 01897: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1898/100000\n",
|
|
" - 19s - loss: 0.3387 - acc: 0.9359 - val_loss: 0.6311 - val_acc: 0.8186\n",
|
|
"\n",
|
|
"Epoch 01898: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1899/100000\n",
|
|
" - 19s - loss: 0.3411 - acc: 0.9353 - val_loss: 0.3286 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 01899: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1900/100000\n",
|
|
" - 19s - loss: 0.3371 - acc: 0.9370 - val_loss: 0.3265 - val_acc: 0.9394\n",
|
|
"\n",
|
|
"Epoch 01900: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1901/100000\n",
|
|
" - 19s - loss: 0.3371 - acc: 0.9364 - val_loss: 0.3699 - val_acc: 0.9204\n",
|
|
"\n",
|
|
"Epoch 01901: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1902/100000\n",
|
|
" - 19s - loss: 0.3402 - acc: 0.9352 - val_loss: 0.3211 - val_acc: 0.9392\n",
|
|
"\n",
|
|
"Epoch 01902: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1903/100000\n",
|
|
" - 19s - loss: 0.3367 - acc: 0.9364 - val_loss: 0.3658 - val_acc: 0.9219\n",
|
|
"\n",
|
|
"Epoch 01903: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1904/100000\n",
|
|
" - 18s - loss: 0.3389 - acc: 0.9361 - val_loss: 0.3663 - val_acc: 0.9204\n",
|
|
"\n",
|
|
"Epoch 01904: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1905/100000\n",
|
|
" - 19s - loss: 0.3407 - acc: 0.9355 - val_loss: 0.3689 - val_acc: 0.9154\n",
|
|
"\n",
|
|
"Epoch 01905: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1906/100000\n",
|
|
" - 18s - loss: 0.3377 - acc: 0.9362 - val_loss: 0.3263 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 01906: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1907/100000\n",
|
|
" - 18s - loss: 0.3376 - acc: 0.9362 - val_loss: 0.4354 - val_acc: 0.8946\n",
|
|
"\n",
|
|
"Epoch 01907: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1908/100000\n",
|
|
" - 19s - loss: 0.3376 - acc: 0.9363 - val_loss: 0.3607 - val_acc: 0.9279\n",
|
|
"\n",
|
|
"Epoch 01908: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1909/100000\n",
|
|
" - 19s - loss: 0.3379 - acc: 0.9358 - val_loss: 0.3790 - val_acc: 0.9100\n",
|
|
"\n",
|
|
"Epoch 01909: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1910/100000\n",
|
|
" - 18s - loss: 0.3392 - acc: 0.9357 - val_loss: 0.3260 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 01910: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1911/100000\n",
|
|
" - 19s - loss: 0.3397 - acc: 0.9354 - val_loss: 0.3240 - val_acc: 0.9389\n",
|
|
"\n",
|
|
"Epoch 01911: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1912/100000\n",
|
|
" - 19s - loss: 0.3392 - acc: 0.9358 - val_loss: 0.3316 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 01912: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1913/100000\n",
|
|
" - 19s - loss: 0.3367 - acc: 0.9365 - val_loss: 0.3337 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 01913: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1914/100000\n",
|
|
" - 19s - loss: 0.3390 - acc: 0.9362 - val_loss: 0.3576 - val_acc: 0.9208\n",
|
|
"\n",
|
|
"Epoch 01914: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1915/100000\n",
|
|
" - 19s - loss: 0.3398 - acc: 0.9358 - val_loss: 0.3367 - val_acc: 0.9393\n",
|
|
"\n",
|
|
"Epoch 01915: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1916/100000\n",
|
|
" - 18s - loss: 0.3396 - acc: 0.9354 - val_loss: 0.3309 - val_acc: 0.9377\n",
|
|
"\n",
|
|
"Epoch 01916: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1917/100000\n",
|
|
" - 19s - loss: 0.3388 - acc: 0.9361 - val_loss: 0.3215 - val_acc: 0.9370\n",
|
|
"\n",
|
|
"Epoch 01917: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1918/100000\n",
|
|
" - 18s - loss: 0.3384 - acc: 0.9360 - val_loss: 0.3281 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 01918: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1919/100000\n",
|
|
" - 19s - loss: 0.3367 - acc: 0.9371 - val_loss: 0.3318 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 01919: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1920/100000\n",
|
|
" - 18s - loss: 0.3412 - acc: 0.9350 - val_loss: 0.3378 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 01920: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1921/100000\n",
|
|
" - 19s - loss: 0.3380 - acc: 0.9365 - val_loss: 0.3630 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 01921: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1922/100000\n",
|
|
" - 18s - loss: 0.3374 - acc: 0.9363 - val_loss: 0.3540 - val_acc: 0.9206\n",
|
|
"\n",
|
|
"Epoch 01922: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1923/100000\n",
|
|
" - 19s - loss: 0.3382 - acc: 0.9356 - val_loss: 0.3264 - val_acc: 0.9362\n",
|
|
"\n",
|
|
"Epoch 01923: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1924/100000\n",
|
|
" - 19s - loss: 0.3390 - acc: 0.9351 - val_loss: 0.3745 - val_acc: 0.9175\n",
|
|
"\n",
|
|
"Epoch 01924: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1925/100000\n",
|
|
" - 18s - loss: 0.3367 - acc: 0.9365 - val_loss: 0.4982 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 01925: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1926/100000\n",
|
|
" - 19s - loss: 0.3383 - acc: 0.9354 - val_loss: 0.3614 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 01926: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1927/100000\n",
|
|
" - 19s - loss: 0.3390 - acc: 0.9359 - val_loss: 0.4017 - val_acc: 0.9062\n",
|
|
"\n",
|
|
"Epoch 01927: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1928/100000\n",
|
|
" - 19s - loss: 0.3574 - acc: 0.9344 - val_loss: 0.3459 - val_acc: 0.9274\n",
|
|
"\n",
|
|
"Epoch 01928: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1929/100000\n",
|
|
" - 19s - loss: 0.3433 - acc: 0.9359 - val_loss: 0.3590 - val_acc: 0.9246\n",
|
|
"\n",
|
|
"Epoch 01929: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1930/100000\n",
|
|
" - 19s - loss: 0.3396 - acc: 0.9363 - val_loss: 0.3248 - val_acc: 0.9387\n",
|
|
"\n",
|
|
"Epoch 01930: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1931/100000\n",
|
|
" - 18s - loss: 0.3386 - acc: 0.9363 - val_loss: 0.3324 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 01931: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1932/100000\n",
|
|
" - 19s - loss: 0.3385 - acc: 0.9357 - val_loss: 0.3623 - val_acc: 0.9247\n",
|
|
"\n",
|
|
"Epoch 01932: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1933/100000\n",
|
|
" - 19s - loss: 0.3369 - acc: 0.9367 - val_loss: 0.3405 - val_acc: 0.9316\n",
|
|
"\n",
|
|
"Epoch 01933: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1934/100000\n",
|
|
" - 19s - loss: 0.3373 - acc: 0.9365 - val_loss: 0.3684 - val_acc: 0.9263\n",
|
|
"\n",
|
|
"Epoch 01934: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1935/100000\n",
|
|
" - 19s - loss: 0.3375 - acc: 0.9365 - val_loss: 0.3464 - val_acc: 0.9294\n",
|
|
"\n",
|
|
"Epoch 01935: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1936/100000\n",
|
|
" - 19s - loss: 0.3357 - acc: 0.9368 - val_loss: 0.4412 - val_acc: 0.8824\n",
|
|
"\n",
|
|
"Epoch 01936: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1937/100000\n",
|
|
" - 19s - loss: 0.3405 - acc: 0.9347 - val_loss: 0.3646 - val_acc: 0.9215\n",
|
|
"\n",
|
|
"Epoch 01937: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1938/100000\n",
|
|
" - 19s - loss: 0.3385 - acc: 0.9350 - val_loss: 0.3396 - val_acc: 0.9291\n",
|
|
"\n",
|
|
"Epoch 01938: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1939/100000\n",
|
|
" - 19s - loss: 0.3375 - acc: 0.9359 - val_loss: 0.3470 - val_acc: 0.9251\n",
|
|
"\n",
|
|
"Epoch 01939: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1940/100000\n",
|
|
" - 19s - loss: 0.3379 - acc: 0.9358 - val_loss: 0.3424 - val_acc: 0.9277\n",
|
|
"\n",
|
|
"Epoch 01940: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1941/100000\n",
|
|
" - 18s - loss: 0.3372 - acc: 0.9357 - val_loss: 0.3254 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 01941: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1942/100000\n",
|
|
" - 19s - loss: 0.3348 - acc: 0.9366 - val_loss: 0.4281 - val_acc: 0.8955\n",
|
|
"\n",
|
|
"Epoch 01942: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1943/100000\n",
|
|
" - 19s - loss: 0.3380 - acc: 0.9364 - val_loss: 0.4161 - val_acc: 0.8874\n",
|
|
"\n",
|
|
"Epoch 01943: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1944/100000\n",
|
|
" - 18s - loss: 0.3364 - acc: 0.9367 - val_loss: 0.3362 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 01944: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1945/100000\n",
|
|
" - 19s - loss: 0.3383 - acc: 0.9357 - val_loss: 0.3365 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 01945: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1946/100000\n",
|
|
" - 18s - loss: 0.3394 - acc: 0.9355 - val_loss: 0.3554 - val_acc: 0.9262\n",
|
|
"\n",
|
|
"Epoch 01946: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1947/100000\n",
|
|
" - 18s - loss: 0.3407 - acc: 0.9352 - val_loss: 0.3323 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 01947: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1948/100000\n",
|
|
" - 18s - loss: 0.3358 - acc: 0.9365 - val_loss: 0.3352 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 01948: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1949/100000\n",
|
|
" - 18s - loss: 0.3373 - acc: 0.9364 - val_loss: 0.3615 - val_acc: 0.9283\n",
|
|
"\n",
|
|
"Epoch 01949: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1950/100000\n",
|
|
" - 18s - loss: 0.3383 - acc: 0.9360 - val_loss: 0.4481 - val_acc: 0.8908\n",
|
|
"\n",
|
|
"Epoch 01950: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1951/100000\n",
|
|
" - 18s - loss: 0.3353 - acc: 0.9367 - val_loss: 0.3681 - val_acc: 0.9222\n",
|
|
"\n",
|
|
"Epoch 01951: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1952/100000\n",
|
|
" - 19s - loss: 0.3383 - acc: 0.9358 - val_loss: 0.3576 - val_acc: 0.9182\n",
|
|
"\n",
|
|
"Epoch 01952: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1953/100000\n",
|
|
" - 19s - loss: 0.3391 - acc: 0.9357 - val_loss: 0.3268 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 01953: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1954/100000\n",
|
|
" - 19s - loss: 0.3412 - acc: 0.9361 - val_loss: 0.3746 - val_acc: 0.9137\n",
|
|
"\n",
|
|
"Epoch 01954: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1955/100000\n",
|
|
" - 18s - loss: 0.3406 - acc: 0.9357 - val_loss: 0.3281 - val_acc: 0.9412\n",
|
|
"\n",
|
|
"Epoch 01955: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1956/100000\n",
|
|
" - 19s - loss: 0.3355 - acc: 0.9367 - val_loss: 0.3335 - val_acc: 0.9314\n",
|
|
"\n",
|
|
"Epoch 01956: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1957/100000\n",
|
|
" - 19s - loss: 0.3379 - acc: 0.9359 - val_loss: 0.3946 - val_acc: 0.8980\n",
|
|
"\n",
|
|
"Epoch 01957: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1958/100000\n",
|
|
" - 19s - loss: 0.3383 - acc: 0.9357 - val_loss: 0.3344 - val_acc: 0.9263\n",
|
|
"\n",
|
|
"Epoch 01958: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1959/100000\n",
|
|
" - 19s - loss: 0.3366 - acc: 0.9359 - val_loss: 0.3317 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 01959: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1960/100000\n",
|
|
" - 19s - loss: 0.3396 - acc: 0.9348 - val_loss: 0.3438 - val_acc: 0.9324\n",
|
|
"\n",
|
|
"Epoch 01960: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1961/100000\n",
|
|
" - 18s - loss: 0.3386 - acc: 0.9361 - val_loss: 0.3336 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 01961: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1962/100000\n",
|
|
" - 19s - loss: 0.3856 - acc: 0.9325 - val_loss: 0.3397 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 01962: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1963/100000\n",
|
|
" - 19s - loss: 0.3484 - acc: 0.9358 - val_loss: 0.3832 - val_acc: 0.9013\n",
|
|
"\n",
|
|
"Epoch 01963: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1964/100000\n",
|
|
" - 18s - loss: 0.3457 - acc: 0.9352 - val_loss: 0.3273 - val_acc: 0.9391\n",
|
|
"\n",
|
|
"Epoch 01964: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1965/100000\n",
|
|
" - 19s - loss: 0.3445 - acc: 0.9350 - val_loss: 0.3479 - val_acc: 0.9305\n",
|
|
"\n",
|
|
"Epoch 01965: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1966/100000\n",
|
|
" - 19s - loss: 0.3433 - acc: 0.9355 - val_loss: 0.3806 - val_acc: 0.9073\n",
|
|
"\n",
|
|
"Epoch 01966: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1967/100000\n",
|
|
" - 19s - loss: 0.3463 - acc: 0.9341 - val_loss: 0.3320 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 01967: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1968/100000\n",
|
|
" - 19s - loss: 0.3429 - acc: 0.9354 - val_loss: 0.3834 - val_acc: 0.9122\n",
|
|
"\n",
|
|
"Epoch 01968: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1969/100000\n",
|
|
" - 19s - loss: 0.3416 - acc: 0.9362 - val_loss: 0.6219 - val_acc: 0.7903\n",
|
|
"\n",
|
|
"Epoch 01969: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1970/100000\n",
|
|
" - 18s - loss: 0.3480 - acc: 0.9336 - val_loss: 0.3623 - val_acc: 0.9226\n",
|
|
"\n",
|
|
"Epoch 01970: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1971/100000\n",
|
|
" - 19s - loss: 0.3420 - acc: 0.9356 - val_loss: 0.3406 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01971: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1972/100000\n",
|
|
" - 18s - loss: 0.3414 - acc: 0.9354 - val_loss: 0.4540 - val_acc: 0.8788\n",
|
|
"\n",
|
|
"Epoch 01972: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1973/100000\n",
|
|
" - 18s - loss: 0.3437 - acc: 0.9353 - val_loss: 0.4030 - val_acc: 0.8900\n",
|
|
"\n",
|
|
"Epoch 01973: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1974/100000\n",
|
|
" - 18s - loss: 0.3437 - acc: 0.9354 - val_loss: 0.3295 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 01974: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1975/100000\n",
|
|
" - 18s - loss: 0.3416 - acc: 0.9357 - val_loss: 0.3305 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 01975: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1976/100000\n",
|
|
" - 19s - loss: 0.3437 - acc: 0.9355 - val_loss: 0.3444 - val_acc: 0.9259\n",
|
|
"\n",
|
|
"Epoch 01976: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1977/100000\n",
|
|
" - 19s - loss: 0.3402 - acc: 0.9362 - val_loss: 0.4115 - val_acc: 0.8915\n",
|
|
"\n",
|
|
"Epoch 01977: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1978/100000\n",
|
|
" - 19s - loss: 0.3410 - acc: 0.9358 - val_loss: 0.3272 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 01978: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1979/100000\n",
|
|
" - 19s - loss: 0.3505 - acc: 0.9347 - val_loss: 0.3568 - val_acc: 0.9301\n",
|
|
"\n",
|
|
"Epoch 01979: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1980/100000\n",
|
|
" - 19s - loss: 0.3437 - acc: 0.9361 - val_loss: 0.3264 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 01980: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1981/100000\n",
|
|
" - 18s - loss: 0.3440 - acc: 0.9354 - val_loss: 0.3464 - val_acc: 0.9252\n",
|
|
"\n",
|
|
"Epoch 01981: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1982/100000\n",
|
|
" - 19s - loss: 0.3444 - acc: 0.9356 - val_loss: 0.4236 - val_acc: 0.8851\n",
|
|
"\n",
|
|
"Epoch 01982: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1983/100000\n",
|
|
" - 19s - loss: 0.3433 - acc: 0.9356 - val_loss: 0.3553 - val_acc: 0.9284\n",
|
|
"\n",
|
|
"Epoch 01983: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1984/100000\n",
|
|
" - 19s - loss: 0.3427 - acc: 0.9357 - val_loss: 0.3376 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01984: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1985/100000\n",
|
|
" - 19s - loss: 0.3416 - acc: 0.9357 - val_loss: 0.3321 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 01985: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1986/100000\n",
|
|
" - 18s - loss: 0.3424 - acc: 0.9353 - val_loss: 0.3612 - val_acc: 0.9177\n",
|
|
"\n",
|
|
"Epoch 01986: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1987/100000\n",
|
|
" - 18s - loss: 0.3426 - acc: 0.9347 - val_loss: 0.4087 - val_acc: 0.8853\n",
|
|
"\n",
|
|
"Epoch 01987: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1988/100000\n",
|
|
" - 19s - loss: 0.3441 - acc: 0.9350 - val_loss: 0.5892 - val_acc: 0.8060\n",
|
|
"\n",
|
|
"Epoch 01988: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1989/100000\n",
|
|
" - 18s - loss: 0.3434 - acc: 0.9350 - val_loss: 0.3648 - val_acc: 0.9098\n",
|
|
"\n",
|
|
"Epoch 01989: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1990/100000\n",
|
|
" - 19s - loss: 0.3408 - acc: 0.9360 - val_loss: 0.4497 - val_acc: 0.8646\n",
|
|
"\n",
|
|
"Epoch 01990: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1991/100000\n",
|
|
" - 18s - loss: 0.3425 - acc: 0.9353 - val_loss: 0.3556 - val_acc: 0.9252\n",
|
|
"\n",
|
|
"Epoch 01991: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1992/100000\n",
|
|
" - 19s - loss: 0.3443 - acc: 0.9344 - val_loss: 0.3330 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 01992: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1993/100000\n",
|
|
" - 19s - loss: 0.3420 - acc: 0.9350 - val_loss: 0.3585 - val_acc: 0.9165\n",
|
|
"\n",
|
|
"Epoch 01993: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1994/100000\n",
|
|
" - 19s - loss: 0.3430 - acc: 0.9345 - val_loss: 0.3227 - val_acc: 0.9372\n",
|
|
"\n",
|
|
"Epoch 01994: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1995/100000\n",
|
|
" - 19s - loss: 0.3397 - acc: 0.9355 - val_loss: 0.3269 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 01995: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1996/100000\n",
|
|
" - 19s - loss: 0.3406 - acc: 0.9354 - val_loss: 0.3438 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 01996: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1997/100000\n",
|
|
" - 19s - loss: 0.3442 - acc: 0.9349 - val_loss: 0.3937 - val_acc: 0.8923\n",
|
|
"\n",
|
|
"Epoch 01997: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1998/100000\n",
|
|
" - 19s - loss: 0.3396 - acc: 0.9359 - val_loss: 0.4087 - val_acc: 0.8817\n",
|
|
"\n",
|
|
"Epoch 01998: val_acc did not improve from 0.94225\n",
|
|
"Epoch 1999/100000\n",
|
|
" - 19s - loss: 0.3449 - acc: 0.9340 - val_loss: 0.3427 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 01999: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2000/100000\n",
|
|
" - 19s - loss: 0.3418 - acc: 0.9354 - val_loss: 0.3387 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 02000: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2001/100000\n",
|
|
" - 18s - loss: 0.3411 - acc: 0.9349 - val_loss: 0.3382 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 02001: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2002/100000\n",
|
|
" - 19s - loss: 0.3417 - acc: 0.9355 - val_loss: 0.3714 - val_acc: 0.9135\n",
|
|
"\n",
|
|
"Epoch 02002: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2003/100000\n",
|
|
" - 19s - loss: 0.3412 - acc: 0.9353 - val_loss: 0.3347 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 02003: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2004/100000\n",
|
|
" - 18s - loss: 0.3393 - acc: 0.9359 - val_loss: 0.3619 - val_acc: 0.9132\n",
|
|
"\n",
|
|
"Epoch 02004: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2005/100000\n",
|
|
" - 19s - loss: 0.3427 - acc: 0.9346 - val_loss: 0.3287 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 02005: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2006/100000\n",
|
|
" - 18s - loss: 0.3422 - acc: 0.9347 - val_loss: 0.3251 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 02006: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2007/100000\n",
|
|
" - 19s - loss: 0.3412 - acc: 0.9352 - val_loss: 0.3373 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 02007: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2008/100000\n",
|
|
" - 19s - loss: 0.3386 - acc: 0.9358 - val_loss: 0.3450 - val_acc: 0.9257\n",
|
|
"\n",
|
|
"Epoch 02008: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2009/100000\n",
|
|
" - 19s - loss: 0.3408 - acc: 0.9353 - val_loss: 0.4146 - val_acc: 0.9035\n",
|
|
"\n",
|
|
"Epoch 02009: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2010/100000\n",
|
|
" - 19s - loss: 0.3421 - acc: 0.9343 - val_loss: 0.3258 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 02010: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2011/100000\n",
|
|
" - 19s - loss: 0.3419 - acc: 0.9351 - val_loss: 0.3459 - val_acc: 0.9268\n",
|
|
"\n",
|
|
"Epoch 02011: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2012/100000\n",
|
|
" - 19s - loss: 0.3410 - acc: 0.9352 - val_loss: 0.3782 - val_acc: 0.9057\n",
|
|
"\n",
|
|
"Epoch 02012: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2013/100000\n",
|
|
" - 19s - loss: 0.3426 - acc: 0.9344 - val_loss: 0.4218 - val_acc: 0.8894\n",
|
|
"\n",
|
|
"Epoch 02013: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2014/100000\n",
|
|
" - 19s - loss: 0.3398 - acc: 0.9348 - val_loss: 0.4696 - val_acc: 0.8771\n",
|
|
"\n",
|
|
"Epoch 02014: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2015/100000\n",
|
|
" - 18s - loss: 0.3421 - acc: 0.9348 - val_loss: 0.3225 - val_acc: 0.9372\n",
|
|
"\n",
|
|
"Epoch 02015: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2016/100000\n",
|
|
" - 19s - loss: 0.3427 - acc: 0.9345 - val_loss: 0.5538 - val_acc: 0.8742\n",
|
|
"\n",
|
|
"Epoch 02016: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2017/100000\n",
|
|
" - 18s - loss: 0.3411 - acc: 0.9353 - val_loss: 0.3358 - val_acc: 0.9273\n",
|
|
"\n",
|
|
"Epoch 02017: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2018/100000\n",
|
|
" - 19s - loss: 0.3414 - acc: 0.9354 - val_loss: 0.3666 - val_acc: 0.9091\n",
|
|
"\n",
|
|
"Epoch 02018: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2019/100000\n",
|
|
" - 18s - loss: 0.3423 - acc: 0.9341 - val_loss: 0.3280 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 02019: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2020/100000\n",
|
|
" - 19s - loss: 0.3418 - acc: 0.9349 - val_loss: 0.3397 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 02020: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2021/100000\n",
|
|
" - 19s - loss: 0.3422 - acc: 0.9355 - val_loss: 0.3634 - val_acc: 0.9163\n",
|
|
"\n",
|
|
"Epoch 02021: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2022/100000\n",
|
|
" - 19s - loss: 0.3421 - acc: 0.9351 - val_loss: 0.3620 - val_acc: 0.9134\n",
|
|
"\n",
|
|
"Epoch 02022: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2023/100000\n",
|
|
" - 18s - loss: 0.3420 - acc: 0.9350 - val_loss: 0.3409 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 02023: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2024/100000\n",
|
|
" - 19s - loss: 0.3410 - acc: 0.9350 - val_loss: 0.3271 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02024: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2025/100000\n",
|
|
" - 19s - loss: 0.3422 - acc: 0.9347 - val_loss: 0.3480 - val_acc: 0.9298\n",
|
|
"\n",
|
|
"Epoch 02025: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2026/100000\n",
|
|
" - 19s - loss: 0.3420 - acc: 0.9351 - val_loss: 0.3223 - val_acc: 0.9410\n",
|
|
"\n",
|
|
"Epoch 02026: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2027/100000\n",
|
|
" - 19s - loss: 0.3437 - acc: 0.9338 - val_loss: 0.3394 - val_acc: 0.9296\n",
|
|
"\n",
|
|
"Epoch 02027: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2028/100000\n",
|
|
" - 19s - loss: 0.3388 - acc: 0.9358 - val_loss: 0.3579 - val_acc: 0.9178\n",
|
|
"\n",
|
|
"Epoch 02028: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2029/100000\n",
|
|
" - 19s - loss: 0.3411 - acc: 0.9353 - val_loss: 0.3750 - val_acc: 0.9064\n",
|
|
"\n",
|
|
"Epoch 02029: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2030/100000\n",
|
|
" - 19s - loss: 0.3413 - acc: 0.9354 - val_loss: 0.3302 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 02030: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2031/100000\n",
|
|
" - 18s - loss: 0.3403 - acc: 0.9355 - val_loss: 0.4689 - val_acc: 0.8633\n",
|
|
"\n",
|
|
"Epoch 02031: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2032/100000\n",
|
|
" - 18s - loss: 0.3428 - acc: 0.9344 - val_loss: 0.3881 - val_acc: 0.9258\n",
|
|
"\n",
|
|
"Epoch 02032: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2033/100000\n",
|
|
" - 19s - loss: 0.3427 - acc: 0.9350 - val_loss: 0.3290 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 02033: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2034/100000\n",
|
|
" - 18s - loss: 0.3427 - acc: 0.9347 - val_loss: 0.3256 - val_acc: 0.9370\n",
|
|
"\n",
|
|
"Epoch 02034: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2035/100000\n",
|
|
" - 19s - loss: 0.3438 - acc: 0.9341 - val_loss: 0.3846 - val_acc: 0.9193\n",
|
|
"\n",
|
|
"Epoch 02035: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2036/100000\n",
|
|
" - 19s - loss: 0.3393 - acc: 0.9358 - val_loss: 0.3229 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 02036: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2037/100000\n",
|
|
" - 19s - loss: 0.3443 - acc: 0.9348 - val_loss: 0.3326 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 02037: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2038/100000\n",
|
|
" - 19s - loss: 0.3406 - acc: 0.9351 - val_loss: 0.3303 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 02038: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2039/100000\n",
|
|
" - 19s - loss: 0.3396 - acc: 0.9357 - val_loss: 0.3359 - val_acc: 0.9385\n",
|
|
"\n",
|
|
"Epoch 02039: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2040/100000\n",
|
|
" - 19s - loss: 0.3399 - acc: 0.9355 - val_loss: 0.3266 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 02040: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2041/100000\n",
|
|
" - 18s - loss: 0.3422 - acc: 0.9348 - val_loss: 0.3240 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 02041: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2042/100000\n",
|
|
" - 19s - loss: 0.3404 - acc: 0.9354 - val_loss: 0.3493 - val_acc: 0.9349\n",
|
|
"\n",
|
|
"Epoch 02042: val_acc did not improve from 0.94225\n",
|
|
"\n",
|
|
"Epoch 02042: ReduceLROnPlateau reducing learning rate to 0.0006302493420662358.\n",
|
|
"Epoch 2043/100000\n",
|
|
" - 19s - loss: 0.3349 - acc: 0.9356 - val_loss: 0.3276 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 02043: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2044/100000\n",
|
|
" - 19s - loss: 0.3355 - acc: 0.9348 - val_loss: 0.3959 - val_acc: 0.8978\n",
|
|
"\n",
|
|
"Epoch 02044: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2045/100000\n",
|
|
" - 19s - loss: 0.3337 - acc: 0.9356 - val_loss: 0.3602 - val_acc: 0.9113\n",
|
|
"\n",
|
|
"Epoch 02045: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2046/100000\n",
|
|
" - 19s - loss: 0.3352 - acc: 0.9351 - val_loss: 0.3152 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 02046: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2047/100000\n",
|
|
" - 19s - loss: 0.3325 - acc: 0.9355 - val_loss: 0.3465 - val_acc: 0.9179\n",
|
|
"\n",
|
|
"Epoch 02047: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2048/100000\n",
|
|
" - 19s - loss: 0.3347 - acc: 0.9350 - val_loss: 0.3155 - val_acc: 0.9377\n",
|
|
"\n",
|
|
"Epoch 02048: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2049/100000\n",
|
|
" - 19s - loss: 0.3343 - acc: 0.9358 - val_loss: 0.3084 - val_acc: 0.9406\n",
|
|
"\n",
|
|
"Epoch 02049: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2050/100000\n",
|
|
" - 18s - loss: 0.3321 - acc: 0.9359 - val_loss: 0.3933 - val_acc: 0.9154\n",
|
|
"\n",
|
|
"Epoch 02050: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2051/100000\n",
|
|
" - 19s - loss: 0.3356 - acc: 0.9350 - val_loss: 0.3647 - val_acc: 0.9146\n",
|
|
"\n",
|
|
"Epoch 02051: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2052/100000\n",
|
|
" - 18s - loss: 0.3357 - acc: 0.9350 - val_loss: 0.3320 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 02052: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2053/100000\n",
|
|
" - 19s - loss: 0.3345 - acc: 0.9350 - val_loss: 0.3236 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 02053: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2054/100000\n",
|
|
" - 19s - loss: 0.3340 - acc: 0.9352 - val_loss: 0.3183 - val_acc: 0.9390\n",
|
|
"\n",
|
|
"Epoch 02054: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2055/100000\n",
|
|
" - 18s - loss: 0.3337 - acc: 0.9354 - val_loss: 0.3158 - val_acc: 0.9385\n",
|
|
"\n",
|
|
"Epoch 02055: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2056/100000\n",
|
|
" - 19s - loss: 0.3347 - acc: 0.9352 - val_loss: 0.3342 - val_acc: 0.9255\n",
|
|
"\n",
|
|
"Epoch 02056: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2057/100000\n",
|
|
" - 18s - loss: 0.3335 - acc: 0.9357 - val_loss: 0.3153 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 02057: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2058/100000\n",
|
|
" - 19s - loss: 0.3341 - acc: 0.9350 - val_loss: 0.3229 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 02058: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2059/100000\n",
|
|
" - 19s - loss: 0.3336 - acc: 0.9355 - val_loss: 0.3492 - val_acc: 0.9208\n",
|
|
"\n",
|
|
"Epoch 02059: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2060/100000\n",
|
|
" - 19s - loss: 0.3361 - acc: 0.9350 - val_loss: 0.3216 - val_acc: 0.9372\n",
|
|
"\n",
|
|
"Epoch 02060: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2061/100000\n",
|
|
" - 19s - loss: 0.3322 - acc: 0.9365 - val_loss: 0.3327 - val_acc: 0.9239\n",
|
|
"\n",
|
|
"Epoch 02061: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2062/100000\n",
|
|
" - 18s - loss: 0.3359 - acc: 0.9346 - val_loss: 0.3320 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02062: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2063/100000\n",
|
|
" - 19s - loss: 0.3367 - acc: 0.9352 - val_loss: 0.3330 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 02063: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2064/100000\n",
|
|
" - 19s - loss: 0.3350 - acc: 0.9345 - val_loss: 0.4152 - val_acc: 0.8842\n",
|
|
"\n",
|
|
"Epoch 02064: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2065/100000\n",
|
|
" - 18s - loss: 0.3340 - acc: 0.9350 - val_loss: 0.3929 - val_acc: 0.9132\n",
|
|
"\n",
|
|
"Epoch 02065: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2066/100000\n",
|
|
" - 19s - loss: 0.3336 - acc: 0.9348 - val_loss: 0.3201 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 02066: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2067/100000\n",
|
|
" - 19s - loss: 0.3312 - acc: 0.9359 - val_loss: 0.3360 - val_acc: 0.9258\n",
|
|
"\n",
|
|
"Epoch 02067: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2068/100000\n",
|
|
" - 19s - loss: 0.3324 - acc: 0.9355 - val_loss: 0.3958 - val_acc: 0.8971\n",
|
|
"\n",
|
|
"Epoch 02068: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2069/100000\n",
|
|
" - 19s - loss: 0.3340 - acc: 0.9351 - val_loss: 0.3209 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 02069: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2070/100000\n",
|
|
" - 19s - loss: 0.3334 - acc: 0.9355 - val_loss: 0.3228 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 02070: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2071/100000\n",
|
|
" - 19s - loss: 0.3325 - acc: 0.9360 - val_loss: 0.3383 - val_acc: 0.9236\n",
|
|
"\n",
|
|
"Epoch 02071: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2072/100000\n",
|
|
" - 19s - loss: 0.3358 - acc: 0.9345 - val_loss: 0.3357 - val_acc: 0.9312\n",
|
|
"\n",
|
|
"Epoch 02072: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2073/100000\n",
|
|
" - 19s - loss: 0.3335 - acc: 0.9358 - val_loss: 0.3274 - val_acc: 0.9391\n",
|
|
"\n",
|
|
"Epoch 02073: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2074/100000\n",
|
|
" - 19s - loss: 0.3382 - acc: 0.9341 - val_loss: 0.3464 - val_acc: 0.9255\n",
|
|
"\n",
|
|
"Epoch 02074: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2075/100000\n",
|
|
" - 19s - loss: 0.3333 - acc: 0.9356 - val_loss: 0.3558 - val_acc: 0.9148\n",
|
|
"\n",
|
|
"Epoch 02075: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2076/100000\n",
|
|
" - 19s - loss: 0.3348 - acc: 0.9354 - val_loss: 0.3221 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 02076: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2077/100000\n",
|
|
" - 19s - loss: 0.3346 - acc: 0.9353 - val_loss: 0.4634 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02077: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2078/100000\n",
|
|
" - 19s - loss: 0.3338 - acc: 0.9352 - val_loss: 0.3210 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 02078: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2079/100000\n",
|
|
" - 19s - loss: 0.3304 - acc: 0.9362 - val_loss: 0.3238 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 02079: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2080/100000\n",
|
|
" - 19s - loss: 0.3341 - acc: 0.9348 - val_loss: 0.3165 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 02080: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2081/100000\n",
|
|
" - 19s - loss: 0.3335 - acc: 0.9348 - val_loss: 0.3676 - val_acc: 0.9168\n",
|
|
"\n",
|
|
"Epoch 02081: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2082/100000\n",
|
|
" - 19s - loss: 0.3326 - acc: 0.9357 - val_loss: 0.3365 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02082: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2083/100000\n",
|
|
" - 18s - loss: 0.3384 - acc: 0.9333 - val_loss: 0.3670 - val_acc: 0.9261\n",
|
|
"\n",
|
|
"Epoch 02083: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2084/100000\n",
|
|
" - 19s - loss: 0.3318 - acc: 0.9358 - val_loss: 0.3263 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 02084: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2085/100000\n",
|
|
" - 18s - loss: 0.3329 - acc: 0.9358 - val_loss: 0.3370 - val_acc: 0.9288\n",
|
|
"\n",
|
|
"Epoch 02085: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2086/100000\n",
|
|
" - 19s - loss: 0.3322 - acc: 0.9357 - val_loss: 0.3138 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 02086: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2087/100000\n",
|
|
" - 19s - loss: 0.3337 - acc: 0.9353 - val_loss: 0.3397 - val_acc: 0.9276\n",
|
|
"\n",
|
|
"Epoch 02087: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2088/100000\n",
|
|
" - 19s - loss: 0.3302 - acc: 0.9364 - val_loss: 0.3245 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 02088: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2089/100000\n",
|
|
" - 19s - loss: 0.3316 - acc: 0.9352 - val_loss: 0.3207 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 02089: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2090/100000\n",
|
|
" - 19s - loss: 0.3321 - acc: 0.9350 - val_loss: 0.3192 - val_acc: 0.9321\n",
|
|
"\n",
|
|
"Epoch 02090: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2091/100000\n",
|
|
" - 19s - loss: 0.3344 - acc: 0.9348 - val_loss: 0.3396 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 02091: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2092/100000\n",
|
|
" - 19s - loss: 0.3313 - acc: 0.9360 - val_loss: 0.3140 - val_acc: 0.9391\n",
|
|
"\n",
|
|
"Epoch 02092: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2093/100000\n",
|
|
" - 19s - loss: 0.3338 - acc: 0.9348 - val_loss: 0.3243 - val_acc: 0.9303\n",
|
|
"\n",
|
|
"Epoch 02093: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2094/100000\n",
|
|
" - 19s - loss: 0.3327 - acc: 0.9353 - val_loss: 0.3118 - val_acc: 0.9399\n",
|
|
"\n",
|
|
"Epoch 02094: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2095/100000\n",
|
|
" - 18s - loss: 0.3335 - acc: 0.9358 - val_loss: 0.3522 - val_acc: 0.9298\n",
|
|
"\n",
|
|
"Epoch 02095: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2096/100000\n",
|
|
" - 19s - loss: 0.3348 - acc: 0.9350 - val_loss: 0.3496 - val_acc: 0.9165\n",
|
|
"\n",
|
|
"Epoch 02096: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2097/100000\n",
|
|
" - 19s - loss: 0.3309 - acc: 0.9363 - val_loss: 0.3159 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 02097: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2098/100000\n",
|
|
" - 18s - loss: 0.3341 - acc: 0.9352 - val_loss: 0.3640 - val_acc: 0.9134\n",
|
|
"\n",
|
|
"Epoch 02098: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2099/100000\n",
|
|
" - 19s - loss: 0.3348 - acc: 0.9352 - val_loss: 0.3843 - val_acc: 0.9035\n",
|
|
"\n",
|
|
"Epoch 02099: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2100/100000\n",
|
|
" - 18s - loss: 0.3299 - acc: 0.9361 - val_loss: 0.3456 - val_acc: 0.9207\n",
|
|
"\n",
|
|
"Epoch 02100: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2101/100000\n",
|
|
" - 19s - loss: 0.3311 - acc: 0.9357 - val_loss: 0.3218 - val_acc: 0.9321\n",
|
|
"\n",
|
|
"Epoch 02101: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2102/100000\n",
|
|
" - 19s - loss: 0.3331 - acc: 0.9357 - val_loss: 0.3317 - val_acc: 0.9346\n",
|
|
"\n",
|
|
"Epoch 02102: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2103/100000\n",
|
|
" - 19s - loss: 0.3341 - acc: 0.9353 - val_loss: 0.3162 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 02103: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2104/100000\n",
|
|
" - 19s - loss: 0.3323 - acc: 0.9356 - val_loss: 0.3803 - val_acc: 0.9099\n",
|
|
"\n",
|
|
"Epoch 02104: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2105/100000\n",
|
|
" - 18s - loss: 0.3338 - acc: 0.9351 - val_loss: 0.3132 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 02105: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2106/100000\n",
|
|
" - 19s - loss: 0.3333 - acc: 0.9353 - val_loss: 0.3960 - val_acc: 0.9018\n",
|
|
"\n",
|
|
"Epoch 02106: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2107/100000\n",
|
|
" - 19s - loss: 0.3334 - acc: 0.9353 - val_loss: 0.3250 - val_acc: 0.9296\n",
|
|
"\n",
|
|
"Epoch 02107: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2108/100000\n",
|
|
" - 19s - loss: 0.3332 - acc: 0.9356 - val_loss: 0.3377 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 02108: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2109/100000\n",
|
|
" - 19s - loss: 0.3351 - acc: 0.9353 - val_loss: 0.3141 - val_acc: 0.9390\n",
|
|
"\n",
|
|
"Epoch 02109: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2110/100000\n",
|
|
" - 19s - loss: 0.3337 - acc: 0.9350 - val_loss: 0.3303 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 02110: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2111/100000\n",
|
|
" - 19s - loss: 0.3336 - acc: 0.9349 - val_loss: 0.3149 - val_acc: 0.9404\n",
|
|
"\n",
|
|
"Epoch 02111: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2112/100000\n",
|
|
" - 19s - loss: 0.3338 - acc: 0.9358 - val_loss: 0.3876 - val_acc: 0.9032\n",
|
|
"\n",
|
|
"Epoch 02112: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2113/100000\n",
|
|
" - 20s - loss: 0.3332 - acc: 0.9353 - val_loss: 0.3361 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 02113: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2114/100000\n",
|
|
" - 19s - loss: 0.3330 - acc: 0.9353 - val_loss: 0.3229 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 02114: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2115/100000\n",
|
|
" - 19s - loss: 0.3331 - acc: 0.9355 - val_loss: 0.3429 - val_acc: 0.9243\n",
|
|
"\n",
|
|
"Epoch 02115: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2116/100000\n",
|
|
" - 19s - loss: 0.3329 - acc: 0.9353 - val_loss: 0.3966 - val_acc: 0.9144\n",
|
|
"\n",
|
|
"Epoch 02116: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2117/100000\n",
|
|
" - 19s - loss: 0.3345 - acc: 0.9349 - val_loss: 0.3314 - val_acc: 0.9296\n",
|
|
"\n",
|
|
"Epoch 02117: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2118/100000\n",
|
|
" - 19s - loss: 0.3329 - acc: 0.9353 - val_loss: 0.3228 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 02118: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2119/100000\n",
|
|
" - 19s - loss: 0.3315 - acc: 0.9360 - val_loss: 0.3308 - val_acc: 0.9290\n",
|
|
"\n",
|
|
"Epoch 02119: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2120/100000\n",
|
|
" - 19s - loss: 0.3343 - acc: 0.9349 - val_loss: 0.3178 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 02120: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2121/100000\n",
|
|
" - 19s - loss: 0.3323 - acc: 0.9357 - val_loss: 0.3650 - val_acc: 0.9106\n",
|
|
"\n",
|
|
"Epoch 02121: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2122/100000\n",
|
|
" - 19s - loss: 0.3313 - acc: 0.9357 - val_loss: 0.3353 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 02122: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2123/100000\n",
|
|
" - 19s - loss: 0.3340 - acc: 0.9348 - val_loss: 0.3137 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 02123: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2124/100000\n",
|
|
" - 19s - loss: 0.3331 - acc: 0.9353 - val_loss: 0.3365 - val_acc: 0.9297\n",
|
|
"\n",
|
|
"Epoch 02124: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2125/100000\n",
|
|
" - 19s - loss: 0.3340 - acc: 0.9352 - val_loss: 0.3208 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02125: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2126/100000\n",
|
|
" - 19s - loss: 0.3335 - acc: 0.9356 - val_loss: 0.3218 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 02126: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2127/100000\n",
|
|
" - 19s - loss: 0.3366 - acc: 0.9343 - val_loss: 0.3370 - val_acc: 0.9265\n",
|
|
"\n",
|
|
"Epoch 02127: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2128/100000\n",
|
|
" - 18s - loss: 0.3328 - acc: 0.9355 - val_loss: 0.3392 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 02128: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2129/100000\n",
|
|
" - 19s - loss: 0.3349 - acc: 0.9344 - val_loss: 0.3334 - val_acc: 0.9267\n",
|
|
"\n",
|
|
"Epoch 02129: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2130/100000\n",
|
|
" - 19s - loss: 0.3356 - acc: 0.9343 - val_loss: 0.3244 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 02130: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2131/100000\n",
|
|
" - 19s - loss: 0.3363 - acc: 0.9344 - val_loss: 0.3163 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 02131: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2132/100000\n",
|
|
" - 19s - loss: 0.3312 - acc: 0.9360 - val_loss: 0.3229 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02132: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2133/100000\n",
|
|
" - 19s - loss: 0.3326 - acc: 0.9351 - val_loss: 0.3677 - val_acc: 0.9062\n",
|
|
"\n",
|
|
"Epoch 02133: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2134/100000\n",
|
|
" - 19s - loss: 0.3345 - acc: 0.9343 - val_loss: 0.3764 - val_acc: 0.9234\n",
|
|
"\n",
|
|
"Epoch 02134: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2135/100000\n",
|
|
" - 19s - loss: 0.3361 - acc: 0.9348 - val_loss: 0.3705 - val_acc: 0.9189\n",
|
|
"\n",
|
|
"Epoch 02135: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2136/100000\n",
|
|
" - 18s - loss: 0.3336 - acc: 0.9351 - val_loss: 0.3457 - val_acc: 0.9196\n",
|
|
"\n",
|
|
"Epoch 02136: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2137/100000\n",
|
|
" - 19s - loss: 0.3343 - acc: 0.9345 - val_loss: 0.3550 - val_acc: 0.9164\n",
|
|
"\n",
|
|
"Epoch 02137: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2138/100000\n",
|
|
" - 19s - loss: 0.3326 - acc: 0.9353 - val_loss: 0.3245 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 02138: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2139/100000\n",
|
|
" - 18s - loss: 0.3331 - acc: 0.9356 - val_loss: 0.3215 - val_acc: 0.9384\n",
|
|
"\n",
|
|
"Epoch 02139: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2140/100000\n",
|
|
" - 19s - loss: 0.3338 - acc: 0.9353 - val_loss: 0.4185 - val_acc: 0.8827\n",
|
|
"\n",
|
|
"Epoch 02140: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2141/100000\n",
|
|
" - 19s - loss: 0.3352 - acc: 0.9347 - val_loss: 0.3284 - val_acc: 0.9292\n",
|
|
"\n",
|
|
"Epoch 02141: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2142/100000\n",
|
|
" - 18s - loss: 0.3326 - acc: 0.9354 - val_loss: 0.4411 - val_acc: 0.8780\n",
|
|
"\n",
|
|
"Epoch 02142: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2143/100000\n",
|
|
" - 19s - loss: 0.3345 - acc: 0.9349 - val_loss: 0.3459 - val_acc: 0.9230\n",
|
|
"\n",
|
|
"Epoch 02143: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2144/100000\n",
|
|
" - 18s - loss: 0.3340 - acc: 0.9352 - val_loss: 0.3508 - val_acc: 0.9195\n",
|
|
"\n",
|
|
"Epoch 02144: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2145/100000\n",
|
|
" - 19s - loss: 0.3319 - acc: 0.9361 - val_loss: 0.4259 - val_acc: 0.8833\n",
|
|
"\n",
|
|
"Epoch 02145: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2146/100000\n",
|
|
" - 18s - loss: 0.3373 - acc: 0.9346 - val_loss: 0.3129 - val_acc: 0.9396\n",
|
|
"\n",
|
|
"Epoch 02146: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2147/100000\n",
|
|
" - 19s - loss: 0.3336 - acc: 0.9355 - val_loss: 0.3498 - val_acc: 0.9284\n",
|
|
"\n",
|
|
"Epoch 02147: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2148/100000\n",
|
|
" - 18s - loss: 0.3338 - acc: 0.9354 - val_loss: 0.3130 - val_acc: 0.9384\n",
|
|
"\n",
|
|
"Epoch 02148: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2149/100000\n",
|
|
" - 19s - loss: 0.3344 - acc: 0.9354 - val_loss: 0.3293 - val_acc: 0.9283\n",
|
|
"\n",
|
|
"Epoch 02149: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2150/100000\n",
|
|
" - 19s - loss: 0.3339 - acc: 0.9351 - val_loss: 0.3223 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 02150: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2151/100000\n",
|
|
" - 19s - loss: 0.3337 - acc: 0.9357 - val_loss: 0.3223 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 02151: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2152/100000\n",
|
|
" - 19s - loss: 0.3345 - acc: 0.9352 - val_loss: 0.3645 - val_acc: 0.9019\n",
|
|
"\n",
|
|
"Epoch 02152: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2153/100000\n",
|
|
" - 19s - loss: 0.3333 - acc: 0.9362 - val_loss: 0.3544 - val_acc: 0.9199\n",
|
|
"\n",
|
|
"Epoch 02153: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2154/100000\n",
|
|
" - 19s - loss: 0.3363 - acc: 0.9344 - val_loss: 0.4285 - val_acc: 0.8861\n",
|
|
"\n",
|
|
"Epoch 02154: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2155/100000\n",
|
|
" - 18s - loss: 0.3359 - acc: 0.9345 - val_loss: 0.3354 - val_acc: 0.9269\n",
|
|
"\n",
|
|
"Epoch 02155: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2156/100000\n",
|
|
" - 19s - loss: 0.3338 - acc: 0.9353 - val_loss: 0.3603 - val_acc: 0.9184\n",
|
|
"\n",
|
|
"Epoch 02156: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2157/100000\n",
|
|
" - 19s - loss: 0.3315 - acc: 0.9361 - val_loss: 0.3314 - val_acc: 0.9289\n",
|
|
"\n",
|
|
"Epoch 02157: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2158/100000\n",
|
|
" - 19s - loss: 0.3335 - acc: 0.9357 - val_loss: 0.3251 - val_acc: 0.9324\n",
|
|
"\n",
|
|
"Epoch 02158: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2159/100000\n",
|
|
" - 19s - loss: 0.3326 - acc: 0.9355 - val_loss: 0.3649 - val_acc: 0.9255\n",
|
|
"\n",
|
|
"Epoch 02159: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2160/100000\n",
|
|
" - 19s - loss: 0.3340 - acc: 0.9345 - val_loss: 0.3337 - val_acc: 0.9252\n",
|
|
"\n",
|
|
"Epoch 02160: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2161/100000\n",
|
|
" - 19s - loss: 0.3348 - acc: 0.9353 - val_loss: 0.3137 - val_acc: 0.9389\n",
|
|
"\n",
|
|
"Epoch 02161: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2162/100000\n",
|
|
" - 19s - loss: 0.3328 - acc: 0.9355 - val_loss: 0.3173 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 02162: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2163/100000\n",
|
|
" - 19s - loss: 0.3330 - acc: 0.9356 - val_loss: 0.3783 - val_acc: 0.8888\n",
|
|
"\n",
|
|
"Epoch 02163: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2164/100000\n",
|
|
" - 19s - loss: 0.3317 - acc: 0.9361 - val_loss: 0.3583 - val_acc: 0.9126\n",
|
|
"\n",
|
|
"Epoch 02164: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2165/100000\n",
|
|
" - 18s - loss: 0.3353 - acc: 0.9346 - val_loss: 0.3442 - val_acc: 0.9234\n",
|
|
"\n",
|
|
"Epoch 02165: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2166/100000\n",
|
|
" - 19s - loss: 0.3340 - acc: 0.9351 - val_loss: 0.3311 - val_acc: 0.9279\n",
|
|
"\n",
|
|
"Epoch 02166: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2167/100000\n",
|
|
" - 19s - loss: 0.3344 - acc: 0.9354 - val_loss: 0.3444 - val_acc: 0.9322\n",
|
|
"\n",
|
|
"Epoch 02167: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2168/100000\n",
|
|
" - 19s - loss: 0.3349 - acc: 0.9351 - val_loss: 0.3745 - val_acc: 0.9083\n",
|
|
"\n",
|
|
"Epoch 02168: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2169/100000\n",
|
|
" - 19s - loss: 0.3332 - acc: 0.9354 - val_loss: 0.3176 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 02169: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2170/100000\n",
|
|
" - 19s - loss: 0.3341 - acc: 0.9354 - val_loss: 0.3231 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 02170: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2171/100000\n",
|
|
" - 19s - loss: 0.3356 - acc: 0.9346 - val_loss: 0.3619 - val_acc: 0.9135\n",
|
|
"\n",
|
|
"Epoch 02171: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2172/100000\n",
|
|
" - 19s - loss: 0.3368 - acc: 0.9346 - val_loss: 0.3787 - val_acc: 0.9063\n",
|
|
"\n",
|
|
"Epoch 02172: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2173/100000\n",
|
|
" - 19s - loss: 0.3337 - acc: 0.9358 - val_loss: 0.3144 - val_acc: 0.9372\n",
|
|
"\n",
|
|
"Epoch 02173: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2174/100000\n",
|
|
" - 19s - loss: 0.3376 - acc: 0.9341 - val_loss: 0.3377 - val_acc: 0.9227\n",
|
|
"\n",
|
|
"Epoch 02174: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2175/100000\n",
|
|
" - 19s - loss: 0.3340 - acc: 0.9352 - val_loss: 0.3946 - val_acc: 0.8952\n",
|
|
"\n",
|
|
"Epoch 02175: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2176/100000\n",
|
|
" - 19s - loss: 0.3347 - acc: 0.9352 - val_loss: 0.3259 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 02176: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2177/100000\n",
|
|
" - 19s - loss: 0.3369 - acc: 0.9346 - val_loss: 0.3830 - val_acc: 0.9172\n",
|
|
"\n",
|
|
"Epoch 02177: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2178/100000\n",
|
|
" - 19s - loss: 0.3362 - acc: 0.9347 - val_loss: 0.3291 - val_acc: 0.9316\n",
|
|
"\n",
|
|
"Epoch 02178: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2179/100000\n",
|
|
" - 19s - loss: 0.3322 - acc: 0.9353 - val_loss: 0.3336 - val_acc: 0.9265\n",
|
|
"\n",
|
|
"Epoch 02179: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2180/100000\n",
|
|
" - 19s - loss: 0.3343 - acc: 0.9353 - val_loss: 0.3778 - val_acc: 0.9091\n",
|
|
"\n",
|
|
"Epoch 02180: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2181/100000\n",
|
|
" - 19s - loss: 0.3366 - acc: 0.9343 - val_loss: 0.3327 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 02181: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2182/100000\n",
|
|
" - 19s - loss: 0.3346 - acc: 0.9363 - val_loss: 0.3593 - val_acc: 0.9164\n",
|
|
"\n",
|
|
"Epoch 02182: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2183/100000\n",
|
|
" - 19s - loss: 0.3353 - acc: 0.9342 - val_loss: 0.3701 - val_acc: 0.9267\n",
|
|
"\n",
|
|
"Epoch 02183: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2184/100000\n",
|
|
" - 19s - loss: 0.3355 - acc: 0.9351 - val_loss: 0.3306 - val_acc: 0.9264\n",
|
|
"\n",
|
|
"Epoch 02184: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2185/100000\n",
|
|
" - 18s - loss: 0.3349 - acc: 0.9352 - val_loss: 0.3295 - val_acc: 0.9326\n",
|
|
"\n",
|
|
"Epoch 02185: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2186/100000\n",
|
|
" - 19s - loss: 0.3340 - acc: 0.9357 - val_loss: 0.3553 - val_acc: 0.9258\n",
|
|
"\n",
|
|
"Epoch 02186: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2187/100000\n",
|
|
" - 18s - loss: 0.3374 - acc: 0.9347 - val_loss: 0.3646 - val_acc: 0.9104\n",
|
|
"\n",
|
|
"Epoch 02187: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2188/100000\n",
|
|
" - 19s - loss: 0.3342 - acc: 0.9354 - val_loss: 0.3216 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 02188: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2189/100000\n",
|
|
" - 18s - loss: 0.3359 - acc: 0.9350 - val_loss: 0.3492 - val_acc: 0.9187\n",
|
|
"\n",
|
|
"Epoch 02189: val_acc did not improve from 0.94225\n",
|
|
"\n",
|
|
"Epoch 02189: ReduceLROnPlateau reducing learning rate to 0.0005987368611386045.\n",
|
|
"Epoch 2190/100000\n",
|
|
" - 18s - loss: 0.3301 - acc: 0.9345 - val_loss: 0.3098 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 02190: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2191/100000\n",
|
|
" - 18s - loss: 0.3264 - acc: 0.9355 - val_loss: 0.3180 - val_acc: 0.9331\n",
|
|
"\n",
|
|
"Epoch 02191: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2192/100000\n",
|
|
" - 19s - loss: 0.3246 - acc: 0.9365 - val_loss: 0.4054 - val_acc: 0.8870\n",
|
|
"\n",
|
|
"Epoch 02192: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2193/100000\n",
|
|
" - 19s - loss: 0.3266 - acc: 0.9360 - val_loss: 0.3161 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 02193: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2194/100000\n",
|
|
" - 19s - loss: 0.3276 - acc: 0.9360 - val_loss: 0.6201 - val_acc: 0.7837\n",
|
|
"\n",
|
|
"Epoch 02194: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2195/100000\n",
|
|
" - 19s - loss: 0.3267 - acc: 0.9361 - val_loss: 0.3205 - val_acc: 0.9315\n",
|
|
"\n",
|
|
"Epoch 02195: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2196/100000\n",
|
|
" - 19s - loss: 0.3260 - acc: 0.9360 - val_loss: 0.3317 - val_acc: 0.9274\n",
|
|
"\n",
|
|
"Epoch 02196: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2197/100000\n",
|
|
" - 19s - loss: 0.3260 - acc: 0.9361 - val_loss: 0.3308 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 02197: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2198/100000\n",
|
|
" - 18s - loss: 0.3301 - acc: 0.9348 - val_loss: 0.3132 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 02198: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2199/100000\n",
|
|
" - 18s - loss: 0.3252 - acc: 0.9362 - val_loss: 0.3166 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 02199: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2200/100000\n",
|
|
" - 19s - loss: 0.3265 - acc: 0.9358 - val_loss: 0.3651 - val_acc: 0.9142\n",
|
|
"\n",
|
|
"Epoch 02200: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2201/100000\n",
|
|
" - 19s - loss: 0.3280 - acc: 0.9360 - val_loss: 0.3169 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 02201: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2202/100000\n",
|
|
" - 19s - loss: 0.3272 - acc: 0.9358 - val_loss: 0.3498 - val_acc: 0.9144\n",
|
|
"\n",
|
|
"Epoch 02202: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2203/100000\n",
|
|
" - 19s - loss: 0.3267 - acc: 0.9364 - val_loss: 0.3128 - val_acc: 0.9387\n",
|
|
"\n",
|
|
"Epoch 02203: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2204/100000\n",
|
|
" - 18s - loss: 0.3266 - acc: 0.9358 - val_loss: 0.3199 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02204: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2205/100000\n",
|
|
" - 19s - loss: 0.3291 - acc: 0.9351 - val_loss: 0.3252 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02205: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2206/100000\n",
|
|
" - 18s - loss: 0.3269 - acc: 0.9360 - val_loss: 0.3469 - val_acc: 0.9120\n",
|
|
"\n",
|
|
"Epoch 02206: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2207/100000\n",
|
|
" - 19s - loss: 0.3250 - acc: 0.9365 - val_loss: 0.3283 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 02207: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2208/100000\n",
|
|
" - 18s - loss: 0.3274 - acc: 0.9353 - val_loss: 0.3119 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 02208: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2209/100000\n",
|
|
" - 19s - loss: 0.3260 - acc: 0.9363 - val_loss: 0.3488 - val_acc: 0.9109\n",
|
|
"\n",
|
|
"Epoch 02209: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2210/100000\n",
|
|
" - 18s - loss: 0.3271 - acc: 0.9357 - val_loss: 0.3175 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 02210: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2211/100000\n",
|
|
" - 19s - loss: 0.3286 - acc: 0.9359 - val_loss: 0.3201 - val_acc: 0.9296\n",
|
|
"\n",
|
|
"Epoch 02211: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2212/100000\n",
|
|
" - 18s - loss: 0.3238 - acc: 0.9369 - val_loss: 0.3060 - val_acc: 0.9383\n",
|
|
"\n",
|
|
"Epoch 02212: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2213/100000\n",
|
|
" - 19s - loss: 0.3243 - acc: 0.9368 - val_loss: 0.3233 - val_acc: 0.9236\n",
|
|
"\n",
|
|
"Epoch 02213: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2214/100000\n",
|
|
" - 19s - loss: 0.3254 - acc: 0.9358 - val_loss: 0.3237 - val_acc: 0.9292\n",
|
|
"\n",
|
|
"Epoch 02214: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2215/100000\n",
|
|
" - 19s - loss: 0.3264 - acc: 0.9360 - val_loss: 0.3171 - val_acc: 0.9377\n",
|
|
"\n",
|
|
"Epoch 02215: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2216/100000\n",
|
|
" - 18s - loss: 0.3257 - acc: 0.9364 - val_loss: 0.3694 - val_acc: 0.9097\n",
|
|
"\n",
|
|
"Epoch 02216: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2217/100000\n",
|
|
" - 19s - loss: 0.3265 - acc: 0.9360 - val_loss: 0.3070 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 02217: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2218/100000\n",
|
|
" - 18s - loss: 0.3261 - acc: 0.9361 - val_loss: 0.3175 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 02218: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2219/100000\n",
|
|
" - 19s - loss: 0.3253 - acc: 0.9365 - val_loss: 0.3220 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 02219: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2220/100000\n",
|
|
" - 18s - loss: 0.3263 - acc: 0.9360 - val_loss: 0.3304 - val_acc: 0.9277\n",
|
|
"\n",
|
|
"Epoch 02220: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2221/100000\n",
|
|
" - 19s - loss: 0.3271 - acc: 0.9354 - val_loss: 0.3224 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 02221: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2222/100000\n",
|
|
" - 19s - loss: 0.3256 - acc: 0.9362 - val_loss: 0.3245 - val_acc: 0.9362\n",
|
|
"\n",
|
|
"Epoch 02222: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2223/100000\n",
|
|
" - 18s - loss: 0.3256 - acc: 0.9364 - val_loss: 0.3130 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 02223: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2224/100000\n",
|
|
" - 19s - loss: 0.3252 - acc: 0.9366 - val_loss: 0.3106 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 02224: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2225/100000\n",
|
|
" - 19s - loss: 0.3244 - acc: 0.9365 - val_loss: 0.3203 - val_acc: 0.9322\n",
|
|
"\n",
|
|
"Epoch 02225: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2226/100000\n",
|
|
" - 19s - loss: 0.3255 - acc: 0.9365 - val_loss: 0.3763 - val_acc: 0.9112\n",
|
|
"\n",
|
|
"Epoch 02226: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2227/100000\n",
|
|
" - 18s - loss: 0.3283 - acc: 0.9358 - val_loss: 0.5042 - val_acc: 0.8577\n",
|
|
"\n",
|
|
"Epoch 02227: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2228/100000\n",
|
|
" - 19s - loss: 0.3245 - acc: 0.9363 - val_loss: 0.3263 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 02228: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2229/100000\n",
|
|
" - 19s - loss: 0.3252 - acc: 0.9362 - val_loss: 0.5468 - val_acc: 0.8286\n",
|
|
"\n",
|
|
"Epoch 02229: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2230/100000\n",
|
|
" - 19s - loss: 0.3283 - acc: 0.9355 - val_loss: 0.3467 - val_acc: 0.9214\n",
|
|
"\n",
|
|
"Epoch 02230: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2231/100000\n",
|
|
" - 19s - loss: 0.3251 - acc: 0.9364 - val_loss: 0.4078 - val_acc: 0.8927\n",
|
|
"\n",
|
|
"Epoch 02231: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2232/100000\n",
|
|
" - 19s - loss: 0.3257 - acc: 0.9366 - val_loss: 0.3183 - val_acc: 0.9295\n",
|
|
"\n",
|
|
"Epoch 02232: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2233/100000\n",
|
|
" - 19s - loss: 0.3280 - acc: 0.9355 - val_loss: 0.3069 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 02233: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2234/100000\n",
|
|
" - 19s - loss: 0.3249 - acc: 0.9363 - val_loss: 0.3451 - val_acc: 0.9168\n",
|
|
"\n",
|
|
"Epoch 02234: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2235/100000\n",
|
|
" - 19s - loss: 0.3280 - acc: 0.9354 - val_loss: 0.3080 - val_acc: 0.9387\n",
|
|
"\n",
|
|
"Epoch 02235: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2236/100000\n",
|
|
" - 19s - loss: 0.3246 - acc: 0.9365 - val_loss: 0.3322 - val_acc: 0.9299\n",
|
|
"\n",
|
|
"Epoch 02236: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2237/100000\n",
|
|
" - 19s - loss: 0.3262 - acc: 0.9361 - val_loss: 0.3407 - val_acc: 0.9208\n",
|
|
"\n",
|
|
"Epoch 02237: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2238/100000\n",
|
|
" - 19s - loss: 0.3246 - acc: 0.9370 - val_loss: 0.5896 - val_acc: 0.8032\n",
|
|
"\n",
|
|
"Epoch 02238: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2239/100000\n",
|
|
" - 18s - loss: 0.3257 - acc: 0.9364 - val_loss: 0.3138 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 02239: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2240/100000\n",
|
|
" - 19s - loss: 0.3262 - acc: 0.9363 - val_loss: 0.3226 - val_acc: 0.9275\n",
|
|
"\n",
|
|
"Epoch 02240: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2241/100000\n",
|
|
" - 18s - loss: 0.3257 - acc: 0.9362 - val_loss: 0.3218 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 02241: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2242/100000\n",
|
|
" - 19s - loss: 0.3248 - acc: 0.9368 - val_loss: 0.3115 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 02242: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2243/100000\n",
|
|
" - 18s - loss: 0.3263 - acc: 0.9357 - val_loss: 0.3314 - val_acc: 0.9311\n",
|
|
"\n",
|
|
"Epoch 02243: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2244/100000\n",
|
|
" - 18s - loss: 0.3253 - acc: 0.9362 - val_loss: 0.3391 - val_acc: 0.9203\n",
|
|
"\n",
|
|
"Epoch 02244: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2245/100000\n",
|
|
" - 18s - loss: 0.3257 - acc: 0.9363 - val_loss: 0.3027 - val_acc: 0.9391\n",
|
|
"\n",
|
|
"Epoch 02245: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2246/100000\n",
|
|
" - 18s - loss: 0.3241 - acc: 0.9366 - val_loss: 0.3634 - val_acc: 0.9248\n",
|
|
"\n",
|
|
"Epoch 02246: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2247/100000\n",
|
|
" - 19s - loss: 0.3254 - acc: 0.9365 - val_loss: 0.3143 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 02247: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2248/100000\n",
|
|
" - 18s - loss: 0.3246 - acc: 0.9364 - val_loss: 0.3112 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 02248: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2249/100000\n",
|
|
" - 18s - loss: 0.3267 - acc: 0.9356 - val_loss: 0.3113 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 02249: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2250/100000\n",
|
|
" - 18s - loss: 0.3253 - acc: 0.9366 - val_loss: 0.3163 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 02250: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2251/100000\n",
|
|
" - 19s - loss: 0.3284 - acc: 0.9353 - val_loss: 0.3277 - val_acc: 0.9315\n",
|
|
"\n",
|
|
"Epoch 02251: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2252/100000\n",
|
|
" - 18s - loss: 0.3253 - acc: 0.9360 - val_loss: 0.3213 - val_acc: 0.9290\n",
|
|
"\n",
|
|
"Epoch 02252: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2253/100000\n",
|
|
" - 19s - loss: 0.3253 - acc: 0.9361 - val_loss: 0.4819 - val_acc: 0.8655\n",
|
|
"\n",
|
|
"Epoch 02253: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2254/100000\n",
|
|
" - 18s - loss: 0.3273 - acc: 0.9364 - val_loss: 0.3747 - val_acc: 0.9248\n",
|
|
"\n",
|
|
"Epoch 02254: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2255/100000\n",
|
|
" - 18s - loss: 0.3272 - acc: 0.9360 - val_loss: 0.3189 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 02255: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2256/100000\n",
|
|
" - 18s - loss: 0.3273 - acc: 0.9357 - val_loss: 0.3492 - val_acc: 0.9180\n",
|
|
"\n",
|
|
"Epoch 02256: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2257/100000\n",
|
|
" - 18s - loss: 0.3248 - acc: 0.9366 - val_loss: 0.3142 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 02257: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2258/100000\n",
|
|
" - 18s - loss: 0.3250 - acc: 0.9365 - val_loss: 0.3086 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 02258: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2259/100000\n",
|
|
" - 19s - loss: 0.3236 - acc: 0.9364 - val_loss: 0.3166 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 02259: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2260/100000\n",
|
|
" - 18s - loss: 0.3239 - acc: 0.9363 - val_loss: 0.3211 - val_acc: 0.9324\n",
|
|
"\n",
|
|
"Epoch 02260: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2261/100000\n",
|
|
" - 19s - loss: 0.3245 - acc: 0.9361 - val_loss: 0.3495 - val_acc: 0.9156\n",
|
|
"\n",
|
|
"Epoch 02261: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2262/100000\n",
|
|
" - 18s - loss: 0.3262 - acc: 0.9357 - val_loss: 0.3503 - val_acc: 0.9152\n",
|
|
"\n",
|
|
"Epoch 02262: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2263/100000\n",
|
|
" - 19s - loss: 0.3250 - acc: 0.9361 - val_loss: 0.3151 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 02263: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2264/100000\n",
|
|
" - 19s - loss: 0.3240 - acc: 0.9365 - val_loss: 0.3147 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 02264: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2265/100000\n",
|
|
" - 19s - loss: 0.3277 - acc: 0.9354 - val_loss: 0.3428 - val_acc: 0.9234\n",
|
|
"\n",
|
|
"Epoch 02265: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2266/100000\n",
|
|
" - 19s - loss: 0.3243 - acc: 0.9365 - val_loss: 0.4584 - val_acc: 0.8730\n",
|
|
"\n",
|
|
"Epoch 02266: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2267/100000\n",
|
|
" - 19s - loss: 0.3261 - acc: 0.9353 - val_loss: 0.3240 - val_acc: 0.9293\n",
|
|
"\n",
|
|
"Epoch 02267: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2268/100000\n",
|
|
" - 19s - loss: 0.3260 - acc: 0.9363 - val_loss: 0.3135 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 02268: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2269/100000\n",
|
|
" - 18s - loss: 0.3240 - acc: 0.9362 - val_loss: 0.3363 - val_acc: 0.9245\n",
|
|
"\n",
|
|
"Epoch 02269: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2270/100000\n",
|
|
" - 19s - loss: 0.3262 - acc: 0.9362 - val_loss: 0.3340 - val_acc: 0.9264\n",
|
|
"\n",
|
|
"Epoch 02270: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2271/100000\n",
|
|
" - 18s - loss: 0.3245 - acc: 0.9363 - val_loss: 0.3231 - val_acc: 0.9293\n",
|
|
"\n",
|
|
"Epoch 02271: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2272/100000\n",
|
|
" - 18s - loss: 0.3251 - acc: 0.9366 - val_loss: 0.3156 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 02272: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2273/100000\n",
|
|
" - 19s - loss: 0.3243 - acc: 0.9365 - val_loss: 0.3711 - val_acc: 0.9091\n",
|
|
"\n",
|
|
"Epoch 02273: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2274/100000\n",
|
|
" - 18s - loss: 0.3255 - acc: 0.9361 - val_loss: 0.3116 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 02274: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2275/100000\n",
|
|
" - 18s - loss: 0.3261 - acc: 0.9360 - val_loss: 0.3327 - val_acc: 0.9284\n",
|
|
"\n",
|
|
"Epoch 02275: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2276/100000\n",
|
|
" - 18s - loss: 0.3263 - acc: 0.9357 - val_loss: 0.6150 - val_acc: 0.7694\n",
|
|
"\n",
|
|
"Epoch 02276: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2277/100000\n",
|
|
" - 18s - loss: 0.3228 - acc: 0.9369 - val_loss: 0.3367 - val_acc: 0.9247\n",
|
|
"\n",
|
|
"Epoch 02277: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2278/100000\n",
|
|
" - 19s - loss: 0.3251 - acc: 0.9364 - val_loss: 0.3398 - val_acc: 0.9247\n",
|
|
"\n",
|
|
"Epoch 02278: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2279/100000\n",
|
|
" - 18s - loss: 0.3250 - acc: 0.9363 - val_loss: 0.3728 - val_acc: 0.9084\n",
|
|
"\n",
|
|
"Epoch 02279: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2280/100000\n",
|
|
" - 19s - loss: 0.3272 - acc: 0.9358 - val_loss: 0.4430 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02280: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2281/100000\n",
|
|
" - 18s - loss: 0.3249 - acc: 0.9362 - val_loss: 0.3073 - val_acc: 0.9383\n",
|
|
"\n",
|
|
"Epoch 02281: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2282/100000\n",
|
|
" - 19s - loss: 0.3243 - acc: 0.9362 - val_loss: 0.3218 - val_acc: 0.9300\n",
|
|
"\n",
|
|
"Epoch 02282: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2283/100000\n",
|
|
" - 18s - loss: 0.3241 - acc: 0.9367 - val_loss: 0.3333 - val_acc: 0.9244\n",
|
|
"\n",
|
|
"Epoch 02283: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2284/100000\n",
|
|
" - 19s - loss: 0.3290 - acc: 0.9350 - val_loss: 0.3161 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 02284: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2285/100000\n",
|
|
" - 18s - loss: 0.3266 - acc: 0.9359 - val_loss: 0.3252 - val_acc: 0.9315\n",
|
|
"\n",
|
|
"Epoch 02285: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2286/100000\n",
|
|
" - 19s - loss: 0.3233 - acc: 0.9367 - val_loss: 0.3043 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 02286: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2287/100000\n",
|
|
" - 18s - loss: 0.3261 - acc: 0.9361 - val_loss: 0.3320 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 02287: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2288/100000\n",
|
|
" - 19s - loss: 0.3236 - acc: 0.9368 - val_loss: 0.3539 - val_acc: 0.9150\n",
|
|
"\n",
|
|
"Epoch 02288: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2289/100000\n",
|
|
" - 18s - loss: 0.3229 - acc: 0.9367 - val_loss: 0.3393 - val_acc: 0.9224\n",
|
|
"\n",
|
|
"Epoch 02289: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2290/100000\n",
|
|
" - 19s - loss: 0.3246 - acc: 0.9358 - val_loss: 0.3263 - val_acc: 0.9266\n",
|
|
"\n",
|
|
"Epoch 02290: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2291/100000\n",
|
|
" - 18s - loss: 0.3262 - acc: 0.9358 - val_loss: 0.3188 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 02291: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2292/100000\n",
|
|
" - 18s - loss: 0.3229 - acc: 0.9372 - val_loss: 0.3220 - val_acc: 0.9292\n",
|
|
"\n",
|
|
"Epoch 02292: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2293/100000\n",
|
|
" - 19s - loss: 0.3246 - acc: 0.9367 - val_loss: 0.3219 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 02293: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2294/100000\n",
|
|
" - 18s - loss: 0.3245 - acc: 0.9363 - val_loss: 0.3592 - val_acc: 0.9103\n",
|
|
"\n",
|
|
"Epoch 02294: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2295/100000\n",
|
|
" - 19s - loss: 0.3267 - acc: 0.9357 - val_loss: 0.3187 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 02295: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2296/100000\n",
|
|
" - 18s - loss: 0.3265 - acc: 0.9361 - val_loss: 0.3323 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 02296: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2297/100000\n",
|
|
" - 19s - loss: 0.3239 - acc: 0.9367 - val_loss: 0.3172 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 02297: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2298/100000\n",
|
|
" - 19s - loss: 0.3233 - acc: 0.9372 - val_loss: 0.3212 - val_acc: 0.9312\n",
|
|
"\n",
|
|
"Epoch 02298: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2299/100000\n",
|
|
" - 19s - loss: 0.3235 - acc: 0.9369 - val_loss: 0.3246 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 02299: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2300/100000\n",
|
|
" - 18s - loss: 0.3239 - acc: 0.9364 - val_loss: 0.3143 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 02300: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2301/100000\n",
|
|
" - 19s - loss: 0.3275 - acc: 0.9354 - val_loss: 0.3141 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 02301: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2302/100000\n",
|
|
" - 18s - loss: 0.3221 - acc: 0.9374 - val_loss: 0.3295 - val_acc: 0.9305\n",
|
|
"\n",
|
|
"Epoch 02302: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2303/100000\n",
|
|
" - 19s - loss: 0.3243 - acc: 0.9363 - val_loss: 0.3076 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 02303: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2304/100000\n",
|
|
" - 19s - loss: 0.3261 - acc: 0.9357 - val_loss: 0.3140 - val_acc: 0.9400\n",
|
|
"\n",
|
|
"Epoch 02304: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2305/100000\n",
|
|
" - 18s - loss: 0.3247 - acc: 0.9362 - val_loss: 0.3223 - val_acc: 0.9318\n",
|
|
"\n",
|
|
"Epoch 02305: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2306/100000\n",
|
|
" - 19s - loss: 0.3234 - acc: 0.9367 - val_loss: 0.3293 - val_acc: 0.9284\n",
|
|
"\n",
|
|
"Epoch 02306: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2307/100000\n",
|
|
" - 18s - loss: 0.3234 - acc: 0.9367 - val_loss: 0.3402 - val_acc: 0.9196\n",
|
|
"\n",
|
|
"Epoch 02307: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2308/100000\n",
|
|
" - 19s - loss: 0.3262 - acc: 0.9363 - val_loss: 0.3314 - val_acc: 0.9284\n",
|
|
"\n",
|
|
"Epoch 02308: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2309/100000\n",
|
|
" - 19s - loss: 0.3245 - acc: 0.9369 - val_loss: 0.3466 - val_acc: 0.9214\n",
|
|
"\n",
|
|
"Epoch 02309: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2310/100000\n",
|
|
" - 19s - loss: 0.3229 - acc: 0.9369 - val_loss: 0.3236 - val_acc: 0.9318\n",
|
|
"\n",
|
|
"Epoch 02310: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2311/100000\n",
|
|
" - 19s - loss: 0.3258 - acc: 0.9362 - val_loss: 0.3756 - val_acc: 0.9017\n",
|
|
"\n",
|
|
"Epoch 02311: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2312/100000\n",
|
|
" - 19s - loss: 0.3257 - acc: 0.9359 - val_loss: 0.3144 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 02312: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2313/100000\n",
|
|
" - 19s - loss: 0.3256 - acc: 0.9365 - val_loss: 0.3100 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 02313: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2314/100000\n",
|
|
" - 18s - loss: 0.3224 - acc: 0.9373 - val_loss: 0.3446 - val_acc: 0.9193\n",
|
|
"\n",
|
|
"Epoch 02314: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2315/100000\n",
|
|
" - 19s - loss: 0.3252 - acc: 0.9364 - val_loss: 0.3087 - val_acc: 0.9397\n",
|
|
"\n",
|
|
"Epoch 02315: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2316/100000\n",
|
|
" - 18s - loss: 0.3267 - acc: 0.9363 - val_loss: 0.4227 - val_acc: 0.8733\n",
|
|
"\n",
|
|
"Epoch 02316: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2317/100000\n",
|
|
" - 19s - loss: 0.3268 - acc: 0.9362 - val_loss: 0.3213 - val_acc: 0.9323\n",
|
|
"\n",
|
|
"Epoch 02317: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2318/100000\n",
|
|
" - 18s - loss: 0.3254 - acc: 0.9362 - val_loss: 0.3268 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 02318: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2319/100000\n",
|
|
" - 19s - loss: 0.3248 - acc: 0.9362 - val_loss: 0.3260 - val_acc: 0.9279\n",
|
|
"\n",
|
|
"Epoch 02319: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2320/100000\n",
|
|
" - 18s - loss: 0.3230 - acc: 0.9368 - val_loss: 0.3252 - val_acc: 0.9300\n",
|
|
"\n",
|
|
"Epoch 02320: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2321/100000\n",
|
|
" - 19s - loss: 0.3257 - acc: 0.9357 - val_loss: 0.3084 - val_acc: 0.9384\n",
|
|
"\n",
|
|
"Epoch 02321: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2322/100000\n",
|
|
" - 19s - loss: 0.3262 - acc: 0.9355 - val_loss: 0.3238 - val_acc: 0.9322\n",
|
|
"\n",
|
|
"Epoch 02322: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2323/100000\n",
|
|
" - 19s - loss: 0.3236 - acc: 0.9371 - val_loss: 0.3112 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 02323: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2324/100000\n",
|
|
" - 18s - loss: 0.3230 - acc: 0.9371 - val_loss: 0.3043 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 02324: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2325/100000\n",
|
|
" - 19s - loss: 0.3250 - acc: 0.9359 - val_loss: 0.3364 - val_acc: 0.9232\n",
|
|
"\n",
|
|
"Epoch 02325: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2326/100000\n",
|
|
" - 19s - loss: 0.3265 - acc: 0.9364 - val_loss: 0.3259 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 02326: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2327/100000\n",
|
|
" - 18s - loss: 0.3257 - acc: 0.9362 - val_loss: 0.3227 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 02327: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2328/100000\n",
|
|
" - 19s - loss: 0.3260 - acc: 0.9357 - val_loss: 0.3348 - val_acc: 0.9283\n",
|
|
"\n",
|
|
"Epoch 02328: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2329/100000\n",
|
|
" - 18s - loss: 0.3231 - acc: 0.9369 - val_loss: 0.3246 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 02329: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2330/100000\n",
|
|
" - 19s - loss: 0.3257 - acc: 0.9357 - val_loss: 0.3276 - val_acc: 0.9301\n",
|
|
"\n",
|
|
"Epoch 02330: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2331/100000\n",
|
|
" - 19s - loss: 0.3261 - acc: 0.9360 - val_loss: 0.3266 - val_acc: 0.9277\n",
|
|
"\n",
|
|
"Epoch 02331: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2332/100000\n",
|
|
" - 18s - loss: 0.3264 - acc: 0.9364 - val_loss: 0.3534 - val_acc: 0.9291\n",
|
|
"\n",
|
|
"Epoch 02332: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2333/100000\n",
|
|
" - 19s - loss: 0.3251 - acc: 0.9368 - val_loss: 0.3533 - val_acc: 0.9096\n",
|
|
"\n",
|
|
"Epoch 02333: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2334/100000\n",
|
|
" - 18s - loss: 0.3258 - acc: 0.9359 - val_loss: 0.3143 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 02334: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2335/100000\n",
|
|
" - 18s - loss: 0.3267 - acc: 0.9359 - val_loss: 0.3557 - val_acc: 0.9145\n",
|
|
"\n",
|
|
"Epoch 02335: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2336/100000\n",
|
|
" - 19s - loss: 0.3214 - acc: 0.9375 - val_loss: 0.3133 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 02336: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2337/100000\n",
|
|
" - 19s - loss: 0.3257 - acc: 0.9362 - val_loss: 0.3200 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 02337: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2338/100000\n",
|
|
" - 18s - loss: 0.3242 - acc: 0.9362 - val_loss: 0.3723 - val_acc: 0.9087\n",
|
|
"\n",
|
|
"Epoch 02338: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2339/100000\n",
|
|
" - 19s - loss: 0.3249 - acc: 0.9361 - val_loss: 0.3482 - val_acc: 0.9206\n",
|
|
"\n",
|
|
"Epoch 02339: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2340/100000\n",
|
|
" - 19s - loss: 0.3254 - acc: 0.9363 - val_loss: 0.3215 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 02340: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2341/100000\n",
|
|
" - 18s - loss: 0.3265 - acc: 0.9360 - val_loss: 0.3111 - val_acc: 0.9384\n",
|
|
"\n",
|
|
"Epoch 02341: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2342/100000\n",
|
|
" - 19s - loss: 0.3239 - acc: 0.9366 - val_loss: 0.3118 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 02342: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2343/100000\n",
|
|
" - 20s - loss: 0.3243 - acc: 0.9367 - val_loss: 0.3158 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 02343: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2344/100000\n",
|
|
" - 19s - loss: 0.3267 - acc: 0.9359 - val_loss: 0.3128 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 02344: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2345/100000\n",
|
|
" - 18s - loss: 0.3246 - acc: 0.9370 - val_loss: 0.3161 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 02345: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2346/100000\n",
|
|
" - 19s - loss: 0.3221 - acc: 0.9374 - val_loss: 0.3173 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 02346: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2347/100000\n",
|
|
" - 19s - loss: 0.3257 - acc: 0.9362 - val_loss: 0.3353 - val_acc: 0.9237\n",
|
|
"\n",
|
|
"Epoch 02347: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2348/100000\n",
|
|
" - 19s - loss: 0.3236 - acc: 0.9370 - val_loss: 0.3107 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 02348: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2349/100000\n",
|
|
" - 19s - loss: 0.3250 - acc: 0.9357 - val_loss: 0.3488 - val_acc: 0.9271\n",
|
|
"\n",
|
|
"Epoch 02349: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2350/100000\n",
|
|
" - 18s - loss: 0.3247 - acc: 0.9365 - val_loss: 0.3054 - val_acc: 0.9396\n",
|
|
"\n",
|
|
"Epoch 02350: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2351/100000\n",
|
|
" - 19s - loss: 0.3237 - acc: 0.9369 - val_loss: 0.3227 - val_acc: 0.9279\n",
|
|
"\n",
|
|
"Epoch 02351: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2352/100000\n",
|
|
" - 18s - loss: 0.3249 - acc: 0.9360 - val_loss: 0.3290 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 02352: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2353/100000\n",
|
|
" - 18s - loss: 0.3254 - acc: 0.9365 - val_loss: 0.3071 - val_acc: 0.9409\n",
|
|
"\n",
|
|
"Epoch 02353: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2354/100000\n",
|
|
" - 18s - loss: 0.3245 - acc: 0.9365 - val_loss: 0.3834 - val_acc: 0.9012\n",
|
|
"\n",
|
|
"Epoch 02354: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2355/100000\n",
|
|
" - 18s - loss: 0.3241 - acc: 0.9366 - val_loss: 0.3500 - val_acc: 0.9158\n",
|
|
"\n",
|
|
"Epoch 02355: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2356/100000\n",
|
|
" - 18s - loss: 0.3258 - acc: 0.9366 - val_loss: 0.3230 - val_acc: 0.9296\n",
|
|
"\n",
|
|
"Epoch 02356: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2357/100000\n",
|
|
" - 18s - loss: 0.3265 - acc: 0.9366 - val_loss: 0.3845 - val_acc: 0.9014\n",
|
|
"\n",
|
|
"Epoch 02357: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2358/100000\n",
|
|
" - 19s - loss: 0.3254 - acc: 0.9368 - val_loss: 0.3185 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 02358: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2359/100000\n",
|
|
" - 19s - loss: 0.3279 - acc: 0.9357 - val_loss: 0.3255 - val_acc: 0.9306\n",
|
|
"\n",
|
|
"Epoch 02359: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2360/100000\n",
|
|
" - 19s - loss: 0.3230 - acc: 0.9366 - val_loss: 0.3089 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 02360: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2361/100000\n",
|
|
" - 19s - loss: 0.3274 - acc: 0.9355 - val_loss: 0.3252 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 02361: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2362/100000\n",
|
|
" - 18s - loss: 0.3240 - acc: 0.9369 - val_loss: 0.3307 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 02362: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2363/100000\n",
|
|
" - 19s - loss: 0.3254 - acc: 0.9358 - val_loss: 0.3076 - val_acc: 0.9370\n",
|
|
"\n",
|
|
"Epoch 02363: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2364/100000\n",
|
|
" - 18s - loss: 0.3226 - acc: 0.9369 - val_loss: 0.3125 - val_acc: 0.9383\n",
|
|
"\n",
|
|
"Epoch 02364: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2365/100000\n",
|
|
" - 19s - loss: 0.3251 - acc: 0.9369 - val_loss: 0.3119 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 02365: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2366/100000\n",
|
|
" - 18s - loss: 0.3257 - acc: 0.9361 - val_loss: 0.3053 - val_acc: 0.9398\n",
|
|
"\n",
|
|
"Epoch 02366: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2367/100000\n",
|
|
" - 19s - loss: 0.3239 - acc: 0.9366 - val_loss: 0.3149 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 02367: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2368/100000\n",
|
|
" - 18s - loss: 0.3247 - acc: 0.9362 - val_loss: 0.3220 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 02368: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2369/100000\n",
|
|
" - 18s - loss: 0.3241 - acc: 0.9360 - val_loss: 0.4030 - val_acc: 0.8970\n",
|
|
"\n",
|
|
"Epoch 02369: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2370/100000\n",
|
|
" - 19s - loss: 0.3237 - acc: 0.9370 - val_loss: 0.3140 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 02370: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2371/100000\n",
|
|
" - 18s - loss: 0.3258 - acc: 0.9368 - val_loss: 0.3783 - val_acc: 0.8999\n",
|
|
"\n",
|
|
"Epoch 02371: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2372/100000\n",
|
|
" - 18s - loss: 0.3260 - acc: 0.9358 - val_loss: 0.3245 - val_acc: 0.9318\n",
|
|
"\n",
|
|
"Epoch 02372: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2373/100000\n",
|
|
" - 18s - loss: 0.3240 - acc: 0.9367 - val_loss: 0.3442 - val_acc: 0.9287\n",
|
|
"\n",
|
|
"Epoch 02373: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2374/100000\n",
|
|
" - 18s - loss: 0.3256 - acc: 0.9365 - val_loss: 0.3210 - val_acc: 0.9349\n",
|
|
"\n",
|
|
"Epoch 02374: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2375/100000\n",
|
|
" - 19s - loss: 0.3242 - acc: 0.9371 - val_loss: 0.4090 - val_acc: 0.8915\n",
|
|
"\n",
|
|
"Epoch 02375: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2376/100000\n",
|
|
" - 19s - loss: 0.3238 - acc: 0.9366 - val_loss: 0.3131 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 02376: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2377/100000\n",
|
|
" - 19s - loss: 0.3254 - acc: 0.9362 - val_loss: 0.3064 - val_acc: 0.9395\n",
|
|
"\n",
|
|
"Epoch 02377: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2378/100000\n",
|
|
" - 19s - loss: 0.3244 - acc: 0.9360 - val_loss: 0.3132 - val_acc: 0.9362\n",
|
|
"\n",
|
|
"Epoch 02378: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2379/100000\n",
|
|
" - 18s - loss: 0.3265 - acc: 0.9359 - val_loss: 0.3118 - val_acc: 0.9367\n",
|
|
"\n",
|
|
"Epoch 02379: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2380/100000\n",
|
|
" - 19s - loss: 0.3250 - acc: 0.9368 - val_loss: 0.4455 - val_acc: 0.8694\n",
|
|
"\n",
|
|
"Epoch 02380: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2381/100000\n",
|
|
" - 19s - loss: 0.3244 - acc: 0.9367 - val_loss: 0.3198 - val_acc: 0.9291\n",
|
|
"\n",
|
|
"Epoch 02381: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2382/100000\n",
|
|
" - 19s - loss: 0.3260 - acc: 0.9361 - val_loss: 0.3162 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 02382: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2383/100000\n",
|
|
" - 19s - loss: 0.3260 - acc: 0.9361 - val_loss: 0.3094 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 02383: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2384/100000\n",
|
|
" - 19s - loss: 0.3239 - acc: 0.9370 - val_loss: 0.4408 - val_acc: 0.8690\n",
|
|
"\n",
|
|
"Epoch 02384: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2385/100000\n",
|
|
" - 19s - loss: 0.3251 - acc: 0.9367 - val_loss: 0.3213 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 02385: val_acc did not improve from 0.94225\n",
|
|
"\n",
|
|
"Epoch 02385: ReduceLROnPlateau reducing learning rate to 0.0005688000208465382.\n",
|
|
"Epoch 2386/100000\n",
|
|
" - 19s - loss: 0.3189 - acc: 0.9370 - val_loss: 0.3104 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 02386: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2387/100000\n",
|
|
" - 19s - loss: 0.3187 - acc: 0.9371 - val_loss: 0.3102 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 02387: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2388/100000\n",
|
|
" - 18s - loss: 0.3234 - acc: 0.9357 - val_loss: 0.3174 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 02388: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2389/100000\n",
|
|
" - 19s - loss: 0.3186 - acc: 0.9369 - val_loss: 0.3173 - val_acc: 0.9302\n",
|
|
"\n",
|
|
"Epoch 02389: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2390/100000\n",
|
|
" - 19s - loss: 0.3207 - acc: 0.9365 - val_loss: 0.3082 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 02390: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2391/100000\n",
|
|
" - 19s - loss: 0.3176 - acc: 0.9369 - val_loss: 0.3425 - val_acc: 0.9195\n",
|
|
"\n",
|
|
"Epoch 02391: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2392/100000\n",
|
|
" - 19s - loss: 0.3192 - acc: 0.9362 - val_loss: 0.3515 - val_acc: 0.9172\n",
|
|
"\n",
|
|
"Epoch 02392: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2393/100000\n",
|
|
" - 19s - loss: 0.3163 - acc: 0.9377 - val_loss: 0.3416 - val_acc: 0.9173\n",
|
|
"\n",
|
|
"Epoch 02393: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2394/100000\n",
|
|
" - 19s - loss: 0.3180 - acc: 0.9365 - val_loss: 0.3120 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 02394: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2395/100000\n",
|
|
" - 19s - loss: 0.3167 - acc: 0.9370 - val_loss: 0.3163 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 02395: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2396/100000\n",
|
|
" - 19s - loss: 0.3163 - acc: 0.9374 - val_loss: 0.3053 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 02396: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2397/100000\n",
|
|
" - 19s - loss: 0.3163 - acc: 0.9368 - val_loss: 0.3204 - val_acc: 0.9300\n",
|
|
"\n",
|
|
"Epoch 02397: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2398/100000\n",
|
|
" - 19s - loss: 0.3176 - acc: 0.9365 - val_loss: 0.3200 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 02398: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2399/100000\n",
|
|
" - 19s - loss: 0.3192 - acc: 0.9374 - val_loss: 0.3495 - val_acc: 0.9135\n",
|
|
"\n",
|
|
"Epoch 02399: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2400/100000\n",
|
|
" - 18s - loss: 0.3227 - acc: 0.9357 - val_loss: 0.3385 - val_acc: 0.9238\n",
|
|
"\n",
|
|
"Epoch 02400: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2401/100000\n",
|
|
" - 19s - loss: 0.3177 - acc: 0.9372 - val_loss: 0.5859 - val_acc: 0.7594\n",
|
|
"\n",
|
|
"Epoch 02401: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2402/100000\n",
|
|
" - 18s - loss: 0.3167 - acc: 0.9375 - val_loss: 0.3520 - val_acc: 0.9121\n",
|
|
"\n",
|
|
"Epoch 02402: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2403/100000\n",
|
|
" - 19s - loss: 0.3191 - acc: 0.9365 - val_loss: 0.3167 - val_acc: 0.9284\n",
|
|
"\n",
|
|
"Epoch 02403: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2404/100000\n",
|
|
" - 19s - loss: 0.3185 - acc: 0.9367 - val_loss: 0.3530 - val_acc: 0.9152\n",
|
|
"\n",
|
|
"Epoch 02404: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2405/100000\n",
|
|
" - 19s - loss: 0.3190 - acc: 0.9366 - val_loss: 0.5352 - val_acc: 0.8307\n",
|
|
"\n",
|
|
"Epoch 02405: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2406/100000\n",
|
|
" - 19s - loss: 0.3207 - acc: 0.9368 - val_loss: 0.3196 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 02406: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2407/100000\n",
|
|
" - 19s - loss: 0.3210 - acc: 0.9362 - val_loss: 0.3283 - val_acc: 0.9199\n",
|
|
"\n",
|
|
"Epoch 02407: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2408/100000\n",
|
|
" - 19s - loss: 0.3196 - acc: 0.9366 - val_loss: 0.3149 - val_acc: 0.9321\n",
|
|
"\n",
|
|
"Epoch 02408: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2409/100000\n",
|
|
" - 19s - loss: 0.3188 - acc: 0.9366 - val_loss: 0.3287 - val_acc: 0.9233\n",
|
|
"\n",
|
|
"Epoch 02409: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2410/100000\n",
|
|
" - 20s - loss: 0.3207 - acc: 0.9361 - val_loss: 0.3108 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 02410: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2411/100000\n",
|
|
" - 19s - loss: 0.3188 - acc: 0.9369 - val_loss: 0.3259 - val_acc: 0.9292\n",
|
|
"\n",
|
|
"Epoch 02411: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2412/100000\n",
|
|
" - 18s - loss: 0.3179 - acc: 0.9373 - val_loss: 0.3297 - val_acc: 0.9210\n",
|
|
"\n",
|
|
"Epoch 02412: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2413/100000\n",
|
|
" - 19s - loss: 0.3207 - acc: 0.9360 - val_loss: 0.3523 - val_acc: 0.9188\n",
|
|
"\n",
|
|
"Epoch 02413: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2414/100000\n",
|
|
" - 19s - loss: 0.3189 - acc: 0.9370 - val_loss: 0.3439 - val_acc: 0.9230\n",
|
|
"\n",
|
|
"Epoch 02414: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2415/100000\n",
|
|
" - 18s - loss: 0.3197 - acc: 0.9366 - val_loss: 0.3244 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 02415: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2416/100000\n",
|
|
" - 19s - loss: 0.3214 - acc: 0.9362 - val_loss: 0.3253 - val_acc: 0.9277\n",
|
|
"\n",
|
|
"Epoch 02416: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2417/100000\n",
|
|
" - 18s - loss: 0.3189 - acc: 0.9369 - val_loss: 0.3104 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 02417: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2418/100000\n",
|
|
" - 19s - loss: 0.3179 - acc: 0.9370 - val_loss: 0.3061 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 02418: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2419/100000\n",
|
|
" - 18s - loss: 0.3197 - acc: 0.9362 - val_loss: 0.3178 - val_acc: 0.9303\n",
|
|
"\n",
|
|
"Epoch 02419: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2420/100000\n",
|
|
" - 19s - loss: 0.3219 - acc: 0.9356 - val_loss: 0.3272 - val_acc: 0.9284\n",
|
|
"\n",
|
|
"Epoch 02420: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2421/100000\n",
|
|
" - 18s - loss: 0.3170 - acc: 0.9371 - val_loss: 0.5105 - val_acc: 0.8481\n",
|
|
"\n",
|
|
"Epoch 02421: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2422/100000\n",
|
|
" - 19s - loss: 0.3178 - acc: 0.9370 - val_loss: 0.3109 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 02422: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2423/100000\n",
|
|
" - 18s - loss: 0.3189 - acc: 0.9363 - val_loss: 0.3007 - val_acc: 0.9375\n",
|
|
"\n",
|
|
"Epoch 02423: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2424/100000\n",
|
|
" - 19s - loss: 0.3183 - acc: 0.9369 - val_loss: 0.3033 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 02424: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2425/100000\n",
|
|
" - 19s - loss: 0.3178 - acc: 0.9371 - val_loss: 0.3358 - val_acc: 0.9195\n",
|
|
"\n",
|
|
"Epoch 02425: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2426/100000\n",
|
|
" - 19s - loss: 0.3187 - acc: 0.9367 - val_loss: 0.3137 - val_acc: 0.9293\n",
|
|
"\n",
|
|
"Epoch 02426: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2427/100000\n",
|
|
" - 18s - loss: 0.3193 - acc: 0.9362 - val_loss: 0.3361 - val_acc: 0.9217\n",
|
|
"\n",
|
|
"Epoch 02427: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2428/100000\n",
|
|
" - 19s - loss: 0.3202 - acc: 0.9360 - val_loss: 0.3120 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 02428: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2429/100000\n",
|
|
" - 19s - loss: 0.3164 - acc: 0.9376 - val_loss: 0.3783 - val_acc: 0.8925\n",
|
|
"\n",
|
|
"Epoch 02429: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2430/100000\n",
|
|
" - 18s - loss: 0.3187 - acc: 0.9373 - val_loss: 0.3086 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 02430: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2431/100000\n",
|
|
" - 19s - loss: 0.3205 - acc: 0.9363 - val_loss: 0.3177 - val_acc: 0.9349\n",
|
|
"\n",
|
|
"Epoch 02431: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2432/100000\n",
|
|
" - 19s - loss: 0.3164 - acc: 0.9372 - val_loss: 0.3266 - val_acc: 0.9232\n",
|
|
"\n",
|
|
"Epoch 02432: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2433/100000\n",
|
|
" - 18s - loss: 0.3175 - acc: 0.9369 - val_loss: 0.3477 - val_acc: 0.9154\n",
|
|
"\n",
|
|
"Epoch 02433: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2434/100000\n",
|
|
" - 18s - loss: 0.3196 - acc: 0.9361 - val_loss: 0.3883 - val_acc: 0.9255\n",
|
|
"\n",
|
|
"Epoch 02434: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2435/100000\n",
|
|
" - 19s - loss: 0.3192 - acc: 0.9370 - val_loss: 0.3047 - val_acc: 0.9383\n",
|
|
"\n",
|
|
"Epoch 02435: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2436/100000\n",
|
|
" - 18s - loss: 0.3188 - acc: 0.9367 - val_loss: 0.3071 - val_acc: 0.9395\n",
|
|
"\n",
|
|
"Epoch 02436: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2437/100000\n",
|
|
" - 19s - loss: 0.3176 - acc: 0.9374 - val_loss: 0.3289 - val_acc: 0.9244\n",
|
|
"\n",
|
|
"Epoch 02437: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2438/100000\n",
|
|
" - 19s - loss: 0.3193 - acc: 0.9367 - val_loss: 0.3056 - val_acc: 0.9398\n",
|
|
"\n",
|
|
"Epoch 02438: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2439/100000\n",
|
|
" - 19s - loss: 0.3214 - acc: 0.9364 - val_loss: 0.3042 - val_acc: 0.9395\n",
|
|
"\n",
|
|
"Epoch 02439: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2440/100000\n",
|
|
" - 19s - loss: 0.3187 - acc: 0.9366 - val_loss: 0.3043 - val_acc: 0.9387\n",
|
|
"\n",
|
|
"Epoch 02440: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2441/100000\n",
|
|
" - 19s - loss: 0.3181 - acc: 0.9368 - val_loss: 0.3128 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 02441: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2442/100000\n",
|
|
" - 19s - loss: 0.3218 - acc: 0.9355 - val_loss: 0.3077 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 02442: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2443/100000\n",
|
|
" - 19s - loss: 0.3180 - acc: 0.9376 - val_loss: 0.3283 - val_acc: 0.9230\n",
|
|
"\n",
|
|
"Epoch 02450: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2451/100000\n",
|
|
" - 19s - loss: 0.3184 - acc: 0.9372 - val_loss: 0.3024 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 02451: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2452/100000\n",
|
|
" - 19s - loss: 0.3215 - acc: 0.9368 - val_loss: 0.3043 - val_acc: 0.9392\n",
|
|
"\n",
|
|
"Epoch 02452: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2453/100000\n",
|
|
" - 18s - loss: 0.3176 - acc: 0.9372 - val_loss: 0.3059 - val_acc: 0.9326\n",
|
|
"\n",
|
|
"Epoch 02453: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2454/100000\n",
|
|
" - 19s - loss: 0.3205 - acc: 0.9363 - val_loss: 0.3231 - val_acc: 0.9250\n",
|
|
"\n",
|
|
"Epoch 02454: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2455/100000\n",
|
|
" - 18s - loss: 0.3179 - acc: 0.9373 - val_loss: 0.3436 - val_acc: 0.9173\n",
|
|
"\n",
|
|
"Epoch 02455: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2456/100000\n",
|
|
" - 19s - loss: 0.3193 - acc: 0.9363 - val_loss: 0.3148 - val_acc: 0.9300\n",
|
|
"\n",
|
|
"Epoch 02456: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2457/100000\n",
|
|
" - 18s - loss: 0.3187 - acc: 0.9369 - val_loss: 0.4035 - val_acc: 0.8955\n",
|
|
"\n",
|
|
"Epoch 02457: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2458/100000\n",
|
|
" - 18s - loss: 0.3191 - acc: 0.9360 - val_loss: 0.3115 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 02458: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2459/100000\n",
|
|
" - 19s - loss: 0.3176 - acc: 0.9376 - val_loss: 0.3182 - val_acc: 0.9276\n",
|
|
"\n",
|
|
"Epoch 02459: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2460/100000\n",
|
|
" - 19s - loss: 0.3194 - acc: 0.9360 - val_loss: 0.3146 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 02460: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2461/100000\n",
|
|
" - 19s - loss: 0.3196 - acc: 0.9366 - val_loss: 0.3061 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 02461: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2462/100000\n",
|
|
" - 19s - loss: 0.3198 - acc: 0.9363 - val_loss: 0.3128 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 02462: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2463/100000\n",
|
|
" - 19s - loss: 0.3173 - acc: 0.9372 - val_loss: 0.3250 - val_acc: 0.9272\n",
|
|
"\n",
|
|
"Epoch 02463: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2464/100000\n",
|
|
" - 18s - loss: 0.3182 - acc: 0.9367 - val_loss: 0.3645 - val_acc: 0.9084\n",
|
|
"\n",
|
|
"Epoch 02464: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2465/100000\n",
|
|
" - 19s - loss: 0.3159 - acc: 0.9376 - val_loss: 0.4317 - val_acc: 0.8795\n",
|
|
"\n",
|
|
"Epoch 02465: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2466/100000\n",
|
|
" - 19s - loss: 0.3197 - acc: 0.9361 - val_loss: 0.3043 - val_acc: 0.9372\n",
|
|
"\n",
|
|
"Epoch 02466: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2467/100000\n",
|
|
" - 18s - loss: 0.3171 - acc: 0.9376 - val_loss: 0.3035 - val_acc: 0.9387\n",
|
|
"\n",
|
|
"Epoch 02467: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2468/100000\n",
|
|
" - 19s - loss: 0.3195 - acc: 0.9362 - val_loss: 0.3121 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 02468: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2469/100000\n",
|
|
" - 19s - loss: 0.3179 - acc: 0.9373 - val_loss: 0.3193 - val_acc: 0.9297\n",
|
|
"\n",
|
|
"Epoch 02469: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2470/100000\n",
|
|
" - 19s - loss: 0.3196 - acc: 0.9370 - val_loss: 0.3103 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 02470: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2471/100000\n",
|
|
" - 19s - loss: 0.3191 - acc: 0.9361 - val_loss: 0.3274 - val_acc: 0.9252\n",
|
|
"\n",
|
|
"Epoch 02471: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2472/100000\n",
|
|
" - 19s - loss: 0.3205 - acc: 0.9358 - val_loss: 0.3385 - val_acc: 0.9209\n",
|
|
"\n",
|
|
"Epoch 02472: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2473/100000\n",
|
|
" - 18s - loss: 0.3213 - acc: 0.9366 - val_loss: 0.3099 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 02473: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2474/100000\n",
|
|
" - 19s - loss: 0.3199 - acc: 0.9362 - val_loss: 0.3182 - val_acc: 0.9322\n",
|
|
"\n",
|
|
"Epoch 02474: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2475/100000\n",
|
|
" - 19s - loss: 0.3200 - acc: 0.9373 - val_loss: 0.3374 - val_acc: 0.9257\n",
|
|
"\n",
|
|
"Epoch 02475: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2476/100000\n",
|
|
" - 18s - loss: 0.3177 - acc: 0.9371 - val_loss: 0.3270 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 02476: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2477/100000\n",
|
|
" - 19s - loss: 0.3177 - acc: 0.9367 - val_loss: 0.3843 - val_acc: 0.8978\n",
|
|
"\n",
|
|
"Epoch 02477: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2478/100000\n",
|
|
" - 18s - loss: 0.3201 - acc: 0.9362 - val_loss: 0.3399 - val_acc: 0.9242\n",
|
|
"\n",
|
|
"Epoch 02478: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2479/100000\n",
|
|
" - 19s - loss: 0.3190 - acc: 0.9363 - val_loss: 0.3342 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 02479: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2480/100000\n",
|
|
" - 18s - loss: 0.3194 - acc: 0.9367 - val_loss: 0.3335 - val_acc: 0.9231\n",
|
|
"\n",
|
|
"Epoch 02480: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2481/100000\n",
|
|
" - 19s - loss: 0.3179 - acc: 0.9373 - val_loss: 0.3182 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 02481: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2482/100000\n",
|
|
" - 19s - loss: 0.3190 - acc: 0.9369 - val_loss: 0.3161 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 02482: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2483/100000\n",
|
|
" - 19s - loss: 0.3188 - acc: 0.9377 - val_loss: 0.3051 - val_acc: 0.9393\n",
|
|
"\n",
|
|
"Epoch 02483: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2484/100000\n",
|
|
" - 19s - loss: 0.3180 - acc: 0.9378 - val_loss: 0.4424 - val_acc: 0.8918\n",
|
|
"\n",
|
|
"Epoch 02484: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2485/100000\n",
|
|
" - 19s - loss: 0.3190 - acc: 0.9364 - val_loss: 0.3101 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 02485: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2486/100000\n",
|
|
" - 19s - loss: 0.3201 - acc: 0.9355 - val_loss: 0.3231 - val_acc: 0.9279\n",
|
|
"\n",
|
|
"Epoch 02486: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2487/100000\n",
|
|
" - 19s - loss: 0.3183 - acc: 0.9365 - val_loss: 0.3167 - val_acc: 0.9311\n",
|
|
"\n",
|
|
"Epoch 02487: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2488/100000\n",
|
|
" - 19s - loss: 0.3175 - acc: 0.9372 - val_loss: 0.3213 - val_acc: 0.9306\n",
|
|
"\n",
|
|
"Epoch 02488: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2489/100000\n",
|
|
" - 19s - loss: 0.3182 - acc: 0.9364 - val_loss: 0.3194 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 02489: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2490/100000\n",
|
|
" - 19s - loss: 0.3189 - acc: 0.9366 - val_loss: 0.3181 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 02490: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2491/100000\n",
|
|
" - 18s - loss: 0.3194 - acc: 0.9365 - val_loss: 0.3814 - val_acc: 0.8985\n",
|
|
"\n",
|
|
"Epoch 02491: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2492/100000\n",
|
|
" - 19s - loss: 0.3226 - acc: 0.9359 - val_loss: 0.3085 - val_acc: 0.9362\n",
|
|
"\n",
|
|
"Epoch 02492: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2493/100000\n",
|
|
" - 18s - loss: 0.3196 - acc: 0.9365 - val_loss: 0.3090 - val_acc: 0.9326\n",
|
|
"\n",
|
|
"Epoch 02493: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2494/100000\n",
|
|
" - 19s - loss: 0.3193 - acc: 0.9369 - val_loss: 0.3331 - val_acc: 0.9209\n",
|
|
"\n",
|
|
"Epoch 02494: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2495/100000\n",
|
|
" - 18s - loss: 0.3178 - acc: 0.9368 - val_loss: 0.3256 - val_acc: 0.9243\n",
|
|
"\n",
|
|
"Epoch 02495: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2496/100000\n",
|
|
" - 19s - loss: 0.3161 - acc: 0.9371 - val_loss: 0.3214 - val_acc: 0.9286\n",
|
|
"\n",
|
|
"Epoch 02496: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2497/100000\n",
|
|
" - 19s - loss: 0.3173 - acc: 0.9378 - val_loss: 0.3406 - val_acc: 0.9238\n",
|
|
"\n",
|
|
"Epoch 02497: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2498/100000\n",
|
|
" - 19s - loss: 0.3183 - acc: 0.9369 - val_loss: 0.3650 - val_acc: 0.9019\n",
|
|
"\n",
|
|
"Epoch 02498: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2499/100000\n",
|
|
" - 18s - loss: 0.3168 - acc: 0.9371 - val_loss: 0.3015 - val_acc: 0.9396\n",
|
|
"\n",
|
|
"Epoch 02499: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2500/100000\n",
|
|
" - 19s - loss: 0.3189 - acc: 0.9367 - val_loss: 0.4135 - val_acc: 0.8846\n",
|
|
"\n",
|
|
"Epoch 02500: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2501/100000\n",
|
|
" - 18s - loss: 0.3196 - acc: 0.9364 - val_loss: 0.3237 - val_acc: 0.9263\n",
|
|
"\n",
|
|
"Epoch 02501: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2502/100000\n",
|
|
" - 19s - loss: 0.3202 - acc: 0.9360 - val_loss: 0.3122 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 02502: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2503/100000\n",
|
|
" - 18s - loss: 0.3184 - acc: 0.9364 - val_loss: 0.3195 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 02503: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2504/100000\n",
|
|
" - 19s - loss: 0.3182 - acc: 0.9367 - val_loss: 0.3176 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 02504: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2505/100000\n",
|
|
" - 18s - loss: 0.3213 - acc: 0.9364 - val_loss: 0.3554 - val_acc: 0.9137\n",
|
|
"\n",
|
|
"Epoch 02505: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2506/100000\n",
|
|
" - 18s - loss: 0.3197 - acc: 0.9363 - val_loss: 0.3732 - val_acc: 0.8995\n",
|
|
"\n",
|
|
"Epoch 02506: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2507/100000\n",
|
|
" - 18s - loss: 0.3192 - acc: 0.9366 - val_loss: 0.3578 - val_acc: 0.9034\n",
|
|
"\n",
|
|
"Epoch 02507: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2508/100000\n",
|
|
" - 18s - loss: 0.3177 - acc: 0.9370 - val_loss: 0.3114 - val_acc: 0.9323\n",
|
|
"\n",
|
|
"Epoch 02508: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2509/100000\n",
|
|
" - 19s - loss: 0.3219 - acc: 0.9358 - val_loss: 0.3391 - val_acc: 0.9202\n",
|
|
"\n",
|
|
"Epoch 02509: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2510/100000\n",
|
|
" - 18s - loss: 0.3176 - acc: 0.9373 - val_loss: 0.3204 - val_acc: 0.9280\n",
|
|
"\n",
|
|
"Epoch 02510: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2511/100000\n",
|
|
" - 19s - loss: 0.3175 - acc: 0.9369 - val_loss: 0.3183 - val_acc: 0.9280\n",
|
|
"\n",
|
|
"Epoch 02511: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2512/100000\n",
|
|
" - 18s - loss: 0.3191 - acc: 0.9365 - val_loss: 0.3042 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 02512: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2513/100000\n",
|
|
" - 19s - loss: 0.3193 - acc: 0.9363 - val_loss: 0.3259 - val_acc: 0.9300\n",
|
|
"\n",
|
|
"Epoch 02513: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2514/100000\n",
|
|
" - 18s - loss: 0.3186 - acc: 0.9366 - val_loss: 0.3555 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 02514: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2515/100000\n",
|
|
" - 19s - loss: 0.3166 - acc: 0.9374 - val_loss: 0.3891 - val_acc: 0.8972\n",
|
|
"\n",
|
|
"Epoch 02515: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2516/100000\n",
|
|
" - 19s - loss: 0.3209 - acc: 0.9362 - val_loss: 0.3199 - val_acc: 0.9287\n",
|
|
"\n",
|
|
"Epoch 02516: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2517/100000\n",
|
|
" - 19s - loss: 0.3201 - acc: 0.9366 - val_loss: 0.3776 - val_acc: 0.9176\n",
|
|
"\n",
|
|
"Epoch 02517: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2518/100000\n",
|
|
" - 19s - loss: 0.3172 - acc: 0.9372 - val_loss: 0.3152 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 02518: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2519/100000\n",
|
|
" - 18s - loss: 0.3169 - acc: 0.9375 - val_loss: 0.3149 - val_acc: 0.9313\n",
|
|
"\n",
|
|
"Epoch 02519: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2520/100000\n",
|
|
" - 19s - loss: 0.3182 - acc: 0.9369 - val_loss: 0.3119 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 02520: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2521/100000\n",
|
|
" - 19s - loss: 0.3189 - acc: 0.9366 - val_loss: 0.3394 - val_acc: 0.9187\n",
|
|
"\n",
|
|
"Epoch 02521: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2522/100000\n",
|
|
" - 19s - loss: 0.3215 - acc: 0.9351 - val_loss: 0.3518 - val_acc: 0.9119\n",
|
|
"\n",
|
|
"Epoch 02522: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2523/100000\n",
|
|
" - 19s - loss: 0.3206 - acc: 0.9362 - val_loss: 0.3932 - val_acc: 0.8890\n",
|
|
"\n",
|
|
"Epoch 02523: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2524/100000\n",
|
|
" - 18s - loss: 0.3184 - acc: 0.9367 - val_loss: 0.3784 - val_acc: 0.8944\n",
|
|
"\n",
|
|
"Epoch 02524: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2525/100000\n",
|
|
" - 19s - loss: 0.3189 - acc: 0.9367 - val_loss: 0.3058 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 02525: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2526/100000\n",
|
|
" - 18s - loss: 0.3210 - acc: 0.9360 - val_loss: 0.3156 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 02526: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2527/100000\n",
|
|
" - 19s - loss: 0.3173 - acc: 0.9369 - val_loss: 0.3069 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 02527: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2528/100000\n",
|
|
" - 19s - loss: 0.3178 - acc: 0.9369 - val_loss: 0.3450 - val_acc: 0.9140\n",
|
|
"\n",
|
|
"Epoch 02528: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2529/100000\n",
|
|
" - 19s - loss: 0.3171 - acc: 0.9371 - val_loss: 0.3430 - val_acc: 0.9154\n",
|
|
"\n",
|
|
"Epoch 02529: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2530/100000\n",
|
|
" - 18s - loss: 0.3191 - acc: 0.9364 - val_loss: 0.3154 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 02530: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2531/100000\n",
|
|
" - 19s - loss: 0.3204 - acc: 0.9368 - val_loss: 0.3671 - val_acc: 0.9059\n",
|
|
"\n",
|
|
"Epoch 02531: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2532/100000\n",
|
|
" - 18s - loss: 0.3197 - acc: 0.9362 - val_loss: 0.3365 - val_acc: 0.9186\n",
|
|
"\n",
|
|
"Epoch 02532: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2533/100000\n",
|
|
" - 19s - loss: 0.3220 - acc: 0.9359 - val_loss: 0.3199 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 02533: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2534/100000\n",
|
|
" - 18s - loss: 0.3180 - acc: 0.9367 - val_loss: 0.4454 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 02534: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2535/100000\n",
|
|
" - 19s - loss: 0.3197 - acc: 0.9366 - val_loss: 0.3290 - val_acc: 0.9254\n",
|
|
"\n",
|
|
"Epoch 02535: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2536/100000\n",
|
|
" - 19s - loss: 0.3204 - acc: 0.9364 - val_loss: 0.3182 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 02536: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2537/100000\n",
|
|
" - 18s - loss: 0.3194 - acc: 0.9367 - val_loss: 0.3100 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 02537: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2538/100000\n",
|
|
" - 19s - loss: 0.3177 - acc: 0.9369 - val_loss: 0.3170 - val_acc: 0.9306\n",
|
|
"\n",
|
|
"Epoch 02538: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2539/100000\n",
|
|
" - 18s - loss: 0.3212 - acc: 0.9361 - val_loss: 0.3176 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 02539: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2540/100000\n",
|
|
" - 19s - loss: 0.3172 - acc: 0.9371 - val_loss: 0.3248 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 02540: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2541/100000\n",
|
|
" - 18s - loss: 0.3196 - acc: 0.9362 - val_loss: 0.3491 - val_acc: 0.9134\n",
|
|
"\n",
|
|
"Epoch 02541: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2542/100000\n",
|
|
" - 19s - loss: 0.3179 - acc: 0.9366 - val_loss: 0.3156 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 02542: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2543/100000\n",
|
|
" - 19s - loss: 0.3209 - acc: 0.9359 - val_loss: 0.3072 - val_acc: 0.9377\n",
|
|
"\n",
|
|
"Epoch 02543: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2544/100000\n",
|
|
" - 18s - loss: 0.3196 - acc: 0.9372 - val_loss: 0.3204 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 02544: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2545/100000\n",
|
|
" - 19s - loss: 0.3189 - acc: 0.9372 - val_loss: 0.3655 - val_acc: 0.9094\n",
|
|
"\n",
|
|
"Epoch 02545: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2546/100000\n",
|
|
" - 18s - loss: 0.3166 - acc: 0.9370 - val_loss: 0.3452 - val_acc: 0.9208\n",
|
|
"\n",
|
|
"Epoch 02546: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2547/100000\n",
|
|
" - 19s - loss: 0.3183 - acc: 0.9368 - val_loss: 0.3289 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 02547: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2548/100000\n",
|
|
" - 18s - loss: 0.3196 - acc: 0.9361 - val_loss: 0.3794 - val_acc: 0.9026\n",
|
|
"\n",
|
|
"Epoch 02548: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2549/100000\n",
|
|
" - 19s - loss: 0.3189 - acc: 0.9367 - val_loss: 0.3261 - val_acc: 0.9262\n",
|
|
"\n",
|
|
"Epoch 02549: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2550/100000\n",
|
|
" - 18s - loss: 0.3185 - acc: 0.9363 - val_loss: 0.3037 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 02550: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2551/100000\n",
|
|
" - 19s - loss: 0.3196 - acc: 0.9367 - val_loss: 0.3156 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 02551: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2552/100000\n",
|
|
" - 19s - loss: 0.3171 - acc: 0.9372 - val_loss: 0.3165 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 02552: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2553/100000\n",
|
|
" - 19s - loss: 0.3215 - acc: 0.9362 - val_loss: 0.3076 - val_acc: 0.9387\n",
|
|
"\n",
|
|
"Epoch 02553: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2554/100000\n",
|
|
" - 19s - loss: 0.3209 - acc: 0.9361 - val_loss: 0.3035 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 02554: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2555/100000\n",
|
|
" - 19s - loss: 0.3207 - acc: 0.9368 - val_loss: 0.3473 - val_acc: 0.9294\n",
|
|
"\n",
|
|
"Epoch 02555: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2556/100000\n",
|
|
" - 19s - loss: 0.3190 - acc: 0.9367 - val_loss: 0.3064 - val_acc: 0.9399\n",
|
|
"\n",
|
|
"Epoch 02556: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2557/100000\n",
|
|
" - 19s - loss: 0.3168 - acc: 0.9375 - val_loss: 0.3202 - val_acc: 0.9293\n",
|
|
"\n",
|
|
"Epoch 02557: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2558/100000\n",
|
|
" - 19s - loss: 0.3183 - acc: 0.9366 - val_loss: 0.3630 - val_acc: 0.9061\n",
|
|
"\n",
|
|
"Epoch 02558: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2559/100000\n",
|
|
" - 18s - loss: 0.3177 - acc: 0.9366 - val_loss: 0.3669 - val_acc: 0.8989\n",
|
|
"\n",
|
|
"Epoch 02559: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2560/100000\n",
|
|
" - 19s - loss: 0.3197 - acc: 0.9366 - val_loss: 0.3121 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 02560: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2561/100000\n",
|
|
" - 18s - loss: 0.3185 - acc: 0.9368 - val_loss: 0.3179 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 02561: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2562/100000\n",
|
|
" - 19s - loss: 0.3210 - acc: 0.9360 - val_loss: 0.4296 - val_acc: 0.8792\n",
|
|
"\n",
|
|
"Epoch 02562: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2563/100000\n",
|
|
" - 18s - loss: 0.3189 - acc: 0.9368 - val_loss: 0.3085 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 02563: val_acc did not improve from 0.94225\n",
|
|
"\n",
|
|
"Epoch 02563: ReduceLROnPlateau reducing learning rate to 0.0005403600225690752.\n",
|
|
"Epoch 2564/100000\n",
|
|
" - 19s - loss: 0.3127 - acc: 0.9368 - val_loss: 0.3077 - val_acc: 0.9390\n",
|
|
"\n",
|
|
"Epoch 02564: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2565/100000\n",
|
|
" - 19s - loss: 0.3121 - acc: 0.9376 - val_loss: 0.3070 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 02565: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2566/100000\n",
|
|
" - 18s - loss: 0.3140 - acc: 0.9365 - val_loss: 0.3828 - val_acc: 0.8967\n",
|
|
"\n",
|
|
"Epoch 02566: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2567/100000\n",
|
|
" - 19s - loss: 0.3125 - acc: 0.9370 - val_loss: 0.3054 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 02567: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2568/100000\n",
|
|
" - 19s - loss: 0.3127 - acc: 0.9374 - val_loss: 0.3100 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 02568: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2569/100000\n",
|
|
" - 19s - loss: 0.3123 - acc: 0.9371 - val_loss: 0.2991 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 02569: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2570/100000\n",
|
|
" - 19s - loss: 0.3111 - acc: 0.9373 - val_loss: 0.3394 - val_acc: 0.9198\n",
|
|
"\n",
|
|
"Epoch 02570: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2571/100000\n",
|
|
" - 19s - loss: 0.3141 - acc: 0.9364 - val_loss: 0.3048 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 02571: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2572/100000\n",
|
|
" - 18s - loss: 0.3109 - acc: 0.9376 - val_loss: 0.5494 - val_acc: 0.8317\n",
|
|
"\n",
|
|
"Epoch 02572: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2573/100000\n",
|
|
" - 19s - loss: 0.3132 - acc: 0.9365 - val_loss: 0.3078 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 02573: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2574/100000\n",
|
|
" - 19s - loss: 0.3165 - acc: 0.9360 - val_loss: 0.2965 - val_acc: 0.9391\n",
|
|
"\n",
|
|
"Epoch 02574: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2575/100000\n",
|
|
" - 18s - loss: 0.3119 - acc: 0.9374 - val_loss: 0.3079 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 02575: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2576/100000\n",
|
|
" - 19s - loss: 0.3110 - acc: 0.9376 - val_loss: 0.3965 - val_acc: 0.8843\n",
|
|
"\n",
|
|
"Epoch 02576: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2577/100000\n",
|
|
" - 19s - loss: 0.3140 - acc: 0.9368 - val_loss: 0.3188 - val_acc: 0.9256\n",
|
|
"\n",
|
|
"Epoch 02577: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2578/100000\n",
|
|
" - 19s - loss: 0.3134 - acc: 0.9368 - val_loss: 0.3076 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 02578: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2579/100000\n",
|
|
" - 19s - loss: 0.3133 - acc: 0.9365 - val_loss: 0.3092 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 02579: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2580/100000\n",
|
|
" - 19s - loss: 0.3134 - acc: 0.9371 - val_loss: 0.3713 - val_acc: 0.8988\n",
|
|
"\n",
|
|
"Epoch 02580: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2581/100000\n",
|
|
" - 19s - loss: 0.3121 - acc: 0.9370 - val_loss: 0.3088 - val_acc: 0.9372\n",
|
|
"\n",
|
|
"Epoch 02581: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2582/100000\n",
|
|
" - 19s - loss: 0.3156 - acc: 0.9365 - val_loss: 0.3302 - val_acc: 0.9324\n",
|
|
"\n",
|
|
"Epoch 02582: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2583/100000\n",
|
|
" - 19s - loss: 0.3133 - acc: 0.9378 - val_loss: 0.3162 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 02583: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2584/100000\n",
|
|
" - 19s - loss: 0.3135 - acc: 0.9373 - val_loss: 0.3061 - val_acc: 0.9372\n",
|
|
"\n",
|
|
"Epoch 02584: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2585/100000\n",
|
|
" - 19s - loss: 0.3131 - acc: 0.9372 - val_loss: 0.3279 - val_acc: 0.9212\n",
|
|
"\n",
|
|
"Epoch 02585: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2586/100000\n",
|
|
" - 19s - loss: 0.3137 - acc: 0.9363 - val_loss: 0.3726 - val_acc: 0.9076\n",
|
|
"\n",
|
|
"Epoch 02586: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2587/100000\n",
|
|
" - 19s - loss: 0.3115 - acc: 0.9371 - val_loss: 0.3067 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 02587: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2588/100000\n",
|
|
" - 19s - loss: 0.3136 - acc: 0.9365 - val_loss: 0.3073 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 02588: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2589/100000\n",
|
|
" - 18s - loss: 0.3128 - acc: 0.9370 - val_loss: 0.3091 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 02589: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2590/100000\n",
|
|
" - 19s - loss: 0.3132 - acc: 0.9368 - val_loss: 0.5209 - val_acc: 0.8369\n",
|
|
"\n",
|
|
"Epoch 02590: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2591/100000\n",
|
|
" - 19s - loss: 0.3120 - acc: 0.9366 - val_loss: 0.6249 - val_acc: 0.7502\n",
|
|
"\n",
|
|
"Epoch 02591: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2592/100000\n",
|
|
" - 18s - loss: 0.3107 - acc: 0.9376 - val_loss: 0.3094 - val_acc: 0.9316\n",
|
|
"\n",
|
|
"Epoch 02592: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2593/100000\n",
|
|
" - 18s - loss: 0.3150 - acc: 0.9362 - val_loss: 0.3023 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 02593: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2594/100000\n",
|
|
" - 18s - loss: 0.3139 - acc: 0.9366 - val_loss: 0.3176 - val_acc: 0.9318\n",
|
|
"\n",
|
|
"Epoch 02594: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2595/100000\n",
|
|
" - 19s - loss: 0.3120 - acc: 0.9364 - val_loss: 0.3192 - val_acc: 0.9260\n",
|
|
"\n",
|
|
"Epoch 02595: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2596/100000\n",
|
|
" - 19s - loss: 0.3132 - acc: 0.9368 - val_loss: 0.2980 - val_acc: 0.9382\n",
|
|
"\n",
|
|
"Epoch 02596: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2597/100000\n",
|
|
" - 19s - loss: 0.3125 - acc: 0.9370 - val_loss: 0.2959 - val_acc: 0.9385\n",
|
|
"\n",
|
|
"Epoch 02597: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2598/100000\n",
|
|
" - 19s - loss: 0.3108 - acc: 0.9373 - val_loss: 0.3049 - val_acc: 0.9349\n",
|
|
"\n",
|
|
"Epoch 02598: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2599/100000\n",
|
|
" - 19s - loss: 0.3127 - acc: 0.9372 - val_loss: 0.2989 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 02599: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2600/100000\n",
|
|
" - 18s - loss: 0.3112 - acc: 0.9376 - val_loss: 0.2944 - val_acc: 0.9384\n",
|
|
"\n",
|
|
"Epoch 02600: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2601/100000\n",
|
|
" - 19s - loss: 0.3116 - acc: 0.9372 - val_loss: 0.3588 - val_acc: 0.9061\n",
|
|
"\n",
|
|
"Epoch 02601: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2602/100000\n",
|
|
" - 19s - loss: 0.3130 - acc: 0.9370 - val_loss: 0.2978 - val_acc: 0.9367\n",
|
|
"\n",
|
|
"Epoch 02602: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2603/100000\n",
|
|
" - 18s - loss: 0.3159 - acc: 0.9373 - val_loss: 0.3515 - val_acc: 0.9122\n",
|
|
"\n",
|
|
"Epoch 02603: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2604/100000\n",
|
|
" - 19s - loss: 0.3127 - acc: 0.9372 - val_loss: 0.3017 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 02604: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2605/100000\n",
|
|
" - 18s - loss: 0.3120 - acc: 0.9372 - val_loss: 0.3148 - val_acc: 0.9263\n",
|
|
"\n",
|
|
"Epoch 02605: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2606/100000\n",
|
|
" - 19s - loss: 0.3119 - acc: 0.9374 - val_loss: 0.3068 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 02606: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2607/100000\n",
|
|
" - 19s - loss: 0.3121 - acc: 0.9372 - val_loss: 0.2954 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 02607: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2608/100000\n",
|
|
" - 18s - loss: 0.3105 - acc: 0.9374 - val_loss: 0.3119 - val_acc: 0.9313\n",
|
|
"\n",
|
|
"Epoch 02608: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2609/100000\n",
|
|
" - 19s - loss: 0.3158 - acc: 0.9353 - val_loss: 0.3030 - val_acc: 0.9362\n",
|
|
"\n",
|
|
"Epoch 02609: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2610/100000\n",
|
|
" - 18s - loss: 0.3121 - acc: 0.9368 - val_loss: 0.3086 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 02610: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2611/100000\n",
|
|
" - 18s - loss: 0.3125 - acc: 0.9369 - val_loss: 0.3218 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 02611: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2612/100000\n",
|
|
" - 19s - loss: 0.3131 - acc: 0.9369 - val_loss: 0.3096 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 02612: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2613/100000\n",
|
|
" - 18s - loss: 0.3118 - acc: 0.9372 - val_loss: 0.2978 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 02613: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2614/100000\n",
|
|
" - 19s - loss: 0.3108 - acc: 0.9369 - val_loss: 0.3082 - val_acc: 0.9322\n",
|
|
"\n",
|
|
"Epoch 02614: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2615/100000\n",
|
|
" - 18s - loss: 0.3126 - acc: 0.9369 - val_loss: 0.2999 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 02615: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2616/100000\n",
|
|
" - 19s - loss: 0.3115 - acc: 0.9371 - val_loss: 0.3155 - val_acc: 0.9263\n",
|
|
"\n",
|
|
"Epoch 02616: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2617/100000\n",
|
|
" - 18s - loss: 0.3120 - acc: 0.9371 - val_loss: 0.4312 - val_acc: 0.8804\n",
|
|
"\n",
|
|
"Epoch 02617: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2618/100000\n",
|
|
" - 19s - loss: 0.3120 - acc: 0.9372 - val_loss: 0.3158 - val_acc: 0.9298\n",
|
|
"\n",
|
|
"Epoch 02618: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2619/100000\n",
|
|
" - 19s - loss: 0.3139 - acc: 0.9365 - val_loss: 0.3003 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 02619: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2620/100000\n",
|
|
" - 19s - loss: 0.3121 - acc: 0.9371 - val_loss: 0.3935 - val_acc: 0.9166\n",
|
|
"\n",
|
|
"Epoch 02620: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2621/100000\n",
|
|
" - 18s - loss: 0.3142 - acc: 0.9368 - val_loss: 0.3503 - val_acc: 0.9100\n",
|
|
"\n",
|
|
"Epoch 02621: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2622/100000\n",
|
|
" - 19s - loss: 0.3137 - acc: 0.9369 - val_loss: 0.3128 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 02622: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2623/100000\n",
|
|
" - 19s - loss: 0.3098 - acc: 0.9375 - val_loss: 0.3708 - val_acc: 0.9012\n",
|
|
"\n",
|
|
"Epoch 02623: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2624/100000\n",
|
|
" - 19s - loss: 0.3141 - acc: 0.9364 - val_loss: 0.3036 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 02624: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2625/100000\n",
|
|
" - 18s - loss: 0.3127 - acc: 0.9367 - val_loss: 0.3130 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 02625: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2626/100000\n",
|
|
" - 19s - loss: 0.3141 - acc: 0.9367 - val_loss: 0.3643 - val_acc: 0.9112\n",
|
|
"\n",
|
|
"Epoch 02626: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2627/100000\n",
|
|
" - 19s - loss: 0.3121 - acc: 0.9370 - val_loss: 0.3113 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 02627: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2628/100000\n",
|
|
" - 19s - loss: 0.3121 - acc: 0.9364 - val_loss: 0.4512 - val_acc: 0.8644\n",
|
|
"\n",
|
|
"Epoch 02628: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2629/100000\n",
|
|
" - 18s - loss: 0.3162 - acc: 0.9366 - val_loss: 0.3039 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 02629: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2630/100000\n",
|
|
" - 19s - loss: 0.3122 - acc: 0.9373 - val_loss: 0.3103 - val_acc: 0.9311\n",
|
|
"\n",
|
|
"Epoch 02630: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2631/100000\n",
|
|
" - 18s - loss: 0.3133 - acc: 0.9367 - val_loss: 0.3025 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 02631: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2632/100000\n",
|
|
" - 19s - loss: 0.3113 - acc: 0.9368 - val_loss: 0.3606 - val_acc: 0.9054\n",
|
|
"\n",
|
|
"Epoch 02632: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2633/100000\n",
|
|
" - 18s - loss: 0.3122 - acc: 0.9368 - val_loss: 0.3255 - val_acc: 0.9247\n",
|
|
"\n",
|
|
"Epoch 02633: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2634/100000\n",
|
|
" - 19s - loss: 0.3135 - acc: 0.9365 - val_loss: 0.3147 - val_acc: 0.9300\n",
|
|
"\n",
|
|
"Epoch 02634: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2635/100000\n",
|
|
" - 18s - loss: 0.3130 - acc: 0.9368 - val_loss: 0.3008 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 02635: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2636/100000\n",
|
|
" - 19s - loss: 0.3129 - acc: 0.9374 - val_loss: 0.3185 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 02636: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2637/100000\n",
|
|
" - 19s - loss: 0.3120 - acc: 0.9372 - val_loss: 0.3793 - val_acc: 0.9158\n",
|
|
"\n",
|
|
"Epoch 02637: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2638/100000\n",
|
|
" - 19s - loss: 0.3127 - acc: 0.9375 - val_loss: 0.3137 - val_acc: 0.9314\n",
|
|
"\n",
|
|
"Epoch 02638: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2639/100000\n",
|
|
" - 20s - loss: 0.3122 - acc: 0.9370 - val_loss: 0.3182 - val_acc: 0.9314\n",
|
|
"\n",
|
|
"Epoch 02639: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2640/100000\n",
|
|
" - 19s - loss: 0.3124 - acc: 0.9374 - val_loss: 0.3005 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 02640: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2641/100000\n",
|
|
" - 19s - loss: 0.3139 - acc: 0.9362 - val_loss: 0.3311 - val_acc: 0.9202\n",
|
|
"\n",
|
|
"Epoch 02641: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2642/100000\n",
|
|
" - 19s - loss: 0.3111 - acc: 0.9379 - val_loss: 0.3676 - val_acc: 0.9032\n",
|
|
"\n",
|
|
"Epoch 02642: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2643/100000\n",
|
|
" - 19s - loss: 0.3137 - acc: 0.9372 - val_loss: 0.7344 - val_acc: 0.6719\n",
|
|
"\n",
|
|
"Epoch 02643: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2644/100000\n",
|
|
" - 19s - loss: 0.3141 - acc: 0.9370 - val_loss: 0.3049 - val_acc: 0.9324\n",
|
|
"\n",
|
|
"Epoch 02644: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2645/100000\n",
|
|
" - 18s - loss: 0.3141 - acc: 0.9368 - val_loss: 0.3411 - val_acc: 0.9197\n",
|
|
"\n",
|
|
"Epoch 02645: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2646/100000\n",
|
|
" - 19s - loss: 0.3138 - acc: 0.9371 - val_loss: 0.3001 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 02646: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2647/100000\n",
|
|
" - 18s - loss: 0.3143 - acc: 0.9366 - val_loss: 0.3471 - val_acc: 0.9083\n",
|
|
"\n",
|
|
"Epoch 02647: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2648/100000\n",
|
|
" - 19s - loss: 0.3142 - acc: 0.9372 - val_loss: 0.3309 - val_acc: 0.9200\n",
|
|
"\n",
|
|
"Epoch 02648: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2649/100000\n",
|
|
" - 19s - loss: 0.3145 - acc: 0.9364 - val_loss: 0.3716 - val_acc: 0.8990\n",
|
|
"\n",
|
|
"Epoch 02649: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2650/100000\n",
|
|
" - 18s - loss: 0.3123 - acc: 0.9371 - val_loss: 0.2940 - val_acc: 0.9398\n",
|
|
"\n",
|
|
"Epoch 02650: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2651/100000\n",
|
|
" - 19s - loss: 0.3115 - acc: 0.9373 - val_loss: 0.3113 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 02651: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2652/100000\n",
|
|
" - 18s - loss: 0.3140 - acc: 0.9367 - val_loss: 0.3311 - val_acc: 0.9203\n",
|
|
"\n",
|
|
"Epoch 02652: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2653/100000\n",
|
|
" - 19s - loss: 0.3143 - acc: 0.9365 - val_loss: 0.3049 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 02653: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2654/100000\n",
|
|
" - 19s - loss: 0.3147 - acc: 0.9370 - val_loss: 0.3075 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 02654: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2655/100000\n",
|
|
" - 18s - loss: 0.3122 - acc: 0.9377 - val_loss: 0.3035 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 02655: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2656/100000\n",
|
|
" - 19s - loss: 0.3131 - acc: 0.9370 - val_loss: 0.3209 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 02656: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2657/100000\n",
|
|
" - 19s - loss: 0.3113 - acc: 0.9373 - val_loss: 0.3175 - val_acc: 0.9331\n",
|
|
"\n",
|
|
"Epoch 02657: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2658/100000\n",
|
|
" - 19s - loss: 0.3127 - acc: 0.9367 - val_loss: 0.3135 - val_acc: 0.9248\n",
|
|
"\n",
|
|
"Epoch 02658: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2659/100000\n",
|
|
" - 19s - loss: 0.3127 - acc: 0.9369 - val_loss: 0.3038 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02659: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2660/100000\n",
|
|
" - 19s - loss: 0.3110 - acc: 0.9373 - val_loss: 0.3099 - val_acc: 0.9316\n",
|
|
"\n",
|
|
"Epoch 02660: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2661/100000\n",
|
|
" - 19s - loss: 0.3146 - acc: 0.9365 - val_loss: 0.3639 - val_acc: 0.9112\n",
|
|
"\n",
|
|
"Epoch 02661: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2662/100000\n",
|
|
" - 19s - loss: 0.3133 - acc: 0.9371 - val_loss: 0.3746 - val_acc: 0.8950\n",
|
|
"\n",
|
|
"Epoch 02662: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2663/100000\n",
|
|
" - 18s - loss: 0.3132 - acc: 0.9365 - val_loss: 0.3088 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 02663: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2664/100000\n",
|
|
" - 18s - loss: 0.3127 - acc: 0.9367 - val_loss: 0.3138 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 02664: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2665/100000\n",
|
|
" - 18s - loss: 0.3160 - acc: 0.9357 - val_loss: 0.3482 - val_acc: 0.9118\n",
|
|
"\n",
|
|
"Epoch 02665: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2666/100000\n",
|
|
" - 18s - loss: 0.3130 - acc: 0.9370 - val_loss: 0.3096 - val_acc: 0.9331\n",
|
|
"\n",
|
|
"Epoch 02666: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2667/100000\n",
|
|
" - 19s - loss: 0.3119 - acc: 0.9370 - val_loss: 0.2990 - val_acc: 0.9367\n",
|
|
"\n",
|
|
"Epoch 02667: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2668/100000\n",
|
|
" - 19s - loss: 0.3101 - acc: 0.9377 - val_loss: 0.3125 - val_acc: 0.9316\n",
|
|
"\n",
|
|
"Epoch 02668: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2669/100000\n",
|
|
" - 19s - loss: 0.3144 - acc: 0.9373 - val_loss: 0.3016 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 02669: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2670/100000\n",
|
|
" - 18s - loss: 0.3123 - acc: 0.9369 - val_loss: 0.2944 - val_acc: 0.9384\n",
|
|
"\n",
|
|
"Epoch 02670: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2671/100000\n",
|
|
" - 19s - loss: 0.3124 - acc: 0.9373 - val_loss: 0.3081 - val_acc: 0.9321\n",
|
|
"\n",
|
|
"Epoch 02671: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2672/100000\n",
|
|
" - 19s - loss: 0.3141 - acc: 0.9366 - val_loss: 0.3307 - val_acc: 0.9230\n",
|
|
"\n",
|
|
"Epoch 02672: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2673/100000\n",
|
|
" - 18s - loss: 0.3127 - acc: 0.9365 - val_loss: 0.3490 - val_acc: 0.9096\n",
|
|
"\n",
|
|
"Epoch 02673: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2674/100000\n",
|
|
" - 19s - loss: 0.3119 - acc: 0.9373 - val_loss: 0.3054 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 02674: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2675/100000\n",
|
|
" - 18s - loss: 0.3116 - acc: 0.9374 - val_loss: 0.3452 - val_acc: 0.9199\n",
|
|
"\n",
|
|
"Epoch 02675: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2676/100000\n",
|
|
" - 19s - loss: 0.3150 - acc: 0.9362 - val_loss: 0.3278 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 02676: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2677/100000\n",
|
|
" - 18s - loss: 0.3121 - acc: 0.9374 - val_loss: 0.3131 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 02677: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2678/100000\n",
|
|
" - 19s - loss: 0.3154 - acc: 0.9355 - val_loss: 0.3480 - val_acc: 0.9079\n",
|
|
"\n",
|
|
"Epoch 02678: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2679/100000\n",
|
|
" - 19s - loss: 0.3139 - acc: 0.9367 - val_loss: 0.3817 - val_acc: 0.8891\n",
|
|
"\n",
|
|
"Epoch 02679: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2680/100000\n",
|
|
" - 18s - loss: 0.3127 - acc: 0.9369 - val_loss: 0.3378 - val_acc: 0.9313\n",
|
|
"\n",
|
|
"Epoch 02680: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2681/100000\n",
|
|
" - 18s - loss: 0.3127 - acc: 0.9365 - val_loss: 0.3057 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 02681: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2682/100000\n",
|
|
" - 18s - loss: 0.3143 - acc: 0.9360 - val_loss: 0.3170 - val_acc: 0.9314\n",
|
|
"\n",
|
|
"Epoch 02682: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2683/100000\n",
|
|
" - 18s - loss: 0.3161 - acc: 0.9363 - val_loss: 0.2972 - val_acc: 0.9402\n",
|
|
"\n",
|
|
"Epoch 02683: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2684/100000\n",
|
|
" - 19s - loss: 0.3125 - acc: 0.9374 - val_loss: 0.3190 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 02684: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2685/100000\n",
|
|
" - 18s - loss: 0.3135 - acc: 0.9370 - val_loss: 0.3055 - val_acc: 0.9409\n",
|
|
"\n",
|
|
"Epoch 02685: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2686/100000\n",
|
|
" - 19s - loss: 0.3142 - acc: 0.9377 - val_loss: 0.3093 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 02686: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2687/100000\n",
|
|
" - 18s - loss: 0.3141 - acc: 0.9369 - val_loss: 0.3203 - val_acc: 0.9284\n",
|
|
"\n",
|
|
"Epoch 02687: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2688/100000\n",
|
|
" - 19s - loss: 0.3139 - acc: 0.9364 - val_loss: 0.3156 - val_acc: 0.9315\n",
|
|
"\n",
|
|
"Epoch 02688: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2689/100000\n",
|
|
" - 18s - loss: 0.3125 - acc: 0.9372 - val_loss: 0.3189 - val_acc: 0.9266\n",
|
|
"\n",
|
|
"Epoch 02689: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2690/100000\n",
|
|
" - 19s - loss: 0.3124 - acc: 0.9372 - val_loss: 0.2932 - val_acc: 0.9385\n",
|
|
"\n",
|
|
"Epoch 02690: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2691/100000\n",
|
|
" - 19s - loss: 0.3129 - acc: 0.9367 - val_loss: 0.3119 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 02691: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2692/100000\n",
|
|
" - 18s - loss: 0.3148 - acc: 0.9366 - val_loss: 0.3048 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 02692: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2693/100000\n",
|
|
" - 19s - loss: 0.3117 - acc: 0.9373 - val_loss: 0.3069 - val_acc: 0.9326\n",
|
|
"\n",
|
|
"Epoch 02693: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2694/100000\n",
|
|
" - 18s - loss: 0.3115 - acc: 0.9375 - val_loss: 0.3023 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02694: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2695/100000\n",
|
|
" - 18s - loss: 0.3120 - acc: 0.9373 - val_loss: 0.3479 - val_acc: 0.9083\n",
|
|
"\n",
|
|
"Epoch 02695: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2696/100000\n",
|
|
" - 19s - loss: 0.3158 - acc: 0.9364 - val_loss: 0.3216 - val_acc: 0.9239\n",
|
|
"\n",
|
|
"Epoch 02696: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2697/100000\n",
|
|
" - 18s - loss: 0.3125 - acc: 0.9369 - val_loss: 0.3159 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 02697: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2698/100000\n",
|
|
" - 19s - loss: 0.3117 - acc: 0.9376 - val_loss: 0.3066 - val_acc: 0.9311\n",
|
|
"\n",
|
|
"Epoch 02698: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2699/100000\n",
|
|
" - 19s - loss: 0.3129 - acc: 0.9367 - val_loss: 0.2983 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 02699: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2700/100000\n",
|
|
" - 18s - loss: 0.3118 - acc: 0.9372 - val_loss: 0.3095 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 02700: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2701/100000\n",
|
|
" - 19s - loss: 0.3114 - acc: 0.9372 - val_loss: 0.3352 - val_acc: 0.9201\n",
|
|
"\n",
|
|
"Epoch 02701: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2702/100000\n",
|
|
" - 19s - loss: 0.3135 - acc: 0.9366 - val_loss: 0.3016 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 02702: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2703/100000\n",
|
|
" - 19s - loss: 0.3130 - acc: 0.9369 - val_loss: 0.3087 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 02703: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2704/100000\n",
|
|
" - 19s - loss: 0.3134 - acc: 0.9368 - val_loss: 0.3540 - val_acc: 0.9023\n",
|
|
"\n",
|
|
"Epoch 02704: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2705/100000\n",
|
|
" - 19s - loss: 0.3130 - acc: 0.9367 - val_loss: 0.3097 - val_acc: 0.9303\n",
|
|
"\n",
|
|
"Epoch 02705: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2706/100000\n",
|
|
" - 19s - loss: 0.3127 - acc: 0.9371 - val_loss: 0.3196 - val_acc: 0.9262\n",
|
|
"\n",
|
|
"Epoch 02706: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2707/100000\n",
|
|
" - 19s - loss: 0.3119 - acc: 0.9375 - val_loss: 0.3009 - val_acc: 0.9375\n",
|
|
"\n",
|
|
"Epoch 02707: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2708/100000\n",
|
|
" - 18s - loss: 0.3111 - acc: 0.9375 - val_loss: 0.2966 - val_acc: 0.9406\n",
|
|
"\n",
|
|
"Epoch 02708: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2709/100000\n",
|
|
" - 19s - loss: 0.3114 - acc: 0.9373 - val_loss: 0.3487 - val_acc: 0.9159\n",
|
|
"\n",
|
|
"Epoch 02709: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2710/100000\n",
|
|
" - 18s - loss: 0.3149 - acc: 0.9361 - val_loss: 0.3101 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 02710: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2711/100000\n",
|
|
" - 19s - loss: 0.3138 - acc: 0.9370 - val_loss: 0.3126 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 02711: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2712/100000\n",
|
|
" - 18s - loss: 0.3115 - acc: 0.9372 - val_loss: 0.3130 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02712: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2713/100000\n",
|
|
" - 18s - loss: 0.3128 - acc: 0.9367 - val_loss: 0.3274 - val_acc: 0.9228\n",
|
|
"\n",
|
|
"Epoch 02713: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2714/100000\n",
|
|
" - 19s - loss: 0.3125 - acc: 0.9373 - val_loss: 0.3132 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 02714: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2715/100000\n",
|
|
" - 19s - loss: 0.3175 - acc: 0.9369 - val_loss: 0.3029 - val_acc: 0.9367\n",
|
|
"\n",
|
|
"Epoch 02715: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2716/100000\n",
|
|
" - 19s - loss: 0.3139 - acc: 0.9375 - val_loss: 0.2987 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 02716: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2717/100000\n",
|
|
" - 18s - loss: 0.3134 - acc: 0.9369 - val_loss: 0.3246 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 02717: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2718/100000\n",
|
|
" - 19s - loss: 0.3141 - acc: 0.9370 - val_loss: 0.3520 - val_acc: 0.9012\n",
|
|
"\n",
|
|
"Epoch 02718: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2719/100000\n",
|
|
" - 19s - loss: 0.3112 - acc: 0.9374 - val_loss: 0.2955 - val_acc: 0.9410\n",
|
|
"\n",
|
|
"Epoch 02719: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2720/100000\n",
|
|
" - 18s - loss: 0.3142 - acc: 0.9366 - val_loss: 0.3084 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 02720: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2721/100000\n",
|
|
" - 18s - loss: 0.3109 - acc: 0.9373 - val_loss: 0.2971 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 02721: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2722/100000\n",
|
|
" - 19s - loss: 0.3145 - acc: 0.9366 - val_loss: 0.3159 - val_acc: 0.9256\n",
|
|
"\n",
|
|
"Epoch 02722: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2723/100000\n",
|
|
" - 19s - loss: 0.3139 - acc: 0.9366 - val_loss: 0.3291 - val_acc: 0.9223\n",
|
|
"\n",
|
|
"Epoch 02723: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2724/100000\n",
|
|
" - 19s - loss: 0.3142 - acc: 0.9374 - val_loss: 0.3722 - val_acc: 0.8916\n",
|
|
"\n",
|
|
"Epoch 02724: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2725/100000\n",
|
|
" - 18s - loss: 0.3135 - acc: 0.9368 - val_loss: 0.3330 - val_acc: 0.9251\n",
|
|
"\n",
|
|
"Epoch 02725: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2726/100000\n",
|
|
" - 19s - loss: 0.3120 - acc: 0.9376 - val_loss: 0.3212 - val_acc: 0.9274\n",
|
|
"\n",
|
|
"Epoch 02726: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2727/100000\n",
|
|
" - 19s - loss: 0.3125 - acc: 0.9370 - val_loss: 0.3103 - val_acc: 0.9315\n",
|
|
"\n",
|
|
"Epoch 02727: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2728/100000\n",
|
|
" - 19s - loss: 0.3126 - acc: 0.9370 - val_loss: 0.3468 - val_acc: 0.9089\n",
|
|
"\n",
|
|
"Epoch 02728: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2729/100000\n",
|
|
" - 18s - loss: 0.3100 - acc: 0.9375 - val_loss: 0.3210 - val_acc: 0.9277\n",
|
|
"\n",
|
|
"Epoch 02729: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2730/100000\n",
|
|
" - 19s - loss: 0.3139 - acc: 0.9370 - val_loss: 0.3311 - val_acc: 0.9192\n",
|
|
"\n",
|
|
"Epoch 02730: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2731/100000\n",
|
|
" - 19s - loss: 0.3143 - acc: 0.9360 - val_loss: 0.3299 - val_acc: 0.9284\n",
|
|
"\n",
|
|
"Epoch 02731: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2732/100000\n",
|
|
" - 19s - loss: 0.3117 - acc: 0.9375 - val_loss: 0.3606 - val_acc: 0.9019\n",
|
|
"\n",
|
|
"Epoch 02732: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2733/100000\n",
|
|
" - 19s - loss: 0.3111 - acc: 0.9373 - val_loss: 0.3030 - val_acc: 0.9407\n",
|
|
"\n",
|
|
"Epoch 02733: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2734/100000\n",
|
|
" - 19s - loss: 0.3186 - acc: 0.9367 - val_loss: 0.3074 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 02734: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2735/100000\n",
|
|
" - 18s - loss: 0.3114 - acc: 0.9375 - val_loss: 0.3233 - val_acc: 0.9237\n",
|
|
"\n",
|
|
"Epoch 02735: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2736/100000\n",
|
|
" - 19s - loss: 0.3100 - acc: 0.9377 - val_loss: 0.3067 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 02736: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2737/100000\n",
|
|
" - 18s - loss: 0.3108 - acc: 0.9376 - val_loss: 0.3074 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 02737: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2738/100000\n",
|
|
" - 19s - loss: 0.3115 - acc: 0.9374 - val_loss: 0.3018 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 02738: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2739/100000\n",
|
|
" - 19s - loss: 0.3125 - acc: 0.9366 - val_loss: 0.3676 - val_acc: 0.9115\n",
|
|
"\n",
|
|
"Epoch 02739: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2740/100000\n",
|
|
" - 19s - loss: 0.3154 - acc: 0.9361 - val_loss: 0.3080 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 02740: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2741/100000\n",
|
|
" - 19s - loss: 0.3101 - acc: 0.9371 - val_loss: 0.3192 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 02741: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2742/100000\n",
|
|
" - 19s - loss: 0.3126 - acc: 0.9375 - val_loss: 0.3039 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 02742: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2743/100000\n",
|
|
" - 18s - loss: 0.3133 - acc: 0.9376 - val_loss: 0.3223 - val_acc: 0.9266\n",
|
|
"\n",
|
|
"Epoch 02743: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2744/100000\n",
|
|
" - 19s - loss: 0.3132 - acc: 0.9372 - val_loss: 0.3175 - val_acc: 0.9303\n",
|
|
"\n",
|
|
"Epoch 02744: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2745/100000\n",
|
|
" - 19s - loss: 0.3143 - acc: 0.9365 - val_loss: 0.2947 - val_acc: 0.9385\n",
|
|
"\n",
|
|
"Epoch 02745: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2746/100000\n",
|
|
" - 18s - loss: 0.3120 - acc: 0.9373 - val_loss: 0.3162 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 02746: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2747/100000\n",
|
|
" - 18s - loss: 0.3135 - acc: 0.9369 - val_loss: 0.3559 - val_acc: 0.9045\n",
|
|
"\n",
|
|
"Epoch 02747: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2748/100000\n",
|
|
" - 19s - loss: 0.3124 - acc: 0.9372 - val_loss: 0.3374 - val_acc: 0.9304\n",
|
|
"\n",
|
|
"Epoch 02748: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2749/100000\n",
|
|
" - 19s - loss: 0.3117 - acc: 0.9374 - val_loss: 0.3082 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 02749: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2750/100000\n",
|
|
" - 18s - loss: 0.3128 - acc: 0.9370 - val_loss: 0.3491 - val_acc: 0.9120\n",
|
|
"\n",
|
|
"Epoch 02750: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2751/100000\n",
|
|
" - 18s - loss: 0.3124 - acc: 0.9369 - val_loss: 0.2974 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 02751: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2752/100000\n",
|
|
" - 19s - loss: 0.3142 - acc: 0.9366 - val_loss: 0.3915 - val_acc: 0.8857\n",
|
|
"\n",
|
|
"Epoch 02752: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2753/100000\n",
|
|
" - 19s - loss: 0.3126 - acc: 0.9370 - val_loss: 0.3198 - val_acc: 0.9299\n",
|
|
"\n",
|
|
"Epoch 02753: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2754/100000\n",
|
|
" - 18s - loss: 0.3136 - acc: 0.9369 - val_loss: 0.3051 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 02754: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2755/100000\n",
|
|
" - 19s - loss: 0.3104 - acc: 0.9379 - val_loss: 0.3706 - val_acc: 0.9018\n",
|
|
"\n",
|
|
"Epoch 02755: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2756/100000\n",
|
|
" - 18s - loss: 0.3122 - acc: 0.9370 - val_loss: 0.3073 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 02756: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2757/100000\n",
|
|
" - 19s - loss: 0.3135 - acc: 0.9373 - val_loss: 0.3080 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 02757: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2758/100000\n",
|
|
" - 19s - loss: 0.3156 - acc: 0.9361 - val_loss: 0.3138 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 02758: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2759/100000\n",
|
|
" - 19s - loss: 0.3121 - acc: 0.9371 - val_loss: 0.3083 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 02759: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2760/100000\n",
|
|
" - 19s - loss: 0.3148 - acc: 0.9370 - val_loss: 0.3048 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 02760: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2761/100000\n",
|
|
" - 19s - loss: 0.3125 - acc: 0.9372 - val_loss: 0.3277 - val_acc: 0.9223\n",
|
|
"\n",
|
|
"Epoch 02761: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2762/100000\n",
|
|
" - 19s - loss: 0.3136 - acc: 0.9367 - val_loss: 0.3034 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 02762: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2763/100000\n",
|
|
" - 19s - loss: 0.3118 - acc: 0.9369 - val_loss: 0.3643 - val_acc: 0.9089\n",
|
|
"\n",
|
|
"Epoch 02763: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2764/100000\n",
|
|
" - 19s - loss: 0.3147 - acc: 0.9367 - val_loss: 0.3204 - val_acc: 0.9331\n",
|
|
"\n",
|
|
"Epoch 02764: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2765/100000\n",
|
|
" - 19s - loss: 0.3118 - acc: 0.9373 - val_loss: 0.3002 - val_acc: 0.9375\n",
|
|
"\n",
|
|
"Epoch 02765: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2766/100000\n",
|
|
" - 19s - loss: 0.3115 - acc: 0.9376 - val_loss: 0.4164 - val_acc: 0.8802\n",
|
|
"\n",
|
|
"Epoch 02766: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2767/100000\n",
|
|
" - 19s - loss: 0.3134 - acc: 0.9369 - val_loss: 0.6117 - val_acc: 0.7844\n",
|
|
"\n",
|
|
"Epoch 02767: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2768/100000\n",
|
|
" - 19s - loss: 0.3119 - acc: 0.9376 - val_loss: 0.3364 - val_acc: 0.9204\n",
|
|
"\n",
|
|
"Epoch 02768: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2769/100000\n",
|
|
" - 19s - loss: 0.3132 - acc: 0.9374 - val_loss: 0.2932 - val_acc: 0.9409\n",
|
|
"\n",
|
|
"Epoch 02769: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2770/100000\n",
|
|
" - 19s - loss: 0.3136 - acc: 0.9366 - val_loss: 0.3611 - val_acc: 0.9098\n",
|
|
"\n",
|
|
"Epoch 02770: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2771/100000\n",
|
|
" - 19s - loss: 0.3120 - acc: 0.9367 - val_loss: 0.3611 - val_acc: 0.9289\n",
|
|
"\n",
|
|
"Epoch 02771: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2772/100000\n",
|
|
" - 19s - loss: 0.3126 - acc: 0.9367 - val_loss: 0.3179 - val_acc: 0.9277\n",
|
|
"\n",
|
|
"Epoch 02772: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2773/100000\n",
|
|
" - 18s - loss: 0.3097 - acc: 0.9378 - val_loss: 0.3161 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 02773: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2774/100000\n",
|
|
" - 19s - loss: 0.3132 - acc: 0.9367 - val_loss: 0.3253 - val_acc: 0.9248\n",
|
|
"\n",
|
|
"Epoch 02774: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2775/100000\n",
|
|
" - 19s - loss: 0.3151 - acc: 0.9362 - val_loss: 0.3015 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 02775: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2776/100000\n",
|
|
" - 19s - loss: 0.3110 - acc: 0.9375 - val_loss: 0.3552 - val_acc: 0.9126\n",
|
|
"\n",
|
|
"Epoch 02776: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2777/100000\n",
|
|
" - 19s - loss: 0.3122 - acc: 0.9373 - val_loss: 0.3383 - val_acc: 0.9210\n",
|
|
"\n",
|
|
"Epoch 02777: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2778/100000\n",
|
|
" - 19s - loss: 0.3154 - acc: 0.9363 - val_loss: 0.3102 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 02778: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2779/100000\n",
|
|
" - 19s - loss: 0.3114 - acc: 0.9375 - val_loss: 0.2964 - val_acc: 0.9375\n",
|
|
"\n",
|
|
"Epoch 02779: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2780/100000\n",
|
|
" - 19s - loss: 0.3153 - acc: 0.9370 - val_loss: 0.5286 - val_acc: 0.8322\n",
|
|
"\n",
|
|
"Epoch 02780: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2781/100000\n",
|
|
" - 19s - loss: 0.3129 - acc: 0.9373 - val_loss: 0.3296 - val_acc: 0.9295\n",
|
|
"\n",
|
|
"Epoch 02781: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2782/100000\n",
|
|
" - 19s - loss: 0.3136 - acc: 0.9367 - val_loss: 0.3391 - val_acc: 0.9211\n",
|
|
"\n",
|
|
"Epoch 02782: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2783/100000\n",
|
|
" - 19s - loss: 0.3124 - acc: 0.9368 - val_loss: 0.3073 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 02783: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2784/100000\n",
|
|
" - 18s - loss: 0.3137 - acc: 0.9370 - val_loss: 0.3107 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 02784: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2785/100000\n",
|
|
" - 19s - loss: 0.3150 - acc: 0.9370 - val_loss: 0.3174 - val_acc: 0.9298\n",
|
|
"\n",
|
|
"Epoch 02785: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2786/100000\n",
|
|
" - 18s - loss: 0.3125 - acc: 0.9373 - val_loss: 0.3578 - val_acc: 0.9090\n",
|
|
"\n",
|
|
"Epoch 02786: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2787/100000\n",
|
|
" - 19s - loss: 0.3126 - acc: 0.9368 - val_loss: 0.3105 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02787: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2788/100000\n",
|
|
" - 18s - loss: 0.3130 - acc: 0.9367 - val_loss: 0.3224 - val_acc: 0.9256\n",
|
|
"\n",
|
|
"Epoch 02788: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2789/100000\n",
|
|
" - 19s - loss: 0.3108 - acc: 0.9373 - val_loss: 0.3091 - val_acc: 0.9301\n",
|
|
"\n",
|
|
"Epoch 02789: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2790/100000\n",
|
|
" - 19s - loss: 0.3150 - acc: 0.9362 - val_loss: 0.3340 - val_acc: 0.9225\n",
|
|
"\n",
|
|
"Epoch 02790: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2791/100000\n",
|
|
" - 19s - loss: 0.3135 - acc: 0.9368 - val_loss: 0.2963 - val_acc: 0.9399\n",
|
|
"\n",
|
|
"Epoch 02791: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2792/100000\n",
|
|
" - 19s - loss: 0.3108 - acc: 0.9379 - val_loss: 0.3790 - val_acc: 0.9011\n",
|
|
"\n",
|
|
"Epoch 02792: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2793/100000\n",
|
|
" - 19s - loss: 0.3117 - acc: 0.9372 - val_loss: 0.2950 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 02793: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2794/100000\n",
|
|
" - 19s - loss: 0.3145 - acc: 0.9360 - val_loss: 0.3244 - val_acc: 0.9291\n",
|
|
"\n",
|
|
"Epoch 02794: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2795/100000\n",
|
|
" - 19s - loss: 0.3136 - acc: 0.9371 - val_loss: 0.3247 - val_acc: 0.9285\n",
|
|
"\n",
|
|
"Epoch 02795: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2796/100000\n",
|
|
" - 19s - loss: 0.3143 - acc: 0.9367 - val_loss: 0.2972 - val_acc: 0.9370\n",
|
|
"\n",
|
|
"Epoch 02796: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2797/100000\n",
|
|
" - 19s - loss: 0.3113 - acc: 0.9377 - val_loss: 0.3032 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 02797: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2798/100000\n",
|
|
" - 18s - loss: 0.3119 - acc: 0.9370 - val_loss: 0.3214 - val_acc: 0.9230\n",
|
|
"\n",
|
|
"Epoch 02798: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2799/100000\n",
|
|
" - 18s - loss: 0.3130 - acc: 0.9367 - val_loss: 0.3097 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 02799: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2800/100000\n",
|
|
" - 19s - loss: 0.3125 - acc: 0.9370 - val_loss: 0.4605 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02800: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2801/100000\n",
|
|
" - 18s - loss: 0.3123 - acc: 0.9377 - val_loss: 0.3075 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 02801: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2802/100000\n",
|
|
" - 19s - loss: 0.3127 - acc: 0.9372 - val_loss: 0.3261 - val_acc: 0.9231\n",
|
|
"\n",
|
|
"Epoch 02802: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2803/100000\n",
|
|
" - 18s - loss: 0.3134 - acc: 0.9369 - val_loss: 0.3102 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 02803: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2804/100000\n",
|
|
" - 19s - loss: 0.3116 - acc: 0.9368 - val_loss: 0.2997 - val_acc: 0.9389\n",
|
|
"\n",
|
|
"Epoch 02804: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2805/100000\n",
|
|
" - 19s - loss: 0.3156 - acc: 0.9356 - val_loss: 0.3062 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 02805: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2806/100000\n",
|
|
" - 18s - loss: 0.3122 - acc: 0.9374 - val_loss: 0.3786 - val_acc: 0.8955\n",
|
|
"\n",
|
|
"Epoch 02806: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2807/100000\n",
|
|
" - 19s - loss: 0.3155 - acc: 0.9367 - val_loss: 0.3332 - val_acc: 0.9204\n",
|
|
"\n",
|
|
"Epoch 02807: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2808/100000\n",
|
|
" - 20s - loss: 0.3144 - acc: 0.9371 - val_loss: 0.3085 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 02808: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2809/100000\n",
|
|
" - 19s - loss: 0.3149 - acc: 0.9369 - val_loss: 0.3033 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 02809: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2810/100000\n",
|
|
" - 19s - loss: 0.3119 - acc: 0.9375 - val_loss: 0.3368 - val_acc: 0.9137\n",
|
|
"\n",
|
|
"Epoch 02810: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2811/100000\n",
|
|
" - 18s - loss: 0.3108 - acc: 0.9377 - val_loss: 0.3336 - val_acc: 0.9145\n",
|
|
"\n",
|
|
"Epoch 02811: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2812/100000\n",
|
|
" - 19s - loss: 0.3139 - acc: 0.9365 - val_loss: 0.3543 - val_acc: 0.9056\n",
|
|
"\n",
|
|
"Epoch 02812: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2813/100000\n",
|
|
" - 18s - loss: 0.3119 - acc: 0.9377 - val_loss: 0.3112 - val_acc: 0.9270\n",
|
|
"\n",
|
|
"Epoch 02813: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2814/100000\n",
|
|
" - 19s - loss: 0.3119 - acc: 0.9373 - val_loss: 0.3110 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 02814: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2815/100000\n",
|
|
" - 19s - loss: 0.3120 - acc: 0.9375 - val_loss: 0.3335 - val_acc: 0.9194\n",
|
|
"\n",
|
|
"Epoch 02815: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2816/100000\n",
|
|
" - 19s - loss: 0.3108 - acc: 0.9378 - val_loss: 0.2977 - val_acc: 0.9383\n",
|
|
"\n",
|
|
"Epoch 02816: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2817/100000\n",
|
|
" - 19s - loss: 0.3127 - acc: 0.9368 - val_loss: 0.3001 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 02817: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2818/100000\n",
|
|
" - 19s - loss: 0.3146 - acc: 0.9366 - val_loss: 0.3084 - val_acc: 0.9311\n",
|
|
"\n",
|
|
"Epoch 02818: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2819/100000\n",
|
|
" - 19s - loss: 0.3135 - acc: 0.9371 - val_loss: 0.3125 - val_acc: 0.9292\n",
|
|
"\n",
|
|
"Epoch 02819: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2820/100000\n",
|
|
" - 19s - loss: 0.3119 - acc: 0.9372 - val_loss: 0.3064 - val_acc: 0.9349\n",
|
|
"\n",
|
|
"Epoch 02820: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2821/100000\n",
|
|
" - 19s - loss: 0.3133 - acc: 0.9366 - val_loss: 0.3101 - val_acc: 0.9322\n",
|
|
"\n",
|
|
"Epoch 02821: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2822/100000\n",
|
|
" - 19s - loss: 0.3129 - acc: 0.9371 - val_loss: 0.3382 - val_acc: 0.9122\n",
|
|
"\n",
|
|
"Epoch 02822: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2823/100000\n",
|
|
" - 19s - loss: 0.3132 - acc: 0.9369 - val_loss: 0.4093 - val_acc: 0.8929\n",
|
|
"\n",
|
|
"Epoch 02823: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2824/100000\n",
|
|
" - 18s - loss: 0.3121 - acc: 0.9373 - val_loss: 0.3273 - val_acc: 0.9239\n",
|
|
"\n",
|
|
"Epoch 02824: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2825/100000\n",
|
|
" - 19s - loss: 0.3131 - acc: 0.9362 - val_loss: 0.3321 - val_acc: 0.9243\n",
|
|
"\n",
|
|
"Epoch 02825: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2826/100000\n",
|
|
" - 19s - loss: 0.3147 - acc: 0.9367 - val_loss: 0.2936 - val_acc: 0.9402\n",
|
|
"\n",
|
|
"Epoch 02826: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2827/100000\n",
|
|
" - 18s - loss: 0.3128 - acc: 0.9369 - val_loss: 0.3520 - val_acc: 0.9089\n",
|
|
"\n",
|
|
"Epoch 02827: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2828/100000\n",
|
|
" - 19s - loss: 0.3113 - acc: 0.9370 - val_loss: 0.3042 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 02828: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2829/100000\n",
|
|
" - 19s - loss: 0.3149 - acc: 0.9365 - val_loss: 0.3041 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 02829: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2830/100000\n",
|
|
" - 18s - loss: 0.3122 - acc: 0.9372 - val_loss: 0.2916 - val_acc: 0.9414\n",
|
|
"\n",
|
|
"Epoch 02830: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2831/100000\n",
|
|
" - 19s - loss: 0.3130 - acc: 0.9372 - val_loss: 0.3211 - val_acc: 0.9231\n",
|
|
"\n",
|
|
"Epoch 02831: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2832/100000\n",
|
|
" - 19s - loss: 0.3122 - acc: 0.9371 - val_loss: 0.3010 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 02832: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2833/100000\n",
|
|
" - 19s - loss: 0.3130 - acc: 0.9368 - val_loss: 0.3204 - val_acc: 0.9307\n",
|
|
"\n",
|
|
"Epoch 02833: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2834/100000\n",
|
|
" - 18s - loss: 0.3121 - acc: 0.9369 - val_loss: 0.3064 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 02834: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2835/100000\n",
|
|
" - 19s - loss: 0.3153 - acc: 0.9358 - val_loss: 0.3347 - val_acc: 0.9227\n",
|
|
"\n",
|
|
"Epoch 02835: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2836/100000\n",
|
|
" - 18s - loss: 0.3123 - acc: 0.9372 - val_loss: 0.3473 - val_acc: 0.9115\n",
|
|
"\n",
|
|
"Epoch 02836: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2837/100000\n",
|
|
" - 19s - loss: 0.3128 - acc: 0.9368 - val_loss: 0.2993 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 02837: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2838/100000\n",
|
|
" - 18s - loss: 0.3121 - acc: 0.9367 - val_loss: 0.3023 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 02838: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2839/100000\n",
|
|
" - 19s - loss: 0.3127 - acc: 0.9366 - val_loss: 0.3072 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 02839: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2840/100000\n",
|
|
" - 18s - loss: 0.3131 - acc: 0.9370 - val_loss: 0.3097 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 02840: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2841/100000\n",
|
|
" - 19s - loss: 0.3134 - acc: 0.9366 - val_loss: 0.3110 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 02841: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2842/100000\n",
|
|
" - 19s - loss: 0.3131 - acc: 0.9364 - val_loss: 0.3994 - val_acc: 0.8881\n",
|
|
"\n",
|
|
"Epoch 02842: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2843/100000\n",
|
|
" - 19s - loss: 0.3116 - acc: 0.9373 - val_loss: 0.3065 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 02843: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2844/100000\n",
|
|
" - 19s - loss: 0.3135 - acc: 0.9365 - val_loss: 0.3907 - val_acc: 0.8980\n",
|
|
"\n",
|
|
"Epoch 02844: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2845/100000\n",
|
|
" - 18s - loss: 0.3127 - acc: 0.9374 - val_loss: 0.3015 - val_acc: 0.9396\n",
|
|
"\n",
|
|
"Epoch 02845: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2846/100000\n",
|
|
" - 18s - loss: 0.3157 - acc: 0.9364 - val_loss: 0.3120 - val_acc: 0.9293\n",
|
|
"\n",
|
|
"Epoch 02846: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2847/100000\n",
|
|
" - 19s - loss: 0.3143 - acc: 0.9367 - val_loss: 0.3006 - val_acc: 0.9379\n",
|
|
"\n",
|
|
"Epoch 02847: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2848/100000\n",
|
|
" - 18s - loss: 0.3125 - acc: 0.9372 - val_loss: 0.3038 - val_acc: 0.9390\n",
|
|
"\n",
|
|
"Epoch 02848: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2849/100000\n",
|
|
" - 18s - loss: 0.3138 - acc: 0.9369 - val_loss: 0.3080 - val_acc: 0.9298\n",
|
|
"\n",
|
|
"Epoch 02849: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2850/100000\n",
|
|
" - 19s - loss: 0.3124 - acc: 0.9371 - val_loss: 0.4164 - val_acc: 0.8890\n",
|
|
"\n",
|
|
"Epoch 02850: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2851/100000\n",
|
|
" - 18s - loss: 0.3161 - acc: 0.9357 - val_loss: 0.3023 - val_acc: 0.9387\n",
|
|
"\n",
|
|
"Epoch 02851: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2852/100000\n",
|
|
" - 19s - loss: 0.3149 - acc: 0.9364 - val_loss: 0.3037 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 02852: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2853/100000\n",
|
|
" - 18s - loss: 0.3121 - acc: 0.9375 - val_loss: 0.3645 - val_acc: 0.9028\n",
|
|
"\n",
|
|
"Epoch 02853: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2854/100000\n",
|
|
" - 19s - loss: 0.3130 - acc: 0.9367 - val_loss: 0.3121 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 02854: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2855/100000\n",
|
|
" - 18s - loss: 0.3134 - acc: 0.9372 - val_loss: 0.3006 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 02855: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2856/100000\n",
|
|
" - 19s - loss: 0.3127 - acc: 0.9372 - val_loss: 0.3768 - val_acc: 0.9169\n",
|
|
"\n",
|
|
"Epoch 02856: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2857/100000\n",
|
|
" - 19s - loss: 0.3134 - acc: 0.9367 - val_loss: 0.3153 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 02857: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2858/100000\n",
|
|
" - 18s - loss: 0.3130 - acc: 0.9370 - val_loss: 0.4579 - val_acc: 0.8811\n",
|
|
"\n",
|
|
"Epoch 02858: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2859/100000\n",
|
|
" - 19s - loss: 0.3116 - acc: 0.9377 - val_loss: 0.3072 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 02859: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2860/100000\n",
|
|
" - 19s - loss: 0.3148 - acc: 0.9361 - val_loss: 0.3073 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 02860: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2861/100000\n",
|
|
" - 19s - loss: 0.3147 - acc: 0.9365 - val_loss: 0.3461 - val_acc: 0.9225\n",
|
|
"\n",
|
|
"Epoch 02861: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2862/100000\n",
|
|
" - 19s - loss: 0.3151 - acc: 0.9364 - val_loss: 0.3352 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 02862: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2863/100000\n",
|
|
" - 19s - loss: 0.3134 - acc: 0.9365 - val_loss: 0.6935 - val_acc: 0.7499\n",
|
|
"\n",
|
|
"Epoch 02863: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2864/100000\n",
|
|
" - 19s - loss: 0.3131 - acc: 0.9374 - val_loss: 0.3021 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 02864: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2865/100000\n",
|
|
" - 18s - loss: 0.3135 - acc: 0.9366 - val_loss: 0.3292 - val_acc: 0.9390\n",
|
|
"\n",
|
|
"Epoch 02865: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2866/100000\n",
|
|
" - 19s - loss: 0.3137 - acc: 0.9362 - val_loss: 0.3847 - val_acc: 0.9198\n",
|
|
"\n",
|
|
"Epoch 02866: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2867/100000\n",
|
|
" - 19s - loss: 0.3135 - acc: 0.9371 - val_loss: 0.3084 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02867: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2868/100000\n",
|
|
" - 19s - loss: 0.3153 - acc: 0.9373 - val_loss: 0.3014 - val_acc: 0.9367\n",
|
|
"\n",
|
|
"Epoch 02868: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2869/100000\n",
|
|
" - 18s - loss: 0.3141 - acc: 0.9366 - val_loss: 0.3253 - val_acc: 0.9297\n",
|
|
"\n",
|
|
"Epoch 02869: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2870/100000\n",
|
|
" - 19s - loss: 0.3117 - acc: 0.9374 - val_loss: 0.4106 - val_acc: 0.8753\n",
|
|
"\n",
|
|
"Epoch 02870: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2871/100000\n",
|
|
" - 18s - loss: 0.3137 - acc: 0.9369 - val_loss: 0.3037 - val_acc: 0.9370\n",
|
|
"\n",
|
|
"Epoch 02871: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2872/100000\n",
|
|
" - 19s - loss: 0.3127 - acc: 0.9369 - val_loss: 0.3165 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 02872: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2873/100000\n",
|
|
" - 19s - loss: 0.3118 - acc: 0.9372 - val_loss: 0.3171 - val_acc: 0.9298\n",
|
|
"\n",
|
|
"Epoch 02873: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2874/100000\n",
|
|
" - 18s - loss: 0.3113 - acc: 0.9371 - val_loss: 0.3059 - val_acc: 0.9315\n",
|
|
"\n",
|
|
"Epoch 02874: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2875/100000\n",
|
|
" - 19s - loss: 0.3139 - acc: 0.9366 - val_loss: 0.3017 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 02875: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2876/100000\n",
|
|
" - 19s - loss: 0.3113 - acc: 0.9375 - val_loss: 0.3260 - val_acc: 0.9281\n",
|
|
"\n",
|
|
"Epoch 02876: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2877/100000\n",
|
|
" - 18s - loss: 0.3143 - acc: 0.9365 - val_loss: 0.3033 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 02877: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2878/100000\n",
|
|
" - 19s - loss: 0.3121 - acc: 0.9376 - val_loss: 0.3161 - val_acc: 0.9296\n",
|
|
"\n",
|
|
"Epoch 02878: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2879/100000\n",
|
|
" - 18s - loss: 0.3151 - acc: 0.9360 - val_loss: 0.3143 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 02879: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2880/100000\n",
|
|
" - 19s - loss: 0.3131 - acc: 0.9370 - val_loss: 0.3285 - val_acc: 0.9208\n",
|
|
"\n",
|
|
"Epoch 02880: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2881/100000\n",
|
|
" - 19s - loss: 0.3108 - acc: 0.9378 - val_loss: 0.3252 - val_acc: 0.9239\n",
|
|
"\n",
|
|
"Epoch 02881: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2882/100000\n",
|
|
" - 18s - loss: 0.3122 - acc: 0.9367 - val_loss: 0.3303 - val_acc: 0.9283\n",
|
|
"\n",
|
|
"Epoch 02882: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2883/100000\n",
|
|
" - 19s - loss: 0.3140 - acc: 0.9368 - val_loss: 0.4265 - val_acc: 0.8835\n",
|
|
"\n",
|
|
"Epoch 02883: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2884/100000\n",
|
|
" - 18s - loss: 0.3112 - acc: 0.9377 - val_loss: 0.8281 - val_acc: 0.6407\n",
|
|
"\n",
|
|
"Epoch 02884: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2885/100000\n",
|
|
" - 19s - loss: 0.3140 - acc: 0.9370 - val_loss: 0.3159 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 02885: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2886/100000\n",
|
|
" - 18s - loss: 0.3127 - acc: 0.9370 - val_loss: 0.4271 - val_acc: 0.8706\n",
|
|
"\n",
|
|
"Epoch 02886: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2887/100000\n",
|
|
" - 19s - loss: 0.3135 - acc: 0.9364 - val_loss: 0.3160 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 02887: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2888/100000\n",
|
|
" - 19s - loss: 0.3137 - acc: 0.9363 - val_loss: 0.3293 - val_acc: 0.9208\n",
|
|
"\n",
|
|
"Epoch 02888: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2889/100000\n",
|
|
" - 18s - loss: 0.3120 - acc: 0.9371 - val_loss: 0.3144 - val_acc: 0.9286\n",
|
|
"\n",
|
|
"Epoch 02889: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2890/100000\n",
|
|
" - 19s - loss: 0.3125 - acc: 0.9372 - val_loss: 0.3241 - val_acc: 0.9219\n",
|
|
"\n",
|
|
"Epoch 02890: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2891/100000\n",
|
|
" - 18s - loss: 0.3156 - acc: 0.9358 - val_loss: 0.2988 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 02891: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2892/100000\n",
|
|
" - 19s - loss: 0.3139 - acc: 0.9370 - val_loss: 0.3057 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 02892: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2893/100000\n",
|
|
" - 18s - loss: 0.3127 - acc: 0.9366 - val_loss: 0.3199 - val_acc: 0.9301\n",
|
|
"\n",
|
|
"Epoch 02893: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2894/100000\n",
|
|
" - 19s - loss: 0.3132 - acc: 0.9370 - val_loss: 0.3424 - val_acc: 0.9216\n",
|
|
"\n",
|
|
"Epoch 02894: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2895/100000\n",
|
|
" - 18s - loss: 0.3125 - acc: 0.9372 - val_loss: 0.3280 - val_acc: 0.9246\n",
|
|
"\n",
|
|
"Epoch 02895: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2896/100000\n",
|
|
" - 19s - loss: 0.3123 - acc: 0.9371 - val_loss: 0.3998 - val_acc: 0.8942\n",
|
|
"\n",
|
|
"Epoch 02896: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2897/100000\n",
|
|
" - 18s - loss: 0.3138 - acc: 0.9372 - val_loss: 0.3077 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02897: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2898/100000\n",
|
|
" - 19s - loss: 0.3111 - acc: 0.9377 - val_loss: 0.3309 - val_acc: 0.9258\n",
|
|
"\n",
|
|
"Epoch 02898: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2899/100000\n",
|
|
" - 19s - loss: 0.3118 - acc: 0.9372 - val_loss: 0.3060 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02899: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2900/100000\n",
|
|
" - 18s - loss: 0.3139 - acc: 0.9368 - val_loss: 0.3003 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 02900: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2901/100000\n",
|
|
" - 18s - loss: 0.3110 - acc: 0.9372 - val_loss: 0.3054 - val_acc: 0.9324\n",
|
|
"\n",
|
|
"Epoch 02901: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2902/100000\n",
|
|
" - 19s - loss: 0.3131 - acc: 0.9370 - val_loss: 0.3478 - val_acc: 0.9119\n",
|
|
"\n",
|
|
"Epoch 02902: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2903/100000\n",
|
|
" - 18s - loss: 0.3130 - acc: 0.9368 - val_loss: 0.3032 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 02903: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2904/100000\n",
|
|
" - 19s - loss: 0.3117 - acc: 0.9370 - val_loss: 0.3152 - val_acc: 0.9271\n",
|
|
"\n",
|
|
"Epoch 02904: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2905/100000\n",
|
|
" - 19s - loss: 0.3119 - acc: 0.9377 - val_loss: 0.3137 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02905: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2906/100000\n",
|
|
" - 18s - loss: 0.3180 - acc: 0.9360 - val_loss: 0.3161 - val_acc: 0.9305\n",
|
|
"\n",
|
|
"Epoch 02906: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2907/100000\n",
|
|
" - 19s - loss: 0.3152 - acc: 0.9366 - val_loss: 0.3007 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 02907: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2908/100000\n",
|
|
" - 18s - loss: 0.3129 - acc: 0.9366 - val_loss: 0.3099 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 02908: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2909/100000\n",
|
|
" - 19s - loss: 0.3127 - acc: 0.9363 - val_loss: 0.3114 - val_acc: 0.9292\n",
|
|
"\n",
|
|
"Epoch 02909: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2910/100000\n",
|
|
" - 19s - loss: 0.3130 - acc: 0.9363 - val_loss: 0.3232 - val_acc: 0.9283\n",
|
|
"\n",
|
|
"Epoch 02910: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2911/100000\n",
|
|
" - 18s - loss: 0.3140 - acc: 0.9371 - val_loss: 0.3096 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 02911: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2912/100000\n",
|
|
" - 19s - loss: 0.3161 - acc: 0.9359 - val_loss: 0.3148 - val_acc: 0.9312\n",
|
|
"\n",
|
|
"Epoch 02912: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2913/100000\n",
|
|
" - 19s - loss: 0.3136 - acc: 0.9372 - val_loss: 0.3352 - val_acc: 0.9215\n",
|
|
"\n",
|
|
"Epoch 02913: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2914/100000\n",
|
|
" - 19s - loss: 0.3137 - acc: 0.9371 - val_loss: 0.3907 - val_acc: 0.9185\n",
|
|
"\n",
|
|
"Epoch 02914: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2915/100000\n",
|
|
" - 19s - loss: 0.3116 - acc: 0.9375 - val_loss: 0.3166 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 02915: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2916/100000\n",
|
|
" - 19s - loss: 0.3114 - acc: 0.9374 - val_loss: 0.3225 - val_acc: 0.9258\n",
|
|
"\n",
|
|
"Epoch 02916: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2917/100000\n",
|
|
" - 19s - loss: 0.3123 - acc: 0.9371 - val_loss: 0.3106 - val_acc: 0.9340\n",
|
|
"\n",
|
|
"Epoch 02917: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2918/100000\n",
|
|
" - 19s - loss: 0.3125 - acc: 0.9370 - val_loss: 0.3104 - val_acc: 0.9345\n",
|
|
"\n",
|
|
"Epoch 02918: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2919/100000\n",
|
|
" - 18s - loss: 0.3133 - acc: 0.9368 - val_loss: 0.3168 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 02919: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2920/100000\n",
|
|
" - 19s - loss: 0.3147 - acc: 0.9364 - val_loss: 0.3254 - val_acc: 0.9326\n",
|
|
"\n",
|
|
"Epoch 02920: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2921/100000\n",
|
|
" - 19s - loss: 0.3168 - acc: 0.9360 - val_loss: 0.3195 - val_acc: 0.9244\n",
|
|
"\n",
|
|
"Epoch 02921: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2922/100000\n",
|
|
" - 19s - loss: 0.3137 - acc: 0.9370 - val_loss: 0.3001 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 02922: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2923/100000\n",
|
|
" - 19s - loss: 0.3133 - acc: 0.9369 - val_loss: 0.3131 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 02923: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2924/100000\n",
|
|
" - 19s - loss: 0.3142 - acc: 0.9373 - val_loss: 0.3146 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 02924: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2925/100000\n",
|
|
" - 19s - loss: 0.3147 - acc: 0.9363 - val_loss: 0.3907 - val_acc: 0.8911\n",
|
|
"\n",
|
|
"Epoch 02925: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2926/100000\n",
|
|
" - 19s - loss: 0.3132 - acc: 0.9368 - val_loss: 0.3157 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 02926: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2927/100000\n",
|
|
" - 19s - loss: 0.3146 - acc: 0.9363 - val_loss: 0.4041 - val_acc: 0.8941\n",
|
|
"\n",
|
|
"Epoch 02927: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2928/100000\n",
|
|
" - 19s - loss: 0.3119 - acc: 0.9371 - val_loss: 0.3108 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 02928: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2929/100000\n",
|
|
" - 19s - loss: 0.3118 - acc: 0.9372 - val_loss: 0.4674 - val_acc: 0.8730\n",
|
|
"\n",
|
|
"Epoch 02929: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2930/100000\n",
|
|
" - 19s - loss: 0.3142 - acc: 0.9359 - val_loss: 0.3118 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 02930: val_acc did not improve from 0.94225\n",
|
|
"Epoch 2931/100000\n",
|
|
" - 18s - loss: 0.3142 - acc: 0.9363 - val_loss: 0.2941 - val_acc: 0.9430\n",
|
|
"\n",
|
|
"Epoch 02931: val_acc improved from 0.94225 to 0.94304, saving model to ./ModelSnapshots/CNN-2931.h5\n",
|
|
"Epoch 2932/100000\n",
|
|
" - 19s - loss: 0.3134 - acc: 0.9366 - val_loss: 0.3210 - val_acc: 0.9276\n",
|
|
"\n",
|
|
"Epoch 02932: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2933/100000\n",
|
|
" - 19s - loss: 0.3116 - acc: 0.9375 - val_loss: 0.3085 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 02933: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2934/100000\n",
|
|
" - 18s - loss: 0.3141 - acc: 0.9362 - val_loss: 0.3120 - val_acc: 0.9315\n",
|
|
"\n",
|
|
"Epoch 02934: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2935/100000\n",
|
|
" - 19s - loss: 0.3115 - acc: 0.9378 - val_loss: 0.3214 - val_acc: 0.9285\n",
|
|
"\n",
|
|
"Epoch 02935: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2936/100000\n",
|
|
" - 19s - loss: 0.3139 - acc: 0.9367 - val_loss: 0.3097 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 02936: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2937/100000\n",
|
|
" - 19s - loss: 0.3161 - acc: 0.9357 - val_loss: 0.3381 - val_acc: 0.9159\n",
|
|
"\n",
|
|
"Epoch 02937: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2938/100000\n",
|
|
" - 18s - loss: 0.3125 - acc: 0.9367 - val_loss: 0.3073 - val_acc: 0.9299\n",
|
|
"\n",
|
|
"Epoch 02938: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2939/100000\n",
|
|
" - 19s - loss: 0.3127 - acc: 0.9367 - val_loss: 0.2982 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 02939: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2940/100000\n",
|
|
" - 18s - loss: 0.3131 - acc: 0.9368 - val_loss: 0.4198 - val_acc: 0.8701\n",
|
|
"\n",
|
|
"Epoch 02940: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2941/100000\n",
|
|
" - 19s - loss: 0.3172 - acc: 0.9360 - val_loss: 0.3651 - val_acc: 0.9016\n",
|
|
"\n",
|
|
"Epoch 02941: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2942/100000\n",
|
|
" - 18s - loss: 0.3136 - acc: 0.9361 - val_loss: 0.3114 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 02942: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2943/100000\n",
|
|
" - 19s - loss: 0.3108 - acc: 0.9374 - val_loss: 0.3058 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 02943: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2944/100000\n",
|
|
" - 19s - loss: 0.3133 - acc: 0.9372 - val_loss: 0.3065 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 02944: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2945/100000\n",
|
|
" - 18s - loss: 0.3134 - acc: 0.9371 - val_loss: 0.3043 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 02945: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2946/100000\n",
|
|
" - 19s - loss: 0.3138 - acc: 0.9371 - val_loss: 0.3824 - val_acc: 0.8934\n",
|
|
"\n",
|
|
"Epoch 02946: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2947/100000\n",
|
|
" - 18s - loss: 0.3126 - acc: 0.9372 - val_loss: 0.3157 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 02947: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2948/100000\n",
|
|
" - 18s - loss: 0.3129 - acc: 0.9371 - val_loss: 0.3048 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 02948: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2949/100000\n",
|
|
" - 19s - loss: 0.3116 - acc: 0.9368 - val_loss: 0.3442 - val_acc: 0.9177\n",
|
|
"\n",
|
|
"Epoch 02949: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2950/100000\n",
|
|
" - 19s - loss: 0.3115 - acc: 0.9376 - val_loss: 0.3514 - val_acc: 0.9119\n",
|
|
"\n",
|
|
"Epoch 02950: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2951/100000\n",
|
|
" - 19s - loss: 0.3119 - acc: 0.9373 - val_loss: 0.3128 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 02951: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2952/100000\n",
|
|
" - 19s - loss: 0.3129 - acc: 0.9370 - val_loss: 0.2992 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 02952: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2953/100000\n",
|
|
" - 19s - loss: 0.3150 - acc: 0.9360 - val_loss: 0.3061 - val_acc: 0.9349\n",
|
|
"\n",
|
|
"Epoch 02953: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2954/100000\n",
|
|
" - 18s - loss: 0.3142 - acc: 0.9368 - val_loss: 0.3075 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 02954: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2955/100000\n",
|
|
" - 19s - loss: 0.3117 - acc: 0.9374 - val_loss: 0.3287 - val_acc: 0.9247\n",
|
|
"\n",
|
|
"Epoch 02955: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2956/100000\n",
|
|
" - 19s - loss: 0.3111 - acc: 0.9373 - val_loss: 0.3157 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 02956: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2957/100000\n",
|
|
" - 19s - loss: 0.3136 - acc: 0.9371 - val_loss: 0.3593 - val_acc: 0.9078\n",
|
|
"\n",
|
|
"Epoch 02957: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2958/100000\n",
|
|
" - 18s - loss: 0.3108 - acc: 0.9375 - val_loss: 0.3423 - val_acc: 0.9338\n",
|
|
"\n",
|
|
"Epoch 02958: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2959/100000\n",
|
|
" - 19s - loss: 0.3138 - acc: 0.9374 - val_loss: 0.3018 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 02959: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2960/100000\n",
|
|
" - 19s - loss: 0.3124 - acc: 0.9369 - val_loss: 0.3666 - val_acc: 0.9145\n",
|
|
"\n",
|
|
"Epoch 02960: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2961/100000\n",
|
|
" - 19s - loss: 0.3129 - acc: 0.9369 - val_loss: 0.3044 - val_acc: 0.9328\n",
|
|
"\n",
|
|
"Epoch 02961: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2962/100000\n",
|
|
" - 19s - loss: 0.3122 - acc: 0.9369 - val_loss: 0.3599 - val_acc: 0.9058\n",
|
|
"\n",
|
|
"Epoch 02962: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2963/100000\n",
|
|
" - 19s - loss: 0.3126 - acc: 0.9366 - val_loss: 0.3026 - val_acc: 0.9400\n",
|
|
"\n",
|
|
"Epoch 02963: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2964/100000\n",
|
|
" - 19s - loss: 0.3155 - acc: 0.9361 - val_loss: 0.3283 - val_acc: 0.9199\n",
|
|
"\n",
|
|
"Epoch 02964: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2965/100000\n",
|
|
" - 18s - loss: 0.3112 - acc: 0.9377 - val_loss: 0.3065 - val_acc: 0.9356\n",
|
|
"\n",
|
|
"Epoch 02965: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2966/100000\n",
|
|
" - 18s - loss: 0.3152 - acc: 0.9370 - val_loss: 0.3454 - val_acc: 0.9164\n",
|
|
"\n",
|
|
"Epoch 02966: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2967/100000\n",
|
|
" - 19s - loss: 0.3128 - acc: 0.9374 - val_loss: 0.3013 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 02967: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2968/100000\n",
|
|
" - 18s - loss: 0.3126 - acc: 0.9375 - val_loss: 0.3361 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 02968: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2969/100000\n",
|
|
" - 18s - loss: 0.3110 - acc: 0.9372 - val_loss: 0.3153 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 02969: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2970/100000\n",
|
|
" - 19s - loss: 0.3134 - acc: 0.9378 - val_loss: 0.3074 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 02970: val_acc did not improve from 0.94304\n",
|
|
"\n",
|
|
"Epoch 02970: ReduceLROnPlateau reducing learning rate to 0.0005133419937919825.\n",
|
|
"Epoch 2971/100000\n",
|
|
" - 18s - loss: 0.3113 - acc: 0.9367 - val_loss: 0.3777 - val_acc: 0.8963\n",
|
|
"\n",
|
|
"Epoch 02971: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2972/100000\n",
|
|
" - 19s - loss: 0.3085 - acc: 0.9370 - val_loss: 0.2987 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 02972: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2973/100000\n",
|
|
" - 18s - loss: 0.3064 - acc: 0.9372 - val_loss: 0.3204 - val_acc: 0.9200\n",
|
|
"\n",
|
|
"Epoch 02973: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2974/100000\n",
|
|
" - 18s - loss: 0.3037 - acc: 0.9383 - val_loss: 0.2977 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 02974: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2975/100000\n",
|
|
" - 19s - loss: 0.3049 - acc: 0.9378 - val_loss: 0.3012 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 02975: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2976/100000\n",
|
|
" - 18s - loss: 0.3056 - acc: 0.9374 - val_loss: 0.3031 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 02976: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2977/100000\n",
|
|
" - 19s - loss: 0.3065 - acc: 0.9373 - val_loss: 0.2935 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 02977: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2978/100000\n",
|
|
" - 18s - loss: 0.3061 - acc: 0.9373 - val_loss: 0.3027 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 02978: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2979/100000\n",
|
|
" - 18s - loss: 0.3059 - acc: 0.9370 - val_loss: 0.3450 - val_acc: 0.9113\n",
|
|
"\n",
|
|
"Epoch 02979: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2980/100000\n",
|
|
" - 19s - loss: 0.3073 - acc: 0.9371 - val_loss: 0.3051 - val_acc: 0.9336\n",
|
|
"\n",
|
|
"Epoch 02980: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2981/100000\n",
|
|
" - 19s - loss: 0.3057 - acc: 0.9373 - val_loss: 0.2952 - val_acc: 0.9351\n",
|
|
"\n",
|
|
"Epoch 02981: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2982/100000\n",
|
|
" - 19s - loss: 0.3049 - acc: 0.9377 - val_loss: 0.2973 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 02982: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2983/100000\n",
|
|
" - 18s - loss: 0.3050 - acc: 0.9380 - val_loss: 0.2944 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 02983: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2984/100000\n",
|
|
" - 19s - loss: 0.3058 - acc: 0.9374 - val_loss: 0.3177 - val_acc: 0.9289\n",
|
|
"\n",
|
|
"Epoch 02984: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2985/100000\n",
|
|
" - 19s - loss: 0.3069 - acc: 0.9378 - val_loss: 0.3013 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 02985: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2986/100000\n",
|
|
" - 19s - loss: 0.3069 - acc: 0.9377 - val_loss: 0.3304 - val_acc: 0.9155\n",
|
|
"\n",
|
|
"Epoch 02986: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2987/100000\n",
|
|
" - 18s - loss: 0.3078 - acc: 0.9372 - val_loss: 0.3098 - val_acc: 0.9362\n",
|
|
"\n",
|
|
"Epoch 02987: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2988/100000\n",
|
|
" - 19s - loss: 0.3073 - acc: 0.9374 - val_loss: 0.3190 - val_acc: 0.9261\n",
|
|
"\n",
|
|
"Epoch 02988: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2989/100000\n",
|
|
" - 19s - loss: 0.3071 - acc: 0.9369 - val_loss: 0.2924 - val_acc: 0.9402\n",
|
|
"\n",
|
|
"Epoch 02989: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2990/100000\n",
|
|
" - 19s - loss: 0.3059 - acc: 0.9375 - val_loss: 0.2919 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 02990: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2991/100000\n",
|
|
" - 19s - loss: 0.3061 - acc: 0.9370 - val_loss: 0.2994 - val_acc: 0.9337\n",
|
|
"\n",
|
|
"Epoch 02991: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2992/100000\n",
|
|
" - 19s - loss: 0.3024 - acc: 0.9380 - val_loss: 0.2994 - val_acc: 0.9342\n",
|
|
"\n",
|
|
"Epoch 02992: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2993/100000\n",
|
|
" - 19s - loss: 0.3048 - acc: 0.9375 - val_loss: 0.3206 - val_acc: 0.9239\n",
|
|
"\n",
|
|
"Epoch 02993: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2994/100000\n",
|
|
" - 18s - loss: 0.3070 - acc: 0.9371 - val_loss: 0.3311 - val_acc: 0.9157\n",
|
|
"\n",
|
|
"Epoch 02994: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2995/100000\n",
|
|
" - 19s - loss: 0.3031 - acc: 0.9387 - val_loss: 0.3056 - val_acc: 0.9285\n",
|
|
"\n",
|
|
"Epoch 02995: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2996/100000\n",
|
|
" - 18s - loss: 0.3071 - acc: 0.9371 - val_loss: 0.2975 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 02996: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2997/100000\n",
|
|
" - 19s - loss: 0.3092 - acc: 0.9370 - val_loss: 0.3102 - val_acc: 0.9299\n",
|
|
"\n",
|
|
"Epoch 02997: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2998/100000\n",
|
|
" - 18s - loss: 0.3052 - acc: 0.9377 - val_loss: 0.3259 - val_acc: 0.9198\n",
|
|
"\n",
|
|
"Epoch 02998: val_acc did not improve from 0.94304\n",
|
|
"Epoch 2999/100000\n",
|
|
" - 19s - loss: 0.3077 - acc: 0.9369 - val_loss: 0.3729 - val_acc: 0.8995\n",
|
|
"\n",
|
|
"Epoch 02999: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3000/100000\n",
|
|
" - 18s - loss: 0.3085 - acc: 0.9363 - val_loss: 0.3352 - val_acc: 0.9266\n",
|
|
"\n",
|
|
"Epoch 03000: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3001/100000\n",
|
|
" - 19s - loss: 0.3077 - acc: 0.9369 - val_loss: 0.2941 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 03001: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3002/100000\n",
|
|
" - 19s - loss: 0.3066 - acc: 0.9369 - val_loss: 0.3770 - val_acc: 0.8919\n",
|
|
"\n",
|
|
"Epoch 03002: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3003/100000\n",
|
|
" - 18s - loss: 0.3057 - acc: 0.9375 - val_loss: 0.3034 - val_acc: 0.9305\n",
|
|
"\n",
|
|
"Epoch 03003: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3004/100000\n",
|
|
" - 19s - loss: 0.3080 - acc: 0.9371 - val_loss: 0.3244 - val_acc: 0.9227\n",
|
|
"\n",
|
|
"Epoch 03004: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3005/100000\n",
|
|
" - 19s - loss: 0.3039 - acc: 0.9379 - val_loss: 0.3105 - val_acc: 0.9275\n",
|
|
"\n",
|
|
"Epoch 03005: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3006/100000\n",
|
|
" - 19s - loss: 0.3070 - acc: 0.9371 - val_loss: 0.3640 - val_acc: 0.9075\n",
|
|
"\n",
|
|
"Epoch 03006: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3007/100000\n",
|
|
" - 19s - loss: 0.3078 - acc: 0.9371 - val_loss: 0.3673 - val_acc: 0.9123\n",
|
|
"\n",
|
|
"Epoch 03007: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3008/100000\n",
|
|
" - 19s - loss: 0.3095 - acc: 0.9370 - val_loss: 0.2987 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 03008: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3009/100000\n",
|
|
" - 19s - loss: 0.3059 - acc: 0.9374 - val_loss: 0.2992 - val_acc: 0.9384\n",
|
|
"\n",
|
|
"Epoch 03009: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3010/100000\n",
|
|
" - 19s - loss: 0.3102 - acc: 0.9372 - val_loss: 0.3152 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 03010: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3011/100000\n",
|
|
" - 19s - loss: 0.3062 - acc: 0.9378 - val_loss: 0.3093 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 03011: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3012/100000\n",
|
|
" - 18s - loss: 0.3075 - acc: 0.9370 - val_loss: 0.3008 - val_acc: 0.9358\n",
|
|
"\n",
|
|
"Epoch 03012: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3013/100000\n",
|
|
" - 19s - loss: 0.3056 - acc: 0.9376 - val_loss: 0.3104 - val_acc: 0.9299\n",
|
|
"\n",
|
|
"Epoch 03013: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3014/100000\n",
|
|
" - 18s - loss: 0.3068 - acc: 0.9376 - val_loss: 0.3239 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 03014: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3015/100000\n",
|
|
" - 19s - loss: 0.3088 - acc: 0.9369 - val_loss: 1.3347 - val_acc: 0.3410\n",
|
|
"\n",
|
|
"Epoch 03015: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3016/100000\n",
|
|
" - 19s - loss: 0.3054 - acc: 0.9375 - val_loss: 0.4498 - val_acc: 0.8558\n",
|
|
"\n",
|
|
"Epoch 03016: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3017/100000\n",
|
|
" - 19s - loss: 0.3081 - acc: 0.9364 - val_loss: 0.3004 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 03017: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3018/100000\n",
|
|
" - 19s - loss: 0.3074 - acc: 0.9375 - val_loss: 0.3651 - val_acc: 0.9028\n",
|
|
"\n",
|
|
"Epoch 03018: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3019/100000\n",
|
|
" - 18s - loss: 0.3064 - acc: 0.9379 - val_loss: 0.3062 - val_acc: 0.9294\n",
|
|
"\n",
|
|
"Epoch 03019: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3020/100000\n",
|
|
" - 19s - loss: 0.3095 - acc: 0.9363 - val_loss: 0.3107 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 03020: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3021/100000\n",
|
|
" - 18s - loss: 0.3061 - acc: 0.9375 - val_loss: 0.3072 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 03021: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3022/100000\n",
|
|
" - 19s - loss: 0.3081 - acc: 0.9368 - val_loss: 0.3269 - val_acc: 0.9200\n",
|
|
"\n",
|
|
"Epoch 03022: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3023/100000\n",
|
|
" - 18s - loss: 0.3061 - acc: 0.9381 - val_loss: 0.2915 - val_acc: 0.9410\n",
|
|
"\n",
|
|
"Epoch 03023: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3024/100000\n",
|
|
" - 18s - loss: 0.3058 - acc: 0.9376 - val_loss: 0.3054 - val_acc: 0.9318\n",
|
|
"\n",
|
|
"Epoch 03024: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3025/100000\n",
|
|
" - 19s - loss: 0.3063 - acc: 0.9369 - val_loss: 0.3510 - val_acc: 0.9051\n",
|
|
"\n",
|
|
"Epoch 03025: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3026/100000\n",
|
|
" - 18s - loss: 0.3069 - acc: 0.9369 - val_loss: 0.3174 - val_acc: 0.9288\n",
|
|
"\n",
|
|
"Epoch 03026: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3027/100000\n",
|
|
" - 19s - loss: 0.3063 - acc: 0.9372 - val_loss: 0.3686 - val_acc: 0.8980\n",
|
|
"\n",
|
|
"Epoch 03027: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3028/100000\n",
|
|
" - 18s - loss: 0.3064 - acc: 0.9371 - val_loss: 0.3006 - val_acc: 0.9327\n",
|
|
"\n",
|
|
"Epoch 03028: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3029/100000\n",
|
|
" - 19s - loss: 0.3046 - acc: 0.9382 - val_loss: 0.3270 - val_acc: 0.9240\n",
|
|
"\n",
|
|
"Epoch 03029: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3030/100000\n",
|
|
" - 18s - loss: 0.3085 - acc: 0.9367 - val_loss: 0.3243 - val_acc: 0.9212\n",
|
|
"\n",
|
|
"Epoch 03030: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3031/100000\n",
|
|
" - 19s - loss: 0.3057 - acc: 0.9378 - val_loss: 0.3836 - val_acc: 0.8936\n",
|
|
"\n",
|
|
"Epoch 03031: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3032/100000\n",
|
|
" - 19s - loss: 0.3057 - acc: 0.9377 - val_loss: 0.8802 - val_acc: 0.5064\n",
|
|
"\n",
|
|
"Epoch 03032: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3033/100000\n",
|
|
" - 18s - loss: 0.3067 - acc: 0.9371 - val_loss: 0.2938 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 03033: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3034/100000\n",
|
|
" - 19s - loss: 0.3067 - acc: 0.9371 - val_loss: 0.2986 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 03034: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3035/100000\n",
|
|
" - 18s - loss: 0.3055 - acc: 0.9373 - val_loss: 0.3246 - val_acc: 0.9285\n",
|
|
"\n",
|
|
"Epoch 03035: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3036/100000\n",
|
|
" - 19s - loss: 0.3052 - acc: 0.9377 - val_loss: 0.3329 - val_acc: 0.9187\n",
|
|
"\n",
|
|
"Epoch 03036: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3037/100000\n",
|
|
" - 18s - loss: 0.3057 - acc: 0.9373 - val_loss: 0.2892 - val_acc: 0.9387\n",
|
|
"\n",
|
|
"Epoch 03037: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3038/100000\n",
|
|
" - 19s - loss: 0.3050 - acc: 0.9377 - val_loss: 0.2884 - val_acc: 0.9385\n",
|
|
"\n",
|
|
"Epoch 03038: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3039/100000\n",
|
|
" - 18s - loss: 0.3076 - acc: 0.9370 - val_loss: 0.3069 - val_acc: 0.9293\n",
|
|
"\n",
|
|
"Epoch 03039: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3040/100000\n",
|
|
" - 18s - loss: 0.3066 - acc: 0.9372 - val_loss: 0.3303 - val_acc: 0.9228\n",
|
|
"\n",
|
|
"Epoch 03040: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3041/100000\n",
|
|
" - 19s - loss: 0.3060 - acc: 0.9373 - val_loss: 0.2938 - val_acc: 0.9393\n",
|
|
"\n",
|
|
"Epoch 03041: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3042/100000\n",
|
|
" - 18s - loss: 0.3054 - acc: 0.9375 - val_loss: 0.3025 - val_acc: 0.9332\n",
|
|
"\n",
|
|
"Epoch 03042: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3043/100000\n",
|
|
" - 19s - loss: 0.3075 - acc: 0.9371 - val_loss: 0.3080 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 03043: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3044/100000\n",
|
|
" - 18s - loss: 0.3065 - acc: 0.9374 - val_loss: 0.2991 - val_acc: 0.9359\n",
|
|
"\n",
|
|
"Epoch 03044: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3045/100000\n",
|
|
" - 19s - loss: 0.3087 - acc: 0.9372 - val_loss: 0.3193 - val_acc: 0.9372\n",
|
|
"\n",
|
|
"Epoch 03045: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3046/100000\n",
|
|
" - 18s - loss: 0.3096 - acc: 0.9367 - val_loss: 0.3144 - val_acc: 0.9372\n",
|
|
"\n",
|
|
"Epoch 03046: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3047/100000\n",
|
|
" - 19s - loss: 0.3083 - acc: 0.9372 - val_loss: 0.4617 - val_acc: 0.8495\n",
|
|
"\n",
|
|
"Epoch 03047: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3048/100000\n",
|
|
" - 19s - loss: 0.3065 - acc: 0.9380 - val_loss: 0.3201 - val_acc: 0.9283\n",
|
|
"\n",
|
|
"Epoch 03048: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3049/100000\n",
|
|
" - 18s - loss: 0.3076 - acc: 0.9368 - val_loss: 0.2988 - val_acc: 0.9373\n",
|
|
"\n",
|
|
"Epoch 03049: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3050/100000\n",
|
|
" - 19s - loss: 0.3043 - acc: 0.9380 - val_loss: 0.3050 - val_acc: 0.9369\n",
|
|
"\n",
|
|
"Epoch 03050: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3051/100000\n",
|
|
" - 19s - loss: 0.3079 - acc: 0.9368 - val_loss: 0.3312 - val_acc: 0.9333\n",
|
|
"\n",
|
|
"Epoch 03051: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3052/100000\n",
|
|
" - 19s - loss: 0.3086 - acc: 0.9370 - val_loss: 0.3069 - val_acc: 0.9370\n",
|
|
"\n",
|
|
"Epoch 03052: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3053/100000\n",
|
|
" - 18s - loss: 0.3113 - acc: 0.9363 - val_loss: 0.3058 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 03053: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3054/100000\n",
|
|
" - 19s - loss: 0.3047 - acc: 0.9379 - val_loss: 0.2929 - val_acc: 0.9357\n",
|
|
"\n",
|
|
"Epoch 03054: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3055/100000\n",
|
|
" - 18s - loss: 0.3065 - acc: 0.9373 - val_loss: 0.3973 - val_acc: 0.9227\n",
|
|
"\n",
|
|
"Epoch 03055: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3056/100000\n",
|
|
" - 19s - loss: 0.3067 - acc: 0.9371 - val_loss: 0.3329 - val_acc: 0.9187\n",
|
|
"\n",
|
|
"Epoch 03056: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3057/100000\n",
|
|
" - 19s - loss: 0.3044 - acc: 0.9380 - val_loss: 0.3077 - val_acc: 0.9297\n",
|
|
"\n",
|
|
"Epoch 03063: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3064/100000\n",
|
|
" - 19s - loss: 0.3072 - acc: 0.9376 - val_loss: 0.3255 - val_acc: 0.9198\n",
|
|
"\n",
|
|
"Epoch 03064: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3065/100000\n",
|
|
" - 19s - loss: 0.3072 - acc: 0.9371 - val_loss: 0.2982 - val_acc: 0.9329\n",
|
|
"\n",
|
|
"Epoch 03065: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3066/100000\n",
|
|
" - 19s - loss: 0.3075 - acc: 0.9367 - val_loss: 0.3134 - val_acc: 0.9232\n",
|
|
"\n",
|
|
"Epoch 03066: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3067/100000\n",
|
|
" - 18s - loss: 0.3041 - acc: 0.9374 - val_loss: 0.3434 - val_acc: 0.9165\n",
|
|
"\n",
|
|
"Epoch 03067: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3068/100000\n",
|
|
" - 19s - loss: 0.3061 - acc: 0.9373 - val_loss: 0.3057 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 03068: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3069/100000\n",
|
|
" - 18s - loss: 0.3058 - acc: 0.9371 - val_loss: 0.2997 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 03069: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3070/100000\n",
|
|
" - 19s - loss: 0.3059 - acc: 0.9374 - val_loss: 0.3157 - val_acc: 0.9257\n",
|
|
"\n",
|
|
"Epoch 03070: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3071/100000\n",
|
|
" - 18s - loss: 0.3052 - acc: 0.9375 - val_loss: 0.3393 - val_acc: 0.9217\n",
|
|
"\n",
|
|
"Epoch 03071: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3072/100000\n",
|
|
" - 18s - loss: 0.3093 - acc: 0.9363 - val_loss: 0.3119 - val_acc: 0.9298\n",
|
|
"\n",
|
|
"Epoch 03072: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3073/100000\n",
|
|
" - 19s - loss: 0.3074 - acc: 0.9375 - val_loss: 0.3112 - val_acc: 0.9288\n",
|
|
"\n",
|
|
"Epoch 03073: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3074/100000\n",
|
|
" - 18s - loss: 0.3074 - acc: 0.9371 - val_loss: 0.2980 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 03074: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3075/100000\n",
|
|
" - 19s - loss: 0.3068 - acc: 0.9380 - val_loss: 0.4343 - val_acc: 0.8745\n",
|
|
"\n",
|
|
"Epoch 03075: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3076/100000\n",
|
|
" - 18s - loss: 0.3077 - acc: 0.9369 - val_loss: 0.3055 - val_acc: 0.9323\n",
|
|
"\n",
|
|
"Epoch 03076: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3077/100000\n",
|
|
" - 19s - loss: 0.3071 - acc: 0.9377 - val_loss: 0.3081 - val_acc: 0.9295\n",
|
|
"\n",
|
|
"Epoch 03077: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3078/100000\n",
|
|
" - 19s - loss: 0.3089 - acc: 0.9374 - val_loss: 0.3407 - val_acc: 0.9102\n",
|
|
"\n",
|
|
"Epoch 03078: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3079/100000\n",
|
|
" - 18s - loss: 0.3052 - acc: 0.9379 - val_loss: 0.3000 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 03079: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3080/100000\n",
|
|
" - 18s - loss: 0.3062 - acc: 0.9373 - val_loss: 0.3151 - val_acc: 0.9320\n",
|
|
"\n",
|
|
"Epoch 03080: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3081/100000\n",
|
|
" - 19s - loss: 0.3049 - acc: 0.9372 - val_loss: 0.2984 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 03081: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3082/100000\n",
|
|
" - 18s - loss: 0.3062 - acc: 0.9376 - val_loss: 0.2963 - val_acc: 0.9393\n",
|
|
"\n",
|
|
"Epoch 03082: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3083/100000\n",
|
|
" - 18s - loss: 0.3088 - acc: 0.9367 - val_loss: 0.3228 - val_acc: 0.9247\n",
|
|
"\n",
|
|
"Epoch 03083: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3084/100000\n",
|
|
" - 19s - loss: 0.3047 - acc: 0.9378 - val_loss: 0.3067 - val_acc: 0.9271\n",
|
|
"\n",
|
|
"Epoch 03084: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3085/100000\n",
|
|
" - 19s - loss: 0.3058 - acc: 0.9373 - val_loss: 0.3029 - val_acc: 0.9318\n",
|
|
"\n",
|
|
"Epoch 03085: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3086/100000\n",
|
|
" - 19s - loss: 0.3056 - acc: 0.9371 - val_loss: 0.3204 - val_acc: 0.9290\n",
|
|
"\n",
|
|
"Epoch 03086: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3087/100000\n",
|
|
" - 18s - loss: 0.3068 - acc: 0.9377 - val_loss: 0.3117 - val_acc: 0.9306\n",
|
|
"\n",
|
|
"Epoch 03087: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3088/100000\n",
|
|
" - 19s - loss: 0.3050 - acc: 0.9378 - val_loss: 0.3289 - val_acc: 0.9155\n",
|
|
"\n",
|
|
"Epoch 03088: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3089/100000\n",
|
|
" - 18s - loss: 0.3059 - acc: 0.9371 - val_loss: 0.7666 - val_acc: 0.6464\n",
|
|
"\n",
|
|
"Epoch 03089: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3090/100000\n",
|
|
" - 19s - loss: 0.3060 - acc: 0.9374 - val_loss: 0.3049 - val_acc: 0.9341\n",
|
|
"\n",
|
|
"Epoch 03090: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3091/100000\n",
|
|
" - 18s - loss: 0.3083 - acc: 0.9364 - val_loss: 0.2953 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 03091: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3092/100000\n",
|
|
" - 19s - loss: 0.3125 - acc: 0.9369 - val_loss: 0.2957 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 03092: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3093/100000\n",
|
|
" - 18s - loss: 0.3091 - acc: 0.9371 - val_loss: 0.2991 - val_acc: 0.9367\n",
|
|
"\n",
|
|
"Epoch 03093: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3094/100000\n",
|
|
" - 19s - loss: 0.3057 - acc: 0.9377 - val_loss: 0.2948 - val_acc: 0.9368\n",
|
|
"\n",
|
|
"Epoch 03094: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3095/100000\n",
|
|
" - 19s - loss: 0.3073 - acc: 0.9374 - val_loss: 0.3284 - val_acc: 0.9251\n",
|
|
"\n",
|
|
"Epoch 03095: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3096/100000\n",
|
|
" - 19s - loss: 0.3073 - acc: 0.9373 - val_loss: 0.3160 - val_acc: 0.9288\n",
|
|
"\n",
|
|
"Epoch 03096: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3097/100000\n",
|
|
" - 19s - loss: 0.3045 - acc: 0.9378 - val_loss: 0.4257 - val_acc: 0.8796\n",
|
|
"\n",
|
|
"Epoch 03097: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3098/100000\n",
|
|
" - 19s - loss: 0.3081 - acc: 0.9371 - val_loss: 0.3316 - val_acc: 0.9187\n",
|
|
"\n",
|
|
"Epoch 03098: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3099/100000\n",
|
|
" - 18s - loss: 0.3067 - acc: 0.9374 - val_loss: 0.3505 - val_acc: 0.9097\n",
|
|
"\n",
|
|
"Epoch 03099: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3100/100000\n",
|
|
" - 19s - loss: 0.3081 - acc: 0.9368 - val_loss: 0.3152 - val_acc: 0.9299\n",
|
|
"\n",
|
|
"Epoch 03100: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3101/100000\n",
|
|
" - 18s - loss: 0.3080 - acc: 0.9369 - val_loss: 0.3300 - val_acc: 0.9335\n",
|
|
"\n",
|
|
"Epoch 03101: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3102/100000\n",
|
|
" - 19s - loss: 0.3056 - acc: 0.9378 - val_loss: 0.2967 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 03102: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3103/100000\n",
|
|
" - 18s - loss: 0.3045 - acc: 0.9378 - val_loss: 0.3180 - val_acc: 0.9256\n",
|
|
"\n",
|
|
"Epoch 03103: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3104/100000\n",
|
|
" - 18s - loss: 0.3060 - acc: 0.9373 - val_loss: 0.3063 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 03104: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3105/100000\n",
|
|
" - 18s - loss: 0.3069 - acc: 0.9375 - val_loss: 0.2912 - val_acc: 0.9386\n",
|
|
"\n",
|
|
"Epoch 03105: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3106/100000\n",
|
|
" - 18s - loss: 0.3085 - acc: 0.9370 - val_loss: 0.4813 - val_acc: 0.8491\n",
|
|
"\n",
|
|
"Epoch 03106: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3107/100000\n",
|
|
" - 19s - loss: 0.3068 - acc: 0.9377 - val_loss: 0.2939 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 03107: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3108/100000\n",
|
|
" - 18s - loss: 0.3056 - acc: 0.9374 - val_loss: 0.2990 - val_acc: 0.9343\n",
|
|
"\n",
|
|
"Epoch 03108: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3109/100000\n",
|
|
" - 19s - loss: 0.3064 - acc: 0.9373 - val_loss: 0.2968 - val_acc: 0.9364\n",
|
|
"\n",
|
|
"Epoch 03109: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3110/100000\n",
|
|
" - 18s - loss: 0.3060 - acc: 0.9376 - val_loss: 0.3127 - val_acc: 0.9226\n",
|
|
"\n",
|
|
"Epoch 03110: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3111/100000\n",
|
|
" - 19s - loss: 0.3056 - acc: 0.9375 - val_loss: 0.3570 - val_acc: 0.9255\n",
|
|
"\n",
|
|
"Epoch 03111: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3112/100000\n",
|
|
" - 18s - loss: 0.3037 - acc: 0.9382 - val_loss: 0.3017 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 03112: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3113/100000\n",
|
|
" - 19s - loss: 0.3087 - acc: 0.9370 - val_loss: 0.3007 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 03113: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3114/100000\n",
|
|
" - 18s - loss: 0.3070 - acc: 0.9378 - val_loss: 0.2997 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 03114: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3115/100000\n",
|
|
" - 19s - loss: 0.3056 - acc: 0.9375 - val_loss: 0.3026 - val_acc: 0.9282\n",
|
|
"\n",
|
|
"Epoch 03115: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3116/100000\n",
|
|
" - 18s - loss: 0.3077 - acc: 0.9367 - val_loss: 0.2950 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 03116: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3117/100000\n",
|
|
" - 18s - loss: 0.3062 - acc: 0.9375 - val_loss: 0.2959 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 03117: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3118/100000\n",
|
|
" - 18s - loss: 0.3072 - acc: 0.9366 - val_loss: 0.3058 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 03118: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3119/100000\n",
|
|
" - 18s - loss: 0.3080 - acc: 0.9367 - val_loss: 0.4545 - val_acc: 0.8612\n",
|
|
"\n",
|
|
"Epoch 03119: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3120/100000\n",
|
|
" - 19s - loss: 0.3050 - acc: 0.9372 - val_loss: 0.3711 - val_acc: 0.8987\n",
|
|
"\n",
|
|
"Epoch 03120: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3121/100000\n",
|
|
" - 18s - loss: 0.3059 - acc: 0.9373 - val_loss: 0.2965 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 03121: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3122/100000\n",
|
|
" - 19s - loss: 0.3084 - acc: 0.9365 - val_loss: 0.3181 - val_acc: 0.9354\n",
|
|
"\n",
|
|
"Epoch 03122: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3123/100000\n",
|
|
" - 18s - loss: 0.3084 - acc: 0.9366 - val_loss: 0.3016 - val_acc: 0.9317\n",
|
|
"\n",
|
|
"Epoch 03123: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3124/100000\n",
|
|
" - 18s - loss: 0.3071 - acc: 0.9370 - val_loss: 0.3064 - val_acc: 0.9294\n",
|
|
"\n",
|
|
"Epoch 03124: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3125/100000\n",
|
|
" - 18s - loss: 0.3048 - acc: 0.9376 - val_loss: 0.4543 - val_acc: 0.8567\n",
|
|
"\n",
|
|
"Epoch 03125: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3126/100000\n",
|
|
" - 19s - loss: 0.3079 - acc: 0.9378 - val_loss: 0.3155 - val_acc: 0.9366\n",
|
|
"\n",
|
|
"Epoch 03126: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3127/100000\n",
|
|
" - 18s - loss: 0.3077 - acc: 0.9378 - val_loss: 0.2989 - val_acc: 0.9344\n",
|
|
"\n",
|
|
"Epoch 03127: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3128/100000\n",
|
|
" - 19s - loss: 0.3077 - acc: 0.9371 - val_loss: 0.3066 - val_acc: 0.9310\n",
|
|
"\n",
|
|
"Epoch 03128: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3129/100000\n",
|
|
" - 18s - loss: 0.3078 - acc: 0.9371 - val_loss: 0.3697 - val_acc: 0.8963\n",
|
|
"\n",
|
|
"Epoch 03129: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3130/100000\n",
|
|
" - 18s - loss: 0.3069 - acc: 0.9369 - val_loss: 0.3060 - val_acc: 0.9353\n",
|
|
"\n",
|
|
"Epoch 03130: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3131/100000\n",
|
|
" - 18s - loss: 0.3058 - acc: 0.9378 - val_loss: 0.3096 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 03131: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3132/100000\n",
|
|
" - 19s - loss: 0.3081 - acc: 0.9371 - val_loss: 0.4269 - val_acc: 0.8692\n",
|
|
"\n",
|
|
"Epoch 03132: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3133/100000\n",
|
|
" - 18s - loss: 0.3066 - acc: 0.9370 - val_loss: 0.2918 - val_acc: 0.9380\n",
|
|
"\n",
|
|
"Epoch 03133: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3134/100000\n",
|
|
" - 19s - loss: 0.3078 - acc: 0.9370 - val_loss: 0.4157 - val_acc: 0.8707\n",
|
|
"\n",
|
|
"Epoch 03134: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3135/100000\n",
|
|
" - 19s - loss: 0.3111 - acc: 0.9363 - val_loss: 0.3089 - val_acc: 0.9347\n",
|
|
"\n",
|
|
"Epoch 03135: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3136/100000\n",
|
|
" - 19s - loss: 0.3059 - acc: 0.9374 - val_loss: 0.3001 - val_acc: 0.9348\n",
|
|
"\n",
|
|
"Epoch 03136: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3137/100000\n",
|
|
" - 19s - loss: 0.3077 - acc: 0.9373 - val_loss: 0.2996 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 03137: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3138/100000\n",
|
|
" - 18s - loss: 0.3072 - acc: 0.9366 - val_loss: 0.2920 - val_acc: 0.9365\n",
|
|
"\n",
|
|
"Epoch 03138: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3139/100000\n",
|
|
" - 19s - loss: 0.3078 - acc: 0.9371 - val_loss: 0.3048 - val_acc: 0.9300\n",
|
|
"\n",
|
|
"Epoch 03139: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3140/100000\n",
|
|
" - 18s - loss: 0.3037 - acc: 0.9382 - val_loss: 0.3267 - val_acc: 0.9173\n",
|
|
"\n",
|
|
"Epoch 03140: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3141/100000\n",
|
|
" - 19s - loss: 0.3050 - acc: 0.9379 - val_loss: 0.3101 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 03141: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3142/100000\n",
|
|
" - 18s - loss: 0.3087 - acc: 0.9370 - val_loss: 0.2946 - val_acc: 0.9376\n",
|
|
"\n",
|
|
"Epoch 03142: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3143/100000\n",
|
|
" - 18s - loss: 0.3066 - acc: 0.9382 - val_loss: 0.8759 - val_acc: 0.5239\n",
|
|
"\n",
|
|
"Epoch 03143: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3144/100000\n",
|
|
" - 18s - loss: 0.3051 - acc: 0.9381 - val_loss: 0.2953 - val_acc: 0.9378\n",
|
|
"\n",
|
|
"Epoch 03144: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3145/100000\n",
|
|
" - 18s - loss: 0.3057 - acc: 0.9374 - val_loss: 0.3194 - val_acc: 0.9267\n",
|
|
"\n",
|
|
"Epoch 03145: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3146/100000\n",
|
|
" - 18s - loss: 0.3058 - acc: 0.9371 - val_loss: 0.3219 - val_acc: 0.9226\n",
|
|
"\n",
|
|
"Epoch 03146: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3147/100000\n",
|
|
" - 18s - loss: 0.3073 - acc: 0.9366 - val_loss: 0.2973 - val_acc: 0.9363\n",
|
|
"\n",
|
|
"Epoch 03147: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3148/100000\n",
|
|
" - 19s - loss: 0.3059 - acc: 0.9375 - val_loss: 0.3064 - val_acc: 0.9272\n",
|
|
"\n",
|
|
"Epoch 03148: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3149/100000\n",
|
|
" - 19s - loss: 0.3058 - acc: 0.9382 - val_loss: 0.3211 - val_acc: 0.9252\n",
|
|
"\n",
|
|
"Epoch 03149: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3150/100000\n",
|
|
" - 18s - loss: 0.3055 - acc: 0.9377 - val_loss: 0.3082 - val_acc: 0.9287\n",
|
|
"\n",
|
|
"Epoch 03150: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3151/100000\n",
|
|
" - 19s - loss: 0.3061 - acc: 0.9371 - val_loss: 0.3066 - val_acc: 0.9324\n",
|
|
"\n",
|
|
"Epoch 03151: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3152/100000\n",
|
|
" - 18s - loss: 0.3087 - acc: 0.9365 - val_loss: 0.3044 - val_acc: 0.9321\n",
|
|
"\n",
|
|
"Epoch 03152: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3153/100000\n",
|
|
" - 19s - loss: 0.3069 - acc: 0.9379 - val_loss: 0.3525 - val_acc: 0.9100\n",
|
|
"\n",
|
|
"Epoch 03153: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3154/100000\n",
|
|
" - 19s - loss: 0.3067 - acc: 0.9372 - val_loss: 0.3370 - val_acc: 0.9159\n",
|
|
"\n",
|
|
"Epoch 03154: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3155/100000\n",
|
|
" - 18s - loss: 0.3061 - acc: 0.9370 - val_loss: 0.2943 - val_acc: 0.9360\n",
|
|
"\n",
|
|
"Epoch 03155: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3156/100000\n",
|
|
" - 18s - loss: 0.3087 - acc: 0.9367 - val_loss: 0.3152 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 03156: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3157/100000\n",
|
|
" - 19s - loss: 0.3063 - acc: 0.9374 - val_loss: 0.4472 - val_acc: 0.8742\n",
|
|
"\n",
|
|
"Epoch 03157: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3158/100000\n",
|
|
" - 18s - loss: 0.3062 - acc: 0.9373 - val_loss: 0.2993 - val_acc: 0.9361\n",
|
|
"\n",
|
|
"Epoch 03158: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3159/100000\n",
|
|
" - 19s - loss: 0.3080 - acc: 0.9367 - val_loss: 0.3168 - val_acc: 0.9266\n",
|
|
"\n",
|
|
"Epoch 03159: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3160/100000\n",
|
|
" - 18s - loss: 0.3072 - acc: 0.9369 - val_loss: 0.3015 - val_acc: 0.9350\n",
|
|
"\n",
|
|
"Epoch 03160: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3161/100000\n",
|
|
" - 19s - loss: 0.3059 - acc: 0.9378 - val_loss: 0.3216 - val_acc: 0.9251\n",
|
|
"\n",
|
|
"Epoch 03161: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3162/100000\n",
|
|
" - 19s - loss: 0.3071 - acc: 0.9368 - val_loss: 0.3350 - val_acc: 0.9212\n",
|
|
"\n",
|
|
"Epoch 03162: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3163/100000\n",
|
|
" - 19s - loss: 0.3111 - acc: 0.9364 - val_loss: 0.3439 - val_acc: 0.9148\n",
|
|
"\n",
|
|
"Epoch 03163: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3164/100000\n",
|
|
" - 19s - loss: 0.3048 - acc: 0.9387 - val_loss: 0.3586 - val_acc: 0.8973\n",
|
|
"\n",
|
|
"Epoch 03164: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3165/100000\n",
|
|
" - 19s - loss: 0.3113 - acc: 0.9364 - val_loss: 0.3691 - val_acc: 0.8984\n",
|
|
"\n",
|
|
"Epoch 03165: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3166/100000\n",
|
|
" - 19s - loss: 0.3076 - acc: 0.9376 - val_loss: 0.3802 - val_acc: 0.8953\n",
|
|
"\n",
|
|
"Epoch 03166: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3167/100000\n",
|
|
" - 19s - loss: 0.3057 - acc: 0.9377 - val_loss: 0.3180 - val_acc: 0.9266\n",
|
|
"\n",
|
|
"Epoch 03167: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3168/100000\n",
|
|
" - 18s - loss: 0.3055 - acc: 0.9374 - val_loss: 0.3024 - val_acc: 0.9330\n",
|
|
"\n",
|
|
"Epoch 03168: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3169/100000\n",
|
|
" - 19s - loss: 0.3065 - acc: 0.9373 - val_loss: 0.2976 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 03169: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3170/100000\n",
|
|
" - 19s - loss: 0.3057 - acc: 0.9373 - val_loss: 0.5487 - val_acc: 0.8129\n",
|
|
"\n",
|
|
"Epoch 03170: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3171/100000\n",
|
|
" - 19s - loss: 0.3075 - acc: 0.9376 - val_loss: 0.3715 - val_acc: 0.9001\n",
|
|
"\n",
|
|
"Epoch 03171: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3172/100000\n",
|
|
" - 18s - loss: 0.3046 - acc: 0.9384 - val_loss: 0.3271 - val_acc: 0.9189\n",
|
|
"\n",
|
|
"Epoch 03172: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3173/100000\n",
|
|
" - 19s - loss: 0.3070 - acc: 0.9371 - val_loss: 0.3109 - val_acc: 0.9263\n",
|
|
"\n",
|
|
"Epoch 03173: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3174/100000\n",
|
|
" - 18s - loss: 0.3081 - acc: 0.9366 - val_loss: 0.2895 - val_acc: 0.9395\n",
|
|
"\n",
|
|
"Epoch 03174: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3175/100000\n",
|
|
" - 19s - loss: 0.3065 - acc: 0.9369 - val_loss: 0.2914 - val_acc: 0.9387\n",
|
|
"\n",
|
|
"Epoch 03175: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3176/100000\n",
|
|
" - 18s - loss: 0.3041 - acc: 0.9382 - val_loss: 0.3353 - val_acc: 0.9207\n",
|
|
"\n",
|
|
"Epoch 03176: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3177/100000\n",
|
|
" - 19s - loss: 0.3062 - acc: 0.9377 - val_loss: 0.3048 - val_acc: 0.9394\n",
|
|
"\n",
|
|
"Epoch 03177: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3178/100000\n",
|
|
" - 18s - loss: 0.3069 - acc: 0.9372 - val_loss: 0.3574 - val_acc: 0.9108\n",
|
|
"\n",
|
|
"Epoch 03178: val_acc did not improve from 0.94304\n",
|
|
"\n",
|
|
"Epoch 03178: ReduceLROnPlateau reducing learning rate to 0.0004876748775132.\n",
|
|
"Epoch 3179/100000\n",
|
|
" - 19s - loss: 0.3044 - acc: 0.9365 - val_loss: 0.3126 - val_acc: 0.9288\n",
|
|
"\n",
|
|
"Epoch 03179: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3180/100000\n",
|
|
" - 18s - loss: 0.3016 - acc: 0.9375 - val_loss: 0.2866 - val_acc: 0.9388\n",
|
|
"\n",
|
|
"Epoch 03180: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3181/100000\n",
|
|
" - 19s - loss: 0.3009 - acc: 0.9380 - val_loss: 0.3235 - val_acc: 0.9150\n",
|
|
"\n",
|
|
"Epoch 03181: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3182/100000\n",
|
|
" - 19s - loss: 0.3026 - acc: 0.9369 - val_loss: 0.2864 - val_acc: 0.9381\n",
|
|
"\n",
|
|
"Epoch 03182: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3183/100000\n",
|
|
" - 19s - loss: 0.3015 - acc: 0.9375 - val_loss: 0.3091 - val_acc: 0.9281\n",
|
|
"\n",
|
|
"Epoch 03183: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3184/100000\n",
|
|
" - 18s - loss: 0.2995 - acc: 0.9382 - val_loss: 0.2989 - val_acc: 0.9339\n",
|
|
"\n",
|
|
"Epoch 03184: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3185/100000\n",
|
|
" - 19s - loss: 0.3010 - acc: 0.9378 - val_loss: 0.2989 - val_acc: 0.9319\n",
|
|
"\n",
|
|
"Epoch 03185: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3186/100000\n",
|
|
" - 19s - loss: 0.3016 - acc: 0.9372 - val_loss: 0.3112 - val_acc: 0.9300\n",
|
|
"\n",
|
|
"Epoch 03186: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3187/100000\n",
|
|
" - 18s - loss: 0.3011 - acc: 0.9375 - val_loss: 0.3042 - val_acc: 0.9325\n",
|
|
"\n",
|
|
"Epoch 03187: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3188/100000\n",
|
|
" - 18s - loss: 0.3028 - acc: 0.9368 - val_loss: 0.3545 - val_acc: 0.9214\n",
|
|
"\n",
|
|
"Epoch 03188: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3189/100000\n",
|
|
" - 18s - loss: 0.3024 - acc: 0.9376 - val_loss: 0.2885 - val_acc: 0.9403\n",
|
|
"\n",
|
|
"Epoch 03189: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3190/100000\n",
|
|
" - 18s - loss: 0.2998 - acc: 0.9378 - val_loss: 0.3087 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 03190: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3191/100000\n",
|
|
" - 19s - loss: 0.3004 - acc: 0.9385 - val_loss: 0.6119 - val_acc: 0.7614\n",
|
|
"\n",
|
|
"Epoch 03191: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3192/100000\n",
|
|
" - 18s - loss: 0.3000 - acc: 0.9382 - val_loss: 0.3348 - val_acc: 0.9104\n",
|
|
"\n",
|
|
"Epoch 03192: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3193/100000\n",
|
|
" - 19s - loss: 0.3029 - acc: 0.9369 - val_loss: 0.2857 - val_acc: 0.9385\n",
|
|
"\n",
|
|
"Epoch 03193: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3194/100000\n",
|
|
" - 18s - loss: 0.2995 - acc: 0.9383 - val_loss: 0.3050 - val_acc: 0.9334\n",
|
|
"\n",
|
|
"Epoch 03194: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3195/100000\n",
|
|
" - 19s - loss: 0.3001 - acc: 0.9378 - val_loss: 0.3074 - val_acc: 0.9253\n",
|
|
"\n",
|
|
"Epoch 03195: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3196/100000\n",
|
|
" - 19s - loss: 0.2999 - acc: 0.9385 - val_loss: 0.2931 - val_acc: 0.9355\n",
|
|
"\n",
|
|
"Epoch 03196: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3197/100000\n",
|
|
" - 18s - loss: 0.3038 - acc: 0.9368 - val_loss: 0.3030 - val_acc: 0.9294\n",
|
|
"\n",
|
|
"Epoch 03197: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3198/100000\n",
|
|
" - 19s - loss: 0.3007 - acc: 0.9377 - val_loss: 0.3000 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 03198: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3199/100000\n",
|
|
" - 19s - loss: 0.3071 - acc: 0.9371 - val_loss: 0.3467 - val_acc: 0.9136\n",
|
|
"\n",
|
|
"Epoch 03199: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3200/100000\n",
|
|
" - 18s - loss: 0.3027 - acc: 0.9379 - val_loss: 0.4056 - val_acc: 0.8857\n",
|
|
"\n",
|
|
"Epoch 03200: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3201/100000\n",
|
|
" - 18s - loss: 0.3031 - acc: 0.9371 - val_loss: 0.2881 - val_acc: 0.9383\n",
|
|
"\n",
|
|
"Epoch 03201: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3202/100000\n",
|
|
" - 18s - loss: 0.3026 - acc: 0.9376 - val_loss: 0.2900 - val_acc: 0.9371\n",
|
|
"\n",
|
|
"Epoch 03202: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3203/100000\n",
|
|
" - 18s - loss: 0.3038 - acc: 0.9374 - val_loss: 0.3219 - val_acc: 0.9183\n",
|
|
"\n",
|
|
"Epoch 03203: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3204/100000\n",
|
|
" - 19s - loss: 0.3014 - acc: 0.9374 - val_loss: 0.4039 - val_acc: 0.8728\n",
|
|
"\n",
|
|
"Epoch 03204: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3205/100000\n",
|
|
" - 18s - loss: 0.3001 - acc: 0.9376 - val_loss: 0.3022 - val_acc: 0.9269\n",
|
|
"\n",
|
|
"Epoch 03205: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3206/100000\n",
|
|
" - 19s - loss: 0.2998 - acc: 0.9378 - val_loss: 0.3115 - val_acc: 0.9308\n",
|
|
"\n",
|
|
"Epoch 03206: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3207/100000\n",
|
|
" - 19s - loss: 0.3015 - acc: 0.9374 - val_loss: 0.2904 - val_acc: 0.9352\n",
|
|
"\n",
|
|
"Epoch 03207: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3208/100000\n",
|
|
" - 19s - loss: 0.2991 - acc: 0.9383 - val_loss: 0.2872 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 03208: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3209/100000\n",
|
|
" - 19s - loss: 0.2998 - acc: 0.9377 - val_loss: 0.3062 - val_acc: 0.9251\n",
|
|
"\n",
|
|
"Epoch 03209: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3210/100000\n",
|
|
" - 18s - loss: 0.3017 - acc: 0.9371 - val_loss: 0.3043 - val_acc: 0.9276\n",
|
|
"\n",
|
|
"Epoch 03210: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3211/100000\n",
|
|
" - 19s - loss: 0.3034 - acc: 0.9367 - val_loss: 0.2863 - val_acc: 0.9374\n",
|
|
"\n",
|
|
"Epoch 03211: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3212/100000\n",
|
|
" - 18s - loss: 0.3013 - acc: 0.9379 - val_loss: 0.2973 - val_acc: 0.9312\n",
|
|
"\n",
|
|
"Epoch 03212: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3213/100000\n",
|
|
" - 18s - loss: 0.3009 - acc: 0.9378 - val_loss: 0.2939 - val_acc: 0.9315\n",
|
|
"\n",
|
|
"Epoch 03213: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3214/100000\n",
|
|
" - 18s - loss: 0.2992 - acc: 0.9384 - val_loss: 0.3207 - val_acc: 0.9211\n",
|
|
"\n",
|
|
"Epoch 03214: val_acc did not improve from 0.94304\n",
|
|
"Epoch 3215/100000\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"tf.get_default_graph()\n",
|
|
"########## HYPER PARAMETERS\n",
|
|
"\n",
|
|
"batch_size = 2000\n",
|
|
"epochs = 100000\n",
|
|
"optimizer = tf.keras.optimizers.Adam(lr=0.001)\n",
|
|
"\n",
|
|
"l1v = 0.005\n",
|
|
"l2v = 0.015\n",
|
|
"#optimizer = optimizers.RMSprop(lr=0.001, rho=0.9, epsilon=1e-08, decay=0.1)\n",
|
|
"#init=tf.global_variables_initializer()\n",
|
|
"\n",
|
|
"########## HYPER PARAMETERS\n",
|
|
"########## MODEL ARCHITECTURE\n",
|
|
"model = tf.keras.models.Sequential()\n",
|
|
"model.add(tf.keras.layers.Conv2D(128, kernel_size=(3, 3), activation='relu', padding='same', input_shape=(27,15,1), \n",
|
|
" kernel_regularizer=tf.keras.regularizers.l1_l2(l1v,l2v)))\n",
|
|
"model.add(tf.keras.layers.BatchNormalization(axis=-1))\n",
|
|
"model.add(tf.keras.layers.Conv2D(64, kernel_size=(3, 3), activation='relu', padding='same', \n",
|
|
" kernel_regularizer=tf.keras.regularizers.l1_l2(l1v,l2v)))\n",
|
|
"model.add(tf.keras.layers.BatchNormalization(axis=-1))\n",
|
|
"model.add(tf.keras.layers.MaxPooling2D(pool_size=(2,2), strides=None, padding='same', data_format='channels_last'))\n",
|
|
"model.add(tf.keras.layers.Dropout(0.45))\n",
|
|
"\n",
|
|
"model.add(tf.keras.layers.Conv2D(64, kernel_size=(3, 3), activation='relu', padding='same',\n",
|
|
" kernel_regularizer=tf.keras.regularizers.l1_l2(l1v,l2v)))\n",
|
|
"model.add(tf.keras.layers.BatchNormalization(axis=-1))\n",
|
|
"model.add(tf.keras.layers.Conv2D(32, kernel_size=(3, 3), activation='relu', padding='same',\n",
|
|
" kernel_regularizer=tf.keras.regularizers.l1_l2(l1v,l2v)))\n",
|
|
"model.add(tf.keras.layers.BatchNormalization(axis=-1))\n",
|
|
"model.add(tf.keras.layers.MaxPooling2D(pool_size=(2,2), strides=None, padding='same', data_format='channels_last'))\n",
|
|
"model.add(tf.keras.layers.Dropout(0.45))\n",
|
|
"\n",
|
|
"model.add(tf.keras.layers.Flatten())\n",
|
|
"model.add(tf.keras.layers.Dense(140, activation='relu',\n",
|
|
" kernel_regularizer=tf.keras.regularizers.l1_l2(l1v,l2v), use_bias=True))\n",
|
|
"model.add(tf.keras.layers.Dropout(0.5))\n",
|
|
"model.add(tf.keras.layers.Dense(70, activation='relu',\n",
|
|
" kernel_regularizer=tf.keras.regularizers.l1_l2(l1v,l2v), use_bias=True))\n",
|
|
"model.add(tf.keras.layers.Dropout(0.5))\n",
|
|
"model.add(tf.keras.layers.Dense(num_classes, activation='softmax'))\n",
|
|
"########## MODEL ARCHITECTURE\n",
|
|
"####TENSORBOARD\n",
|
|
"config = \"\"\n",
|
|
"for layer in model.layers:\n",
|
|
" config += str(layer.output).split('\\\"')[1].split(\"/\")[0] + str(layer.output_shape) + \"\\n\\n\"\n",
|
|
"#### END TENSORBOARD\n",
|
|
"config += \"batchsize: \" + str(batch_size) + \"\\n\\n\" + \"epochs: \" + str(epochs) + \"\\n\\n\"\n",
|
|
"\n",
|
|
"# Print summary\n",
|
|
"current_name = \"CNN\"\n",
|
|
"readable_timestamp = datetime.datetime.fromtimestamp(time.time()).strftime('%Y%m%d_%H%M%S')\n",
|
|
"tensorflowfolder = \"/srv/share/tensorboardfiles/\" + current_name + readable_timestamp\n",
|
|
"print(current_name + readable_timestamp)\n",
|
|
"\n",
|
|
"model.summary()\n",
|
|
"logger = LoggingTensorBoard(settings_str_to_log = config, log_dir=tensorflowfolder, histogram_freq=0,\n",
|
|
" write_graph=True, write_images=True, update_freq = 'epoch')\n",
|
|
"storer = ModelCheckpoint(\"./ModelSnapshots/\" + current_name + readable_timestamp + '-{epoch:03d}.h5',\n",
|
|
" monitor='val_acc', verbose=1,\n",
|
|
" save_best_only=True, save_weights_only=False,\n",
|
|
" mode='auto', period=1)\n",
|
|
"learning_rate_reduction = ReduceLROnPlateau(monitor='val_loss', \n",
|
|
" patience=140, \n",
|
|
" verbose=1, \n",
|
|
" factor=0.95, \n",
|
|
" min_lr=0.00001)\n",
|
|
"# compile model for training\n",
|
|
"model.compile(loss='categorical_crossentropy',\n",
|
|
" optimizer=optimizer,\n",
|
|
" metrics=['accuracy'])\n",
|
|
"\n",
|
|
"history = model.fit(x_train, y_train_one_hot,\n",
|
|
" batch_size=batch_size,\n",
|
|
" epochs=epochs,\n",
|
|
" verbose=2,\n",
|
|
" validation_data=(x_test, y_test_one_hot),\n",
|
|
" callbacks=[logger, storer, learning_rate_reduction])\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"model.save(\"./ModelSnapshots/\" + current_name + \"_DONE.h5\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# summarize history for accuracy\n",
|
|
"plt.plot(history.history['acc'])\n",
|
|
"plt.plot(history.history['val_acc'])\n",
|
|
"plt.title('model accuracy')\n",
|
|
"plt.ylabel('accuracy')\n",
|
|
"plt.xlabel('epoch')\n",
|
|
"plt.legend(['train', 'test'], loc='upper left')\n",
|
|
"plt.show()\n",
|
|
"# summarize history for loss\n",
|
|
"plt.plot(history.history['loss'])\n",
|
|
"plt.plot(history.history['val_loss'])\n",
|
|
"plt.title('model loss')\n",
|
|
"plt.ylabel('loss')\n",
|
|
"plt.xlabel('epoch')\n",
|
|
"plt.legend(['train', 'test'], loc='upper left')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.7"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|