10107 lines
496 KiB
Text
10107 lines
496 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Using TensorFlow backend.\n"
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]
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}
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],
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"source": [
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"## USE for Multi GPU Systems\n",
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"#import os\n",
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"#os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n",
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"\n",
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"from keras.models import Sequential, load_model\n",
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"from keras.layers import *\n",
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"from keras import optimizers\n",
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"from keras import utils\n",
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"from keras.callbacks import TensorBoard, ModelCheckpoint, ReduceLROnPlateau\n",
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"import keras\n",
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"\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import pandas as pd\n",
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"import math\n",
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"\n",
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"import tensorflow as tf\n",
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"\n",
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"# Importing matplotlib to plot images.\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"%matplotlib inline\n",
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"\n",
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"# Importing SK-learn to calculate precision and recall\n",
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"import sklearn\n",
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"from sklearn import metrics\n",
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"from sklearn.model_selection import train_test_split, cross_val_score, LeaveOneGroupOut\n",
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"from sklearn.utils import shuffle \n",
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"\n",
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"# Used for graph export\n",
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"from keras import backend as K"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"class LoggingTensorBoard(TensorBoard): \n",
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"\n",
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" def __init__(self, log_dir, settings_str_to_log, **kwargs):\n",
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" super(LoggingTensorBoard, self).__init__(log_dir, **kwargs)\n",
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"\n",
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" self.settings_str = settings_str_to_log\n",
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"\n",
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" def on_train_begin(self, logs=None):\n",
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" TensorBoard.on_train_begin(self, logs=logs)\n",
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"\n",
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" tensor = tf.convert_to_tensor(self.settings_str)\n",
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" summary = tf.summary.text (\"Run_Settings\", tensor)\n",
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"\n",
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" with tf.Session() as sess:\n",
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" s = sess.run(summary)\n",
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" self.writer.add_summary(s)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[ 1 2 9 6 4 14 17 16 12 3 10 18 5] [13 8 11 15 7]\n"
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]
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}
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],
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"source": [
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"dfAll = pd.read_pickle(\"DataStudyCollection/df_lstm_norm50.pkl\")\n",
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"\n",
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"lst = dfAll.userID.unique()\n",
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"np.random.seed(42)\n",
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"np.random.shuffle(lst)\n",
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"test_ids = lst[-5:]\n",
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"train_ids = lst[:-5]\n",
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"print(train_ids, test_ids)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
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" 18])"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"dfAll.userID.unique()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"dfAll.TaskID = dfAll.TaskID % 17"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"df_train = dfAll[dfAll.userID.isin(train_ids)][['Blobs', 'TaskID']]\n",
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"df_test = dfAll[dfAll.userID.isin(test_ids)][['Blobs', 'TaskID']]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"x_train = np.concatenate(df_train.Blobs.values).reshape(-1,50,27,15,1)\n",
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"x_test = np.concatenate(df_test.Blobs.values).reshape(-1,50,27,15,1)\n",
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"\n",
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"y_train = df_train.TaskID.values\n",
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"y_test = df_test.TaskID.values\n",
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"\n",
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"x_train = x_train / 255.0\n",
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"x_test = x_test / 255.0\n",
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"\n",
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"# convert class vectors to binary class matrices (one-hot notation)\n",
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"num_classes = len(dfAll.TaskID.unique())\n",
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"y_train_one_hot = utils.to_categorical(df_train.TaskID, num_classes)\n",
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"y_test_one_hot = utils.to_categorical(df_test.TaskID, num_classes)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [],
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"source": [
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"# If GPU is not available: \n",
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"# GPU_USE = '/cpu:0'\n",
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"#config = tf.ConfigProto(device_count = {\"GPU\": 1})\n",
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"\n",
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"\n",
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"# If GPU is available: \n",
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"config = tf.ConfigProto()\n",
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"config.log_device_placement = True\n",
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"config.allow_soft_placement = True\n",
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"config.gpu_options.allow_growth=True\n",
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"config.gpu_options.allocator_type = 'BFC'\n",
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"\n",
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"# Limit the maximum memory used\n",
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"config.gpu_options.per_process_gpu_memory_fraction = 0.3\n",
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"\n",
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"# set session config\n",
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"tf.keras.backend.set_session(tf.Session(config=config))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"metadata": {
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"scrolled": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"_________________________________________________________________\n",
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"Layer (type) Output Shape Param # \n",
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"=================================================================\n",
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"time_distributed_10 (TimeDis (None, 50, 27, 15, 64) 640 \n",
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"_________________________________________________________________\n",
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"time_distributed_11 (TimeDis (None, 50, 27, 15, 32) 18464 \n",
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"_________________________________________________________________\n",
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"time_distributed_12 (TimeDis (None, 50, 14, 8, 32) 0 \n",
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"_________________________________________________________________\n",
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"time_distributed_13 (TimeDis (None, 50, 14, 8, 32) 0 \n",
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"_________________________________________________________________\n",
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"time_distributed_14 (TimeDis (None, 50, 14, 8, 32) 9248 \n",
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"_________________________________________________________________\n",
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"time_distributed_15 (TimeDis (None, 50, 14, 8, 16) 4624 \n",
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"_________________________________________________________________\n",
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"time_distributed_16 (TimeDis (None, 50, 7, 4, 16) 0 \n",
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"_________________________________________________________________\n",
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"time_distributed_17 (TimeDis (None, 50, 7, 4, 16) 0 \n",
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"_________________________________________________________________\n",
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"time_distributed_18 (TimeDis (None, 50, 448) 0 \n",
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"_________________________________________________________________\n",
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"lstm_3 (LSTM) (None, 50, 80) 169280 \n",
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"_________________________________________________________________\n",
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"dropout_7 (Dropout) (None, 50, 80) 0 \n",
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"_________________________________________________________________\n",
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"lstm_4 (LSTM) (None, 50) 26200 \n",
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"_________________________________________________________________\n",
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"dropout_8 (Dropout) (None, 50) 0 \n",
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"_________________________________________________________________\n",
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"dense_2 (Dense) (None, 17) 867 \n",
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"=================================================================\n",
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"Total params: 229,323\n",
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"Trainable params: 229,323\n",
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"Non-trainable params: 0\n",
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"_________________________________________________________________\n",
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"LSTM-v2\n",
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"Train on 6624 samples, validate on 2569 samples\n",
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"Epoch 1/3000\n",
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" - 38s - loss: 0.6056 - acc: 0.8918 - val_loss: 1.0498 - val_acc: 0.8198\n",
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"\n",
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"Epoch 00001: val_acc improved from -inf to 0.81977, saving model to ./ModelSnapshots/LSTM-v2-001.h5\n",
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"Epoch 2/3000\n",
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" - 38s - loss: 0.5269 - acc: 0.9111 - val_loss: 0.9867 - val_acc: 0.8342\n",
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"\n",
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"Epoch 00002: val_acc improved from 0.81977 to 0.83418, saving model to ./ModelSnapshots/LSTM-v2-002.h5\n",
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"Epoch 3/3000\n",
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" - 40s - loss: 0.4995 - acc: 0.9215 - val_loss: 1.0149 - val_acc: 0.8315\n",
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"\n",
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"Epoch 00003: val_acc did not improve from 0.83418\n",
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"Epoch 4/3000\n",
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" - 39s - loss: 0.4941 - acc: 0.9198 - val_loss: 0.9717 - val_acc: 0.8326\n",
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"\n",
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"Epoch 00004: val_acc did not improve from 0.83418\n",
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"Epoch 5/3000\n",
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" - 39s - loss: 0.4916 - acc: 0.9238 - val_loss: 0.9620 - val_acc: 0.8392\n",
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"\n",
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"Epoch 00005: val_acc improved from 0.83418 to 0.83924, saving model to ./ModelSnapshots/LSTM-v2-005.h5\n",
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"Epoch 6/3000\n",
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" - 40s - loss: 0.4997 - acc: 0.9241 - val_loss: 1.1411 - val_acc: 0.8108\n",
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"\n",
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"Epoch 00006: val_acc did not improve from 0.83924\n",
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"Epoch 7/3000\n",
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" - 40s - loss: 0.5363 - acc: 0.9159 - val_loss: 0.9515 - val_acc: 0.8279\n",
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"\n",
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"Epoch 00007: val_acc did not improve from 0.83924\n",
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"Epoch 8/3000\n",
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" - 39s - loss: 0.4610 - acc: 0.9289 - val_loss: 0.9546 - val_acc: 0.8381\n",
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"\n",
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"Epoch 00008: val_acc did not improve from 0.83924\n",
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"Epoch 9/3000\n",
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" - 39s - loss: 0.4673 - acc: 0.9283 - val_loss: 0.9096 - val_acc: 0.8459\n",
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"\n",
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"Epoch 00009: val_acc improved from 0.83924 to 0.84585, saving model to ./ModelSnapshots/LSTM-v2-009.h5\n",
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"Epoch 10/3000\n",
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" - 39s - loss: 0.4555 - acc: 0.9295 - val_loss: 1.0060 - val_acc: 0.8330\n",
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"\n",
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"Epoch 00010: val_acc did not improve from 0.84585\n",
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"Epoch 11/3000\n",
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" - 39s - loss: 0.4624 - acc: 0.9296 - val_loss: 0.9722 - val_acc: 0.8318\n",
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"\n",
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"Epoch 00011: val_acc did not improve from 0.84585\n",
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"Epoch 12/3000\n",
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" - 39s - loss: 0.4971 - acc: 0.9209 - val_loss: 1.1189 - val_acc: 0.8062\n",
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"\n",
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"Epoch 00012: val_acc did not improve from 0.84585\n",
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"Epoch 13/3000\n",
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" - 39s - loss: 0.5239 - acc: 0.9126 - val_loss: 0.9452 - val_acc: 0.8365\n",
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"\n",
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"Epoch 00013: val_acc did not improve from 0.84585\n",
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"Epoch 14/3000\n",
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" - 40s - loss: 0.4821 - acc: 0.9224 - val_loss: 0.9675 - val_acc: 0.8369\n",
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"\n",
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"Epoch 00014: val_acc did not improve from 0.84585\n",
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"Epoch 15/3000\n",
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" - 39s - loss: 0.4525 - acc: 0.9281 - val_loss: 0.9729 - val_acc: 0.8404\n",
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"\n",
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"Epoch 00015: val_acc did not improve from 0.84585\n",
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"Epoch 16/3000\n",
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" - 40s - loss: 0.4651 - acc: 0.9295 - val_loss: 0.9648 - val_acc: 0.8392\n",
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"\n",
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"Epoch 00016: val_acc did not improve from 0.84585\n",
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"Epoch 17/3000\n",
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" - 39s - loss: 0.4269 - acc: 0.9366 - val_loss: 0.8995 - val_acc: 0.8466\n",
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"\n",
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"Epoch 00017: val_acc improved from 0.84585 to 0.84663, saving model to ./ModelSnapshots/LSTM-v2-017.h5\n",
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"Epoch 18/3000\n",
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" - 39s - loss: 0.4641 - acc: 0.9268 - val_loss: 0.9171 - val_acc: 0.8431\n",
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"\n",
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"Epoch 00018: val_acc did not improve from 0.84663\n",
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"Epoch 19/3000\n",
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" - 39s - loss: 0.4250 - acc: 0.9398 - val_loss: 0.9650 - val_acc: 0.8392\n",
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"\n",
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"Epoch 00019: val_acc did not improve from 0.84663\n",
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"Epoch 20/3000\n",
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" - 39s - loss: 0.4639 - acc: 0.9330 - val_loss: 0.9631 - val_acc: 0.8404\n",
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"\n",
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"Epoch 00020: val_acc did not improve from 0.84663\n",
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"Epoch 21/3000\n",
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" - 39s - loss: 0.4601 - acc: 0.9315 - val_loss: 0.9159 - val_acc: 0.8443\n",
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"\n",
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"Epoch 00021: val_acc did not improve from 0.84663\n",
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"Epoch 22/3000\n",
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" - 39s - loss: 0.4361 - acc: 0.9370 - val_loss: 0.8874 - val_acc: 0.8470\n",
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"\n",
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"Epoch 00022: val_acc improved from 0.84663 to 0.84702, saving model to ./ModelSnapshots/LSTM-v2-022.h5\n",
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"Epoch 23/3000\n",
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" - 39s - loss: 0.4560 - acc: 0.9304 - val_loss: 0.8797 - val_acc: 0.8494\n",
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"\n",
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"Epoch 00023: val_acc improved from 0.84702 to 0.84936, saving model to ./ModelSnapshots/LSTM-v2-023.h5\n",
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"Epoch 24/3000\n",
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" - 39s - loss: 0.4309 - acc: 0.9355 - val_loss: 0.8776 - val_acc: 0.8529\n",
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"\n",
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"Epoch 00024: val_acc improved from 0.84936 to 0.85286, saving model to ./ModelSnapshots/LSTM-v2-024.h5\n",
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"Epoch 25/3000\n",
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" - 40s - loss: 0.4402 - acc: 0.9345 - val_loss: 0.9515 - val_acc: 0.8451\n",
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"\n",
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"Epoch 00025: val_acc did not improve from 0.85286\n",
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"Epoch 26/3000\n",
|
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" - 39s - loss: 0.4727 - acc: 0.9309 - val_loss: 0.9700 - val_acc: 0.8256\n",
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"\n",
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"Epoch 00026: val_acc did not improve from 0.85286\n",
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"Epoch 27/3000\n",
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" - 39s - loss: 0.4610 - acc: 0.9286 - val_loss: 0.9460 - val_acc: 0.8342\n",
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"\n",
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"Epoch 00027: val_acc did not improve from 0.85286\n",
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"Epoch 28/3000\n",
|
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" - 39s - loss: 0.4874 - acc: 0.9265 - val_loss: 0.9083 - val_acc: 0.8392\n",
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"\n",
|
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"Epoch 00028: val_acc did not improve from 0.85286\n",
|
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"Epoch 29/3000\n",
|
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" - 38s - loss: 0.4450 - acc: 0.9321 - val_loss: 0.8898 - val_acc: 0.8525\n",
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"\n",
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"Epoch 00029: val_acc did not improve from 0.85286\n",
|
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"Epoch 30/3000\n",
|
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" - 40s - loss: 0.4875 - acc: 0.9229 - val_loss: 0.9824 - val_acc: 0.8443\n",
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"\n",
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"Epoch 00030: val_acc did not improve from 0.85286\n",
|
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"Epoch 31/3000\n",
|
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" - 39s - loss: 0.4338 - acc: 0.9386 - val_loss: 0.9317 - val_acc: 0.8501\n",
|
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"\n",
|
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"Epoch 00031: val_acc did not improve from 0.85286\n",
|
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"Epoch 32/3000\n",
|
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" - 39s - loss: 0.4561 - acc: 0.9327 - val_loss: 0.9210 - val_acc: 0.8435\n",
|
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"\n",
|
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"Epoch 00032: val_acc did not improve from 0.85286\n",
|
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"Epoch 33/3000\n",
|
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" - 39s - loss: 0.4344 - acc: 0.9319 - val_loss: 0.9535 - val_acc: 0.8466\n",
|
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"\n",
|
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"Epoch 00033: val_acc did not improve from 0.85286\n",
|
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"Epoch 34/3000\n",
|
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" - 37s - loss: 0.4195 - acc: 0.9413 - val_loss: 0.8583 - val_acc: 0.8552\n",
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"\n",
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"Epoch 00034: val_acc improved from 0.85286 to 0.85520, saving model to ./ModelSnapshots/LSTM-v2-034.h5\n",
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"Epoch 35/3000\n",
|
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" - 38s - loss: 0.4471 - acc: 0.9343 - val_loss: 0.9999 - val_acc: 0.8373\n",
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"\n",
|
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"Epoch 00035: val_acc did not improve from 0.85520\n",
|
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"Epoch 36/3000\n",
|
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" - 40s - loss: 0.4331 - acc: 0.9351 - val_loss: 0.9634 - val_acc: 0.8361\n",
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"\n",
|
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"Epoch 00036: val_acc did not improve from 0.85520\n",
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"Epoch 37/3000\n",
|
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" - 39s - loss: 0.4321 - acc: 0.9373 - val_loss: 0.9405 - val_acc: 0.8431\n",
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"\n",
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"Epoch 00037: val_acc did not improve from 0.85520\n",
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"Epoch 38/3000\n",
|
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" - 44s - loss: 0.4193 - acc: 0.9402 - val_loss: 0.9312 - val_acc: 0.8486\n",
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"\n",
|
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"Epoch 00038: val_acc did not improve from 0.85520\n",
|
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"Epoch 39/3000\n",
|
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" - 40s - loss: 0.4308 - acc: 0.9396 - val_loss: 0.9360 - val_acc: 0.8431\n",
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"\n",
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|
"Epoch 00039: val_acc did not improve from 0.85520\n",
|
|
"Epoch 40/3000\n",
|
|
" - 42s - loss: 0.4237 - acc: 0.9373 - val_loss: 0.8747 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 00040: val_acc improved from 0.85520 to 0.86026, saving model to ./ModelSnapshots/LSTM-v2-040.h5\n",
|
|
"Epoch 41/3000\n",
|
|
" - 41s - loss: 0.4495 - acc: 0.9327 - val_loss: 0.9276 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00041: val_acc did not improve from 0.86026\n",
|
|
"Epoch 42/3000\n",
|
|
" - 39s - loss: 0.4586 - acc: 0.9358 - val_loss: 0.9724 - val_acc: 0.8408\n",
|
|
"\n",
|
|
"Epoch 00042: val_acc did not improve from 0.86026\n",
|
|
"Epoch 43/3000\n",
|
|
" - 40s - loss: 0.4676 - acc: 0.9309 - val_loss: 0.9681 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00043: val_acc did not improve from 0.86026\n",
|
|
"Epoch 44/3000\n",
|
|
" - 39s - loss: 0.4382 - acc: 0.9364 - val_loss: 0.8846 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00044: val_acc did not improve from 0.86026\n",
|
|
"Epoch 45/3000\n",
|
|
" - 39s - loss: 0.4467 - acc: 0.9346 - val_loss: 0.9072 - val_acc: 0.8459\n",
|
|
"\n",
|
|
"Epoch 00045: val_acc did not improve from 0.86026\n",
|
|
"Epoch 46/3000\n",
|
|
" - 39s - loss: 0.4176 - acc: 0.9410 - val_loss: 0.9573 - val_acc: 0.8451\n",
|
|
"\n",
|
|
"Epoch 00046: val_acc did not improve from 0.86026\n",
|
|
"Epoch 47/3000\n",
|
|
" - 39s - loss: 0.4432 - acc: 0.9327 - val_loss: 0.9924 - val_acc: 0.8350\n",
|
|
"\n",
|
|
"Epoch 00047: val_acc did not improve from 0.86026\n",
|
|
"Epoch 48/3000\n",
|
|
" - 39s - loss: 0.4237 - acc: 0.9387 - val_loss: 1.0595 - val_acc: 0.8264\n",
|
|
"\n",
|
|
"Epoch 00048: val_acc did not improve from 0.86026\n",
|
|
"Epoch 49/3000\n",
|
|
" - 39s - loss: 0.4519 - acc: 0.9345 - val_loss: 0.9091 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00049: val_acc did not improve from 0.86026\n",
|
|
"Epoch 50/3000\n",
|
|
" - 40s - loss: 0.4514 - acc: 0.9331 - val_loss: 0.8948 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00050: val_acc did not improve from 0.86026\n",
|
|
"Epoch 51/3000\n",
|
|
" - 44s - loss: 0.4385 - acc: 0.9380 - val_loss: 0.9468 - val_acc: 0.8369\n",
|
|
"\n",
|
|
"Epoch 00051: val_acc did not improve from 0.86026\n",
|
|
"Epoch 52/3000\n",
|
|
" - 39s - loss: 0.4371 - acc: 0.9373 - val_loss: 0.9737 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00052: val_acc did not improve from 0.86026\n",
|
|
"Epoch 53/3000\n",
|
|
" - 40s - loss: 0.4320 - acc: 0.9411 - val_loss: 0.9623 - val_acc: 0.8412\n",
|
|
"\n",
|
|
"Epoch 00053: val_acc did not improve from 0.86026\n",
|
|
"Epoch 54/3000\n",
|
|
" - 40s - loss: 0.4183 - acc: 0.9438 - val_loss: 0.8416 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 00054: val_acc did not improve from 0.86026\n",
|
|
"Epoch 55/3000\n",
|
|
" - 39s - loss: 0.4246 - acc: 0.9422 - val_loss: 0.9440 - val_acc: 0.8385\n",
|
|
"\n",
|
|
"Epoch 00055: val_acc did not improve from 0.86026\n",
|
|
"Epoch 56/3000\n",
|
|
" - 40s - loss: 0.4368 - acc: 0.9387 - val_loss: 0.9290 - val_acc: 0.8420\n",
|
|
"\n",
|
|
"Epoch 00056: val_acc did not improve from 0.86026\n",
|
|
"Epoch 57/3000\n",
|
|
" - 39s - loss: 0.4627 - acc: 0.9333 - val_loss: 0.8787 - val_acc: 0.8474\n",
|
|
"\n",
|
|
"Epoch 00057: val_acc did not improve from 0.86026\n",
|
|
"Epoch 58/3000\n",
|
|
" - 40s - loss: 0.4149 - acc: 0.9428 - val_loss: 0.9141 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00058: val_acc did not improve from 0.86026\n",
|
|
"Epoch 59/3000\n",
|
|
" - 39s - loss: 0.4551 - acc: 0.9372 - val_loss: 0.8431 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00059: val_acc did not improve from 0.86026\n",
|
|
"Epoch 60/3000\n",
|
|
" - 39s - loss: 0.4260 - acc: 0.9399 - val_loss: 0.8984 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00060: val_acc did not improve from 0.86026\n",
|
|
"Epoch 61/3000\n",
|
|
" - 40s - loss: 0.4569 - acc: 0.9348 - val_loss: 0.8772 - val_acc: 0.8474\n",
|
|
"\n",
|
|
"Epoch 00061: val_acc did not improve from 0.86026\n",
|
|
"Epoch 62/3000\n",
|
|
" - 39s - loss: 0.4428 - acc: 0.9405 - val_loss: 0.9370 - val_acc: 0.8431\n",
|
|
"\n",
|
|
"Epoch 00062: val_acc did not improve from 0.86026\n",
|
|
"Epoch 63/3000\n",
|
|
" - 39s - loss: 0.4368 - acc: 0.9363 - val_loss: 0.9072 - val_acc: 0.8424\n",
|
|
"\n",
|
|
"Epoch 00063: val_acc did not improve from 0.86026\n",
|
|
"Epoch 64/3000\n",
|
|
" - 40s - loss: 0.4608 - acc: 0.9307 - val_loss: 0.8726 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00064: val_acc did not improve from 0.86026\n",
|
|
"Epoch 65/3000\n",
|
|
" - 39s - loss: 0.4588 - acc: 0.9364 - val_loss: 0.9302 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00065: val_acc did not improve from 0.86026\n",
|
|
"Epoch 66/3000\n",
|
|
" - 40s - loss: 0.4514 - acc: 0.9369 - val_loss: 0.9376 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00066: val_acc did not improve from 0.86026\n",
|
|
"Epoch 67/3000\n",
|
|
" - 39s - loss: 0.4393 - acc: 0.9395 - val_loss: 0.9064 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00067: val_acc did not improve from 0.86026\n",
|
|
"Epoch 68/3000\n",
|
|
" - 40s - loss: 0.4319 - acc: 0.9389 - val_loss: 0.8993 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00068: val_acc did not improve from 0.86026\n",
|
|
"Epoch 69/3000\n",
|
|
" - 39s - loss: 0.4387 - acc: 0.9360 - val_loss: 0.8797 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00069: val_acc did not improve from 0.86026\n",
|
|
"Epoch 70/3000\n",
|
|
" - 39s - loss: 0.4307 - acc: 0.9392 - val_loss: 0.9072 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00070: val_acc did not improve from 0.86026\n",
|
|
"Epoch 71/3000\n",
|
|
" - 38s - loss: 0.4298 - acc: 0.9386 - val_loss: 0.9000 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00071: val_acc did not improve from 0.86026\n",
|
|
"Epoch 72/3000\n",
|
|
" - 39s - loss: 0.4512 - acc: 0.9358 - val_loss: 0.9628 - val_acc: 0.8443\n",
|
|
"\n",
|
|
"Epoch 00072: val_acc did not improve from 0.86026\n",
|
|
"Epoch 73/3000\n",
|
|
" - 39s - loss: 0.4398 - acc: 0.9380 - val_loss: 0.9015 - val_acc: 0.8404\n",
|
|
"\n",
|
|
"Epoch 00073: val_acc did not improve from 0.86026\n",
|
|
"Epoch 74/3000\n",
|
|
" - 39s - loss: 0.4250 - acc: 0.9405 - val_loss: 0.9228 - val_acc: 0.8416\n",
|
|
"\n",
|
|
"Epoch 00074: val_acc did not improve from 0.86026\n",
|
|
"Epoch 75/3000\n",
|
|
" - 39s - loss: 0.4376 - acc: 0.9389 - val_loss: 1.0756 - val_acc: 0.8264\n",
|
|
"\n",
|
|
"Epoch 00075: val_acc did not improve from 0.86026\n",
|
|
"Epoch 76/3000\n",
|
|
" - 40s - loss: 0.4561 - acc: 0.9345 - val_loss: 0.9589 - val_acc: 0.8346\n",
|
|
"\n",
|
|
"Epoch 00076: val_acc did not improve from 0.86026\n",
|
|
"Epoch 77/3000\n",
|
|
" - 39s - loss: 0.4814 - acc: 0.9318 - val_loss: 0.9344 - val_acc: 0.8435\n",
|
|
"\n",
|
|
"Epoch 00077: val_acc did not improve from 0.86026\n",
|
|
"Epoch 78/3000\n",
|
|
" - 39s - loss: 0.4547 - acc: 0.9336 - val_loss: 0.9314 - val_acc: 0.8404\n",
|
|
"\n",
|
|
"Epoch 00078: val_acc did not improve from 0.86026\n",
|
|
"Epoch 79/3000\n",
|
|
" - 40s - loss: 0.4177 - acc: 0.9438 - val_loss: 0.9750 - val_acc: 0.8431\n",
|
|
"\n",
|
|
"Epoch 00079: val_acc did not improve from 0.86026\n",
|
|
"Epoch 80/3000\n",
|
|
" - 42s - loss: 0.4243 - acc: 0.9408 - val_loss: 0.9280 - val_acc: 0.8424\n",
|
|
"\n",
|
|
"Epoch 00080: val_acc did not improve from 0.86026\n",
|
|
"Epoch 81/3000\n",
|
|
" - 41s - loss: 0.4167 - acc: 0.9432 - val_loss: 0.9659 - val_acc: 0.8427\n",
|
|
"\n",
|
|
"Epoch 00081: val_acc did not improve from 0.86026\n",
|
|
"Epoch 82/3000\n",
|
|
" - 39s - loss: 0.4214 - acc: 0.9413 - val_loss: 0.9068 - val_acc: 0.8470\n",
|
|
"\n",
|
|
"Epoch 00082: val_acc did not improve from 0.86026\n",
|
|
"Epoch 83/3000\n",
|
|
" - 39s - loss: 0.4220 - acc: 0.9389 - val_loss: 0.9267 - val_acc: 0.8424\n",
|
|
"\n",
|
|
"Epoch 00083: val_acc did not improve from 0.86026\n",
|
|
"Epoch 84/3000\n",
|
|
" - 39s - loss: 0.4349 - acc: 0.9399 - val_loss: 0.8673 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00084: val_acc did not improve from 0.86026\n",
|
|
"\n",
|
|
"Epoch 00084: ReduceLROnPlateau reducing learning rate to 9.499999760009814e-05.\n",
|
|
"Epoch 85/3000\n",
|
|
" - 39s - loss: 0.4043 - acc: 0.9423 - val_loss: 0.9716 - val_acc: 0.8424\n",
|
|
"\n",
|
|
"Epoch 00085: val_acc did not improve from 0.86026\n",
|
|
"Epoch 86/3000\n",
|
|
" - 39s - loss: 0.4033 - acc: 0.9470 - val_loss: 0.8990 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 00086: val_acc did not improve from 0.86026\n",
|
|
"Epoch 87/3000\n",
|
|
" - 39s - loss: 0.4128 - acc: 0.9420 - val_loss: 0.9176 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 00087: val_acc did not improve from 0.86026\n",
|
|
"Epoch 88/3000\n",
|
|
" - 39s - loss: 0.4322 - acc: 0.9413 - val_loss: 0.9477 - val_acc: 0.8455\n",
|
|
"\n",
|
|
"Epoch 00088: val_acc did not improve from 0.86026\n",
|
|
"Epoch 89/3000\n",
|
|
" - 39s - loss: 0.4287 - acc: 0.9398 - val_loss: 0.9319 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00089: val_acc did not improve from 0.86026\n",
|
|
"Epoch 90/3000\n",
|
|
" - 39s - loss: 0.4087 - acc: 0.9429 - val_loss: 0.9390 - val_acc: 0.8381\n",
|
|
"\n",
|
|
"Epoch 00090: val_acc did not improve from 0.86026\n",
|
|
"Epoch 91/3000\n",
|
|
" - 39s - loss: 0.4065 - acc: 0.9457 - val_loss: 0.9405 - val_acc: 0.8385\n",
|
|
"\n",
|
|
"Epoch 00091: val_acc did not improve from 0.86026\n",
|
|
"Epoch 92/3000\n",
|
|
" - 39s - loss: 0.4121 - acc: 0.9438 - val_loss: 0.9280 - val_acc: 0.8443\n",
|
|
"\n",
|
|
"Epoch 00092: val_acc did not improve from 0.86026\n",
|
|
"Epoch 93/3000\n",
|
|
" - 39s - loss: 0.4262 - acc: 0.9389 - val_loss: 0.9276 - val_acc: 0.8342\n",
|
|
"\n",
|
|
"Epoch 00093: val_acc did not improve from 0.86026\n",
|
|
"Epoch 94/3000\n",
|
|
" - 39s - loss: 0.4168 - acc: 0.9432 - val_loss: 0.8850 - val_acc: 0.8392\n",
|
|
"\n",
|
|
"Epoch 00094: val_acc did not improve from 0.86026\n",
|
|
"Epoch 95/3000\n",
|
|
" - 39s - loss: 0.4275 - acc: 0.9401 - val_loss: 0.9073 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00095: val_acc did not improve from 0.86026\n",
|
|
"Epoch 96/3000\n",
|
|
" - 39s - loss: 0.4154 - acc: 0.9410 - val_loss: 0.9839 - val_acc: 0.8299\n",
|
|
"\n",
|
|
"Epoch 00096: val_acc did not improve from 0.86026\n",
|
|
"Epoch 97/3000\n",
|
|
" - 40s - loss: 0.4134 - acc: 0.9446 - val_loss: 1.0332 - val_acc: 0.8276\n",
|
|
"\n",
|
|
"Epoch 00097: val_acc did not improve from 0.86026\n",
|
|
"Epoch 98/3000\n",
|
|
" - 39s - loss: 0.4648 - acc: 0.9306 - val_loss: 1.0208 - val_acc: 0.8365\n",
|
|
"\n",
|
|
"Epoch 00098: val_acc did not improve from 0.86026\n",
|
|
"Epoch 99/3000\n",
|
|
" - 39s - loss: 0.4515 - acc: 0.9369 - val_loss: 0.9568 - val_acc: 0.8435\n",
|
|
"\n",
|
|
"Epoch 00099: val_acc did not improve from 0.86026\n",
|
|
"Epoch 100/3000\n",
|
|
" - 39s - loss: 0.4186 - acc: 0.9411 - val_loss: 0.9582 - val_acc: 0.8365\n",
|
|
"\n",
|
|
"Epoch 00100: val_acc did not improve from 0.86026\n",
|
|
"Epoch 101/3000\n",
|
|
" - 39s - loss: 0.4065 - acc: 0.9441 - val_loss: 0.9101 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00101: val_acc did not improve from 0.86026\n",
|
|
"Epoch 102/3000\n",
|
|
" - 39s - loss: 0.4159 - acc: 0.9429 - val_loss: 0.9969 - val_acc: 0.8388\n",
|
|
"\n",
|
|
"Epoch 00102: val_acc did not improve from 0.86026\n",
|
|
"Epoch 103/3000\n",
|
|
" - 39s - loss: 0.4549 - acc: 0.9334 - val_loss: 1.0005 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00103: val_acc did not improve from 0.86026\n",
|
|
"Epoch 104/3000\n",
|
|
" - 39s - loss: 0.4101 - acc: 0.9449 - val_loss: 0.7630 - val_acc: 0.8665\n",
|
|
"\n",
|
|
"Epoch 00104: val_acc improved from 0.86026 to 0.86649, saving model to ./ModelSnapshots/LSTM-v2-104.h5\n",
|
|
"Epoch 105/3000\n",
|
|
" - 39s - loss: 0.4220 - acc: 0.9405 - val_loss: 0.8933 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00105: val_acc did not improve from 0.86649\n",
|
|
"Epoch 106/3000\n",
|
|
" - 38s - loss: 0.4094 - acc: 0.9417 - val_loss: 0.8874 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00106: val_acc did not improve from 0.86649\n",
|
|
"Epoch 107/3000\n",
|
|
" - 38s - loss: 0.4191 - acc: 0.9401 - val_loss: 0.8584 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 00107: val_acc did not improve from 0.86649\n",
|
|
"Epoch 108/3000\n",
|
|
" - 39s - loss: 0.4098 - acc: 0.9446 - val_loss: 0.9456 - val_acc: 0.8424\n",
|
|
"\n",
|
|
"Epoch 00108: val_acc did not improve from 0.86649\n",
|
|
"Epoch 109/3000\n",
|
|
" - 39s - loss: 0.4520 - acc: 0.9348 - val_loss: 0.9103 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00109: val_acc did not improve from 0.86649\n",
|
|
"Epoch 110/3000\n",
|
|
" - 39s - loss: 0.4052 - acc: 0.9447 - val_loss: 0.8925 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00110: val_acc did not improve from 0.86649\n",
|
|
"Epoch 111/3000\n",
|
|
" - 39s - loss: 0.3867 - acc: 0.9467 - val_loss: 0.9218 - val_acc: 0.8459\n",
|
|
"\n",
|
|
"Epoch 00111: val_acc did not improve from 0.86649\n",
|
|
"Epoch 112/3000\n",
|
|
" - 39s - loss: 0.4004 - acc: 0.9466 - val_loss: 0.9572 - val_acc: 0.8424\n",
|
|
"\n",
|
|
"Epoch 00112: val_acc did not improve from 0.86649\n",
|
|
"Epoch 113/3000\n",
|
|
" - 40s - loss: 0.4357 - acc: 0.9370 - val_loss: 0.9873 - val_acc: 0.8420\n",
|
|
"\n",
|
|
"Epoch 00113: val_acc did not improve from 0.86649\n",
|
|
"Epoch 114/3000\n",
|
|
" - 39s - loss: 0.4327 - acc: 0.9399 - val_loss: 0.9470 - val_acc: 0.8443\n",
|
|
"\n",
|
|
"Epoch 00114: val_acc did not improve from 0.86649\n",
|
|
"Epoch 115/3000\n",
|
|
" - 39s - loss: 0.4282 - acc: 0.9454 - val_loss: 0.8582 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00115: val_acc did not improve from 0.86649\n",
|
|
"Epoch 116/3000\n",
|
|
" - 39s - loss: 0.4082 - acc: 0.9417 - val_loss: 1.0239 - val_acc: 0.8357\n",
|
|
"\n",
|
|
"Epoch 00116: val_acc did not improve from 0.86649\n",
|
|
"Epoch 117/3000\n",
|
|
" - 39s - loss: 0.4483 - acc: 0.9348 - val_loss: 0.8706 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00117: val_acc did not improve from 0.86649\n",
|
|
"Epoch 118/3000\n",
|
|
" - 40s - loss: 0.4208 - acc: 0.9408 - val_loss: 0.9734 - val_acc: 0.8388\n",
|
|
"\n",
|
|
"Epoch 00118: val_acc did not improve from 0.86649\n",
|
|
"Epoch 119/3000\n",
|
|
" - 38s - loss: 0.4357 - acc: 0.9364 - val_loss: 0.9709 - val_acc: 0.8392\n",
|
|
"\n",
|
|
"Epoch 00119: val_acc did not improve from 0.86649\n",
|
|
"Epoch 120/3000\n",
|
|
" - 39s - loss: 0.4519 - acc: 0.9331 - val_loss: 0.9216 - val_acc: 0.8435\n",
|
|
"\n",
|
|
"Epoch 00120: val_acc did not improve from 0.86649\n",
|
|
"Epoch 121/3000\n",
|
|
" - 39s - loss: 0.4216 - acc: 0.9413 - val_loss: 0.9375 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00121: val_acc did not improve from 0.86649\n",
|
|
"Epoch 122/3000\n",
|
|
" - 39s - loss: 0.4187 - acc: 0.9413 - val_loss: 0.8751 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00122: val_acc did not improve from 0.86649\n",
|
|
"Epoch 123/3000\n",
|
|
" - 39s - loss: 0.4169 - acc: 0.9469 - val_loss: 0.8852 - val_acc: 0.8459\n",
|
|
"\n",
|
|
"Epoch 00123: val_acc did not improve from 0.86649\n",
|
|
"Epoch 124/3000\n",
|
|
" - 39s - loss: 0.4069 - acc: 0.9461 - val_loss: 0.9012 - val_acc: 0.8443\n",
|
|
"\n",
|
|
"Epoch 00124: val_acc did not improve from 0.86649\n",
|
|
"Epoch 125/3000\n",
|
|
" - 39s - loss: 0.4158 - acc: 0.9405 - val_loss: 0.8521 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 00125: val_acc did not improve from 0.86649\n",
|
|
"Epoch 126/3000\n",
|
|
" - 39s - loss: 0.4191 - acc: 0.9414 - val_loss: 0.9001 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00126: val_acc did not improve from 0.86649\n",
|
|
"Epoch 127/3000\n",
|
|
" - 39s - loss: 0.3975 - acc: 0.9476 - val_loss: 0.9316 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00127: val_acc did not improve from 0.86649\n",
|
|
"Epoch 128/3000\n",
|
|
" - 39s - loss: 0.4252 - acc: 0.9402 - val_loss: 0.8905 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00128: val_acc did not improve from 0.86649\n",
|
|
"Epoch 129/3000\n",
|
|
" - 39s - loss: 0.4259 - acc: 0.9392 - val_loss: 0.8737 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00129: val_acc did not improve from 0.86649\n",
|
|
"Epoch 130/3000\n",
|
|
" - 39s - loss: 0.4075 - acc: 0.9441 - val_loss: 0.9467 - val_acc: 0.8381\n",
|
|
"\n",
|
|
"Epoch 00130: val_acc did not improve from 0.86649\n",
|
|
"Epoch 131/3000\n",
|
|
" - 39s - loss: 0.3948 - acc: 0.9472 - val_loss: 0.8441 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00131: val_acc did not improve from 0.86649\n",
|
|
"Epoch 132/3000\n",
|
|
" - 39s - loss: 0.4289 - acc: 0.9410 - val_loss: 0.9384 - val_acc: 0.8396\n",
|
|
"\n",
|
|
"Epoch 00132: val_acc did not improve from 0.86649\n",
|
|
"Epoch 133/3000\n",
|
|
" - 39s - loss: 0.4148 - acc: 0.9431 - val_loss: 0.9680 - val_acc: 0.8369\n",
|
|
"\n",
|
|
"Epoch 00133: val_acc did not improve from 0.86649\n",
|
|
"Epoch 134/3000\n",
|
|
" - 39s - loss: 0.4544 - acc: 0.9387 - val_loss: 0.9413 - val_acc: 0.8455\n",
|
|
"\n",
|
|
"Epoch 00134: val_acc did not improve from 0.86649\n",
|
|
"\n",
|
|
"Epoch 00134: ReduceLROnPlateau reducing learning rate to 9.02499959920533e-05.\n",
|
|
"Epoch 135/3000\n",
|
|
" - 39s - loss: 0.4370 - acc: 0.9402 - val_loss: 0.9007 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00135: val_acc did not improve from 0.86649\n",
|
|
"Epoch 136/3000\n",
|
|
" - 38s - loss: 0.3923 - acc: 0.9472 - val_loss: 0.8570 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00136: val_acc did not improve from 0.86649\n",
|
|
"Epoch 137/3000\n",
|
|
" - 39s - loss: 0.3934 - acc: 0.9450 - val_loss: 0.9029 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00137: val_acc did not improve from 0.86649\n",
|
|
"Epoch 138/3000\n",
|
|
" - 39s - loss: 0.3801 - acc: 0.9508 - val_loss: 0.9045 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00138: val_acc did not improve from 0.86649\n",
|
|
"Epoch 139/3000\n",
|
|
" - 40s - loss: 0.4030 - acc: 0.9454 - val_loss: 0.9157 - val_acc: 0.8427\n",
|
|
"\n",
|
|
"Epoch 00139: val_acc did not improve from 0.86649\n",
|
|
"Epoch 140/3000\n",
|
|
" - 39s - loss: 0.3966 - acc: 0.9485 - val_loss: 0.9957 - val_acc: 0.8342\n",
|
|
"\n",
|
|
"Epoch 00140: val_acc did not improve from 0.86649\n",
|
|
"Epoch 141/3000\n",
|
|
" - 39s - loss: 0.4135 - acc: 0.9443 - val_loss: 0.9842 - val_acc: 0.8346\n",
|
|
"\n",
|
|
"Epoch 00141: val_acc did not improve from 0.86649\n",
|
|
"Epoch 142/3000\n",
|
|
" - 39s - loss: 0.3960 - acc: 0.9490 - val_loss: 0.9163 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 00142: val_acc did not improve from 0.86649\n",
|
|
"Epoch 143/3000\n",
|
|
" - 39s - loss: 0.4101 - acc: 0.9410 - val_loss: 0.8855 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 00143: val_acc did not improve from 0.86649\n",
|
|
"Epoch 144/3000\n",
|
|
" - 39s - loss: 0.3965 - acc: 0.9509 - val_loss: 1.0028 - val_acc: 0.8303\n",
|
|
"\n",
|
|
"Epoch 00144: val_acc did not improve from 0.86649\n",
|
|
"Epoch 145/3000\n",
|
|
" - 40s - loss: 0.4101 - acc: 0.9413 - val_loss: 0.9372 - val_acc: 0.8400\n",
|
|
"\n",
|
|
"Epoch 00145: val_acc did not improve from 0.86649\n",
|
|
"Epoch 146/3000\n",
|
|
" - 39s - loss: 0.4004 - acc: 0.9444 - val_loss: 0.9043 - val_acc: 0.8474\n",
|
|
"\n",
|
|
"Epoch 00146: val_acc did not improve from 0.86649\n",
|
|
"Epoch 147/3000\n",
|
|
" - 39s - loss: 0.4090 - acc: 0.9440 - val_loss: 0.8569 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00147: val_acc did not improve from 0.86649\n",
|
|
"Epoch 148/3000\n",
|
|
" - 39s - loss: 0.4181 - acc: 0.9431 - val_loss: 0.9812 - val_acc: 0.8334\n",
|
|
"\n",
|
|
"Epoch 00148: val_acc did not improve from 0.86649\n",
|
|
"Epoch 149/3000\n",
|
|
" - 39s - loss: 0.4085 - acc: 0.9450 - val_loss: 0.8226 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00149: val_acc did not improve from 0.86649\n",
|
|
"Epoch 150/3000\n",
|
|
" - 39s - loss: 0.4201 - acc: 0.9411 - val_loss: 0.9429 - val_acc: 0.8424\n",
|
|
"\n",
|
|
"Epoch 00150: val_acc did not improve from 0.86649\n",
|
|
"Epoch 151/3000\n",
|
|
" - 39s - loss: 0.4101 - acc: 0.9428 - val_loss: 0.8741 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00151: val_acc did not improve from 0.86649\n",
|
|
"Epoch 152/3000\n",
|
|
" - 39s - loss: 0.4096 - acc: 0.9438 - val_loss: 0.8906 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00152: val_acc did not improve from 0.86649\n",
|
|
"Epoch 153/3000\n",
|
|
" - 39s - loss: 0.4016 - acc: 0.9444 - val_loss: 0.9297 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 00153: val_acc did not improve from 0.86649\n",
|
|
"Epoch 154/3000\n",
|
|
" - 40s - loss: 0.4003 - acc: 0.9473 - val_loss: 1.0061 - val_acc: 0.8424\n",
|
|
"\n",
|
|
"Epoch 00154: val_acc did not improve from 0.86649\n",
|
|
"Epoch 155/3000\n",
|
|
" - 39s - loss: 0.4044 - acc: 0.9454 - val_loss: 1.0106 - val_acc: 0.8412\n",
|
|
"\n",
|
|
"Epoch 00155: val_acc did not improve from 0.86649\n",
|
|
"Epoch 156/3000\n",
|
|
" - 39s - loss: 0.4122 - acc: 0.9414 - val_loss: 0.9389 - val_acc: 0.8443\n",
|
|
"\n",
|
|
"Epoch 00156: val_acc did not improve from 0.86649\n",
|
|
"Epoch 157/3000\n",
|
|
" - 39s - loss: 0.3976 - acc: 0.9446 - val_loss: 0.9240 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00157: val_acc did not improve from 0.86649\n",
|
|
"Epoch 158/3000\n",
|
|
" - 39s - loss: 0.3838 - acc: 0.9523 - val_loss: 0.9041 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 00158: val_acc did not improve from 0.86649\n",
|
|
"Epoch 159/3000\n",
|
|
" - 39s - loss: 0.4119 - acc: 0.9441 - val_loss: 0.9310 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00159: val_acc did not improve from 0.86649\n",
|
|
"Epoch 160/3000\n",
|
|
" - 39s - loss: 0.3936 - acc: 0.9464 - val_loss: 0.9601 - val_acc: 0.8431\n",
|
|
"\n",
|
|
"Epoch 00160: val_acc did not improve from 0.86649\n",
|
|
"Epoch 161/3000\n",
|
|
" - 39s - loss: 0.4161 - acc: 0.9435 - val_loss: 0.9179 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00161: val_acc did not improve from 0.86649\n",
|
|
"Epoch 162/3000\n",
|
|
" - 39s - loss: 0.4000 - acc: 0.9458 - val_loss: 0.9565 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00162: val_acc did not improve from 0.86649\n",
|
|
"Epoch 163/3000\n",
|
|
" - 39s - loss: 0.4164 - acc: 0.9419 - val_loss: 1.0898 - val_acc: 0.8272\n",
|
|
"\n",
|
|
"Epoch 00163: val_acc did not improve from 0.86649\n",
|
|
"Epoch 164/3000\n",
|
|
" - 39s - loss: 0.4255 - acc: 0.9398 - val_loss: 0.9603 - val_acc: 0.8381\n",
|
|
"\n",
|
|
"Epoch 00164: val_acc did not improve from 0.86649\n",
|
|
"\n",
|
|
"Epoch 00164: ReduceLROnPlateau reducing learning rate to 8.573749619245064e-05.\n",
|
|
"Epoch 165/3000\n",
|
|
" - 39s - loss: 0.4097 - acc: 0.9446 - val_loss: 0.9117 - val_acc: 0.8427\n",
|
|
"\n",
|
|
"Epoch 00165: val_acc did not improve from 0.86649\n",
|
|
"Epoch 166/3000\n",
|
|
" - 39s - loss: 0.3816 - acc: 0.9491 - val_loss: 0.9233 - val_acc: 0.8455\n",
|
|
"\n",
|
|
"Epoch 00166: val_acc did not improve from 0.86649\n",
|
|
"Epoch 167/3000\n",
|
|
" - 39s - loss: 0.4109 - acc: 0.9426 - val_loss: 0.9021 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00167: val_acc did not improve from 0.86649\n",
|
|
"Epoch 168/3000\n",
|
|
" - 40s - loss: 0.4019 - acc: 0.9446 - val_loss: 0.9406 - val_acc: 0.8462\n",
|
|
"\n",
|
|
"Epoch 00168: val_acc did not improve from 0.86649\n",
|
|
"Epoch 169/3000\n",
|
|
" - 40s - loss: 0.3951 - acc: 0.9464 - val_loss: 0.9533 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00169: val_acc did not improve from 0.86649\n",
|
|
"Epoch 170/3000\n",
|
|
" - 39s - loss: 0.3935 - acc: 0.9485 - val_loss: 0.9551 - val_acc: 0.8427\n",
|
|
"\n",
|
|
"Epoch 00170: val_acc did not improve from 0.86649\n",
|
|
"Epoch 171/3000\n",
|
|
" - 39s - loss: 0.3931 - acc: 0.9496 - val_loss: 0.9058 - val_acc: 0.8424\n",
|
|
"\n",
|
|
"Epoch 00171: val_acc did not improve from 0.86649\n",
|
|
"Epoch 172/3000\n",
|
|
" - 40s - loss: 0.3885 - acc: 0.9467 - val_loss: 0.9725 - val_acc: 0.8400\n",
|
|
"\n",
|
|
"Epoch 00172: val_acc did not improve from 0.86649\n",
|
|
"Epoch 173/3000\n",
|
|
" - 39s - loss: 0.3981 - acc: 0.9481 - val_loss: 0.9014 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00173: val_acc did not improve from 0.86649\n",
|
|
"Epoch 174/3000\n",
|
|
" - 40s - loss: 0.4189 - acc: 0.9460 - val_loss: 0.9159 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00174: val_acc did not improve from 0.86649\n",
|
|
"Epoch 175/3000\n",
|
|
" - 39s - loss: 0.4159 - acc: 0.9380 - val_loss: 0.9044 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00175: val_acc did not improve from 0.86649\n",
|
|
"Epoch 176/3000\n",
|
|
" - 39s - loss: 0.3944 - acc: 0.9482 - val_loss: 0.9412 - val_acc: 0.8385\n",
|
|
"\n",
|
|
"Epoch 00176: val_acc did not improve from 0.86649\n",
|
|
"Epoch 177/3000\n",
|
|
" - 39s - loss: 0.3890 - acc: 0.9502 - val_loss: 0.9233 - val_acc: 0.8451\n",
|
|
"\n",
|
|
"Epoch 00177: val_acc did not improve from 0.86649\n",
|
|
"Epoch 178/3000\n",
|
|
" - 39s - loss: 0.3900 - acc: 0.9515 - val_loss: 0.8865 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00178: val_acc did not improve from 0.86649\n",
|
|
"Epoch 179/3000\n",
|
|
" - 40s - loss: 0.4063 - acc: 0.9455 - val_loss: 0.9673 - val_acc: 0.8462\n",
|
|
"\n",
|
|
"Epoch 00179: val_acc did not improve from 0.86649\n",
|
|
"Epoch 180/3000\n",
|
|
" - 39s - loss: 0.3787 - acc: 0.9499 - val_loss: 0.9494 - val_acc: 0.8462\n",
|
|
"\n",
|
|
"Epoch 00180: val_acc did not improve from 0.86649\n",
|
|
"Epoch 181/3000\n",
|
|
" - 40s - loss: 0.4018 - acc: 0.9461 - val_loss: 0.9874 - val_acc: 0.8462\n",
|
|
"\n",
|
|
"Epoch 00181: val_acc did not improve from 0.86649\n",
|
|
"Epoch 182/3000\n",
|
|
" - 39s - loss: 0.3996 - acc: 0.9493 - val_loss: 0.8876 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00182: val_acc did not improve from 0.86649\n",
|
|
"Epoch 183/3000\n",
|
|
" - 40s - loss: 0.4109 - acc: 0.9461 - val_loss: 0.8838 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00183: val_acc did not improve from 0.86649\n",
|
|
"Epoch 184/3000\n",
|
|
" - 39s - loss: 0.3980 - acc: 0.9457 - val_loss: 0.8478 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 00184: val_acc did not improve from 0.86649\n",
|
|
"Epoch 185/3000\n",
|
|
" - 40s - loss: 0.3885 - acc: 0.9467 - val_loss: 0.9210 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00185: val_acc did not improve from 0.86649\n",
|
|
"Epoch 186/3000\n",
|
|
" - 40s - loss: 0.3894 - acc: 0.9499 - val_loss: 0.9790 - val_acc: 0.8431\n",
|
|
"\n",
|
|
"Epoch 00186: val_acc did not improve from 0.86649\n",
|
|
"Epoch 187/3000\n",
|
|
" - 39s - loss: 0.3871 - acc: 0.9494 - val_loss: 0.9039 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00187: val_acc did not improve from 0.86649\n",
|
|
"Epoch 188/3000\n",
|
|
" - 40s - loss: 0.3955 - acc: 0.9470 - val_loss: 0.9084 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00188: val_acc did not improve from 0.86649\n",
|
|
"Epoch 189/3000\n",
|
|
" - 40s - loss: 0.4062 - acc: 0.9446 - val_loss: 0.9570 - val_acc: 0.8318\n",
|
|
"\n",
|
|
"Epoch 00189: val_acc did not improve from 0.86649\n",
|
|
"Epoch 190/3000\n",
|
|
" - 39s - loss: 0.3884 - acc: 0.9469 - val_loss: 0.9881 - val_acc: 0.8400\n",
|
|
"\n",
|
|
"Epoch 00190: val_acc did not improve from 0.86649\n",
|
|
"Epoch 191/3000\n",
|
|
" - 39s - loss: 0.4025 - acc: 0.9472 - val_loss: 0.9180 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00191: val_acc did not improve from 0.86649\n",
|
|
"Epoch 192/3000\n",
|
|
" - 39s - loss: 0.3804 - acc: 0.9502 - val_loss: 0.9212 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00192: val_acc did not improve from 0.86649\n",
|
|
"Epoch 193/3000\n",
|
|
" - 39s - loss: 0.4011 - acc: 0.9416 - val_loss: 1.0128 - val_acc: 0.8385\n",
|
|
"\n",
|
|
"Epoch 00193: val_acc did not improve from 0.86649\n",
|
|
"Epoch 194/3000\n",
|
|
" - 40s - loss: 0.4137 - acc: 0.9426 - val_loss: 0.9164 - val_acc: 0.8435\n",
|
|
"\n",
|
|
"Epoch 00194: val_acc did not improve from 0.86649\n",
|
|
"\n",
|
|
"Epoch 00194: ReduceLROnPlateau reducing learning rate to 8.145062311086804e-05.\n",
|
|
"Epoch 195/3000\n",
|
|
" - 39s - loss: 0.3887 - acc: 0.9482 - val_loss: 0.9217 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00195: val_acc did not improve from 0.86649\n",
|
|
"Epoch 196/3000\n",
|
|
" - 40s - loss: 0.3835 - acc: 0.9490 - val_loss: 0.9337 - val_acc: 0.8412\n",
|
|
"\n",
|
|
"Epoch 00196: val_acc did not improve from 0.86649\n",
|
|
"Epoch 197/3000\n",
|
|
" - 39s - loss: 0.3901 - acc: 0.9478 - val_loss: 0.9818 - val_acc: 0.8353\n",
|
|
"\n",
|
|
"Epoch 00197: val_acc did not improve from 0.86649\n",
|
|
"Epoch 198/3000\n",
|
|
" - 39s - loss: 0.4046 - acc: 0.9461 - val_loss: 1.0099 - val_acc: 0.8326\n",
|
|
"\n",
|
|
"Epoch 00198: val_acc did not improve from 0.86649\n",
|
|
"Epoch 199/3000\n",
|
|
" - 39s - loss: 0.4022 - acc: 0.9463 - val_loss: 0.8810 - val_acc: 0.8459\n",
|
|
"\n",
|
|
"Epoch 00199: val_acc did not improve from 0.86649\n",
|
|
"Epoch 200/3000\n",
|
|
" - 39s - loss: 0.3884 - acc: 0.9505 - val_loss: 0.8836 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00200: val_acc did not improve from 0.86649\n",
|
|
"Epoch 201/3000\n",
|
|
" - 39s - loss: 0.4034 - acc: 0.9461 - val_loss: 0.9049 - val_acc: 0.8400\n",
|
|
"\n",
|
|
"Epoch 00201: val_acc did not improve from 0.86649\n",
|
|
"Epoch 202/3000\n",
|
|
" - 39s - loss: 0.3845 - acc: 0.9475 - val_loss: 0.9071 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00202: val_acc did not improve from 0.86649\n",
|
|
"Epoch 203/3000\n",
|
|
" - 40s - loss: 0.3795 - acc: 0.9503 - val_loss: 0.9272 - val_acc: 0.8443\n",
|
|
"\n",
|
|
"Epoch 00203: val_acc did not improve from 0.86649\n",
|
|
"Epoch 204/3000\n",
|
|
" - 39s - loss: 0.3677 - acc: 0.9521 - val_loss: 0.8768 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00204: val_acc did not improve from 0.86649\n",
|
|
"Epoch 205/3000\n",
|
|
" - 40s - loss: 0.3786 - acc: 0.9527 - val_loss: 0.9458 - val_acc: 0.8365\n",
|
|
"\n",
|
|
"Epoch 00205: val_acc did not improve from 0.86649\n",
|
|
"Epoch 206/3000\n",
|
|
" - 39s - loss: 0.4036 - acc: 0.9481 - val_loss: 0.8992 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00206: val_acc did not improve from 0.86649\n",
|
|
"Epoch 207/3000\n",
|
|
" - 39s - loss: 0.3865 - acc: 0.9467 - val_loss: 0.8995 - val_acc: 0.8439\n",
|
|
"\n",
|
|
"Epoch 00207: val_acc did not improve from 0.86649\n",
|
|
"Epoch 208/3000\n",
|
|
" - 39s - loss: 0.3734 - acc: 0.9532 - val_loss: 0.9297 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00208: val_acc did not improve from 0.86649\n",
|
|
"Epoch 209/3000\n",
|
|
" - 40s - loss: 0.3811 - acc: 0.9517 - val_loss: 0.8610 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00209: val_acc did not improve from 0.86649\n",
|
|
"Epoch 210/3000\n",
|
|
" - 39s - loss: 0.3746 - acc: 0.9517 - val_loss: 0.9199 - val_acc: 0.8431\n",
|
|
"\n",
|
|
"Epoch 00210: val_acc did not improve from 0.86649\n",
|
|
"Epoch 211/3000\n",
|
|
" - 39s - loss: 0.3745 - acc: 0.9505 - val_loss: 0.9545 - val_acc: 0.8361\n",
|
|
"\n",
|
|
"Epoch 00211: val_acc did not improve from 0.86649\n",
|
|
"Epoch 212/3000\n",
|
|
" - 40s - loss: 0.3858 - acc: 0.9478 - val_loss: 0.8884 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00212: val_acc did not improve from 0.86649\n",
|
|
"Epoch 213/3000\n",
|
|
" - 39s - loss: 0.3898 - acc: 0.9491 - val_loss: 0.9675 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00213: val_acc did not improve from 0.86649\n",
|
|
"Epoch 214/3000\n",
|
|
" - 39s - loss: 0.4043 - acc: 0.9485 - val_loss: 0.8941 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00214: val_acc did not improve from 0.86649\n",
|
|
"Epoch 215/3000\n",
|
|
" - 39s - loss: 0.3720 - acc: 0.9538 - val_loss: 0.9408 - val_acc: 0.8443\n",
|
|
"\n",
|
|
"Epoch 00215: val_acc did not improve from 0.86649\n",
|
|
"Epoch 216/3000\n",
|
|
" - 39s - loss: 0.3596 - acc: 0.9541 - val_loss: 0.9415 - val_acc: 0.8462\n",
|
|
"\n",
|
|
"Epoch 00216: val_acc did not improve from 0.86649\n",
|
|
"Epoch 217/3000\n",
|
|
" - 39s - loss: 0.3797 - acc: 0.9508 - val_loss: 0.9347 - val_acc: 0.8462\n",
|
|
"\n",
|
|
"Epoch 00217: val_acc did not improve from 0.86649\n",
|
|
"Epoch 218/3000\n",
|
|
" - 39s - loss: 0.3925 - acc: 0.9473 - val_loss: 0.8918 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00218: val_acc did not improve from 0.86649\n",
|
|
"Epoch 219/3000\n",
|
|
" - 39s - loss: 0.3767 - acc: 0.9488 - val_loss: 0.8936 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00219: val_acc did not improve from 0.86649\n",
|
|
"Epoch 220/3000\n",
|
|
" - 40s - loss: 0.3981 - acc: 0.9444 - val_loss: 0.9101 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00220: val_acc did not improve from 0.86649\n",
|
|
"Epoch 221/3000\n",
|
|
" - 39s - loss: 0.3935 - acc: 0.9484 - val_loss: 0.9340 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00221: val_acc did not improve from 0.86649\n",
|
|
"Epoch 222/3000\n",
|
|
" - 39s - loss: 0.3827 - acc: 0.9454 - val_loss: 0.9111 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00224: val_acc did not improve from 0.86649\n",
|
|
"\n",
|
|
"Epoch 00224: ReduceLROnPlateau reducing learning rate to 7.737808919046074e-05.\n",
|
|
"Epoch 225/3000\n",
|
|
" - 39s - loss: 0.4087 - acc: 0.9426 - val_loss: 0.9580 - val_acc: 0.8396\n",
|
|
"\n",
|
|
"Epoch 00225: val_acc did not improve from 0.86649\n",
|
|
"Epoch 226/3000\n",
|
|
" - 40s - loss: 0.3773 - acc: 0.9485 - val_loss: 0.9078 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00226: val_acc did not improve from 0.86649\n",
|
|
"Epoch 227/3000\n",
|
|
" - 40s - loss: 0.3660 - acc: 0.9530 - val_loss: 0.8983 - val_acc: 0.8451\n",
|
|
"\n",
|
|
"Epoch 00227: val_acc did not improve from 0.86649\n",
|
|
"Epoch 228/3000\n",
|
|
" - 39s - loss: 0.3804 - acc: 0.9490 - val_loss: 0.8204 - val_acc: 0.8618\n",
|
|
"\n",
|
|
"Epoch 00228: val_acc did not improve from 0.86649\n",
|
|
"Epoch 229/3000\n",
|
|
" - 39s - loss: 0.3861 - acc: 0.9479 - val_loss: 0.8979 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00229: val_acc did not improve from 0.86649\n",
|
|
"Epoch 230/3000\n",
|
|
" - 39s - loss: 0.4036 - acc: 0.9449 - val_loss: 0.8535 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00230: val_acc did not improve from 0.86649\n",
|
|
"Epoch 231/3000\n",
|
|
" - 39s - loss: 0.3948 - acc: 0.9464 - val_loss: 0.9545 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00231: val_acc did not improve from 0.86649\n",
|
|
"Epoch 232/3000\n",
|
|
" - 39s - loss: 0.3763 - acc: 0.9517 - val_loss: 1.0186 - val_acc: 0.8338\n",
|
|
"\n",
|
|
"Epoch 00232: val_acc did not improve from 0.86649\n",
|
|
"Epoch 233/3000\n",
|
|
" - 39s - loss: 0.3607 - acc: 0.9521 - val_loss: 0.9043 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00233: val_acc did not improve from 0.86649\n",
|
|
"Epoch 234/3000\n",
|
|
" - 40s - loss: 0.3710 - acc: 0.9505 - val_loss: 0.9583 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00234: val_acc did not improve from 0.86649\n",
|
|
"Epoch 235/3000\n",
|
|
" - 39s - loss: 0.3781 - acc: 0.9488 - val_loss: 0.8799 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00235: val_acc did not improve from 0.86649\n",
|
|
"Epoch 236/3000\n",
|
|
" - 40s - loss: 0.3754 - acc: 0.9534 - val_loss: 0.9165 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00236: val_acc did not improve from 0.86649\n",
|
|
"Epoch 237/3000\n",
|
|
" - 40s - loss: 0.3724 - acc: 0.9540 - val_loss: 0.9543 - val_acc: 0.8388\n",
|
|
"\n",
|
|
"Epoch 00237: val_acc did not improve from 0.86649\n",
|
|
"Epoch 238/3000\n",
|
|
" - 40s - loss: 0.3855 - acc: 0.9484 - val_loss: 0.9242 - val_acc: 0.8474\n",
|
|
"\n",
|
|
"Epoch 00238: val_acc did not improve from 0.86649\n",
|
|
"Epoch 239/3000\n",
|
|
" - 39s - loss: 0.3637 - acc: 0.9529 - val_loss: 0.9195 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00239: val_acc did not improve from 0.86649\n",
|
|
"Epoch 240/3000\n",
|
|
" - 39s - loss: 0.3883 - acc: 0.9500 - val_loss: 0.9836 - val_acc: 0.8357\n",
|
|
"\n",
|
|
"Epoch 00240: val_acc did not improve from 0.86649\n",
|
|
"Epoch 241/3000\n",
|
|
" - 40s - loss: 0.3729 - acc: 0.9505 - val_loss: 0.8994 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00241: val_acc did not improve from 0.86649\n",
|
|
"Epoch 242/3000\n",
|
|
" - 39s - loss: 0.3858 - acc: 0.9478 - val_loss: 0.8928 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00242: val_acc did not improve from 0.86649\n",
|
|
"Epoch 243/3000\n",
|
|
" - 40s - loss: 0.3655 - acc: 0.9547 - val_loss: 0.8937 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00243: val_acc did not improve from 0.86649\n",
|
|
"Epoch 244/3000\n",
|
|
" - 39s - loss: 0.3747 - acc: 0.9490 - val_loss: 0.9015 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 00244: val_acc did not improve from 0.86649\n",
|
|
"Epoch 245/3000\n",
|
|
" - 39s - loss: 0.3713 - acc: 0.9499 - val_loss: 0.9938 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00245: val_acc did not improve from 0.86649\n",
|
|
"Epoch 246/3000\n",
|
|
" - 39s - loss: 0.3796 - acc: 0.9500 - val_loss: 0.9559 - val_acc: 0.8431\n",
|
|
"\n",
|
|
"Epoch 00246: val_acc did not improve from 0.86649\n",
|
|
"Epoch 247/3000\n",
|
|
" - 40s - loss: 0.3666 - acc: 0.9523 - val_loss: 0.9361 - val_acc: 0.8385\n",
|
|
"\n",
|
|
"Epoch 00247: val_acc did not improve from 0.86649\n",
|
|
"Epoch 248/3000\n",
|
|
" - 40s - loss: 0.3775 - acc: 0.9515 - val_loss: 0.8607 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00248: val_acc did not improve from 0.86649\n",
|
|
"Epoch 249/3000\n",
|
|
" - 39s - loss: 0.3624 - acc: 0.9541 - val_loss: 0.9073 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00249: val_acc did not improve from 0.86649\n",
|
|
"Epoch 250/3000\n",
|
|
" - 39s - loss: 0.3687 - acc: 0.9524 - val_loss: 0.9094 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00250: val_acc did not improve from 0.86649\n",
|
|
"Epoch 251/3000\n",
|
|
" - 39s - loss: 0.3681 - acc: 0.9534 - val_loss: 0.9190 - val_acc: 0.8427\n",
|
|
"\n",
|
|
"Epoch 00251: val_acc did not improve from 0.86649\n",
|
|
"Epoch 252/3000\n",
|
|
" - 39s - loss: 0.3672 - acc: 0.9508 - val_loss: 0.8954 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00252: val_acc did not improve from 0.86649\n",
|
|
"Epoch 253/3000\n",
|
|
" - 40s - loss: 0.3870 - acc: 0.9473 - val_loss: 0.8745 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00253: val_acc did not improve from 0.86649\n",
|
|
"Epoch 254/3000\n",
|
|
" - 40s - loss: 0.3811 - acc: 0.9481 - val_loss: 0.9155 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00254: val_acc did not improve from 0.86649\n",
|
|
"\n",
|
|
"Epoch 00254: ReduceLROnPlateau reducing learning rate to 7.350918749580159e-05.\n",
|
|
"Epoch 255/3000\n",
|
|
" - 40s - loss: 0.3656 - acc: 0.9534 - val_loss: 0.8551 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00255: val_acc did not improve from 0.86649\n",
|
|
"Epoch 256/3000\n",
|
|
" - 39s - loss: 0.3653 - acc: 0.9514 - val_loss: 0.9610 - val_acc: 0.8338\n",
|
|
"\n",
|
|
"Epoch 00256: val_acc did not improve from 0.86649\n",
|
|
"Epoch 257/3000\n",
|
|
" - 39s - loss: 0.3980 - acc: 0.9463 - val_loss: 1.0120 - val_acc: 0.8295\n",
|
|
"\n",
|
|
"Epoch 00257: val_acc did not improve from 0.86649\n",
|
|
"Epoch 258/3000\n",
|
|
" - 40s - loss: 0.3869 - acc: 0.9481 - val_loss: 0.9067 - val_acc: 0.8439\n",
|
|
"\n",
|
|
"Epoch 00258: val_acc did not improve from 0.86649\n",
|
|
"Epoch 259/3000\n",
|
|
" - 39s - loss: 0.4147 - acc: 0.9423 - val_loss: 0.9569 - val_acc: 0.8416\n",
|
|
"\n",
|
|
"Epoch 00259: val_acc did not improve from 0.86649\n",
|
|
"Epoch 260/3000\n",
|
|
" - 39s - loss: 0.3765 - acc: 0.9493 - val_loss: 0.9149 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00260: val_acc did not improve from 0.86649\n",
|
|
"Epoch 261/3000\n",
|
|
" - 39s - loss: 0.3723 - acc: 0.9494 - val_loss: 0.9884 - val_acc: 0.8350\n",
|
|
"\n",
|
|
"Epoch 00261: val_acc did not improve from 0.86649\n",
|
|
"Epoch 262/3000\n",
|
|
" - 39s - loss: 0.3825 - acc: 0.9463 - val_loss: 0.9140 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00262: val_acc did not improve from 0.86649\n",
|
|
"Epoch 263/3000\n",
|
|
" - 40s - loss: 0.3643 - acc: 0.9535 - val_loss: 0.9832 - val_acc: 0.8369\n",
|
|
"\n",
|
|
"Epoch 00263: val_acc did not improve from 0.86649\n",
|
|
"Epoch 264/3000\n",
|
|
" - 39s - loss: 0.3596 - acc: 0.9526 - val_loss: 0.9553 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00264: val_acc did not improve from 0.86649\n",
|
|
"Epoch 265/3000\n",
|
|
" - 39s - loss: 0.3603 - acc: 0.9532 - val_loss: 0.9267 - val_acc: 0.8420\n",
|
|
"\n",
|
|
"Epoch 00265: val_acc did not improve from 0.86649\n",
|
|
"Epoch 266/3000\n",
|
|
" - 39s - loss: 0.3523 - acc: 0.9583 - val_loss: 0.9068 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00266: val_acc did not improve from 0.86649\n",
|
|
"Epoch 267/3000\n",
|
|
" - 39s - loss: 0.3496 - acc: 0.9553 - val_loss: 0.8808 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00267: val_acc did not improve from 0.86649\n",
|
|
"Epoch 268/3000\n",
|
|
" - 39s - loss: 0.3839 - acc: 0.9479 - val_loss: 0.8474 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 00268: val_acc did not improve from 0.86649\n",
|
|
"Epoch 269/3000\n",
|
|
" - 39s - loss: 0.3651 - acc: 0.9552 - val_loss: 0.9066 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00269: val_acc did not improve from 0.86649\n",
|
|
"Epoch 270/3000\n",
|
|
" - 39s - loss: 0.3781 - acc: 0.9494 - val_loss: 0.9599 - val_acc: 0.8439\n",
|
|
"\n",
|
|
"Epoch 00270: val_acc did not improve from 0.86649\n",
|
|
"Epoch 271/3000\n",
|
|
" - 40s - loss: 0.3577 - acc: 0.9529 - val_loss: 0.9236 - val_acc: 0.8474\n",
|
|
"\n",
|
|
"Epoch 00271: val_acc did not improve from 0.86649\n",
|
|
"Epoch 272/3000\n",
|
|
" - 40s - loss: 0.3792 - acc: 0.9473 - val_loss: 0.9265 - val_acc: 0.8439\n",
|
|
"\n",
|
|
"Epoch 00272: val_acc did not improve from 0.86649\n",
|
|
"Epoch 273/3000\n",
|
|
" - 40s - loss: 0.3674 - acc: 0.9523 - val_loss: 0.9896 - val_acc: 0.8373\n",
|
|
"\n",
|
|
"Epoch 00273: val_acc did not improve from 0.86649\n",
|
|
"Epoch 274/3000\n",
|
|
" - 39s - loss: 0.3655 - acc: 0.9526 - val_loss: 0.8524 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00274: val_acc did not improve from 0.86649\n",
|
|
"Epoch 275/3000\n",
|
|
" - 39s - loss: 0.3658 - acc: 0.9502 - val_loss: 0.9661 - val_acc: 0.8435\n",
|
|
"\n",
|
|
"Epoch 00275: val_acc did not improve from 0.86649\n",
|
|
"Epoch 276/3000\n",
|
|
" - 39s - loss: 0.3713 - acc: 0.9500 - val_loss: 0.8588 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00276: val_acc did not improve from 0.86649\n",
|
|
"Epoch 277/3000\n",
|
|
" - 39s - loss: 0.3685 - acc: 0.9540 - val_loss: 0.9974 - val_acc: 0.8408\n",
|
|
"\n",
|
|
"Epoch 00277: val_acc did not improve from 0.86649\n",
|
|
"Epoch 278/3000\n",
|
|
" - 39s - loss: 0.3696 - acc: 0.9526 - val_loss: 0.8494 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00278: val_acc did not improve from 0.86649\n",
|
|
"Epoch 279/3000\n",
|
|
" - 39s - loss: 0.3585 - acc: 0.9538 - val_loss: 0.9636 - val_acc: 0.8392\n",
|
|
"\n",
|
|
"Epoch 00279: val_acc did not improve from 0.86649\n",
|
|
"Epoch 280/3000\n",
|
|
" - 39s - loss: 0.3744 - acc: 0.9490 - val_loss: 0.8726 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 00280: val_acc did not improve from 0.86649\n",
|
|
"Epoch 281/3000\n",
|
|
" - 40s - loss: 0.3828 - acc: 0.9469 - val_loss: 0.9184 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00281: val_acc did not improve from 0.86649\n",
|
|
"Epoch 282/3000\n",
|
|
" - 39s - loss: 0.3731 - acc: 0.9505 - val_loss: 0.8927 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00282: val_acc did not improve from 0.86649\n",
|
|
"Epoch 283/3000\n",
|
|
" - 39s - loss: 0.3597 - acc: 0.9524 - val_loss: 0.8174 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 00283: val_acc did not improve from 0.86649\n",
|
|
"Epoch 284/3000\n",
|
|
" - 39s - loss: 0.3644 - acc: 0.9515 - val_loss: 0.9366 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00284: val_acc did not improve from 0.86649\n",
|
|
"\n",
|
|
"Epoch 00284: ReduceLROnPlateau reducing learning rate to 6.983372950344346e-05.\n",
|
|
"Epoch 285/3000\n",
|
|
" - 38s - loss: 0.3537 - acc: 0.9524 - val_loss: 0.9509 - val_acc: 0.8474\n",
|
|
"\n",
|
|
"Epoch 00285: val_acc did not improve from 0.86649\n",
|
|
"Epoch 286/3000\n",
|
|
" - 39s - loss: 0.3539 - acc: 0.9556 - val_loss: 0.8748 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 00286: val_acc did not improve from 0.86649\n",
|
|
"Epoch 287/3000\n",
|
|
" - 40s - loss: 0.3665 - acc: 0.9512 - val_loss: 0.9176 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00287: val_acc did not improve from 0.86649\n",
|
|
"Epoch 288/3000\n",
|
|
" - 39s - loss: 0.3592 - acc: 0.9523 - val_loss: 0.8962 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00288: val_acc did not improve from 0.86649\n",
|
|
"Epoch 289/3000\n",
|
|
" - 39s - loss: 0.3485 - acc: 0.9558 - val_loss: 0.8369 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 00289: val_acc did not improve from 0.86649\n",
|
|
"Epoch 290/3000\n",
|
|
" - 39s - loss: 0.3433 - acc: 0.9537 - val_loss: 0.8916 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 00290: val_acc did not improve from 0.86649\n",
|
|
"Epoch 291/3000\n",
|
|
" - 39s - loss: 0.3764 - acc: 0.9499 - val_loss: 0.9457 - val_acc: 0.8439\n",
|
|
"\n",
|
|
"Epoch 00291: val_acc did not improve from 0.86649\n",
|
|
"Epoch 292/3000\n",
|
|
" - 39s - loss: 0.3546 - acc: 0.9543 - val_loss: 0.9729 - val_acc: 0.8435\n",
|
|
"\n",
|
|
"Epoch 00292: val_acc did not improve from 0.86649\n",
|
|
"Epoch 293/3000\n",
|
|
" - 40s - loss: 0.3677 - acc: 0.9505 - val_loss: 0.9273 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 00293: val_acc did not improve from 0.86649\n",
|
|
"Epoch 294/3000\n",
|
|
" - 39s - loss: 0.3894 - acc: 0.9470 - val_loss: 0.9159 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00294: val_acc did not improve from 0.86649\n",
|
|
"Epoch 295/3000\n",
|
|
" - 40s - loss: 0.3607 - acc: 0.9532 - val_loss: 0.9351 - val_acc: 0.8462\n",
|
|
"\n",
|
|
"Epoch 00295: val_acc did not improve from 0.86649\n",
|
|
"Epoch 296/3000\n",
|
|
" - 39s - loss: 0.3785 - acc: 0.9485 - val_loss: 0.9046 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00296: val_acc did not improve from 0.86649\n",
|
|
"Epoch 297/3000\n",
|
|
" - 39s - loss: 0.3575 - acc: 0.9547 - val_loss: 0.9030 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00297: val_acc did not improve from 0.86649\n",
|
|
"Epoch 298/3000\n",
|
|
" - 40s - loss: 0.3679 - acc: 0.9521 - val_loss: 0.8527 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 00298: val_acc did not improve from 0.86649\n",
|
|
"Epoch 299/3000\n",
|
|
" - 40s - loss: 0.3658 - acc: 0.9527 - val_loss: 0.8763 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00299: val_acc did not improve from 0.86649\n",
|
|
"Epoch 300/3000\n",
|
|
" - 39s - loss: 0.3501 - acc: 0.9561 - val_loss: 0.8783 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00300: val_acc did not improve from 0.86649\n",
|
|
"Epoch 301/3000\n",
|
|
" - 40s - loss: 0.3594 - acc: 0.9538 - val_loss: 0.9492 - val_acc: 0.8443\n",
|
|
"\n",
|
|
"Epoch 00301: val_acc did not improve from 0.86649\n",
|
|
"Epoch 302/3000\n",
|
|
" - 40s - loss: 0.3566 - acc: 0.9541 - val_loss: 0.9000 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00302: val_acc did not improve from 0.86649\n",
|
|
"Epoch 303/3000\n",
|
|
" - 39s - loss: 0.3498 - acc: 0.9567 - val_loss: 0.9092 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00303: val_acc did not improve from 0.86649\n",
|
|
"Epoch 304/3000\n",
|
|
" - 39s - loss: 0.3646 - acc: 0.9534 - val_loss: 0.9032 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 00304: val_acc did not improve from 0.86649\n",
|
|
"Epoch 305/3000\n",
|
|
" - 39s - loss: 0.3381 - acc: 0.9588 - val_loss: 0.8957 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 00305: val_acc did not improve from 0.86649\n",
|
|
"Epoch 306/3000\n",
|
|
" - 39s - loss: 0.3567 - acc: 0.9541 - val_loss: 0.8587 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 00306: val_acc did not improve from 0.86649\n",
|
|
"Epoch 307/3000\n",
|
|
" - 39s - loss: 0.3696 - acc: 0.9493 - val_loss: 0.9091 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00307: val_acc did not improve from 0.86649\n",
|
|
"Epoch 308/3000\n",
|
|
" - 39s - loss: 0.3529 - acc: 0.9530 - val_loss: 0.9425 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00308: val_acc did not improve from 0.86649\n",
|
|
"Epoch 309/3000\n",
|
|
" - 39s - loss: 0.3585 - acc: 0.9540 - val_loss: 0.9658 - val_acc: 0.8307\n",
|
|
"\n",
|
|
"Epoch 00309: val_acc did not improve from 0.86649\n",
|
|
"Epoch 310/3000\n",
|
|
" - 39s - loss: 0.3701 - acc: 0.9482 - val_loss: 0.9474 - val_acc: 0.8404\n",
|
|
"\n",
|
|
"Epoch 00310: val_acc did not improve from 0.86649\n",
|
|
"Epoch 311/3000\n",
|
|
" - 39s - loss: 0.3728 - acc: 0.9485 - val_loss: 0.8468 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00311: val_acc did not improve from 0.86649\n",
|
|
"Epoch 312/3000\n",
|
|
" - 40s - loss: 0.3428 - acc: 0.9547 - val_loss: 0.8516 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 00312: val_acc did not improve from 0.86649\n",
|
|
"Epoch 313/3000\n",
|
|
" - 39s - loss: 0.3676 - acc: 0.9511 - val_loss: 0.9169 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00313: val_acc did not improve from 0.86649\n",
|
|
"Epoch 314/3000\n",
|
|
" - 39s - loss: 0.3761 - acc: 0.9464 - val_loss: 0.8943 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00314: val_acc did not improve from 0.86649\n",
|
|
"\n",
|
|
"Epoch 00314: ReduceLROnPlateau reducing learning rate to 6.634204510191921e-05.\n",
|
|
"Epoch 315/3000\n",
|
|
" - 39s - loss: 0.3402 - acc: 0.9567 - val_loss: 0.9325 - val_acc: 0.8377\n",
|
|
"\n",
|
|
"Epoch 00315: val_acc did not improve from 0.86649\n",
|
|
"Epoch 316/3000\n",
|
|
" - 39s - loss: 0.3531 - acc: 0.9526 - val_loss: 0.8943 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00316: val_acc did not improve from 0.86649\n",
|
|
"Epoch 317/3000\n",
|
|
" - 39s - loss: 0.3568 - acc: 0.9538 - val_loss: 0.9239 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00317: val_acc did not improve from 0.86649\n",
|
|
"Epoch 318/3000\n",
|
|
" - 39s - loss: 0.3511 - acc: 0.9546 - val_loss: 0.8757 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 00318: val_acc did not improve from 0.86649\n",
|
|
"Epoch 319/3000\n",
|
|
" - 39s - loss: 0.3493 - acc: 0.9565 - val_loss: 0.8912 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00319: val_acc did not improve from 0.86649\n",
|
|
"Epoch 320/3000\n",
|
|
" - 40s - loss: 0.3661 - acc: 0.9515 - val_loss: 0.9028 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00320: val_acc did not improve from 0.86649\n",
|
|
"Epoch 321/3000\n",
|
|
" - 39s - loss: 0.3615 - acc: 0.9559 - val_loss: 0.9068 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00321: val_acc did not improve from 0.86649\n",
|
|
"Epoch 322/3000\n",
|
|
" - 39s - loss: 0.3571 - acc: 0.9530 - val_loss: 0.9152 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00322: val_acc did not improve from 0.86649\n",
|
|
"Epoch 323/3000\n",
|
|
" - 39s - loss: 0.3619 - acc: 0.9535 - val_loss: 0.8739 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00323: val_acc did not improve from 0.86649\n",
|
|
"Epoch 324/3000\n",
|
|
" - 39s - loss: 0.3484 - acc: 0.9538 - val_loss: 0.9118 - val_acc: 0.8462\n",
|
|
"\n",
|
|
"Epoch 00324: val_acc did not improve from 0.86649\n",
|
|
"Epoch 325/3000\n",
|
|
" - 39s - loss: 0.3583 - acc: 0.9556 - val_loss: 0.9312 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00325: val_acc did not improve from 0.86649\n",
|
|
"Epoch 326/3000\n",
|
|
" - 39s - loss: 0.3683 - acc: 0.9506 - val_loss: 0.9007 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00326: val_acc did not improve from 0.86649\n",
|
|
"Epoch 327/3000\n",
|
|
" - 39s - loss: 0.3640 - acc: 0.9529 - val_loss: 0.9076 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00327: val_acc did not improve from 0.86649\n",
|
|
"Epoch 328/3000\n",
|
|
" - 39s - loss: 0.3379 - acc: 0.9583 - val_loss: 0.8766 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00328: val_acc did not improve from 0.86649\n",
|
|
"Epoch 329/3000\n",
|
|
" - 39s - loss: 0.3538 - acc: 0.9537 - val_loss: 0.9582 - val_acc: 0.8462\n",
|
|
"\n",
|
|
"Epoch 00329: val_acc did not improve from 0.86649\n",
|
|
"Epoch 330/3000\n",
|
|
" - 39s - loss: 0.3485 - acc: 0.9538 - val_loss: 0.8958 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00330: val_acc did not improve from 0.86649\n",
|
|
"Epoch 331/3000\n",
|
|
" - 40s - loss: 0.3540 - acc: 0.9534 - val_loss: 0.8465 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 00331: val_acc did not improve from 0.86649\n",
|
|
"Epoch 332/3000\n",
|
|
" - 39s - loss: 0.3498 - acc: 0.9574 - val_loss: 0.9472 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00332: val_acc did not improve from 0.86649\n",
|
|
"Epoch 333/3000\n",
|
|
" - 39s - loss: 0.3407 - acc: 0.9570 - val_loss: 0.9152 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 00333: val_acc did not improve from 0.86649\n",
|
|
"Epoch 334/3000\n",
|
|
" - 39s - loss: 0.3713 - acc: 0.9541 - val_loss: 0.8634 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00334: val_acc did not improve from 0.86649\n",
|
|
"Epoch 335/3000\n",
|
|
" - 39s - loss: 0.3541 - acc: 0.9537 - val_loss: 0.9005 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00335: val_acc did not improve from 0.86649\n",
|
|
"Epoch 336/3000\n",
|
|
" - 39s - loss: 0.3709 - acc: 0.9506 - val_loss: 0.9184 - val_acc: 0.8392\n",
|
|
"\n",
|
|
"Epoch 00336: val_acc did not improve from 0.86649\n",
|
|
"Epoch 337/3000\n",
|
|
" - 39s - loss: 0.3675 - acc: 0.9500 - val_loss: 0.8765 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 00337: val_acc did not improve from 0.86649\n",
|
|
"Epoch 338/3000\n",
|
|
" - 39s - loss: 0.3534 - acc: 0.9562 - val_loss: 0.9150 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00338: val_acc did not improve from 0.86649\n",
|
|
"Epoch 339/3000\n",
|
|
" - 39s - loss: 0.3440 - acc: 0.9561 - val_loss: 0.9922 - val_acc: 0.8400\n",
|
|
"\n",
|
|
"Epoch 00339: val_acc did not improve from 0.86649\n",
|
|
"Epoch 340/3000\n",
|
|
" - 39s - loss: 0.3579 - acc: 0.9535 - val_loss: 0.9198 - val_acc: 0.8451\n",
|
|
"\n",
|
|
"Epoch 00340: val_acc did not improve from 0.86649\n",
|
|
"Epoch 341/3000\n",
|
|
" - 39s - loss: 0.3605 - acc: 0.9511 - val_loss: 0.8777 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00341: val_acc did not improve from 0.86649\n",
|
|
"Epoch 342/3000\n",
|
|
" - 39s - loss: 0.3638 - acc: 0.9511 - val_loss: 0.9121 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00342: val_acc did not improve from 0.86649\n",
|
|
"Epoch 343/3000\n",
|
|
" - 39s - loss: 0.3619 - acc: 0.9514 - val_loss: 0.9426 - val_acc: 0.8424\n",
|
|
"\n",
|
|
"Epoch 00343: val_acc did not improve from 0.86649\n",
|
|
"Epoch 344/3000\n",
|
|
" - 39s - loss: 0.3542 - acc: 0.9553 - val_loss: 0.9400 - val_acc: 0.8443\n",
|
|
"\n",
|
|
"Epoch 00344: val_acc did not improve from 0.86649\n",
|
|
"\n",
|
|
"Epoch 00344: ReduceLROnPlateau reducing learning rate to 6.302494111878331e-05.\n",
|
|
"Epoch 345/3000\n",
|
|
" - 40s - loss: 0.3759 - acc: 0.9470 - val_loss: 0.8714 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00345: val_acc did not improve from 0.86649\n",
|
|
"Epoch 346/3000\n",
|
|
" - 39s - loss: 0.3568 - acc: 0.9523 - val_loss: 0.9523 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00346: val_acc did not improve from 0.86649\n",
|
|
"Epoch 347/3000\n",
|
|
" - 39s - loss: 0.3402 - acc: 0.9568 - val_loss: 0.9460 - val_acc: 0.8459\n",
|
|
"\n",
|
|
"Epoch 00347: val_acc did not improve from 0.86649\n",
|
|
"Epoch 348/3000\n",
|
|
" - 39s - loss: 0.3569 - acc: 0.9527 - val_loss: 0.8606 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00348: val_acc did not improve from 0.86649\n",
|
|
"Epoch 349/3000\n",
|
|
" - 39s - loss: 0.3515 - acc: 0.9555 - val_loss: 0.9580 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00349: val_acc did not improve from 0.86649\n",
|
|
"Epoch 350/3000\n",
|
|
" - 39s - loss: 0.3514 - acc: 0.9541 - val_loss: 0.9491 - val_acc: 0.8427\n",
|
|
"\n",
|
|
"Epoch 00350: val_acc did not improve from 0.86649\n",
|
|
"Epoch 351/3000\n",
|
|
" - 39s - loss: 0.3516 - acc: 0.9535 - val_loss: 0.9365 - val_acc: 0.8381\n",
|
|
"\n",
|
|
"Epoch 00351: val_acc did not improve from 0.86649\n",
|
|
"Epoch 352/3000\n",
|
|
" - 39s - loss: 0.3413 - acc: 0.9561 - val_loss: 0.9349 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00352: val_acc did not improve from 0.86649\n",
|
|
"Epoch 353/3000\n",
|
|
" - 39s - loss: 0.3529 - acc: 0.9534 - val_loss: 0.9106 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00353: val_acc did not improve from 0.86649\n",
|
|
"Epoch 354/3000\n",
|
|
" - 40s - loss: 0.3388 - acc: 0.9576 - val_loss: 0.8650 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00354: val_acc did not improve from 0.86649\n",
|
|
"Epoch 355/3000\n",
|
|
" - 39s - loss: 0.3457 - acc: 0.9576 - val_loss: 0.9217 - val_acc: 0.8459\n",
|
|
"\n",
|
|
"Epoch 00355: val_acc did not improve from 0.86649\n",
|
|
"Epoch 356/3000\n",
|
|
" - 39s - loss: 0.3485 - acc: 0.9546 - val_loss: 0.9274 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00356: val_acc did not improve from 0.86649\n",
|
|
"Epoch 357/3000\n",
|
|
" - 39s - loss: 0.3410 - acc: 0.9561 - val_loss: 0.9489 - val_acc: 0.8459\n",
|
|
"\n",
|
|
"Epoch 00357: val_acc did not improve from 0.86649\n",
|
|
"Epoch 358/3000\n",
|
|
" - 39s - loss: 0.3405 - acc: 0.9576 - val_loss: 0.9048 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00358: val_acc did not improve from 0.86649\n",
|
|
"Epoch 359/3000\n",
|
|
" - 39s - loss: 0.3482 - acc: 0.9550 - val_loss: 0.9928 - val_acc: 0.8462\n",
|
|
"\n",
|
|
"Epoch 00359: val_acc did not improve from 0.86649\n",
|
|
"Epoch 360/3000\n",
|
|
" - 39s - loss: 0.3555 - acc: 0.9561 - val_loss: 0.9409 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00360: val_acc did not improve from 0.86649\n",
|
|
"Epoch 361/3000\n",
|
|
" - 39s - loss: 0.3373 - acc: 0.9562 - val_loss: 0.8830 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00361: val_acc did not improve from 0.86649\n",
|
|
"Epoch 362/3000\n",
|
|
" - 39s - loss: 0.3407 - acc: 0.9527 - val_loss: 0.9251 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00362: val_acc did not improve from 0.86649\n",
|
|
"Epoch 363/3000\n",
|
|
" - 39s - loss: 0.3546 - acc: 0.9565 - val_loss: 0.8666 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00363: val_acc did not improve from 0.86649\n",
|
|
"Epoch 364/3000\n",
|
|
" - 39s - loss: 0.3530 - acc: 0.9526 - val_loss: 0.9651 - val_acc: 0.8462\n",
|
|
"\n",
|
|
"Epoch 00364: val_acc did not improve from 0.86649\n",
|
|
"Epoch 365/3000\n",
|
|
" - 39s - loss: 0.3449 - acc: 0.9586 - val_loss: 0.9295 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00365: val_acc did not improve from 0.86649\n",
|
|
"Epoch 366/3000\n",
|
|
" - 39s - loss: 0.3288 - acc: 0.9567 - val_loss: 1.0094 - val_acc: 0.8427\n",
|
|
"\n",
|
|
"Epoch 00366: val_acc did not improve from 0.86649\n",
|
|
"Epoch 367/3000\n",
|
|
" - 39s - loss: 0.3459 - acc: 0.9553 - val_loss: 0.9412 - val_acc: 0.8459\n",
|
|
"\n",
|
|
"Epoch 00367: val_acc did not improve from 0.86649\n",
|
|
"Epoch 368/3000\n",
|
|
" - 39s - loss: 0.3469 - acc: 0.9565 - val_loss: 0.8496 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 00368: val_acc did not improve from 0.86649\n",
|
|
"Epoch 369/3000\n",
|
|
" - 39s - loss: 0.3490 - acc: 0.9527 - val_loss: 1.0578 - val_acc: 0.8276\n",
|
|
"\n",
|
|
"Epoch 00369: val_acc did not improve from 0.86649\n",
|
|
"Epoch 370/3000\n",
|
|
" - 40s - loss: 0.3739 - acc: 0.9506 - val_loss: 0.9138 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 00370: val_acc did not improve from 0.86649\n",
|
|
"Epoch 371/3000\n",
|
|
" - 39s - loss: 0.3419 - acc: 0.9556 - val_loss: 0.9400 - val_acc: 0.8459\n",
|
|
"\n",
|
|
"Epoch 00371: val_acc did not improve from 0.86649\n",
|
|
"Epoch 372/3000\n",
|
|
" - 39s - loss: 0.3464 - acc: 0.9555 - val_loss: 0.9172 - val_acc: 0.8459\n",
|
|
"\n",
|
|
"Epoch 00372: val_acc did not improve from 0.86649\n",
|
|
"Epoch 373/3000\n",
|
|
" - 39s - loss: 0.3294 - acc: 0.9595 - val_loss: 0.8920 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00373: val_acc did not improve from 0.86649\n",
|
|
"Epoch 374/3000\n",
|
|
" - 39s - loss: 0.3560 - acc: 0.9523 - val_loss: 0.8554 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00374: val_acc did not improve from 0.86649\n",
|
|
"\n",
|
|
"Epoch 00374: ReduceLROnPlateau reducing learning rate to 5.9873694408452134e-05.\n",
|
|
"Epoch 375/3000\n",
|
|
" - 40s - loss: 0.3404 - acc: 0.9543 - val_loss: 0.9453 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00375: val_acc did not improve from 0.86649\n",
|
|
"Epoch 376/3000\n",
|
|
" - 39s - loss: 0.3477 - acc: 0.9555 - val_loss: 0.9316 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00376: val_acc did not improve from 0.86649\n",
|
|
"Epoch 377/3000\n",
|
|
" - 39s - loss: 0.3447 - acc: 0.9543 - val_loss: 0.8490 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 00377: val_acc did not improve from 0.86649\n",
|
|
"Epoch 378/3000\n",
|
|
" - 40s - loss: 0.3414 - acc: 0.9564 - val_loss: 0.9153 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00378: val_acc did not improve from 0.86649\n",
|
|
"Epoch 379/3000\n",
|
|
" - 39s - loss: 0.3439 - acc: 0.9565 - val_loss: 0.8819 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00379: val_acc did not improve from 0.86649\n",
|
|
"Epoch 380/3000\n",
|
|
" - 39s - loss: 0.3306 - acc: 0.9571 - val_loss: 0.8860 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 00380: val_acc did not improve from 0.86649\n",
|
|
"Epoch 381/3000\n",
|
|
" - 39s - loss: 0.3328 - acc: 0.9592 - val_loss: 0.9399 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 00381: val_acc did not improve from 0.86649\n",
|
|
"Epoch 382/3000\n",
|
|
" - 39s - loss: 0.3626 - acc: 0.9530 - val_loss: 0.8948 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00382: val_acc did not improve from 0.86649\n",
|
|
"Epoch 383/3000\n",
|
|
" - 39s - loss: 0.3342 - acc: 0.9562 - val_loss: 0.9457 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00383: val_acc did not improve from 0.86649\n",
|
|
"Epoch 384/3000\n",
|
|
" - 39s - loss: 0.3262 - acc: 0.9594 - val_loss: 0.8822 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00384: val_acc did not improve from 0.86649\n",
|
|
"Epoch 385/3000\n",
|
|
" - 39s - loss: 0.3446 - acc: 0.9561 - val_loss: 0.8581 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 00385: val_acc did not improve from 0.86649\n",
|
|
"Epoch 386/3000\n",
|
|
" - 40s - loss: 0.3536 - acc: 0.9561 - val_loss: 0.9542 - val_acc: 0.8404\n",
|
|
"\n",
|
|
"Epoch 00386: val_acc did not improve from 0.86649\n",
|
|
"Epoch 387/3000\n",
|
|
" - 39s - loss: 0.3523 - acc: 0.9553 - val_loss: 0.9583 - val_acc: 0.8334\n",
|
|
"\n",
|
|
"Epoch 00387: val_acc did not improve from 0.86649\n",
|
|
"Epoch 388/3000\n",
|
|
" - 40s - loss: 0.3573 - acc: 0.9558 - val_loss: 0.8497 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 00388: val_acc did not improve from 0.86649\n",
|
|
"Epoch 389/3000\n",
|
|
" - 39s - loss: 0.3448 - acc: 0.9564 - val_loss: 0.9241 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00390: val_acc did not improve from 0.86649\n",
|
|
"Epoch 391/3000\n",
|
|
" - 39s - loss: 0.3355 - acc: 0.9601 - val_loss: 0.9487 - val_acc: 0.8459\n",
|
|
"\n",
|
|
"Epoch 00391: val_acc did not improve from 0.86649\n",
|
|
"Epoch 392/3000\n",
|
|
" - 39s - loss: 0.3368 - acc: 0.9591 - val_loss: 0.9421 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00392: val_acc did not improve from 0.86649\n",
|
|
"Epoch 393/3000\n",
|
|
" - 40s - loss: 0.3445 - acc: 0.9546 - val_loss: 0.9602 - val_acc: 0.8435\n",
|
|
"\n",
|
|
"Epoch 00393: val_acc did not improve from 0.86649\n",
|
|
"Epoch 394/3000\n",
|
|
" - 39s - loss: 0.3369 - acc: 0.9582 - val_loss: 1.0126 - val_acc: 0.8404\n",
|
|
"\n",
|
|
"Epoch 00394: val_acc did not improve from 0.86649\n",
|
|
"Epoch 395/3000\n",
|
|
" - 39s - loss: 0.3393 - acc: 0.9553 - val_loss: 0.9342 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00395: val_acc did not improve from 0.86649\n",
|
|
"Epoch 396/3000\n",
|
|
" - 39s - loss: 0.3227 - acc: 0.9615 - val_loss: 0.8635 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00396: val_acc did not improve from 0.86649\n",
|
|
"Epoch 397/3000\n",
|
|
" - 39s - loss: 0.3304 - acc: 0.9580 - val_loss: 0.9210 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00397: val_acc did not improve from 0.86649\n",
|
|
"Epoch 398/3000\n",
|
|
" - 39s - loss: 0.3367 - acc: 0.9574 - val_loss: 0.8472 - val_acc: 0.8677\n",
|
|
"\n",
|
|
"Epoch 00398: val_acc improved from 0.86649 to 0.86765, saving model to ./ModelSnapshots/LSTM-v2-398.h5\n",
|
|
"Epoch 399/3000\n",
|
|
" - 39s - loss: 0.3272 - acc: 0.9583 - val_loss: 0.8903 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00399: val_acc did not improve from 0.86765\n",
|
|
"Epoch 400/3000\n",
|
|
" - 39s - loss: 0.3386 - acc: 0.9577 - val_loss: 0.8627 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 00400: val_acc did not improve from 0.86765\n",
|
|
"Epoch 401/3000\n",
|
|
" - 40s - loss: 0.3461 - acc: 0.9568 - val_loss: 0.9331 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00401: val_acc did not improve from 0.86765\n",
|
|
"Epoch 402/3000\n",
|
|
" - 39s - loss: 0.3497 - acc: 0.9555 - val_loss: 0.8815 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00402: val_acc did not improve from 0.86765\n",
|
|
"Epoch 403/3000\n",
|
|
" - 40s - loss: 0.3369 - acc: 0.9562 - val_loss: 0.9459 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00403: val_acc did not improve from 0.86765\n",
|
|
"Epoch 404/3000\n",
|
|
" - 39s - loss: 0.3439 - acc: 0.9532 - val_loss: 0.8664 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 00404: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00404: ReduceLROnPlateau reducing learning rate to 5.68800103792455e-05.\n",
|
|
"Epoch 405/3000\n",
|
|
" - 39s - loss: 0.3288 - acc: 0.9592 - val_loss: 0.8931 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00405: val_acc did not improve from 0.86765\n",
|
|
"Epoch 406/3000\n",
|
|
" - 39s - loss: 0.3252 - acc: 0.9591 - val_loss: 0.9370 - val_acc: 0.8443\n",
|
|
"\n",
|
|
"Epoch 00406: val_acc did not improve from 0.86765\n",
|
|
"Epoch 407/3000\n",
|
|
" - 39s - loss: 0.3420 - acc: 0.9562 - val_loss: 0.8960 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00407: val_acc did not improve from 0.86765\n",
|
|
"Epoch 408/3000\n",
|
|
" - 39s - loss: 0.3438 - acc: 0.9552 - val_loss: 0.9718 - val_acc: 0.8427\n",
|
|
"\n",
|
|
"Epoch 00408: val_acc did not improve from 0.86765\n",
|
|
"Epoch 409/3000\n",
|
|
" - 39s - loss: 0.3356 - acc: 0.9574 - val_loss: 0.9235 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00409: val_acc did not improve from 0.86765\n",
|
|
"Epoch 410/3000\n",
|
|
" - 39s - loss: 0.3196 - acc: 0.9603 - val_loss: 0.8746 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 00410: val_acc did not improve from 0.86765\n",
|
|
"Epoch 411/3000\n",
|
|
" - 39s - loss: 0.3455 - acc: 0.9568 - val_loss: 0.8772 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00411: val_acc did not improve from 0.86765\n",
|
|
"Epoch 412/3000\n",
|
|
" - 39s - loss: 0.3620 - acc: 0.9526 - val_loss: 0.8925 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00412: val_acc did not improve from 0.86765\n",
|
|
"Epoch 413/3000\n",
|
|
" - 39s - loss: 0.3418 - acc: 0.9570 - val_loss: 0.8578 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 00413: val_acc did not improve from 0.86765\n",
|
|
"Epoch 414/3000\n",
|
|
" - 39s - loss: 0.3230 - acc: 0.9583 - val_loss: 0.9399 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00414: val_acc did not improve from 0.86765\n",
|
|
"Epoch 415/3000\n",
|
|
" - 39s - loss: 0.3225 - acc: 0.9577 - val_loss: 0.9693 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00415: val_acc did not improve from 0.86765\n",
|
|
"Epoch 416/3000\n",
|
|
" - 39s - loss: 0.3343 - acc: 0.9574 - val_loss: 0.8807 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00416: val_acc did not improve from 0.86765\n",
|
|
"Epoch 417/3000\n",
|
|
" - 39s - loss: 0.3379 - acc: 0.9561 - val_loss: 0.8396 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 00417: val_acc did not improve from 0.86765\n",
|
|
"Epoch 418/3000\n",
|
|
" - 39s - loss: 0.3500 - acc: 0.9515 - val_loss: 0.8685 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00418: val_acc did not improve from 0.86765\n",
|
|
"Epoch 419/3000\n",
|
|
" - 39s - loss: 0.3236 - acc: 0.9594 - val_loss: 0.8988 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00419: val_acc did not improve from 0.86765\n",
|
|
"Epoch 420/3000\n",
|
|
" - 39s - loss: 0.3380 - acc: 0.9535 - val_loss: 0.8662 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 00420: val_acc did not improve from 0.86765\n",
|
|
"Epoch 421/3000\n",
|
|
" - 39s - loss: 0.3282 - acc: 0.9588 - val_loss: 0.9285 - val_acc: 0.8470\n",
|
|
"\n",
|
|
"Epoch 00421: val_acc did not improve from 0.86765\n",
|
|
"Epoch 422/3000\n",
|
|
" - 39s - loss: 0.3402 - acc: 0.9573 - val_loss: 0.9211 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00422: val_acc did not improve from 0.86765\n",
|
|
"Epoch 423/3000\n",
|
|
" - 39s - loss: 0.3400 - acc: 0.9570 - val_loss: 0.8997 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00423: val_acc did not improve from 0.86765\n",
|
|
"Epoch 424/3000\n",
|
|
" - 39s - loss: 0.3168 - acc: 0.9633 - val_loss: 0.8881 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 00424: val_acc did not improve from 0.86765\n",
|
|
"Epoch 425/3000\n",
|
|
" - 39s - loss: 0.3453 - acc: 0.9556 - val_loss: 0.9445 - val_acc: 0.8431\n",
|
|
"\n",
|
|
"Epoch 00425: val_acc did not improve from 0.86765\n",
|
|
"Epoch 426/3000\n",
|
|
" - 39s - loss: 0.3390 - acc: 0.9570 - val_loss: 0.9125 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 00426: val_acc did not improve from 0.86765\n",
|
|
"Epoch 427/3000\n",
|
|
" - 39s - loss: 0.3397 - acc: 0.9552 - val_loss: 0.8986 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00427: val_acc did not improve from 0.86765\n",
|
|
"Epoch 428/3000\n",
|
|
" - 39s - loss: 0.3488 - acc: 0.9553 - val_loss: 0.8960 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00428: val_acc did not improve from 0.86765\n",
|
|
"Epoch 429/3000\n",
|
|
" - 39s - loss: 0.3300 - acc: 0.9600 - val_loss: 0.8449 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 00429: val_acc did not improve from 0.86765\n",
|
|
"Epoch 430/3000\n",
|
|
" - 39s - loss: 0.3296 - acc: 0.9588 - val_loss: 0.9478 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00430: val_acc did not improve from 0.86765\n",
|
|
"Epoch 431/3000\n",
|
|
" - 39s - loss: 0.3305 - acc: 0.9589 - val_loss: 0.8713 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00431: val_acc did not improve from 0.86765\n",
|
|
"Epoch 432/3000\n",
|
|
" - 39s - loss: 0.3278 - acc: 0.9580 - val_loss: 0.9387 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00432: val_acc did not improve from 0.86765\n",
|
|
"Epoch 433/3000\n",
|
|
" - 39s - loss: 0.3489 - acc: 0.9515 - val_loss: 0.9361 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00433: val_acc did not improve from 0.86765\n",
|
|
"Epoch 434/3000\n",
|
|
" - 39s - loss: 0.3327 - acc: 0.9562 - val_loss: 0.9641 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00434: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00434: ReduceLROnPlateau reducing learning rate to 5.4036009169067255e-05.\n",
|
|
"Epoch 435/3000\n",
|
|
" - 39s - loss: 0.3291 - acc: 0.9597 - val_loss: 0.9595 - val_acc: 0.8381\n",
|
|
"\n",
|
|
"Epoch 00435: val_acc did not improve from 0.86765\n",
|
|
"Epoch 436/3000\n",
|
|
" - 39s - loss: 0.3637 - acc: 0.9553 - val_loss: 0.9519 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00436: val_acc did not improve from 0.86765\n",
|
|
"Epoch 437/3000\n",
|
|
" - 39s - loss: 0.3492 - acc: 0.9565 - val_loss: 1.0486 - val_acc: 0.8326\n",
|
|
"\n",
|
|
"Epoch 00437: val_acc did not improve from 0.86765\n",
|
|
"Epoch 438/3000\n",
|
|
" - 39s - loss: 0.3500 - acc: 0.9518 - val_loss: 0.9460 - val_acc: 0.8451\n",
|
|
"\n",
|
|
"Epoch 00438: val_acc did not improve from 0.86765\n",
|
|
"Epoch 439/3000\n",
|
|
" - 39s - loss: 0.3331 - acc: 0.9579 - val_loss: 0.9051 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00439: val_acc did not improve from 0.86765\n",
|
|
"Epoch 440/3000\n",
|
|
" - 39s - loss: 0.3301 - acc: 0.9580 - val_loss: 0.8741 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00440: val_acc did not improve from 0.86765\n",
|
|
"Epoch 441/3000\n",
|
|
" - 39s - loss: 0.3285 - acc: 0.9606 - val_loss: 0.9382 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00441: val_acc did not improve from 0.86765\n",
|
|
"Epoch 442/3000\n",
|
|
" - 39s - loss: 0.3185 - acc: 0.9626 - val_loss: 0.9443 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00442: val_acc did not improve from 0.86765\n",
|
|
"Epoch 443/3000\n",
|
|
" - 39s - loss: 0.3345 - acc: 0.9580 - val_loss: 0.9091 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00443: val_acc did not improve from 0.86765\n",
|
|
"Epoch 444/3000\n",
|
|
" - 40s - loss: 0.3237 - acc: 0.9589 - val_loss: 0.8787 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 00444: val_acc did not improve from 0.86765\n",
|
|
"Epoch 445/3000\n",
|
|
" - 39s - loss: 0.3170 - acc: 0.9595 - val_loss: 0.9144 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00445: val_acc did not improve from 0.86765\n",
|
|
"Epoch 446/3000\n",
|
|
" - 39s - loss: 0.3250 - acc: 0.9580 - val_loss: 0.9949 - val_acc: 0.8404\n",
|
|
"\n",
|
|
"Epoch 00446: val_acc did not improve from 0.86765\n",
|
|
"Epoch 447/3000\n",
|
|
" - 40s - loss: 0.3482 - acc: 0.9532 - val_loss: 0.9225 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00447: val_acc did not improve from 0.86765\n",
|
|
"Epoch 448/3000\n",
|
|
" - 39s - loss: 0.3508 - acc: 0.9574 - val_loss: 0.9944 - val_acc: 0.8431\n",
|
|
"\n",
|
|
"Epoch 00448: val_acc did not improve from 0.86765\n",
|
|
"Epoch 449/3000\n",
|
|
" - 39s - loss: 0.3301 - acc: 0.9565 - val_loss: 0.8755 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 00449: val_acc did not improve from 0.86765\n",
|
|
"Epoch 450/3000\n",
|
|
" - 39s - loss: 0.3210 - acc: 0.9615 - val_loss: 0.9460 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00450: val_acc did not improve from 0.86765\n",
|
|
"Epoch 451/3000\n",
|
|
" - 39s - loss: 0.3255 - acc: 0.9562 - val_loss: 0.9479 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00451: val_acc did not improve from 0.86765\n",
|
|
"Epoch 452/3000\n",
|
|
" - 40s - loss: 0.3187 - acc: 0.9589 - val_loss: 0.9648 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00452: val_acc did not improve from 0.86765\n",
|
|
"Epoch 453/3000\n",
|
|
" - 40s - loss: 0.3272 - acc: 0.9603 - val_loss: 0.9094 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 00453: val_acc did not improve from 0.86765\n",
|
|
"Epoch 454/3000\n",
|
|
" - 39s - loss: 0.3186 - acc: 0.9583 - val_loss: 0.9130 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00454: val_acc did not improve from 0.86765\n",
|
|
"Epoch 455/3000\n",
|
|
" - 39s - loss: 0.3492 - acc: 0.9540 - val_loss: 0.9120 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 00455: val_acc did not improve from 0.86765\n",
|
|
"Epoch 456/3000\n",
|
|
" - 39s - loss: 0.3335 - acc: 0.9586 - val_loss: 0.9360 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00456: val_acc did not improve from 0.86765\n",
|
|
"Epoch 457/3000\n",
|
|
" - 39s - loss: 0.3273 - acc: 0.9568 - val_loss: 0.9653 - val_acc: 0.8435\n",
|
|
"\n",
|
|
"Epoch 00457: val_acc did not improve from 0.86765\n",
|
|
"Epoch 458/3000\n",
|
|
" - 40s - loss: 0.3327 - acc: 0.9576 - val_loss: 0.9670 - val_acc: 0.8439\n",
|
|
"\n",
|
|
"Epoch 00458: val_acc did not improve from 0.86765\n",
|
|
"Epoch 459/3000\n",
|
|
" - 39s - loss: 0.3384 - acc: 0.9565 - val_loss: 0.9111 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00459: val_acc did not improve from 0.86765\n",
|
|
"Epoch 460/3000\n",
|
|
" - 39s - loss: 0.3256 - acc: 0.9582 - val_loss: 0.9494 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00460: val_acc did not improve from 0.86765\n",
|
|
"Epoch 461/3000\n",
|
|
" - 39s - loss: 0.3388 - acc: 0.9567 - val_loss: 0.8919 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00461: val_acc did not improve from 0.86765\n",
|
|
"Epoch 462/3000\n",
|
|
" - 39s - loss: 0.3470 - acc: 0.9543 - val_loss: 0.8662 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00462: val_acc did not improve from 0.86765\n",
|
|
"Epoch 463/3000\n",
|
|
" - 40s - loss: 0.3261 - acc: 0.9583 - val_loss: 0.8317 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00463: val_acc did not improve from 0.86765\n",
|
|
"Epoch 464/3000\n",
|
|
" - 39s - loss: 0.3419 - acc: 0.9561 - val_loss: 1.0010 - val_acc: 0.8416\n",
|
|
"\n",
|
|
"Epoch 00464: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00464: ReduceLROnPlateau reducing learning rate to 5.133420836500591e-05.\n",
|
|
"Epoch 465/3000\n",
|
|
" - 39s - loss: 0.3346 - acc: 0.9576 - val_loss: 0.8434 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00465: val_acc did not improve from 0.86765\n",
|
|
"Epoch 466/3000\n",
|
|
" - 39s - loss: 0.3281 - acc: 0.9611 - val_loss: 0.8669 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00466: val_acc did not improve from 0.86765\n",
|
|
"Epoch 467/3000\n",
|
|
" - 39s - loss: 0.3298 - acc: 0.9591 - val_loss: 0.9269 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00467: val_acc did not improve from 0.86765\n",
|
|
"Epoch 468/3000\n",
|
|
" - 39s - loss: 0.3375 - acc: 0.9564 - val_loss: 0.9649 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00468: val_acc did not improve from 0.86765\n",
|
|
"Epoch 469/3000\n",
|
|
" - 40s - loss: 0.3302 - acc: 0.9604 - val_loss: 0.9569 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00469: val_acc did not improve from 0.86765\n",
|
|
"Epoch 470/3000\n",
|
|
" - 39s - loss: 0.3267 - acc: 0.9589 - val_loss: 0.9243 - val_acc: 0.8459\n",
|
|
"\n",
|
|
"Epoch 00470: val_acc did not improve from 0.86765\n",
|
|
"Epoch 471/3000\n",
|
|
" - 39s - loss: 0.3168 - acc: 0.9603 - val_loss: 0.9311 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00471: val_acc did not improve from 0.86765\n",
|
|
"Epoch 472/3000\n",
|
|
" - 39s - loss: 0.3068 - acc: 0.9645 - val_loss: 0.8702 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00472: val_acc did not improve from 0.86765\n",
|
|
"Epoch 473/3000\n",
|
|
" - 39s - loss: 0.3163 - acc: 0.9595 - val_loss: 0.9633 - val_acc: 0.8474\n",
|
|
"\n",
|
|
"Epoch 00473: val_acc did not improve from 0.86765\n",
|
|
"Epoch 474/3000\n",
|
|
" - 39s - loss: 0.3149 - acc: 0.9624 - val_loss: 0.9056 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 00474: val_acc did not improve from 0.86765\n",
|
|
"Epoch 475/3000\n",
|
|
" - 39s - loss: 0.3333 - acc: 0.9568 - val_loss: 0.8720 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00475: val_acc did not improve from 0.86765\n",
|
|
"Epoch 476/3000\n",
|
|
" - 39s - loss: 0.3150 - acc: 0.9623 - val_loss: 0.9025 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00476: val_acc did not improve from 0.86765\n",
|
|
"Epoch 477/3000\n",
|
|
" - 39s - loss: 0.3332 - acc: 0.9570 - val_loss: 0.9184 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00477: val_acc did not improve from 0.86765\n",
|
|
"Epoch 478/3000\n",
|
|
" - 39s - loss: 0.3236 - acc: 0.9585 - val_loss: 0.8487 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 00478: val_acc did not improve from 0.86765\n",
|
|
"Epoch 479/3000\n",
|
|
" - 39s - loss: 0.3201 - acc: 0.9592 - val_loss: 0.8885 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00479: val_acc did not improve from 0.86765\n",
|
|
"Epoch 480/3000\n",
|
|
" - 39s - loss: 0.3304 - acc: 0.9562 - val_loss: 0.9052 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00480: val_acc did not improve from 0.86765\n",
|
|
"Epoch 481/3000\n",
|
|
" - 39s - loss: 0.3175 - acc: 0.9612 - val_loss: 0.8701 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00481: val_acc did not improve from 0.86765\n",
|
|
"Epoch 482/3000\n",
|
|
" - 40s - loss: 0.3281 - acc: 0.9573 - val_loss: 0.9248 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00482: val_acc did not improve from 0.86765\n",
|
|
"Epoch 483/3000\n",
|
|
" - 40s - loss: 0.3284 - acc: 0.9576 - val_loss: 0.9771 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00483: val_acc did not improve from 0.86765\n",
|
|
"Epoch 484/3000\n",
|
|
" - 39s - loss: 0.3366 - acc: 0.9570 - val_loss: 0.9807 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00484: val_acc did not improve from 0.86765\n",
|
|
"Epoch 485/3000\n",
|
|
" - 39s - loss: 0.3184 - acc: 0.9614 - val_loss: 0.9132 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00485: val_acc did not improve from 0.86765\n",
|
|
"Epoch 486/3000\n",
|
|
" - 39s - loss: 0.3115 - acc: 0.9617 - val_loss: 0.9153 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00486: val_acc did not improve from 0.86765\n",
|
|
"Epoch 487/3000\n",
|
|
" - 39s - loss: 0.3381 - acc: 0.9532 - val_loss: 0.9092 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00487: val_acc did not improve from 0.86765\n",
|
|
"Epoch 488/3000\n",
|
|
" - 39s - loss: 0.3372 - acc: 0.9574 - val_loss: 0.9252 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00488: val_acc did not improve from 0.86765\n",
|
|
"Epoch 489/3000\n",
|
|
" - 39s - loss: 0.3209 - acc: 0.9597 - val_loss: 0.9447 - val_acc: 0.8427\n",
|
|
"\n",
|
|
"Epoch 00489: val_acc did not improve from 0.86765\n",
|
|
"Epoch 490/3000\n",
|
|
" - 39s - loss: 0.3298 - acc: 0.9591 - val_loss: 0.8678 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 00490: val_acc did not improve from 0.86765\n",
|
|
"Epoch 491/3000\n",
|
|
" - 39s - loss: 0.3257 - acc: 0.9594 - val_loss: 0.8909 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00491: val_acc did not improve from 0.86765\n",
|
|
"Epoch 492/3000\n",
|
|
" - 39s - loss: 0.3173 - acc: 0.9597 - val_loss: 0.9157 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00492: val_acc did not improve from 0.86765\n",
|
|
"Epoch 493/3000\n",
|
|
" - 39s - loss: 0.3303 - acc: 0.9611 - val_loss: 0.9396 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00493: val_acc did not improve from 0.86765\n",
|
|
"Epoch 494/3000\n",
|
|
" - 39s - loss: 0.3222 - acc: 0.9609 - val_loss: 0.9693 - val_acc: 0.8470\n",
|
|
"\n",
|
|
"Epoch 00494: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00494: ReduceLROnPlateau reducing learning rate to 4.876749881077558e-05.\n",
|
|
"Epoch 495/3000\n",
|
|
" - 40s - loss: 0.3281 - acc: 0.9583 - val_loss: 0.9320 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00495: val_acc did not improve from 0.86765\n",
|
|
"Epoch 496/3000\n",
|
|
" - 39s - loss: 0.3316 - acc: 0.9574 - val_loss: 0.9316 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00496: val_acc did not improve from 0.86765\n",
|
|
"Epoch 497/3000\n",
|
|
" - 39s - loss: 0.3135 - acc: 0.9614 - val_loss: 0.8739 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00497: val_acc did not improve from 0.86765\n",
|
|
"Epoch 498/3000\n",
|
|
" - 39s - loss: 0.3212 - acc: 0.9586 - val_loss: 0.8895 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00498: val_acc did not improve from 0.86765\n",
|
|
"Epoch 499/3000\n",
|
|
" - 39s - loss: 0.3216 - acc: 0.9595 - val_loss: 0.8799 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00499: val_acc did not improve from 0.86765\n",
|
|
"Epoch 500/3000\n",
|
|
" - 39s - loss: 0.3230 - acc: 0.9583 - val_loss: 0.8783 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00500: val_acc did not improve from 0.86765\n",
|
|
"Epoch 501/3000\n",
|
|
" - 39s - loss: 0.3177 - acc: 0.9606 - val_loss: 0.9315 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00501: val_acc did not improve from 0.86765\n",
|
|
"Epoch 502/3000\n",
|
|
" - 39s - loss: 0.3369 - acc: 0.9550 - val_loss: 0.9903 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00502: val_acc did not improve from 0.86765\n",
|
|
"Epoch 503/3000\n",
|
|
" - 39s - loss: 0.3324 - acc: 0.9603 - val_loss: 0.8952 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 00503: val_acc did not improve from 0.86765\n",
|
|
"Epoch 504/3000\n",
|
|
" - 40s - loss: 0.3390 - acc: 0.9556 - val_loss: 0.9544 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 00504: val_acc did not improve from 0.86765\n",
|
|
"Epoch 505/3000\n",
|
|
" - 40s - loss: 0.3353 - acc: 0.9564 - val_loss: 0.9124 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00505: val_acc did not improve from 0.86765\n",
|
|
"Epoch 506/3000\n",
|
|
" - 39s - loss: 0.3210 - acc: 0.9594 - val_loss: 0.8594 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 00506: val_acc did not improve from 0.86765\n",
|
|
"Epoch 507/3000\n",
|
|
" - 39s - loss: 0.3219 - acc: 0.9573 - val_loss: 0.8915 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00507: val_acc did not improve from 0.86765\n",
|
|
"Epoch 508/3000\n",
|
|
" - 39s - loss: 0.3247 - acc: 0.9588 - val_loss: 0.8953 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00508: val_acc did not improve from 0.86765\n",
|
|
"Epoch 509/3000\n",
|
|
" - 39s - loss: 0.3191 - acc: 0.9607 - val_loss: 0.8783 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00509: val_acc did not improve from 0.86765\n",
|
|
"Epoch 510/3000\n",
|
|
" - 39s - loss: 0.3234 - acc: 0.9574 - val_loss: 0.9082 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00510: val_acc did not improve from 0.86765\n",
|
|
"Epoch 511/3000\n",
|
|
" - 39s - loss: 0.3298 - acc: 0.9562 - val_loss: 0.8984 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00511: val_acc did not improve from 0.86765\n",
|
|
"Epoch 512/3000\n",
|
|
" - 39s - loss: 0.3041 - acc: 0.9641 - val_loss: 0.8977 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00512: val_acc did not improve from 0.86765\n",
|
|
"Epoch 513/3000\n",
|
|
" - 39s - loss: 0.3270 - acc: 0.9555 - val_loss: 0.8402 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 00513: val_acc did not improve from 0.86765\n",
|
|
"Epoch 514/3000\n",
|
|
" - 40s - loss: 0.3115 - acc: 0.9606 - val_loss: 0.8794 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 00514: val_acc did not improve from 0.86765\n",
|
|
"Epoch 515/3000\n",
|
|
" - 39s - loss: 0.3252 - acc: 0.9562 - val_loss: 0.9451 - val_acc: 0.8455\n",
|
|
"\n",
|
|
"Epoch 00515: val_acc did not improve from 0.86765\n",
|
|
"Epoch 516/3000\n",
|
|
" - 39s - loss: 0.3219 - acc: 0.9597 - val_loss: 0.8295 - val_acc: 0.8657\n",
|
|
"\n",
|
|
"Epoch 00516: val_acc did not improve from 0.86765\n",
|
|
"Epoch 517/3000\n",
|
|
" - 39s - loss: 0.3225 - acc: 0.9577 - val_loss: 0.8308 - val_acc: 0.8638\n",
|
|
"\n",
|
|
"Epoch 00517: val_acc did not improve from 0.86765\n",
|
|
"Epoch 518/3000\n",
|
|
" - 39s - loss: 0.3120 - acc: 0.9614 - val_loss: 0.8791 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00518: val_acc did not improve from 0.86765\n",
|
|
"Epoch 519/3000\n",
|
|
" - 39s - loss: 0.3207 - acc: 0.9588 - val_loss: 0.8841 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00519: val_acc did not improve from 0.86765\n",
|
|
"Epoch 520/3000\n",
|
|
" - 39s - loss: 0.3166 - acc: 0.9603 - val_loss: 0.8913 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00520: val_acc did not improve from 0.86765\n",
|
|
"Epoch 521/3000\n",
|
|
" - 39s - loss: 0.3218 - acc: 0.9604 - val_loss: 0.8800 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00521: val_acc did not improve from 0.86765\n",
|
|
"Epoch 522/3000\n",
|
|
" - 39s - loss: 0.3278 - acc: 0.9586 - val_loss: 0.8885 - val_acc: 0.8455\n",
|
|
"\n",
|
|
"Epoch 00522: val_acc did not improve from 0.86765\n",
|
|
"Epoch 523/3000\n",
|
|
" - 40s - loss: 0.3203 - acc: 0.9577 - val_loss: 0.8893 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00523: val_acc did not improve from 0.86765\n",
|
|
"Epoch 524/3000\n",
|
|
" - 39s - loss: 0.3078 - acc: 0.9635 - val_loss: 0.8748 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 00524: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00524: ReduceLROnPlateau reducing learning rate to 4.63291238702368e-05.\n",
|
|
"Epoch 525/3000\n",
|
|
" - 40s - loss: 0.3199 - acc: 0.9588 - val_loss: 0.9706 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00525: val_acc did not improve from 0.86765\n",
|
|
"Epoch 526/3000\n",
|
|
" - 40s - loss: 0.3191 - acc: 0.9583 - val_loss: 0.8217 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 00526: val_acc did not improve from 0.86765\n",
|
|
"Epoch 527/3000\n",
|
|
" - 39s - loss: 0.3051 - acc: 0.9626 - val_loss: 0.9206 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00527: val_acc did not improve from 0.86765\n",
|
|
"Epoch 528/3000\n",
|
|
" - 39s - loss: 0.3100 - acc: 0.9618 - val_loss: 0.9187 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00528: val_acc did not improve from 0.86765\n",
|
|
"Epoch 529/3000\n",
|
|
" - 39s - loss: 0.3182 - acc: 0.9600 - val_loss: 0.8847 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 00529: val_acc did not improve from 0.86765\n",
|
|
"Epoch 530/3000\n",
|
|
" - 40s - loss: 0.3149 - acc: 0.9598 - val_loss: 0.8858 - val_acc: 0.8459\n",
|
|
"\n",
|
|
"Epoch 00530: val_acc did not improve from 0.86765\n",
|
|
"Epoch 531/3000\n",
|
|
" - 39s - loss: 0.3266 - acc: 0.9588 - val_loss: 0.8866 - val_acc: 0.8443\n",
|
|
"\n",
|
|
"Epoch 00531: val_acc did not improve from 0.86765\n",
|
|
"Epoch 532/3000\n",
|
|
" - 39s - loss: 0.3166 - acc: 0.9598 - val_loss: 0.8903 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 00532: val_acc did not improve from 0.86765\n",
|
|
"Epoch 533/3000\n",
|
|
" - 39s - loss: 0.3091 - acc: 0.9632 - val_loss: 0.8742 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00533: val_acc did not improve from 0.86765\n",
|
|
"Epoch 534/3000\n",
|
|
" - 39s - loss: 0.3330 - acc: 0.9564 - val_loss: 0.9164 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00534: val_acc did not improve from 0.86765\n",
|
|
"Epoch 535/3000\n",
|
|
" - 40s - loss: 0.3164 - acc: 0.9606 - val_loss: 0.9253 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00535: val_acc did not improve from 0.86765\n",
|
|
"Epoch 536/3000\n",
|
|
" - 39s - loss: 0.3114 - acc: 0.9585 - val_loss: 0.8726 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00536: val_acc did not improve from 0.86765\n",
|
|
"Epoch 537/3000\n",
|
|
" - 39s - loss: 0.3251 - acc: 0.9600 - val_loss: 0.9935 - val_acc: 0.8427\n",
|
|
"\n",
|
|
"Epoch 00537: val_acc did not improve from 0.86765\n",
|
|
"Epoch 538/3000\n",
|
|
" - 39s - loss: 0.3159 - acc: 0.9623 - val_loss: 0.9470 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00538: val_acc did not improve from 0.86765\n",
|
|
"Epoch 539/3000\n",
|
|
" - 39s - loss: 0.3156 - acc: 0.9591 - val_loss: 0.8687 - val_acc: 0.8630\n",
|
|
"\n",
|
|
"Epoch 00539: val_acc did not improve from 0.86765\n",
|
|
"Epoch 540/3000\n",
|
|
" - 39s - loss: 0.3105 - acc: 0.9612 - val_loss: 0.9334 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00540: val_acc did not improve from 0.86765\n",
|
|
"Epoch 541/3000\n",
|
|
" - 40s - loss: 0.3124 - acc: 0.9598 - val_loss: 0.9087 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00541: val_acc did not improve from 0.86765\n",
|
|
"Epoch 542/3000\n",
|
|
" - 39s - loss: 0.3080 - acc: 0.9615 - val_loss: 0.8623 - val_acc: 0.8622\n",
|
|
"\n",
|
|
"Epoch 00542: val_acc did not improve from 0.86765\n",
|
|
"Epoch 543/3000\n",
|
|
" - 39s - loss: 0.3236 - acc: 0.9583 - val_loss: 0.8804 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 00543: val_acc did not improve from 0.86765\n",
|
|
"Epoch 544/3000\n",
|
|
" - 40s - loss: 0.3359 - acc: 0.9550 - val_loss: 0.8948 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00544: val_acc did not improve from 0.86765\n",
|
|
"Epoch 545/3000\n",
|
|
" - 39s - loss: 0.3287 - acc: 0.9595 - val_loss: 0.8948 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00545: val_acc did not improve from 0.86765\n",
|
|
"Epoch 546/3000\n",
|
|
" - 39s - loss: 0.3135 - acc: 0.9629 - val_loss: 0.9767 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00546: val_acc did not improve from 0.86765\n",
|
|
"Epoch 547/3000\n",
|
|
" - 39s - loss: 0.3047 - acc: 0.9607 - val_loss: 0.9010 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00547: val_acc did not improve from 0.86765\n",
|
|
"Epoch 548/3000\n",
|
|
" - 39s - loss: 0.3219 - acc: 0.9603 - val_loss: 0.9056 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00548: val_acc did not improve from 0.86765\n",
|
|
"Epoch 549/3000\n",
|
|
" - 40s - loss: 0.3148 - acc: 0.9621 - val_loss: 0.8763 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00549: val_acc did not improve from 0.86765\n",
|
|
"Epoch 550/3000\n",
|
|
" - 39s - loss: 0.3018 - acc: 0.9630 - val_loss: 0.9044 - val_acc: 0.8443\n",
|
|
"\n",
|
|
"Epoch 00550: val_acc did not improve from 0.86765\n",
|
|
"Epoch 551/3000\n",
|
|
" - 39s - loss: 0.3134 - acc: 0.9621 - val_loss: 0.9063 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00551: val_acc did not improve from 0.86765\n",
|
|
"Epoch 552/3000\n",
|
|
" - 39s - loss: 0.3164 - acc: 0.9630 - val_loss: 0.8837 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00552: val_acc did not improve from 0.86765\n",
|
|
"Epoch 553/3000\n",
|
|
" - 39s - loss: 0.3270 - acc: 0.9586 - val_loss: 0.8592 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 00553: val_acc did not improve from 0.86765\n",
|
|
"Epoch 554/3000\n",
|
|
" - 39s - loss: 0.3205 - acc: 0.9588 - val_loss: 0.9231 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00554: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00554: ReduceLROnPlateau reducing learning rate to 4.4012669059156905e-05.\n",
|
|
"Epoch 555/3000\n",
|
|
" - 39s - loss: 0.3312 - acc: 0.9577 - val_loss: 0.8746 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00555: val_acc did not improve from 0.86765\n",
|
|
"Epoch 556/3000\n",
|
|
" - 39s - loss: 0.3002 - acc: 0.9606 - val_loss: 0.8975 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 00556: val_acc did not improve from 0.86765\n",
|
|
"Epoch 557/3000\n",
|
|
" - 39s - loss: 0.3142 - acc: 0.9614 - val_loss: 0.8877 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00557: val_acc did not improve from 0.86765\n",
|
|
"Epoch 558/3000\n",
|
|
" - 39s - loss: 0.3120 - acc: 0.9601 - val_loss: 0.9035 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00558: val_acc did not improve from 0.86765\n",
|
|
"Epoch 559/3000\n",
|
|
" - 39s - loss: 0.3106 - acc: 0.9635 - val_loss: 0.8927 - val_acc: 0.8459\n",
|
|
"\n",
|
|
"Epoch 00559: val_acc did not improve from 0.86765\n",
|
|
"Epoch 560/3000\n",
|
|
" - 39s - loss: 0.3132 - acc: 0.9592 - val_loss: 0.8772 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00560: val_acc did not improve from 0.86765\n",
|
|
"Epoch 561/3000\n",
|
|
" - 39s - loss: 0.3115 - acc: 0.9624 - val_loss: 0.9050 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00561: val_acc did not improve from 0.86765\n",
|
|
"Epoch 562/3000\n",
|
|
" - 39s - loss: 0.3087 - acc: 0.9621 - val_loss: 0.8773 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 00564: val_acc did not improve from 0.86765\n",
|
|
"Epoch 565/3000\n",
|
|
" - 39s - loss: 0.3089 - acc: 0.9632 - val_loss: 0.9398 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00565: val_acc did not improve from 0.86765\n",
|
|
"Epoch 566/3000\n",
|
|
" - 40s - loss: 0.3065 - acc: 0.9612 - val_loss: 0.9517 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00566: val_acc did not improve from 0.86765\n",
|
|
"Epoch 567/3000\n",
|
|
" - 40s - loss: 0.3049 - acc: 0.9630 - val_loss: 0.9277 - val_acc: 0.8470\n",
|
|
"\n",
|
|
"Epoch 00567: val_acc did not improve from 0.86765\n",
|
|
"Epoch 568/3000\n",
|
|
" - 40s - loss: 0.3161 - acc: 0.9567 - val_loss: 0.8848 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 00568: val_acc did not improve from 0.86765\n",
|
|
"Epoch 569/3000\n",
|
|
" - 39s - loss: 0.3028 - acc: 0.9624 - val_loss: 0.9450 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00569: val_acc did not improve from 0.86765\n",
|
|
"Epoch 570/3000\n",
|
|
" - 39s - loss: 0.3059 - acc: 0.9601 - val_loss: 0.9400 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 00570: val_acc did not improve from 0.86765\n",
|
|
"Epoch 571/3000\n",
|
|
" - 39s - loss: 0.3174 - acc: 0.9626 - val_loss: 0.9213 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00571: val_acc did not improve from 0.86765\n",
|
|
"Epoch 572/3000\n",
|
|
" - 39s - loss: 0.3332 - acc: 0.9565 - val_loss: 0.9168 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00572: val_acc did not improve from 0.86765\n",
|
|
"Epoch 573/3000\n",
|
|
" - 39s - loss: 0.3111 - acc: 0.9617 - val_loss: 0.9227 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00573: val_acc did not improve from 0.86765\n",
|
|
"Epoch 574/3000\n",
|
|
" - 39s - loss: 0.3135 - acc: 0.9582 - val_loss: 0.9085 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00574: val_acc did not improve from 0.86765\n",
|
|
"Epoch 575/3000\n",
|
|
" - 39s - loss: 0.3082 - acc: 0.9589 - val_loss: 0.9385 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 00575: val_acc did not improve from 0.86765\n",
|
|
"Epoch 576/3000\n",
|
|
" - 39s - loss: 0.3147 - acc: 0.9614 - val_loss: 0.8738 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 00576: val_acc did not improve from 0.86765\n",
|
|
"Epoch 577/3000\n",
|
|
" - 39s - loss: 0.3130 - acc: 0.9606 - val_loss: 0.9327 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 00577: val_acc did not improve from 0.86765\n",
|
|
"Epoch 578/3000\n",
|
|
" - 39s - loss: 0.3073 - acc: 0.9598 - val_loss: 0.9454 - val_acc: 0.8439\n",
|
|
"\n",
|
|
"Epoch 00578: val_acc did not improve from 0.86765\n",
|
|
"Epoch 579/3000\n",
|
|
" - 39s - loss: 0.3095 - acc: 0.9617 - val_loss: 0.9060 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00579: val_acc did not improve from 0.86765\n",
|
|
"Epoch 580/3000\n",
|
|
" - 39s - loss: 0.3184 - acc: 0.9598 - val_loss: 0.8865 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00580: val_acc did not improve from 0.86765\n",
|
|
"Epoch 581/3000\n",
|
|
" - 39s - loss: 0.3052 - acc: 0.9624 - val_loss: 0.8943 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 00581: val_acc did not improve from 0.86765\n",
|
|
"Epoch 582/3000\n",
|
|
" - 39s - loss: 0.3107 - acc: 0.9618 - val_loss: 0.9659 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00582: val_acc did not improve from 0.86765\n",
|
|
"Epoch 583/3000\n",
|
|
" - 39s - loss: 0.3174 - acc: 0.9611 - val_loss: 0.9223 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00583: val_acc did not improve from 0.86765\n",
|
|
"Epoch 584/3000\n",
|
|
" - 39s - loss: 0.2990 - acc: 0.9624 - val_loss: 0.9150 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00584: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00584: ReduceLROnPlateau reducing learning rate to 4.181203439657111e-05.\n",
|
|
"Epoch 585/3000\n",
|
|
" - 39s - loss: 0.3184 - acc: 0.9577 - val_loss: 0.9063 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00585: val_acc did not improve from 0.86765\n",
|
|
"Epoch 586/3000\n",
|
|
" - 39s - loss: 0.3116 - acc: 0.9614 - val_loss: 0.8674 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 00586: val_acc did not improve from 0.86765\n",
|
|
"Epoch 587/3000\n",
|
|
" - 39s - loss: 0.3115 - acc: 0.9629 - val_loss: 0.8713 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00587: val_acc did not improve from 0.86765\n",
|
|
"Epoch 588/3000\n",
|
|
" - 39s - loss: 0.3092 - acc: 0.9627 - val_loss: 0.9005 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00588: val_acc did not improve from 0.86765\n",
|
|
"Epoch 589/3000\n",
|
|
" - 40s - loss: 0.3278 - acc: 0.9556 - val_loss: 0.8666 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00589: val_acc did not improve from 0.86765\n",
|
|
"Epoch 590/3000\n",
|
|
" - 39s - loss: 0.3093 - acc: 0.9611 - val_loss: 0.8830 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00590: val_acc did not improve from 0.86765\n",
|
|
"Epoch 591/3000\n",
|
|
" - 39s - loss: 0.3041 - acc: 0.9595 - val_loss: 0.8750 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00591: val_acc did not improve from 0.86765\n",
|
|
"Epoch 592/3000\n",
|
|
" - 39s - loss: 0.3028 - acc: 0.9633 - val_loss: 0.8818 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 00592: val_acc did not improve from 0.86765\n",
|
|
"Epoch 593/3000\n",
|
|
" - 39s - loss: 0.3133 - acc: 0.9576 - val_loss: 0.9473 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00593: val_acc did not improve from 0.86765\n",
|
|
"Epoch 594/3000\n",
|
|
" - 40s - loss: 0.3150 - acc: 0.9597 - val_loss: 0.9213 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00594: val_acc did not improve from 0.86765\n",
|
|
"Epoch 595/3000\n",
|
|
" - 39s - loss: 0.3025 - acc: 0.9630 - val_loss: 0.9128 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00595: val_acc did not improve from 0.86765\n",
|
|
"Epoch 596/3000\n",
|
|
" - 39s - loss: 0.2899 - acc: 0.9645 - val_loss: 0.9197 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00596: val_acc did not improve from 0.86765\n",
|
|
"Epoch 597/3000\n",
|
|
" - 39s - loss: 0.2943 - acc: 0.9633 - val_loss: 0.9544 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00597: val_acc did not improve from 0.86765\n",
|
|
"Epoch 598/3000\n",
|
|
" - 38s - loss: 0.3093 - acc: 0.9623 - val_loss: 0.9325 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00598: val_acc did not improve from 0.86765\n",
|
|
"Epoch 599/3000\n",
|
|
" - 39s - loss: 0.3032 - acc: 0.9626 - val_loss: 0.9353 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00599: val_acc did not improve from 0.86765\n",
|
|
"Epoch 600/3000\n",
|
|
" - 39s - loss: 0.2977 - acc: 0.9621 - val_loss: 0.9069 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00600: val_acc did not improve from 0.86765\n",
|
|
"Epoch 601/3000\n",
|
|
" - 39s - loss: 0.3101 - acc: 0.9614 - val_loss: 0.9313 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00601: val_acc did not improve from 0.86765\n",
|
|
"Epoch 602/3000\n",
|
|
" - 39s - loss: 0.3042 - acc: 0.9639 - val_loss: 0.9277 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00602: val_acc did not improve from 0.86765\n",
|
|
"Epoch 603/3000\n",
|
|
" - 39s - loss: 0.3144 - acc: 0.9589 - val_loss: 0.8583 - val_acc: 0.8626\n",
|
|
"\n",
|
|
"Epoch 00603: val_acc did not improve from 0.86765\n",
|
|
"Epoch 604/3000\n",
|
|
" - 40s - loss: 0.3224 - acc: 0.9591 - val_loss: 0.8898 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00604: val_acc did not improve from 0.86765\n",
|
|
"Epoch 605/3000\n",
|
|
" - 39s - loss: 0.3099 - acc: 0.9611 - val_loss: 0.8822 - val_acc: 0.8641\n",
|
|
"\n",
|
|
"Epoch 00605: val_acc did not improve from 0.86765\n",
|
|
"Epoch 606/3000\n",
|
|
" - 40s - loss: 0.3005 - acc: 0.9627 - val_loss: 0.9255 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00606: val_acc did not improve from 0.86765\n",
|
|
"Epoch 607/3000\n",
|
|
" - 39s - loss: 0.3039 - acc: 0.9620 - val_loss: 0.8470 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 00607: val_acc did not improve from 0.86765\n",
|
|
"Epoch 608/3000\n",
|
|
" - 39s - loss: 0.3012 - acc: 0.9611 - val_loss: 0.8784 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 00608: val_acc did not improve from 0.86765\n",
|
|
"Epoch 609/3000\n",
|
|
" - 39s - loss: 0.2958 - acc: 0.9641 - val_loss: 0.9520 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00609: val_acc did not improve from 0.86765\n",
|
|
"Epoch 610/3000\n",
|
|
" - 39s - loss: 0.3149 - acc: 0.9615 - val_loss: 0.8923 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00610: val_acc did not improve from 0.86765\n",
|
|
"Epoch 611/3000\n",
|
|
" - 39s - loss: 0.3170 - acc: 0.9623 - val_loss: 0.9307 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00611: val_acc did not improve from 0.86765\n",
|
|
"Epoch 612/3000\n",
|
|
" - 39s - loss: 0.3073 - acc: 0.9653 - val_loss: 0.8659 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 00612: val_acc did not improve from 0.86765\n",
|
|
"Epoch 613/3000\n",
|
|
" - 40s - loss: 0.2899 - acc: 0.9662 - val_loss: 0.9281 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00613: val_acc did not improve from 0.86765\n",
|
|
"Epoch 614/3000\n",
|
|
" - 39s - loss: 0.3131 - acc: 0.9591 - val_loss: 0.8495 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 00614: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00614: ReduceLROnPlateau reducing learning rate to 3.9721430948702614e-05.\n",
|
|
"Epoch 615/3000\n",
|
|
" - 39s - loss: 0.2953 - acc: 0.9629 - val_loss: 0.9233 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00615: val_acc did not improve from 0.86765\n",
|
|
"Epoch 616/3000\n",
|
|
" - 39s - loss: 0.3051 - acc: 0.9621 - val_loss: 0.9077 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00616: val_acc did not improve from 0.86765\n",
|
|
"Epoch 617/3000\n",
|
|
" - 40s - loss: 0.2863 - acc: 0.9662 - val_loss: 0.8860 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 00617: val_acc did not improve from 0.86765\n",
|
|
"Epoch 618/3000\n",
|
|
" - 39s - loss: 0.3088 - acc: 0.9597 - val_loss: 0.8963 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00618: val_acc did not improve from 0.86765\n",
|
|
"Epoch 619/3000\n",
|
|
" - 39s - loss: 0.3013 - acc: 0.9650 - val_loss: 0.9202 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00619: val_acc did not improve from 0.86765\n",
|
|
"Epoch 620/3000\n",
|
|
" - 39s - loss: 0.3097 - acc: 0.9604 - val_loss: 0.9244 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00620: val_acc did not improve from 0.86765\n",
|
|
"Epoch 621/3000\n",
|
|
" - 39s - loss: 0.3048 - acc: 0.9626 - val_loss: 0.9033 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00621: val_acc did not improve from 0.86765\n",
|
|
"Epoch 622/3000\n",
|
|
" - 39s - loss: 0.2948 - acc: 0.9648 - val_loss: 0.8670 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 00622: val_acc did not improve from 0.86765\n",
|
|
"Epoch 623/3000\n",
|
|
" - 39s - loss: 0.2986 - acc: 0.9647 - val_loss: 0.8519 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 00623: val_acc did not improve from 0.86765\n",
|
|
"Epoch 624/3000\n",
|
|
" - 39s - loss: 0.3045 - acc: 0.9632 - val_loss: 0.9180 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00624: val_acc did not improve from 0.86765\n",
|
|
"Epoch 625/3000\n",
|
|
" - 39s - loss: 0.3078 - acc: 0.9595 - val_loss: 0.9361 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00625: val_acc did not improve from 0.86765\n",
|
|
"Epoch 626/3000\n",
|
|
" - 39s - loss: 0.3033 - acc: 0.9620 - val_loss: 0.8913 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00626: val_acc did not improve from 0.86765\n",
|
|
"Epoch 627/3000\n",
|
|
" - 39s - loss: 0.2974 - acc: 0.9641 - val_loss: 0.8778 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 00627: val_acc did not improve from 0.86765\n",
|
|
"Epoch 628/3000\n",
|
|
" - 39s - loss: 0.3035 - acc: 0.9609 - val_loss: 0.8390 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 00628: val_acc did not improve from 0.86765\n",
|
|
"Epoch 629/3000\n",
|
|
" - 40s - loss: 0.2961 - acc: 0.9639 - val_loss: 0.9099 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00629: val_acc did not improve from 0.86765\n",
|
|
"Epoch 630/3000\n",
|
|
" - 39s - loss: 0.3082 - acc: 0.9594 - val_loss: 0.9248 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00630: val_acc did not improve from 0.86765\n",
|
|
"Epoch 631/3000\n",
|
|
" - 40s - loss: 0.2951 - acc: 0.9651 - val_loss: 0.8578 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 00631: val_acc did not improve from 0.86765\n",
|
|
"Epoch 632/3000\n",
|
|
" - 39s - loss: 0.2976 - acc: 0.9635 - val_loss: 0.9248 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 00632: val_acc did not improve from 0.86765\n",
|
|
"Epoch 633/3000\n",
|
|
" - 39s - loss: 0.2952 - acc: 0.9662 - val_loss: 0.9488 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00633: val_acc did not improve from 0.86765\n",
|
|
"Epoch 634/3000\n",
|
|
" - 39s - loss: 0.2984 - acc: 0.9651 - val_loss: 0.8497 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 00634: val_acc did not improve from 0.86765\n",
|
|
"Epoch 635/3000\n",
|
|
" - 39s - loss: 0.2962 - acc: 0.9627 - val_loss: 0.9404 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00635: val_acc did not improve from 0.86765\n",
|
|
"Epoch 636/3000\n",
|
|
" - 39s - loss: 0.3032 - acc: 0.9617 - val_loss: 0.8722 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 00636: val_acc did not improve from 0.86765\n",
|
|
"Epoch 637/3000\n",
|
|
" - 39s - loss: 0.3138 - acc: 0.9592 - val_loss: 0.8681 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00637: val_acc did not improve from 0.86765\n",
|
|
"Epoch 638/3000\n",
|
|
" - 39s - loss: 0.2964 - acc: 0.9638 - val_loss: 0.9499 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00638: val_acc did not improve from 0.86765\n",
|
|
"Epoch 639/3000\n",
|
|
" - 39s - loss: 0.3060 - acc: 0.9618 - val_loss: 0.9046 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00639: val_acc did not improve from 0.86765\n",
|
|
"Epoch 640/3000\n",
|
|
" - 39s - loss: 0.2985 - acc: 0.9601 - val_loss: 0.9265 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00640: val_acc did not improve from 0.86765\n",
|
|
"Epoch 641/3000\n",
|
|
" - 39s - loss: 0.3079 - acc: 0.9600 - val_loss: 0.8866 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 00641: val_acc did not improve from 0.86765\n",
|
|
"Epoch 642/3000\n",
|
|
" - 39s - loss: 0.3059 - acc: 0.9606 - val_loss: 0.8764 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 00642: val_acc did not improve from 0.86765\n",
|
|
"Epoch 643/3000\n",
|
|
" - 39s - loss: 0.2926 - acc: 0.9636 - val_loss: 0.9022 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00643: val_acc did not improve from 0.86765\n",
|
|
"Epoch 644/3000\n",
|
|
" - 39s - loss: 0.2894 - acc: 0.9656 - val_loss: 0.8993 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 00644: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00644: ReduceLROnPlateau reducing learning rate to 3.773536009248346e-05.\n",
|
|
"Epoch 645/3000\n",
|
|
" - 39s - loss: 0.2983 - acc: 0.9624 - val_loss: 0.8809 - val_acc: 0.8618\n",
|
|
"\n",
|
|
"Epoch 00645: val_acc did not improve from 0.86765\n",
|
|
"Epoch 646/3000\n",
|
|
" - 40s - loss: 0.2960 - acc: 0.9615 - val_loss: 0.8956 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 00646: val_acc did not improve from 0.86765\n",
|
|
"Epoch 647/3000\n",
|
|
" - 39s - loss: 0.3005 - acc: 0.9621 - val_loss: 0.9148 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00647: val_acc did not improve from 0.86765\n",
|
|
"Epoch 648/3000\n",
|
|
" - 39s - loss: 0.3006 - acc: 0.9632 - val_loss: 0.9311 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 00648: val_acc did not improve from 0.86765\n",
|
|
"Epoch 649/3000\n",
|
|
" - 39s - loss: 0.3029 - acc: 0.9617 - val_loss: 0.9337 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00649: val_acc did not improve from 0.86765\n",
|
|
"Epoch 650/3000\n",
|
|
" - 39s - loss: 0.3052 - acc: 0.9623 - val_loss: 0.8779 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00650: val_acc did not improve from 0.86765\n",
|
|
"Epoch 651/3000\n",
|
|
" - 39s - loss: 0.2960 - acc: 0.9621 - val_loss: 0.9227 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 00651: val_acc did not improve from 0.86765\n",
|
|
"Epoch 652/3000\n",
|
|
" - 39s - loss: 0.3001 - acc: 0.9630 - val_loss: 0.9128 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 00652: val_acc did not improve from 0.86765\n",
|
|
"Epoch 653/3000\n",
|
|
" - 40s - loss: 0.2973 - acc: 0.9632 - val_loss: 0.9267 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00653: val_acc did not improve from 0.86765\n",
|
|
"Epoch 654/3000\n",
|
|
" - 39s - loss: 0.2871 - acc: 0.9660 - val_loss: 0.9043 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 00654: val_acc did not improve from 0.86765\n",
|
|
"Epoch 655/3000\n",
|
|
" - 39s - loss: 0.3059 - acc: 0.9630 - val_loss: 0.9146 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00655: val_acc did not improve from 0.86765\n",
|
|
"Epoch 656/3000\n",
|
|
" - 39s - loss: 0.2993 - acc: 0.9600 - val_loss: 0.9579 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00656: val_acc did not improve from 0.86765\n",
|
|
"Epoch 657/3000\n",
|
|
" - 40s - loss: 0.3047 - acc: 0.9623 - val_loss: 0.8910 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 00657: val_acc did not improve from 0.86765\n",
|
|
"Epoch 658/3000\n",
|
|
" - 39s - loss: 0.3010 - acc: 0.9624 - val_loss: 0.9186 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00658: val_acc did not improve from 0.86765\n",
|
|
"Epoch 659/3000\n",
|
|
" - 39s - loss: 0.3168 - acc: 0.9617 - val_loss: 0.8789 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 00659: val_acc did not improve from 0.86765\n",
|
|
"Epoch 660/3000\n",
|
|
" - 39s - loss: 0.2925 - acc: 0.9642 - val_loss: 0.9028 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00660: val_acc did not improve from 0.86765\n",
|
|
"Epoch 661/3000\n",
|
|
" - 39s - loss: 0.2944 - acc: 0.9653 - val_loss: 0.9155 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00661: val_acc did not improve from 0.86765\n",
|
|
"Epoch 662/3000\n",
|
|
" - 39s - loss: 0.2973 - acc: 0.9639 - val_loss: 0.8542 - val_acc: 0.8645\n",
|
|
"\n",
|
|
"Epoch 00662: val_acc did not improve from 0.86765\n",
|
|
"Epoch 663/3000\n",
|
|
" - 39s - loss: 0.3077 - acc: 0.9603 - val_loss: 0.8811 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 00663: val_acc did not improve from 0.86765\n",
|
|
"Epoch 664/3000\n",
|
|
" - 39s - loss: 0.2877 - acc: 0.9650 - val_loss: 0.8856 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00664: val_acc did not improve from 0.86765\n",
|
|
"Epoch 665/3000\n",
|
|
" - 39s - loss: 0.3138 - acc: 0.9604 - val_loss: 0.8760 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 00665: val_acc did not improve from 0.86765\n",
|
|
"Epoch 666/3000\n",
|
|
" - 39s - loss: 0.2929 - acc: 0.9629 - val_loss: 0.8754 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 00666: val_acc did not improve from 0.86765\n",
|
|
"Epoch 667/3000\n",
|
|
" - 39s - loss: 0.3044 - acc: 0.9629 - val_loss: 0.8867 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00667: val_acc did not improve from 0.86765\n",
|
|
"Epoch 668/3000\n",
|
|
" - 39s - loss: 0.2866 - acc: 0.9645 - val_loss: 0.8662 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 00668: val_acc did not improve from 0.86765\n",
|
|
"Epoch 669/3000\n",
|
|
" - 39s - loss: 0.3043 - acc: 0.9601 - val_loss: 0.9173 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00669: val_acc did not improve from 0.86765\n",
|
|
"Epoch 670/3000\n",
|
|
" - 39s - loss: 0.2931 - acc: 0.9630 - val_loss: 0.9022 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 00670: val_acc did not improve from 0.86765\n",
|
|
"Epoch 671/3000\n",
|
|
" - 39s - loss: 0.2879 - acc: 0.9641 - val_loss: 0.9246 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00671: val_acc did not improve from 0.86765\n",
|
|
"Epoch 672/3000\n",
|
|
" - 39s - loss: 0.2970 - acc: 0.9650 - val_loss: 0.9134 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00672: val_acc did not improve from 0.86765\n",
|
|
"Epoch 673/3000\n",
|
|
" - 39s - loss: 0.3130 - acc: 0.9598 - val_loss: 0.9538 - val_acc: 0.8416\n",
|
|
"\n",
|
|
"Epoch 00673: val_acc did not improve from 0.86765\n",
|
|
"Epoch 674/3000\n",
|
|
" - 39s - loss: 0.2877 - acc: 0.9656 - val_loss: 0.9165 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00674: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00674: ReduceLROnPlateau reducing learning rate to 3.584859277907526e-05.\n",
|
|
"Epoch 675/3000\n",
|
|
" - 39s - loss: 0.3036 - acc: 0.9598 - val_loss: 0.9019 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00675: val_acc did not improve from 0.86765\n",
|
|
"Epoch 676/3000\n",
|
|
" - 39s - loss: 0.2976 - acc: 0.9627 - val_loss: 0.9121 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00676: val_acc did not improve from 0.86765\n",
|
|
"Epoch 677/3000\n",
|
|
" - 39s - loss: 0.2968 - acc: 0.9601 - val_loss: 0.9235 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 00677: val_acc did not improve from 0.86765\n",
|
|
"Epoch 678/3000\n",
|
|
" - 40s - loss: 0.2980 - acc: 0.9641 - val_loss: 0.9238 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00678: val_acc did not improve from 0.86765\n",
|
|
"Epoch 679/3000\n",
|
|
" - 39s - loss: 0.3045 - acc: 0.9641 - val_loss: 0.9372 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00679: val_acc did not improve from 0.86765\n",
|
|
"Epoch 680/3000\n",
|
|
" - 39s - loss: 0.2936 - acc: 0.9653 - val_loss: 0.9538 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00680: val_acc did not improve from 0.86765\n",
|
|
"Epoch 681/3000\n",
|
|
" - 40s - loss: 0.2835 - acc: 0.9674 - val_loss: 0.8736 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 00681: val_acc did not improve from 0.86765\n",
|
|
"Epoch 682/3000\n",
|
|
" - 39s - loss: 0.2869 - acc: 0.9647 - val_loss: 0.9875 - val_acc: 0.8447\n",
|
|
"\n",
|
|
"Epoch 00682: val_acc did not improve from 0.86765\n",
|
|
"Epoch 683/3000\n",
|
|
" - 39s - loss: 0.3113 - acc: 0.9603 - val_loss: 0.8752 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00683: val_acc did not improve from 0.86765\n",
|
|
"Epoch 684/3000\n",
|
|
" - 39s - loss: 0.2964 - acc: 0.9657 - val_loss: 0.8664 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 00684: val_acc did not improve from 0.86765\n",
|
|
"Epoch 685/3000\n",
|
|
" - 40s - loss: 0.2932 - acc: 0.9638 - val_loss: 0.8569 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 00685: val_acc did not improve from 0.86765\n",
|
|
"Epoch 686/3000\n",
|
|
" - 39s - loss: 0.3064 - acc: 0.9621 - val_loss: 0.9977 - val_acc: 0.8455\n",
|
|
"\n",
|
|
"Epoch 00686: val_acc did not improve from 0.86765\n",
|
|
"Epoch 687/3000\n",
|
|
" - 39s - loss: 0.3080 - acc: 0.9612 - val_loss: 0.9792 - val_acc: 0.8459\n",
|
|
"\n",
|
|
"Epoch 00687: val_acc did not improve from 0.86765\n",
|
|
"Epoch 688/3000\n",
|
|
" - 39s - loss: 0.2962 - acc: 0.9662 - val_loss: 0.9532 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00688: val_acc did not improve from 0.86765\n",
|
|
"Epoch 689/3000\n",
|
|
" - 39s - loss: 0.2952 - acc: 0.9656 - val_loss: 0.9066 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00689: val_acc did not improve from 0.86765\n",
|
|
"Epoch 690/3000\n",
|
|
" - 39s - loss: 0.2913 - acc: 0.9633 - val_loss: 0.8976 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00690: val_acc did not improve from 0.86765\n",
|
|
"Epoch 691/3000\n",
|
|
" - 39s - loss: 0.2921 - acc: 0.9626 - val_loss: 0.9137 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00691: val_acc did not improve from 0.86765\n",
|
|
"Epoch 692/3000\n",
|
|
" - 39s - loss: 0.2933 - acc: 0.9644 - val_loss: 0.8747 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 00692: val_acc did not improve from 0.86765\n",
|
|
"Epoch 693/3000\n",
|
|
" - 39s - loss: 0.2911 - acc: 0.9657 - val_loss: 0.9050 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00693: val_acc did not improve from 0.86765\n",
|
|
"Epoch 694/3000\n",
|
|
" - 39s - loss: 0.2948 - acc: 0.9650 - val_loss: 0.8901 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00694: val_acc did not improve from 0.86765\n",
|
|
"Epoch 695/3000\n",
|
|
" - 39s - loss: 0.2893 - acc: 0.9642 - val_loss: 0.9297 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00695: val_acc did not improve from 0.86765\n",
|
|
"Epoch 696/3000\n",
|
|
" - 39s - loss: 0.2954 - acc: 0.9630 - val_loss: 0.9187 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00696: val_acc did not improve from 0.86765\n",
|
|
"Epoch 697/3000\n",
|
|
" - 39s - loss: 0.2788 - acc: 0.9677 - val_loss: 0.9193 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00697: val_acc did not improve from 0.86765\n",
|
|
"Epoch 698/3000\n",
|
|
" - 40s - loss: 0.2841 - acc: 0.9654 - val_loss: 0.9162 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00698: val_acc did not improve from 0.86765\n",
|
|
"Epoch 699/3000\n",
|
|
" - 40s - loss: 0.2931 - acc: 0.9635 - val_loss: 0.9340 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00699: val_acc did not improve from 0.86765\n",
|
|
"Epoch 700/3000\n",
|
|
" - 39s - loss: 0.2893 - acc: 0.9651 - val_loss: 0.8903 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 00700: val_acc did not improve from 0.86765\n",
|
|
"Epoch 701/3000\n",
|
|
" - 40s - loss: 0.3039 - acc: 0.9606 - val_loss: 0.9014 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00701: val_acc did not improve from 0.86765\n",
|
|
"Epoch 702/3000\n",
|
|
" - 39s - loss: 0.2943 - acc: 0.9648 - val_loss: 0.9103 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00702: val_acc did not improve from 0.86765\n",
|
|
"Epoch 703/3000\n",
|
|
" - 39s - loss: 0.2827 - acc: 0.9663 - val_loss: 0.9195 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00703: val_acc did not improve from 0.86765\n",
|
|
"Epoch 704/3000\n",
|
|
" - 39s - loss: 0.2919 - acc: 0.9632 - val_loss: 0.9178 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00704: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00704: ReduceLROnPlateau reducing learning rate to 3.4056162621709515e-05.\n",
|
|
"Epoch 705/3000\n",
|
|
" - 39s - loss: 0.2836 - acc: 0.9678 - val_loss: 0.9168 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00705: val_acc did not improve from 0.86765\n",
|
|
"Epoch 706/3000\n",
|
|
" - 39s - loss: 0.2895 - acc: 0.9648 - val_loss: 0.9295 - val_acc: 0.8455\n",
|
|
"\n",
|
|
"Epoch 00706: val_acc did not improve from 0.86765\n",
|
|
"Epoch 707/3000\n",
|
|
" - 40s - loss: 0.2835 - acc: 0.9654 - val_loss: 0.9059 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00707: val_acc did not improve from 0.86765\n",
|
|
"Epoch 708/3000\n",
|
|
" - 40s - loss: 0.2936 - acc: 0.9641 - val_loss: 0.8736 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 00708: val_acc did not improve from 0.86765\n",
|
|
"Epoch 709/3000\n",
|
|
" - 39s - loss: 0.2918 - acc: 0.9656 - val_loss: 0.9068 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00709: val_acc did not improve from 0.86765\n",
|
|
"Epoch 710/3000\n",
|
|
" - 39s - loss: 0.2994 - acc: 0.9609 - val_loss: 0.9029 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00710: val_acc did not improve from 0.86765\n",
|
|
"Epoch 711/3000\n",
|
|
" - 39s - loss: 0.2889 - acc: 0.9642 - val_loss: 0.8765 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 00711: val_acc did not improve from 0.86765\n",
|
|
"Epoch 712/3000\n",
|
|
" - 39s - loss: 0.2862 - acc: 0.9663 - val_loss: 0.8791 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 00712: val_acc did not improve from 0.86765\n",
|
|
"Epoch 713/3000\n",
|
|
" - 39s - loss: 0.2796 - acc: 0.9677 - val_loss: 0.9159 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00713: val_acc did not improve from 0.86765\n",
|
|
"Epoch 714/3000\n",
|
|
" - 39s - loss: 0.2880 - acc: 0.9633 - val_loss: 0.8778 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 00714: val_acc did not improve from 0.86765\n",
|
|
"Epoch 715/3000\n",
|
|
" - 39s - loss: 0.3003 - acc: 0.9618 - val_loss: 0.9154 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00715: val_acc did not improve from 0.86765\n",
|
|
"Epoch 716/3000\n",
|
|
" - 39s - loss: 0.2912 - acc: 0.9620 - val_loss: 0.9004 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00716: val_acc did not improve from 0.86765\n",
|
|
"Epoch 717/3000\n",
|
|
" - 39s - loss: 0.2935 - acc: 0.9645 - val_loss: 0.9077 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00717: val_acc did not improve from 0.86765\n",
|
|
"Epoch 718/3000\n",
|
|
" - 39s - loss: 0.2992 - acc: 0.9620 - val_loss: 0.9111 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 00718: val_acc did not improve from 0.86765\n",
|
|
"Epoch 719/3000\n",
|
|
" - 39s - loss: 0.2827 - acc: 0.9681 - val_loss: 0.8965 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 00719: val_acc did not improve from 0.86765\n",
|
|
"Epoch 720/3000\n",
|
|
" - 39s - loss: 0.2885 - acc: 0.9629 - val_loss: 0.8949 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 00720: val_acc did not improve from 0.86765\n",
|
|
"Epoch 721/3000\n",
|
|
" - 39s - loss: 0.2937 - acc: 0.9650 - val_loss: 0.8743 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 00721: val_acc did not improve from 0.86765\n",
|
|
"Epoch 722/3000\n",
|
|
" - 39s - loss: 0.2873 - acc: 0.9647 - val_loss: 0.9313 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00722: val_acc did not improve from 0.86765\n",
|
|
"Epoch 723/3000\n",
|
|
" - 39s - loss: 0.3143 - acc: 0.9579 - val_loss: 0.8754 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00723: val_acc did not improve from 0.86765\n",
|
|
"Epoch 724/3000\n",
|
|
" - 39s - loss: 0.2988 - acc: 0.9609 - val_loss: 0.8939 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00724: val_acc did not improve from 0.86765\n",
|
|
"Epoch 725/3000\n",
|
|
" - 39s - loss: 0.2950 - acc: 0.9623 - val_loss: 0.8939 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00725: val_acc did not improve from 0.86765\n",
|
|
"Epoch 726/3000\n",
|
|
" - 39s - loss: 0.2831 - acc: 0.9680 - val_loss: 0.9072 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 00726: val_acc did not improve from 0.86765\n",
|
|
"Epoch 727/3000\n",
|
|
" - 39s - loss: 0.2914 - acc: 0.9660 - val_loss: 0.9478 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00727: val_acc did not improve from 0.86765\n",
|
|
"Epoch 728/3000\n",
|
|
" - 39s - loss: 0.2890 - acc: 0.9651 - val_loss: 0.8874 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00728: val_acc did not improve from 0.86765\n",
|
|
"Epoch 729/3000\n",
|
|
" - 39s - loss: 0.2919 - acc: 0.9644 - val_loss: 0.9314 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00729: val_acc did not improve from 0.86765\n",
|
|
"Epoch 730/3000\n",
|
|
" - 39s - loss: 0.2971 - acc: 0.9609 - val_loss: 0.8941 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00730: val_acc did not improve from 0.86765\n",
|
|
"Epoch 731/3000\n",
|
|
" - 39s - loss: 0.2879 - acc: 0.9644 - val_loss: 0.9337 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00731: val_acc did not improve from 0.86765\n",
|
|
"Epoch 732/3000\n",
|
|
" - 39s - loss: 0.2856 - acc: 0.9647 - val_loss: 0.9427 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00732: val_acc did not improve from 0.86765\n",
|
|
"Epoch 733/3000\n",
|
|
" - 39s - loss: 0.2878 - acc: 0.9639 - val_loss: 0.8807 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00733: val_acc did not improve from 0.86765\n",
|
|
"Epoch 734/3000\n",
|
|
" - 39s - loss: 0.2843 - acc: 0.9659 - val_loss: 0.9139 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 00734: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00734: ReduceLROnPlateau reducing learning rate to 3.2353355527448004e-05.\n",
|
|
"Epoch 735/3000\n",
|
|
" - 39s - loss: 0.2950 - acc: 0.9642 - val_loss: 0.9057 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00735: val_acc did not improve from 0.86765\n",
|
|
"Epoch 736/3000\n",
|
|
" - 39s - loss: 0.2941 - acc: 0.9650 - val_loss: 0.9524 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 00736: val_acc did not improve from 0.86765\n",
|
|
"Epoch 737/3000\n",
|
|
" - 39s - loss: 0.2927 - acc: 0.9642 - val_loss: 0.8909 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00737: val_acc did not improve from 0.86765\n",
|
|
"Epoch 738/3000\n",
|
|
" - 39s - loss: 0.2851 - acc: 0.9650 - val_loss: 0.9237 - val_acc: 0.8474\n",
|
|
"\n",
|
|
"Epoch 00738: val_acc did not improve from 0.86765\n",
|
|
"Epoch 739/3000\n",
|
|
" - 39s - loss: 0.3011 - acc: 0.9635 - val_loss: 0.9081 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00739: val_acc did not improve from 0.86765\n",
|
|
"Epoch 740/3000\n",
|
|
" - 39s - loss: 0.3006 - acc: 0.9612 - val_loss: 0.8786 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00740: val_acc did not improve from 0.86765\n",
|
|
"Epoch 741/3000\n",
|
|
" - 39s - loss: 0.2911 - acc: 0.9650 - val_loss: 0.9304 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00741: val_acc did not improve from 0.86765\n",
|
|
"Epoch 742/3000\n",
|
|
" - 40s - loss: 0.2882 - acc: 0.9657 - val_loss: 0.9545 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00742: val_acc did not improve from 0.86765\n",
|
|
"Epoch 743/3000\n",
|
|
" - 39s - loss: 0.2863 - acc: 0.9632 - val_loss: 0.9024 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00743: val_acc did not improve from 0.86765\n",
|
|
"Epoch 744/3000\n",
|
|
" - 39s - loss: 0.2837 - acc: 0.9647 - val_loss: 0.9288 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00744: val_acc did not improve from 0.86765\n",
|
|
"Epoch 745/3000\n",
|
|
" - 39s - loss: 0.2848 - acc: 0.9666 - val_loss: 0.9740 - val_acc: 0.8478\n",
|
|
"\n",
|
|
"Epoch 00745: val_acc did not improve from 0.86765\n",
|
|
"Epoch 746/3000\n",
|
|
" - 39s - loss: 0.2994 - acc: 0.9647 - val_loss: 0.9326 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00746: val_acc did not improve from 0.86765\n",
|
|
"Epoch 747/3000\n",
|
|
" - 39s - loss: 0.2904 - acc: 0.9644 - val_loss: 0.9005 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 00747: val_acc did not improve from 0.86765\n",
|
|
"Epoch 748/3000\n",
|
|
" - 39s - loss: 0.2829 - acc: 0.9650 - val_loss: 0.9139 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00748: val_acc did not improve from 0.86765\n",
|
|
"Epoch 749/3000\n",
|
|
" - 39s - loss: 0.2870 - acc: 0.9635 - val_loss: 0.9250 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00749: val_acc did not improve from 0.86765\n",
|
|
"Epoch 750/3000\n",
|
|
" - 39s - loss: 0.2867 - acc: 0.9639 - val_loss: 0.8846 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 00750: val_acc did not improve from 0.86765\n",
|
|
"Epoch 751/3000\n",
|
|
" - 39s - loss: 0.2881 - acc: 0.9642 - val_loss: 0.9549 - val_acc: 0.8462\n",
|
|
"\n",
|
|
"Epoch 00751: val_acc did not improve from 0.86765\n",
|
|
"Epoch 752/3000\n",
|
|
" - 40s - loss: 0.3015 - acc: 0.9627 - val_loss: 0.9473 - val_acc: 0.8455\n",
|
|
"\n",
|
|
"Epoch 00752: val_acc did not improve from 0.86765\n",
|
|
"Epoch 753/3000\n",
|
|
" - 39s - loss: 0.2887 - acc: 0.9639 - val_loss: 0.9583 - val_acc: 0.8455\n",
|
|
"\n",
|
|
"Epoch 00753: val_acc did not improve from 0.86765\n",
|
|
"Epoch 754/3000\n",
|
|
" - 39s - loss: 0.2826 - acc: 0.9654 - val_loss: 0.9187 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00754: val_acc did not improve from 0.86765\n",
|
|
"Epoch 755/3000\n",
|
|
" - 39s - loss: 0.2901 - acc: 0.9633 - val_loss: 0.9473 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00755: val_acc did not improve from 0.86765\n",
|
|
"Epoch 756/3000\n",
|
|
" - 39s - loss: 0.2856 - acc: 0.9657 - val_loss: 0.9160 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 00756: val_acc did not improve from 0.86765\n",
|
|
"Epoch 757/3000\n",
|
|
" - 39s - loss: 0.2852 - acc: 0.9648 - val_loss: 0.8796 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00757: val_acc did not improve from 0.86765\n",
|
|
"Epoch 758/3000\n",
|
|
" - 39s - loss: 0.2768 - acc: 0.9672 - val_loss: 0.9374 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00758: val_acc did not improve from 0.86765\n",
|
|
"Epoch 759/3000\n",
|
|
" - 39s - loss: 0.2989 - acc: 0.9626 - val_loss: 0.9388 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00759: val_acc did not improve from 0.86765\n",
|
|
"Epoch 760/3000\n",
|
|
" - 39s - loss: 0.2904 - acc: 0.9630 - val_loss: 0.9740 - val_acc: 0.8474\n",
|
|
"\n",
|
|
"Epoch 00760: val_acc did not improve from 0.86765\n",
|
|
"Epoch 761/3000\n",
|
|
" - 40s - loss: 0.2885 - acc: 0.9642 - val_loss: 0.9901 - val_acc: 0.8431\n",
|
|
"\n",
|
|
"Epoch 00761: val_acc did not improve from 0.86765\n",
|
|
"Epoch 762/3000\n",
|
|
" - 39s - loss: 0.2759 - acc: 0.9662 - val_loss: 0.9343 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00762: val_acc did not improve from 0.86765\n",
|
|
"Epoch 763/3000\n",
|
|
" - 39s - loss: 0.2832 - acc: 0.9642 - val_loss: 0.9455 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00763: val_acc did not improve from 0.86765\n",
|
|
"Epoch 764/3000\n",
|
|
" - 39s - loss: 0.2840 - acc: 0.9635 - val_loss: 0.9037 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00764: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00764: ReduceLROnPlateau reducing learning rate to 3.0735688960703554e-05.\n",
|
|
"Epoch 765/3000\n",
|
|
" - 39s - loss: 0.2901 - acc: 0.9629 - val_loss: 0.9094 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 00765: val_acc did not improve from 0.86765\n",
|
|
"Epoch 766/3000\n",
|
|
" - 39s - loss: 0.2887 - acc: 0.9629 - val_loss: 0.9508 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 00766: val_acc did not improve from 0.86765\n",
|
|
"Epoch 767/3000\n",
|
|
" - 39s - loss: 0.2766 - acc: 0.9669 - val_loss: 0.9100 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00767: val_acc did not improve from 0.86765\n",
|
|
"Epoch 768/3000\n",
|
|
" - 39s - loss: 0.2883 - acc: 0.9639 - val_loss: 0.8800 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 00768: val_acc did not improve from 0.86765\n",
|
|
"Epoch 769/3000\n",
|
|
" - 40s - loss: 0.2919 - acc: 0.9633 - val_loss: 0.8850 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00769: val_acc did not improve from 0.86765\n",
|
|
"Epoch 770/3000\n",
|
|
" - 39s - loss: 0.2937 - acc: 0.9633 - val_loss: 0.9037 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00770: val_acc did not improve from 0.86765\n",
|
|
"Epoch 771/3000\n",
|
|
" - 39s - loss: 0.2788 - acc: 0.9659 - val_loss: 0.9109 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 00771: val_acc did not improve from 0.86765\n",
|
|
"Epoch 772/3000\n",
|
|
" - 39s - loss: 0.2797 - acc: 0.9666 - val_loss: 0.9358 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00772: val_acc did not improve from 0.86765\n",
|
|
"Epoch 773/3000\n",
|
|
" - 39s - loss: 0.2813 - acc: 0.9662 - val_loss: 0.9673 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00773: val_acc did not improve from 0.86765\n",
|
|
"Epoch 774/3000\n",
|
|
" - 39s - loss: 0.2857 - acc: 0.9645 - val_loss: 0.9170 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00774: val_acc did not improve from 0.86765\n",
|
|
"Epoch 775/3000\n",
|
|
" - 39s - loss: 0.2743 - acc: 0.9645 - val_loss: 0.9429 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00775: val_acc did not improve from 0.86765\n",
|
|
"Epoch 776/3000\n",
|
|
" - 39s - loss: 0.2823 - acc: 0.9632 - val_loss: 0.9266 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 00776: val_acc did not improve from 0.86765\n",
|
|
"Epoch 777/3000\n",
|
|
" - 39s - loss: 0.3024 - acc: 0.9600 - val_loss: 0.9550 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00777: val_acc did not improve from 0.86765\n",
|
|
"Epoch 778/3000\n",
|
|
" - 39s - loss: 0.2889 - acc: 0.9632 - val_loss: 0.9114 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 00778: val_acc did not improve from 0.86765\n",
|
|
"Epoch 779/3000\n",
|
|
" - 39s - loss: 0.2823 - acc: 0.9648 - val_loss: 0.8880 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 00779: val_acc did not improve from 0.86765\n",
|
|
"Epoch 780/3000\n",
|
|
" - 39s - loss: 0.2770 - acc: 0.9681 - val_loss: 0.9010 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 00780: val_acc did not improve from 0.86765\n",
|
|
"Epoch 781/3000\n",
|
|
" - 39s - loss: 0.2822 - acc: 0.9651 - val_loss: 0.9331 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00781: val_acc did not improve from 0.86765\n",
|
|
"Epoch 782/3000\n",
|
|
" - 39s - loss: 0.2738 - acc: 0.9688 - val_loss: 0.9178 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 00782: val_acc did not improve from 0.86765\n",
|
|
"Epoch 783/3000\n",
|
|
" - 40s - loss: 0.2764 - acc: 0.9684 - val_loss: 0.8969 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00783: val_acc did not improve from 0.86765\n",
|
|
"Epoch 784/3000\n",
|
|
" - 39s - loss: 0.2783 - acc: 0.9669 - val_loss: 0.9362 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00784: val_acc did not improve from 0.86765\n",
|
|
"Epoch 785/3000\n",
|
|
" - 39s - loss: 0.2815 - acc: 0.9660 - val_loss: 0.9326 - val_acc: 0.8474\n",
|
|
"\n",
|
|
"Epoch 00785: val_acc did not improve from 0.86765\n",
|
|
"Epoch 786/3000\n",
|
|
" - 39s - loss: 0.2779 - acc: 0.9656 - val_loss: 0.9801 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 00786: val_acc did not improve from 0.86765\n",
|
|
"Epoch 787/3000\n",
|
|
" - 39s - loss: 0.2955 - acc: 0.9638 - val_loss: 0.9417 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00787: val_acc did not improve from 0.86765\n",
|
|
"Epoch 788/3000\n",
|
|
" - 39s - loss: 0.2904 - acc: 0.9635 - val_loss: 0.9325 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 00788: val_acc did not improve from 0.86765\n",
|
|
"Epoch 789/3000\n",
|
|
" - 40s - loss: 0.2880 - acc: 0.9651 - val_loss: 0.9173 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00789: val_acc did not improve from 0.86765\n",
|
|
"Epoch 790/3000\n",
|
|
" - 39s - loss: 0.2861 - acc: 0.9642 - val_loss: 0.8816 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 00790: val_acc did not improve from 0.86765\n",
|
|
"Epoch 791/3000\n",
|
|
" - 40s - loss: 0.2830 - acc: 0.9644 - val_loss: 0.8885 - val_acc: 0.8638\n",
|
|
"\n",
|
|
"Epoch 00791: val_acc did not improve from 0.86765\n",
|
|
"Epoch 792/3000\n",
|
|
" - 39s - loss: 0.2820 - acc: 0.9660 - val_loss: 0.9431 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00792: val_acc did not improve from 0.86765\n",
|
|
"Epoch 793/3000\n",
|
|
" - 39s - loss: 0.2788 - acc: 0.9680 - val_loss: 0.9015 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00793: val_acc did not improve from 0.86765\n",
|
|
"Epoch 794/3000\n",
|
|
" - 39s - loss: 0.2761 - acc: 0.9668 - val_loss: 0.9139 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00794: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00794: ReduceLROnPlateau reducing learning rate to 2.9198905031080356e-05.\n",
|
|
"Epoch 795/3000\n",
|
|
" - 40s - loss: 0.2831 - acc: 0.9654 - val_loss: 0.9262 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 00795: val_acc did not improve from 0.86765\n",
|
|
"Epoch 796/3000\n",
|
|
" - 39s - loss: 0.2777 - acc: 0.9659 - val_loss: 0.9238 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00796: val_acc did not improve from 0.86765\n",
|
|
"Epoch 797/3000\n",
|
|
" - 39s - loss: 0.2825 - acc: 0.9683 - val_loss: 0.9148 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00797: val_acc did not improve from 0.86765\n",
|
|
"Epoch 798/3000\n",
|
|
" - 39s - loss: 0.2807 - acc: 0.9662 - val_loss: 0.9590 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 00798: val_acc did not improve from 0.86765\n",
|
|
"Epoch 799/3000\n",
|
|
" - 40s - loss: 0.2864 - acc: 0.9662 - val_loss: 0.9451 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00799: val_acc did not improve from 0.86765\n",
|
|
"Epoch 800/3000\n",
|
|
" - 39s - loss: 0.2845 - acc: 0.9648 - val_loss: 0.9250 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00800: val_acc did not improve from 0.86765\n",
|
|
"Epoch 801/3000\n",
|
|
" - 39s - loss: 0.2791 - acc: 0.9671 - val_loss: 0.9420 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00801: val_acc did not improve from 0.86765\n",
|
|
"Epoch 802/3000\n",
|
|
" - 39s - loss: 0.2731 - acc: 0.9680 - val_loss: 0.9543 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 00802: val_acc did not improve from 0.86765\n",
|
|
"Epoch 803/3000\n",
|
|
" - 39s - loss: 0.2699 - acc: 0.9689 - val_loss: 0.8947 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 00803: val_acc did not improve from 0.86765\n",
|
|
"Epoch 804/3000\n",
|
|
" - 39s - loss: 0.2867 - acc: 0.9639 - val_loss: 0.9387 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00804: val_acc did not improve from 0.86765\n",
|
|
"Epoch 805/3000\n",
|
|
" - 40s - loss: 0.2954 - acc: 0.9621 - val_loss: 0.9670 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 00805: val_acc did not improve from 0.86765\n",
|
|
"Epoch 806/3000\n",
|
|
" - 39s - loss: 0.2764 - acc: 0.9651 - val_loss: 0.9275 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00806: val_acc did not improve from 0.86765\n",
|
|
"Epoch 807/3000\n",
|
|
" - 39s - loss: 0.2878 - acc: 0.9629 - val_loss: 0.9517 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00807: val_acc did not improve from 0.86765\n",
|
|
"Epoch 808/3000\n",
|
|
" - 39s - loss: 0.2891 - acc: 0.9626 - val_loss: 0.8864 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 00808: val_acc did not improve from 0.86765\n",
|
|
"Epoch 809/3000\n",
|
|
" - 39s - loss: 0.2790 - acc: 0.9653 - val_loss: 0.8962 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 00809: val_acc did not improve from 0.86765\n",
|
|
"Epoch 810/3000\n",
|
|
" - 40s - loss: 0.2791 - acc: 0.9672 - val_loss: 0.9036 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 00810: val_acc did not improve from 0.86765\n",
|
|
"Epoch 811/3000\n",
|
|
" - 39s - loss: 0.2815 - acc: 0.9621 - val_loss: 0.8976 - val_acc: 0.8622\n",
|
|
"\n",
|
|
"Epoch 00811: val_acc did not improve from 0.86765\n",
|
|
"Epoch 812/3000\n",
|
|
" - 39s - loss: 0.2793 - acc: 0.9675 - val_loss: 0.8967 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 00812: val_acc did not improve from 0.86765\n",
|
|
"Epoch 813/3000\n",
|
|
" - 39s - loss: 0.2730 - acc: 0.9700 - val_loss: 0.9122 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 00813: val_acc did not improve from 0.86765\n",
|
|
"Epoch 814/3000\n",
|
|
" - 39s - loss: 0.2846 - acc: 0.9645 - val_loss: 0.9050 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 00814: val_acc did not improve from 0.86765\n",
|
|
"Epoch 815/3000\n",
|
|
" - 39s - loss: 0.2723 - acc: 0.9675 - val_loss: 0.9011 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00815: val_acc did not improve from 0.86765\n",
|
|
"Epoch 816/3000\n",
|
|
" - 39s - loss: 0.2765 - acc: 0.9662 - val_loss: 0.9365 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00816: val_acc did not improve from 0.86765\n",
|
|
"Epoch 817/3000\n",
|
|
" - 39s - loss: 0.2826 - acc: 0.9639 - val_loss: 0.9098 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 00817: val_acc did not improve from 0.86765\n",
|
|
"Epoch 818/3000\n",
|
|
" - 39s - loss: 0.2846 - acc: 0.9641 - val_loss: 0.9574 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00818: val_acc did not improve from 0.86765\n",
|
|
"Epoch 819/3000\n",
|
|
" - 40s - loss: 0.2812 - acc: 0.9659 - val_loss: 0.9651 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 00819: val_acc did not improve from 0.86765\n",
|
|
"Epoch 820/3000\n",
|
|
" - 39s - loss: 0.2794 - acc: 0.9659 - val_loss: 0.9131 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 00820: val_acc did not improve from 0.86765\n",
|
|
"Epoch 821/3000\n",
|
|
" - 39s - loss: 0.2878 - acc: 0.9639 - val_loss: 1.0026 - val_acc: 0.8424\n",
|
|
"\n",
|
|
"Epoch 00821: val_acc did not improve from 0.86765\n",
|
|
"Epoch 822/3000\n",
|
|
" - 39s - loss: 0.2864 - acc: 0.9629 - val_loss: 0.9296 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00822: val_acc did not improve from 0.86765\n",
|
|
"Epoch 823/3000\n",
|
|
" - 39s - loss: 0.2793 - acc: 0.9657 - val_loss: 0.9175 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 00823: val_acc did not improve from 0.86765\n",
|
|
"Epoch 824/3000\n",
|
|
" - 39s - loss: 0.2714 - acc: 0.9689 - val_loss: 0.9200 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00824: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00824: ReduceLROnPlateau reducing learning rate to 2.7738960125134326e-05.\n",
|
|
"Epoch 825/3000\n",
|
|
" - 39s - loss: 0.2668 - acc: 0.9684 - val_loss: 0.9377 - val_acc: 0.8466\n",
|
|
"\n",
|
|
"Epoch 00825: val_acc did not improve from 0.86765\n",
|
|
"Epoch 826/3000\n",
|
|
" - 39s - loss: 0.2777 - acc: 0.9659 - val_loss: 0.9424 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 00826: val_acc did not improve from 0.86765\n",
|
|
"Epoch 827/3000\n",
|
|
" - 39s - loss: 0.2730 - acc: 0.9681 - val_loss: 0.9109 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00827: val_acc did not improve from 0.86765\n",
|
|
"Epoch 828/3000\n",
|
|
" - 39s - loss: 0.2793 - acc: 0.9672 - val_loss: 0.8981 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00828: val_acc did not improve from 0.86765\n",
|
|
"Epoch 829/3000\n",
|
|
" - 39s - loss: 0.2794 - acc: 0.9674 - val_loss: 0.8856 - val_acc: 0.8630\n",
|
|
"\n",
|
|
"Epoch 00829: val_acc did not improve from 0.86765\n",
|
|
"Epoch 830/3000\n",
|
|
" - 39s - loss: 0.2857 - acc: 0.9632 - val_loss: 0.8871 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 00830: val_acc did not improve from 0.86765\n",
|
|
"Epoch 831/3000\n",
|
|
" - 39s - loss: 0.2796 - acc: 0.9641 - val_loss: 0.9087 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00831: val_acc did not improve from 0.86765\n",
|
|
"Epoch 832/3000\n",
|
|
" - 39s - loss: 0.2803 - acc: 0.9665 - val_loss: 0.9592 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00832: val_acc did not improve from 0.86765\n",
|
|
"Epoch 833/3000\n",
|
|
" - 39s - loss: 0.2778 - acc: 0.9672 - val_loss: 0.9842 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00833: val_acc did not improve from 0.86765\n",
|
|
"Epoch 834/3000\n",
|
|
" - 40s - loss: 0.2756 - acc: 0.9684 - val_loss: 0.9498 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00834: val_acc did not improve from 0.86765\n",
|
|
"Epoch 835/3000\n",
|
|
" - 39s - loss: 0.2723 - acc: 0.9659 - val_loss: 0.8817 - val_acc: 0.8661\n",
|
|
"\n",
|
|
"Epoch 00835: val_acc did not improve from 0.86765\n",
|
|
"Epoch 836/3000\n",
|
|
" - 40s - loss: 0.2778 - acc: 0.9665 - val_loss: 0.9431 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00836: val_acc did not improve from 0.86765\n",
|
|
"Epoch 837/3000\n",
|
|
" - 39s - loss: 0.2793 - acc: 0.9642 - val_loss: 0.9221 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 00837: val_acc did not improve from 0.86765\n",
|
|
"Epoch 838/3000\n",
|
|
" - 39s - loss: 0.2845 - acc: 0.9672 - val_loss: 0.9088 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00838: val_acc did not improve from 0.86765\n",
|
|
"Epoch 839/3000\n",
|
|
" - 40s - loss: 0.2788 - acc: 0.9665 - val_loss: 0.9014 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 00839: val_acc did not improve from 0.86765\n",
|
|
"Epoch 840/3000\n",
|
|
" - 39s - loss: 0.2772 - acc: 0.9654 - val_loss: 0.9364 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00840: val_acc did not improve from 0.86765\n",
|
|
"Epoch 841/3000\n",
|
|
" - 40s - loss: 0.2839 - acc: 0.9638 - val_loss: 0.9346 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 00841: val_acc did not improve from 0.86765\n",
|
|
"Epoch 842/3000\n",
|
|
" - 39s - loss: 0.2756 - acc: 0.9668 - val_loss: 0.9324 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 00842: val_acc did not improve from 0.86765\n",
|
|
"Epoch 843/3000\n",
|
|
" - 39s - loss: 0.2699 - acc: 0.9660 - val_loss: 0.9185 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00843: val_acc did not improve from 0.86765\n",
|
|
"Epoch 844/3000\n",
|
|
" - 39s - loss: 0.2659 - acc: 0.9692 - val_loss: 0.9411 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00844: val_acc did not improve from 0.86765\n",
|
|
"Epoch 845/3000\n",
|
|
" - 38s - loss: 0.2721 - acc: 0.9681 - val_loss: 0.9333 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00845: val_acc did not improve from 0.86765\n",
|
|
"Epoch 846/3000\n",
|
|
" - 39s - loss: 0.2703 - acc: 0.9695 - val_loss: 0.9727 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00846: val_acc did not improve from 0.86765\n",
|
|
"Epoch 847/3000\n",
|
|
" - 39s - loss: 0.2790 - acc: 0.9672 - val_loss: 0.9842 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00847: val_acc did not improve from 0.86765\n",
|
|
"Epoch 848/3000\n",
|
|
" - 39s - loss: 0.2789 - acc: 0.9666 - val_loss: 0.8609 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 00848: val_acc did not improve from 0.86765\n",
|
|
"Epoch 849/3000\n",
|
|
" - 39s - loss: 0.2717 - acc: 0.9654 - val_loss: 0.9184 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00849: val_acc did not improve from 0.86765\n",
|
|
"Epoch 850/3000\n",
|
|
" - 40s - loss: 0.2760 - acc: 0.9689 - val_loss: 0.8725 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00850: val_acc did not improve from 0.86765\n",
|
|
"Epoch 851/3000\n",
|
|
" - 39s - loss: 0.2848 - acc: 0.9660 - val_loss: 0.9761 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 00851: val_acc did not improve from 0.86765\n",
|
|
"Epoch 852/3000\n",
|
|
" - 39s - loss: 0.2893 - acc: 0.9639 - val_loss: 0.9037 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00852: val_acc did not improve from 0.86765\n",
|
|
"Epoch 853/3000\n",
|
|
" - 39s - loss: 0.2875 - acc: 0.9598 - val_loss: 0.9386 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00853: val_acc did not improve from 0.86765\n",
|
|
"Epoch 854/3000\n",
|
|
" - 39s - loss: 0.2745 - acc: 0.9665 - val_loss: 0.9106 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00854: val_acc did not improve from 0.86765\n",
|
|
"\n",
|
|
"Epoch 00854: ReduceLROnPlateau reducing learning rate to 2.6352012810093584e-05.\n",
|
|
"Epoch 855/3000\n",
|
|
" - 39s - loss: 0.2748 - acc: 0.9660 - val_loss: 0.8811 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00855: val_acc did not improve from 0.86765\n",
|
|
"Epoch 856/3000\n",
|
|
" - 39s - loss: 0.2754 - acc: 0.9684 - val_loss: 0.9337 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00856: val_acc did not improve from 0.86765\n",
|
|
"Epoch 857/3000\n",
|
|
" - 39s - loss: 0.2750 - acc: 0.9666 - val_loss: 0.9643 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 00857: val_acc did not improve from 0.86765\n",
|
|
"Epoch 858/3000\n",
|
|
" - 39s - loss: 0.2956 - acc: 0.9629 - val_loss: 0.9885 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 00858: val_acc did not improve from 0.86765\n",
|
|
"Epoch 859/3000\n",
|
|
" - 39s - loss: 0.2851 - acc: 0.9656 - val_loss: 0.9386 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 00859: val_acc did not improve from 0.86765\n",
|
|
"Epoch 860/3000\n",
|
|
" - 39s - loss: 0.2880 - acc: 0.9630 - val_loss: 0.8919 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00860: val_acc did not improve from 0.86765\n",
|
|
"Epoch 861/3000\n",
|
|
" - 39s - loss: 0.2840 - acc: 0.9659 - val_loss: 0.9075 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 00861: val_acc did not improve from 0.86765\n",
|
|
"Epoch 862/3000\n",
|
|
" - 39s - loss: 0.2773 - acc: 0.9675 - val_loss: 0.9273 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 00862: val_acc did not improve from 0.86765\n",
|
|
"Epoch 863/3000\n",
|
|
" - 39s - loss: 0.2611 - acc: 0.9688 - val_loss: 0.9148 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 00863: val_acc did not improve from 0.86765\n",
|
|
"Epoch 864/3000\n",
|
|
" - 39s - loss: 0.2638 - acc: 0.9691 - val_loss: 0.9168 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 00864: val_acc did not improve from 0.86765\n",
|
|
"Epoch 865/3000\n",
|
|
" - 39s - loss: 0.2778 - acc: 0.9642 - val_loss: 0.9238 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00865: val_acc did not improve from 0.86765\n",
|
|
"Epoch 866/3000\n",
|
|
" - 39s - loss: 0.2923 - acc: 0.9630 - val_loss: 0.9227 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00866: val_acc did not improve from 0.86765\n",
|
|
"Epoch 867/3000\n",
|
|
" - 39s - loss: 0.2839 - acc: 0.9650 - val_loss: 0.9232 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 00867: val_acc did not improve from 0.86765\n",
|
|
"Epoch 868/3000\n",
|
|
" - 39s - loss: 0.2839 - acc: 0.9644 - val_loss: 0.8876 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00868: val_acc did not improve from 0.86765\n",
|
|
"Epoch 869/3000\n",
|
|
" - 39s - loss: 0.2805 - acc: 0.9660 - val_loss: 0.8901 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 00869: val_acc did not improve from 0.86765\n",
|
|
"Epoch 870/3000\n",
|
|
" - 39s - loss: 0.2745 - acc: 0.9672 - val_loss: 0.9161 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 00870: val_acc did not improve from 0.86765\n",
|
|
"Epoch 871/3000\n",
|
|
" - 39s - loss: 0.2767 - acc: 0.9656 - val_loss: 0.9435 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 00871: val_acc did not improve from 0.86765\n",
|
|
"Epoch 872/3000\n",
|
|
" - 39s - loss: 0.2778 - acc: 0.9665 - val_loss: 0.9252 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00872: val_acc did not improve from 0.86765\n",
|
|
"Epoch 873/3000\n",
|
|
" - 38s - loss: 0.2818 - acc: 0.9642 - val_loss: 0.9597 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 00873: val_acc did not improve from 0.86765\n",
|
|
"Epoch 874/3000\n",
|
|
" - 39s - loss: 0.2685 - acc: 0.9681 - val_loss: 0.9170 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 00874: val_acc did not improve from 0.86765\n",
|
|
"Epoch 875/3000\n",
|
|
" - 40s - loss: 0.2723 - acc: 0.9666 - val_loss: 0.9440 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 00875: val_acc did not improve from 0.86765\n",
|
|
"Epoch 876/3000\n",
|
|
" - 39s - loss: 0.2628 - acc: 0.9681 - val_loss: 0.9244 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00876: val_acc did not improve from 0.86765\n",
|
|
"Epoch 877/3000\n",
|
|
" - 39s - loss: 0.2675 - acc: 0.9688 - val_loss: 0.9393 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 00877: val_acc did not improve from 0.86765\n",
|
|
"Epoch 878/3000\n",
|
|
" - 39s - loss: 0.2735 - acc: 0.9681 - val_loss: 0.9207 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 00878: val_acc did not improve from 0.86765\n",
|
|
"Epoch 879/3000\n",
|
|
" - 39s - loss: 0.2819 - acc: 0.9671 - val_loss: 0.9909 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 00879: val_acc did not improve from 0.86765\n",
|
|
"Epoch 880/3000\n",
|
|
" - 39s - loss: 0.2822 - acc: 0.9663 - val_loss: 0.8859 - val_acc: 0.8622\n",
|
|
" - 39s - loss: 0.2437 - acc: 0.9728 - val_loss: 0.9414 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01453: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1454/3000\n",
|
|
" - 39s - loss: 0.2456 - acc: 0.9689 - val_loss: 0.9396 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01454: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1455/3000\n",
|
|
" - 39s - loss: 0.2501 - acc: 0.9704 - val_loss: 0.9704 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01455: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1456/3000\n",
|
|
" - 39s - loss: 0.2410 - acc: 0.9730 - val_loss: 0.9438 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 01456: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1457/3000\n",
|
|
" - 39s - loss: 0.2434 - acc: 0.9704 - val_loss: 0.9349 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01457: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1458/3000\n",
|
|
" - 39s - loss: 0.2376 - acc: 0.9721 - val_loss: 0.9272 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 01458: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1459/3000\n",
|
|
" - 39s - loss: 0.2536 - acc: 0.9677 - val_loss: 0.9463 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01459: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1460/3000\n",
|
|
" - 39s - loss: 0.2437 - acc: 0.9716 - val_loss: 0.9497 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 01460: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1461/3000\n",
|
|
" - 39s - loss: 0.2477 - acc: 0.9725 - val_loss: 0.9798 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 01461: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1462/3000\n",
|
|
" - 39s - loss: 0.2415 - acc: 0.9713 - val_loss: 0.9064 - val_acc: 0.8622\n",
|
|
"\n",
|
|
"Epoch 01462: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1463/3000\n",
|
|
" - 39s - loss: 0.2492 - acc: 0.9691 - val_loss: 0.9249 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01463: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1464/3000\n",
|
|
" - 39s - loss: 0.2496 - acc: 0.9680 - val_loss: 0.9249 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01464: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1465/3000\n",
|
|
" - 39s - loss: 0.2397 - acc: 0.9719 - val_loss: 0.9813 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01465: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1466/3000\n",
|
|
" - 39s - loss: 0.2389 - acc: 0.9728 - val_loss: 0.9445 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01466: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1467/3000\n",
|
|
" - 39s - loss: 0.2439 - acc: 0.9706 - val_loss: 0.9341 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01467: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1468/3000\n",
|
|
" - 39s - loss: 0.2416 - acc: 0.9703 - val_loss: 0.9718 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01468: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1469/3000\n",
|
|
" - 39s - loss: 0.2418 - acc: 0.9707 - val_loss: 0.9249 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01469: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1470/3000\n",
|
|
" - 39s - loss: 0.2429 - acc: 0.9713 - val_loss: 0.9052 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 01470: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1471/3000\n",
|
|
" - 39s - loss: 0.2460 - acc: 0.9727 - val_loss: 0.9187 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01471: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1472/3000\n",
|
|
" - 39s - loss: 0.2476 - acc: 0.9688 - val_loss: 0.9076 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 01472: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1473/3000\n",
|
|
" - 39s - loss: 0.2420 - acc: 0.9722 - val_loss: 0.9097 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01473: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1474/3000\n",
|
|
" - 39s - loss: 0.2489 - acc: 0.9707 - val_loss: 0.9347 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01474: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1475/3000\n",
|
|
" - 39s - loss: 0.2462 - acc: 0.9706 - val_loss: 0.9509 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01475: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1476/3000\n",
|
|
" - 39s - loss: 0.2499 - acc: 0.9728 - val_loss: 0.9493 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 01476: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1477/3000\n",
|
|
" - 39s - loss: 0.2415 - acc: 0.9716 - val_loss: 0.9297 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01477: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1478/3000\n",
|
|
" - 39s - loss: 0.2439 - acc: 0.9710 - val_loss: 0.9168 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01481: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1482/3000\n",
|
|
" - 39s - loss: 0.2395 - acc: 0.9718 - val_loss: 0.9125 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01482: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1483/3000\n",
|
|
" - 39s - loss: 0.2418 - acc: 0.9722 - val_loss: 0.9493 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01483: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1484/3000\n",
|
|
" - 39s - loss: 0.2469 - acc: 0.9697 - val_loss: 0.9119 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 01484: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1485/3000\n",
|
|
" - 39s - loss: 0.2441 - acc: 0.9697 - val_loss: 0.9422 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01485: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1486/3000\n",
|
|
" - 39s - loss: 0.2403 - acc: 0.9724 - val_loss: 0.8943 - val_acc: 0.8630\n",
|
|
"\n",
|
|
"Epoch 01486: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1487/3000\n",
|
|
" - 39s - loss: 0.2391 - acc: 0.9733 - val_loss: 0.9159 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01487: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1488/3000\n",
|
|
" - 39s - loss: 0.2531 - acc: 0.9701 - val_loss: 0.9343 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01488: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1489/3000\n",
|
|
" - 39s - loss: 0.2523 - acc: 0.9681 - val_loss: 0.9137 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01489: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1490/3000\n",
|
|
" - 39s - loss: 0.2489 - acc: 0.9692 - val_loss: 0.9188 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 01490: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1491/3000\n",
|
|
" - 39s - loss: 0.2460 - acc: 0.9721 - val_loss: 0.9391 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 01491: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1492/3000\n",
|
|
" - 39s - loss: 0.2413 - acc: 0.9731 - val_loss: 0.9119 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01492: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1493/3000\n",
|
|
" - 39s - loss: 0.2432 - acc: 0.9728 - val_loss: 0.9226 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01493: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1494/3000\n",
|
|
" - 39s - loss: 0.2494 - acc: 0.9700 - val_loss: 0.9348 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01494: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1495/3000\n",
|
|
" - 39s - loss: 0.2516 - acc: 0.9691 - val_loss: 0.9478 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 01495: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1496/3000\n",
|
|
" - 39s - loss: 0.2404 - acc: 0.9730 - val_loss: 0.9172 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01496: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1497/3000\n",
|
|
" - 39s - loss: 0.2487 - acc: 0.9700 - val_loss: 0.9282 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01497: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1498/3000\n",
|
|
" - 39s - loss: 0.2415 - acc: 0.9703 - val_loss: 0.9244 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01498: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1499/3000\n",
|
|
" - 39s - loss: 0.2360 - acc: 0.9731 - val_loss: 0.9419 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 01499: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1500/3000\n",
|
|
" - 40s - loss: 0.2498 - acc: 0.9707 - val_loss: 0.9439 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01500: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1501/3000\n",
|
|
" - 39s - loss: 0.2382 - acc: 0.9739 - val_loss: 0.9383 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 01501: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1502/3000\n",
|
|
" - 39s - loss: 0.2510 - acc: 0.9691 - val_loss: 0.9453 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01502: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1503/3000\n",
|
|
" - 39s - loss: 0.2407 - acc: 0.9715 - val_loss: 0.9334 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01503: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1504/3000\n",
|
|
" - 39s - loss: 0.2410 - acc: 0.9719 - val_loss: 0.9173 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01504: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1505/3000\n",
|
|
" - 39s - loss: 0.2400 - acc: 0.9727 - val_loss: 0.9308 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01505: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1506/3000\n",
|
|
" - 39s - loss: 0.2380 - acc: 0.9716 - val_loss: 0.9309 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01506: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1507/3000\n",
|
|
" - 39s - loss: 0.2403 - acc: 0.9727 - val_loss: 0.9427 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01507: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1508/3000\n",
|
|
" - 39s - loss: 0.2587 - acc: 0.9684 - val_loss: 0.9172 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01508: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1509/3000\n",
|
|
" - 39s - loss: 0.2459 - acc: 0.9706 - val_loss: 0.9064 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01509: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1510/3000\n",
|
|
" - 39s - loss: 0.2416 - acc: 0.9718 - val_loss: 0.9717 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 01510: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1511/3000\n",
|
|
" - 39s - loss: 0.2383 - acc: 0.9748 - val_loss: 0.9140 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 01511: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1512/3000\n",
|
|
" - 40s - loss: 0.2466 - acc: 0.9703 - val_loss: 0.9460 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01512: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1513/3000\n",
|
|
" - 39s - loss: 0.2477 - acc: 0.9706 - val_loss: 0.9360 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01513: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1514/3000\n",
|
|
" - 39s - loss: 0.2462 - acc: 0.9703 - val_loss: 0.9291 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01514: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1515/3000\n",
|
|
" - 39s - loss: 0.2393 - acc: 0.9725 - val_loss: 0.9156 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01515: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1516/3000\n",
|
|
" - 39s - loss: 0.2503 - acc: 0.9700 - val_loss: 0.9251 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01516: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1517/3000\n",
|
|
" - 39s - loss: 0.2373 - acc: 0.9706 - val_loss: 0.9421 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01517: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1518/3000\n",
|
|
" - 39s - loss: 0.2344 - acc: 0.9736 - val_loss: 0.9315 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01518: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1519/3000\n",
|
|
" - 39s - loss: 0.2454 - acc: 0.9692 - val_loss: 0.9511 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01519: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1520/3000\n",
|
|
" - 39s - loss: 0.2413 - acc: 0.9713 - val_loss: 0.9209 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01520: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1521/3000\n",
|
|
" - 39s - loss: 0.2384 - acc: 0.9725 - val_loss: 0.9393 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01521: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1522/3000\n",
|
|
" - 39s - loss: 0.2409 - acc: 0.9718 - val_loss: 0.9752 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 01522: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1523/3000\n",
|
|
" - 39s - loss: 0.2481 - acc: 0.9712 - val_loss: 0.9664 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01523: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1524/3000\n",
|
|
" - 39s - loss: 0.2389 - acc: 0.9718 - val_loss: 0.9558 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 01524: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1525/3000\n",
|
|
" - 40s - loss: 0.2428 - acc: 0.9707 - val_loss: 0.9175 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01525: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1526/3000\n",
|
|
" - 39s - loss: 0.2370 - acc: 0.9710 - val_loss: 0.9364 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01526: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1527/3000\n",
|
|
" - 39s - loss: 0.2385 - acc: 0.9724 - val_loss: 0.9245 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01527: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1528/3000\n",
|
|
" - 39s - loss: 0.2444 - acc: 0.9713 - val_loss: 0.9479 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01528: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1529/3000\n",
|
|
" - 39s - loss: 0.2440 - acc: 0.9712 - val_loss: 0.9174 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01529: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1530/3000\n",
|
|
" - 39s - loss: 0.2414 - acc: 0.9730 - val_loss: 0.9120 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 01530: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1531/3000\n",
|
|
" - 39s - loss: 0.2462 - acc: 0.9700 - val_loss: 0.9599 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 01531: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1532/3000\n",
|
|
" - 39s - loss: 0.2468 - acc: 0.9703 - val_loss: 0.9481 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01532: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1533/3000\n",
|
|
" - 39s - loss: 0.2527 - acc: 0.9697 - val_loss: 0.9536 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01533: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1534/3000\n",
|
|
" - 39s - loss: 0.2402 - acc: 0.9725 - val_loss: 0.9329 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01534: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1535/3000\n",
|
|
" - 39s - loss: 0.2466 - acc: 0.9716 - val_loss: 0.9295 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01535: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1536/3000\n",
|
|
" - 39s - loss: 0.2510 - acc: 0.9689 - val_loss: 0.9513 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01536: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1537/3000\n",
|
|
" - 39s - loss: 0.2406 - acc: 0.9734 - val_loss: 0.9543 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01537: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1538/3000\n",
|
|
" - 39s - loss: 0.2365 - acc: 0.9742 - val_loss: 0.9489 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01538: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1539/3000\n",
|
|
" - 39s - loss: 0.2477 - acc: 0.9716 - val_loss: 0.9163 - val_acc: 0.8618\n",
|
|
"\n",
|
|
"Epoch 01539: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1540/3000\n",
|
|
" - 39s - loss: 0.2436 - acc: 0.9710 - val_loss: 0.9541 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01540: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1541/3000\n",
|
|
" - 39s - loss: 0.2495 - acc: 0.9704 - val_loss: 0.9125 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 01541: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1542/3000\n",
|
|
" - 39s - loss: 0.2509 - acc: 0.9691 - val_loss: 0.9325 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01542: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1543/3000\n",
|
|
" - 39s - loss: 0.2377 - acc: 0.9725 - val_loss: 0.9237 - val_acc: 0.8622\n",
|
|
"\n",
|
|
"Epoch 01543: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1544/3000\n",
|
|
" - 39s - loss: 0.2403 - acc: 0.9700 - val_loss: 0.9509 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01544: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1545/3000\n",
|
|
" - 40s - loss: 0.2449 - acc: 0.9697 - val_loss: 0.9444 - val_acc: 0.8618\n",
|
|
"\n",
|
|
"Epoch 01545: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1546/3000\n",
|
|
" - 39s - loss: 0.2476 - acc: 0.9712 - val_loss: 0.9380 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01546: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1547/3000\n",
|
|
" - 39s - loss: 0.2425 - acc: 0.9712 - val_loss: 0.9158 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01547: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1548/3000\n",
|
|
" - 39s - loss: 0.2398 - acc: 0.9718 - val_loss: 0.9345 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01548: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1549/3000\n",
|
|
" - 39s - loss: 0.2443 - acc: 0.9707 - val_loss: 0.9413 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 01549: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1550/3000\n",
|
|
" - 39s - loss: 0.2405 - acc: 0.9718 - val_loss: 0.9338 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01550: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1551/3000\n",
|
|
" - 39s - loss: 0.2521 - acc: 0.9701 - val_loss: 0.9322 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01551: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1552/3000\n",
|
|
" - 40s - loss: 0.2453 - acc: 0.9728 - val_loss: 0.9305 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01552: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1553/3000\n",
|
|
" - 39s - loss: 0.2423 - acc: 0.9719 - val_loss: 0.9418 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01553: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1554/3000\n",
|
|
" - 39s - loss: 0.2467 - acc: 0.9710 - val_loss: 0.9277 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01554: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1555/3000\n",
|
|
" - 39s - loss: 0.2439 - acc: 0.9706 - val_loss: 0.9063 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01555: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1556/3000\n",
|
|
" - 39s - loss: 0.2427 - acc: 0.9721 - val_loss: 0.9451 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01556: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1557/3000\n",
|
|
" - 39s - loss: 0.2500 - acc: 0.9707 - val_loss: 0.9079 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01557: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1558/3000\n",
|
|
" - 39s - loss: 0.2409 - acc: 0.9709 - val_loss: 0.9328 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01558: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1559/3000\n",
|
|
" - 39s - loss: 0.2429 - acc: 0.9725 - val_loss: 0.9575 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01559: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1560/3000\n",
|
|
" - 40s - loss: 0.2338 - acc: 0.9734 - val_loss: 0.9515 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01560: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1561/3000\n",
|
|
" - 40s - loss: 0.2473 - acc: 0.9706 - val_loss: 0.9409 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01561: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1562/3000\n",
|
|
" - 39s - loss: 0.2456 - acc: 0.9712 - val_loss: 0.9535 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01562: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1563/3000\n",
|
|
" - 39s - loss: 0.2408 - acc: 0.9716 - val_loss: 0.9553 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01563: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1564/3000\n",
|
|
" - 39s - loss: 0.2381 - acc: 0.9746 - val_loss: 0.9454 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01564: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1565/3000\n",
|
|
" - 39s - loss: 0.2401 - acc: 0.9736 - val_loss: 0.9554 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01565: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1566/3000\n",
|
|
" - 39s - loss: 0.2458 - acc: 0.9695 - val_loss: 0.9125 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01566: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1567/3000\n",
|
|
" - 40s - loss: 0.2468 - acc: 0.9704 - val_loss: 0.9234 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01567: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1568/3000\n",
|
|
" - 39s - loss: 0.2473 - acc: 0.9686 - val_loss: 0.9318 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01568: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1569/3000\n",
|
|
" - 39s - loss: 0.2450 - acc: 0.9701 - val_loss: 0.9276 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01569: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1570/3000\n",
|
|
" - 39s - loss: 0.2446 - acc: 0.9698 - val_loss: 0.9424 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01570: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1571/3000\n",
|
|
" - 39s - loss: 0.2531 - acc: 0.9695 - val_loss: 0.9584 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01571: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1572/3000\n",
|
|
" - 39s - loss: 0.2353 - acc: 0.9734 - val_loss: 0.9187 - val_acc: 0.8618\n",
|
|
"\n",
|
|
"Epoch 01572: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1573/3000\n",
|
|
" - 39s - loss: 0.2381 - acc: 0.9721 - val_loss: 0.9378 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01573: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1574/3000\n",
|
|
" - 39s - loss: 0.2368 - acc: 0.9734 - val_loss: 0.9305 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01574: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1575/3000\n",
|
|
" - 39s - loss: 0.2427 - acc: 0.9706 - val_loss: 0.9283 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01575: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1576/3000\n",
|
|
" - 39s - loss: 0.2452 - acc: 0.9713 - val_loss: 0.9388 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01576: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1577/3000\n",
|
|
" - 39s - loss: 0.2353 - acc: 0.9731 - val_loss: 0.9383 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01577: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1578/3000\n",
|
|
" - 39s - loss: 0.2318 - acc: 0.9737 - val_loss: 0.9308 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01578: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1579/3000\n",
|
|
" - 39s - loss: 0.2462 - acc: 0.9737 - val_loss: 0.9294 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01579: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1580/3000\n",
|
|
" - 39s - loss: 0.2419 - acc: 0.9722 - val_loss: 0.9507 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 01580: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1581/3000\n",
|
|
" - 39s - loss: 0.2438 - acc: 0.9727 - val_loss: 0.9298 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01581: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1582/3000\n",
|
|
" - 39s - loss: 0.2423 - acc: 0.9727 - val_loss: 0.9501 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01582: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1583/3000\n",
|
|
" - 39s - loss: 0.2363 - acc: 0.9727 - val_loss: 0.9519 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01583: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1584/3000\n",
|
|
" - 39s - loss: 0.2477 - acc: 0.9686 - val_loss: 0.9393 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01584: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1585/3000\n",
|
|
" - 39s - loss: 0.2445 - acc: 0.9706 - val_loss: 0.9423 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 01585: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1586/3000\n",
|
|
" - 39s - loss: 0.2391 - acc: 0.9722 - val_loss: 0.9277 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01586: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1587/3000\n",
|
|
" - 39s - loss: 0.2368 - acc: 0.9736 - val_loss: 0.9419 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01587: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1588/3000\n",
|
|
" - 39s - loss: 0.2463 - acc: 0.9703 - val_loss: 0.9391 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01588: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1589/3000\n",
|
|
" - 39s - loss: 0.2509 - acc: 0.9715 - val_loss: 0.8978 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01589: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1590/3000\n",
|
|
" - 39s - loss: 0.2401 - acc: 0.9736 - val_loss: 0.9471 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01590: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1591/3000\n",
|
|
" - 39s - loss: 0.2393 - acc: 0.9745 - val_loss: 0.9482 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01591: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1592/3000\n",
|
|
" - 39s - loss: 0.2456 - acc: 0.9706 - val_loss: 0.9385 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01592: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1593/3000\n",
|
|
" - 39s - loss: 0.2496 - acc: 0.9698 - val_loss: 0.9354 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01593: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1594/3000\n",
|
|
" - 39s - loss: 0.2427 - acc: 0.9722 - val_loss: 0.9388 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01594: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1595/3000\n",
|
|
" - 39s - loss: 0.2441 - acc: 0.9722 - val_loss: 0.9616 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01595: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1596/3000\n",
|
|
" - 39s - loss: 0.2371 - acc: 0.9736 - val_loss: 0.9283 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 01596: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1597/3000\n",
|
|
" - 39s - loss: 0.2392 - acc: 0.9718 - val_loss: 0.9350 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01597: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1598/3000\n",
|
|
" - 39s - loss: 0.2397 - acc: 0.9730 - val_loss: 0.9188 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01598: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1599/3000\n",
|
|
" - 39s - loss: 0.2416 - acc: 0.9728 - val_loss: 0.9390 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01599: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1600/3000\n",
|
|
" - 39s - loss: 0.2415 - acc: 0.9719 - val_loss: 0.9558 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 01600: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1601/3000\n",
|
|
" - 40s - loss: 0.2359 - acc: 0.9739 - val_loss: 0.9396 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01601: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1602/3000\n",
|
|
" - 39s - loss: 0.2448 - acc: 0.9709 - val_loss: 0.9179 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01602: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1603/3000\n",
|
|
" - 39s - loss: 0.2373 - acc: 0.9725 - val_loss: 0.9440 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01603: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1604/3000\n",
|
|
" - 39s - loss: 0.2330 - acc: 0.9755 - val_loss: 0.9561 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01604: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1605/3000\n",
|
|
" - 39s - loss: 0.2442 - acc: 0.9709 - val_loss: 0.9349 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01605: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1606/3000\n",
|
|
" - 39s - loss: 0.2401 - acc: 0.9718 - val_loss: 0.9517 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01606: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1607/3000\n",
|
|
" - 39s - loss: 0.2407 - acc: 0.9700 - val_loss: 0.9624 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 01607: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1608/3000\n",
|
|
" - 39s - loss: 0.2463 - acc: 0.9722 - val_loss: 0.9382 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01608: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1609/3000\n",
|
|
" - 40s - loss: 0.2430 - acc: 0.9721 - val_loss: 0.9283 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01609: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1610/3000\n",
|
|
" - 39s - loss: 0.2407 - acc: 0.9716 - val_loss: 0.9335 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01610: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1611/3000\n",
|
|
" - 39s - loss: 0.2451 - acc: 0.9707 - val_loss: 0.9679 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 01611: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1612/3000\n",
|
|
" - 39s - loss: 0.2400 - acc: 0.9719 - val_loss: 0.9498 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01612: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1613/3000\n",
|
|
" - 39s - loss: 0.2493 - acc: 0.9698 - val_loss: 0.9202 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01613: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1614/3000\n",
|
|
" - 39s - loss: 0.2435 - acc: 0.9719 - val_loss: 0.9701 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 01614: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1615/3000\n",
|
|
" - 39s - loss: 0.2496 - acc: 0.9704 - val_loss: 0.9406 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 01615: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1616/3000\n",
|
|
" - 39s - loss: 0.2410 - acc: 0.9727 - val_loss: 0.9507 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01616: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1617/3000\n",
|
|
" - 39s - loss: 0.2406 - acc: 0.9725 - val_loss: 0.9349 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01617: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1618/3000\n",
|
|
" - 39s - loss: 0.2343 - acc: 0.9740 - val_loss: 0.9635 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01618: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1619/3000\n",
|
|
" - 39s - loss: 0.2390 - acc: 0.9727 - val_loss: 0.9410 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01619: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1620/3000\n",
|
|
" - 39s - loss: 0.2365 - acc: 0.9740 - val_loss: 0.9448 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01620: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1621/3000\n",
|
|
" - 39s - loss: 0.2352 - acc: 0.9736 - val_loss: 0.9504 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01621: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1622/3000\n",
|
|
" - 39s - loss: 0.2404 - acc: 0.9706 - val_loss: 0.9619 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01622: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1623/3000\n",
|
|
" - 39s - loss: 0.2453 - acc: 0.9725 - val_loss: 0.9266 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01623: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1624/3000\n",
|
|
" - 39s - loss: 0.2396 - acc: 0.9716 - val_loss: 0.9552 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01624: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1625/3000\n",
|
|
" - 39s - loss: 0.2455 - acc: 0.9707 - val_loss: 0.9090 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01625: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1626/3000\n",
|
|
" - 39s - loss: 0.2400 - acc: 0.9727 - val_loss: 0.9586 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01626: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1627/3000\n",
|
|
" - 39s - loss: 0.2413 - acc: 0.9722 - val_loss: 0.9194 - val_acc: 0.8630\n",
|
|
"\n",
|
|
"Epoch 01627: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1628/3000\n",
|
|
" - 39s - loss: 0.2453 - acc: 0.9701 - val_loss: 0.9331 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01628: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1629/3000\n",
|
|
" - 39s - loss: 0.2332 - acc: 0.9725 - val_loss: 0.9728 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01629: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1630/3000\n",
|
|
" - 39s - loss: 0.2458 - acc: 0.9718 - val_loss: 0.9460 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01630: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1631/3000\n",
|
|
" - 39s - loss: 0.2544 - acc: 0.9669 - val_loss: 0.9337 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01631: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1632/3000\n",
|
|
" - 39s - loss: 0.2498 - acc: 0.9698 - val_loss: 0.9509 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01632: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1633/3000\n",
|
|
" - 39s - loss: 0.2383 - acc: 0.9719 - val_loss: 0.9533 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01633: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1634/3000\n",
|
|
" - 39s - loss: 0.2489 - acc: 0.9704 - val_loss: 0.9220 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01634: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1635/3000\n",
|
|
" - 39s - loss: 0.2393 - acc: 0.9716 - val_loss: 0.9476 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01635: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1636/3000\n",
|
|
" - 39s - loss: 0.2425 - acc: 0.9716 - val_loss: 0.9419 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01636: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1637/3000\n",
|
|
" - 39s - loss: 0.2475 - acc: 0.9680 - val_loss: 0.9260 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01637: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1638/3000\n",
|
|
" - 39s - loss: 0.2448 - acc: 0.9707 - val_loss: 0.9294 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01638: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1639/3000\n",
|
|
" - 39s - loss: 0.2376 - acc: 0.9710 - val_loss: 0.9369 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01639: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1640/3000\n",
|
|
" - 39s - loss: 0.2451 - acc: 0.9688 - val_loss: 0.9558 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01640: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1641/3000\n",
|
|
" - 39s - loss: 0.2404 - acc: 0.9709 - val_loss: 0.9431 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01641: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1642/3000\n",
|
|
" - 40s - loss: 0.2439 - acc: 0.9683 - val_loss: 0.9447 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01642: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1643/3000\n",
|
|
" - 39s - loss: 0.2433 - acc: 0.9707 - val_loss: 0.9525 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 01643: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1644/3000\n",
|
|
" - 39s - loss: 0.2329 - acc: 0.9757 - val_loss: 0.9513 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01644: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1645/3000\n",
|
|
" - 39s - loss: 0.2347 - acc: 0.9713 - val_loss: 0.9371 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 01645: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1646/3000\n",
|
|
" - 39s - loss: 0.2341 - acc: 0.9757 - val_loss: 0.9519 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 01646: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1647/3000\n",
|
|
" - 39s - loss: 0.2425 - acc: 0.9692 - val_loss: 0.9479 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01647: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1648/3000\n",
|
|
" - 39s - loss: 0.2429 - acc: 0.9718 - val_loss: 0.9273 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01648: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1649/3000\n",
|
|
" - 39s - loss: 0.2422 - acc: 0.9710 - val_loss: 0.9667 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01649: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1650/3000\n",
|
|
" - 39s - loss: 0.2579 - acc: 0.9684 - val_loss: 0.9098 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01650: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1651/3000\n",
|
|
" - 39s - loss: 0.2449 - acc: 0.9703 - val_loss: 0.9447 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01651: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1652/3000\n",
|
|
" - 39s - loss: 0.2403 - acc: 0.9725 - val_loss: 0.9293 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01652: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1653/3000\n",
|
|
" - 39s - loss: 0.2319 - acc: 0.9751 - val_loss: 0.9602 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01653: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1654/3000\n",
|
|
" - 39s - loss: 0.2309 - acc: 0.9748 - val_loss: 0.9506 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01654: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1655/3000\n",
|
|
" - 39s - loss: 0.2422 - acc: 0.9724 - val_loss: 0.9509 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01655: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1656/3000\n",
|
|
" - 39s - loss: 0.2348 - acc: 0.9736 - val_loss: 0.9294 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01656: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1657/3000\n",
|
|
" - 40s - loss: 0.2360 - acc: 0.9748 - val_loss: 0.9647 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01657: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1658/3000\n",
|
|
" - 39s - loss: 0.2443 - acc: 0.9733 - val_loss: 0.9579 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01658: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1659/3000\n",
|
|
" - 40s - loss: 0.2359 - acc: 0.9734 - val_loss: 0.9637 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 01659: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1660/3000\n",
|
|
" - 39s - loss: 0.2457 - acc: 0.9719 - val_loss: 0.9487 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 01660: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1661/3000\n",
|
|
" - 39s - loss: 0.2475 - acc: 0.9684 - val_loss: 0.9477 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01661: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1662/3000\n",
|
|
" - 39s - loss: 0.2420 - acc: 0.9700 - val_loss: 0.9458 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01662: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1663/3000\n",
|
|
" - 39s - loss: 0.2477 - acc: 0.9697 - val_loss: 0.9442 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01663: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1664/3000\n",
|
|
" - 39s - loss: 0.2430 - acc: 0.9700 - val_loss: 0.9368 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 01664: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1665/3000\n",
|
|
" - 39s - loss: 0.2441 - acc: 0.9712 - val_loss: 0.9506 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01665: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1666/3000\n",
|
|
" - 39s - loss: 0.2415 - acc: 0.9716 - val_loss: 0.9450 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01666: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1667/3000\n",
|
|
" - 39s - loss: 0.2457 - acc: 0.9700 - val_loss: 0.9005 - val_acc: 0.8618\n",
|
|
"\n",
|
|
"Epoch 01667: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1668/3000\n",
|
|
" - 39s - loss: 0.2392 - acc: 0.9724 - val_loss: 0.9510 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01668: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1669/3000\n",
|
|
" - 39s - loss: 0.2405 - acc: 0.9718 - val_loss: 0.9585 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 01669: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1670/3000\n",
|
|
" - 39s - loss: 0.2377 - acc: 0.9724 - val_loss: 0.9441 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01670: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1671/3000\n",
|
|
" - 40s - loss: 0.2461 - acc: 0.9713 - val_loss: 0.9328 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01671: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1672/3000\n",
|
|
" - 39s - loss: 0.2339 - acc: 0.9743 - val_loss: 0.9569 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01672: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1673/3000\n",
|
|
" - 39s - loss: 0.2422 - acc: 0.9730 - val_loss: 0.9678 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 01673: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1674/3000\n",
|
|
" - 39s - loss: 0.2379 - acc: 0.9736 - val_loss: 0.9578 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01674: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1675/3000\n",
|
|
" - 39s - loss: 0.2431 - acc: 0.9719 - val_loss: 0.9396 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01675: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1676/3000\n",
|
|
" - 39s - loss: 0.2344 - acc: 0.9739 - val_loss: 0.9647 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01676: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1677/3000\n",
|
|
" - 39s - loss: 0.2400 - acc: 0.9716 - val_loss: 0.9397 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01677: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1678/3000\n",
|
|
" - 39s - loss: 0.2354 - acc: 0.9725 - val_loss: 0.9399 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 01678: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1679/3000\n",
|
|
" - 40s - loss: 0.2425 - acc: 0.9730 - val_loss: 0.9595 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01679: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1680/3000\n",
|
|
" - 39s - loss: 0.2448 - acc: 0.9701 - val_loss: 0.9767 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01680: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1681/3000\n",
|
|
" - 39s - loss: 0.2462 - acc: 0.9716 - val_loss: 0.9558 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01681: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1682/3000\n",
|
|
" - 39s - loss: 0.2443 - acc: 0.9710 - val_loss: 0.9277 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01682: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1683/3000\n",
|
|
" - 39s - loss: 0.2431 - acc: 0.9712 - val_loss: 0.9203 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01683: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1684/3000\n",
|
|
" - 39s - loss: 0.2371 - acc: 0.9736 - val_loss: 0.9380 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01684: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1685/3000\n",
|
|
" - 39s - loss: 0.2406 - acc: 0.9725 - val_loss: 0.9291 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01685: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1686/3000\n",
|
|
" - 40s - loss: 0.2362 - acc: 0.9725 - val_loss: 0.9439 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01686: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1687/3000\n",
|
|
" - 39s - loss: 0.2435 - acc: 0.9686 - val_loss: 0.9464 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01687: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1688/3000\n",
|
|
" - 39s - loss: 0.2474 - acc: 0.9710 - val_loss: 0.9844 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 01688: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1689/3000\n",
|
|
" - 39s - loss: 0.2352 - acc: 0.9730 - val_loss: 0.9340 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01689: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1690/3000\n",
|
|
" - 39s - loss: 0.2444 - acc: 0.9706 - val_loss: 0.9369 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01690: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1691/3000\n",
|
|
" - 39s - loss: 0.2453 - acc: 0.9724 - val_loss: 0.9335 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01691: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1692/3000\n",
|
|
" - 39s - loss: 0.2431 - acc: 0.9724 - val_loss: 0.9536 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01692: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1693/3000\n",
|
|
" - 39s - loss: 0.2437 - acc: 0.9737 - val_loss: 0.9467 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01693: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1694/3000\n",
|
|
" - 40s - loss: 0.2387 - acc: 0.9743 - val_loss: 0.9340 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01694: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1695/3000\n",
|
|
" - 39s - loss: 0.2499 - acc: 0.9695 - val_loss: 0.9462 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01695: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1696/3000\n",
|
|
" - 39s - loss: 0.2421 - acc: 0.9710 - val_loss: 0.9613 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01696: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1697/3000\n",
|
|
" - 40s - loss: 0.2481 - acc: 0.9722 - val_loss: 0.9473 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01697: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1698/3000\n",
|
|
" - 40s - loss: 0.2469 - acc: 0.9713 - val_loss: 0.9375 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01698: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1699/3000\n",
|
|
" - 39s - loss: 0.2516 - acc: 0.9692 - val_loss: 0.9508 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01699: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1700/3000\n",
|
|
" - 39s - loss: 0.2453 - acc: 0.9715 - val_loss: 0.9098 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 01700: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1701/3000\n",
|
|
" - 39s - loss: 0.2466 - acc: 0.9713 - val_loss: 0.9457 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01701: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1702/3000\n",
|
|
" - 39s - loss: 0.2518 - acc: 0.9712 - val_loss: 0.9541 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01702: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1703/3000\n",
|
|
" - 39s - loss: 0.2430 - acc: 0.9716 - val_loss: 0.9383 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01703: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1704/3000\n",
|
|
" - 39s - loss: 0.2395 - acc: 0.9721 - val_loss: 0.9496 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01704: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1705/3000\n",
|
|
" - 39s - loss: 0.2404 - acc: 0.9721 - val_loss: 0.9436 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01705: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1706/3000\n",
|
|
" - 39s - loss: 0.2380 - acc: 0.9701 - val_loss: 0.9312 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01706: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1707/3000\n",
|
|
" - 39s - loss: 0.2296 - acc: 0.9731 - val_loss: 0.9177 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01707: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1708/3000\n",
|
|
" - 39s - loss: 0.2388 - acc: 0.9697 - val_loss: 0.9459 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 01708: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1709/3000\n",
|
|
" - 39s - loss: 0.2434 - acc: 0.9724 - val_loss: 0.9242 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01709: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1710/3000\n",
|
|
" - 39s - loss: 0.2486 - acc: 0.9691 - val_loss: 0.9343 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01710: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1711/3000\n",
|
|
" - 39s - loss: 0.2421 - acc: 0.9698 - val_loss: 0.9341 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01711: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1712/3000\n",
|
|
" - 39s - loss: 0.2464 - acc: 0.9733 - val_loss: 0.9185 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 01712: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1713/3000\n",
|
|
" - 39s - loss: 0.2354 - acc: 0.9749 - val_loss: 0.9516 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01713: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1714/3000\n",
|
|
" - 39s - loss: 0.2401 - acc: 0.9725 - val_loss: 0.9506 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01714: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1715/3000\n",
|
|
" - 39s - loss: 0.2400 - acc: 0.9706 - val_loss: 0.9420 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01715: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1716/3000\n",
|
|
" - 39s - loss: 0.2410 - acc: 0.9722 - val_loss: 0.9052 - val_acc: 0.8626\n",
|
|
"\n",
|
|
"Epoch 01716: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1717/3000\n",
|
|
" - 39s - loss: 0.2403 - acc: 0.9710 - val_loss: 0.9490 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01717: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1718/3000\n",
|
|
" - 39s - loss: 0.2377 - acc: 0.9716 - val_loss: 0.9385 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01718: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1719/3000\n",
|
|
" - 39s - loss: 0.2404 - acc: 0.9737 - val_loss: 0.9540 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01719: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1720/3000\n",
|
|
" - 39s - loss: 0.2437 - acc: 0.9692 - val_loss: 0.9487 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01720: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1721/3000\n",
|
|
" - 40s - loss: 0.2416 - acc: 0.9700 - val_loss: 0.9389 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01721: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1722/3000\n",
|
|
" - 39s - loss: 0.2386 - acc: 0.9713 - val_loss: 0.9300 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01722: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1723/3000\n",
|
|
" - 39s - loss: 0.2559 - acc: 0.9683 - val_loss: 0.9424 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01723: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1724/3000\n",
|
|
" - 39s - loss: 0.2483 - acc: 0.9695 - val_loss: 0.9352 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01724: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1725/3000\n",
|
|
" - 39s - loss: 0.2453 - acc: 0.9728 - val_loss: 0.9717 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 01725: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1726/3000\n",
|
|
" - 39s - loss: 0.2370 - acc: 0.9743 - val_loss: 0.9454 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01726: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1727/3000\n",
|
|
" - 39s - loss: 0.2430 - acc: 0.9718 - val_loss: 0.9518 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 01727: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1728/3000\n",
|
|
" - 39s - loss: 0.2425 - acc: 0.9718 - val_loss: 0.9127 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 01728: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1729/3000\n",
|
|
" - 40s - loss: 0.2421 - acc: 0.9713 - val_loss: 0.9084 - val_acc: 0.8638\n",
|
|
"\n",
|
|
"Epoch 01729: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1730/3000\n",
|
|
" - 39s - loss: 0.2365 - acc: 0.9730 - val_loss: 0.9388 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01730: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1731/3000\n",
|
|
" - 39s - loss: 0.2448 - acc: 0.9709 - val_loss: 0.9196 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01731: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1732/3000\n",
|
|
" - 39s - loss: 0.2353 - acc: 0.9725 - val_loss: 0.9516 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01732: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1733/3000\n",
|
|
" - 39s - loss: 0.2402 - acc: 0.9712 - val_loss: 0.9143 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01733: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1734/3000\n",
|
|
" - 39s - loss: 0.2426 - acc: 0.9733 - val_loss: 0.9374 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01734: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1735/3000\n",
|
|
" - 39s - loss: 0.2436 - acc: 0.9710 - val_loss: 0.9604 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01735: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1736/3000\n",
|
|
" - 39s - loss: 0.2415 - acc: 0.9721 - val_loss: 0.9298 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01736: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1737/3000\n",
|
|
" - 39s - loss: 0.2399 - acc: 0.9725 - val_loss: 0.9215 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01737: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1738/3000\n",
|
|
" - 39s - loss: 0.2310 - acc: 0.9736 - val_loss: 0.9474 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01738: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1739/3000\n",
|
|
" - 39s - loss: 0.2395 - acc: 0.9712 - val_loss: 0.9407 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01739: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1740/3000\n",
|
|
" - 39s - loss: 0.2460 - acc: 0.9703 - val_loss: 0.9558 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01740: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1741/3000\n",
|
|
" - 39s - loss: 0.2414 - acc: 0.9694 - val_loss: 0.9251 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01741: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1742/3000\n",
|
|
" - 39s - loss: 0.2349 - acc: 0.9715 - val_loss: 0.9195 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01742: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1743/3000\n",
|
|
" - 39s - loss: 0.2456 - acc: 0.9689 - val_loss: 0.9571 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01743: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1744/3000\n",
|
|
" - 39s - loss: 0.2492 - acc: 0.9719 - val_loss: 0.9217 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 01744: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1745/3000\n",
|
|
" - 39s - loss: 0.2412 - acc: 0.9683 - val_loss: 0.9430 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01745: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1746/3000\n",
|
|
" - 39s - loss: 0.2401 - acc: 0.9710 - val_loss: 0.9504 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01746: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1747/3000\n",
|
|
" - 39s - loss: 0.2436 - acc: 0.9704 - val_loss: 0.9241 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01747: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1748/3000\n",
|
|
" - 39s - loss: 0.2376 - acc: 0.9722 - val_loss: 0.9375 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01748: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1749/3000\n",
|
|
" - 39s - loss: 0.2347 - acc: 0.9751 - val_loss: 0.9259 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01749: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1750/3000\n",
|
|
" - 40s - loss: 0.2415 - acc: 0.9743 - val_loss: 0.9516 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01750: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1751/3000\n",
|
|
" - 40s - loss: 0.2434 - acc: 0.9724 - val_loss: 0.9135 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01751: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1752/3000\n",
|
|
" - 39s - loss: 0.2428 - acc: 0.9703 - val_loss: 0.9301 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01752: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1753/3000\n",
|
|
" - 39s - loss: 0.2417 - acc: 0.9727 - val_loss: 0.9306 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01753: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1754/3000\n",
|
|
" - 39s - loss: 0.2461 - acc: 0.9712 - val_loss: 0.9300 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01754: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1755/3000\n",
|
|
" - 39s - loss: 0.2412 - acc: 0.9727 - val_loss: 0.9236 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 01755: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1756/3000\n",
|
|
" - 39s - loss: 0.2459 - acc: 0.9709 - val_loss: 0.9483 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01756: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1757/3000\n",
|
|
" - 39s - loss: 0.2420 - acc: 0.9710 - val_loss: 0.9172 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 01757: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1758/3000\n",
|
|
" - 39s - loss: 0.2355 - acc: 0.9763 - val_loss: 0.9278 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01758: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1759/3000\n",
|
|
" - 39s - loss: 0.2438 - acc: 0.9692 - val_loss: 0.9344 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01759: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1760/3000\n",
|
|
" - 39s - loss: 0.2326 - acc: 0.9737 - val_loss: 0.9386 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01760: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1761/3000\n",
|
|
" - 39s - loss: 0.2436 - acc: 0.9718 - val_loss: 0.9084 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 01761: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1762/3000\n",
|
|
" - 39s - loss: 0.2398 - acc: 0.9722 - val_loss: 0.9349 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01762: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1763/3000\n",
|
|
" - 39s - loss: 0.2419 - acc: 0.9722 - val_loss: 0.9150 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01763: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1764/3000\n",
|
|
" - 39s - loss: 0.2461 - acc: 0.9697 - val_loss: 0.9402 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01764: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1765/3000\n",
|
|
" - 39s - loss: 0.2457 - acc: 0.9681 - val_loss: 0.9335 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01765: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1766/3000\n",
|
|
" - 39s - loss: 0.2419 - acc: 0.9713 - val_loss: 0.9420 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 01766: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1767/3000\n",
|
|
" - 39s - loss: 0.2509 - acc: 0.9691 - val_loss: 0.9329 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01767: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1768/3000\n",
|
|
" - 39s - loss: 0.2456 - acc: 0.9730 - val_loss: 0.9043 - val_acc: 0.8618\n",
|
|
"\n",
|
|
"Epoch 01768: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1769/3000\n",
|
|
" - 39s - loss: 0.2478 - acc: 0.9694 - val_loss: 0.9261 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01769: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1770/3000\n",
|
|
" - 39s - loss: 0.2429 - acc: 0.9725 - val_loss: 0.9364 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01770: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1771/3000\n",
|
|
" - 39s - loss: 0.2381 - acc: 0.9733 - val_loss: 0.9368 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01771: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1772/3000\n",
|
|
" - 39s - loss: 0.2486 - acc: 0.9692 - val_loss: 0.9250 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01772: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1773/3000\n",
|
|
" - 39s - loss: 0.2443 - acc: 0.9687 - val_loss: 0.9404 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01773: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1774/3000\n",
|
|
" - 39s - loss: 0.2495 - acc: 0.9692 - val_loss: 0.9378 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01774: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1775/3000\n",
|
|
" - 39s - loss: 0.2415 - acc: 0.9719 - val_loss: 0.9238 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 01775: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1776/3000\n",
|
|
" - 39s - loss: 0.2394 - acc: 0.9716 - val_loss: 0.9160 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 01776: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1777/3000\n",
|
|
" - 39s - loss: 0.2438 - acc: 0.9715 - val_loss: 0.9439 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01777: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1778/3000\n",
|
|
" - 39s - loss: 0.2338 - acc: 0.9737 - val_loss: 0.9241 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01778: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1779/3000\n",
|
|
" - 39s - loss: 0.2466 - acc: 0.9706 - val_loss: 0.9761 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 01779: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1780/3000\n",
|
|
" - 39s - loss: 0.2373 - acc: 0.9724 - val_loss: 0.9495 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01780: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1781/3000\n",
|
|
" - 39s - loss: 0.2429 - acc: 0.9677 - val_loss: 0.9758 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01781: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1782/3000\n",
|
|
" - 39s - loss: 0.2457 - acc: 0.9700 - val_loss: 0.9374 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01782: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1783/3000\n",
|
|
" - 39s - loss: 0.2374 - acc: 0.9721 - val_loss: 0.9752 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01783: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1784/3000\n",
|
|
" - 39s - loss: 0.2423 - acc: 0.9719 - val_loss: 0.9427 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01784: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1785/3000\n",
|
|
" - 39s - loss: 0.2375 - acc: 0.9700 - val_loss: 0.9716 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 01785: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1786/3000\n",
|
|
" - 39s - loss: 0.2413 - acc: 0.9719 - val_loss: 0.9522 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01786: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1787/3000\n",
|
|
" - 39s - loss: 0.2407 - acc: 0.9704 - val_loss: 0.9640 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 01787: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1788/3000\n",
|
|
" - 39s - loss: 0.2317 - acc: 0.9748 - val_loss: 0.9631 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01788: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1789/3000\n",
|
|
" - 39s - loss: 0.2437 - acc: 0.9710 - val_loss: 0.9231 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01789: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1790/3000\n",
|
|
" - 39s - loss: 0.2380 - acc: 0.9733 - val_loss: 0.9308 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01790: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1791/3000\n",
|
|
" - 39s - loss: 0.2389 - acc: 0.9721 - val_loss: 0.9357 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01791: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1792/3000\n",
|
|
" - 39s - loss: 0.2424 - acc: 0.9737 - val_loss: 0.9492 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01792: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1793/3000\n",
|
|
" - 39s - loss: 0.2438 - acc: 0.9713 - val_loss: 0.9325 - val_acc: 0.8622\n",
|
|
"\n",
|
|
"Epoch 01793: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1794/3000\n",
|
|
" - 39s - loss: 0.2479 - acc: 0.9675 - val_loss: 0.9442 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 01794: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1795/3000\n",
|
|
" - 39s - loss: 0.2486 - acc: 0.9712 - val_loss: 0.9469 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01795: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1796/3000\n",
|
|
" - 39s - loss: 0.2459 - acc: 0.9704 - val_loss: 0.9402 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01796: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1797/3000\n",
|
|
" - 39s - loss: 0.2418 - acc: 0.9700 - val_loss: 0.9580 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01797: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1798/3000\n",
|
|
" - 39s - loss: 0.2442 - acc: 0.9700 - val_loss: 0.9435 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01798: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1799/3000\n",
|
|
" - 39s - loss: 0.2406 - acc: 0.9724 - val_loss: 0.9391 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01799: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1800/3000\n",
|
|
" - 39s - loss: 0.2368 - acc: 0.9736 - val_loss: 0.9343 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01800: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1801/3000\n",
|
|
" - 39s - loss: 0.2366 - acc: 0.9734 - val_loss: 0.9168 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 01801: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1802/3000\n",
|
|
" - 39s - loss: 0.2345 - acc: 0.9730 - val_loss: 0.9597 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01802: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1803/3000\n",
|
|
" - 39s - loss: 0.2450 - acc: 0.9700 - val_loss: 0.9367 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01803: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1804/3000\n",
|
|
" - 39s - loss: 0.2403 - acc: 0.9730 - val_loss: 0.9376 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01804: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1805/3000\n",
|
|
" - 39s - loss: 0.2388 - acc: 0.9712 - val_loss: 0.9378 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01805: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1806/3000\n",
|
|
" - 39s - loss: 0.2422 - acc: 0.9718 - val_loss: 0.9483 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01806: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1807/3000\n",
|
|
" - 39s - loss: 0.2417 - acc: 0.9701 - val_loss: 0.9790 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 01807: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1808/3000\n",
|
|
" - 39s - loss: 0.2371 - acc: 0.9734 - val_loss: 0.9583 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01808: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1809/3000\n",
|
|
" - 39s - loss: 0.2282 - acc: 0.9749 - val_loss: 0.9693 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 01809: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1810/3000\n",
|
|
" - 39s - loss: 0.2411 - acc: 0.9695 - val_loss: 0.9553 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01810: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1811/3000\n",
|
|
" - 39s - loss: 0.2520 - acc: 0.9709 - val_loss: 0.9570 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01811: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1812/3000\n",
|
|
" - 39s - loss: 0.2471 - acc: 0.9698 - val_loss: 0.9281 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01812: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1813/3000\n",
|
|
" - 39s - loss: 0.2417 - acc: 0.9721 - val_loss: 0.9480 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01813: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1814/3000\n",
|
|
" - 39s - loss: 0.2373 - acc: 0.9746 - val_loss: 0.9497 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01814: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1815/3000\n",
|
|
" - 39s - loss: 0.2368 - acc: 0.9736 - val_loss: 0.9438 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01815: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1816/3000\n",
|
|
" - 39s - loss: 0.2418 - acc: 0.9712 - val_loss: 0.9399 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01816: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1817/3000\n",
|
|
" - 39s - loss: 0.2405 - acc: 0.9710 - val_loss: 0.9412 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01817: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1818/3000\n",
|
|
" - 39s - loss: 0.2468 - acc: 0.9700 - val_loss: 0.9614 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01818: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1819/3000\n",
|
|
" - 39s - loss: 0.2416 - acc: 0.9695 - val_loss: 0.9304 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 01819: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1820/3000\n",
|
|
" - 39s - loss: 0.2365 - acc: 0.9727 - val_loss: 0.9495 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01820: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1821/3000\n",
|
|
" - 39s - loss: 0.2381 - acc: 0.9721 - val_loss: 0.9580 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 01821: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1822/3000\n",
|
|
" - 39s - loss: 0.2413 - acc: 0.9721 - val_loss: 0.9527 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01822: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1823/3000\n",
|
|
" - 39s - loss: 0.2466 - acc: 0.9731 - val_loss: 0.9803 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01823: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1824/3000\n",
|
|
" - 39s - loss: 0.2419 - acc: 0.9688 - val_loss: 0.9607 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01824: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1825/3000\n",
|
|
" - 39s - loss: 0.2390 - acc: 0.9734 - val_loss: 0.9452 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01825: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1826/3000\n",
|
|
" - 40s - loss: 0.2399 - acc: 0.9710 - val_loss: 0.9513 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01826: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1827/3000\n",
|
|
" - 39s - loss: 0.2378 - acc: 0.9713 - val_loss: 0.9697 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01827: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1828/3000\n",
|
|
" - 39s - loss: 0.2388 - acc: 0.9713 - val_loss: 0.9881 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 01828: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1829/3000\n",
|
|
" - 39s - loss: 0.2408 - acc: 0.9704 - val_loss: 0.9500 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01829: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1830/3000\n",
|
|
" - 39s - loss: 0.2329 - acc: 0.9728 - val_loss: 0.9716 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01830: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1831/3000\n",
|
|
" - 39s - loss: 0.2355 - acc: 0.9758 - val_loss: 0.9836 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 01831: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1832/3000\n",
|
|
" - 39s - loss: 0.2432 - acc: 0.9707 - val_loss: 0.9901 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 01832: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1833/3000\n",
|
|
" - 40s - loss: 0.2499 - acc: 0.9686 - val_loss: 0.9511 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01833: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1834/3000\n",
|
|
" - 39s - loss: 0.2431 - acc: 0.9681 - val_loss: 0.9292 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01834: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1835/3000\n",
|
|
" - 39s - loss: 0.2391 - acc: 0.9707 - val_loss: 0.9398 - val_acc: 0.8626\n",
|
|
"\n",
|
|
"Epoch 01835: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1836/3000\n",
|
|
" - 39s - loss: 0.2392 - acc: 0.9698 - val_loss: 0.9527 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01836: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1837/3000\n",
|
|
" - 39s - loss: 0.2405 - acc: 0.9707 - val_loss: 0.9451 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01837: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1838/3000\n",
|
|
" - 39s - loss: 0.2516 - acc: 0.9695 - val_loss: 0.9610 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01838: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1839/3000\n",
|
|
" - 39s - loss: 0.2381 - acc: 0.9749 - val_loss: 0.9451 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01839: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1840/3000\n",
|
|
" - 39s - loss: 0.2408 - acc: 0.9697 - val_loss: 0.9727 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 01840: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1841/3000\n",
|
|
" - 39s - loss: 0.2402 - acc: 0.9712 - val_loss: 0.9786 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01841: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1842/3000\n",
|
|
" - 39s - loss: 0.2398 - acc: 0.9721 - val_loss: 0.9552 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01842: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1843/3000\n",
|
|
" - 39s - loss: 0.2389 - acc: 0.9713 - val_loss: 0.9592 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01843: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1844/3000\n",
|
|
" - 39s - loss: 0.2357 - acc: 0.9743 - val_loss: 0.9337 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01844: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1845/3000\n",
|
|
" - 39s - loss: 0.2399 - acc: 0.9704 - val_loss: 0.9657 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 01845: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1846/3000\n",
|
|
" - 39s - loss: 0.2329 - acc: 0.9742 - val_loss: 0.9439 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01846: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1847/3000\n",
|
|
" - 39s - loss: 0.2435 - acc: 0.9704 - val_loss: 0.9366 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 01847: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1848/3000\n",
|
|
" - 39s - loss: 0.2470 - acc: 0.9694 - val_loss: 0.9374 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01848: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1849/3000\n",
|
|
" - 39s - loss: 0.2396 - acc: 0.9718 - val_loss: 0.9438 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01849: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1850/3000\n",
|
|
" - 39s - loss: 0.2414 - acc: 0.9719 - val_loss: 0.9080 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 01850: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1851/3000\n",
|
|
" - 39s - loss: 0.2434 - acc: 0.9697 - val_loss: 0.9104 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01851: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1852/3000\n",
|
|
" - 39s - loss: 0.2470 - acc: 0.9713 - val_loss: 0.9503 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 01852: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1853/3000\n",
|
|
" - 39s - loss: 0.2453 - acc: 0.9700 - val_loss: 0.9346 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01853: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1854/3000\n",
|
|
" - 39s - loss: 0.2381 - acc: 0.9739 - val_loss: 0.9314 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 01854: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1855/3000\n",
|
|
" - 39s - loss: 0.2400 - acc: 0.9724 - val_loss: 0.9511 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01855: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1856/3000\n",
|
|
" - 39s - loss: 0.2430 - acc: 0.9703 - val_loss: 0.9523 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01856: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1857/3000\n",
|
|
" - 39s - loss: 0.2361 - acc: 0.9721 - val_loss: 0.9428 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01857: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1858/3000\n",
|
|
" - 39s - loss: 0.2398 - acc: 0.9715 - val_loss: 0.9580 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01858: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1859/3000\n",
|
|
" - 39s - loss: 0.2347 - acc: 0.9722 - val_loss: 0.9519 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01859: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1860/3000\n",
|
|
" - 39s - loss: 0.2367 - acc: 0.9724 - val_loss: 0.9812 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01860: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1861/3000\n",
|
|
" - 39s - loss: 0.2304 - acc: 0.9746 - val_loss: 0.9847 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01861: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1862/3000\n",
|
|
" - 39s - loss: 0.2331 - acc: 0.9755 - val_loss: 0.9559 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01862: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1863/3000\n",
|
|
" - 39s - loss: 0.2399 - acc: 0.9687 - val_loss: 0.9609 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01863: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1864/3000\n",
|
|
" - 39s - loss: 0.2407 - acc: 0.9706 - val_loss: 0.9607 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01864: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1865/3000\n",
|
|
" - 39s - loss: 0.2422 - acc: 0.9727 - val_loss: 0.9649 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01865: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1866/3000\n",
|
|
" - 39s - loss: 0.2418 - acc: 0.9719 - val_loss: 0.9655 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01866: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1867/3000\n",
|
|
" - 39s - loss: 0.2550 - acc: 0.9694 - val_loss: 0.9776 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 01867: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1868/3000\n",
|
|
" - 39s - loss: 0.2452 - acc: 0.9709 - val_loss: 0.9613 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 01868: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1869/3000\n",
|
|
" - 39s - loss: 0.2403 - acc: 0.9728 - val_loss: 0.9542 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01869: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1870/3000\n",
|
|
" - 39s - loss: 0.2402 - acc: 0.9721 - val_loss: 0.9660 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01870: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1871/3000\n",
|
|
" - 39s - loss: 0.2373 - acc: 0.9727 - val_loss: 0.9606 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01871: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1872/3000\n",
|
|
" - 39s - loss: 0.2404 - acc: 0.9718 - val_loss: 0.9379 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01872: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1873/3000\n",
|
|
" - 39s - loss: 0.2452 - acc: 0.9716 - val_loss: 0.9386 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01873: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1874/3000\n",
|
|
" - 39s - loss: 0.2387 - acc: 0.9721 - val_loss: 0.9413 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01874: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1875/3000\n",
|
|
" - 39s - loss: 0.2489 - acc: 0.9695 - val_loss: 0.9421 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01875: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1876/3000\n",
|
|
" - 39s - loss: 0.2346 - acc: 0.9718 - val_loss: 0.9266 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 01876: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1877/3000\n",
|
|
" - 39s - loss: 0.2360 - acc: 0.9713 - val_loss: 0.9745 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01877: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1878/3000\n",
|
|
" - 39s - loss: 0.2408 - acc: 0.9727 - val_loss: 0.9634 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01878: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1879/3000\n",
|
|
" - 39s - loss: 0.2326 - acc: 0.9733 - val_loss: 0.9706 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01879: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1880/3000\n",
|
|
" - 39s - loss: 0.2360 - acc: 0.9746 - val_loss: 0.9577 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01880: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1881/3000\n",
|
|
" - 39s - loss: 0.2414 - acc: 0.9713 - val_loss: 0.9587 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01881: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1882/3000\n",
|
|
" - 39s - loss: 0.2357 - acc: 0.9713 - val_loss: 0.9674 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01882: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1883/3000\n",
|
|
" - 39s - loss: 0.2440 - acc: 0.9727 - val_loss: 0.9707 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01883: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1884/3000\n",
|
|
" - 39s - loss: 0.2407 - acc: 0.9709 - val_loss: 0.9582 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01884: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1885/3000\n",
|
|
" - 39s - loss: 0.2495 - acc: 0.9689 - val_loss: 0.9689 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01885: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1886/3000\n",
|
|
" - 39s - loss: 0.2439 - acc: 0.9713 - val_loss: 0.9941 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 01886: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1887/3000\n",
|
|
" - 39s - loss: 0.2344 - acc: 0.9727 - val_loss: 0.9802 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01887: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1888/3000\n",
|
|
" - 39s - loss: 0.2310 - acc: 0.9722 - val_loss: 0.9709 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 01888: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1889/3000\n",
|
|
" - 39s - loss: 0.2405 - acc: 0.9721 - val_loss: 0.9663 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01889: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1890/3000\n",
|
|
" - 39s - loss: 0.2370 - acc: 0.9728 - val_loss: 0.9883 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 01890: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1891/3000\n",
|
|
" - 39s - loss: 0.2374 - acc: 0.9734 - val_loss: 0.9596 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01891: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1892/3000\n",
|
|
" - 39s - loss: 0.2392 - acc: 0.9733 - val_loss: 0.9252 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 01892: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1893/3000\n",
|
|
" - 39s - loss: 0.2387 - acc: 0.9739 - val_loss: 0.9429 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 01893: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1894/3000\n",
|
|
" - 39s - loss: 0.2370 - acc: 0.9718 - val_loss: 0.9621 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01894: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1895/3000\n",
|
|
" - 39s - loss: 0.2471 - acc: 0.9706 - val_loss: 0.9455 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01895: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1896/3000\n",
|
|
" - 39s - loss: 0.2334 - acc: 0.9724 - val_loss: 0.9653 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01896: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1897/3000\n",
|
|
" - 39s - loss: 0.2416 - acc: 0.9710 - val_loss: 0.9728 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01897: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1898/3000\n",
|
|
" - 39s - loss: 0.2371 - acc: 0.9737 - val_loss: 0.9766 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01898: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1899/3000\n",
|
|
" - 39s - loss: 0.2401 - acc: 0.9706 - val_loss: 0.9570 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01899: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1900/3000\n",
|
|
" - 39s - loss: 0.2432 - acc: 0.9707 - val_loss: 0.9477 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01900: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1901/3000\n",
|
|
" - 39s - loss: 0.2355 - acc: 0.9739 - val_loss: 0.9596 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01901: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1902/3000\n",
|
|
" - 39s - loss: 0.2412 - acc: 0.9721 - val_loss: 0.9618 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 01902: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1903/3000\n",
|
|
" - 39s - loss: 0.2387 - acc: 0.9719 - val_loss: 0.9374 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 01903: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1904/3000\n",
|
|
" - 39s - loss: 0.2339 - acc: 0.9728 - val_loss: 0.9285 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01904: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1905/3000\n",
|
|
" - 39s - loss: 0.2372 - acc: 0.9746 - val_loss: 0.9552 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01905: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1906/3000\n",
|
|
" - 39s - loss: 0.2459 - acc: 0.9709 - val_loss: 0.9340 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01906: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1907/3000\n",
|
|
" - 39s - loss: 0.2344 - acc: 0.9733 - val_loss: 0.9364 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01907: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1908/3000\n",
|
|
" - 39s - loss: 0.2379 - acc: 0.9725 - val_loss: 0.9703 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01908: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1909/3000\n",
|
|
" - 39s - loss: 0.2433 - acc: 0.9713 - val_loss: 0.9424 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01909: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1910/3000\n",
|
|
" - 39s - loss: 0.2371 - acc: 0.9742 - val_loss: 0.9427 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01910: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1911/3000\n",
|
|
" - 39s - loss: 0.2467 - acc: 0.9706 - val_loss: 0.9509 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01911: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1912/3000\n",
|
|
" - 39s - loss: 0.2344 - acc: 0.9724 - val_loss: 0.9493 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01912: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1913/3000\n",
|
|
" - 39s - loss: 0.2317 - acc: 0.9734 - val_loss: 0.9739 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 01913: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1914/3000\n",
|
|
" - 39s - loss: 0.2358 - acc: 0.9725 - val_loss: 0.9722 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01914: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1915/3000\n",
|
|
" - 39s - loss: 0.2417 - acc: 0.9719 - val_loss: 0.9384 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01915: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1916/3000\n",
|
|
" - 39s - loss: 0.2421 - acc: 0.9722 - val_loss: 0.9634 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 01916: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1917/3000\n",
|
|
" - 39s - loss: 0.2352 - acc: 0.9722 - val_loss: 0.9507 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01917: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1918/3000\n",
|
|
" - 40s - loss: 0.2385 - acc: 0.9709 - val_loss: 0.9990 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 01918: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1919/3000\n",
|
|
" - 39s - loss: 0.2386 - acc: 0.9739 - val_loss: 0.9816 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 01919: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1920/3000\n",
|
|
" - 39s - loss: 0.2395 - acc: 0.9722 - val_loss: 0.9367 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01920: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1921/3000\n",
|
|
" - 39s - loss: 0.2367 - acc: 0.9730 - val_loss: 0.9630 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01921: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1922/3000\n",
|
|
" - 39s - loss: 0.2380 - acc: 0.9716 - val_loss: 0.9766 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01922: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1923/3000\n",
|
|
" - 39s - loss: 0.2269 - acc: 0.9752 - val_loss: 0.9504 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01923: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1924/3000\n",
|
|
" - 39s - loss: 0.2434 - acc: 0.9704 - val_loss: 0.9474 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01924: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1925/3000\n",
|
|
" - 39s - loss: 0.2433 - acc: 0.9716 - val_loss: 0.9505 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01925: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1926/3000\n",
|
|
" - 39s - loss: 0.2325 - acc: 0.9721 - val_loss: 0.9665 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 01926: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1927/3000\n",
|
|
" - 39s - loss: 0.2381 - acc: 0.9740 - val_loss: 0.9683 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 01927: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1928/3000\n",
|
|
" - 39s - loss: 0.2500 - acc: 0.9698 - val_loss: 0.9197 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01928: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1929/3000\n",
|
|
" - 39s - loss: 0.2470 - acc: 0.9701 - val_loss: 0.9270 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01929: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1930/3000\n",
|
|
" - 40s - loss: 0.2369 - acc: 0.9709 - val_loss: 0.9403 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01930: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1931/3000\n",
|
|
" - 39s - loss: 0.2388 - acc: 0.9742 - val_loss: 0.9646 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 01931: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1932/3000\n",
|
|
" - 39s - loss: 0.2443 - acc: 0.9715 - val_loss: 0.9565 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 01932: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1933/3000\n",
|
|
" - 39s - loss: 0.2288 - acc: 0.9758 - val_loss: 0.9446 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01933: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1934/3000\n",
|
|
" - 39s - loss: 0.2394 - acc: 0.9715 - val_loss: 0.9450 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01934: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1935/3000\n",
|
|
" - 39s - loss: 0.2435 - acc: 0.9719 - val_loss: 0.9380 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01935: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1936/3000\n",
|
|
" - 39s - loss: 0.2404 - acc: 0.9713 - val_loss: 0.9436 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01936: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1937/3000\n",
|
|
" - 39s - loss: 0.2463 - acc: 0.9707 - val_loss: 0.9316 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01937: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1938/3000\n",
|
|
" - 39s - loss: 0.2431 - acc: 0.9710 - val_loss: 0.9430 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01938: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1939/3000\n",
|
|
" - 39s - loss: 0.2424 - acc: 0.9713 - val_loss: 0.9609 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01939: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1940/3000\n",
|
|
" - 39s - loss: 0.2343 - acc: 0.9727 - val_loss: 0.9469 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01940: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1941/3000\n",
|
|
" - 39s - loss: 0.2327 - acc: 0.9739 - val_loss: 0.9730 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 01941: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1942/3000\n",
|
|
" - 39s - loss: 0.2485 - acc: 0.9701 - val_loss: 0.9613 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 01942: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1943/3000\n",
|
|
" - 39s - loss: 0.2386 - acc: 0.9712 - val_loss: 0.9709 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 01943: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1944/3000\n",
|
|
" - 39s - loss: 0.2444 - acc: 0.9719 - val_loss: 0.9265 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01944: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1945/3000\n",
|
|
" - 39s - loss: 0.2355 - acc: 0.9736 - val_loss: 0.9613 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01945: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1946/3000\n",
|
|
" - 39s - loss: 0.2347 - acc: 0.9731 - val_loss: 0.9583 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 01946: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1947/3000\n",
|
|
" - 39s - loss: 0.2366 - acc: 0.9727 - val_loss: 0.9558 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01947: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1948/3000\n",
|
|
" - 39s - loss: 0.2376 - acc: 0.9719 - val_loss: 0.9360 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01948: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1949/3000\n",
|
|
" - 39s - loss: 0.2278 - acc: 0.9742 - val_loss: 0.9444 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01949: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1950/3000\n",
|
|
" - 39s - loss: 0.2490 - acc: 0.9703 - val_loss: 0.9326 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01950: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1951/3000\n",
|
|
" - 39s - loss: 0.2354 - acc: 0.9736 - val_loss: 0.9240 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01951: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1952/3000\n",
|
|
" - 39s - loss: 0.2372 - acc: 0.9724 - val_loss: 0.9178 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01952: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1953/3000\n",
|
|
" - 39s - loss: 0.2367 - acc: 0.9715 - val_loss: 0.9453 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 01953: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1954/3000\n",
|
|
" - 39s - loss: 0.2439 - acc: 0.9698 - val_loss: 0.9189 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01954: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1955/3000\n",
|
|
" - 39s - loss: 0.2349 - acc: 0.9748 - val_loss: 0.9128 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01955: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1956/3000\n",
|
|
" - 39s - loss: 0.2483 - acc: 0.9721 - val_loss: 0.9379 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01956: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1957/3000\n",
|
|
" - 39s - loss: 0.2426 - acc: 0.9713 - val_loss: 0.9401 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01957: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1958/3000\n",
|
|
" - 39s - loss: 0.2320 - acc: 0.9725 - val_loss: 0.9494 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01958: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1959/3000\n",
|
|
" - 39s - loss: 0.2462 - acc: 0.9709 - val_loss: 0.9283 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01959: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1960/3000\n",
|
|
" - 39s - loss: 0.2322 - acc: 0.9731 - val_loss: 0.9307 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01960: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1961/3000\n",
|
|
" - 39s - loss: 0.2386 - acc: 0.9725 - val_loss: 0.9237 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01961: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1962/3000\n",
|
|
" - 39s - loss: 0.2421 - acc: 0.9718 - val_loss: 0.9575 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 01962: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1963/3000\n",
|
|
" - 39s - loss: 0.2354 - acc: 0.9716 - val_loss: 0.9744 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 01963: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1964/3000\n",
|
|
" - 39s - loss: 0.2351 - acc: 0.9707 - val_loss: 0.9565 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 01964: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1965/3000\n",
|
|
" - 39s - loss: 0.2380 - acc: 0.9739 - val_loss: 0.9547 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01965: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1966/3000\n",
|
|
" - 39s - loss: 0.2353 - acc: 0.9737 - val_loss: 0.9342 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01966: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1967/3000\n",
|
|
" - 39s - loss: 0.2357 - acc: 0.9733 - val_loss: 0.9350 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01967: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1968/3000\n",
|
|
" - 39s - loss: 0.2315 - acc: 0.9734 - val_loss: 0.9570 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01968: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1969/3000\n",
|
|
" - 39s - loss: 0.2418 - acc: 0.9700 - val_loss: 0.9726 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 01969: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1970/3000\n",
|
|
" - 39s - loss: 0.2409 - acc: 0.9716 - val_loss: 0.9846 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 01970: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1971/3000\n",
|
|
" - 39s - loss: 0.2337 - acc: 0.9733 - val_loss: 0.9560 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 01971: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1972/3000\n",
|
|
" - 39s - loss: 0.2431 - acc: 0.9716 - val_loss: 0.9473 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 01972: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1973/3000\n",
|
|
" - 39s - loss: 0.2388 - acc: 0.9713 - val_loss: 0.9491 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01973: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1974/3000\n",
|
|
" - 39s - loss: 0.2320 - acc: 0.9742 - val_loss: 0.9748 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 01974: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1975/3000\n",
|
|
" - 39s - loss: 0.2362 - acc: 0.9712 - val_loss: 0.9847 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 01975: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1976/3000\n",
|
|
" - 39s - loss: 0.2345 - acc: 0.9737 - val_loss: 0.9525 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01976: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1977/3000\n",
|
|
" - 39s - loss: 0.2358 - acc: 0.9728 - val_loss: 0.9498 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01977: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1978/3000\n",
|
|
" - 39s - loss: 0.2410 - acc: 0.9719 - val_loss: 0.9489 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01978: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1979/3000\n",
|
|
" - 40s - loss: 0.2351 - acc: 0.9719 - val_loss: 0.9670 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 01979: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1980/3000\n",
|
|
" - 39s - loss: 0.2305 - acc: 0.9755 - val_loss: 0.9234 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 01980: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1981/3000\n",
|
|
" - 39s - loss: 0.2433 - acc: 0.9709 - val_loss: 0.9302 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01981: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1982/3000\n",
|
|
" - 39s - loss: 0.2398 - acc: 0.9710 - val_loss: 0.9491 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 01982: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1983/3000\n",
|
|
" - 39s - loss: 0.2390 - acc: 0.9719 - val_loss: 0.9484 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 01983: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1984/3000\n",
|
|
" - 39s - loss: 0.2371 - acc: 0.9710 - val_loss: 0.9230 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01984: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1985/3000\n",
|
|
" - 39s - loss: 0.2370 - acc: 0.9718 - val_loss: 0.9209 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01985: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1986/3000\n",
|
|
" - 39s - loss: 0.2372 - acc: 0.9731 - val_loss: 0.9489 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01986: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1987/3000\n",
|
|
" - 39s - loss: 0.2398 - acc: 0.9746 - val_loss: 0.9605 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 01987: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1988/3000\n",
|
|
" - 40s - loss: 0.2354 - acc: 0.9724 - val_loss: 0.9813 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 01988: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1989/3000\n",
|
|
" - 39s - loss: 0.2438 - acc: 0.9718 - val_loss: 0.9515 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 01989: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1990/3000\n",
|
|
" - 39s - loss: 0.2381 - acc: 0.9724 - val_loss: 0.9762 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 01990: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1991/3000\n",
|
|
" - 39s - loss: 0.2378 - acc: 0.9716 - val_loss: 0.9334 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 01991: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1992/3000\n",
|
|
" - 40s - loss: 0.2349 - acc: 0.9710 - val_loss: 0.9288 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 01992: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1993/3000\n",
|
|
" - 39s - loss: 0.2394 - acc: 0.9724 - val_loss: 0.9279 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01993: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1994/3000\n",
|
|
" - 39s - loss: 0.2526 - acc: 0.9697 - val_loss: 0.9624 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 01994: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1995/3000\n",
|
|
" - 39s - loss: 0.2390 - acc: 0.9710 - val_loss: 0.9695 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 01995: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1996/3000\n",
|
|
" - 39s - loss: 0.2423 - acc: 0.9725 - val_loss: 0.9476 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01996: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1997/3000\n",
|
|
" - 39s - loss: 0.2412 - acc: 0.9707 - val_loss: 0.9169 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 01997: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1998/3000\n",
|
|
" - 39s - loss: 0.2388 - acc: 0.9731 - val_loss: 0.9313 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 01998: val_acc did not improve from 0.86765\n",
|
|
"Epoch 1999/3000\n",
|
|
" - 39s - loss: 0.2416 - acc: 0.9718 - val_loss: 0.9367 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 01999: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2000/3000\n",
|
|
" - 39s - loss: 0.2459 - acc: 0.9697 - val_loss: 0.9481 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02000: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2001/3000\n",
|
|
" - 39s - loss: 0.2441 - acc: 0.9719 - val_loss: 0.9557 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02001: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2002/3000\n",
|
|
" - 39s - loss: 0.2404 - acc: 0.9709 - val_loss: 0.9537 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02002: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2003/3000\n",
|
|
" - 39s - loss: 0.2445 - acc: 0.9695 - val_loss: 0.9502 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02003: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2004/3000\n",
|
|
" - 39s - loss: 0.2377 - acc: 0.9728 - val_loss: 0.9505 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02004: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2005/3000\n",
|
|
" - 40s - loss: 0.2439 - acc: 0.9712 - val_loss: 0.9444 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02005: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2006/3000\n",
|
|
" - 39s - loss: 0.2411 - acc: 0.9698 - val_loss: 0.9675 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02006: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2007/3000\n",
|
|
" - 39s - loss: 0.2413 - acc: 0.9725 - val_loss: 0.9461 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02007: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2008/3000\n",
|
|
" - 39s - loss: 0.2400 - acc: 0.9716 - val_loss: 0.9730 - val_acc: 0.8474\n",
|
|
"\n",
|
|
"Epoch 02008: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2009/3000\n",
|
|
" - 39s - loss: 0.2425 - acc: 0.9691 - val_loss: 0.9421 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02009: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2010/3000\n",
|
|
" - 39s - loss: 0.2375 - acc: 0.9740 - val_loss: 0.9678 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02010: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2011/3000\n",
|
|
" - 39s - loss: 0.2391 - acc: 0.9704 - val_loss: 0.9357 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02011: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2012/3000\n",
|
|
" - 39s - loss: 0.2442 - acc: 0.9715 - val_loss: 0.9617 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02012: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2013/3000\n",
|
|
" - 39s - loss: 0.2321 - acc: 0.9739 - val_loss: 0.9584 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02013: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2014/3000\n",
|
|
" - 39s - loss: 0.2488 - acc: 0.9706 - val_loss: 0.9299 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02014: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2015/3000\n",
|
|
" - 39s - loss: 0.2391 - acc: 0.9694 - val_loss: 0.9469 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02015: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2016/3000\n",
|
|
" - 39s - loss: 0.2331 - acc: 0.9734 - val_loss: 0.9361 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02016: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2017/3000\n",
|
|
" - 39s - loss: 0.2400 - acc: 0.9709 - val_loss: 0.9471 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02017: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2018/3000\n",
|
|
" - 39s - loss: 0.2352 - acc: 0.9737 - val_loss: 0.9547 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02018: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2019/3000\n",
|
|
" - 39s - loss: 0.2366 - acc: 0.9724 - val_loss: 0.9492 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02019: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2020/3000\n",
|
|
" - 39s - loss: 0.2387 - acc: 0.9713 - val_loss: 0.9556 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02020: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2021/3000\n",
|
|
" - 39s - loss: 0.2384 - acc: 0.9701 - val_loss: 0.9613 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02021: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2022/3000\n",
|
|
" - 39s - loss: 0.2335 - acc: 0.9704 - val_loss: 0.9613 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02022: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2023/3000\n",
|
|
" - 39s - loss: 0.2354 - acc: 0.9718 - val_loss: 0.9449 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02023: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2024/3000\n",
|
|
" - 39s - loss: 0.2371 - acc: 0.9742 - val_loss: 0.9633 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02024: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2025/3000\n",
|
|
" - 39s - loss: 0.2383 - acc: 0.9719 - val_loss: 0.9627 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02025: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2026/3000\n",
|
|
" - 39s - loss: 0.2476 - acc: 0.9712 - val_loss: 0.9534 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02026: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2027/3000\n",
|
|
" - 39s - loss: 0.2458 - acc: 0.9700 - val_loss: 0.9551 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02027: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2028/3000\n",
|
|
" - 39s - loss: 0.2380 - acc: 0.9716 - val_loss: 0.9125 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02028: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2029/3000\n",
|
|
" - 39s - loss: 0.2400 - acc: 0.9715 - val_loss: 0.9414 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02029: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2030/3000\n",
|
|
" - 39s - loss: 0.2453 - acc: 0.9718 - val_loss: 0.9240 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02030: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2031/3000\n",
|
|
" - 39s - loss: 0.2412 - acc: 0.9706 - val_loss: 0.9580 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02031: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2032/3000\n",
|
|
" - 39s - loss: 0.2414 - acc: 0.9692 - val_loss: 0.9617 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02032: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2033/3000\n",
|
|
" - 39s - loss: 0.2322 - acc: 0.9724 - val_loss: 0.9299 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02033: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2034/3000\n",
|
|
" - 39s - loss: 0.2407 - acc: 0.9722 - val_loss: 0.9504 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02034: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2035/3000\n",
|
|
" - 39s - loss: 0.2412 - acc: 0.9704 - val_loss: 0.9584 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02035: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2036/3000\n",
|
|
" - 39s - loss: 0.2291 - acc: 0.9752 - val_loss: 0.9353 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02036: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2037/3000\n",
|
|
" - 39s - loss: 0.2465 - acc: 0.9713 - val_loss: 0.9433 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02037: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2038/3000\n",
|
|
" - 39s - loss: 0.2313 - acc: 0.9755 - val_loss: 0.9622 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02038: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2039/3000\n",
|
|
" - 39s - loss: 0.2351 - acc: 0.9742 - val_loss: 0.9695 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02039: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2040/3000\n",
|
|
" - 39s - loss: 0.2315 - acc: 0.9748 - val_loss: 0.9526 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02040: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2041/3000\n",
|
|
" - 39s - loss: 0.2416 - acc: 0.9721 - val_loss: 0.9791 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02041: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2042/3000\n",
|
|
" - 39s - loss: 0.2393 - acc: 0.9700 - val_loss: 0.9864 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 02042: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2043/3000\n",
|
|
" - 39s - loss: 0.2399 - acc: 0.9706 - val_loss: 0.9681 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02043: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2044/3000\n",
|
|
" - 39s - loss: 0.2462 - acc: 0.9707 - val_loss: 0.9471 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02044: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2045/3000\n",
|
|
" - 39s - loss: 0.2297 - acc: 0.9731 - val_loss: 0.9520 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02045: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2046/3000\n",
|
|
" - 39s - loss: 0.2403 - acc: 0.9728 - val_loss: 0.9474 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02046: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2047/3000\n",
|
|
" - 39s - loss: 0.2361 - acc: 0.9730 - val_loss: 0.9686 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02047: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2048/3000\n",
|
|
" - 39s - loss: 0.2373 - acc: 0.9740 - val_loss: 0.9266 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02048: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2049/3000\n",
|
|
" - 39s - loss: 0.2426 - acc: 0.9719 - val_loss: 0.9389 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02049: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2050/3000\n",
|
|
" - 39s - loss: 0.2379 - acc: 0.9725 - val_loss: 0.9371 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02050: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2051/3000\n",
|
|
" - 39s - loss: 0.2403 - acc: 0.9701 - val_loss: 0.9588 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02051: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2052/3000\n",
|
|
" - 39s - loss: 0.2376 - acc: 0.9722 - val_loss: 0.9510 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02052: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2053/3000\n",
|
|
" - 39s - loss: 0.2430 - acc: 0.9695 - val_loss: 0.9629 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02053: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2054/3000\n",
|
|
" - 39s - loss: 0.2442 - acc: 0.9691 - val_loss: 0.9616 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02054: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2055/3000\n",
|
|
" - 39s - loss: 0.2328 - acc: 0.9730 - val_loss: 0.9661 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02055: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2056/3000\n",
|
|
" - 39s - loss: 0.2396 - acc: 0.9728 - val_loss: 0.9707 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02056: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2057/3000\n",
|
|
" - 39s - loss: 0.2385 - acc: 0.9701 - val_loss: 0.9474 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02057: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2058/3000\n",
|
|
" - 39s - loss: 0.2517 - acc: 0.9683 - val_loss: 0.9756 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02058: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2059/3000\n",
|
|
" - 39s - loss: 0.2406 - acc: 0.9703 - val_loss: 0.9670 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02059: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2060/3000\n",
|
|
" - 39s - loss: 0.2333 - acc: 0.9727 - val_loss: 0.9609 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02060: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2061/3000\n",
|
|
" - 39s - loss: 0.2347 - acc: 0.9734 - val_loss: 0.9288 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02061: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2062/3000\n",
|
|
" - 39s - loss: 0.2367 - acc: 0.9709 - val_loss: 0.9407 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02062: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2063/3000\n",
|
|
" - 39s - loss: 0.2401 - acc: 0.9695 - val_loss: 0.9461 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02063: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2064/3000\n",
|
|
" - 39s - loss: 0.2355 - acc: 0.9721 - val_loss: 0.9359 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02064: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2065/3000\n",
|
|
" - 39s - loss: 0.2380 - acc: 0.9740 - val_loss: 0.9771 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02065: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2066/3000\n",
|
|
" - 39s - loss: 0.2330 - acc: 0.9709 - val_loss: 0.9569 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02066: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2067/3000\n",
|
|
" - 39s - loss: 0.2330 - acc: 0.9730 - val_loss: 0.9549 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02067: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2068/3000\n",
|
|
" - 39s - loss: 0.2374 - acc: 0.9695 - val_loss: 0.9608 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02068: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2069/3000\n",
|
|
" - 39s - loss: 0.2412 - acc: 0.9709 - val_loss: 0.9994 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02069: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2070/3000\n",
|
|
" - 39s - loss: 0.2426 - acc: 0.9721 - val_loss: 0.9681 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02070: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2071/3000\n",
|
|
" - 39s - loss: 0.2438 - acc: 0.9709 - val_loss: 0.9335 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02071: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2072/3000\n",
|
|
" - 39s - loss: 0.2370 - acc: 0.9706 - val_loss: 0.9464 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02072: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2073/3000\n",
|
|
" - 39s - loss: 0.2379 - acc: 0.9716 - val_loss: 0.9395 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 02073: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2074/3000\n",
|
|
" - 39s - loss: 0.2335 - acc: 0.9725 - val_loss: 0.9276 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02074: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2075/3000\n",
|
|
" - 39s - loss: 0.2359 - acc: 0.9707 - val_loss: 0.9434 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02075: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2076/3000\n",
|
|
" - 39s - loss: 0.2351 - acc: 0.9725 - val_loss: 0.9271 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 02076: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2077/3000\n",
|
|
" - 39s - loss: 0.2339 - acc: 0.9739 - val_loss: 0.9493 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02077: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2078/3000\n",
|
|
" - 39s - loss: 0.2408 - acc: 0.9713 - val_loss: 0.9289 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02078: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2079/3000\n",
|
|
" - 39s - loss: 0.2311 - acc: 0.9731 - val_loss: 0.9743 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02079: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2080/3000\n",
|
|
" - 39s - loss: 0.2391 - acc: 0.9712 - val_loss: 0.9787 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02080: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2081/3000\n",
|
|
" - 39s - loss: 0.2416 - acc: 0.9721 - val_loss: 0.9481 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02081: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2082/3000\n",
|
|
" - 39s - loss: 0.2349 - acc: 0.9746 - val_loss: 0.9670 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02082: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2083/3000\n",
|
|
" - 39s - loss: 0.2428 - acc: 0.9700 - val_loss: 0.9585 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02083: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2084/3000\n",
|
|
" - 39s - loss: 0.2419 - acc: 0.9707 - val_loss: 0.9589 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02084: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2085/3000\n",
|
|
" - 39s - loss: 0.2325 - acc: 0.9718 - val_loss: 0.9546 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02085: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2086/3000\n",
|
|
" - 39s - loss: 0.2456 - acc: 0.9695 - val_loss: 0.9727 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02086: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2087/3000\n",
|
|
" - 39s - loss: 0.2377 - acc: 0.9725 - val_loss: 0.9415 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02087: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2088/3000\n",
|
|
" - 39s - loss: 0.2340 - acc: 0.9730 - val_loss: 0.9524 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02088: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2089/3000\n",
|
|
" - 40s - loss: 0.2349 - acc: 0.9739 - val_loss: 0.9492 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02089: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2090/3000\n",
|
|
" - 39s - loss: 0.2492 - acc: 0.9692 - val_loss: 0.9358 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 02090: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2091/3000\n",
|
|
" - 39s - loss: 0.2351 - acc: 0.9716 - val_loss: 0.9357 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02091: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2092/3000\n",
|
|
" - 39s - loss: 0.2311 - acc: 0.9728 - val_loss: 0.9582 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02092: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2093/3000\n",
|
|
" - 40s - loss: 0.2418 - acc: 0.9727 - val_loss: 0.9491 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02093: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2094/3000\n",
|
|
" - 39s - loss: 0.2311 - acc: 0.9751 - val_loss: 0.9501 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02094: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2095/3000\n",
|
|
" - 39s - loss: 0.2330 - acc: 0.9709 - val_loss: 0.9506 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02095: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2096/3000\n",
|
|
" - 39s - loss: 0.2446 - acc: 0.9706 - val_loss: 0.9476 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02096: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2097/3000\n",
|
|
" - 39s - loss: 0.2413 - acc: 0.9698 - val_loss: 0.9480 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02097: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2098/3000\n",
|
|
" - 39s - loss: 0.2435 - acc: 0.9706 - val_loss: 0.9637 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02098: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2099/3000\n",
|
|
" - 38s - loss: 0.2336 - acc: 0.9710 - val_loss: 0.9526 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02099: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2100/3000\n",
|
|
" - 39s - loss: 0.2388 - acc: 0.9710 - val_loss: 0.9775 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02100: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2101/3000\n",
|
|
" - 39s - loss: 0.2267 - acc: 0.9755 - val_loss: 0.9836 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02101: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2102/3000\n",
|
|
" - 39s - loss: 0.2341 - acc: 0.9737 - val_loss: 0.9518 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02102: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2103/3000\n",
|
|
" - 39s - loss: 0.2455 - acc: 0.9709 - val_loss: 0.9928 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 02103: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2104/3000\n",
|
|
" - 39s - loss: 0.2408 - acc: 0.9713 - val_loss: 0.9514 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02104: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2105/3000\n",
|
|
" - 39s - loss: 0.2374 - acc: 0.9727 - val_loss: 0.9577 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02105: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2106/3000\n",
|
|
" - 39s - loss: 0.2509 - acc: 0.9694 - val_loss: 0.9963 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02106: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2107/3000\n",
|
|
" - 39s - loss: 0.2378 - acc: 0.9739 - val_loss: 0.9823 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02107: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2108/3000\n",
|
|
" - 39s - loss: 0.2395 - acc: 0.9722 - val_loss: 0.9448 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02108: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2109/3000\n",
|
|
" - 39s - loss: 0.2436 - acc: 0.9713 - val_loss: 0.9368 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02109: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2110/3000\n",
|
|
" - 39s - loss: 0.2356 - acc: 0.9727 - val_loss: 0.9681 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02110: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2111/3000\n",
|
|
" - 39s - loss: 0.2287 - acc: 0.9752 - val_loss: 0.9240 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02111: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2112/3000\n",
|
|
" - 39s - loss: 0.2469 - acc: 0.9695 - val_loss: 0.9354 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02112: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2113/3000\n",
|
|
" - 39s - loss: 0.2347 - acc: 0.9736 - val_loss: 0.9155 - val_acc: 0.8638\n",
|
|
"\n",
|
|
"Epoch 02113: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2114/3000\n",
|
|
" - 39s - loss: 0.2462 - acc: 0.9680 - val_loss: 0.9165 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02114: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2115/3000\n",
|
|
" - 39s - loss: 0.2421 - acc: 0.9722 - val_loss: 0.9211 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02115: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2116/3000\n",
|
|
" - 39s - loss: 0.2292 - acc: 0.9728 - val_loss: 0.9327 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02116: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2117/3000\n",
|
|
" - 39s - loss: 0.2303 - acc: 0.9725 - val_loss: 0.9244 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02117: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2118/3000\n",
|
|
" - 39s - loss: 0.2364 - acc: 0.9727 - val_loss: 0.9234 - val_acc: 0.8634\n",
|
|
"\n",
|
|
"Epoch 02118: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2119/3000\n",
|
|
" - 39s - loss: 0.2371 - acc: 0.9725 - val_loss: 0.9618 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02119: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2120/3000\n",
|
|
" - 39s - loss: 0.2456 - acc: 0.9689 - val_loss: 0.9649 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02120: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2121/3000\n",
|
|
" - 39s - loss: 0.2364 - acc: 0.9743 - val_loss: 0.9671 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02121: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2122/3000\n",
|
|
" - 39s - loss: 0.2430 - acc: 0.9695 - val_loss: 0.9523 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02122: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2123/3000\n",
|
|
" - 39s - loss: 0.2408 - acc: 0.9707 - val_loss: 0.9457 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02123: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2124/3000\n",
|
|
" - 39s - loss: 0.2469 - acc: 0.9706 - val_loss: 0.9600 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02124: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2125/3000\n",
|
|
" - 39s - loss: 0.2411 - acc: 0.9709 - val_loss: 0.9726 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02125: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2126/3000\n",
|
|
" - 39s - loss: 0.2395 - acc: 0.9721 - val_loss: 0.9435 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02126: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2127/3000\n",
|
|
" - 39s - loss: 0.2358 - acc: 0.9725 - val_loss: 0.9640 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02127: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2128/3000\n",
|
|
" - 39s - loss: 0.2387 - acc: 0.9718 - val_loss: 0.9418 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02128: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2129/3000\n",
|
|
" - 39s - loss: 0.2473 - acc: 0.9689 - val_loss: 0.9574 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02129: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2130/3000\n",
|
|
" - 39s - loss: 0.2325 - acc: 0.9707 - val_loss: 0.9537 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02130: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2131/3000\n",
|
|
" - 39s - loss: 0.2376 - acc: 0.9737 - val_loss: 0.9685 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02131: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2132/3000\n",
|
|
" - 39s - loss: 0.2299 - acc: 0.9730 - val_loss: 0.9493 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02132: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2133/3000\n",
|
|
" - 39s - loss: 0.2387 - acc: 0.9728 - val_loss: 0.9621 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02133: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2134/3000\n",
|
|
" - 39s - loss: 0.2414 - acc: 0.9719 - val_loss: 0.9472 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02134: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2135/3000\n",
|
|
" - 39s - loss: 0.2434 - acc: 0.9709 - val_loss: 0.9432 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02135: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2136/3000\n",
|
|
" - 39s - loss: 0.2439 - acc: 0.9707 - val_loss: 0.9703 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02136: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2137/3000\n",
|
|
" - 40s - loss: 0.2343 - acc: 0.9749 - val_loss: 0.9428 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02137: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2138/3000\n",
|
|
" - 39s - loss: 0.2365 - acc: 0.9727 - val_loss: 0.9384 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02138: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2139/3000\n",
|
|
" - 39s - loss: 0.2370 - acc: 0.9742 - val_loss: 0.9424 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 02139: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2140/3000\n",
|
|
" - 39s - loss: 0.2327 - acc: 0.9731 - val_loss: 0.9431 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02140: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2141/3000\n",
|
|
" - 39s - loss: 0.2374 - acc: 0.9716 - val_loss: 0.9011 - val_acc: 0.8653\n",
|
|
"\n",
|
|
"Epoch 02141: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2142/3000\n",
|
|
" - 40s - loss: 0.2385 - acc: 0.9713 - val_loss: 0.9478 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02142: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2143/3000\n",
|
|
" - 39s - loss: 0.2342 - acc: 0.9742 - val_loss: 0.9522 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02143: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2144/3000\n",
|
|
" - 39s - loss: 0.2383 - acc: 0.9746 - val_loss: 0.9636 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02144: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2145/3000\n",
|
|
" - 39s - loss: 0.2411 - acc: 0.9698 - val_loss: 0.9515 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 02145: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2146/3000\n",
|
|
" - 39s - loss: 0.2485 - acc: 0.9719 - val_loss: 0.9671 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02146: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2147/3000\n",
|
|
" - 39s - loss: 0.2319 - acc: 0.9728 - val_loss: 0.9527 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02147: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2148/3000\n",
|
|
" - 39s - loss: 0.2393 - acc: 0.9719 - val_loss: 0.9169 - val_acc: 0.8634\n",
|
|
"\n",
|
|
"Epoch 02148: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2149/3000\n",
|
|
" - 39s - loss: 0.2327 - acc: 0.9733 - val_loss: 0.9487 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02149: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2150/3000\n",
|
|
" - 39s - loss: 0.2423 - acc: 0.9701 - val_loss: 0.9421 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02150: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2151/3000\n",
|
|
" - 39s - loss: 0.2305 - acc: 0.9742 - val_loss: 0.9333 - val_acc: 0.8622\n",
|
|
"\n",
|
|
"Epoch 02151: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2152/3000\n",
|
|
" - 39s - loss: 0.2429 - acc: 0.9719 - val_loss: 0.9272 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02152: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2153/3000\n",
|
|
" - 39s - loss: 0.2290 - acc: 0.9737 - val_loss: 0.9488 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02153: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2154/3000\n",
|
|
" - 39s - loss: 0.2352 - acc: 0.9731 - val_loss: 0.9561 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02154: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2155/3000\n",
|
|
" - 39s - loss: 0.2467 - acc: 0.9709 - val_loss: 0.9504 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02155: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2156/3000\n",
|
|
" - 39s - loss: 0.2377 - acc: 0.9731 - val_loss: 0.9694 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02156: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2157/3000\n",
|
|
" - 39s - loss: 0.2365 - acc: 0.9724 - val_loss: 0.9621 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02157: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2158/3000\n",
|
|
" - 39s - loss: 0.2381 - acc: 0.9718 - val_loss: 0.9670 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02158: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2159/3000\n",
|
|
" - 39s - loss: 0.2409 - acc: 0.9703 - val_loss: 0.9648 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02159: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2160/3000\n",
|
|
" - 39s - loss: 0.2353 - acc: 0.9721 - val_loss: 0.9618 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02160: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2161/3000\n",
|
|
" - 39s - loss: 0.2441 - acc: 0.9707 - val_loss: 0.9449 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02161: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2162/3000\n",
|
|
" - 39s - loss: 0.2358 - acc: 0.9707 - val_loss: 0.9527 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02162: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2163/3000\n",
|
|
" - 39s - loss: 0.2358 - acc: 0.9707 - val_loss: 0.9394 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02163: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2164/3000\n",
|
|
" - 39s - loss: 0.2400 - acc: 0.9743 - val_loss: 0.9387 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02164: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2165/3000\n",
|
|
" - 39s - loss: 0.2372 - acc: 0.9712 - val_loss: 0.9530 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02165: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2166/3000\n",
|
|
" - 39s - loss: 0.2463 - acc: 0.9700 - val_loss: 0.9595 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02166: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2167/3000\n",
|
|
" - 39s - loss: 0.2366 - acc: 0.9736 - val_loss: 0.9505 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02167: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2168/3000\n",
|
|
" - 39s - loss: 0.2294 - acc: 0.9734 - val_loss: 0.9591 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02168: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2169/3000\n",
|
|
" - 39s - loss: 0.2546 - acc: 0.9663 - val_loss: 0.9435 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02169: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2170/3000\n",
|
|
" - 39s - loss: 0.2328 - acc: 0.9722 - val_loss: 0.9725 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02170: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2171/3000\n",
|
|
" - 38s - loss: 0.2448 - acc: 0.9701 - val_loss: 0.9529 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02171: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2172/3000\n",
|
|
" - 38s - loss: 0.2358 - acc: 0.9725 - val_loss: 0.9978 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02172: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2173/3000\n",
|
|
" - 39s - loss: 0.2450 - acc: 0.9724 - val_loss: 0.9337 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02173: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2174/3000\n",
|
|
" - 39s - loss: 0.2355 - acc: 0.9718 - val_loss: 0.9269 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02174: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2175/3000\n",
|
|
" - 39s - loss: 0.2352 - acc: 0.9742 - val_loss: 0.9453 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02175: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2176/3000\n",
|
|
" - 39s - loss: 0.2358 - acc: 0.9731 - val_loss: 0.9892 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 02176: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2177/3000\n",
|
|
" - 39s - loss: 0.2430 - acc: 0.9703 - val_loss: 0.9376 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02177: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2178/3000\n",
|
|
" - 39s - loss: 0.2502 - acc: 0.9686 - val_loss: 0.9702 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02178: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2179/3000\n",
|
|
" - 39s - loss: 0.2435 - acc: 0.9700 - val_loss: 0.9554 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02179: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2180/3000\n",
|
|
" - 39s - loss: 0.2311 - acc: 0.9731 - val_loss: 0.9555 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02180: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2181/3000\n",
|
|
" - 39s - loss: 0.2392 - acc: 0.9709 - val_loss: 0.9399 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02181: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2182/3000\n",
|
|
" - 39s - loss: 0.2355 - acc: 0.9734 - val_loss: 0.9342 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02182: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2183/3000\n",
|
|
" - 39s - loss: 0.2356 - acc: 0.9718 - val_loss: 0.9682 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02183: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2184/3000\n",
|
|
" - 39s - loss: 0.2416 - acc: 0.9727 - val_loss: 0.9766 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02184: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2185/3000\n",
|
|
" - 39s - loss: 0.2454 - acc: 0.9698 - val_loss: 0.9491 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02185: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2186/3000\n",
|
|
" - 39s - loss: 0.2301 - acc: 0.9740 - val_loss: 0.9486 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02186: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2187/3000\n",
|
|
" - 39s - loss: 0.2370 - acc: 0.9709 - val_loss: 0.9520 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02187: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2188/3000\n",
|
|
" - 39s - loss: 0.2449 - acc: 0.9706 - val_loss: 0.9421 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02188: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2189/3000\n",
|
|
" - 39s - loss: 0.2304 - acc: 0.9748 - val_loss: 0.9585 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02189: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2190/3000\n",
|
|
" - 39s - loss: 0.2320 - acc: 0.9733 - val_loss: 0.9616 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02190: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2191/3000\n",
|
|
" - 39s - loss: 0.2381 - acc: 0.9716 - val_loss: 0.9054 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 02191: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2192/3000\n",
|
|
" - 39s - loss: 0.2270 - acc: 0.9730 - val_loss: 0.9647 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02192: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2193/3000\n",
|
|
" - 39s - loss: 0.2362 - acc: 0.9725 - val_loss: 0.9449 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02193: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2194/3000\n",
|
|
" - 39s - loss: 0.2333 - acc: 0.9718 - val_loss: 0.9578 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02194: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2195/3000\n",
|
|
" - 39s - loss: 0.2316 - acc: 0.9716 - val_loss: 0.9701 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02195: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2196/3000\n",
|
|
" - 39s - loss: 0.2371 - acc: 0.9742 - val_loss: 0.9713 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02196: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2197/3000\n",
|
|
" - 39s - loss: 0.2403 - acc: 0.9719 - val_loss: 0.9509 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02197: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2198/3000\n",
|
|
" - 39s - loss: 0.2362 - acc: 0.9722 - val_loss: 0.9612 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02198: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2199/3000\n",
|
|
" - 39s - loss: 0.2508 - acc: 0.9710 - val_loss: 0.9537 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02199: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2200/3000\n",
|
|
" - 39s - loss: 0.2344 - acc: 0.9713 - val_loss: 0.9637 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02200: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2201/3000\n",
|
|
" - 39s - loss: 0.2331 - acc: 0.9742 - val_loss: 0.9383 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 02201: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2202/3000\n",
|
|
" - 39s - loss: 0.2339 - acc: 0.9748 - val_loss: 0.9644 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02202: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2203/3000\n",
|
|
" - 39s - loss: 0.2373 - acc: 0.9718 - val_loss: 0.9537 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02203: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2204/3000\n",
|
|
" - 39s - loss: 0.2358 - acc: 0.9733 - val_loss: 0.9451 - val_acc: 0.8622\n",
|
|
"\n",
|
|
"Epoch 02204: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2205/3000\n",
|
|
" - 40s - loss: 0.2349 - acc: 0.9722 - val_loss: 0.9414 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02205: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2206/3000\n",
|
|
" - 39s - loss: 0.2430 - acc: 0.9710 - val_loss: 0.9047 - val_acc: 0.8626\n",
|
|
"\n",
|
|
"Epoch 02206: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2207/3000\n",
|
|
" - 40s - loss: 0.2321 - acc: 0.9730 - val_loss: 0.9673 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02207: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2208/3000\n",
|
|
" - 39s - loss: 0.2349 - acc: 0.9725 - val_loss: 0.9252 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02208: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2209/3000\n",
|
|
" - 39s - loss: 0.2306 - acc: 0.9743 - val_loss: 0.9461 - val_acc: 0.8622\n",
|
|
"\n",
|
|
"Epoch 02209: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2210/3000\n",
|
|
" - 39s - loss: 0.2442 - acc: 0.9713 - val_loss: 0.9348 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02210: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2211/3000\n",
|
|
" - 39s - loss: 0.2426 - acc: 0.9721 - val_loss: 0.9371 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02211: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2212/3000\n",
|
|
" - 39s - loss: 0.2378 - acc: 0.9721 - val_loss: 0.9723 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02212: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2213/3000\n",
|
|
" - 39s - loss: 0.2301 - acc: 0.9751 - val_loss: 0.9681 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02213: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2214/3000\n",
|
|
" - 39s - loss: 0.2444 - acc: 0.9706 - val_loss: 0.9855 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02214: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2215/3000\n",
|
|
" - 39s - loss: 0.2445 - acc: 0.9703 - val_loss: 0.9591 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02215: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2216/3000\n",
|
|
" - 39s - loss: 0.2359 - acc: 0.9745 - val_loss: 0.9669 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02216: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2217/3000\n",
|
|
" - 39s - loss: 0.2334 - acc: 0.9727 - val_loss: 0.9352 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 02217: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2218/3000\n",
|
|
" - 39s - loss: 0.2380 - acc: 0.9707 - val_loss: 0.9582 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02218: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2219/3000\n",
|
|
" - 40s - loss: 0.2337 - acc: 0.9718 - val_loss: 0.9612 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02219: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2220/3000\n",
|
|
" - 39s - loss: 0.2393 - acc: 0.9730 - val_loss: 0.9411 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02220: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2221/3000\n",
|
|
" - 39s - loss: 0.2367 - acc: 0.9697 - val_loss: 0.9605 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02221: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2222/3000\n",
|
|
" - 39s - loss: 0.2362 - acc: 0.9703 - val_loss: 0.9287 - val_acc: 0.8641\n",
|
|
"\n",
|
|
"Epoch 02222: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2223/3000\n",
|
|
" - 39s - loss: 0.2316 - acc: 0.9745 - val_loss: 0.9463 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02223: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2224/3000\n",
|
|
" - 39s - loss: 0.2419 - acc: 0.9689 - val_loss: 0.9613 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02224: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2225/3000\n",
|
|
" - 39s - loss: 0.2329 - acc: 0.9724 - val_loss: 0.9395 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 02225: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2226/3000\n",
|
|
" - 39s - loss: 0.2434 - acc: 0.9706 - val_loss: 0.9340 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02226: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2227/3000\n",
|
|
" - 39s - loss: 0.2328 - acc: 0.9716 - val_loss: 0.9440 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02227: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2228/3000\n",
|
|
" - 39s - loss: 0.2380 - acc: 0.9718 - val_loss: 0.9648 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02228: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2229/3000\n",
|
|
" - 39s - loss: 0.2365 - acc: 0.9715 - val_loss: 0.9581 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02229: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2230/3000\n",
|
|
" - 39s - loss: 0.2364 - acc: 0.9725 - val_loss: 0.9576 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02230: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2231/3000\n",
|
|
" - 39s - loss: 0.2321 - acc: 0.9722 - val_loss: 0.9319 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02231: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2232/3000\n",
|
|
" - 39s - loss: 0.2298 - acc: 0.9754 - val_loss: 0.9285 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02232: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2233/3000\n",
|
|
" - 39s - loss: 0.2407 - acc: 0.9713 - val_loss: 0.9410 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02233: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2234/3000\n",
|
|
" - 39s - loss: 0.2410 - acc: 0.9716 - val_loss: 0.9212 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02234: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2235/3000\n",
|
|
" - 39s - loss: 0.2364 - acc: 0.9715 - val_loss: 0.9463 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02235: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2236/3000\n",
|
|
" - 39s - loss: 0.2395 - acc: 0.9695 - val_loss: 0.9439 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02236: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2237/3000\n",
|
|
" - 39s - loss: 0.2340 - acc: 0.9709 - val_loss: 0.9286 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02237: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2238/3000\n",
|
|
" - 39s - loss: 0.2371 - acc: 0.9722 - val_loss: 0.9477 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02238: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2239/3000\n",
|
|
" - 39s - loss: 0.2282 - acc: 0.9731 - val_loss: 0.9587 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02239: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2240/3000\n",
|
|
" - 39s - loss: 0.2267 - acc: 0.9740 - val_loss: 0.9578 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02240: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2241/3000\n",
|
|
" - 39s - loss: 0.2365 - acc: 0.9749 - val_loss: 0.9466 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02241: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2242/3000\n",
|
|
" - 39s - loss: 0.2370 - acc: 0.9728 - val_loss: 0.9706 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02242: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2243/3000\n",
|
|
" - 40s - loss: 0.2349 - acc: 0.9739 - val_loss: 0.9677 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02243: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2244/3000\n",
|
|
" - 39s - loss: 0.2303 - acc: 0.9727 - val_loss: 0.9443 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02244: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2245/3000\n",
|
|
" - 39s - loss: 0.2318 - acc: 0.9745 - val_loss: 0.9391 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02245: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2246/3000\n",
|
|
" - 39s - loss: 0.2316 - acc: 0.9724 - val_loss: 0.9383 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02246: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2247/3000\n",
|
|
" - 39s - loss: 0.2374 - acc: 0.9715 - val_loss: 0.9841 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02247: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2248/3000\n",
|
|
" - 39s - loss: 0.2327 - acc: 0.9751 - val_loss: 0.9544 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02248: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2249/3000\n",
|
|
" - 39s - loss: 0.2334 - acc: 0.9713 - val_loss: 0.9532 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02249: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2250/3000\n",
|
|
" - 39s - loss: 0.2449 - acc: 0.9736 - val_loss: 0.9496 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02250: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2251/3000\n",
|
|
" - 39s - loss: 0.2412 - acc: 0.9703 - val_loss: 0.9364 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02251: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2252/3000\n",
|
|
" - 39s - loss: 0.2331 - acc: 0.9709 - val_loss: 0.9697 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02252: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2253/3000\n",
|
|
" - 39s - loss: 0.2366 - acc: 0.9722 - val_loss: 0.9391 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02253: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2254/3000\n",
|
|
" - 39s - loss: 0.2298 - acc: 0.9725 - val_loss: 0.9516 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02254: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2255/3000\n",
|
|
" - 39s - loss: 0.2364 - acc: 0.9715 - val_loss: 0.8996 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 02255: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2256/3000\n",
|
|
" - 39s - loss: 0.2331 - acc: 0.9755 - val_loss: 0.9286 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02256: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2257/3000\n",
|
|
" - 39s - loss: 0.2300 - acc: 0.9751 - val_loss: 0.9458 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02257: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2258/3000\n",
|
|
" - 39s - loss: 0.2352 - acc: 0.9733 - val_loss: 0.9911 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 02258: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2259/3000\n",
|
|
" - 39s - loss: 0.2475 - acc: 0.9712 - val_loss: 0.9554 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02259: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2260/3000\n",
|
|
" - 39s - loss: 0.2407 - acc: 0.9706 - val_loss: 0.9421 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02260: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2261/3000\n",
|
|
" - 39s - loss: 0.2250 - acc: 0.9749 - val_loss: 0.9583 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02261: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2262/3000\n",
|
|
" - 39s - loss: 0.2343 - acc: 0.9740 - val_loss: 0.9705 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02262: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2263/3000\n",
|
|
" - 39s - loss: 0.2349 - acc: 0.9743 - val_loss: 0.9594 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02263: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2264/3000\n",
|
|
" - 39s - loss: 0.2313 - acc: 0.9727 - val_loss: 0.9568 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02264: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2265/3000\n",
|
|
" - 39s - loss: 0.2436 - acc: 0.9706 - val_loss: 0.9479 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02265: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2266/3000\n",
|
|
" - 39s - loss: 0.2275 - acc: 0.9758 - val_loss: 0.9625 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02266: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2267/3000\n",
|
|
" - 39s - loss: 0.2402 - acc: 0.9725 - val_loss: 0.9445 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02267: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2268/3000\n",
|
|
" - 39s - loss: 0.2369 - acc: 0.9709 - val_loss: 0.9346 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02268: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2269/3000\n",
|
|
" - 39s - loss: 0.2377 - acc: 0.9715 - val_loss: 0.9488 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02269: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2270/3000\n",
|
|
" - 39s - loss: 0.2398 - acc: 0.9719 - val_loss: 0.9507 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02270: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2271/3000\n",
|
|
" - 39s - loss: 0.2332 - acc: 0.9731 - val_loss: 0.9596 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02271: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2272/3000\n",
|
|
" - 39s - loss: 0.2426 - acc: 0.9715 - val_loss: 0.9287 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02272: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2273/3000\n",
|
|
" - 39s - loss: 0.2332 - acc: 0.9737 - val_loss: 0.9244 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02273: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2274/3000\n",
|
|
" - 39s - loss: 0.2369 - acc: 0.9713 - val_loss: 0.9526 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02274: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2275/3000\n",
|
|
" - 39s - loss: 0.2307 - acc: 0.9730 - val_loss: 0.9783 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02275: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2276/3000\n",
|
|
" - 39s - loss: 0.2444 - acc: 0.9700 - val_loss: 0.9924 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02276: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2277/3000\n",
|
|
" - 39s - loss: 0.2332 - acc: 0.9728 - val_loss: 0.9869 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02277: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2278/3000\n",
|
|
" - 39s - loss: 0.2401 - acc: 0.9710 - val_loss: 0.9591 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02278: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2279/3000\n",
|
|
" - 39s - loss: 0.2268 - acc: 0.9752 - val_loss: 0.9801 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02279: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2280/3000\n",
|
|
" - 40s - loss: 0.2347 - acc: 0.9706 - val_loss: 0.9621 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02280: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2281/3000\n",
|
|
" - 39s - loss: 0.2374 - acc: 0.9719 - val_loss: 0.9544 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02281: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2282/3000\n",
|
|
" - 39s - loss: 0.2396 - acc: 0.9734 - val_loss: 0.9680 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02282: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2283/3000\n",
|
|
" - 39s - loss: 0.2434 - acc: 0.9713 - val_loss: 0.9440 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02283: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2284/3000\n",
|
|
" - 39s - loss: 0.2409 - acc: 0.9706 - val_loss: 0.9591 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02284: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2285/3000\n",
|
|
" - 39s - loss: 0.2370 - acc: 0.9715 - val_loss: 0.9714 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02285: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2286/3000\n",
|
|
" - 39s - loss: 0.2458 - acc: 0.9716 - val_loss: 0.9103 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 02286: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2287/3000\n",
|
|
" - 39s - loss: 0.2333 - acc: 0.9718 - val_loss: 0.9534 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02287: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2288/3000\n",
|
|
" - 39s - loss: 0.2379 - acc: 0.9722 - val_loss: 0.9320 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02288: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2289/3000\n",
|
|
" - 39s - loss: 0.2417 - acc: 0.9706 - val_loss: 0.9663 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02289: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2290/3000\n",
|
|
" - 39s - loss: 0.2416 - acc: 0.9695 - val_loss: 0.9348 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02290: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2291/3000\n",
|
|
" - 39s - loss: 0.2304 - acc: 0.9737 - val_loss: 0.9505 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02291: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2292/3000\n",
|
|
" - 39s - loss: 0.2349 - acc: 0.9724 - val_loss: 0.9879 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02292: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2293/3000\n",
|
|
" - 39s - loss: 0.2395 - acc: 0.9724 - val_loss: 0.9370 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02293: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2294/3000\n",
|
|
" - 39s - loss: 0.2269 - acc: 0.9745 - val_loss: 0.9260 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 02294: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2295/3000\n",
|
|
" - 39s - loss: 0.2341 - acc: 0.9719 - val_loss: 0.9530 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02295: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2296/3000\n",
|
|
" - 39s - loss: 0.2326 - acc: 0.9739 - val_loss: 0.9625 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02296: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2297/3000\n",
|
|
" - 39s - loss: 0.2346 - acc: 0.9728 - val_loss: 0.9527 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02297: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2298/3000\n",
|
|
" - 39s - loss: 0.2298 - acc: 0.9751 - val_loss: 0.9355 - val_acc: 0.8622\n",
|
|
"\n",
|
|
"Epoch 02298: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2299/3000\n",
|
|
" - 39s - loss: 0.2377 - acc: 0.9727 - val_loss: 0.9402 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 02299: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2300/3000\n",
|
|
" - 39s - loss: 0.2352 - acc: 0.9703 - val_loss: 0.9541 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02300: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2301/3000\n",
|
|
" - 39s - loss: 0.2377 - acc: 0.9697 - val_loss: 0.9476 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02301: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2302/3000\n",
|
|
" - 39s - loss: 0.2423 - acc: 0.9713 - val_loss: 0.9606 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02302: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2303/3000\n",
|
|
" - 39s - loss: 0.2370 - acc: 0.9739 - val_loss: 0.9781 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02303: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2304/3000\n",
|
|
" - 39s - loss: 0.2329 - acc: 0.9734 - val_loss: 0.9507 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02304: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2305/3000\n",
|
|
" - 39s - loss: 0.2299 - acc: 0.9740 - val_loss: 0.9564 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02305: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2306/3000\n",
|
|
" - 39s - loss: 0.2347 - acc: 0.9706 - val_loss: 0.9826 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02306: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2307/3000\n",
|
|
" - 40s - loss: 0.2338 - acc: 0.9752 - val_loss: 0.9546 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02307: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2308/3000\n",
|
|
" - 39s - loss: 0.2329 - acc: 0.9734 - val_loss: 0.9902 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 02308: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2309/3000\n",
|
|
" - 39s - loss: 0.2305 - acc: 0.9739 - val_loss: 0.9832 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02309: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2310/3000\n",
|
|
" - 39s - loss: 0.2378 - acc: 0.9724 - val_loss: 0.9368 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02310: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2311/3000\n",
|
|
" - 39s - loss: 0.2327 - acc: 0.9722 - val_loss: 0.9683 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02311: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2312/3000\n",
|
|
" - 39s - loss: 0.2329 - acc: 0.9751 - val_loss: 0.9598 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02312: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2313/3000\n",
|
|
" - 39s - loss: 0.2360 - acc: 0.9700 - val_loss: 0.9626 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02313: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2314/3000\n",
|
|
" - 39s - loss: 0.2373 - acc: 0.9713 - val_loss: 0.9544 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02314: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2315/3000\n",
|
|
" - 39s - loss: 0.2336 - acc: 0.9739 - val_loss: 0.9574 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02315: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2316/3000\n",
|
|
" - 39s - loss: 0.2289 - acc: 0.9742 - val_loss: 0.9602 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02316: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2317/3000\n",
|
|
" - 39s - loss: 0.2406 - acc: 0.9706 - val_loss: 0.9705 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02317: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2318/3000\n",
|
|
" - 39s - loss: 0.2368 - acc: 0.9737 - val_loss: 0.9730 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 02318: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2319/3000\n",
|
|
" - 39s - loss: 0.2417 - acc: 0.9697 - val_loss: 0.9522 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02319: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2320/3000\n",
|
|
" - 39s - loss: 0.2344 - acc: 0.9742 - val_loss: 0.9510 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02320: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2321/3000\n",
|
|
" - 39s - loss: 0.2352 - acc: 0.9721 - val_loss: 0.9601 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02321: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2322/3000\n",
|
|
" - 39s - loss: 0.2391 - acc: 0.9703 - val_loss: 0.9777 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02322: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2323/3000\n",
|
|
" - 39s - loss: 0.2274 - acc: 0.9746 - val_loss: 0.9618 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02323: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2324/3000\n",
|
|
" - 39s - loss: 0.2361 - acc: 0.9724 - val_loss: 0.9341 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 02324: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2325/3000\n",
|
|
" - 39s - loss: 0.2343 - acc: 0.9731 - val_loss: 0.9430 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02325: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2326/3000\n",
|
|
" - 39s - loss: 0.2407 - acc: 0.9701 - val_loss: 0.9950 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02326: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2327/3000\n",
|
|
" - 39s - loss: 0.2340 - acc: 0.9721 - val_loss: 0.9374 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02327: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2328/3000\n",
|
|
" - 39s - loss: 0.2312 - acc: 0.9724 - val_loss: 0.9416 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02328: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2329/3000\n",
|
|
" - 39s - loss: 0.2384 - acc: 0.9706 - val_loss: 0.9337 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02329: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2330/3000\n",
|
|
" - 39s - loss: 0.2323 - acc: 0.9742 - val_loss: 0.9485 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02330: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2331/3000\n",
|
|
" - 39s - loss: 0.2345 - acc: 0.9718 - val_loss: 0.9293 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02331: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2332/3000\n",
|
|
" - 39s - loss: 0.2379 - acc: 0.9713 - val_loss: 0.9305 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02332: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2333/3000\n",
|
|
" - 39s - loss: 0.2331 - acc: 0.9727 - val_loss: 0.9679 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02333: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2334/3000\n",
|
|
" - 39s - loss: 0.2330 - acc: 0.9736 - val_loss: 0.9430 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02334: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2335/3000\n",
|
|
" - 39s - loss: 0.2468 - acc: 0.9701 - val_loss: 0.9728 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02335: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2336/3000\n",
|
|
" - 39s - loss: 0.2368 - acc: 0.9706 - val_loss: 0.9896 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02336: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2337/3000\n",
|
|
" - 40s - loss: 0.2454 - acc: 0.9684 - val_loss: 0.9457 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02337: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2338/3000\n",
|
|
" - 39s - loss: 0.2317 - acc: 0.9755 - val_loss: 0.9464 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02338: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2339/3000\n",
|
|
" - 39s - loss: 0.2358 - acc: 0.9739 - val_loss: 0.9594 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02339: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2340/3000\n",
|
|
" - 39s - loss: 0.2298 - acc: 0.9768 - val_loss: 0.9532 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02340: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2341/3000\n",
|
|
" - 39s - loss: 0.2338 - acc: 0.9739 - val_loss: 0.9779 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 02341: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2342/3000\n",
|
|
" - 39s - loss: 0.2341 - acc: 0.9742 - val_loss: 0.9827 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02342: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2343/3000\n",
|
|
" - 39s - loss: 0.2250 - acc: 0.9749 - val_loss: 0.9957 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 02343: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2344/3000\n",
|
|
" - 39s - loss: 0.2408 - acc: 0.9709 - val_loss: 0.9604 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02344: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2345/3000\n",
|
|
" - 39s - loss: 0.2307 - acc: 0.9737 - val_loss: 0.9637 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02345: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2346/3000\n",
|
|
" - 39s - loss: 0.2378 - acc: 0.9724 - val_loss: 0.9627 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02346: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2347/3000\n",
|
|
" - 39s - loss: 0.2288 - acc: 0.9754 - val_loss: 0.9457 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02347: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2348/3000\n",
|
|
" - 39s - loss: 0.2279 - acc: 0.9745 - val_loss: 0.9546 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02348: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2349/3000\n",
|
|
" - 40s - loss: 0.2394 - acc: 0.9701 - val_loss: 0.9547 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02349: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2350/3000\n",
|
|
" - 39s - loss: 0.2361 - acc: 0.9727 - val_loss: 0.9519 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02350: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2351/3000\n",
|
|
" - 39s - loss: 0.2267 - acc: 0.9761 - val_loss: 0.9496 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02351: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2352/3000\n",
|
|
" - 39s - loss: 0.2281 - acc: 0.9731 - val_loss: 0.9460 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02352: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2353/3000\n",
|
|
" - 39s - loss: 0.2221 - acc: 0.9764 - val_loss: 0.9533 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02353: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2354/3000\n",
|
|
" - 39s - loss: 0.2286 - acc: 0.9740 - val_loss: 0.9180 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 02354: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2355/3000\n",
|
|
" - 39s - loss: 0.2366 - acc: 0.9704 - val_loss: 0.9643 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02355: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2356/3000\n",
|
|
" - 39s - loss: 0.2323 - acc: 0.9748 - val_loss: 0.9968 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 02356: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2357/3000\n",
|
|
" - 39s - loss: 0.2421 - acc: 0.9728 - val_loss: 0.9898 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02357: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2358/3000\n",
|
|
" - 39s - loss: 0.2383 - acc: 0.9716 - val_loss: 1.0030 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02358: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2359/3000\n",
|
|
" - 39s - loss: 0.2393 - acc: 0.9698 - val_loss: 0.9627 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02359: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2360/3000\n",
|
|
" - 39s - loss: 0.2366 - acc: 0.9730 - val_loss: 0.9595 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02360: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2361/3000\n",
|
|
" - 39s - loss: 0.2356 - acc: 0.9719 - val_loss: 0.9889 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 02361: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2362/3000\n",
|
|
" - 39s - loss: 0.2401 - acc: 0.9715 - val_loss: 0.9462 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02362: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2363/3000\n",
|
|
" - 39s - loss: 0.2273 - acc: 0.9721 - val_loss: 0.9555 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02363: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2364/3000\n",
|
|
" - 39s - loss: 0.2462 - acc: 0.9697 - val_loss: 0.9372 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02364: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2365/3000\n",
|
|
" - 39s - loss: 0.2343 - acc: 0.9715 - val_loss: 0.9402 - val_acc: 0.8618\n",
|
|
"\n",
|
|
"Epoch 02365: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2366/3000\n",
|
|
" - 39s - loss: 0.2407 - acc: 0.9716 - val_loss: 0.9570 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02366: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2367/3000\n",
|
|
" - 39s - loss: 0.2407 - acc: 0.9724 - val_loss: 0.9670 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02367: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2368/3000\n",
|
|
" - 39s - loss: 0.2348 - acc: 0.9709 - val_loss: 0.9481 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02368: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2369/3000\n",
|
|
" - 39s - loss: 0.2352 - acc: 0.9718 - val_loss: 0.9554 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02369: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2370/3000\n",
|
|
" - 39s - loss: 0.2406 - acc: 0.9712 - val_loss: 0.9645 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02370: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2371/3000\n",
|
|
" - 39s - loss: 0.2305 - acc: 0.9727 - val_loss: 0.9433 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02371: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2372/3000\n",
|
|
" - 39s - loss: 0.2354 - acc: 0.9734 - val_loss: 0.9649 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02372: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2373/3000\n",
|
|
" - 39s - loss: 0.2365 - acc: 0.9727 - val_loss: 0.9369 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02373: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2374/3000\n",
|
|
" - 39s - loss: 0.2338 - acc: 0.9725 - val_loss: 0.9547 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02374: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2375/3000\n",
|
|
" - 39s - loss: 0.2344 - acc: 0.9721 - val_loss: 0.9469 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02375: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2376/3000\n",
|
|
" - 39s - loss: 0.2364 - acc: 0.9701 - val_loss: 0.9474 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02376: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2377/3000\n",
|
|
" - 39s - loss: 0.2332 - acc: 0.9728 - val_loss: 0.9655 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02377: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2378/3000\n",
|
|
" - 39s - loss: 0.2319 - acc: 0.9721 - val_loss: 0.9265 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 02378: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2379/3000\n",
|
|
" - 39s - loss: 0.2421 - acc: 0.9695 - val_loss: 0.9320 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02379: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2380/3000\n",
|
|
" - 39s - loss: 0.2383 - acc: 0.9712 - val_loss: 0.9467 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02380: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2381/3000\n",
|
|
" - 39s - loss: 0.2349 - acc: 0.9754 - val_loss: 0.9249 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02381: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2382/3000\n",
|
|
" - 39s - loss: 0.2360 - acc: 0.9727 - val_loss: 0.9564 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02382: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2383/3000\n",
|
|
" - 39s - loss: 0.2383 - acc: 0.9704 - val_loss: 0.9617 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02383: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2384/3000\n",
|
|
" - 39s - loss: 0.2382 - acc: 0.9722 - val_loss: 0.9808 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 02384: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2385/3000\n",
|
|
" - 39s - loss: 0.2377 - acc: 0.9706 - val_loss: 0.9643 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02385: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2386/3000\n",
|
|
" - 39s - loss: 0.2300 - acc: 0.9739 - val_loss: 0.9172 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 02386: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2387/3000\n",
|
|
" - 39s - loss: 0.2377 - acc: 0.9721 - val_loss: 0.9827 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 02387: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2388/3000\n",
|
|
" - 39s - loss: 0.2330 - acc: 0.9716 - val_loss: 0.9644 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02388: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2389/3000\n",
|
|
" - 39s - loss: 0.2332 - acc: 0.9733 - val_loss: 0.9686 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02389: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2390/3000\n",
|
|
" - 39s - loss: 0.2303 - acc: 0.9725 - val_loss: 0.9571 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02390: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2391/3000\n",
|
|
" - 39s - loss: 0.2359 - acc: 0.9733 - val_loss: 0.9938 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02391: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2392/3000\n",
|
|
" - 39s - loss: 0.2348 - acc: 0.9730 - val_loss: 0.9525 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02392: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2393/3000\n",
|
|
" - 39s - loss: 0.2350 - acc: 0.9722 - val_loss: 0.9352 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02393: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2394/3000\n",
|
|
" - 39s - loss: 0.2408 - acc: 0.9712 - val_loss: 0.9257 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02394: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2395/3000\n",
|
|
" - 39s - loss: 0.2330 - acc: 0.9755 - val_loss: 0.9573 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02395: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2396/3000\n",
|
|
" - 39s - loss: 0.2319 - acc: 0.9743 - val_loss: 0.9582 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02396: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2397/3000\n",
|
|
" - 39s - loss: 0.2382 - acc: 0.9722 - val_loss: 0.9603 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02397: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2398/3000\n",
|
|
" - 39s - loss: 0.2355 - acc: 0.9739 - val_loss: 0.9519 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02398: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2399/3000\n",
|
|
" - 40s - loss: 0.2421 - acc: 0.9692 - val_loss: 0.9390 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02399: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2400/3000\n",
|
|
" - 39s - loss: 0.2384 - acc: 0.9721 - val_loss: 0.9542 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02400: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2401/3000\n",
|
|
" - 39s - loss: 0.2338 - acc: 0.9713 - val_loss: 0.9516 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02401: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2402/3000\n",
|
|
" - 39s - loss: 0.2322 - acc: 0.9724 - val_loss: 0.9321 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02402: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2403/3000\n",
|
|
" - 39s - loss: 0.2332 - acc: 0.9742 - val_loss: 0.9507 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02403: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2404/3000\n",
|
|
" - 39s - loss: 0.2259 - acc: 0.9778 - val_loss: 0.9700 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02404: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2405/3000\n",
|
|
" - 39s - loss: 0.2346 - acc: 0.9733 - val_loss: 0.9633 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02405: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2406/3000\n",
|
|
" - 40s - loss: 0.2353 - acc: 0.9703 - val_loss: 0.9576 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02406: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2407/3000\n",
|
|
" - 39s - loss: 0.2391 - acc: 0.9728 - val_loss: 0.9422 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02407: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2408/3000\n",
|
|
" - 39s - loss: 0.2293 - acc: 0.9728 - val_loss: 0.9483 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02408: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2409/3000\n",
|
|
" - 38s - loss: 0.2352 - acc: 0.9721 - val_loss: 0.9434 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02409: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2410/3000\n",
|
|
" - 39s - loss: 0.2354 - acc: 0.9728 - val_loss: 0.9679 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02410: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2411/3000\n",
|
|
" - 39s - loss: 0.2346 - acc: 0.9725 - val_loss: 0.9551 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02411: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2412/3000\n",
|
|
" - 39s - loss: 0.2420 - acc: 0.9716 - val_loss: 0.9242 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02412: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2413/3000\n",
|
|
" - 39s - loss: 0.2378 - acc: 0.9716 - val_loss: 0.9776 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02413: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2414/3000\n",
|
|
" - 39s - loss: 0.2318 - acc: 0.9737 - val_loss: 0.9731 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 02414: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2415/3000\n",
|
|
" - 39s - loss: 0.2316 - acc: 0.9739 - val_loss: 0.9609 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02415: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2416/3000\n",
|
|
" - 40s - loss: 0.2380 - acc: 0.9728 - val_loss: 0.9770 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 02416: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2417/3000\n",
|
|
" - 39s - loss: 0.2372 - acc: 0.9718 - val_loss: 0.9951 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02417: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2418/3000\n",
|
|
" - 39s - loss: 0.2322 - acc: 0.9746 - val_loss: 0.9608 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02418: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2419/3000\n",
|
|
" - 39s - loss: 0.2309 - acc: 0.9728 - val_loss: 0.9579 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02419: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2420/3000\n",
|
|
" - 39s - loss: 0.2315 - acc: 0.9733 - val_loss: 0.9645 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02420: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2421/3000\n",
|
|
" - 39s - loss: 0.2332 - acc: 0.9742 - val_loss: 0.9873 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 02421: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2422/3000\n",
|
|
" - 39s - loss: 0.2319 - acc: 0.9727 - val_loss: 0.9648 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02422: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2423/3000\n",
|
|
" - 39s - loss: 0.2371 - acc: 0.9728 - val_loss: 0.9491 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02423: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2424/3000\n",
|
|
" - 39s - loss: 0.2364 - acc: 0.9710 - val_loss: 0.9632 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02424: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2425/3000\n",
|
|
" - 39s - loss: 0.2204 - acc: 0.9777 - val_loss: 0.9756 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02425: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2426/3000\n",
|
|
" - 39s - loss: 0.2391 - acc: 0.9728 - val_loss: 0.9553 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02426: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2427/3000\n",
|
|
" - 39s - loss: 0.2260 - acc: 0.9752 - val_loss: 0.9708 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02427: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2428/3000\n",
|
|
" - 39s - loss: 0.2416 - acc: 0.9701 - val_loss: 0.9735 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02428: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2429/3000\n",
|
|
" - 39s - loss: 0.2320 - acc: 0.9709 - val_loss: 0.9532 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02429: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2430/3000\n",
|
|
" - 39s - loss: 0.2377 - acc: 0.9721 - val_loss: 0.9513 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02430: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2431/3000\n",
|
|
" - 39s - loss: 0.2286 - acc: 0.9730 - val_loss: 0.9829 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 02431: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2432/3000\n",
|
|
" - 39s - loss: 0.2423 - acc: 0.9715 - val_loss: 0.9423 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02432: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2433/3000\n",
|
|
" - 39s - loss: 0.2361 - acc: 0.9718 - val_loss: 0.9475 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02433: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2434/3000\n",
|
|
" - 39s - loss: 0.2335 - acc: 0.9727 - val_loss: 0.9301 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02434: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2435/3000\n",
|
|
" - 39s - loss: 0.2265 - acc: 0.9745 - val_loss: 0.9652 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02435: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2436/3000\n",
|
|
" - 39s - loss: 0.2302 - acc: 0.9724 - val_loss: 0.9334 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02436: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2437/3000\n",
|
|
" - 39s - loss: 0.2455 - acc: 0.9684 - val_loss: 0.9630 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02437: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2438/3000\n",
|
|
" - 39s - loss: 0.2404 - acc: 0.9700 - val_loss: 0.9709 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02438: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2439/3000\n",
|
|
" - 39s - loss: 0.2302 - acc: 0.9777 - val_loss: 0.9608 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02439: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2440/3000\n",
|
|
" - 39s - loss: 0.2392 - acc: 0.9716 - val_loss: 0.9308 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02440: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2441/3000\n",
|
|
" - 39s - loss: 0.2421 - acc: 0.9703 - val_loss: 0.9459 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02441: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2442/3000\n",
|
|
" - 39s - loss: 0.2351 - acc: 0.9725 - val_loss: 0.9689 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02442: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2443/3000\n",
|
|
" - 39s - loss: 0.2399 - acc: 0.9716 - val_loss: 0.9566 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02443: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2444/3000\n",
|
|
" - 39s - loss: 0.2361 - acc: 0.9707 - val_loss: 0.9691 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02444: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2445/3000\n",
|
|
" - 39s - loss: 0.2341 - acc: 0.9751 - val_loss: 0.9407 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02445: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2446/3000\n",
|
|
" - 39s - loss: 0.2337 - acc: 0.9713 - val_loss: 0.9381 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02446: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2447/3000\n",
|
|
" - 39s - loss: 0.2356 - acc: 0.9712 - val_loss: 0.9595 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02447: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2448/3000\n",
|
|
" - 39s - loss: 0.2253 - acc: 0.9740 - val_loss: 0.9326 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02448: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2449/3000\n",
|
|
" - 40s - loss: 0.2382 - acc: 0.9715 - val_loss: 0.9471 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02449: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2450/3000\n",
|
|
" - 39s - loss: 0.2283 - acc: 0.9734 - val_loss: 0.9830 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02450: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2451/3000\n",
|
|
" - 39s - loss: 0.2359 - acc: 0.9713 - val_loss: 0.9605 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02451: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2452/3000\n",
|
|
" - 39s - loss: 0.2322 - acc: 0.9743 - val_loss: 0.9502 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02452: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2453/3000\n",
|
|
" - 39s - loss: 0.2280 - acc: 0.9751 - val_loss: 0.9751 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02453: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2454/3000\n",
|
|
" - 39s - loss: 0.2244 - acc: 0.9771 - val_loss: 0.9504 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02454: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2455/3000\n",
|
|
" - 39s - loss: 0.2358 - acc: 0.9712 - val_loss: 0.9774 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 02455: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2456/3000\n",
|
|
" - 39s - loss: 0.2354 - acc: 0.9722 - val_loss: 0.9662 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02456: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2457/3000\n",
|
|
" - 39s - loss: 0.2338 - acc: 0.9730 - val_loss: 0.9646 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02457: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2458/3000\n",
|
|
" - 39s - loss: 0.2313 - acc: 0.9730 - val_loss: 0.9670 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02458: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2459/3000\n",
|
|
" - 39s - loss: 0.2394 - acc: 0.9712 - val_loss: 0.9832 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02459: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2460/3000\n",
|
|
" - 39s - loss: 0.2352 - acc: 0.9719 - val_loss: 0.9609 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02460: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2461/3000\n",
|
|
" - 39s - loss: 0.2389 - acc: 0.9704 - val_loss: 1.0131 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 02461: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2462/3000\n",
|
|
" - 39s - loss: 0.2383 - acc: 0.9706 - val_loss: 0.9680 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02462: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2463/3000\n",
|
|
" - 39s - loss: 0.2517 - acc: 0.9674 - val_loss: 0.9694 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02463: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2464/3000\n",
|
|
" - 39s - loss: 0.2324 - acc: 0.9730 - val_loss: 0.9769 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02464: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2465/3000\n",
|
|
" - 39s - loss: 0.2318 - acc: 0.9722 - val_loss: 0.9863 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 02465: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2466/3000\n",
|
|
" - 39s - loss: 0.2409 - acc: 0.9706 - val_loss: 0.9598 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02466: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2467/3000\n",
|
|
" - 40s - loss: 0.2349 - acc: 0.9745 - val_loss: 0.9682 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02467: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2468/3000\n",
|
|
" - 39s - loss: 0.2204 - acc: 0.9760 - val_loss: 0.9870 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02468: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2469/3000\n",
|
|
" - 39s - loss: 0.2322 - acc: 0.9731 - val_loss: 0.9713 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02469: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2470/3000\n",
|
|
" - 39s - loss: 0.2292 - acc: 0.9733 - val_loss: 1.0103 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 02470: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2471/3000\n",
|
|
" - 39s - loss: 0.2332 - acc: 0.9731 - val_loss: 0.9607 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02471: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2472/3000\n",
|
|
" - 39s - loss: 0.2343 - acc: 0.9737 - val_loss: 0.9634 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02472: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2473/3000\n",
|
|
" - 39s - loss: 0.2338 - acc: 0.9722 - val_loss: 0.9475 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02473: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2474/3000\n",
|
|
" - 39s - loss: 0.2373 - acc: 0.9709 - val_loss: 0.9654 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02474: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2475/3000\n",
|
|
" - 40s - loss: 0.2310 - acc: 0.9745 - val_loss: 0.9234 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02475: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2476/3000\n",
|
|
" - 39s - loss: 0.2298 - acc: 0.9745 - val_loss: 0.9563 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02476: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2477/3000\n",
|
|
"\n",
|
|
"Epoch 02479: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2480/3000\n",
|
|
" - 39s - loss: 0.2391 - acc: 0.9727 - val_loss: 0.9650 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02480: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2481/3000\n",
|
|
" - 39s - loss: 0.2312 - acc: 0.9743 - val_loss: 0.9271 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02481: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2482/3000\n",
|
|
" - 39s - loss: 0.2331 - acc: 0.9710 - val_loss: 0.9862 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 02482: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2483/3000\n",
|
|
" - 39s - loss: 0.2366 - acc: 0.9710 - val_loss: 0.9794 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02483: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2484/3000\n",
|
|
" - 39s - loss: 0.2357 - acc: 0.9713 - val_loss: 0.9613 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02484: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2485/3000\n",
|
|
" - 39s - loss: 0.2325 - acc: 0.9707 - val_loss: 0.9589 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02485: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2486/3000\n",
|
|
" - 39s - loss: 0.2287 - acc: 0.9733 - val_loss: 0.9622 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02486: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2487/3000\n",
|
|
" - 39s - loss: 0.2359 - acc: 0.9739 - val_loss: 0.9513 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02487: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2488/3000\n",
|
|
" - 39s - loss: 0.2323 - acc: 0.9734 - val_loss: 0.9478 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02488: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2489/3000\n",
|
|
" - 39s - loss: 0.2340 - acc: 0.9733 - val_loss: 0.9449 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02489: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2490/3000\n",
|
|
" - 39s - loss: 0.2346 - acc: 0.9713 - val_loss: 0.9492 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02490: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2491/3000\n",
|
|
" - 39s - loss: 0.2383 - acc: 0.9718 - val_loss: 0.9639 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02491: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2492/3000\n",
|
|
" - 39s - loss: 0.2311 - acc: 0.9746 - val_loss: 0.9718 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02492: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2493/3000\n",
|
|
" - 39s - loss: 0.2418 - acc: 0.9724 - val_loss: 0.9405 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02493: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2494/3000\n",
|
|
" - 39s - loss: 0.2411 - acc: 0.9697 - val_loss: 0.9457 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02494: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2495/3000\n",
|
|
" - 39s - loss: 0.2404 - acc: 0.9704 - val_loss: 0.9843 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02495: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2496/3000\n",
|
|
" - 39s - loss: 0.2360 - acc: 0.9713 - val_loss: 0.9547 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02496: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2497/3000\n",
|
|
" - 39s - loss: 0.2397 - acc: 0.9695 - val_loss: 0.9504 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02497: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2498/3000\n",
|
|
" - 39s - loss: 0.2387 - acc: 0.9715 - val_loss: 0.9428 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02498: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2499/3000\n",
|
|
" - 40s - loss: 0.2363 - acc: 0.9728 - val_loss: 0.9882 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02499: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2500/3000\n",
|
|
" - 39s - loss: 0.2390 - acc: 0.9722 - val_loss: 1.0214 - val_acc: 0.8490\n",
|
|
"\n",
|
|
"Epoch 02500: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2501/3000\n",
|
|
" - 39s - loss: 0.2362 - acc: 0.9710 - val_loss: 0.9527 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02501: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2502/3000\n",
|
|
" - 39s - loss: 0.2280 - acc: 0.9746 - val_loss: 0.9583 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02502: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2503/3000\n",
|
|
" - 39s - loss: 0.2270 - acc: 0.9739 - val_loss: 0.9613 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02503: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2504/3000\n",
|
|
" - 39s - loss: 0.2322 - acc: 0.9727 - val_loss: 0.9712 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02504: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2505/3000\n",
|
|
" - 39s - loss: 0.2387 - acc: 0.9722 - val_loss: 0.9256 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02505: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2506/3000\n",
|
|
" - 39s - loss: 0.2358 - acc: 0.9701 - val_loss: 0.9520 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02506: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2507/3000\n",
|
|
" - 39s - loss: 0.2352 - acc: 0.9749 - val_loss: 0.9447 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02507: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2508/3000\n",
|
|
" - 39s - loss: 0.2270 - acc: 0.9757 - val_loss: 0.9507 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02508: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2509/3000\n",
|
|
" - 39s - loss: 0.2275 - acc: 0.9746 - val_loss: 0.9457 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02509: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2510/3000\n",
|
|
" - 39s - loss: 0.2292 - acc: 0.9746 - val_loss: 0.9665 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02510: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2511/3000\n",
|
|
" - 39s - loss: 0.2254 - acc: 0.9751 - val_loss: 0.9572 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02511: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2512/3000\n",
|
|
" - 39s - loss: 0.2385 - acc: 0.9737 - val_loss: 0.9690 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02512: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2513/3000\n",
|
|
" - 39s - loss: 0.2411 - acc: 0.9716 - val_loss: 0.9671 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02513: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2514/3000\n",
|
|
" - 39s - loss: 0.2288 - acc: 0.9713 - val_loss: 0.9640 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02514: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2515/3000\n",
|
|
" - 39s - loss: 0.2337 - acc: 0.9731 - val_loss: 0.9903 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02515: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2516/3000\n",
|
|
" - 39s - loss: 0.2399 - acc: 0.9710 - val_loss: 0.9713 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02516: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2517/3000\n",
|
|
" - 39s - loss: 0.2250 - acc: 0.9771 - val_loss: 0.9441 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02517: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2518/3000\n",
|
|
" - 39s - loss: 0.2322 - acc: 0.9713 - val_loss: 0.9495 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02518: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2519/3000\n",
|
|
" - 39s - loss: 0.2402 - acc: 0.9691 - val_loss: 0.9484 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02519: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2520/3000\n",
|
|
" - 39s - loss: 0.2294 - acc: 0.9745 - val_loss: 0.9395 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02520: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2521/3000\n",
|
|
" - 39s - loss: 0.2316 - acc: 0.9725 - val_loss: 0.9487 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02521: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2522/3000\n",
|
|
" - 40s - loss: 0.2313 - acc: 0.9740 - val_loss: 0.9455 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02522: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2523/3000\n",
|
|
" - 39s - loss: 0.2362 - acc: 0.9742 - val_loss: 0.9453 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02523: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2524/3000\n",
|
|
" - 39s - loss: 0.2449 - acc: 0.9698 - val_loss: 0.9585 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02524: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2525/3000\n",
|
|
" - 39s - loss: 0.2297 - acc: 0.9727 - val_loss: 0.9688 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02525: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2526/3000\n",
|
|
" - 39s - loss: 0.2304 - acc: 0.9737 - val_loss: 0.9475 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02526: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2527/3000\n",
|
|
" - 39s - loss: 0.2365 - acc: 0.9733 - val_loss: 0.9605 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02527: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2528/3000\n",
|
|
" - 39s - loss: 0.2277 - acc: 0.9734 - val_loss: 0.9569 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02528: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2529/3000\n",
|
|
" - 39s - loss: 0.2334 - acc: 0.9736 - val_loss: 0.9647 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 02529: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2530/3000\n",
|
|
" - 39s - loss: 0.2402 - acc: 0.9712 - val_loss: 0.9489 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02530: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2531/3000\n",
|
|
" - 39s - loss: 0.2344 - acc: 0.9746 - val_loss: 0.9555 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02531: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2532/3000\n",
|
|
" - 39s - loss: 0.2269 - acc: 0.9739 - val_loss: 0.9588 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 02532: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2533/3000\n",
|
|
" - 39s - loss: 0.2416 - acc: 0.9695 - val_loss: 0.9719 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02533: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2534/3000\n",
|
|
" - 39s - loss: 0.2311 - acc: 0.9725 - val_loss: 0.9566 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02534: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2535/3000\n",
|
|
" - 39s - loss: 0.2356 - acc: 0.9713 - val_loss: 0.9693 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02535: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2536/3000\n",
|
|
" - 39s - loss: 0.2348 - acc: 0.9749 - val_loss: 0.9646 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02536: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2537/3000\n",
|
|
" - 39s - loss: 0.2419 - acc: 0.9686 - val_loss: 0.9614 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02537: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2538/3000\n",
|
|
" - 39s - loss: 0.2293 - acc: 0.9745 - val_loss: 0.9490 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02538: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2539/3000\n",
|
|
" - 39s - loss: 0.2218 - acc: 0.9760 - val_loss: 0.9688 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02539: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2540/3000\n",
|
|
" - 39s - loss: 0.2240 - acc: 0.9733 - val_loss: 0.9535 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02540: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2541/3000\n",
|
|
" - 39s - loss: 0.2318 - acc: 0.9748 - val_loss: 0.9751 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02541: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2542/3000\n",
|
|
" - 39s - loss: 0.2210 - acc: 0.9755 - val_loss: 0.9443 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02542: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2543/3000\n",
|
|
" - 39s - loss: 0.2189 - acc: 0.9751 - val_loss: 0.9744 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02543: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2544/3000\n",
|
|
" - 39s - loss: 0.2370 - acc: 0.9722 - val_loss: 0.9557 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02544: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2545/3000\n",
|
|
" - 39s - loss: 0.2291 - acc: 0.9728 - val_loss: 0.9393 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02545: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2546/3000\n",
|
|
" - 39s - loss: 0.2310 - acc: 0.9740 - val_loss: 0.9878 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02546: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2547/3000\n",
|
|
" - 40s - loss: 0.2358 - acc: 0.9713 - val_loss: 0.9725 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02547: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2548/3000\n",
|
|
" - 39s - loss: 0.2383 - acc: 0.9710 - val_loss: 0.9541 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 02548: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2549/3000\n",
|
|
" - 39s - loss: 0.2345 - acc: 0.9728 - val_loss: 0.9473 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02549: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2550/3000\n",
|
|
" - 39s - loss: 0.2326 - acc: 0.9727 - val_loss: 0.9542 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02550: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2551/3000\n",
|
|
" - 39s - loss: 0.2402 - acc: 0.9731 - val_loss: 0.9695 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02551: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2552/3000\n",
|
|
" - 39s - loss: 0.2387 - acc: 0.9716 - val_loss: 0.9688 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02552: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2553/3000\n",
|
|
" - 39s - loss: 0.2266 - acc: 0.9740 - val_loss: 0.9568 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02553: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2554/3000\n",
|
|
" - 39s - loss: 0.2283 - acc: 0.9757 - val_loss: 0.9807 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 02554: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2555/3000\n",
|
|
" - 39s - loss: 0.2342 - acc: 0.9739 - val_loss: 0.9877 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 02555: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2556/3000\n",
|
|
" - 39s - loss: 0.2289 - acc: 0.9737 - val_loss: 1.0034 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02556: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2557/3000\n",
|
|
" - 39s - loss: 0.2401 - acc: 0.9733 - val_loss: 0.9596 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02557: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2558/3000\n",
|
|
" - 39s - loss: 0.2342 - acc: 0.9734 - val_loss: 0.9918 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02558: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2559/3000\n",
|
|
"\n",
|
|
"Epoch 02561: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2562/3000\n",
|
|
" - 39s - loss: 0.2339 - acc: 0.9731 - val_loss: 0.9548 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02562: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2563/3000\n",
|
|
" - 39s - loss: 0.2365 - acc: 0.9728 - val_loss: 0.9750 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02563: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2564/3000\n",
|
|
" - 39s - loss: 0.2299 - acc: 0.9724 - val_loss: 0.9559 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02564: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2565/3000\n",
|
|
" - 40s - loss: 0.2439 - acc: 0.9719 - val_loss: 0.9723 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02565: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2566/3000\n",
|
|
" - 39s - loss: 0.2289 - acc: 0.9742 - val_loss: 0.9365 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02566: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2567/3000\n",
|
|
" - 39s - loss: 0.2319 - acc: 0.9752 - val_loss: 0.9556 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 02567: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2568/3000\n",
|
|
" - 39s - loss: 0.2375 - acc: 0.9730 - val_loss: 0.9566 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02568: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2569/3000\n",
|
|
" - 39s - loss: 0.2373 - acc: 0.9709 - val_loss: 0.9820 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02569: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2570/3000\n",
|
|
" - 39s - loss: 0.2298 - acc: 0.9724 - val_loss: 0.9375 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02570: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2571/3000\n",
|
|
" - 39s - loss: 0.2235 - acc: 0.9758 - val_loss: 0.9616 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02571: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2572/3000\n",
|
|
" - 39s - loss: 0.2390 - acc: 0.9715 - val_loss: 0.9583 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02572: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2573/3000\n",
|
|
" - 39s - loss: 0.2330 - acc: 0.9719 - val_loss: 0.9294 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 02573: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2574/3000\n",
|
|
" - 39s - loss: 0.2295 - acc: 0.9721 - val_loss: 0.9768 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02574: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2575/3000\n",
|
|
" - 39s - loss: 0.2446 - acc: 0.9692 - val_loss: 0.9572 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02575: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2576/3000\n",
|
|
" - 39s - loss: 0.2368 - acc: 0.9724 - val_loss: 0.9435 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02576: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2577/3000\n",
|
|
" - 39s - loss: 0.2305 - acc: 0.9724 - val_loss: 0.9729 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02577: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2578/3000\n",
|
|
" - 39s - loss: 0.2372 - acc: 0.9724 - val_loss: 0.9760 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02578: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2579/3000\n",
|
|
" - 39s - loss: 0.2335 - acc: 0.9725 - val_loss: 0.9668 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02579: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2580/3000\n",
|
|
" - 39s - loss: 0.2306 - acc: 0.9740 - val_loss: 0.9427 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02580: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2581/3000\n",
|
|
" - 39s - loss: 0.2285 - acc: 0.9733 - val_loss: 0.9472 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 02581: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2582/3000\n",
|
|
" - 39s - loss: 0.2393 - acc: 0.9709 - val_loss: 0.9626 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02582: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2583/3000\n",
|
|
" - 40s - loss: 0.2424 - acc: 0.9722 - val_loss: 0.9657 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02583: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2584/3000\n",
|
|
" - 39s - loss: 0.2306 - acc: 0.9757 - val_loss: 0.9699 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02584: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2585/3000\n",
|
|
" - 39s - loss: 0.2318 - acc: 0.9728 - val_loss: 0.9721 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02585: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2586/3000\n",
|
|
" - 39s - loss: 0.2362 - acc: 0.9721 - val_loss: 0.9734 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02586: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2587/3000\n",
|
|
" - 39s - loss: 0.2314 - acc: 0.9766 - val_loss: 0.9608 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02587: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2588/3000\n",
|
|
" - 39s - loss: 0.2415 - acc: 0.9707 - val_loss: 0.9711 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02588: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2589/3000\n",
|
|
" - 39s - loss: 0.2372 - acc: 0.9740 - val_loss: 0.9527 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02589: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2590/3000\n",
|
|
" - 39s - loss: 0.2334 - acc: 0.9704 - val_loss: 0.9726 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02590: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2591/3000\n",
|
|
" - 39s - loss: 0.2331 - acc: 0.9730 - val_loss: 0.9538 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02591: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2592/3000\n",
|
|
" - 39s - loss: 0.2274 - acc: 0.9754 - val_loss: 0.9925 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02592: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2593/3000\n",
|
|
" - 39s - loss: 0.2353 - acc: 0.9733 - val_loss: 0.9868 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 02593: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2594/3000\n",
|
|
" - 39s - loss: 0.2317 - acc: 0.9725 - val_loss: 0.9892 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02594: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2595/3000\n",
|
|
" - 39s - loss: 0.2418 - acc: 0.9695 - val_loss: 0.9467 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02595: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2596/3000\n",
|
|
" - 39s - loss: 0.2364 - acc: 0.9716 - val_loss: 0.9501 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02596: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2597/3000\n",
|
|
" - 39s - loss: 0.2284 - acc: 0.9752 - val_loss: 0.9447 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02597: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2598/3000\n",
|
|
" - 39s - loss: 0.2284 - acc: 0.9728 - val_loss: 0.9595 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02598: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2599/3000\n",
|
|
" - 39s - loss: 0.2378 - acc: 0.9718 - val_loss: 0.9990 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02599: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2600/3000\n",
|
|
" - 39s - loss: 0.2321 - acc: 0.9736 - val_loss: 0.9632 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02600: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2601/3000\n",
|
|
" - 39s - loss: 0.2301 - acc: 0.9728 - val_loss: 0.9759 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02601: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2602/3000\n",
|
|
" - 39s - loss: 0.2300 - acc: 0.9731 - val_loss: 0.9669 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02602: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2603/3000\n",
|
|
" - 39s - loss: 0.2305 - acc: 0.9737 - val_loss: 0.9272 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02603: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2604/3000\n",
|
|
" - 39s - loss: 0.2328 - acc: 0.9733 - val_loss: 0.9628 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02604: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2605/3000\n",
|
|
" - 39s - loss: 0.2414 - acc: 0.9718 - val_loss: 0.9475 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 02605: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2606/3000\n",
|
|
" - 39s - loss: 0.2368 - acc: 0.9739 - val_loss: 0.9584 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02606: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2607/3000\n",
|
|
" - 39s - loss: 0.2364 - acc: 0.9721 - val_loss: 0.9753 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02607: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2608/3000\n",
|
|
" - 39s - loss: 0.2370 - acc: 0.9727 - val_loss: 0.9618 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02608: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2609/3000\n",
|
|
" - 39s - loss: 0.2309 - acc: 0.9749 - val_loss: 1.0208 - val_acc: 0.8497\n",
|
|
"\n",
|
|
"Epoch 02609: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2610/3000\n",
|
|
" - 39s - loss: 0.2277 - acc: 0.9736 - val_loss: 1.0076 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 02610: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2611/3000\n",
|
|
" - 39s - loss: 0.2322 - acc: 0.9716 - val_loss: 0.9814 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02611: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2612/3000\n",
|
|
" - 39s - loss: 0.2326 - acc: 0.9745 - val_loss: 0.9355 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 02612: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2613/3000\n",
|
|
" - 39s - loss: 0.2280 - acc: 0.9751 - val_loss: 0.9673 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02613: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2614/3000\n",
|
|
" - 39s - loss: 0.2383 - acc: 0.9737 - val_loss: 0.9913 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02614: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2615/3000\n",
|
|
" - 39s - loss: 0.2359 - acc: 0.9728 - val_loss: 0.9636 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02615: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2616/3000\n",
|
|
" - 39s - loss: 0.2332 - acc: 0.9728 - val_loss: 0.9796 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02616: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2617/3000\n",
|
|
" - 39s - loss: 0.2372 - acc: 0.9734 - val_loss: 0.9404 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02617: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2618/3000\n",
|
|
" - 40s - loss: 0.2341 - acc: 0.9716 - val_loss: 0.9376 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 02618: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2619/3000\n",
|
|
" - 39s - loss: 0.2453 - acc: 0.9712 - val_loss: 0.9704 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02619: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2620/3000\n",
|
|
" - 39s - loss: 0.2276 - acc: 0.9733 - val_loss: 0.9285 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 02620: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2621/3000\n",
|
|
" - 40s - loss: 0.2281 - acc: 0.9727 - val_loss: 0.9605 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02621: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2622/3000\n",
|
|
" - 39s - loss: 0.2360 - acc: 0.9725 - val_loss: 0.9437 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02624: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2625/3000\n",
|
|
" - 39s - loss: 0.2301 - acc: 0.9724 - val_loss: 0.9568 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02625: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2626/3000\n",
|
|
" - 39s - loss: 0.2369 - acc: 0.9725 - val_loss: 0.9350 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 02626: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2627/3000\n",
|
|
" - 39s - loss: 0.2249 - acc: 0.9737 - val_loss: 0.9489 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02627: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2628/3000\n",
|
|
" - 39s - loss: 0.2349 - acc: 0.9718 - val_loss: 0.9521 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02628: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2629/3000\n",
|
|
" - 40s - loss: 0.2266 - acc: 0.9748 - val_loss: 0.9827 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02629: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2630/3000\n",
|
|
" - 39s - loss: 0.2345 - acc: 0.9712 - val_loss: 0.9961 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02630: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2631/3000\n",
|
|
" - 39s - loss: 0.2252 - acc: 0.9737 - val_loss: 0.9493 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02631: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2632/3000\n",
|
|
" - 39s - loss: 0.2273 - acc: 0.9740 - val_loss: 0.9706 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02632: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2633/3000\n",
|
|
" - 39s - loss: 0.2311 - acc: 0.9725 - val_loss: 0.9526 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02633: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2634/3000\n",
|
|
" - 39s - loss: 0.2361 - acc: 0.9713 - val_loss: 0.9754 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02634: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2635/3000\n",
|
|
" - 39s - loss: 0.2327 - acc: 0.9727 - val_loss: 0.9644 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02635: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2636/3000\n",
|
|
" - 39s - loss: 0.2446 - acc: 0.9715 - val_loss: 1.0119 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 02636: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2637/3000\n",
|
|
" - 39s - loss: 0.2314 - acc: 0.9707 - val_loss: 0.9635 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02637: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2638/3000\n",
|
|
" - 39s - loss: 0.2306 - acc: 0.9712 - val_loss: 0.9775 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02638: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2639/3000\n",
|
|
" - 39s - loss: 0.2284 - acc: 0.9742 - val_loss: 1.0107 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02639: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2640/3000\n",
|
|
" - 39s - loss: 0.2318 - acc: 0.9736 - val_loss: 0.9856 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02640: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2641/3000\n",
|
|
" - 39s - loss: 0.2465 - acc: 0.9710 - val_loss: 0.9721 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02641: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2642/3000\n",
|
|
" - 39s - loss: 0.2434 - acc: 0.9697 - val_loss: 0.9551 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02642: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2643/3000\n",
|
|
" - 40s - loss: 0.2385 - acc: 0.9716 - val_loss: 0.9665 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02643: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2644/3000\n",
|
|
" - 39s - loss: 0.2269 - acc: 0.9761 - val_loss: 0.9638 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02644: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2645/3000\n",
|
|
" - 39s - loss: 0.2479 - acc: 0.9706 - val_loss: 0.9311 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02645: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2646/3000\n",
|
|
" - 39s - loss: 0.2314 - acc: 0.9734 - val_loss: 0.9379 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02646: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2647/3000\n",
|
|
" - 39s - loss: 0.2239 - acc: 0.9718 - val_loss: 0.9629 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02647: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2648/3000\n",
|
|
" - 39s - loss: 0.2320 - acc: 0.9725 - val_loss: 0.9567 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02648: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2649/3000\n",
|
|
" - 39s - loss: 0.2354 - acc: 0.9730 - val_loss: 0.9335 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02649: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2650/3000\n",
|
|
" - 39s - loss: 0.2335 - acc: 0.9749 - val_loss: 0.9543 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02650: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2651/3000\n",
|
|
" - 39s - loss: 0.2270 - acc: 0.9719 - val_loss: 0.9624 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02651: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2652/3000\n",
|
|
" - 39s - loss: 0.2402 - acc: 0.9715 - val_loss: 0.9500 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02652: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2653/3000\n",
|
|
" - 39s - loss: 0.2329 - acc: 0.9724 - val_loss: 0.9378 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02653: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2654/3000\n",
|
|
" - 39s - loss: 0.2292 - acc: 0.9745 - val_loss: 0.9475 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02654: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2655/3000\n",
|
|
" - 39s - loss: 0.2345 - acc: 0.9712 - val_loss: 0.9441 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02655: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2656/3000\n",
|
|
" - 39s - loss: 0.2288 - acc: 0.9718 - val_loss: 0.9570 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02656: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2657/3000\n",
|
|
" - 39s - loss: 0.2251 - acc: 0.9739 - val_loss: 0.9450 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02657: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2658/3000\n",
|
|
" - 39s - loss: 0.2330 - acc: 0.9713 - val_loss: 0.9706 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02658: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2659/3000\n",
|
|
" - 40s - loss: 0.2327 - acc: 0.9731 - val_loss: 0.9554 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02659: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2660/3000\n",
|
|
" - 39s - loss: 0.2306 - acc: 0.9724 - val_loss: 0.9553 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02660: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2661/3000\n",
|
|
" - 39s - loss: 0.2325 - acc: 0.9734 - val_loss: 0.9595 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02661: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2662/3000\n",
|
|
" - 39s - loss: 0.2453 - acc: 0.9709 - val_loss: 0.9733 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02662: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2663/3000\n",
|
|
" - 39s - loss: 0.2384 - acc: 0.9704 - val_loss: 0.9429 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02663: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2664/3000\n",
|
|
" - 39s - loss: 0.2330 - acc: 0.9719 - val_loss: 0.9549 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02664: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2665/3000\n",
|
|
" - 39s - loss: 0.2390 - acc: 0.9715 - val_loss: 0.9797 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02665: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2666/3000\n",
|
|
" - 39s - loss: 0.2354 - acc: 0.9736 - val_loss: 1.0047 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02666: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2667/3000\n",
|
|
" - 39s - loss: 0.2370 - acc: 0.9715 - val_loss: 0.9700 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02667: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2668/3000\n",
|
|
" - 39s - loss: 0.2296 - acc: 0.9734 - val_loss: 0.9496 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02668: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2669/3000\n",
|
|
" - 39s - loss: 0.2408 - acc: 0.9712 - val_loss: 0.9649 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02669: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2670/3000\n",
|
|
" - 39s - loss: 0.2281 - acc: 0.9746 - val_loss: 0.9795 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02670: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2671/3000\n",
|
|
" - 39s - loss: 0.2244 - acc: 0.9761 - val_loss: 0.9272 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 02671: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2672/3000\n",
|
|
" - 39s - loss: 0.2326 - acc: 0.9722 - val_loss: 0.9374 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02672: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2673/3000\n",
|
|
" - 39s - loss: 0.2323 - acc: 0.9710 - val_loss: 0.9724 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02673: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2674/3000\n",
|
|
" - 40s - loss: 0.2306 - acc: 0.9731 - val_loss: 0.9914 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02674: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2675/3000\n",
|
|
" - 39s - loss: 0.2359 - acc: 0.9719 - val_loss: 0.9399 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02675: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2676/3000\n",
|
|
" - 39s - loss: 0.2298 - acc: 0.9704 - val_loss: 0.9915 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02676: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2677/3000\n",
|
|
" - 39s - loss: 0.2227 - acc: 0.9760 - val_loss: 0.9702 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02677: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2678/3000\n",
|
|
" - 39s - loss: 0.2262 - acc: 0.9751 - val_loss: 0.9777 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02678: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2679/3000\n",
|
|
" - 40s - loss: 0.2392 - acc: 0.9719 - val_loss: 0.9818 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02679: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2680/3000\n",
|
|
" - 39s - loss: 0.2251 - acc: 0.9752 - val_loss: 0.9696 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02680: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2681/3000\n",
|
|
" - 39s - loss: 0.2224 - acc: 0.9761 - val_loss: 0.9685 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02681: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2682/3000\n",
|
|
" - 39s - loss: 0.2326 - acc: 0.9704 - val_loss: 0.9678 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02682: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2683/3000\n",
|
|
" - 39s - loss: 0.2365 - acc: 0.9707 - val_loss: 0.9343 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02683: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2684/3000\n",
|
|
" - 39s - loss: 0.2335 - acc: 0.9734 - val_loss: 0.9685 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02684: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2685/3000\n",
|
|
" - 39s - loss: 0.2233 - acc: 0.9755 - val_loss: 0.9516 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02685: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2686/3000\n",
|
|
" - 39s - loss: 0.2297 - acc: 0.9739 - val_loss: 0.9428 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02686: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2687/3000\n",
|
|
" - 39s - loss: 0.2323 - acc: 0.9727 - val_loss: 0.9537 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02687: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2688/3000\n",
|
|
" - 39s - loss: 0.2285 - acc: 0.9739 - val_loss: 0.9591 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02688: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2689/3000\n",
|
|
" - 39s - loss: 0.2355 - acc: 0.9722 - val_loss: 0.9604 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02689: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2690/3000\n",
|
|
" - 39s - loss: 0.2258 - acc: 0.9748 - val_loss: 0.9452 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02690: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2691/3000\n",
|
|
" - 39s - loss: 0.2362 - acc: 0.9727 - val_loss: 0.9565 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02691: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2692/3000\n",
|
|
" - 39s - loss: 0.2396 - acc: 0.9710 - val_loss: 0.9376 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02692: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2693/3000\n",
|
|
" - 39s - loss: 0.2388 - acc: 0.9725 - val_loss: 0.9516 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02693: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2694/3000\n",
|
|
" - 39s - loss: 0.2372 - acc: 0.9721 - val_loss: 0.9493 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02694: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2695/3000\n",
|
|
" - 39s - loss: 0.2377 - acc: 0.9722 - val_loss: 0.9456 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02695: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2696/3000\n",
|
|
" - 39s - loss: 0.2368 - acc: 0.9737 - val_loss: 0.9571 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02696: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2697/3000\n",
|
|
" - 39s - loss: 0.2282 - acc: 0.9745 - val_loss: 0.9480 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02697: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2698/3000\n",
|
|
" - 39s - loss: 0.2303 - acc: 0.9722 - val_loss: 0.9625 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02698: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2699/3000\n",
|
|
" - 39s - loss: 0.2290 - acc: 0.9728 - val_loss: 0.9528 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02699: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2700/3000\n",
|
|
" - 39s - loss: 0.2361 - acc: 0.9719 - val_loss: 0.9597 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02700: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2701/3000\n",
|
|
" - 39s - loss: 0.2233 - acc: 0.9712 - val_loss: 0.9371 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02701: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2702/3000\n",
|
|
" - 39s - loss: 0.2393 - acc: 0.9698 - val_loss: 0.9522 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02702: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2703/3000\n",
|
|
" - 39s - loss: 0.2281 - acc: 0.9725 - val_loss: 0.9647 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02703: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2704/3000\n",
|
|
" - 39s - loss: 0.2312 - acc: 0.9736 - val_loss: 0.9552 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02704: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2705/3000\n",
|
|
" - 39s - loss: 0.2316 - acc: 0.9742 - val_loss: 0.9813 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02705: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2706/3000\n",
|
|
" - 39s - loss: 0.2355 - acc: 0.9733 - val_loss: 0.9436 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02706: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2707/3000\n",
|
|
" - 39s - loss: 0.2252 - acc: 0.9752 - val_loss: 0.9429 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02707: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2708/3000\n",
|
|
" - 39s - loss: 0.2308 - acc: 0.9737 - val_loss: 0.9871 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02708: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2709/3000\n",
|
|
" - 39s - loss: 0.2356 - acc: 0.9719 - val_loss: 0.9443 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02709: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2710/3000\n",
|
|
" - 39s - loss: 0.2421 - acc: 0.9724 - val_loss: 0.9841 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02710: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2711/3000\n",
|
|
" - 39s - loss: 0.2298 - acc: 0.9722 - val_loss: 0.9216 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 02711: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2712/3000\n",
|
|
" - 40s - loss: 0.2289 - acc: 0.9730 - val_loss: 0.9406 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02712: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2713/3000\n",
|
|
" - 39s - loss: 0.2304 - acc: 0.9734 - val_loss: 0.9590 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02713: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2714/3000\n",
|
|
" - 39s - loss: 0.2410 - acc: 0.9701 - val_loss: 0.9280 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02714: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2715/3000\n",
|
|
" - 39s - loss: 0.2321 - acc: 0.9748 - val_loss: 0.9687 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02715: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2716/3000\n",
|
|
" - 39s - loss: 0.2386 - acc: 0.9698 - val_loss: 0.9585 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02716: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2717/3000\n",
|
|
" - 39s - loss: 0.2384 - acc: 0.9724 - val_loss: 0.9603 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02717: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2718/3000\n",
|
|
" - 39s - loss: 0.2264 - acc: 0.9754 - val_loss: 0.9597 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02718: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2719/3000\n",
|
|
" - 40s - loss: 0.2292 - acc: 0.9736 - val_loss: 0.9373 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 02719: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2720/3000\n",
|
|
" - 39s - loss: 0.2347 - acc: 0.9716 - val_loss: 0.9777 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 02720: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2721/3000\n",
|
|
" - 39s - loss: 0.2354 - acc: 0.9727 - val_loss: 0.9495 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02721: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2722/3000\n",
|
|
" - 39s - loss: 0.2317 - acc: 0.9727 - val_loss: 0.9464 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02722: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2723/3000\n",
|
|
" - 39s - loss: 0.2266 - acc: 0.9733 - val_loss: 0.9143 - val_acc: 0.8618\n",
|
|
"\n",
|
|
"Epoch 02723: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2724/3000\n",
|
|
" - 39s - loss: 0.2252 - acc: 0.9710 - val_loss: 0.9688 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02724: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2725/3000\n",
|
|
" - 39s - loss: 0.2332 - acc: 0.9739 - val_loss: 0.9580 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02725: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2726/3000\n",
|
|
" - 39s - loss: 0.2284 - acc: 0.9740 - val_loss: 0.9702 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02726: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2727/3000\n",
|
|
" - 39s - loss: 0.2313 - acc: 0.9736 - val_loss: 0.9765 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02727: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2728/3000\n",
|
|
" - 40s - loss: 0.2333 - acc: 0.9715 - val_loss: 0.9656 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02728: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2729/3000\n",
|
|
" - 39s - loss: 0.2292 - acc: 0.9746 - val_loss: 0.9784 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02729: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2730/3000\n",
|
|
" - 39s - loss: 0.2341 - acc: 0.9724 - val_loss: 0.9792 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02730: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2731/3000\n",
|
|
" - 39s - loss: 0.2259 - acc: 0.9724 - val_loss: 0.9777 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02731: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2732/3000\n",
|
|
" - 39s - loss: 0.2327 - acc: 0.9725 - val_loss: 0.9455 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02732: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2733/3000\n",
|
|
" - 39s - loss: 0.2322 - acc: 0.9730 - val_loss: 0.9740 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02733: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2734/3000\n",
|
|
" - 39s - loss: 0.2301 - acc: 0.9751 - val_loss: 0.9649 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02734: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2735/3000\n",
|
|
" - 39s - loss: 0.2362 - acc: 0.9722 - val_loss: 1.0015 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02735: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2736/3000\n",
|
|
" - 39s - loss: 0.2335 - acc: 0.9730 - val_loss: 0.9797 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02736: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2737/3000\n",
|
|
" - 40s - loss: 0.2323 - acc: 0.9733 - val_loss: 0.9533 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02737: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2738/3000\n",
|
|
" - 39s - loss: 0.2390 - acc: 0.9698 - val_loss: 0.9201 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02738: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2739/3000\n",
|
|
" - 39s - loss: 0.2349 - acc: 0.9730 - val_loss: 0.9690 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02739: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2740/3000\n",
|
|
" - 39s - loss: 0.2298 - acc: 0.9743 - val_loss: 0.9390 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02740: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2741/3000\n",
|
|
" - 39s - loss: 0.2262 - acc: 0.9740 - val_loss: 0.9592 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02741: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2742/3000\n",
|
|
" - 40s - loss: 0.2363 - acc: 0.9727 - val_loss: 0.9982 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02742: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2743/3000\n",
|
|
" - 39s - loss: 0.2293 - acc: 0.9737 - val_loss: 0.9353 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02743: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2744/3000\n",
|
|
" - 39s - loss: 0.2383 - acc: 0.9725 - val_loss: 0.9360 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02744: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2745/3000\n",
|
|
" - 38s - loss: 0.2312 - acc: 0.9745 - val_loss: 0.9840 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02745: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2746/3000\n",
|
|
" - 39s - loss: 0.2343 - acc: 0.9725 - val_loss: 0.9587 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02746: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2747/3000\n",
|
|
" - 39s - loss: 0.2340 - acc: 0.9686 - val_loss: 0.9858 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02747: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2748/3000\n",
|
|
" - 39s - loss: 0.2379 - acc: 0.9707 - val_loss: 0.9561 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02748: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2749/3000\n",
|
|
" - 39s - loss: 0.2385 - acc: 0.9707 - val_loss: 0.9698 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02749: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2750/3000\n",
|
|
" - 39s - loss: 0.2313 - acc: 0.9716 - val_loss: 0.9570 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02750: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2751/3000\n",
|
|
" - 39s - loss: 0.2345 - acc: 0.9716 - val_loss: 0.9611 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02751: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2752/3000\n",
|
|
" - 40s - loss: 0.2372 - acc: 0.9727 - val_loss: 0.9495 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02752: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2753/3000\n",
|
|
" - 39s - loss: 0.2393 - acc: 0.9703 - val_loss: 0.9457 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 02753: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2754/3000\n",
|
|
" - 39s - loss: 0.2333 - acc: 0.9730 - val_loss: 0.9610 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02754: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2755/3000\n",
|
|
" - 39s - loss: 0.2258 - acc: 0.9754 - val_loss: 0.9480 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02755: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2756/3000\n",
|
|
" - 39s - loss: 0.2349 - acc: 0.9733 - val_loss: 0.9723 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 02756: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2757/3000\n",
|
|
" - 39s - loss: 0.2274 - acc: 0.9749 - val_loss: 0.9482 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02757: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2758/3000\n",
|
|
" - 39s - loss: 0.2399 - acc: 0.9716 - val_loss: 0.9574 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02758: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2759/3000\n",
|
|
" - 39s - loss: 0.2212 - acc: 0.9769 - val_loss: 0.9981 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 02759: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2760/3000\n",
|
|
" - 39s - loss: 0.2356 - acc: 0.9716 - val_loss: 0.9675 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02760: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2761/3000\n",
|
|
" - 39s - loss: 0.2339 - acc: 0.9752 - val_loss: 0.9587 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02761: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2762/3000\n",
|
|
" - 39s - loss: 0.2331 - acc: 0.9727 - val_loss: 0.9647 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02762: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2763/3000\n",
|
|
" - 39s - loss: 0.2253 - acc: 0.9742 - val_loss: 0.9835 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02763: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2764/3000\n",
|
|
" - 39s - loss: 0.2326 - acc: 0.9725 - val_loss: 0.9442 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02764: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2765/3000\n",
|
|
" - 39s - loss: 0.2255 - acc: 0.9739 - val_loss: 0.9449 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02765: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2766/3000\n",
|
|
" - 39s - loss: 0.2257 - acc: 0.9734 - val_loss: 0.9768 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02766: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2767/3000\n",
|
|
" - 39s - loss: 0.2390 - acc: 0.9722 - val_loss: 0.9520 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02767: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2768/3000\n",
|
|
" - 39s - loss: 0.2307 - acc: 0.9725 - val_loss: 0.9682 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02768: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2769/3000\n",
|
|
" - 39s - loss: 0.2255 - acc: 0.9754 - val_loss: 0.9531 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02769: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2770/3000\n",
|
|
" - 39s - loss: 0.2317 - acc: 0.9721 - val_loss: 0.9927 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02770: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2771/3000\n",
|
|
" - 39s - loss: 0.2404 - acc: 0.9712 - val_loss: 0.9565 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02771: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2772/3000\n",
|
|
" - 39s - loss: 0.2238 - acc: 0.9730 - val_loss: 0.9801 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02772: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2773/3000\n",
|
|
" - 39s - loss: 0.2399 - acc: 0.9725 - val_loss: 1.0138 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02773: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2774/3000\n",
|
|
" - 39s - loss: 0.2293 - acc: 0.9757 - val_loss: 0.9712 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02774: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2775/3000\n",
|
|
" - 39s - loss: 0.2332 - acc: 0.9737 - val_loss: 0.9653 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02775: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2776/3000\n",
|
|
" - 39s - loss: 0.2315 - acc: 0.9737 - val_loss: 0.9522 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02776: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2777/3000\n",
|
|
" - 39s - loss: 0.2372 - acc: 0.9703 - val_loss: 0.9803 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02777: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2778/3000\n",
|
|
" - 39s - loss: 0.2357 - acc: 0.9721 - val_loss: 0.9863 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02778: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2779/3000\n",
|
|
" - 39s - loss: 0.2375 - acc: 0.9698 - val_loss: 0.9741 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02779: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2780/3000\n",
|
|
" - 39s - loss: 0.2430 - acc: 0.9694 - val_loss: 0.9541 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02780: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2781/3000\n",
|
|
" - 39s - loss: 0.2271 - acc: 0.9725 - val_loss: 0.9639 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02781: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2782/3000\n",
|
|
" - 39s - loss: 0.2245 - acc: 0.9709 - val_loss: 0.9456 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02782: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2783/3000\n",
|
|
" - 39s - loss: 0.2386 - acc: 0.9706 - val_loss: 0.9717 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02783: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2784/3000\n",
|
|
" - 39s - loss: 0.2321 - acc: 0.9728 - val_loss: 0.9664 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02784: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2785/3000\n",
|
|
" - 39s - loss: 0.2333 - acc: 0.9724 - val_loss: 0.9771 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02785: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2786/3000\n",
|
|
" - 39s - loss: 0.2416 - acc: 0.9716 - val_loss: 0.9461 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02786: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2787/3000\n",
|
|
" - 39s - loss: 0.2264 - acc: 0.9742 - val_loss: 0.9749 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02787: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2788/3000\n",
|
|
" - 39s - loss: 0.2315 - acc: 0.9739 - val_loss: 0.9714 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02788: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2789/3000\n",
|
|
" - 39s - loss: 0.2305 - acc: 0.9737 - val_loss: 0.9372 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02789: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2790/3000\n",
|
|
" - 39s - loss: 0.2289 - acc: 0.9752 - val_loss: 0.9451 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02790: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2791/3000\n",
|
|
" - 40s - loss: 0.2313 - acc: 0.9739 - val_loss: 0.9513 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02791: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2792/3000\n",
|
|
" - 39s - loss: 0.2336 - acc: 0.9730 - val_loss: 0.9678 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02792: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2793/3000\n",
|
|
" - 39s - loss: 0.2345 - acc: 0.9712 - val_loss: 0.9570 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02793: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2794/3000\n",
|
|
" - 39s - loss: 0.2396 - acc: 0.9694 - val_loss: 0.9643 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02794: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2795/3000\n",
|
|
" - 39s - loss: 0.2318 - acc: 0.9721 - val_loss: 0.9542 - val_acc: 0.8606\n",
|
|
"\n",
|
|
"Epoch 02795: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2796/3000\n",
|
|
" - 39s - loss: 0.2232 - acc: 0.9736 - val_loss: 0.9679 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02796: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2797/3000\n",
|
|
" - 39s - loss: 0.2313 - acc: 0.9733 - val_loss: 0.9340 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02797: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2798/3000\n",
|
|
" - 39s - loss: 0.2317 - acc: 0.9724 - val_loss: 0.9634 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02798: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2799/3000\n",
|
|
" - 39s - loss: 0.2295 - acc: 0.9710 - val_loss: 0.9558 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02799: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2800/3000\n",
|
|
" - 39s - loss: 0.2421 - acc: 0.9704 - val_loss: 0.9950 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02800: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2801/3000\n",
|
|
" - 39s - loss: 0.2373 - acc: 0.9703 - val_loss: 0.9898 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02801: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2802/3000\n",
|
|
" - 39s - loss: 0.2277 - acc: 0.9768 - val_loss: 0.9946 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02802: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2803/3000\n",
|
|
" - 39s - loss: 0.2334 - acc: 0.9734 - val_loss: 0.9753 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02803: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2804/3000\n",
|
|
" - 40s - loss: 0.2256 - acc: 0.9743 - val_loss: 0.9590 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02804: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2805/3000\n",
|
|
" - 39s - loss: 0.2249 - acc: 0.9752 - val_loss: 0.9551 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02805: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2806/3000\n",
|
|
" - 39s - loss: 0.2242 - acc: 0.9749 - val_loss: 0.9682 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02806: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2807/3000\n",
|
|
" - 39s - loss: 0.2260 - acc: 0.9752 - val_loss: 0.9732 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02807: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2808/3000\n",
|
|
" - 39s - loss: 0.2393 - acc: 0.9727 - val_loss: 0.9725 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02808: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2809/3000\n",
|
|
" - 39s - loss: 0.2250 - acc: 0.9736 - val_loss: 0.9644 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02809: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2810/3000\n",
|
|
" - 39s - loss: 0.2286 - acc: 0.9718 - val_loss: 0.9761 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02810: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2811/3000\n",
|
|
" - 39s - loss: 0.2235 - acc: 0.9731 - val_loss: 0.9830 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02811: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2812/3000\n",
|
|
" - 39s - loss: 0.2412 - acc: 0.9722 - val_loss: 0.9622 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02812: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2813/3000\n",
|
|
" - 39s - loss: 0.2340 - acc: 0.9725 - val_loss: 0.9395 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02813: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2814/3000\n",
|
|
" - 39s - loss: 0.2344 - acc: 0.9715 - val_loss: 0.9633 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02814: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2815/3000\n",
|
|
" - 39s - loss: 0.2331 - acc: 0.9715 - val_loss: 0.9530 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02815: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2816/3000\n",
|
|
" - 39s - loss: 0.2236 - acc: 0.9737 - val_loss: 0.9386 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02816: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2817/3000\n",
|
|
" - 39s - loss: 0.2321 - acc: 0.9734 - val_loss: 0.9752 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02817: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2818/3000\n",
|
|
" - 39s - loss: 0.2249 - acc: 0.9748 - val_loss: 0.9716 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02818: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2819/3000\n",
|
|
" - 39s - loss: 0.2331 - acc: 0.9734 - val_loss: 0.9620 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02819: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2820/3000\n",
|
|
" - 39s - loss: 0.2283 - acc: 0.9742 - val_loss: 0.9714 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02820: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2821/3000\n",
|
|
" - 39s - loss: 0.2234 - acc: 0.9749 - val_loss: 0.9395 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 02821: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2822/3000\n",
|
|
" - 39s - loss: 0.2314 - acc: 0.9742 - val_loss: 0.9568 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02822: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2823/3000\n",
|
|
" - 39s - loss: 0.2337 - acc: 0.9722 - val_loss: 0.9408 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02823: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2824/3000\n",
|
|
" - 39s - loss: 0.2421 - acc: 0.9709 - val_loss: 0.9897 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02824: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2825/3000\n",
|
|
" - 40s - loss: 0.2299 - acc: 0.9742 - val_loss: 0.9846 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02825: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2826/3000\n",
|
|
" - 39s - loss: 0.2317 - acc: 0.9730 - val_loss: 0.9619 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02826: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2827/3000\n",
|
|
" - 39s - loss: 0.2388 - acc: 0.9719 - val_loss: 0.9683 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02827: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2828/3000\n",
|
|
" - 39s - loss: 0.2302 - acc: 0.9736 - val_loss: 0.9739 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02828: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2829/3000\n",
|
|
" - 39s - loss: 0.2337 - acc: 0.9721 - val_loss: 0.9677 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 02829: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2830/3000\n",
|
|
" - 39s - loss: 0.2292 - acc: 0.9725 - val_loss: 0.9753 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02830: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2831/3000\n",
|
|
" - 39s - loss: 0.2331 - acc: 0.9722 - val_loss: 0.9577 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02831: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2832/3000\n",
|
|
" - 39s - loss: 0.2383 - acc: 0.9719 - val_loss: 0.9650 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02832: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2833/3000\n",
|
|
" - 39s - loss: 0.2330 - acc: 0.9743 - val_loss: 0.9495 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02833: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2834/3000\n",
|
|
" - 39s - loss: 0.2262 - acc: 0.9748 - val_loss: 0.9674 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02834: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2835/3000\n",
|
|
" - 39s - loss: 0.2274 - acc: 0.9743 - val_loss: 0.9432 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02835: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2836/3000\n",
|
|
" - 39s - loss: 0.2296 - acc: 0.9719 - val_loss: 0.9380 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 02836: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2837/3000\n",
|
|
" - 40s - loss: 0.2370 - acc: 0.9719 - val_loss: 0.9320 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02837: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2838/3000\n",
|
|
" - 39s - loss: 0.2253 - acc: 0.9761 - val_loss: 0.9912 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02838: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2839/3000\n",
|
|
" - 39s - loss: 0.2315 - acc: 0.9745 - val_loss: 0.9500 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02839: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2840/3000\n",
|
|
" - 39s - loss: 0.2382 - acc: 0.9712 - val_loss: 0.9481 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 02840: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2841/3000\n",
|
|
" - 39s - loss: 0.2331 - acc: 0.9737 - val_loss: 0.9476 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02841: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2842/3000\n",
|
|
" - 39s - loss: 0.2268 - acc: 0.9746 - val_loss: 0.9385 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 02842: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2843/3000\n",
|
|
" - 39s - loss: 0.2340 - acc: 0.9701 - val_loss: 0.9426 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02843: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2844/3000\n",
|
|
" - 40s - loss: 0.2358 - acc: 0.9721 - val_loss: 0.9756 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02844: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2845/3000\n",
|
|
" - 40s - loss: 0.2263 - acc: 0.9740 - val_loss: 0.9541 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02845: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2846/3000\n",
|
|
" - 39s - loss: 0.2284 - acc: 0.9733 - val_loss: 0.9917 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02846: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2847/3000\n",
|
|
" - 39s - loss: 0.2190 - acc: 0.9771 - val_loss: 0.9949 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02847: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2848/3000\n",
|
|
" - 39s - loss: 0.2227 - acc: 0.9761 - val_loss: 0.9788 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 02848: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2849/3000\n",
|
|
" - 39s - loss: 0.2323 - acc: 0.9734 - val_loss: 0.9942 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02849: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2850/3000\n",
|
|
" - 39s - loss: 0.2353 - acc: 0.9722 - val_loss: 0.9411 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02850: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2851/3000\n",
|
|
" - 39s - loss: 0.2282 - acc: 0.9715 - val_loss: 0.9672 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02851: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2852/3000\n",
|
|
" - 39s - loss: 0.2266 - acc: 0.9740 - val_loss: 0.9932 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02852: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2853/3000\n",
|
|
" - 39s - loss: 0.2207 - acc: 0.9743 - val_loss: 0.9709 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02853: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2854/3000\n",
|
|
" - 39s - loss: 0.2325 - acc: 0.9709 - val_loss: 1.0075 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 02854: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2855/3000\n",
|
|
" - 40s - loss: 0.2341 - acc: 0.9712 - val_loss: 0.9482 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02855: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2856/3000\n",
|
|
" - 39s - loss: 0.2214 - acc: 0.9777 - val_loss: 0.9615 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02856: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2857/3000\n",
|
|
" - 39s - loss: 0.2329 - acc: 0.9742 - val_loss: 0.9856 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02857: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2858/3000\n",
|
|
" - 39s - loss: 0.2344 - acc: 0.9709 - val_loss: 0.9973 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 02858: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2859/3000\n",
|
|
" - 39s - loss: 0.2299 - acc: 0.9722 - val_loss: 0.9504 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02859: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2860/3000\n",
|
|
" - 39s - loss: 0.2370 - acc: 0.9703 - val_loss: 0.9648 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02860: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2861/3000\n",
|
|
" - 39s - loss: 0.2385 - acc: 0.9707 - val_loss: 0.9778 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02861: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2862/3000\n",
|
|
" - 39s - loss: 0.2300 - acc: 0.9746 - val_loss: 1.0015 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02862: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2863/3000\n",
|
|
" - 39s - loss: 0.2417 - acc: 0.9700 - val_loss: 0.9629 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02863: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2864/3000\n",
|
|
" - 39s - loss: 0.2299 - acc: 0.9739 - val_loss: 0.9532 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02864: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2865/3000\n",
|
|
" - 39s - loss: 0.2311 - acc: 0.9733 - val_loss: 0.9633 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02865: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2866/3000\n",
|
|
" - 39s - loss: 0.2300 - acc: 0.9727 - val_loss: 0.9861 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02866: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2867/3000\n",
|
|
" - 39s - loss: 0.2259 - acc: 0.9733 - val_loss: 1.0066 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 02867: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2868/3000\n",
|
|
" - 39s - loss: 0.2293 - acc: 0.9728 - val_loss: 0.9920 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02868: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2869/3000\n",
|
|
" - 39s - loss: 0.2339 - acc: 0.9718 - val_loss: 0.9812 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02869: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2870/3000\n",
|
|
" - 39s - loss: 0.2257 - acc: 0.9751 - val_loss: 0.9495 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02870: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2871/3000\n",
|
|
" - 39s - loss: 0.2357 - acc: 0.9725 - val_loss: 0.9786 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02871: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2872/3000\n",
|
|
" - 40s - loss: 0.2267 - acc: 0.9752 - val_loss: 0.9455 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 02872: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2873/3000\n",
|
|
" - 39s - loss: 0.2247 - acc: 0.9740 - val_loss: 0.9548 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02873: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2874/3000\n",
|
|
" - 39s - loss: 0.2227 - acc: 0.9749 - val_loss: 0.9500 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02874: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2875/3000\n",
|
|
" - 39s - loss: 0.2367 - acc: 0.9718 - val_loss: 0.9626 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02875: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2876/3000\n",
|
|
" - 39s - loss: 0.2267 - acc: 0.9736 - val_loss: 0.9359 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02876: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2877/3000\n",
|
|
" - 39s - loss: 0.2332 - acc: 0.9718 - val_loss: 0.9731 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02877: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2878/3000\n",
|
|
" - 39s - loss: 0.2306 - acc: 0.9742 - val_loss: 0.9859 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02878: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2879/3000\n",
|
|
" - 39s - loss: 0.2368 - acc: 0.9718 - val_loss: 0.9794 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02879: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2880/3000\n",
|
|
" - 39s - loss: 0.2334 - acc: 0.9731 - val_loss: 0.9678 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02880: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2881/3000\n",
|
|
" - 39s - loss: 0.2358 - acc: 0.9710 - val_loss: 0.9571 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02881: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2882/3000\n",
|
|
" - 39s - loss: 0.2381 - acc: 0.9712 - val_loss: 0.9580 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02882: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2883/3000\n",
|
|
" - 39s - loss: 0.2240 - acc: 0.9755 - val_loss: 0.9550 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02883: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2884/3000\n",
|
|
" - 39s - loss: 0.2268 - acc: 0.9754 - val_loss: 0.9680 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02884: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2885/3000\n",
|
|
" - 39s - loss: 0.2372 - acc: 0.9728 - val_loss: 0.9495 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02885: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2886/3000\n",
|
|
" - 39s - loss: 0.2321 - acc: 0.9740 - val_loss: 0.9657 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02886: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2887/3000\n",
|
|
" - 39s - loss: 0.2373 - acc: 0.9737 - val_loss: 0.9532 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02887: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2888/3000\n",
|
|
" - 39s - loss: 0.2358 - acc: 0.9740 - val_loss: 0.9484 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02888: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2889/3000\n",
|
|
" - 40s - loss: 0.2341 - acc: 0.9728 - val_loss: 0.9350 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02889: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2890/3000\n",
|
|
" - 39s - loss: 0.2317 - acc: 0.9716 - val_loss: 0.9448 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02890: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2891/3000\n",
|
|
" - 39s - loss: 0.2259 - acc: 0.9743 - val_loss: 0.9279 - val_acc: 0.8614\n",
|
|
"\n",
|
|
"Epoch 02891: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2892/3000\n",
|
|
" - 39s - loss: 0.2273 - acc: 0.9754 - val_loss: 0.9367 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02892: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2893/3000\n",
|
|
" - 39s - loss: 0.2318 - acc: 0.9745 - val_loss: 0.9468 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02893: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2894/3000\n",
|
|
" - 39s - loss: 0.2291 - acc: 0.9725 - val_loss: 0.9390 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02894: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2895/3000\n",
|
|
" - 39s - loss: 0.2332 - acc: 0.9704 - val_loss: 0.9466 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02895: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2896/3000\n",
|
|
" - 39s - loss: 0.2315 - acc: 0.9739 - val_loss: 0.9739 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02896: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2897/3000\n",
|
|
" - 39s - loss: 0.2418 - acc: 0.9716 - val_loss: 0.9661 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 02897: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2898/3000\n",
|
|
" - 39s - loss: 0.2241 - acc: 0.9749 - val_loss: 0.9704 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02898: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2899/3000\n",
|
|
" - 40s - loss: 0.2230 - acc: 0.9751 - val_loss: 0.9899 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02899: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2900/3000\n",
|
|
" - 39s - loss: 0.2380 - acc: 0.9710 - val_loss: 0.9621 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02900: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2901/3000\n",
|
|
" - 39s - loss: 0.2389 - acc: 0.9718 - val_loss: 0.9614 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02901: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2902/3000\n",
|
|
" - 39s - loss: 0.2225 - acc: 0.9771 - val_loss: 0.9590 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02902: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2903/3000\n",
|
|
" - 39s - loss: 0.2391 - acc: 0.9727 - val_loss: 0.9474 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02903: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2904/3000\n",
|
|
" - 39s - loss: 0.2265 - acc: 0.9748 - val_loss: 0.9567 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02904: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2905/3000\n",
|
|
" - 39s - loss: 0.2381 - acc: 0.9718 - val_loss: 0.9852 - val_acc: 0.8521\n",
|
|
"\n",
|
|
"Epoch 02905: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2906/3000\n",
|
|
" - 39s - loss: 0.2324 - acc: 0.9730 - val_loss: 0.9607 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02906: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2907/3000\n",
|
|
" - 39s - loss: 0.2314 - acc: 0.9734 - val_loss: 1.0116 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 02907: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2908/3000\n",
|
|
" - 39s - loss: 0.2307 - acc: 0.9724 - val_loss: 0.9805 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02908: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2909/3000\n",
|
|
" - 39s - loss: 0.2295 - acc: 0.9727 - val_loss: 0.9573 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02909: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2910/3000\n",
|
|
" - 39s - loss: 0.2263 - acc: 0.9748 - val_loss: 0.9568 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02910: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2911/3000\n",
|
|
" - 39s - loss: 0.2260 - acc: 0.9745 - val_loss: 0.9586 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02911: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2912/3000\n",
|
|
" - 39s - loss: 0.2250 - acc: 0.9755 - val_loss: 0.9495 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02912: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2913/3000\n",
|
|
" - 40s - loss: 0.2362 - acc: 0.9742 - val_loss: 0.9499 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02913: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2914/3000\n",
|
|
" - 39s - loss: 0.2337 - acc: 0.9728 - val_loss: 0.9913 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02914: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2915/3000\n",
|
|
" - 39s - loss: 0.2312 - acc: 0.9731 - val_loss: 0.9826 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02915: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2916/3000\n",
|
|
" - 39s - loss: 0.2324 - acc: 0.9743 - val_loss: 0.9496 - val_acc: 0.8618\n",
|
|
"\n",
|
|
"Epoch 02916: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2917/3000\n",
|
|
" - 39s - loss: 0.2273 - acc: 0.9731 - val_loss: 0.9620 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02917: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2918/3000\n",
|
|
" - 39s - loss: 0.2282 - acc: 0.9734 - val_loss: 0.9752 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02918: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2919/3000\n",
|
|
" - 39s - loss: 0.2291 - acc: 0.9731 - val_loss: 0.9876 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02919: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2920/3000\n",
|
|
" - 39s - loss: 0.2338 - acc: 0.9715 - val_loss: 0.9653 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02920: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2921/3000\n",
|
|
" - 39s - loss: 0.2340 - acc: 0.9730 - val_loss: 0.9607 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02921: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2922/3000\n",
|
|
" - 39s - loss: 0.2349 - acc: 0.9716 - val_loss: 0.9667 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02922: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2923/3000\n",
|
|
" - 39s - loss: 0.2267 - acc: 0.9742 - val_loss: 0.9733 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02923: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2924/3000\n",
|
|
" - 39s - loss: 0.2456 - acc: 0.9675 - val_loss: 0.9573 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02924: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2925/3000\n",
|
|
" - 39s - loss: 0.2346 - acc: 0.9733 - val_loss: 0.9471 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02925: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2926/3000\n",
|
|
" - 39s - loss: 0.2264 - acc: 0.9737 - val_loss: 0.9529 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02926: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2927/3000\n",
|
|
" - 39s - loss: 0.2306 - acc: 0.9733 - val_loss: 0.9598 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02927: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2928/3000\n",
|
|
" - 39s - loss: 0.2318 - acc: 0.9727 - val_loss: 0.9442 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02928: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2929/3000\n",
|
|
" - 39s - loss: 0.2328 - acc: 0.9710 - val_loss: 0.9497 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02929: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2930/3000\n",
|
|
" - 39s - loss: 0.2325 - acc: 0.9728 - val_loss: 0.9955 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02930: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2931/3000\n",
|
|
" - 39s - loss: 0.2299 - acc: 0.9722 - val_loss: 0.9671 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02931: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2932/3000\n",
|
|
" - 39s - loss: 0.2281 - acc: 0.9737 - val_loss: 0.9763 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02932: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2933/3000\n",
|
|
" - 39s - loss: 0.2330 - acc: 0.9730 - val_loss: 0.9726 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02933: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2934/3000\n",
|
|
" - 39s - loss: 0.2255 - acc: 0.9733 - val_loss: 0.9675 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02934: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2935/3000\n",
|
|
" - 39s - loss: 0.2258 - acc: 0.9730 - val_loss: 0.9709 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02935: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2936/3000\n",
|
|
" - 39s - loss: 0.2321 - acc: 0.9733 - val_loss: 0.9410 - val_acc: 0.8618\n",
|
|
"\n",
|
|
"Epoch 02936: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2937/3000\n",
|
|
" - 39s - loss: 0.2294 - acc: 0.9739 - val_loss: 0.9431 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02937: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2938/3000\n",
|
|
" - 40s - loss: 0.2340 - acc: 0.9703 - val_loss: 0.9907 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02938: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2939/3000\n",
|
|
" - 39s - loss: 0.2314 - acc: 0.9731 - val_loss: 0.9625 - val_acc: 0.8552\n",
|
|
"\n",
|
|
"Epoch 02939: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2940/3000\n",
|
|
" - 39s - loss: 0.2297 - acc: 0.9731 - val_loss: 0.9419 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02940: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2941/3000\n",
|
|
" - 39s - loss: 0.2371 - acc: 0.9712 - val_loss: 0.9525 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02941: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2942/3000\n",
|
|
" - 39s - loss: 0.2405 - acc: 0.9692 - val_loss: 0.9610 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02942: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2943/3000\n",
|
|
" - 39s - loss: 0.2374 - acc: 0.9713 - val_loss: 0.9391 - val_acc: 0.8599\n",
|
|
"\n",
|
|
"Epoch 02943: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2944/3000\n",
|
|
" - 40s - loss: 0.2457 - acc: 0.9709 - val_loss: 0.9798 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02944: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2945/3000\n",
|
|
" - 39s - loss: 0.2353 - acc: 0.9722 - val_loss: 0.9567 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02945: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2946/3000\n",
|
|
" - 40s - loss: 0.2332 - acc: 0.9730 - val_loss: 0.9623 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02946: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2947/3000\n",
|
|
" - 39s - loss: 0.2350 - acc: 0.9716 - val_loss: 0.9460 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02947: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2948/3000\n",
|
|
" - 39s - loss: 0.2378 - acc: 0.9710 - val_loss: 0.9438 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02948: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2949/3000\n",
|
|
" - 39s - loss: 0.2383 - acc: 0.9707 - val_loss: 0.9624 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02949: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2950/3000\n",
|
|
" - 39s - loss: 0.2294 - acc: 0.9739 - val_loss: 0.9467 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02950: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2951/3000\n",
|
|
" - 39s - loss: 0.2277 - acc: 0.9727 - val_loss: 0.9437 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02951: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2952/3000\n",
|
|
" - 40s - loss: 0.2254 - acc: 0.9746 - val_loss: 0.9800 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02952: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2953/3000\n",
|
|
" - 39s - loss: 0.2322 - acc: 0.9733 - val_loss: 0.9799 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02953: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2954/3000\n",
|
|
" - 39s - loss: 0.2343 - acc: 0.9713 - val_loss: 0.9261 - val_acc: 0.8610\n",
|
|
"\n",
|
|
"Epoch 02954: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2955/3000\n",
|
|
" - 39s - loss: 0.2244 - acc: 0.9749 - val_loss: 0.9527 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02955: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2956/3000\n",
|
|
" - 39s - loss: 0.2334 - acc: 0.9721 - val_loss: 0.9262 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02956: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2957/3000\n",
|
|
" - 39s - loss: 0.2262 - acc: 0.9754 - val_loss: 0.9614 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02957: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2958/3000\n",
|
|
" - 39s - loss: 0.2311 - acc: 0.9728 - val_loss: 0.9471 - val_acc: 0.8583\n",
|
|
"\n",
|
|
"Epoch 02958: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2959/3000\n",
|
|
" - 39s - loss: 0.2315 - acc: 0.9751 - val_loss: 0.9523 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02959: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2960/3000\n",
|
|
" - 39s - loss: 0.2236 - acc: 0.9751 - val_loss: 0.9382 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 02960: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2961/3000\n",
|
|
" - 39s - loss: 0.2317 - acc: 0.9733 - val_loss: 0.9633 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 02961: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2962/3000\n",
|
|
" - 39s - loss: 0.2391 - acc: 0.9721 - val_loss: 0.9601 - val_acc: 0.8568\n",
|
|
"\n",
|
|
"Epoch 02962: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2963/3000\n",
|
|
" - 39s - loss: 0.2304 - acc: 0.9722 - val_loss: 0.9303 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02963: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2964/3000\n",
|
|
" - 39s - loss: 0.2282 - acc: 0.9748 - val_loss: 0.9444 - val_acc: 0.8548\n",
|
|
"\n",
|
|
"Epoch 02964: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2965/3000\n",
|
|
" - 39s - loss: 0.2323 - acc: 0.9731 - val_loss: 0.9879 - val_acc: 0.8501\n",
|
|
"\n",
|
|
"Epoch 02965: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2966/3000\n",
|
|
" - 40s - loss: 0.2234 - acc: 0.9733 - val_loss: 0.9473 - val_acc: 0.8603\n",
|
|
"\n",
|
|
"Epoch 02966: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2967/3000\n",
|
|
" - 39s - loss: 0.2332 - acc: 0.9731 - val_loss: 0.9717 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02967: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2968/3000\n",
|
|
" - 39s - loss: 0.2310 - acc: 0.9733 - val_loss: 0.9890 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02968: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2969/3000\n",
|
|
" - 39s - loss: 0.2194 - acc: 0.9755 - val_loss: 0.9890 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02969: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2970/3000\n",
|
|
" - 39s - loss: 0.2312 - acc: 0.9733 - val_loss: 0.9584 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02970: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2971/3000\n",
|
|
" - 39s - loss: 0.2377 - acc: 0.9716 - val_loss: 0.9704 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02971: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2972/3000\n",
|
|
" - 39s - loss: 0.2316 - acc: 0.9740 - val_loss: 0.9940 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 02972: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2973/3000\n",
|
|
" - 39s - loss: 0.2244 - acc: 0.9734 - val_loss: 1.0011 - val_acc: 0.8536\n",
|
|
"\n",
|
|
"Epoch 02973: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2974/3000\n",
|
|
" - 39s - loss: 0.2277 - acc: 0.9733 - val_loss: 1.0004 - val_acc: 0.8505\n",
|
|
"\n",
|
|
"Epoch 02974: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2975/3000\n",
|
|
" - 39s - loss: 0.2374 - acc: 0.9727 - val_loss: 0.9763 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02975: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2976/3000\n",
|
|
" - 39s - loss: 0.2355 - acc: 0.9715 - val_loss: 0.9598 - val_acc: 0.8517\n",
|
|
"\n",
|
|
"Epoch 02976: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2977/3000\n",
|
|
" - 39s - loss: 0.2285 - acc: 0.9731 - val_loss: 0.9543 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02977: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2978/3000\n",
|
|
" - 39s - loss: 0.2352 - acc: 0.9712 - val_loss: 0.9493 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02978: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2979/3000\n",
|
|
" - 39s - loss: 0.2279 - acc: 0.9713 - val_loss: 0.9609 - val_acc: 0.8525\n",
|
|
"\n",
|
|
"Epoch 02979: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2980/3000\n",
|
|
" - 39s - loss: 0.2357 - acc: 0.9721 - val_loss: 0.9717 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02980: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2981/3000\n",
|
|
" - 39s - loss: 0.2157 - acc: 0.9775 - val_loss: 0.9468 - val_acc: 0.8564\n",
|
|
"\n",
|
|
"Epoch 02981: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2982/3000\n",
|
|
" - 39s - loss: 0.2356 - acc: 0.9704 - val_loss: 0.9644 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02982: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2983/3000\n",
|
|
" - 39s - loss: 0.2255 - acc: 0.9749 - val_loss: 0.9791 - val_acc: 0.8533\n",
|
|
"\n",
|
|
"Epoch 02983: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2984/3000\n",
|
|
" - 39s - loss: 0.2235 - acc: 0.9748 - val_loss: 0.9988 - val_acc: 0.8509\n",
|
|
"\n",
|
|
"Epoch 02984: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2985/3000\n",
|
|
" - 39s - loss: 0.2371 - acc: 0.9721 - val_loss: 0.9731 - val_acc: 0.8529\n",
|
|
"\n",
|
|
"Epoch 02985: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2986/3000\n",
|
|
" - 39s - loss: 0.2378 - acc: 0.9712 - val_loss: 0.9274 - val_acc: 0.8591\n",
|
|
"\n",
|
|
"Epoch 02986: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2987/3000\n",
|
|
" - 39s - loss: 0.2357 - acc: 0.9734 - val_loss: 0.9346 - val_acc: 0.8595\n",
|
|
"\n",
|
|
"Epoch 02987: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2988/3000\n",
|
|
" - 39s - loss: 0.2307 - acc: 0.9733 - val_loss: 0.9555 - val_acc: 0.8544\n",
|
|
"\n",
|
|
"Epoch 02988: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2989/3000\n",
|
|
" - 39s - loss: 0.2333 - acc: 0.9722 - val_loss: 1.0066 - val_acc: 0.8486\n",
|
|
"\n",
|
|
"Epoch 02989: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2990/3000\n",
|
|
" - 39s - loss: 0.2357 - acc: 0.9707 - val_loss: 0.9499 - val_acc: 0.8575\n",
|
|
"\n",
|
|
"Epoch 02990: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2991/3000\n",
|
|
" - 39s - loss: 0.2329 - acc: 0.9721 - val_loss: 0.9717 - val_acc: 0.8513\n",
|
|
"\n",
|
|
"Epoch 02991: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2992/3000\n",
|
|
" - 39s - loss: 0.2421 - acc: 0.9710 - val_loss: 0.9940 - val_acc: 0.8482\n",
|
|
"\n",
|
|
"Epoch 02992: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2993/3000\n",
|
|
" - 39s - loss: 0.2226 - acc: 0.9748 - val_loss: 0.9649 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02993: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2994/3000\n",
|
|
" - 39s - loss: 0.2339 - acc: 0.9724 - val_loss: 0.9805 - val_acc: 0.8494\n",
|
|
"\n",
|
|
"Epoch 02994: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2995/3000\n",
|
|
" - 39s - loss: 0.2266 - acc: 0.9746 - val_loss: 0.9752 - val_acc: 0.8540\n",
|
|
"\n",
|
|
"Epoch 02995: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2996/3000\n",
|
|
" - 39s - loss: 0.2298 - acc: 0.9730 - val_loss: 0.9582 - val_acc: 0.8560\n",
|
|
"\n",
|
|
"Epoch 02996: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2997/3000\n",
|
|
" - 39s - loss: 0.2279 - acc: 0.9746 - val_loss: 0.9703 - val_acc: 0.8556\n",
|
|
"\n",
|
|
"Epoch 02997: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2998/3000\n",
|
|
" - 39s - loss: 0.2382 - acc: 0.9710 - val_loss: 0.9552 - val_acc: 0.8587\n",
|
|
"\n",
|
|
"Epoch 02998: val_acc did not improve from 0.86765\n",
|
|
"Epoch 2999/3000\n",
|
|
" - 39s - loss: 0.2220 - acc: 0.9740 - val_loss: 0.9601 - val_acc: 0.8571\n",
|
|
"\n",
|
|
"Epoch 02999: val_acc did not improve from 0.86765\n",
|
|
"Epoch 3000/3000\n",
|
|
" - 39s - loss: 0.2251 - acc: 0.9758 - val_loss: 0.9554 - val_acc: 0.8579\n",
|
|
"\n",
|
|
"Epoch 03000: val_acc did not improve from 0.86765\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"batch_size = 50\n",
|
|
"epochs = 3000\n",
|
|
"timesteps = 50\n",
|
|
"data_dim = (27,15)\n",
|
|
"l1v = 0.005\n",
|
|
"l2v = 0.015\n",
|
|
"\n",
|
|
"\n",
|
|
"tf.get_default_graph()\n",
|
|
"model = Sequential()\n",
|
|
"\n",
|
|
"model.add(TimeDistributed(Conv2D(64, kernel_size=(3,3), activation='relu', \n",
|
|
" padding='same', kernel_regularizer=regularizers.l1_l2(l1v,l2v)),\n",
|
|
" input_shape=(timesteps ,27, 15, 1)))\n",
|
|
"model.add(TimeDistributed(Conv2D(32, kernel_size=(3, 3), activation='relu',\n",
|
|
" padding='same', kernel_regularizer=regularizers.l1_l2(l1v,l2v))))\n",
|
|
"model.add(TimeDistributed(MaxPooling2D(pool_size=(2,2), strides=None,\n",
|
|
" padding='same', data_format='channels_last')))\n",
|
|
"model.add(TimeDistributed(Dropout(0.50)))\n",
|
|
"\n",
|
|
"model.add(TimeDistributed(Conv2D(32, kernel_size=(3, 3), activation='relu',\n",
|
|
" padding='same', kernel_regularizer=regularizers.l1_l2(l1v,l2v))))\n",
|
|
"model.add(TimeDistributed(Conv2D(16, kernel_size=(3, 3), activation='relu',\n",
|
|
" padding='same', kernel_regularizer=regularizers.l1_l2(l1v,l2v))))\n",
|
|
"model.add(TimeDistributed(MaxPooling2D(pool_size=(2,2), strides=None, padding='same', data_format='channels_last')))\n",
|
|
"model.add(TimeDistributed(Dropout(0.50)))\n",
|
|
"\n",
|
|
"model.add(TimeDistributed(Flatten()))\n",
|
|
"\n",
|
|
"model.add(keras.layers.LSTM(80, return_sequences=True, input_shape=(timesteps, data_dim), kernel_regularizer=regularizers.l1_l2(l1v,l2v)))\n",
|
|
"model.add(Dropout(0.5))\n",
|
|
"\n",
|
|
"model.add(keras.layers.LSTM(50, return_sequences=False, input_shape=(timesteps, data_dim), kernel_regularizer=regularizers.l1_l2(l1v,l2v)))\n",
|
|
"model.add(Dropout(0.5))\n",
|
|
"\n",
|
|
"model.add(Dense(num_classes, activation='softmax'))\n",
|
|
"\n",
|
|
"#optimizer = optimizers.Adagrad()\n",
|
|
"optimizer = optimizers.Adam(lr = 0.0001, decay=1e-6)\n",
|
|
"#optimizer = optimizers.RMSprop(lr=0.001, rho=0.9, epsilon=1e-08, decay=0.1)\n",
|
|
"model.compile(loss='categorical_crossentropy',\n",
|
|
" optimizer=optimizer,\n",
|
|
" metrics=['accuracy'])\n",
|
|
"\n",
|
|
"model.load_weights('./ModelSnapshots/LSTM-v1_DONE.h5')\n",
|
|
" \n",
|
|
"#Broadcast progress to the tensorboard.\n",
|
|
"\n",
|
|
"config = \"\"\n",
|
|
"for layer in model.layers:\n",
|
|
" config += str(layer.output).split('\\\"')[1].split(\"/\")[0] + str(layer.output_shape) + \"\\n\\n\"\n",
|
|
"config += \"batchsize: \" + str(batch_size) + \"\\n\\n\" + \"epochs: \" + str(epochs) + \"\\n\\n\" \n",
|
|
"config += \"l1: \" + str(l1v) + \"\\n\\n\" + \"l2: \" + str(l2v) + \"\\n\\n\"\n",
|
|
"\n",
|
|
"model.summary()\n",
|
|
"current_name = \"LSTM_v2\"\n",
|
|
"readable_timestamp = datetime.datetime.fromtimestamp(time.time()).strftime('%Y%m%d_%H%M%S')\n",
|
|
"tensorflowfolder = \"/srv/share/tensorboardfiles/\" + current_name \n",
|
|
"print(current_name + readable_timestamp)\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",
|
|
"\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",
|
|
"\n",
|
|
"learning_rate_reduction = ReduceLROnPlateau(monitor='val_loss', \n",
|
|
" patience=30, \n",
|
|
" verbose=1, \n",
|
|
" factor=0.95, \n",
|
|
" min_lr=0.00001)\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=[storer,logger, learning_rate_reduction])\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"model.save(\"./ModelSnapshots/\" + current_name + \"_DONE.h5\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"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": []
|
|
}
|
|
],
|
|
"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
|
|
}
|