diff options
Diffstat (limited to 'scripts/tensorflow/prediction.ipynb')
| -rw-r--r-- | scripts/tensorflow/prediction.ipynb | 5533 |
1 files changed, 0 insertions, 5533 deletions
diff --git a/scripts/tensorflow/prediction.ipynb b/scripts/tensorflow/prediction.ipynb deleted file mode 100644 index b63bcb4..0000000 --- a/scripts/tensorflow/prediction.ipynb +++ /dev/null @@ -1,5533 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Using TensorFlow backend.\n" - ] - } - ], - "source": [ - "from keras import optimizers, regularizers\n", - "from keras.layers import Dense, Dropout, Input\n", - "from keras.models import Model, Sequential\n", - "from random import shuffle\n", - "from scipy import interp\n", - "from scipy.stats.mstats import gmean\n", - "from sklearn.metrics import roc_curve, auc\n", - "from sklearn.model_selection import StratifiedKFold, train_test_split\n", - "from sklearn.preprocessing import QuantileTransformer\n", - "import contextlib\n", - "import glob\n", - "import gzip\n", - "import h5py\n", - "import keras\n", - "import numpy as np\n", - "import os\n", - "import pandas as pd\n", - "import pylab as plt\n", - "import random\n", - "import scipy\n", - "import sklearn\n", - "import tensorflow as tf\n", - "random_state = np.random.RandomState(0)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "X_f = '/home/drewe/notebooks/genotox/GenoTox-database.csv'\n", - "y_f = '/home/drewe/notebooks/genotox/outcome-mod-2.csv'\n", - "\n", - "X = pd.read_csv(X_f).values[:,:-1]\n", - "y = pd.read_csv(y_f).values\n", - "\n", - "\n", - "ix = [i for i in range(y.shape[0])]\n", - "shuffle(ix)\n", - "X = X[ix, :]\n", - "y = y[ix]\n", - "names = pd.read_csv(X_f)['Unnamed: 0'][ix].values\n", - "X = sklearn.preprocessing.quantile_transform(X, axis=1, output_distribution='uniform', copy=True)\n", - "y = y[: ,0]\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0, 1, 1, ..., 1, 1, 0])" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "y" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - ">>\n", - ".\n", - "Epoch 1/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5932 - acc: 0.6739\n", - "Epoch 2/50\n", - "7271/7271 [==============================] - 0s 34us/step - loss: 0.5952 - acc: 0.6707\n", - "Epoch 3/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5905 - acc: 0.6805\n", - "Epoch 4/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5894 - acc: 0.6732\n", - "Epoch 5/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5918 - acc: 0.6767\n", - "Epoch 6/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5923 - acc: 0.6768\n", - "Epoch 7/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5880 - acc: 0.6749\n", - "Epoch 8/50\n", - "7271/7271 [==============================] - 0s 34us/step - loss: 0.5861 - acc: 0.6779\n", - "Epoch 9/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5802 - acc: 0.6871\n", - "Epoch 10/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5892 - acc: 0.6734\n", - "Epoch 11/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5797 - acc: 0.6851\n", - "Epoch 12/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5894 - acc: 0.6773\n", - "Epoch 13/50\n", - "7271/7271 [==============================] - 0s 34us/step - loss: 0.5809 - acc: 0.6813\n", - "Epoch 14/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5792 - acc: 0.6852\n", - "Epoch 15/50\n", - "7271/7271 [==============================] - 0s 34us/step - loss: 0.5752 - acc: 0.6867\n", - "Epoch 16/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5812 - acc: 0.6819\n", - "Epoch 17/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5730 - acc: 0.6914\n", - "Epoch 18/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5740 - acc: 0.6889\n", - "Epoch 19/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5751 - acc: 0.6885\n", - "Epoch 20/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5686 - acc: 0.6967\n", - "Epoch 21/50\n", - "7271/7271 [==============================] - 0s 45us/step - loss: 0.5720 - acc: 0.6899\n", - "Epoch 22/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5727 - acc: 0.6884\n", - "Epoch 23/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5760 - acc: 0.6906\n", - "Epoch 24/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5652 - acc: 0.7025\n", - "Epoch 25/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5689 - acc: 0.6962\n", - "Epoch 26/50\n", - "7271/7271 [==============================] - 0s 42us/step - loss: 0.5766 - acc: 0.6873\n", - "Epoch 27/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5616 - acc: 0.6973\n", - "Epoch 28/50\n", - "7271/7271 [==============================] - 0s 34us/step - loss: 0.5585 - acc: 0.7032\n", - "Epoch 29/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5635 - acc: 0.6981\n", - "Epoch 30/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5659 - acc: 0.6966\n", - "Epoch 31/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5624 - acc: 0.6947\n", - "Epoch 32/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5555 - acc: 0.7062\n", - "Epoch 33/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5583 - acc: 0.7043\n", - "Epoch 34/50\n", - "7271/7271 [==============================] - 0s 34us/step - loss: 0.5589 - acc: 0.7033\n", - "Epoch 35/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5483 - acc: 0.7091\n", - "Epoch 36/50\n", - "7271/7271 [==============================] - 0s 33us/step - loss: 0.5483 - acc: 0.7104\n", - "Epoch 37/50\n", - "7271/7271 [==============================] - 0s 34us/step - loss: 0.5605 - acc: 0.7006\n", - "Epoch 38/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5459 - acc: 0.7126\n", - "Epoch 39/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5522 - acc: 0.7064\n", - "Epoch 40/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5499 - acc: 0.7080\n", - "Epoch 41/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5507 - acc: 0.7127\n", - "Epoch 42/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5441 - acc: 0.7148\n", - "Epoch 43/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5453 - acc: 0.7154\n", - "Epoch 44/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5414 - acc: 0.7168\n", - "Epoch 45/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5394 - acc: 0.7142\n", - "Epoch 46/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5371 - acc: 0.7161\n", - "Epoch 47/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5334 - acc: 0.7248\n", - "Epoch 48/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5324 - acc: 0.7249\n", - "Epoch 49/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5386 - acc: 0.7138\n", - "Epoch 50/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5377 - acc: 0.7175\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5999 - acc: 0.6685\n", - "Epoch 2/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.6002 - acc: 0.6690\n", - "Epoch 3/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5967 - acc: 0.6740\n", - "Epoch 4/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5939 - acc: 0.6731\n", - "Epoch 5/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5934 - acc: 0.6728\n", - "Epoch 6/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5979 - acc: 0.6646\n", - "Epoch 7/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5935 - acc: 0.6743\n", - "Epoch 8/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5937 - acc: 0.6745\n", - "Epoch 9/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5955 - acc: 0.6813\n", - "Epoch 10/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5942 - acc: 0.6767\n", - "Epoch 11/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5885 - acc: 0.6798\n", - "Epoch 12/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5939 - acc: 0.6772\n", - "Epoch 13/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5875 - acc: 0.6791\n", - "Epoch 14/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5945 - acc: 0.6776\n", - "Epoch 15/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5853 - acc: 0.6897\n", - "Epoch 16/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5847 - acc: 0.6863\n", - "Epoch 17/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5760 - acc: 0.6956\n", - "Epoch 18/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5764 - acc: 0.6893\n", - "Epoch 19/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5779 - acc: 0.6873\n", - "Epoch 20/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5745 - acc: 0.6856\n", - "Epoch 21/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5729 - acc: 0.6961\n", - "Epoch 22/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5752 - acc: 0.6926\n", - "Epoch 23/50\n", - "7271/7271 [==============================] - 0s 43us/step - loss: 0.5727 - acc: 0.6908\n", - "Epoch 24/50\n", - "7271/7271 [==============================] - 0s 47us/step - loss: 0.5615 - acc: 0.6999\n", - "Epoch 25/50\n", - "7271/7271 [==============================] - 0s 43us/step - loss: 0.5755 - acc: 0.6954\n", - "Epoch 26/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5617 - acc: 0.6980\n", - "Epoch 27/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5664 - acc: 0.7010\n", - "Epoch 28/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5653 - acc: 0.6978\n", - "Epoch 29/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5599 - acc: 0.7003\n", - "Epoch 30/50\n", - "7271/7271 [==============================] - 0s 53us/step - loss: 0.5575 - acc: 0.7011\n", - "Epoch 31/50\n", - "7271/7271 [==============================] - 0s 43us/step - loss: 0.5634 - acc: 0.7009\n", - "Epoch 32/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5617 - acc: 0.7033\n", - "Epoch 33/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5564 - acc: 0.7042\n", - "Epoch 34/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5514 - acc: 0.7095\n", - "Epoch 35/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5504 - acc: 0.7134\n", - "Epoch 36/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5450 - acc: 0.7150\n", - "Epoch 37/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5478 - acc: 0.7164\n", - "Epoch 38/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5490 - acc: 0.7110\n", - "Epoch 39/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5446 - acc: 0.7185\n", - "Epoch 40/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5453 - acc: 0.7178\n", - "Epoch 41/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5479 - acc: 0.7099\n", - "Epoch 42/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5399 - acc: 0.7196\n", - "Epoch 43/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5316 - acc: 0.7248\n", - "Epoch 44/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5343 - acc: 0.7209\n", - "Epoch 45/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5311 - acc: 0.7215\n", - "Epoch 46/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5446 - acc: 0.7161\n", - "Epoch 47/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5300 - acc: 0.7258\n", - "Epoch 48/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5256 - acc: 0.7293\n", - "Epoch 49/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5232 - acc: 0.7310\n", - "Epoch 50/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5162 - acc: 0.7332\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.6050 - acc: 0.6619\n", - "Epoch 2/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.6005 - acc: 0.6661\n", - "Epoch 3/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5969 - acc: 0.6734\n", - "Epoch 4/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5917 - acc: 0.6806\n", - "Epoch 5/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5940 - acc: 0.6749\n", - "Epoch 6/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5964 - acc: 0.6727\n", - "Epoch 7/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5972 - acc: 0.6714\n", - "Epoch 8/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5987 - acc: 0.6690\n", - "Epoch 9/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5967 - acc: 0.6729\n", - "Epoch 10/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5926 - acc: 0.6808\n", - "Epoch 11/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5994 - acc: 0.6680\n", - "Epoch 12/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5940 - acc: 0.6709\n", - "Epoch 13/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5941 - acc: 0.6710\n", - "Epoch 14/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5896 - acc: 0.6816\n", - "Epoch 15/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5860 - acc: 0.6797\n", - "Epoch 16/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5940 - acc: 0.6773\n", - "Epoch 17/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5870 - acc: 0.6798\n", - "Epoch 18/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5871 - acc: 0.6795\n", - "Epoch 19/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5859 - acc: 0.6824\n", - "Epoch 20/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5903 - acc: 0.6747\n", - "Epoch 21/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5873 - acc: 0.6776\n", - "Epoch 22/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5843 - acc: 0.6809\n", - "Epoch 23/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5873 - acc: 0.6802\n", - "Epoch 24/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5846 - acc: 0.6841\n", - "Epoch 25/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5830 - acc: 0.6830\n", - "Epoch 26/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5807 - acc: 0.6889\n", - "Epoch 27/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5814 - acc: 0.6838\n", - "Epoch 28/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5814 - acc: 0.6838\n", - "Epoch 29/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5806 - acc: 0.6823\n", - "Epoch 30/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5822 - acc: 0.6822\n", - "Epoch 31/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5757 - acc: 0.6904\n", - "Epoch 32/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5754 - acc: 0.6871\n", - "Epoch 33/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5757 - acc: 0.6863\n", - "Epoch 34/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5763 - acc: 0.6878\n", - "Epoch 35/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5727 - acc: 0.6855\n", - "Epoch 36/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5731 - acc: 0.6972\n", - "Epoch 37/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5784 - acc: 0.6830\n", - "Epoch 38/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5684 - acc: 0.6992\n", - "Epoch 39/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5690 - acc: 0.6899\n", - "Epoch 40/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5722 - acc: 0.6950\n", - "Epoch 41/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5712 - acc: 0.6923\n", - "Epoch 42/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5637 - acc: 0.7013\n", - "Epoch 43/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5661 - acc: 0.6984\n", - "Epoch 44/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5703 - acc: 0.6921\n", - "Epoch 45/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5624 - acc: 0.7038\n", - "Epoch 46/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5654 - acc: 0.6991\n", - "Epoch 47/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5604 - acc: 0.7016\n", - "Epoch 48/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5697 - acc: 0.6926\n", - "Epoch 49/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5617 - acc: 0.6995\n", - "Epoch 50/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5595 - acc: 0.7038\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.6097 - acc: 0.6585\n", - "Epoch 2/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.6052 - acc: 0.6540\n", - "Epoch 3/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.6131 - acc: 0.6459\n", - "Epoch 4/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.6072 - acc: 0.6566\n", - "Epoch 5/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.6015 - acc: 0.6592\n", - "Epoch 6/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5959 - acc: 0.6663\n", - "Epoch 7/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5919 - acc: 0.6702\n", - "Epoch 8/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5927 - acc: 0.6710\n", - "Epoch 9/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5972 - acc: 0.6652\n", - "Epoch 10/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5967 - acc: 0.6622\n", - "Epoch 11/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5893 - acc: 0.6705\n", - "Epoch 12/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5883 - acc: 0.6739\n", - "Epoch 13/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5923 - acc: 0.6718\n", - "Epoch 14/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5891 - acc: 0.6721\n", - "Epoch 15/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5883 - acc: 0.6729\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 16/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5859 - acc: 0.6754\n", - "Epoch 17/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5806 - acc: 0.6813\n", - "Epoch 18/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5859 - acc: 0.6771\n", - "Epoch 19/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5817 - acc: 0.6747\n", - "Epoch 20/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5789 - acc: 0.6775\n", - "Epoch 21/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5793 - acc: 0.6764\n", - "Epoch 22/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5759 - acc: 0.6841\n", - "Epoch 23/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5716 - acc: 0.6855\n", - "Epoch 24/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5720 - acc: 0.6873\n", - "Epoch 25/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5727 - acc: 0.6805\n", - "Epoch 26/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5670 - acc: 0.6875\n", - "Epoch 27/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5734 - acc: 0.6828\n", - "Epoch 28/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5700 - acc: 0.6837\n", - "Epoch 29/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5597 - acc: 0.6981\n", - "Epoch 30/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5650 - acc: 0.6897\n", - "Epoch 31/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5620 - acc: 0.6955\n", - "Epoch 32/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5598 - acc: 0.6955\n", - "Epoch 33/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5621 - acc: 0.6945\n", - "Epoch 34/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5625 - acc: 0.6907\n", - "Epoch 35/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5597 - acc: 0.6958\n", - "Epoch 36/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5546 - acc: 0.6998\n", - "Epoch 37/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5494 - acc: 0.7095\n", - "Epoch 38/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5479 - acc: 0.7077\n", - "Epoch 39/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5491 - acc: 0.7046\n", - "Epoch 40/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5525 - acc: 0.7021\n", - "Epoch 41/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5457 - acc: 0.7039\n", - "Epoch 42/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5565 - acc: 0.6948\n", - "Epoch 43/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5416 - acc: 0.7073\n", - "Epoch 44/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5437 - acc: 0.7044\n", - "Epoch 45/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5378 - acc: 0.7137\n", - "Epoch 46/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5359 - acc: 0.7130\n", - "Epoch 47/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5302 - acc: 0.7211\n", - "Epoch 48/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5412 - acc: 0.7066\n", - "Epoch 49/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5403 - acc: 0.7110\n", - "Epoch 50/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5269 - acc: 0.7204\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.6026 - acc: 0.6702\n", - "Epoch 2/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.6036 - acc: 0.6651\n", - "Epoch 3/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5983 - acc: 0.6710\n", - "Epoch 4/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.6009 - acc: 0.6706\n", - "Epoch 5/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.6030 - acc: 0.6637\n", - "Epoch 6/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5981 - acc: 0.6633\n", - "Epoch 7/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5955 - acc: 0.6707\n", - "Epoch 8/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.6085 - acc: 0.6520\n", - "Epoch 9/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5945 - acc: 0.6681\n", - "Epoch 10/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5948 - acc: 0.6731\n", - "Epoch 11/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5901 - acc: 0.6769\n", - "Epoch 12/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5922 - acc: 0.6729\n", - "Epoch 13/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5961 - acc: 0.6723\n", - "Epoch 14/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5968 - acc: 0.6646\n", - "Epoch 15/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.6026 - acc: 0.6717\n", - "Epoch 16/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5940 - acc: 0.6706\n", - "Epoch 17/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5903 - acc: 0.6742\n", - "Epoch 18/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.6004 - acc: 0.6670\n", - "Epoch 19/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5902 - acc: 0.6702\n", - "Epoch 20/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5892 - acc: 0.6765\n", - "Epoch 21/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5925 - acc: 0.6760\n", - "Epoch 22/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5887 - acc: 0.6784\n", - "Epoch 23/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5937 - acc: 0.6745\n", - "Epoch 24/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5853 - acc: 0.6800\n", - "Epoch 25/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5936 - acc: 0.6734\n", - "Epoch 26/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5868 - acc: 0.6776\n", - "Epoch 27/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5824 - acc: 0.6809\n", - "Epoch 28/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5877 - acc: 0.6820\n", - "Epoch 29/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5858 - acc: 0.6798\n", - "Epoch 30/50\n", - "7271/7271 [==============================] - 0s 44us/step - loss: 0.5889 - acc: 0.6790\n", - "Epoch 31/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5823 - acc: 0.6838\n", - "Epoch 32/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5788 - acc: 0.6870\n", - "Epoch 33/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5854 - acc: 0.6795\n", - "Epoch 34/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.6114 - acc: 0.6558\n", - "Epoch 35/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5883 - acc: 0.6745\n", - "Epoch 36/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5794 - acc: 0.6839\n", - "Epoch 37/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5761 - acc: 0.6868\n", - "Epoch 38/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5983 - acc: 0.6659\n", - "Epoch 39/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5884 - acc: 0.6710\n", - "Epoch 40/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5795 - acc: 0.6855\n", - "Epoch 41/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5867 - acc: 0.6816\n", - "Epoch 42/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5830 - acc: 0.6802\n", - "Epoch 43/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5754 - acc: 0.6857\n", - "Epoch 44/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5799 - acc: 0.6837\n", - "Epoch 45/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5797 - acc: 0.6885\n", - "Epoch 46/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5742 - acc: 0.6900\n", - "Epoch 47/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5723 - acc: 0.6893\n", - "Epoch 48/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5715 - acc: 0.6870\n", - "Epoch 49/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5722 - acc: 0.6879\n", - "Epoch 50/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5832 - acc: 0.6809\n", - " 0.6803762652193047\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5968 - acc: 0.6600\n", - "Epoch 2/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5963 - acc: 0.6694\n", - "Epoch 3/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5858 - acc: 0.6742\n", - "Epoch 4/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5903 - acc: 0.6749\n", - "Epoch 5/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5885 - acc: 0.6736\n", - "Epoch 6/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5879 - acc: 0.6780\n", - "Epoch 7/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5882 - acc: 0.6716\n", - "Epoch 8/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5827 - acc: 0.6738\n", - "Epoch 9/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5768 - acc: 0.6892\n", - "Epoch 10/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5809 - acc: 0.6812\n", - "Epoch 11/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5819 - acc: 0.6855\n", - "Epoch 12/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5706 - acc: 0.6908\n", - "Epoch 13/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5699 - acc: 0.6868\n", - "Epoch 14/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5745 - acc: 0.6857\n", - "Epoch 15/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5708 - acc: 0.6977\n", - "Epoch 16/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5640 - acc: 0.6966\n", - "Epoch 17/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5628 - acc: 0.6934\n", - "Epoch 18/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5601 - acc: 0.7049\n", - "Epoch 19/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5634 - acc: 0.6958\n", - "Epoch 20/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5658 - acc: 0.7010\n", - "Epoch 21/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5547 - acc: 0.7104\n", - "Epoch 22/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5560 - acc: 0.7058\n", - "Epoch 23/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5578 - acc: 0.7042\n", - "Epoch 24/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5509 - acc: 0.7161\n", - "Epoch 25/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5500 - acc: 0.7102\n", - "Epoch 26/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5465 - acc: 0.7121\n", - "Epoch 27/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5518 - acc: 0.7108\n", - "Epoch 28/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5467 - acc: 0.7150\n", - "Epoch 29/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5450 - acc: 0.7139\n", - "Epoch 30/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5357 - acc: 0.7204\n", - "Epoch 31/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5426 - acc: 0.7104\n", - "Epoch 32/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5404 - acc: 0.7176\n", - "Epoch 33/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5348 - acc: 0.7198\n", - "Epoch 34/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5354 - acc: 0.7176\n", - "Epoch 35/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5341 - acc: 0.7208\n", - "Epoch 36/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5361 - acc: 0.7240\n", - "Epoch 37/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5396 - acc: 0.7193\n", - "Epoch 38/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5361 - acc: 0.7211\n", - "Epoch 39/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5329 - acc: 0.7251\n", - "Epoch 40/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5343 - acc: 0.7201\n", - "Epoch 41/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5378 - acc: 0.7218\n", - "Epoch 42/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5113 - acc: 0.7368\n", - "Epoch 43/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5152 - acc: 0.7319\n", - "Epoch 44/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5200 - acc: 0.7310\n", - "Epoch 45/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5098 - acc: 0.7442\n", - "Epoch 46/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5034 - acc: 0.7490\n", - "Epoch 47/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5060 - acc: 0.7414\n", - "Epoch 48/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5163 - acc: 0.7346\n", - "Epoch 49/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5068 - acc: 0.7424\n", - "Epoch 50/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.4974 - acc: 0.7483\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5925 - acc: 0.6734\n", - "Epoch 2/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5943 - acc: 0.6709\n", - "Epoch 3/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5885 - acc: 0.6797\n", - "Epoch 4/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5871 - acc: 0.6717\n", - "Epoch 5/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5817 - acc: 0.6790\n", - "Epoch 6/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5830 - acc: 0.6787\n", - "Epoch 7/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5807 - acc: 0.6828\n", - "Epoch 8/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5864 - acc: 0.6756\n", - "Epoch 9/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5835 - acc: 0.6780\n", - "Epoch 10/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5808 - acc: 0.6837\n", - "Epoch 11/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5854 - acc: 0.6779\n", - "Epoch 12/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5749 - acc: 0.6873\n", - "Epoch 13/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5709 - acc: 0.6915\n", - "Epoch 14/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5739 - acc: 0.6812\n", - "Epoch 15/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5723 - acc: 0.6919\n", - "Epoch 16/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5730 - acc: 0.6877\n", - "Epoch 17/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5687 - acc: 0.6914\n", - "Epoch 18/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5722 - acc: 0.6932\n", - "Epoch 19/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5687 - acc: 0.6919\n", - "Epoch 20/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5664 - acc: 0.6893\n", - "Epoch 21/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5589 - acc: 0.6973\n", - "Epoch 22/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5639 - acc: 0.6980\n", - "Epoch 23/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5698 - acc: 0.6852\n", - "Epoch 24/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5638 - acc: 0.6956\n", - "Epoch 25/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5536 - acc: 0.7084\n", - "Epoch 26/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5519 - acc: 0.7073\n", - "Epoch 27/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5569 - acc: 0.6973\n", - "Epoch 28/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5568 - acc: 0.7051\n", - "Epoch 29/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5504 - acc: 0.7071\n", - "Epoch 30/50\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5462 - acc: 0.7079\n", - "Epoch 31/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5516 - acc: 0.7053\n", - "Epoch 32/50\n", - "7271/7271 [==============================] - 0s 42us/step - loss: 0.5544 - acc: 0.6977\n", - "Epoch 33/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5404 - acc: 0.7106\n", - "Epoch 34/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5473 - acc: 0.7054\n", - "Epoch 35/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5417 - acc: 0.7143\n", - "Epoch 36/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5470 - acc: 0.7105\n", - "Epoch 37/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5337 - acc: 0.7163\n", - "Epoch 38/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5350 - acc: 0.7170\n", - "Epoch 39/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5300 - acc: 0.7248\n", - "Epoch 40/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5332 - acc: 0.7215\n", - "Epoch 41/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5362 - acc: 0.7175\n", - "Epoch 42/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5179 - acc: 0.7341\n", - "Epoch 43/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5341 - acc: 0.7131\n", - "Epoch 44/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5326 - acc: 0.7179\n", - "Epoch 45/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5228 - acc: 0.7302\n", - "Epoch 46/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5125 - acc: 0.7365\n", - "Epoch 47/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5164 - acc: 0.7270\n", - "Epoch 48/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5178 - acc: 0.7247\n", - "Epoch 49/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5048 - acc: 0.7441\n", - "Epoch 50/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5088 - acc: 0.7328\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5918 - acc: 0.6710\n", - "Epoch 2/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5911 - acc: 0.6760\n", - "Epoch 3/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5898 - acc: 0.6753\n", - "Epoch 4/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5997 - acc: 0.6687\n", - "Epoch 5/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5898 - acc: 0.6805\n", - "Epoch 6/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5897 - acc: 0.6718\n", - "Epoch 7/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5892 - acc: 0.6839\n", - "Epoch 8/50\n", - "7271/7271 [==============================] - 0s 45us/step - loss: 0.5935 - acc: 0.6690\n", - "Epoch 9/50\n", - "7271/7271 [==============================] - 0s 43us/step - loss: 0.5901 - acc: 0.6790\n", - "Epoch 10/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5810 - acc: 0.6860\n", - "Epoch 11/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5835 - acc: 0.6849\n", - "Epoch 12/50\n", - "7271/7271 [==============================] - 0s 42us/step - loss: 0.5851 - acc: 0.6826\n", - "Epoch 13/50\n", - "7271/7271 [==============================] - 0s 46us/step - loss: 0.5788 - acc: 0.6852\n", - "Epoch 14/50\n", - "7271/7271 [==============================] - 0s 43us/step - loss: 0.5769 - acc: 0.6867\n", - "Epoch 15/50\n", - "7271/7271 [==============================] - 0s 44us/step - loss: 0.5837 - acc: 0.6868\n", - "Epoch 16/50\n", - "7271/7271 [==============================] - 0s 42us/step - loss: 0.5686 - acc: 0.6926\n", - "Epoch 17/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5754 - acc: 0.6903\n", - "Epoch 18/50\n", - "7271/7271 [==============================] - 0s 42us/step - loss: 0.5732 - acc: 0.6912\n", - "Epoch 19/50\n", - "7271/7271 [==============================] - 0s 46us/step - loss: 0.5684 - acc: 0.6915\n", - "Epoch 20/50\n", - "7271/7271 [==============================] - 0s 45us/step - loss: 0.5688 - acc: 0.6956\n", - "Epoch 21/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5646 - acc: 0.6989\n", - "Epoch 22/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5746 - acc: 0.6867\n", - "Epoch 23/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5639 - acc: 0.6995\n", - "Epoch 24/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5628 - acc: 0.6998\n", - "Epoch 25/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5691 - acc: 0.6923\n", - "Epoch 26/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5568 - acc: 0.7057\n", - "Epoch 27/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5640 - acc: 0.6969\n", - "Epoch 28/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5542 - acc: 0.7105\n", - "Epoch 29/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5606 - acc: 0.7039\n", - "Epoch 30/50\n", - "7271/7271 [==============================] - 0s 45us/step - loss: 0.5515 - acc: 0.7076\n", - "Epoch 31/50\n", - "7271/7271 [==============================] - 0s 42us/step - loss: 0.5503 - acc: 0.7135\n", - "Epoch 32/50\n", - "7271/7271 [==============================] - 0s 46us/step - loss: 0.5563 - acc: 0.7058\n", - "Epoch 33/50\n", - "7271/7271 [==============================] - 0s 44us/step - loss: 0.5431 - acc: 0.7127\n", - "Epoch 34/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5464 - acc: 0.7124\n", - "Epoch 35/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5426 - acc: 0.7138\n", - "Epoch 36/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5425 - acc: 0.7156\n", - "Epoch 37/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5455 - acc: 0.7120\n", - "Epoch 38/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5311 - acc: 0.7236\n", - "Epoch 39/50\n", - "7271/7271 [==============================] - 0s 44us/step - loss: 0.5420 - acc: 0.7205\n", - "Epoch 40/50\n", - "7271/7271 [==============================] - 0s 45us/step - loss: 0.5410 - acc: 0.7211\n", - "Epoch 41/50\n", - "7271/7271 [==============================] - 0s 43us/step - loss: 0.5309 - acc: 0.7222\n", - "Epoch 42/50\n", - "7271/7271 [==============================] - 0s 47us/step - loss: 0.5351 - acc: 0.7172\n", - "Epoch 43/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5334 - acc: 0.7264\n", - "Epoch 44/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5260 - acc: 0.7263\n", - "Epoch 45/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5299 - acc: 0.7227\n", - "Epoch 46/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5290 - acc: 0.7225\n", - "Epoch 47/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5278 - acc: 0.7262\n", - "Epoch 48/50\n", - "7271/7271 [==============================] - 0s 42us/step - loss: 0.5237 - acc: 0.7201\n", - "Epoch 49/50\n", - "7271/7271 [==============================] - 0s 50us/step - loss: 0.5195 - acc: 0.7292\n", - "Epoch 50/50\n", - "7271/7271 [==============================] - 0s 48us/step - loss: 0.5154 - acc: 0.7317\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5970 - acc: 0.6679\n", - "Epoch 2/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5940 - acc: 0.6691\n", - "Epoch 3/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5983 - acc: 0.6680\n", - "Epoch 4/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5938 - acc: 0.6687\n", - "Epoch 5/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5926 - acc: 0.6762\n", - "Epoch 6/50\n", - "7271/7271 [==============================] - 0s 43us/step - loss: 0.5986 - acc: 0.6599\n", - "Epoch 7/50\n", - "7271/7271 [==============================] - 0s 48us/step - loss: 0.5905 - acc: 0.6794\n", - "Epoch 8/50\n", - "7271/7271 [==============================] - 0s 43us/step - loss: 0.5853 - acc: 0.6800\n", - "Epoch 9/50\n", - "7271/7271 [==============================] - 0s 43us/step - loss: 0.5923 - acc: 0.6654\n", - "Epoch 10/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5930 - acc: 0.6743\n", - "Epoch 11/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5774 - acc: 0.6885\n", - "Epoch 12/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5771 - acc: 0.6881\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 13/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5806 - acc: 0.6841\n", - "Epoch 14/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5787 - acc: 0.6842\n", - "Epoch 15/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5725 - acc: 0.6940\n", - "Epoch 16/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5732 - acc: 0.6915\n", - "Epoch 17/50\n", - "7271/7271 [==============================] - 0s 48us/step - loss: 0.5763 - acc: 0.6833\n", - "Epoch 18/50\n", - "7271/7271 [==============================] - 0s 51us/step - loss: 0.5720 - acc: 0.6911\n", - "Epoch 19/50\n", - "7271/7271 [==============================] - 0s 47us/step - loss: 0.5672 - acc: 0.6947\n", - "Epoch 20/50\n", - "7271/7271 [==============================] - 0s 48us/step - loss: 0.5657 - acc: 0.6926\n", - "Epoch 21/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5656 - acc: 0.6984\n", - "Epoch 22/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5646 - acc: 0.6952\n", - "Epoch 23/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5651 - acc: 0.6926\n", - "Epoch 24/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5577 - acc: 0.7046\n", - "Epoch 25/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5555 - acc: 0.6992\n", - "Epoch 26/50\n", - "7271/7271 [==============================] - 0s 43us/step - loss: 0.5580 - acc: 0.6967\n", - "Epoch 27/50\n", - "7271/7271 [==============================] - 0s 43us/step - loss: 0.5582 - acc: 0.7051\n", - "Epoch 28/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5485 - acc: 0.7035\n", - "Epoch 29/50\n", - "7271/7271 [==============================] - 0s 42us/step - loss: 0.5650 - acc: 0.6929\n", - "Epoch 30/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5487 - acc: 0.7101\n", - "Epoch 31/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5497 - acc: 0.7077\n", - "Epoch 32/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5358 - acc: 0.7176\n", - "Epoch 33/50\n", - "7271/7271 [==============================] - 0s 35us/step - loss: 0.5424 - acc: 0.7126\n", - "Epoch 34/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5456 - acc: 0.7143\n", - "Epoch 35/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5398 - acc: 0.7219\n", - "Epoch 36/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5406 - acc: 0.7088\n", - "Epoch 37/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5345 - acc: 0.7200\n", - "Epoch 38/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5287 - acc: 0.7230\n", - "Epoch 39/50\n", - "7271/7271 [==============================] - 0s 45us/step - loss: 0.5307 - acc: 0.7216\n", - "Epoch 40/50\n", - "7271/7271 [==============================] - 0s 49us/step - loss: 0.5340 - acc: 0.7223\n", - "Epoch 41/50\n", - "7271/7271 [==============================] - 0s 46us/step - loss: 0.5221 - acc: 0.7291\n", - "Epoch 42/50\n", - "7271/7271 [==============================] - 0s 46us/step - loss: 0.5318 - acc: 0.7255\n", - "Epoch 43/50\n", - "7271/7271 [==============================] - 0s 44us/step - loss: 0.5167 - acc: 0.7326\n", - "Epoch 44/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5209 - acc: 0.7304\n", - "Epoch 45/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5095 - acc: 0.7413\n", - "Epoch 46/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5150 - acc: 0.7336\n", - "Epoch 47/50\n", - "7271/7271 [==============================] - 0s 36us/step - loss: 0.5205 - acc: 0.7332\n", - "Epoch 48/50\n", - "7271/7271 [==============================] - 0s 43us/step - loss: 0.5080 - acc: 0.7369\n", - "Epoch 49/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5075 - acc: 0.7391\n", - "Epoch 50/50\n", - "7271/7271 [==============================] - 0s 43us/step - loss: 0.5045 - acc: 0.7431\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.6036 - acc: 0.6644\n", - "Epoch 2/50\n", - "7271/7271 [==============================] - 0s 47us/step - loss: 0.6012 - acc: 0.6618\n", - "Epoch 3/50\n", - "7271/7271 [==============================] - 0s 49us/step - loss: 0.6044 - acc: 0.6632\n", - "Epoch 4/50\n", - "7271/7271 [==============================] - 0s 54us/step - loss: 0.6069 - acc: 0.6607\n", - "Epoch 5/50\n", - "7271/7271 [==============================] - 0s 53us/step - loss: 0.6017 - acc: 0.6629\n", - "Epoch 6/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5956 - acc: 0.6720\n", - "Epoch 7/50\n", - "7271/7271 [==============================] - 0s 37us/step - loss: 0.5931 - acc: 0.6716\n", - "Epoch 8/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5991 - acc: 0.6580\n", - "Epoch 9/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5940 - acc: 0.6731\n", - "Epoch 10/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5952 - acc: 0.6691\n", - "Epoch 11/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5971 - acc: 0.6710\n", - "Epoch 12/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5942 - acc: 0.6696\n", - "Epoch 13/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5909 - acc: 0.6712\n", - "Epoch 14/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5888 - acc: 0.6769\n", - "Epoch 15/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5909 - acc: 0.6754\n", - "Epoch 16/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5866 - acc: 0.6769\n", - "Epoch 17/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5867 - acc: 0.6767\n", - "Epoch 18/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5843 - acc: 0.6828\n", - "Epoch 19/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5851 - acc: 0.6784\n", - "Epoch 20/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5854 - acc: 0.6794\n", - "Epoch 21/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5886 - acc: 0.6760\n", - "Epoch 22/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5783 - acc: 0.6820\n", - "Epoch 23/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5800 - acc: 0.6794\n", - "Epoch 24/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5817 - acc: 0.6809\n", - "Epoch 25/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5817 - acc: 0.6826\n", - "Epoch 26/50\n", - "7271/7271 [==============================] - 0s 42us/step - loss: 0.5790 - acc: 0.6815\n", - "Epoch 27/50\n", - "7271/7271 [==============================] - 0s 42us/step - loss: 0.5952 - acc: 0.6699\n", - "Epoch 28/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5863 - acc: 0.6841\n", - "Epoch 29/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5744 - acc: 0.6862\n", - "Epoch 30/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5755 - acc: 0.6895\n", - "Epoch 31/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5776 - acc: 0.6855\n", - "Epoch 32/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5708 - acc: 0.6888\n", - "Epoch 33/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5659 - acc: 0.6969\n", - "Epoch 34/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5688 - acc: 0.6951\n", - "Epoch 35/50\n", - "7271/7271 [==============================] - 0s 42us/step - loss: 0.5654 - acc: 0.6952\n", - "Epoch 36/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5676 - acc: 0.6941\n", - "Epoch 37/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5702 - acc: 0.6934\n", - "Epoch 38/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5713 - acc: 0.6884\n", - "Epoch 39/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5635 - acc: 0.6926\n", - "Epoch 40/50\n", - "7271/7271 [==============================] - 0s 40us/step - loss: 0.5595 - acc: 0.6972\n", - "Epoch 41/50\n", - "7271/7271 [==============================] - 0s 42us/step - loss: 0.5630 - acc: 0.6955\n", - "Epoch 42/50\n", - "7271/7271 [==============================] - 0s 41us/step - loss: 0.5618 - acc: 0.6984\n", - "Epoch 43/50\n", - "7271/7271 [==============================] - 0s 42us/step - loss: 0.5617 - acc: 0.7005\n", - "Epoch 44/50\n", - "7271/7271 [==============================] - 0s 42us/step - loss: 0.5575 - acc: 0.7043\n", - "Epoch 45/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5689 - acc: 0.6926\n", - "Epoch 46/50\n", - "7271/7271 [==============================] - 0s 38us/step - loss: 0.5607 - acc: 0.7014\n", - "Epoch 47/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5618 - acc: 0.6940\n", - "Epoch 48/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5689 - acc: 0.6934\n", - "Epoch 49/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5519 - acc: 0.7117\n", - "Epoch 50/50\n", - "7271/7271 [==============================] - 0s 39us/step - loss: 0.5566 - acc: 0.7018\n", - " 0.6759082685443255\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6100 - acc: 0.6581\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6051 - acc: 0.6605\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6035 - acc: 0.6614\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6040 - acc: 0.6594\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6033 - acc: 0.6675\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6047 - acc: 0.6584\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6019 - acc: 0.6634\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6003 - acc: 0.6685\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5998 - acc: 0.6679\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5999 - acc: 0.6634\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6082 - acc: 0.6542\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5962 - acc: 0.6716\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5957 - acc: 0.6646\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5933 - acc: 0.6697\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6008 - acc: 0.6625\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5951 - acc: 0.6680\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5947 - acc: 0.6711\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5970 - acc: 0.6674\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5923 - acc: 0.6730\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5923 - acc: 0.6715\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5914 - acc: 0.6724\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5912 - acc: 0.6668\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5884 - acc: 0.6752\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5890 - acc: 0.6722\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5955 - acc: 0.6663\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5963 - acc: 0.6683\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5871 - acc: 0.6727\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5888 - acc: 0.6760\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5894 - acc: 0.6723\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5900 - acc: 0.6724\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5968 - acc: 0.6656\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5917 - acc: 0.6698\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5854 - acc: 0.6751\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5853 - acc: 0.6752\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5831 - acc: 0.6745\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5863 - acc: 0.6811\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5829 - acc: 0.6749\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5824 - acc: 0.6740\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5833 - acc: 0.6786\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5857 - acc: 0.6740\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5853 - acc: 0.6810\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5818 - acc: 0.6781\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5842 - acc: 0.6775\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5806 - acc: 0.6814\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5794 - acc: 0.6793\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5808 - acc: 0.6771\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5776 - acc: 0.6782\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5844 - acc: 0.6773\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5819 - acc: 0.6807\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5761 - acc: 0.6830\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6049 - acc: 0.6652\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5974 - acc: 0.6742\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6059 - acc: 0.6653\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5991 - acc: 0.6715\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6062 - acc: 0.6603\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5945 - acc: 0.6733\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6150 - acc: 0.6547\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5986 - acc: 0.6745\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5920 - acc: 0.6814\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 41us/step - loss: 0.5937 - acc: 0.6784\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5942 - acc: 0.6707\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5940 - acc: 0.6808\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5947 - acc: 0.6719\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5898 - acc: 0.6819\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5920 - acc: 0.6744\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5827 - acc: 0.6801\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5844 - acc: 0.6851\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5910 - acc: 0.6817\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5863 - acc: 0.6866\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5805 - acc: 0.6880\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5823 - acc: 0.6862\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 41us/step - loss: 0.5815 - acc: 0.6878\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5823 - acc: 0.6858\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5755 - acc: 0.6920\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5801 - acc: 0.6841\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5752 - acc: 0.6957\n", - "Epoch 27/50\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5785 - acc: 0.6844\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5789 - acc: 0.6899\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5699 - acc: 0.6940\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5761 - acc: 0.6887\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5727 - acc: 0.6983\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5733 - acc: 0.6929\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5646 - acc: 0.6977\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5759 - acc: 0.6954\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5626 - acc: 0.7017\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5700 - acc: 0.6965\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5617 - acc: 0.6993\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5614 - acc: 0.7028\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5570 - acc: 0.7115\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5594 - acc: 0.7057\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5571 - acc: 0.7079\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5541 - acc: 0.7123\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5517 - acc: 0.7065\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5520 - acc: 0.7118\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5512 - acc: 0.7140\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5469 - acc: 0.7141\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5474 - acc: 0.7171\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5475 - acc: 0.7151\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5434 - acc: 0.7188\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5402 - acc: 0.7235\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5977 - acc: 0.6621\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5964 - acc: 0.6664\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5953 - acc: 0.6749\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5898 - acc: 0.6753\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5890 - acc: 0.6723\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5893 - acc: 0.6727\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5876 - acc: 0.6756\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5825 - acc: 0.6832\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5897 - acc: 0.6686\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5801 - acc: 0.6844\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5771 - acc: 0.6889\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5801 - acc: 0.6836\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5828 - acc: 0.6852\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5792 - acc: 0.6851\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5766 - acc: 0.6852\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5696 - acc: 0.6899\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5700 - acc: 0.6851\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5691 - acc: 0.6866\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5724 - acc: 0.6921\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5620 - acc: 0.6965\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5810 - acc: 0.6832\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5642 - acc: 0.6973\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5564 - acc: 0.7038\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5636 - acc: 0.6984\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5559 - acc: 0.7032\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5521 - acc: 0.7026\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5597 - acc: 0.7035\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5479 - acc: 0.7122\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5549 - acc: 0.7041\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5440 - acc: 0.7103\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5474 - acc: 0.7063\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5427 - acc: 0.7188\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5305 - acc: 0.7207\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5419 - acc: 0.7089\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5320 - acc: 0.7270\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5326 - acc: 0.7188\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5288 - acc: 0.7173\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5261 - acc: 0.7246\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5315 - acc: 0.7248\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5266 - acc: 0.7263\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5169 - acc: 0.7302\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5228 - acc: 0.7327\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5166 - acc: 0.7380\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5134 - acc: 0.7360\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5084 - acc: 0.7378\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.4977 - acc: 0.7500\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5090 - acc: 0.7435\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5123 - acc: 0.7394\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.4948 - acc: 0.7529\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.4996 - acc: 0.7472\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6139 - acc: 0.6547\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.6077 - acc: 0.6591\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6059 - acc: 0.6597\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.6018 - acc: 0.6687\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.6069 - acc: 0.6638\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6014 - acc: 0.6631\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6068 - acc: 0.6603\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6038 - acc: 0.6643\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.6072 - acc: 0.6581\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5999 - acc: 0.6650\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5989 - acc: 0.6591\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6051 - acc: 0.6676\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5967 - acc: 0.6682\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5956 - acc: 0.6687\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5981 - acc: 0.6741\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5956 - acc: 0.6749\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5916 - acc: 0.6800\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5994 - acc: 0.6687\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5930 - acc: 0.6740\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5927 - acc: 0.6740\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5887 - acc: 0.6768\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5893 - acc: 0.6825\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5862 - acc: 0.6755\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5908 - acc: 0.6722\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5896 - acc: 0.6726\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5871 - acc: 0.6773\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5887 - acc: 0.6733\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5916 - acc: 0.6685\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5877 - acc: 0.6799\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5811 - acc: 0.6850\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5818 - acc: 0.6836\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5780 - acc: 0.6872\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5807 - acc: 0.6819\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5757 - acc: 0.6874\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5745 - acc: 0.6906\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5717 - acc: 0.6876\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5797 - acc: 0.6844\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5727 - acc: 0.6895\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5693 - acc: 0.6931\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5777 - acc: 0.6839\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5703 - acc: 0.6938\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5651 - acc: 0.6983\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5696 - acc: 0.6905\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5627 - acc: 0.6980\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5617 - acc: 0.7023\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5707 - acc: 0.6917\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5620 - acc: 0.6944\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5617 - acc: 0.6972\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5607 - acc: 0.7016\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5593 - acc: 0.7020\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6018 - acc: 0.6675\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6074 - acc: 0.6621\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6010 - acc: 0.6638\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6023 - acc: 0.6641\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5985 - acc: 0.6630\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 56us/step - loss: 0.6036 - acc: 0.6573\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 47us/step - loss: 0.5974 - acc: 0.6660\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5937 - acc: 0.6720\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5964 - acc: 0.6696\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.6009 - acc: 0.6650\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 45us/step - loss: 0.5944 - acc: 0.6724\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 44us/step - loss: 0.5904 - acc: 0.6722\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5906 - acc: 0.6719\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 47us/step - loss: 0.5941 - acc: 0.6689\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 45us/step - loss: 0.5916 - acc: 0.6698\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5902 - acc: 0.6730\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5891 - acc: 0.6726\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5867 - acc: 0.6801\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5848 - acc: 0.6764\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5899 - acc: 0.6737\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5899 - acc: 0.6674\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 55us/step - loss: 0.5861 - acc: 0.6788\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 47us/step - loss: 0.5830 - acc: 0.6812\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5845 - acc: 0.6773\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5868 - acc: 0.6730\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5811 - acc: 0.6801\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5830 - acc: 0.6818\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5816 - acc: 0.6803\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5845 - acc: 0.6763\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 55us/step - loss: 0.5796 - acc: 0.6828\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 49us/step - loss: 0.5812 - acc: 0.6793\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5712 - acc: 0.6931\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5787 - acc: 0.6806\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5797 - acc: 0.6834\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 53us/step - loss: 0.5809 - acc: 0.6833\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 44us/step - loss: 0.5748 - acc: 0.6877\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5722 - acc: 0.6888\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5755 - acc: 0.6840\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5721 - acc: 0.6889\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5693 - acc: 0.6920\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5708 - acc: 0.6929\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 53us/step - loss: 0.5690 - acc: 0.6891\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 41us/step - loss: 0.5692 - acc: 0.6960\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5725 - acc: 0.6917\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5664 - acc: 0.6906\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5694 - acc: 0.6918\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5638 - acc: 0.6960\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 46us/step - loss: 0.5611 - acc: 0.6995\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 52us/step - loss: 0.5703 - acc: 0.6949\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 41us/step - loss: 0.5695 - acc: 0.6931\n", - " 0.6804197303921569\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6022 - acc: 0.6584\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6009 - acc: 0.6617\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5982 - acc: 0.6623\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5962 - acc: 0.6619\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 62us/step - loss: 0.6044 - acc: 0.6564\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 50us/step - loss: 0.5912 - acc: 0.6683\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5910 - acc: 0.6757\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5938 - acc: 0.6674\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5956 - acc: 0.6715\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5987 - acc: 0.6663\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 47us/step - loss: 0.5916 - acc: 0.6676\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 46us/step - loss: 0.5914 - acc: 0.6707\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5962 - acc: 0.6650\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5890 - acc: 0.6748\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5908 - acc: 0.6764\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5883 - acc: 0.6742\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5834 - acc: 0.6815\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5890 - acc: 0.6682\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 53us/step - loss: 0.5880 - acc: 0.6753\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 50us/step - loss: 0.5796 - acc: 0.6801\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5828 - acc: 0.6788\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5879 - acc: 0.6713\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5832 - acc: 0.6768\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5805 - acc: 0.6793\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 44us/step - loss: 0.5780 - acc: 0.6851\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 48us/step - loss: 0.5764 - acc: 0.6856\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5755 - acc: 0.6867\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5819 - acc: 0.6884\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5721 - acc: 0.6869\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5734 - acc: 0.6828\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5698 - acc: 0.6924\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5691 - acc: 0.6889\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 51us/step - loss: 0.5717 - acc: 0.6856\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5706 - acc: 0.6876\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5634 - acc: 0.6920\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5724 - acc: 0.6927\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5652 - acc: 0.6984\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 42us/step - loss: 0.5568 - acc: 0.6975\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 46us/step - loss: 0.5702 - acc: 0.6891\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5723 - acc: 0.6922\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5621 - acc: 0.6911\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5579 - acc: 0.6964\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5568 - acc: 0.7042\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5542 - acc: 0.7030\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5660 - acc: 0.6951\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 46us/step - loss: 0.5561 - acc: 0.7059\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 41us/step - loss: 0.5576 - acc: 0.6991\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5662 - acc: 0.6942\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5523 - acc: 0.7086\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5575 - acc: 0.6971\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.6021 - acc: 0.6645\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5996 - acc: 0.6587\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5965 - acc: 0.6663\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5948 - acc: 0.6661\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.6002 - acc: 0.6602\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.6008 - acc: 0.6588\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 41us/step - loss: 0.5947 - acc: 0.6665\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 41us/step - loss: 0.5904 - acc: 0.6678\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5975 - acc: 0.6685\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5866 - acc: 0.6733\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5874 - acc: 0.6687\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5939 - acc: 0.6686\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5863 - acc: 0.6737\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 41us/step - loss: 0.5875 - acc: 0.6658\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5953 - acc: 0.6676\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 42us/step - loss: 0.5848 - acc: 0.6705\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5849 - acc: 0.6735\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5862 - acc: 0.6756\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 41us/step - loss: 0.5818 - acc: 0.6785\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5814 - acc: 0.6744\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5861 - acc: 0.6731\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5823 - acc: 0.6753\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5849 - acc: 0.6682\n", - "Epoch 24/50\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5785 - acc: 0.6819\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5755 - acc: 0.6800\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5901 - acc: 0.6715\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5744 - acc: 0.6833\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5739 - acc: 0.6803\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5735 - acc: 0.6784\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5751 - acc: 0.6786\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5741 - acc: 0.6822\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5741 - acc: 0.6841\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5706 - acc: 0.6832\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5705 - acc: 0.6841\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5696 - acc: 0.6834\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5732 - acc: 0.6810\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5748 - acc: 0.6892\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5652 - acc: 0.6848\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5588 - acc: 0.6928\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5569 - acc: 0.6932\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5572 - acc: 0.6924\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5567 - acc: 0.6951\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5670 - acc: 0.6910\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5645 - acc: 0.6902\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5569 - acc: 0.6928\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5575 - acc: 0.6921\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5506 - acc: 0.7005\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5493 - acc: 0.6979\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5548 - acc: 0.6935\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5491 - acc: 0.6935\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5900 - acc: 0.6756\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5968 - acc: 0.6815\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5922 - acc: 0.6731\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5941 - acc: 0.6735\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5900 - acc: 0.6818\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5884 - acc: 0.6829\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5847 - acc: 0.6877\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5797 - acc: 0.6910\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5726 - acc: 0.6947\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5809 - acc: 0.6905\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5730 - acc: 0.6977\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5783 - acc: 0.6935\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5767 - acc: 0.6938\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5704 - acc: 0.6954\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5747 - acc: 0.6944\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5684 - acc: 0.7020\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5692 - acc: 0.6982\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5659 - acc: 0.7015\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5642 - acc: 0.7010\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5573 - acc: 0.7075\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5582 - acc: 0.7104\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5545 - acc: 0.7079\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5627 - acc: 0.7037\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5592 - acc: 0.7090\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5724 - acc: 0.6935\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5505 - acc: 0.7049\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5448 - acc: 0.7136\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5501 - acc: 0.7129\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5417 - acc: 0.7222\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5523 - acc: 0.7129\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5386 - acc: 0.7218\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5350 - acc: 0.7241\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5411 - acc: 0.7193\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5331 - acc: 0.7235\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5286 - acc: 0.7306\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5320 - acc: 0.7230\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5298 - acc: 0.7299\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5268 - acc: 0.7274\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5328 - acc: 0.7219\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5133 - acc: 0.7415\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5275 - acc: 0.7263\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 41us/step - loss: 0.5174 - acc: 0.7401\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 42us/step - loss: 0.5212 - acc: 0.7299\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5141 - acc: 0.7379\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5066 - acc: 0.7470\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5075 - acc: 0.7435\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5024 - acc: 0.7452\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.4985 - acc: 0.7519\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5088 - acc: 0.7489\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.4957 - acc: 0.7545\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6083 - acc: 0.6520\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6073 - acc: 0.6526\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6069 - acc: 0.6553\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6025 - acc: 0.6557\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6021 - acc: 0.6587\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6045 - acc: 0.6581\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 41us/step - loss: 0.6071 - acc: 0.6535\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6064 - acc: 0.6537\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6052 - acc: 0.6561\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5986 - acc: 0.6590\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5958 - acc: 0.6609\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6028 - acc: 0.6599\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5951 - acc: 0.6606\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5931 - acc: 0.6650\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5898 - acc: 0.6676\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5923 - acc: 0.6647\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5939 - acc: 0.6665\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5898 - acc: 0.6696\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5988 - acc: 0.6668\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5886 - acc: 0.6691\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5867 - acc: 0.6742\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5852 - acc: 0.6724\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5911 - acc: 0.6652\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5811 - acc: 0.6790\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5817 - acc: 0.6762\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5836 - acc: 0.6711\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5785 - acc: 0.6778\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5915 - acc: 0.6628\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5817 - acc: 0.6782\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5825 - acc: 0.6749\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5813 - acc: 0.6785\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5799 - acc: 0.6782\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5823 - acc: 0.6749\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5773 - acc: 0.6856\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5709 - acc: 0.6873\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5715 - acc: 0.6823\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5764 - acc: 0.6808\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5737 - acc: 0.6817\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5675 - acc: 0.6894\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5668 - acc: 0.6954\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5688 - acc: 0.6856\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5621 - acc: 0.6932\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5657 - acc: 0.6887\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5642 - acc: 0.6938\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5600 - acc: 0.6953\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5574 - acc: 0.6936\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5630 - acc: 0.6955\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5536 - acc: 0.7005\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5654 - acc: 0.6856\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5618 - acc: 0.6876\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6009 - acc: 0.6584\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6002 - acc: 0.6627\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6060 - acc: 0.6587\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5981 - acc: 0.6616\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6045 - acc: 0.6590\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6050 - acc: 0.6620\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6084 - acc: 0.6521\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5938 - acc: 0.6642\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6000 - acc: 0.6665\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5927 - acc: 0.6690\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6030 - acc: 0.6608\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5874 - acc: 0.6740\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5960 - acc: 0.6621\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5905 - acc: 0.6742\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5903 - acc: 0.6737\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5868 - acc: 0.6741\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5848 - acc: 0.6818\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5950 - acc: 0.6697\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5861 - acc: 0.6705\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5845 - acc: 0.6797\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5798 - acc: 0.6801\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5837 - acc: 0.6785\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5878 - acc: 0.6722\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5867 - acc: 0.6756\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5830 - acc: 0.6770\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5784 - acc: 0.6811\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5826 - acc: 0.6773\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5859 - acc: 0.6724\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5763 - acc: 0.6812\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5813 - acc: 0.6790\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5769 - acc: 0.6810\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5752 - acc: 0.6866\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5777 - acc: 0.6789\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5703 - acc: 0.6881\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5777 - acc: 0.6795\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5794 - acc: 0.6801\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5790 - acc: 0.6775\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5691 - acc: 0.6855\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5784 - acc: 0.6812\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5720 - acc: 0.6872\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5690 - acc: 0.6878\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5745 - acc: 0.6806\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5655 - acc: 0.6931\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5699 - acc: 0.6883\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5655 - acc: 0.6962\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5651 - acc: 0.6906\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5631 - acc: 0.6936\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5659 - acc: 0.6863\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5678 - acc: 0.6884\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5641 - acc: 0.6918\n", - " 0.7138817401960784\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5913 - acc: 0.6669\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6001 - acc: 0.6592\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5899 - acc: 0.6689\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5898 - acc: 0.6680\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5939 - acc: 0.6649\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5850 - acc: 0.6679\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5867 - acc: 0.6734\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5888 - acc: 0.6672\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5784 - acc: 0.6740\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5767 - acc: 0.6740\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5831 - acc: 0.6697\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5863 - acc: 0.6752\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5752 - acc: 0.6837\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5784 - acc: 0.6768\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5849 - acc: 0.6727\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5743 - acc: 0.6822\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5707 - acc: 0.6829\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5708 - acc: 0.6830\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5686 - acc: 0.6856\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5693 - acc: 0.6883\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5584 - acc: 0.6903\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5701 - acc: 0.6850\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5548 - acc: 0.6983\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5680 - acc: 0.6839\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5610 - acc: 0.6951\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5597 - acc: 0.6920\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5577 - acc: 0.6928\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5526 - acc: 0.6950\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5502 - acc: 0.7008\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5515 - acc: 0.6938\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5544 - acc: 0.7009\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5428 - acc: 0.7067\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5588 - acc: 0.6957\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5463 - acc: 0.7017\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5338 - acc: 0.7153\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5461 - acc: 0.6960\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5497 - acc: 0.6983\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5388 - acc: 0.7079\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5360 - acc: 0.7127\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5387 - acc: 0.7119\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5299 - acc: 0.7140\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5272 - acc: 0.7218\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5272 - acc: 0.7166\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5254 - acc: 0.7218\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5277 - acc: 0.7169\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5280 - acc: 0.7180\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5217 - acc: 0.7261\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5202 - acc: 0.7283\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5140 - acc: 0.7252\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5137 - acc: 0.7270\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6099 - acc: 0.6612\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6109 - acc: 0.6601\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6058 - acc: 0.6590\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6085 - acc: 0.6639\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6060 - acc: 0.6665\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6030 - acc: 0.6624\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6034 - acc: 0.6672\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6067 - acc: 0.6616\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6037 - acc: 0.6631\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6008 - acc: 0.6656\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6007 - acc: 0.6685\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6058 - acc: 0.6601\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6079 - acc: 0.6634\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6004 - acc: 0.6665\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5953 - acc: 0.6696\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6023 - acc: 0.6679\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5966 - acc: 0.6697\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5950 - acc: 0.6719\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6001 - acc: 0.6672\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5971 - acc: 0.6730\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5994 - acc: 0.6700\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5955 - acc: 0.6708\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5964 - acc: 0.6711\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5945 - acc: 0.6665\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5998 - acc: 0.6715\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5897 - acc: 0.6762\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6004 - acc: 0.6742\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5903 - acc: 0.6738\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5902 - acc: 0.6767\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5940 - acc: 0.6745\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5949 - acc: 0.6726\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5904 - acc: 0.6785\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5857 - acc: 0.6766\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5854 - acc: 0.6801\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5879 - acc: 0.6726\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5888 - acc: 0.6789\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5917 - acc: 0.6746\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5837 - acc: 0.6817\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5851 - acc: 0.6834\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5863 - acc: 0.6826\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5884 - acc: 0.6775\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5879 - acc: 0.6746\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5843 - acc: 0.6770\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5851 - acc: 0.6808\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5803 - acc: 0.6841\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5850 - acc: 0.6803\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5837 - acc: 0.6814\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5858 - acc: 0.6770\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5825 - acc: 0.6789\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5797 - acc: 0.6881\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5906 - acc: 0.6701\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5923 - acc: 0.6663\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5975 - acc: 0.6686\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5904 - acc: 0.6740\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5879 - acc: 0.6720\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5827 - acc: 0.6792\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5821 - acc: 0.6785\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5835 - acc: 0.6785\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5797 - acc: 0.6790\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5755 - acc: 0.6836\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5794 - acc: 0.6830\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5750 - acc: 0.6847\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5754 - acc: 0.6850\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5737 - acc: 0.6887\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5692 - acc: 0.6896\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5727 - acc: 0.6845\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5737 - acc: 0.6881\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5676 - acc: 0.6911\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5672 - acc: 0.6924\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5591 - acc: 0.6951\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5665 - acc: 0.6883\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5574 - acc: 0.6955\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5558 - acc: 0.7016\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5541 - acc: 0.6993\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5565 - acc: 0.7027\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5504 - acc: 0.6999\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5445 - acc: 0.7129\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5440 - acc: 0.7072\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5529 - acc: 0.7054\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5388 - acc: 0.7118\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5353 - acc: 0.7118\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5381 - acc: 0.7092\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5394 - acc: 0.7082\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5290 - acc: 0.7142\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5363 - acc: 0.7158\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5293 - acc: 0.7185\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5315 - acc: 0.7137\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5284 - acc: 0.7193\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5163 - acc: 0.7277\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5199 - acc: 0.7180\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5146 - acc: 0.7279\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5190 - acc: 0.7204\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5116 - acc: 0.7210\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5076 - acc: 0.7321\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5077 - acc: 0.7262\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5076 - acc: 0.7312\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5078 - acc: 0.7246\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5000 - acc: 0.7365\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5008 - acc: 0.7336\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.4892 - acc: 0.7433\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5925 - acc: 0.6727\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5890 - acc: 0.6793\n", - "Epoch 3/50\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5834 - acc: 0.6784\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5836 - acc: 0.6815\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5803 - acc: 0.6830\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5829 - acc: 0.6815\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5729 - acc: 0.6913\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5745 - acc: 0.6920\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5774 - acc: 0.6873\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5703 - acc: 0.6922\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5730 - acc: 0.6843\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5708 - acc: 0.6942\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5643 - acc: 0.6920\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5640 - acc: 0.6916\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5667 - acc: 0.6940\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5588 - acc: 0.7013\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5569 - acc: 0.6968\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5562 - acc: 0.7046\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5578 - acc: 0.6966\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5574 - acc: 0.7021\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5494 - acc: 0.7086\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5564 - acc: 0.7034\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5464 - acc: 0.7030\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5479 - acc: 0.7061\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5373 - acc: 0.7151\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5494 - acc: 0.7048\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5319 - acc: 0.7192\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5422 - acc: 0.7126\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5276 - acc: 0.7173\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5241 - acc: 0.7270\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5327 - acc: 0.7120\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5263 - acc: 0.7226\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5302 - acc: 0.7259\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5205 - acc: 0.7221\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5105 - acc: 0.7350\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5122 - acc: 0.7316\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.4997 - acc: 0.7400\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5019 - acc: 0.7393\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5036 - acc: 0.7404\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5084 - acc: 0.7343\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5009 - acc: 0.7384\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.4971 - acc: 0.7419\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.4865 - acc: 0.7515\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5014 - acc: 0.7350\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.4905 - acc: 0.7486\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.4854 - acc: 0.7485\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.4768 - acc: 0.7558\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.4828 - acc: 0.7528\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.4751 - acc: 0.7534\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.4759 - acc: 0.7510\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6064 - acc: 0.6623\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6093 - acc: 0.6509\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6035 - acc: 0.6643\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.6041 - acc: 0.6643\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6025 - acc: 0.6621\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6124 - acc: 0.6515\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6045 - acc: 0.6579\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.6064 - acc: 0.6557\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6022 - acc: 0.6602\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6042 - acc: 0.6660\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6041 - acc: 0.6588\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6007 - acc: 0.6598\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5991 - acc: 0.6620\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6036 - acc: 0.6625\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5980 - acc: 0.6602\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5970 - acc: 0.6601\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5980 - acc: 0.6641\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5974 - acc: 0.6639\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5986 - acc: 0.6661\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5980 - acc: 0.6614\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5927 - acc: 0.6679\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5993 - acc: 0.6634\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5970 - acc: 0.6671\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5971 - acc: 0.6663\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5931 - acc: 0.6724\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5923 - acc: 0.6686\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5974 - acc: 0.6624\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5889 - acc: 0.6734\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5916 - acc: 0.6654\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5885 - acc: 0.6689\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5874 - acc: 0.6694\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5848 - acc: 0.6770\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5880 - acc: 0.6742\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5832 - acc: 0.6775\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5929 - acc: 0.6693\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5915 - acc: 0.6653\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5853 - acc: 0.6778\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5844 - acc: 0.6756\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5760 - acc: 0.6786\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5805 - acc: 0.6790\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5878 - acc: 0.6724\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5777 - acc: 0.6821\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5808 - acc: 0.6766\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5770 - acc: 0.6833\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5721 - acc: 0.6839\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5763 - acc: 0.6784\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5717 - acc: 0.6848\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5868 - acc: 0.6661\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5776 - acc: 0.6800\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5731 - acc: 0.6852\n", - " 0.6531127450980393\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6076 - acc: 0.6542\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6091 - acc: 0.6503\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6051 - acc: 0.6579\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6014 - acc: 0.6676\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6038 - acc: 0.6658\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5986 - acc: 0.6660\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6012 - acc: 0.6609\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6031 - acc: 0.6621\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6002 - acc: 0.6635\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5953 - acc: 0.6729\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 41us/step - loss: 0.5986 - acc: 0.6657\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6007 - acc: 0.6660\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5985 - acc: 0.6696\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5930 - acc: 0.6730\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5903 - acc: 0.6753\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5958 - acc: 0.6718\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5992 - acc: 0.6613\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5923 - acc: 0.6720\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5880 - acc: 0.6775\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5923 - acc: 0.6742\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5857 - acc: 0.6789\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5885 - acc: 0.6789\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5963 - acc: 0.6693\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5890 - acc: 0.6779\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5846 - acc: 0.6789\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5890 - acc: 0.6797\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5814 - acc: 0.6800\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5817 - acc: 0.6825\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5803 - acc: 0.6859\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5848 - acc: 0.6759\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5829 - acc: 0.6763\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5865 - acc: 0.6767\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5770 - acc: 0.6863\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5929 - acc: 0.6751\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5886 - acc: 0.6785\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5877 - acc: 0.6852\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5888 - acc: 0.6843\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5847 - acc: 0.6817\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5807 - acc: 0.6861\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5757 - acc: 0.6894\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5768 - acc: 0.6885\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5729 - acc: 0.6898\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5735 - acc: 0.6883\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5732 - acc: 0.6843\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5749 - acc: 0.6894\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5745 - acc: 0.6829\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5694 - acc: 0.6894\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5738 - acc: 0.6905\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5653 - acc: 0.6975\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5753 - acc: 0.6870\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6045 - acc: 0.6641\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6031 - acc: 0.6658\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6157 - acc: 0.6660\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6080 - acc: 0.6696\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6001 - acc: 0.6722\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6123 - acc: 0.6491\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6028 - acc: 0.6671\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.6007 - acc: 0.6708\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5950 - acc: 0.6770\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5957 - acc: 0.6784\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5942 - acc: 0.6775\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5990 - acc: 0.6722\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5938 - acc: 0.6716\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5933 - acc: 0.6756\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5914 - acc: 0.6770\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5980 - acc: 0.6767\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5919 - acc: 0.6799\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5893 - acc: 0.6817\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6003 - acc: 0.6701\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6012 - acc: 0.6707\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5926 - acc: 0.6792\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5928 - acc: 0.6753\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5946 - acc: 0.6797\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5928 - acc: 0.6779\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5909 - acc: 0.6869\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5947 - acc: 0.6795\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5945 - acc: 0.6726\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5871 - acc: 0.6828\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5865 - acc: 0.6841\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5863 - acc: 0.6847\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5965 - acc: 0.6720\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5907 - acc: 0.6795\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5858 - acc: 0.6850\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5866 - acc: 0.6851\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5844 - acc: 0.6918\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5828 - acc: 0.6883\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5888 - acc: 0.6861\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5841 - acc: 0.6865\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5851 - acc: 0.6800\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5802 - acc: 0.6881\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5778 - acc: 0.6916\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5814 - acc: 0.6916\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5820 - acc: 0.6898\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5820 - acc: 0.6887\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5854 - acc: 0.6850\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5747 - acc: 0.6946\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5844 - acc: 0.6863\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5814 - acc: 0.6906\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5771 - acc: 0.6947\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5785 - acc: 0.6881\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6001 - acc: 0.6671\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5975 - acc: 0.6620\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6000 - acc: 0.6665\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5965 - acc: 0.6635\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5965 - acc: 0.6685\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6002 - acc: 0.6612\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5950 - acc: 0.6642\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6005 - acc: 0.6636\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5968 - acc: 0.6686\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5886 - acc: 0.6773\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5915 - acc: 0.6702\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5901 - acc: 0.6738\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5889 - acc: 0.6731\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5892 - acc: 0.6753\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5865 - acc: 0.6793\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5816 - acc: 0.6836\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5830 - acc: 0.6935\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5872 - acc: 0.6774\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5790 - acc: 0.6852\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5825 - acc: 0.6781\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5801 - acc: 0.6821\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5782 - acc: 0.6836\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5846 - acc: 0.6764\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5755 - acc: 0.6878\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5720 - acc: 0.6896\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5726 - acc: 0.6898\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5725 - acc: 0.6877\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5710 - acc: 0.6946\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5790 - acc: 0.6832\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5658 - acc: 0.6984\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5690 - acc: 0.6965\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5646 - acc: 0.6962\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5642 - acc: 0.7015\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5687 - acc: 0.6962\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5605 - acc: 0.7013\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5590 - acc: 0.6988\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5609 - acc: 0.6975\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5557 - acc: 0.7032\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5574 - acc: 0.7096\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5555 - acc: 0.7052\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5511 - acc: 0.7103\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5530 - acc: 0.7048\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5516 - acc: 0.7101\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5468 - acc: 0.7101\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5414 - acc: 0.7235\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5485 - acc: 0.7094\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5419 - acc: 0.7108\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5422 - acc: 0.7133\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5419 - acc: 0.7173\n", - "Epoch 50/50\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5382 - acc: 0.7200\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5863 - acc: 0.6789\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5917 - acc: 0.6737\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5874 - acc: 0.6698\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5896 - acc: 0.6764\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5824 - acc: 0.6834\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5775 - acc: 0.6878\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5787 - acc: 0.6837\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5763 - acc: 0.6844\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5742 - acc: 0.6885\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5777 - acc: 0.6862\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5709 - acc: 0.6916\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5708 - acc: 0.6881\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5728 - acc: 0.6884\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5707 - acc: 0.6942\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5691 - acc: 0.6942\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5628 - acc: 0.6972\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5675 - acc: 0.6950\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5613 - acc: 0.6950\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5625 - acc: 0.6987\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5616 - acc: 0.7020\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5569 - acc: 0.7045\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5513 - acc: 0.7083\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5525 - acc: 0.7067\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5479 - acc: 0.7105\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5446 - acc: 0.7111\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5434 - acc: 0.7123\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5497 - acc: 0.7064\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5452 - acc: 0.7108\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5476 - acc: 0.7076\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5424 - acc: 0.7127\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5387 - acc: 0.7148\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5354 - acc: 0.7214\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5375 - acc: 0.7164\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5287 - acc: 0.7235\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5282 - acc: 0.7208\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5274 - acc: 0.7189\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5225 - acc: 0.7305\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5313 - acc: 0.7195\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5186 - acc: 0.7294\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5184 - acc: 0.7299\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5294 - acc: 0.7250\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5265 - acc: 0.7241\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5153 - acc: 0.7329\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5194 - acc: 0.7291\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5171 - acc: 0.7325\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5148 - acc: 0.7302\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5277 - acc: 0.7350\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5222 - acc: 0.7320\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5166 - acc: 0.7314\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5127 - acc: 0.7364\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6067 - acc: 0.6520\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6049 - acc: 0.6553\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6079 - acc: 0.6477\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6085 - acc: 0.6525\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6011 - acc: 0.6502\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6091 - acc: 0.6529\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6019 - acc: 0.6557\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6028 - acc: 0.6550\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5984 - acc: 0.6561\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.6023 - acc: 0.6586\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5996 - acc: 0.6555\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5986 - acc: 0.6548\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5987 - acc: 0.6602\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5992 - acc: 0.6608\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5981 - acc: 0.6579\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5986 - acc: 0.6583\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5964 - acc: 0.6562\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5947 - acc: 0.6636\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5993 - acc: 0.6601\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6000 - acc: 0.6537\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6021 - acc: 0.6601\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5951 - acc: 0.6598\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5925 - acc: 0.6642\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5984 - acc: 0.6575\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5958 - acc: 0.6605\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5937 - acc: 0.6576\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5898 - acc: 0.6652\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5877 - acc: 0.6647\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5882 - acc: 0.6642\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5903 - acc: 0.6661\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5927 - acc: 0.6652\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5878 - acc: 0.6638\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5910 - acc: 0.6675\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5880 - acc: 0.6647\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5870 - acc: 0.6679\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5891 - acc: 0.6671\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5913 - acc: 0.6683\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5821 - acc: 0.6683\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5860 - acc: 0.6664\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5874 - acc: 0.6661\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5811 - acc: 0.6716\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5831 - acc: 0.6658\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5830 - acc: 0.6712\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5964 - acc: 0.6605\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5829 - acc: 0.6724\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5817 - acc: 0.6682\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5922 - acc: 0.6682\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5800 - acc: 0.6734\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5818 - acc: 0.6693\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5750 - acc: 0.6810\n", - " 0.6745159313725491\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6063 - acc: 0.6630\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6031 - acc: 0.6652\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6076 - acc: 0.6594\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6041 - acc: 0.6599\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6029 - acc: 0.6595\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6028 - acc: 0.6614\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6037 - acc: 0.6616\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5999 - acc: 0.6701\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5947 - acc: 0.6667\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5992 - acc: 0.6650\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5998 - acc: 0.6641\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5975 - acc: 0.6627\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5934 - acc: 0.6774\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6003 - acc: 0.6638\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5945 - acc: 0.6730\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5907 - acc: 0.6720\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5932 - acc: 0.6723\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5929 - acc: 0.6702\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5906 - acc: 0.6741\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5930 - acc: 0.6753\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5872 - acc: 0.6757\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5910 - acc: 0.6713\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5907 - acc: 0.6711\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5877 - acc: 0.6752\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5851 - acc: 0.6762\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5864 - acc: 0.6781\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5816 - acc: 0.6823\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5816 - acc: 0.6810\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5848 - acc: 0.6720\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5884 - acc: 0.6713\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5792 - acc: 0.6841\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5804 - acc: 0.6823\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5774 - acc: 0.6856\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5756 - acc: 0.6834\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5916 - acc: 0.6748\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5800 - acc: 0.6814\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5772 - acc: 0.6806\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5795 - acc: 0.6839\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5814 - acc: 0.6800\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5783 - acc: 0.6795\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5702 - acc: 0.6907\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5670 - acc: 0.6917\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5730 - acc: 0.6905\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5651 - acc: 0.6942\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5650 - acc: 0.6909\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5754 - acc: 0.6852\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5695 - acc: 0.6859\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5671 - acc: 0.6938\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5629 - acc: 0.6965\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5578 - acc: 0.7004\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5862 - acc: 0.6667\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5867 - acc: 0.6738\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5859 - acc: 0.6726\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5790 - acc: 0.6788\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5767 - acc: 0.6812\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5898 - acc: 0.6694\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5807 - acc: 0.6711\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5829 - acc: 0.6735\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5735 - acc: 0.6801\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5812 - acc: 0.6757\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5817 - acc: 0.6777\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5719 - acc: 0.6762\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5705 - acc: 0.6806\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5691 - acc: 0.6836\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5665 - acc: 0.6810\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5649 - acc: 0.6854\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5625 - acc: 0.6861\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5686 - acc: 0.6759\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5554 - acc: 0.6943\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5625 - acc: 0.6880\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5571 - acc: 0.6869\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5555 - acc: 0.6877\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5478 - acc: 0.6982\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5523 - acc: 0.7030\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5514 - acc: 0.6972\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5466 - acc: 0.7009\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5483 - acc: 0.7004\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5528 - acc: 0.6949\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5385 - acc: 0.7074\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5410 - acc: 0.7053\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5406 - acc: 0.7054\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5424 - acc: 0.7048\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5319 - acc: 0.7140\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5357 - acc: 0.7061\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5260 - acc: 0.7213\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5323 - acc: 0.7140\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5322 - acc: 0.7074\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5244 - acc: 0.7138\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5272 - acc: 0.7164\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5269 - acc: 0.7232\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5147 - acc: 0.7244\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5196 - acc: 0.7213\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5165 - acc: 0.7250\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5165 - acc: 0.7244\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5082 - acc: 0.7312\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5115 - acc: 0.7310\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5141 - acc: 0.7302\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5096 - acc: 0.7299\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5055 - acc: 0.7329\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5028 - acc: 0.7309\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6088 - acc: 0.6524\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6006 - acc: 0.6566\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6009 - acc: 0.6599\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5997 - acc: 0.6654\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6090 - acc: 0.6456\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5939 - acc: 0.6654\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6018 - acc: 0.6598\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6019 - acc: 0.6608\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6005 - acc: 0.6592\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6009 - acc: 0.6583\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5946 - acc: 0.6660\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5864 - acc: 0.6694\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5884 - acc: 0.6696\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5848 - acc: 0.6676\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5883 - acc: 0.6654\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5930 - acc: 0.6674\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5848 - acc: 0.6733\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5804 - acc: 0.6763\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5805 - acc: 0.6748\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5816 - acc: 0.6773\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5818 - acc: 0.6760\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5858 - acc: 0.6715\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5742 - acc: 0.6834\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5682 - acc: 0.6877\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5724 - acc: 0.6823\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5751 - acc: 0.6800\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5663 - acc: 0.6898\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5691 - acc: 0.6832\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5846 - acc: 0.6810\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5745 - acc: 0.6840\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5709 - acc: 0.6858\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5633 - acc: 0.6856\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5716 - acc: 0.6797\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5647 - acc: 0.6921\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5634 - acc: 0.6924\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5729 - acc: 0.6891\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5592 - acc: 0.6909\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5623 - acc: 0.6888\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5568 - acc: 0.6909\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5546 - acc: 0.6972\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5539 - acc: 0.6984\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5501 - acc: 0.6954\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5481 - acc: 0.7032\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5535 - acc: 0.7039\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5498 - acc: 0.7050\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5518 - acc: 0.6951\n", - "Epoch 47/50\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5453 - acc: 0.7063\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5496 - acc: 0.7045\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5524 - acc: 0.6942\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5351 - acc: 0.7067\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5947 - acc: 0.6617\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5909 - acc: 0.6641\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5976 - acc: 0.6592\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5932 - acc: 0.6658\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5912 - acc: 0.6639\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5870 - acc: 0.6686\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5853 - acc: 0.6730\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5930 - acc: 0.6694\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6008 - acc: 0.6647\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5832 - acc: 0.6730\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5770 - acc: 0.6806\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5756 - acc: 0.6773\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5810 - acc: 0.6786\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5762 - acc: 0.6756\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5853 - acc: 0.6680\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5868 - acc: 0.6643\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5734 - acc: 0.6777\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5669 - acc: 0.6836\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5718 - acc: 0.6708\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5721 - acc: 0.6737\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5674 - acc: 0.6818\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5610 - acc: 0.6855\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5715 - acc: 0.6858\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5677 - acc: 0.6806\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5666 - acc: 0.6823\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5643 - acc: 0.6841\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5614 - acc: 0.6848\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5635 - acc: 0.6848\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5584 - acc: 0.6867\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5593 - acc: 0.6894\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5614 - acc: 0.6883\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5548 - acc: 0.6902\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5540 - acc: 0.6900\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5497 - acc: 0.6933\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5507 - acc: 0.6991\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5523 - acc: 0.6927\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5387 - acc: 0.7023\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5474 - acc: 0.6966\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5389 - acc: 0.7004\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5469 - acc: 0.7028\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5376 - acc: 0.7064\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5418 - acc: 0.7020\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5362 - acc: 0.7034\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5386 - acc: 0.7037\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5291 - acc: 0.7115\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5331 - acc: 0.7057\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5190 - acc: 0.7178\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5270 - acc: 0.7090\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5255 - acc: 0.7134\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5331 - acc: 0.7092\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6059 - acc: 0.6584\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6053 - acc: 0.6557\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6099 - acc: 0.6572\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6116 - acc: 0.6509\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6030 - acc: 0.6614\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6075 - acc: 0.6518\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.6065 - acc: 0.6561\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.6027 - acc: 0.6598\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5995 - acc: 0.6628\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5991 - acc: 0.6566\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5976 - acc: 0.6632\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6073 - acc: 0.6548\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6017 - acc: 0.6616\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5930 - acc: 0.6727\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5921 - acc: 0.6669\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5997 - acc: 0.6680\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5917 - acc: 0.6667\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5906 - acc: 0.6693\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5925 - acc: 0.6687\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5899 - acc: 0.6718\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5876 - acc: 0.6701\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5890 - acc: 0.6713\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5813 - acc: 0.6753\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5802 - acc: 0.6832\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5880 - acc: 0.6760\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5830 - acc: 0.6773\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5845 - acc: 0.6738\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5859 - acc: 0.6745\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5884 - acc: 0.6701\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5932 - acc: 0.6652\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5803 - acc: 0.6784\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5817 - acc: 0.6823\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5771 - acc: 0.6786\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5736 - acc: 0.6841\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5710 - acc: 0.6828\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5740 - acc: 0.6859\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 40us/step - loss: 0.5757 - acc: 0.6823\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5687 - acc: 0.6898\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5721 - acc: 0.6804\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5677 - acc: 0.6896\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5695 - acc: 0.6865\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5699 - acc: 0.6909\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5632 - acc: 0.6929\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5678 - acc: 0.6896\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5679 - acc: 0.6883\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5690 - acc: 0.6911\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5601 - acc: 0.6968\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5686 - acc: 0.6856\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5628 - acc: 0.6922\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5695 - acc: 0.6870\n", - " 0.6655055147058824\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5936 - acc: 0.6726\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5902 - acc: 0.6766\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5960 - acc: 0.6680\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5935 - acc: 0.6759\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5993 - acc: 0.6727\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5959 - acc: 0.6679\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5877 - acc: 0.6799\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5891 - acc: 0.6784\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5865 - acc: 0.6786\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5897 - acc: 0.6768\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5817 - acc: 0.6898\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5781 - acc: 0.6837\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5766 - acc: 0.6884\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5700 - acc: 0.6913\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5776 - acc: 0.6873\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5737 - acc: 0.6917\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5669 - acc: 0.6920\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5661 - acc: 0.6987\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5648 - acc: 0.6973\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5756 - acc: 0.6888\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5725 - acc: 0.6961\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5631 - acc: 0.6947\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5567 - acc: 0.7024\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5549 - acc: 0.7034\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5562 - acc: 0.7061\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5538 - acc: 0.7057\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5586 - acc: 0.7035\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5460 - acc: 0.7130\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5519 - acc: 0.7023\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5541 - acc: 0.7052\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5386 - acc: 0.7160\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5433 - acc: 0.7125\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5343 - acc: 0.7255\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5318 - acc: 0.7197\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5396 - acc: 0.7131\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5341 - acc: 0.7188\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5261 - acc: 0.7237\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5256 - acc: 0.7230\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5247 - acc: 0.7258\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5271 - acc: 0.7291\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5221 - acc: 0.7301\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5139 - acc: 0.7376\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5157 - acc: 0.7317\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5203 - acc: 0.7309\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5081 - acc: 0.7389\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5094 - acc: 0.7400\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5046 - acc: 0.7466\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5011 - acc: 0.7453\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.4988 - acc: 0.7455\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.4927 - acc: 0.7544\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5952 - acc: 0.6755\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5973 - acc: 0.6645\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5932 - acc: 0.6793\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5989 - acc: 0.6687\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5934 - acc: 0.6771\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5915 - acc: 0.6720\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5918 - acc: 0.6734\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5833 - acc: 0.6837\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5813 - acc: 0.6855\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5880 - acc: 0.6811\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5796 - acc: 0.6808\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5883 - acc: 0.6834\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5778 - acc: 0.6829\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5789 - acc: 0.6914\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5738 - acc: 0.6907\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5656 - acc: 0.6942\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5707 - acc: 0.6917\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5687 - acc: 0.6968\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5711 - acc: 0.6965\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5705 - acc: 0.6921\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5602 - acc: 0.6968\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5735 - acc: 0.6909\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5640 - acc: 0.6990\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5605 - acc: 0.6995\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5664 - acc: 0.7019\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5617 - acc: 0.6931\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5584 - acc: 0.6997\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5514 - acc: 0.7076\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5571 - acc: 0.6964\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5489 - acc: 0.7072\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5472 - acc: 0.7081\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5506 - acc: 0.7064\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5430 - acc: 0.7149\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5397 - acc: 0.7142\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5344 - acc: 0.7211\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5401 - acc: 0.7122\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5408 - acc: 0.7151\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5282 - acc: 0.7230\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5369 - acc: 0.7158\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5323 - acc: 0.7213\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5378 - acc: 0.7147\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5210 - acc: 0.7261\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5232 - acc: 0.7259\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5278 - acc: 0.7255\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5224 - acc: 0.7229\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5094 - acc: 0.7373\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5139 - acc: 0.7299\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5094 - acc: 0.7335\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5043 - acc: 0.7389\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.4969 - acc: 0.7438\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6090 - acc: 0.6588\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6049 - acc: 0.6650\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6009 - acc: 0.6712\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6034 - acc: 0.6620\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6017 - acc: 0.6647\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5986 - acc: 0.6731\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5973 - acc: 0.6771\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5997 - acc: 0.6680\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5961 - acc: 0.6715\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5924 - acc: 0.6803\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5964 - acc: 0.6634\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5946 - acc: 0.6720\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5962 - acc: 0.6709\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5890 - acc: 0.6746\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5901 - acc: 0.6803\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5910 - acc: 0.6730\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5927 - acc: 0.6711\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5945 - acc: 0.6696\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5886 - acc: 0.6742\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5844 - acc: 0.6839\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5876 - acc: 0.6828\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5834 - acc: 0.6784\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5995 - acc: 0.6723\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5843 - acc: 0.6819\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5883 - acc: 0.6724\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5837 - acc: 0.6822\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5848 - acc: 0.6775\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5808 - acc: 0.6888\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5824 - acc: 0.6808\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5750 - acc: 0.6898\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5753 - acc: 0.6887\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5746 - acc: 0.6949\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5708 - acc: 0.6944\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5713 - acc: 0.6907\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5748 - acc: 0.6900\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5730 - acc: 0.6906\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5719 - acc: 0.6938\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5717 - acc: 0.6929\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5670 - acc: 0.6984\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5621 - acc: 0.7001\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5678 - acc: 0.6997\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5745 - acc: 0.6891\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5711 - acc: 0.6880\n", - "Epoch 44/50\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5558 - acc: 0.7093\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5667 - acc: 0.6969\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5569 - acc: 0.7052\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5548 - acc: 0.7087\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5542 - acc: 0.7075\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5560 - acc: 0.7060\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5519 - acc: 0.7067\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6114 - acc: 0.6608\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5999 - acc: 0.6652\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.6010 - acc: 0.6650\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.6006 - acc: 0.6621\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6040 - acc: 0.6631\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5981 - acc: 0.6757\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5962 - acc: 0.6686\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.6000 - acc: 0.6676\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 35us/step - loss: 0.5968 - acc: 0.6748\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5942 - acc: 0.6719\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5911 - acc: 0.6756\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5935 - acc: 0.6745\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5981 - acc: 0.6672\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5883 - acc: 0.6785\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5901 - acc: 0.6752\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5884 - acc: 0.6785\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5913 - acc: 0.6762\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5887 - acc: 0.6795\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5866 - acc: 0.6782\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5842 - acc: 0.6785\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5894 - acc: 0.6785\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5889 - acc: 0.6773\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5882 - acc: 0.6799\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5861 - acc: 0.6766\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5863 - acc: 0.6826\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5799 - acc: 0.6878\n", - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5754 - acc: 0.6910\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5866 - acc: 0.6808\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5801 - acc: 0.6885\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5759 - acc: 0.6980\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5769 - acc: 0.6899\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5780 - acc: 0.6876\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5673 - acc: 0.6976\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5728 - acc: 0.6951\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5729 - acc: 0.6928\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5672 - acc: 0.7005\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5759 - acc: 0.6911\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5605 - acc: 0.6984\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5688 - acc: 0.6888\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5700 - acc: 0.6946\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5665 - acc: 0.6977\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5597 - acc: 0.7031\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5710 - acc: 0.7002\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5616 - acc: 0.7017\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5642 - acc: 0.6995\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5664 - acc: 0.6980\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5526 - acc: 0.7079\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5639 - acc: 0.6986\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5653 - acc: 0.6990\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5532 - acc: 0.7097\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5916 - acc: 0.6770\n", - "Epoch 2/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5937 - acc: 0.6790\n", - "Epoch 3/50\n", - "7272/7272 [==============================] - 0s 42us/step - loss: 0.5939 - acc: 0.6749\n", - "Epoch 4/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5938 - acc: 0.6749\n", - "Epoch 5/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5913 - acc: 0.6795\n", - "Epoch 6/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5883 - acc: 0.6848\n", - "Epoch 7/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5981 - acc: 0.6730\n", - "Epoch 8/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5848 - acc: 0.6872\n", - "Epoch 9/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5823 - acc: 0.6867\n", - "Epoch 10/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5860 - acc: 0.6839\n", - "Epoch 11/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5790 - acc: 0.6885\n", - "Epoch 12/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5863 - acc: 0.6819\n", - "Epoch 13/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5760 - acc: 0.6925\n", - "Epoch 14/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5750 - acc: 0.6895\n", - "Epoch 15/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5764 - acc: 0.6910\n", - "Epoch 16/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5751 - acc: 0.6913\n", - "Epoch 17/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5759 - acc: 0.6935\n", - "Epoch 18/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5824 - acc: 0.6840\n", - "Epoch 19/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5729 - acc: 0.6944\n", - "Epoch 20/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5711 - acc: 0.6936\n", - "Epoch 21/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5714 - acc: 0.6944\n", - "Epoch 22/50\n", - "7272/7272 [==============================] - 0s 39us/step - loss: 0.5687 - acc: 0.6954\n", - "Epoch 23/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5676 - acc: 0.6950\n", - "Epoch 24/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5706 - acc: 0.6942\n", - "Epoch 25/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5616 - acc: 0.7032\n", - "Epoch 26/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5726 - acc: 0.6968\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 27/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5585 - acc: 0.7038\n", - "Epoch 28/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5591 - acc: 0.7042\n", - "Epoch 29/50\n", - "7272/7272 [==============================] - 0s 38us/step - loss: 0.5553 - acc: 0.7130\n", - "Epoch 30/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5596 - acc: 0.7060\n", - "Epoch 31/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5589 - acc: 0.7085\n", - "Epoch 32/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5519 - acc: 0.7081\n", - "Epoch 33/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5480 - acc: 0.7116\n", - "Epoch 34/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5509 - acc: 0.7131\n", - "Epoch 35/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5497 - acc: 0.7101\n", - "Epoch 36/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5566 - acc: 0.7130\n", - "Epoch 37/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5468 - acc: 0.7137\n", - "Epoch 38/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5391 - acc: 0.7173\n", - "Epoch 39/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5409 - acc: 0.7206\n", - "Epoch 40/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5407 - acc: 0.7202\n", - "Epoch 41/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5353 - acc: 0.7247\n", - "Epoch 42/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5374 - acc: 0.7235\n", - "Epoch 43/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5337 - acc: 0.7218\n", - "Epoch 44/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5289 - acc: 0.7303\n", - "Epoch 45/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5275 - acc: 0.7303\n", - "Epoch 46/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5263 - acc: 0.7327\n", - "Epoch 47/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5249 - acc: 0.7312\n", - "Epoch 48/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5228 - acc: 0.7332\n", - "Epoch 49/50\n", - "7272/7272 [==============================] - 0s 37us/step - loss: 0.5190 - acc: 0.7335\n", - "Epoch 50/50\n", - "7272/7272 [==============================] - 0s 36us/step - loss: 0.5234 - acc: 0.7336\n", - " 0.6921752450980393\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5946 - acc: 0.6748\n", - "Epoch 2/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5890 - acc: 0.6725\n", - "Epoch 3/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5915 - acc: 0.6763\n", - "Epoch 4/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5944 - acc: 0.6718\n", - "Epoch 5/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.6004 - acc: 0.6640\n", - "Epoch 6/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5871 - acc: 0.6767\n", - "Epoch 7/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5890 - acc: 0.6728\n", - "Epoch 8/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5818 - acc: 0.6822\n", - "Epoch 9/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5776 - acc: 0.6838\n", - "Epoch 10/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5813 - acc: 0.6853\n", - "Epoch 11/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5753 - acc: 0.6888\n", - "Epoch 12/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5707 - acc: 0.6888\n", - "Epoch 13/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5764 - acc: 0.6857\n", - "Epoch 14/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5777 - acc: 0.6850\n", - "Epoch 15/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5810 - acc: 0.6832\n", - "Epoch 16/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5696 - acc: 0.6949\n", - "Epoch 17/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5720 - acc: 0.6971\n", - "Epoch 18/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5695 - acc: 0.6902\n", - "Epoch 19/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5656 - acc: 0.6971\n", - "Epoch 20/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5644 - acc: 0.6989\n", - "Epoch 21/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5627 - acc: 0.6997\n", - "Epoch 22/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5640 - acc: 0.6972\n", - "Epoch 23/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5580 - acc: 0.7003\n", - "Epoch 24/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5577 - acc: 0.6983\n", - "Epoch 25/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5568 - acc: 0.7023\n", - "Epoch 26/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5572 - acc: 0.7025\n", - "Epoch 27/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5513 - acc: 0.7073\n", - "Epoch 28/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5519 - acc: 0.7049\n", - "Epoch 29/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5566 - acc: 0.7027\n", - "Epoch 30/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5561 - acc: 0.7003\n", - "Epoch 31/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5531 - acc: 0.7064\n", - "Epoch 32/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5558 - acc: 0.6972\n", - "Epoch 33/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5369 - acc: 0.7190\n", - "Epoch 34/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5435 - acc: 0.7100\n", - "Epoch 35/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5405 - acc: 0.7151\n", - "Epoch 36/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5384 - acc: 0.7177\n", - "Epoch 37/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5344 - acc: 0.7161\n", - "Epoch 38/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5470 - acc: 0.7141\n", - "Epoch 39/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5430 - acc: 0.7129\n", - "Epoch 40/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5374 - acc: 0.7196\n", - "Epoch 41/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5334 - acc: 0.7228\n", - "Epoch 42/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5295 - acc: 0.7217\n", - "Epoch 43/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5377 - acc: 0.7150\n", - "Epoch 44/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5321 - acc: 0.7251\n", - "Epoch 45/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5319 - acc: 0.7249\n", - "Epoch 46/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5291 - acc: 0.7213\n", - "Epoch 47/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5249 - acc: 0.7203\n", - "Epoch 48/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5277 - acc: 0.7209\n", - "Epoch 49/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5183 - acc: 0.7317\n", - "Epoch 50/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5173 - acc: 0.7337\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.6188 - acc: 0.6477\n", - "Epoch 2/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6069 - acc: 0.6521\n", - "Epoch 3/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6057 - acc: 0.6582\n", - "Epoch 4/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.6083 - acc: 0.6517\n", - "Epoch 5/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.6117 - acc: 0.6483\n", - "Epoch 6/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.6158 - acc: 0.6480\n", - "Epoch 7/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.6065 - acc: 0.6559\n", - "Epoch 8/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.6030 - acc: 0.6576\n", - "Epoch 9/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.6042 - acc: 0.6508\n", - "Epoch 10/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.6028 - acc: 0.6561\n", - "Epoch 11/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.6002 - acc: 0.6648\n", - "Epoch 12/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.6052 - acc: 0.6516\n", - "Epoch 13/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5982 - acc: 0.6651\n", - "Epoch 14/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5981 - acc: 0.6647\n", - "Epoch 15/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5961 - acc: 0.6655\n", - "Epoch 16/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5951 - acc: 0.6673\n", - "Epoch 17/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5945 - acc: 0.6689\n", - "Epoch 18/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5948 - acc: 0.6633\n", - "Epoch 19/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5970 - acc: 0.6666\n", - "Epoch 20/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.6010 - acc: 0.6594\n", - "Epoch 21/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5918 - acc: 0.6714\n", - "Epoch 22/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5940 - acc: 0.6685\n", - "Epoch 23/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5967 - acc: 0.6644\n", - "Epoch 24/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5928 - acc: 0.6660\n", - "Epoch 25/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5908 - acc: 0.6692\n", - "Epoch 26/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5865 - acc: 0.6778\n", - "Epoch 27/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5954 - acc: 0.6655\n", - "Epoch 28/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5892 - acc: 0.6706\n", - "Epoch 29/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5884 - acc: 0.6719\n", - "Epoch 30/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5898 - acc: 0.6758\n", - "Epoch 31/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5965 - acc: 0.6662\n", - "Epoch 32/50\n", - "7273/7273 [==============================] - 0s 41us/step - loss: 0.5859 - acc: 0.6759\n", - "Epoch 33/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5933 - acc: 0.6638\n", - "Epoch 34/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.6032 - acc: 0.6578\n", - "Epoch 35/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5927 - acc: 0.6642\n", - "Epoch 36/50\n", - "7273/7273 [==============================] - 0s 39us/step - loss: 0.5895 - acc: 0.6662\n", - "Epoch 37/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5960 - acc: 0.6638\n", - "Epoch 38/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5916 - acc: 0.6653\n", - "Epoch 39/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5936 - acc: 0.6649\n", - "Epoch 40/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5935 - acc: 0.6660\n", - "Epoch 41/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5915 - acc: 0.6630\n", - "Epoch 42/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5874 - acc: 0.6668\n", - "Epoch 43/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5906 - acc: 0.6666\n", - "Epoch 44/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5930 - acc: 0.6571\n", - "Epoch 45/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5873 - acc: 0.6660\n", - "Epoch 46/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5871 - acc: 0.6695\n", - "Epoch 47/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5899 - acc: 0.6688\n", - "Epoch 48/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5904 - acc: 0.6707\n", - "Epoch 49/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5883 - acc: 0.6706\n", - "Epoch 50/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5955 - acc: 0.6605\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5966 - acc: 0.6733\n", - "Epoch 2/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5923 - acc: 0.6744\n", - "Epoch 3/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5910 - acc: 0.6710\n", - "Epoch 4/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5936 - acc: 0.6794\n", - "Epoch 5/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5857 - acc: 0.6803\n", - "Epoch 6/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5931 - acc: 0.6765\n", - "Epoch 7/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5869 - acc: 0.6862\n", - "Epoch 8/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5809 - acc: 0.6894\n", - "Epoch 9/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5866 - acc: 0.6821\n", - "Epoch 10/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5822 - acc: 0.6861\n", - "Epoch 11/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5868 - acc: 0.6847\n", - "Epoch 12/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5800 - acc: 0.6883\n", - "Epoch 13/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5850 - acc: 0.6750\n", - "Epoch 14/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5753 - acc: 0.6875\n", - "Epoch 15/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5712 - acc: 0.6898\n", - "Epoch 16/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5729 - acc: 0.6960\n", - "Epoch 17/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5734 - acc: 0.6858\n", - "Epoch 18/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5682 - acc: 0.6981\n", - "Epoch 19/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5747 - acc: 0.6956\n", - "Epoch 20/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5651 - acc: 0.6982\n", - "Epoch 21/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5624 - acc: 0.7015\n", - "Epoch 22/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5609 - acc: 0.7051\n", - "Epoch 23/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5600 - acc: 0.7023\n", - "Epoch 24/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5645 - acc: 0.6998\n", - "Epoch 25/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5599 - acc: 0.6997\n", - "Epoch 26/50\n", - "7273/7273 [==============================] - 0s 39us/step - loss: 0.5566 - acc: 0.7063\n", - "Epoch 27/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5569 - acc: 0.7063\n", - "Epoch 28/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5515 - acc: 0.7058\n", - "Epoch 29/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5540 - acc: 0.7086\n", - "Epoch 30/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5477 - acc: 0.7130\n", - "Epoch 31/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5452 - acc: 0.7165\n", - "Epoch 32/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5511 - acc: 0.7097\n", - "Epoch 33/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5476 - acc: 0.7133\n", - "Epoch 34/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5486 - acc: 0.7121\n", - "Epoch 35/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5503 - acc: 0.7108\n", - "Epoch 36/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5458 - acc: 0.7143\n", - "Epoch 37/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5468 - acc: 0.7141\n", - "Epoch 38/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5457 - acc: 0.7125\n", - "Epoch 39/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5357 - acc: 0.7229\n", - "Epoch 40/50\n", - "7273/7273 [==============================] - 0s 40us/step - loss: 0.5356 - acc: 0.7202\n", - "Epoch 41/50\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5350 - acc: 0.7206\n", - "Epoch 42/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5404 - acc: 0.7190\n", - "Epoch 43/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5450 - acc: 0.7168\n", - "Epoch 44/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5393 - acc: 0.7210\n", - "Epoch 45/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5344 - acc: 0.7203\n", - "Epoch 46/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5310 - acc: 0.7271\n", - "Epoch 47/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5336 - acc: 0.7183\n", - "Epoch 48/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5312 - acc: 0.7216\n", - "Epoch 49/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5337 - acc: 0.7220\n", - "Epoch 50/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5268 - acc: 0.7306\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.6021 - acc: 0.6581\n", - "Epoch 2/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6001 - acc: 0.6634\n", - "Epoch 3/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6036 - acc: 0.6671\n", - "Epoch 4/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.6008 - acc: 0.6629\n", - "Epoch 5/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6037 - acc: 0.6638\n", - "Epoch 6/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.6018 - acc: 0.6631\n", - "Epoch 7/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5948 - acc: 0.6726\n", - "Epoch 8/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5953 - acc: 0.6670\n", - "Epoch 9/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5941 - acc: 0.6681\n", - "Epoch 10/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5930 - acc: 0.6743\n", - "Epoch 11/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6021 - acc: 0.6638\n", - "Epoch 12/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5909 - acc: 0.6800\n", - "Epoch 13/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5943 - acc: 0.6725\n", - "Epoch 14/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5884 - acc: 0.6787\n", - "Epoch 15/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5921 - acc: 0.6719\n", - "Epoch 16/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5940 - acc: 0.6671\n", - "Epoch 17/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5911 - acc: 0.6741\n", - "Epoch 18/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5877 - acc: 0.6821\n", - "Epoch 19/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5828 - acc: 0.6829\n", - "Epoch 20/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5878 - acc: 0.6776\n", - "Epoch 21/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5834 - acc: 0.6803\n", - "Epoch 22/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5826 - acc: 0.6831\n", - "Epoch 23/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5955 - acc: 0.6740\n", - "Epoch 24/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5808 - acc: 0.6778\n", - "Epoch 25/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5818 - acc: 0.6816\n", - "Epoch 26/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5773 - acc: 0.6818\n", - "Epoch 27/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5830 - acc: 0.6827\n", - "Epoch 28/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5842 - acc: 0.6758\n", - "Epoch 29/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5780 - acc: 0.6866\n", - "Epoch 30/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5759 - acc: 0.6857\n", - "Epoch 31/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5801 - acc: 0.6811\n", - "Epoch 32/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5727 - acc: 0.6901\n", - "Epoch 33/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5721 - acc: 0.6875\n", - "Epoch 34/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5774 - acc: 0.6822\n", - "Epoch 35/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5725 - acc: 0.6893\n", - "Epoch 36/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5734 - acc: 0.6931\n", - "Epoch 37/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5797 - acc: 0.6858\n", - "Epoch 38/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5775 - acc: 0.6802\n", - "Epoch 39/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5690 - acc: 0.6990\n", - "Epoch 40/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5652 - acc: 0.6928\n", - "Epoch 41/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5670 - acc: 0.6926\n", - "Epoch 42/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5675 - acc: 0.6927\n", - "Epoch 43/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5611 - acc: 0.6979\n", - "Epoch 44/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5617 - acc: 0.6946\n", - "Epoch 45/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5591 - acc: 0.7000\n", - "Epoch 46/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5603 - acc: 0.6998\n", - "Epoch 47/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5585 - acc: 0.6997\n", - "Epoch 48/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5585 - acc: 0.7012\n", - "Epoch 49/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5523 - acc: 0.7080\n", - "Epoch 50/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5639 - acc: 0.6961\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6104 - acc: 0.6564\n", - "Epoch 2/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6013 - acc: 0.6615\n", - "Epoch 3/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.6019 - acc: 0.6622\n", - "Epoch 4/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5970 - acc: 0.6671\n", - "Epoch 5/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6036 - acc: 0.6618\n", - "Epoch 6/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.6001 - acc: 0.6652\n", - "Epoch 7/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.6071 - acc: 0.6582\n", - "Epoch 8/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5931 - acc: 0.6689\n", - "Epoch 9/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5960 - acc: 0.6710\n", - "Epoch 10/50\n", - "7273/7273 [==============================] - 0s 39us/step - loss: 0.5942 - acc: 0.6675\n", - "Epoch 11/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5917 - acc: 0.6722\n", - "Epoch 12/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5873 - acc: 0.6762\n", - "Epoch 13/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5942 - acc: 0.6696\n", - "Epoch 14/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5862 - acc: 0.6795\n", - "Epoch 15/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5858 - acc: 0.6762\n", - "Epoch 16/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5859 - acc: 0.6729\n", - "Epoch 17/50\n", - "7273/7273 [==============================] - 0s 39us/step - loss: 0.5871 - acc: 0.6781\n", - "Epoch 18/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5847 - acc: 0.6761\n", - "Epoch 19/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5888 - acc: 0.6718\n", - "Epoch 20/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5817 - acc: 0.6822\n", - "Epoch 21/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5796 - acc: 0.6799\n", - "Epoch 22/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5806 - acc: 0.6769\n", - "Epoch 23/50\n", - "7273/7273 [==============================] - 0s 39us/step - loss: 0.5785 - acc: 0.6862\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 24/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5794 - acc: 0.6820\n", - "Epoch 25/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5777 - acc: 0.6831\n", - "Epoch 26/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5759 - acc: 0.6829\n", - "Epoch 27/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5748 - acc: 0.6814\n", - "Epoch 28/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5713 - acc: 0.6861\n", - "Epoch 29/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5733 - acc: 0.6876\n", - "Epoch 30/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5728 - acc: 0.6893\n", - "Epoch 31/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5725 - acc: 0.6868\n", - "Epoch 32/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5691 - acc: 0.6916\n", - "Epoch 33/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5599 - acc: 0.6938\n", - "Epoch 34/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5719 - acc: 0.6894\n", - "Epoch 35/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5645 - acc: 0.6974\n", - "Epoch 36/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5646 - acc: 0.6960\n", - "Epoch 37/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5707 - acc: 0.6898\n", - "Epoch 38/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5634 - acc: 0.6961\n", - "Epoch 39/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5582 - acc: 0.7001\n", - "Epoch 40/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5537 - acc: 0.6989\n", - "Epoch 41/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5520 - acc: 0.7048\n", - "Epoch 42/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5549 - acc: 0.6979\n", - "Epoch 43/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5580 - acc: 0.6952\n", - "Epoch 44/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5467 - acc: 0.7069\n", - "Epoch 45/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5517 - acc: 0.7073\n", - "Epoch 46/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5485 - acc: 0.7055\n", - "Epoch 47/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5462 - acc: 0.7036\n", - "Epoch 48/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5490 - acc: 0.7081\n", - "Epoch 49/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5482 - acc: 0.7038\n", - "Epoch 50/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5427 - acc: 0.7063\n", - " 0.678544226044226\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.6071 - acc: 0.6524\n", - "Epoch 2/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.6038 - acc: 0.6527\n", - "Epoch 3/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.6039 - acc: 0.6554\n", - "Epoch 4/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.6042 - acc: 0.6579\n", - "Epoch 5/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6047 - acc: 0.6538\n", - "Epoch 6/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5983 - acc: 0.6604\n", - "Epoch 7/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6015 - acc: 0.6620\n", - "Epoch 8/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5949 - acc: 0.6662\n", - "Epoch 9/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5957 - acc: 0.6616\n", - "Epoch 10/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.6007 - acc: 0.6636\n", - "Epoch 11/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5969 - acc: 0.6647\n", - "Epoch 12/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5907 - acc: 0.6706\n", - "Epoch 13/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6016 - acc: 0.6633\n", - "Epoch 14/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5977 - acc: 0.6674\n", - "Epoch 15/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5929 - acc: 0.6697\n", - "Epoch 16/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5898 - acc: 0.6675\n", - "Epoch 17/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5882 - acc: 0.6732\n", - "Epoch 18/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.6002 - acc: 0.6671\n", - "Epoch 19/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5864 - acc: 0.6721\n", - "Epoch 20/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5889 - acc: 0.6704\n", - "Epoch 21/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5844 - acc: 0.6755\n", - "Epoch 22/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5918 - acc: 0.6685\n", - "Epoch 23/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5851 - acc: 0.6686\n", - "Epoch 24/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5816 - acc: 0.6784\n", - "Epoch 25/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5841 - acc: 0.6776\n", - "Epoch 26/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5773 - acc: 0.6763\n", - "Epoch 27/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5828 - acc: 0.6784\n", - "Epoch 28/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5795 - acc: 0.6860\n", - "Epoch 29/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5753 - acc: 0.6822\n", - "Epoch 30/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5765 - acc: 0.6814\n", - "Epoch 31/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5799 - acc: 0.6787\n", - "Epoch 32/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5725 - acc: 0.6861\n", - "Epoch 33/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5727 - acc: 0.6890\n", - "Epoch 34/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5774 - acc: 0.6838\n", - "Epoch 35/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5717 - acc: 0.6825\n", - "Epoch 36/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5745 - acc: 0.6875\n", - "Epoch 37/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5710 - acc: 0.6897\n", - "Epoch 38/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5692 - acc: 0.6862\n", - "Epoch 39/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5749 - acc: 0.6853\n", - "Epoch 40/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5655 - acc: 0.6864\n", - "Epoch 41/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5701 - acc: 0.6893\n", - "Epoch 42/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5749 - acc: 0.6810\n", - "Epoch 43/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5621 - acc: 0.6926\n", - "Epoch 44/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5691 - acc: 0.6894\n", - "Epoch 45/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5659 - acc: 0.6932\n", - "Epoch 46/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5677 - acc: 0.6917\n", - "Epoch 47/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5646 - acc: 0.6890\n", - "Epoch 48/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5563 - acc: 0.7016\n", - "Epoch 49/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5554 - acc: 0.6994\n", - "Epoch 50/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5579 - acc: 0.6972\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5978 - acc: 0.6671\n", - "Epoch 2/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5929 - acc: 0.6699\n", - "Epoch 3/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5898 - acc: 0.6769\n", - "Epoch 4/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.6013 - acc: 0.6603\n", - "Epoch 5/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5926 - acc: 0.6690\n", - "Epoch 6/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5894 - acc: 0.6767\n", - "Epoch 7/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5941 - acc: 0.6777\n", - "Epoch 8/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5873 - acc: 0.6752\n", - "Epoch 9/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5927 - acc: 0.6707\n", - "Epoch 10/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5793 - acc: 0.6816\n", - "Epoch 11/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5809 - acc: 0.6798\n", - "Epoch 12/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5869 - acc: 0.6788\n", - "Epoch 13/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5781 - acc: 0.6844\n", - "Epoch 14/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5853 - acc: 0.6774\n", - "Epoch 15/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5847 - acc: 0.6755\n", - "Epoch 16/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5774 - acc: 0.6821\n", - "Epoch 17/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5777 - acc: 0.6827\n", - "Epoch 18/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5746 - acc: 0.6877\n", - "Epoch 19/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5749 - acc: 0.6858\n", - "Epoch 20/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5745 - acc: 0.6869\n", - "Epoch 21/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5701 - acc: 0.6964\n", - "Epoch 22/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5691 - acc: 0.6912\n", - "Epoch 23/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5728 - acc: 0.6879\n", - "Epoch 24/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5671 - acc: 0.6894\n", - "Epoch 25/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5639 - acc: 0.6917\n", - "Epoch 26/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5863 - acc: 0.6732\n", - "Epoch 27/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5754 - acc: 0.6844\n", - "Epoch 28/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5649 - acc: 0.6950\n", - "Epoch 29/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5593 - acc: 0.6982\n", - "Epoch 30/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5633 - acc: 0.6968\n", - "Epoch 31/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5533 - acc: 0.7027\n", - "Epoch 32/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5564 - acc: 0.6950\n", - "Epoch 33/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5571 - acc: 0.7001\n", - "Epoch 34/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5589 - acc: 0.6941\n", - "Epoch 35/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5569 - acc: 0.7033\n", - "Epoch 36/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5598 - acc: 0.6957\n", - "Epoch 37/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5556 - acc: 0.6961\n", - "Epoch 38/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5455 - acc: 0.7062\n", - "Epoch 39/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5614 - acc: 0.6953\n", - "Epoch 40/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5599 - acc: 0.6967\n", - "Epoch 41/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5494 - acc: 0.7034\n", - "Epoch 42/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5411 - acc: 0.7082\n", - "Epoch 43/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5560 - acc: 0.7011\n", - "Epoch 44/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5456 - acc: 0.7093\n", - "Epoch 45/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5510 - acc: 0.6994\n", - "Epoch 46/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5419 - acc: 0.7074\n", - "Epoch 47/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5482 - acc: 0.7088\n", - "Epoch 48/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5406 - acc: 0.7092\n", - "Epoch 49/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5375 - acc: 0.7115\n", - "Epoch 50/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5412 - acc: 0.7067\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6014 - acc: 0.6659\n", - "Epoch 2/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6084 - acc: 0.6574\n", - "Epoch 3/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6004 - acc: 0.6608\n", - "Epoch 4/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5958 - acc: 0.6663\n", - "Epoch 5/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5937 - acc: 0.6679\n", - "Epoch 6/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5924 - acc: 0.6701\n", - "Epoch 7/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5951 - acc: 0.6715\n", - "Epoch 8/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5981 - acc: 0.6719\n", - "Epoch 9/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5906 - acc: 0.6730\n", - "Epoch 10/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5915 - acc: 0.6712\n", - "Epoch 11/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5923 - acc: 0.6740\n", - "Epoch 12/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5964 - acc: 0.6711\n", - "Epoch 13/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5857 - acc: 0.6785\n", - "Epoch 14/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5908 - acc: 0.6722\n", - "Epoch 15/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5860 - acc: 0.6783\n", - "Epoch 16/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5874 - acc: 0.6789\n", - "Epoch 17/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5781 - acc: 0.6816\n", - "Epoch 18/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5873 - acc: 0.6747\n", - "Epoch 19/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5826 - acc: 0.6784\n", - "Epoch 20/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5806 - acc: 0.6869\n", - "Epoch 21/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5757 - acc: 0.6853\n", - "Epoch 22/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5764 - acc: 0.6854\n", - "Epoch 23/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5768 - acc: 0.6824\n", - "Epoch 24/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5737 - acc: 0.6884\n", - "Epoch 25/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5708 - acc: 0.6912\n", - "Epoch 26/50\n", - "7273/7273 [==============================] - 0s 39us/step - loss: 0.5798 - acc: 0.6844\n", - "Epoch 27/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5745 - acc: 0.6876\n", - "Epoch 28/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5735 - acc: 0.6858\n", - "Epoch 29/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5727 - acc: 0.6902\n", - "Epoch 30/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5712 - acc: 0.6906\n", - "Epoch 31/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5681 - acc: 0.6920\n", - "Epoch 32/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5760 - acc: 0.6791\n", - "Epoch 33/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5647 - acc: 0.6963\n", - "Epoch 34/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5652 - acc: 0.6957\n", - "Epoch 35/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5663 - acc: 0.6976\n", - "Epoch 36/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5586 - acc: 0.7026\n", - "Epoch 37/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5632 - acc: 0.6927\n", - "Epoch 38/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5627 - acc: 0.6997\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 39/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5629 - acc: 0.6970\n", - "Epoch 40/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5566 - acc: 0.7034\n", - "Epoch 41/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5588 - acc: 0.6967\n", - "Epoch 42/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5583 - acc: 0.6972\n", - "Epoch 43/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5583 - acc: 0.6994\n", - "Epoch 44/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5488 - acc: 0.7078\n", - "Epoch 45/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5542 - acc: 0.7029\n", - "Epoch 46/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5540 - acc: 0.7056\n", - "Epoch 47/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5488 - acc: 0.7108\n", - "Epoch 48/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5529 - acc: 0.7030\n", - "Epoch 49/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5533 - acc: 0.7073\n", - "Epoch 50/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5506 - acc: 0.7051\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5972 - acc: 0.6668\n", - "Epoch 2/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5964 - acc: 0.6651\n", - "Epoch 3/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5952 - acc: 0.6674\n", - "Epoch 4/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6018 - acc: 0.6594\n", - "Epoch 5/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5935 - acc: 0.6666\n", - "Epoch 6/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5933 - acc: 0.6637\n", - "Epoch 7/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5901 - acc: 0.6690\n", - "Epoch 8/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5875 - acc: 0.6729\n", - "Epoch 9/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5905 - acc: 0.6732\n", - "Epoch 10/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5882 - acc: 0.6776\n", - "Epoch 11/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5879 - acc: 0.6736\n", - "Epoch 12/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5838 - acc: 0.6778\n", - "Epoch 13/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5842 - acc: 0.6783\n", - "Epoch 14/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5824 - acc: 0.6785\n", - "Epoch 15/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5825 - acc: 0.6763\n", - "Epoch 16/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5750 - acc: 0.6868\n", - "Epoch 17/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5835 - acc: 0.6761\n", - "Epoch 18/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5774 - acc: 0.6816\n", - "Epoch 19/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5762 - acc: 0.6840\n", - "Epoch 20/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5756 - acc: 0.6806\n", - "Epoch 21/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5727 - acc: 0.6843\n", - "Epoch 22/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5678 - acc: 0.6893\n", - "Epoch 23/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5740 - acc: 0.6822\n", - "Epoch 24/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5720 - acc: 0.6849\n", - "Epoch 25/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5678 - acc: 0.6882\n", - "Epoch 26/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5698 - acc: 0.6886\n", - "Epoch 27/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5660 - acc: 0.6891\n", - "Epoch 28/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5647 - acc: 0.6895\n", - "Epoch 29/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5678 - acc: 0.6873\n", - "Epoch 30/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5681 - acc: 0.6942\n", - "Epoch 31/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5712 - acc: 0.6886\n", - "Epoch 32/50\n", - "7273/7273 [==============================] - 0s 39us/step - loss: 0.5656 - acc: 0.6921\n", - "Epoch 33/50\n", - "7273/7273 [==============================] - 0s 39us/step - loss: 0.5596 - acc: 0.6957\n", - "Epoch 34/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5639 - acc: 0.6946\n", - "Epoch 35/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5510 - acc: 0.7042\n", - "Epoch 36/50\n", - "7273/7273 [==============================] - 0s 35us/step - loss: 0.5591 - acc: 0.6886\n", - "Epoch 37/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5597 - acc: 0.6990\n", - "Epoch 38/50\n", - "7273/7273 [==============================] - 0s 39us/step - loss: 0.5568 - acc: 0.6990\n", - "Epoch 39/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5492 - acc: 0.7019\n", - "Epoch 40/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5514 - acc: 0.7034\n", - "Epoch 41/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5536 - acc: 0.6982\n", - "Epoch 42/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5474 - acc: 0.7071\n", - "Epoch 43/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5563 - acc: 0.6992\n", - "Epoch 44/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5502 - acc: 0.7001\n", - "Epoch 45/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5464 - acc: 0.7019\n", - "Epoch 46/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5477 - acc: 0.7060\n", - "Epoch 47/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5403 - acc: 0.7129\n", - "Epoch 48/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5475 - acc: 0.7026\n", - "Epoch 49/50\n", - "7273/7273 [==============================] - 0s 39us/step - loss: 0.5446 - acc: 0.7018\n", - "Epoch 50/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5366 - acc: 0.7180\n", - ">>\n", - ".\n", - "Epoch 1/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5954 - acc: 0.6640\n", - "Epoch 2/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.6007 - acc: 0.6623\n", - "Epoch 3/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5960 - acc: 0.6629\n", - "Epoch 4/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5924 - acc: 0.6714\n", - "Epoch 5/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5921 - acc: 0.6620\n", - "Epoch 6/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5954 - acc: 0.6601\n", - "Epoch 7/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5921 - acc: 0.6704\n", - "Epoch 8/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5917 - acc: 0.6625\n", - "Epoch 9/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5901 - acc: 0.6719\n", - "Epoch 10/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5894 - acc: 0.6754\n", - "Epoch 11/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5879 - acc: 0.6659\n", - "Epoch 12/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5907 - acc: 0.6670\n", - "Epoch 13/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5876 - acc: 0.6707\n", - "Epoch 14/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5877 - acc: 0.6699\n", - "Epoch 15/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5824 - acc: 0.6730\n", - "Epoch 16/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5869 - acc: 0.6755\n", - "Epoch 17/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5777 - acc: 0.6767\n", - "Epoch 18/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5822 - acc: 0.6721\n", - "Epoch 19/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5775 - acc: 0.6814\n", - "Epoch 20/50\n", - "7273/7273 [==============================] - 0s 40us/step - loss: 0.5790 - acc: 0.6740\n", - "Epoch 21/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5760 - acc: 0.6792\n", - "Epoch 22/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5755 - acc: 0.6833\n", - "Epoch 23/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5761 - acc: 0.6781\n", - "Epoch 24/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5825 - acc: 0.6736\n", - "Epoch 25/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5772 - acc: 0.6799\n", - "Epoch 26/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5727 - acc: 0.6796\n", - "Epoch 27/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5688 - acc: 0.6879\n", - "Epoch 28/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5677 - acc: 0.6884\n", - "Epoch 29/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5746 - acc: 0.6754\n", - "Epoch 30/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5751 - acc: 0.6774\n", - "Epoch 31/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5705 - acc: 0.6846\n", - "Epoch 32/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5679 - acc: 0.6851\n", - "Epoch 33/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5640 - acc: 0.6884\n", - "Epoch 34/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5683 - acc: 0.6872\n", - "Epoch 35/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5671 - acc: 0.6851\n", - "Epoch 36/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5569 - acc: 0.6997\n", - "Epoch 37/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5636 - acc: 0.6941\n", - "Epoch 38/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5600 - acc: 0.6937\n", - "Epoch 39/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5526 - acc: 0.7001\n", - "Epoch 40/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5640 - acc: 0.6924\n", - "Epoch 41/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5585 - acc: 0.6912\n", - "Epoch 42/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5570 - acc: 0.6921\n", - "Epoch 43/50\n", - "7273/7273 [==============================] - 0s 38us/step - loss: 0.5471 - acc: 0.7067\n", - "Epoch 44/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5511 - acc: 0.7060\n", - "Epoch 45/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5508 - acc: 0.6997\n", - "Epoch 46/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5526 - acc: 0.6981\n", - "Epoch 47/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5480 - acc: 0.7051\n", - "Epoch 48/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5590 - acc: 0.6912\n", - "Epoch 49/50\n", - "7273/7273 [==============================] - 0s 37us/step - loss: 0.5463 - acc: 0.7014\n", - "Epoch 50/50\n", - "7273/7273 [==============================] - 0s 36us/step - loss: 0.5408 - acc: 0.7095\n", - " 0.6812592137592137\n" - ] - }, - { - "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": { - "text/plain": [ - "array([0.44792596, 0.69121736, 0.4685978 , ..., 0.83220756, 0.48728314,\n", - " 0.46735853])" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cv = StratifiedKFold(n_splits=10)\n", - "results = np.zeros_like(y, dtype=float)\n", - "\n", - "tprs = []\n", - "aucs = []\n", - "mean_fpr = np.linspace(0, 1, 100)\n", - "\n", - "i = 0\n", - "for train, test in cv.split(X, y):\n", - " keras.backend.clear_session()\n", - " prbs=[]\n", - " for mod in range(5):\n", - " print('>>')\n", - " curr_try = 0\n", - " while curr_try <10:\n", - " print('.')\n", - "\n", - " model = Sequential()\n", - " model.add(Dense(64, input_dim=X.shape[1], activation='relu'))\n", - " model.add(Dense(64, activation='relu'))\n", - " model.add(Dense(64, activation='relu'))\n", - " model.add(Dense(64, activation='relu'))\n", - " model.add(Dense(1, activation='sigmoid'))\n", - " # Compile model\n", - " opt = keras.optimizers.Adam(epsilon=None, amsgrad=True)\n", - " model.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\n", - " \n", - " # Fit the model\n", - " history = model.fit(X[train,:], y[train], epochs=50, batch_size=64, verbose=0)\n", - " if history.history['acc'][-1] > 0.53:\n", - " break\n", - " else:\n", - " curr_try += 1\n", - "\n", - " # Fit the model\n", - " model.fit(X[train,:], y[train], epochs=50, batch_size=64, verbose=1)\n", - " \n", - " # evaluate the model\n", - " probas_ = model.predict(X[test,:])\n", - " prbs.append(probas_)\n", - " # Average the predictions\n", - " probas_ = np.mean(np.hstack(prbs), axis=1)\n", - " results[test] = probas_\n", - " \n", - " # Compute ROC curve and area the curve\n", - " fpr, tpr, thresholds = roc_curve(y[test], probas_[ :])\n", - " print(' ' + str(auc(fpr, tpr)))\n", - " tprs.append(interp(mean_fpr, fpr, tpr))\n", - " tprs[-1][0] = 0.0\n", - " roc_auc = auc(fpr, tpr)\n", - " aucs.append(roc_auc)\n", - " plt.plot(fpr, tpr, lw=1, alpha=0.3,\n", - " label='ROC fold %d (AUC = %0.2f)' % (i, roc_auc))\n", - "\n", - " i += 1\n", - "plt.plot([0, 1], [0, 1], linestyle='--', lw=2, color='r',\n", - " label='Chance', alpha=.8)\n", - "\n", - "mean_tpr = np.mean(tprs, axis=0)\n", - "mean_tpr[-1] = 1.0\n", - "mean_auc = auc(mean_fpr, mean_tpr)\n", - "std_auc = np.std(aucs)\n", - "plt.plot(mean_fpr, mean_tpr, color='b',\n", - " label=r'Mean ROC (AUC = %0.2f $\\pm$ %0.2f)' % (mean_auc, std_auc),\n", - " lw=2, alpha=.8)\n", - "\n", - "std_tpr = np.std(tprs, axis=0)\n", - "tprs_upper = np.minimum(mean_tpr + std_tpr, 1)\n", - "tprs_lower = np.maximum(mean_tpr - std_tpr, 0)\n", - "plt.fill_between(mean_fpr, tprs_lower, tprs_upper, color='grey', alpha=.2,\n", - " label=r'$\\pm$ 1 std. dev.')\n", - "\n", - "plt.xlim([-0.05, 1.05])\n", - "plt.ylim([-0.05, 1.05])\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "plt.title('Receiver operating characteristic example')\n", - "plt.legend(loc=\"lower right\")\n", - "plt.show()\n", - "results" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "df_results = pd.DataFrame(data={\"name\": names, 'pred': results})\n", - "df_results.to_csv('/home/drewe/notebooks/genotox/pred.csv', index=None)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "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" - } - ], - "source": [ - "plt.hist(results[y==0],100, color='red', alpha=0.5)\n", - "plt.hist(results[y==1],100, color='blue', alpha=0.5)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f6aec4c5128>]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "results[test] = probas_\n", - "plt.plot(results)" - ] - }, - { - "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": "3.7.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} |