In [2]:
# -*- coding: utf-8 -*-
#
# Based on Keras MNIST CNN example (François Chollet)
# https://github.com/fchollet/keras/blob/master/examples/mnist_cnn.py
# LICENSE : The MIT License (MIT)
#
from __future__ import print_function
import numpy as np
np.set_printoptions(threshold=np.nan) # NumPy:print時に要素を省略しない
np.random.seed(20170712) # NumPy:シード値を固定
import keras
from keras.datasets import mnist
from keras.models import Sequential
from keras.layers.core import Dense, Dropout, Flatten
from keras.layers import Conv2D, MaxPooling2D
from keras import backend as K
batch_size = 128 # 学習時のバッチ処理サイズ
num_classes = 10 # 0～9までの10分類
epochs = 1 # 学習回数
# 入力画像サイズ
img_rows, img_cols = 28, 28
# MNIST データセットのロード
# 0～9までの数字を手書きしたサイズ28x28のグレースケール画像データと、正解データ(描いた数字)のデータセット
# 60,000件の学習用データセットと10,000件の検証用データセットにわかれる
# (http://yann.lecun.com/exdb/mnist/)
#
# *_train : 学習用データ60,000件
# *_test : 検証用データ10,000件
# x_*** : 画像データ(サイズ28x28)
# y_*** : 正解データ(画像が描いた数字)
(x_train, y_train), (x_test, y_test) = mnist.load_data()
# データ構造変更
# Tensorflow : (img_rows, img_cols, channel)
# Theano : (channel, img_rows, img_cols)
if K.image_data_format() == 'channels_first':
x_train = x_train.reshape(x_train.shape[0], 1, img_rows, img_cols)
x_test = x_test.reshape(x_test.shape[0], 1, img_rows, img_cols)
input_shape = (1, img_rows, img_cols)
else:
x_train = x_train.reshape(x_train.shape[0], img_rows, img_cols, 1)
x_test = x_test.reshape(x_test.shape[0], img_rows, img_cols, 1)
input_shape = (img_rows, img_cols, 1)
# 画像データの値を256階調グレースケールから0.0～1.0に変換
x_train = x_train.astype('float32')
x_test = x_test.astype('float32')
x_train /= 255
x_test /= 255
print('x_train shape:', x_train.shape)
print(x_train.shape[0], 'train samples')
print(x_test.shape[0], 'test samples')
# 正解データを0～9の数字からone-hot表現の1次元配列に変換
# 0 -> [1.0, 0, 0, 0, 0, 0, 0, 0, 0, 0]
# 1 -> [0, 1, 0, 0, 0, 0, 0, 0, 0, 0]
# :
# 9 -> [0, 0, 0, 0, 0, 0, 0, 0, 0, 1]
y_train = keras.utils.to_categorical(y_train, num_classes)
y_test = keras.utils.to_categorical(y_test, num_classes)
# モデル設定
model = Sequential()
model.add(Conv2D(16, kernel_size=(5, 5),
activation='relu',
input_shape=input_shape)) # 畳み込み層 5x5x16 ReLU
model.add(MaxPooling2D(pool_size=(2, 2))) # MAXプーリング層 2x2
model.add(Conv2D(32, (5, 5), activation='relu')) # 畳み込み層 5x5x32 ReLU
model.add(MaxPooling2D(pool_size=(2, 2))) # MAXプーリング層 2x2
model.add(Dropout(0.25)) # ドロップアウト 0.25
model.add(Flatten()) # 平滑化層
model.add(Dense(128, activation='relu')) # 全結合層 ReLU
model.add(Dropout(0.5)) # ドロップアウト 0.5
model.add(Dense(num_classes, activation='softmax')) # 全結合層 Softmax
# Conv2Dのデフォルト値(https://keras.io/ja/layers/convolutional/)
# strides=(1, 1) : ストライド1
# padding='valid' : パディングしない(画像端の特徴は学習できないがMNISTでは問題ない)
# 学習設定
model.compile(loss=keras.losses.categorical_crossentropy,
optimizer=keras.optimizers.Adam(),
#optimizer=keras.optimizers.Adadelta(),
metrics=['accuracy'])
# 学習
model.fit(x_train, y_train, # 学習用データ
batch_size=batch_size, # 勾配更新間隔
epochs=epochs, # 学習回数
verbose=1, # プログレスバー表示
validation_data=(x_test, y_test)) # 検証用データ
# 検証
score = model.evaluate(x_test, y_test, verbose=0)
print('Test loss:', score[0])
print('Test accuracy:', score[1])
Using TensorFlow backend.
x_train shape: (60000, 28, 28, 1)
60000 train samples
10000 test samples
Train on 60000 samples, validate on 10000 samples
Epoch 1/1
60000/60000 [==============================] - 38s - loss: 0.3997 - acc: 0.8733 - val_loss: 0.0707 - val_acc: 0.9768
Test loss: 0.0706629806932
Test accuracy: 0.9768
In [5]:
import matplotlib.pyplot as plt
# テスト用画像データ取得
images = x_test.reshape(10000, 28, 28)
plotpos = 1
for idx in range(10):
# 画像データのイメージを表示
plt.subplot(5, 10, plotpos)
plt.imshow(images[idx])
plt.gray()
plt.axis('off')
plotpos += 1
plt.show()
In [6]:
# 9番目の画像なんて書いてるの？
idx = 8
# 画像データのイメージを表示
plt.imshow(images[idx])
plt.gray()
plt.show()
# 正解データを表示
print(y_test[idx])
[ 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.]
In [7]:
# モデルの概要表示
model.summary()
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
conv2d_1 (Conv2D) (None, 24, 24, 16) 416
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 12, 12, 16) 0
_________________________________________________________________
conv2d_2 (Conv2D) (None, 8, 8, 32) 12832
_________________________________________________________________
max_pooling2d_2 (MaxPooling2 (None, 4, 4, 32) 0
_________________________________________________________________
dropout_1 (Dropout) (None, 4, 4, 32) 0
_________________________________________________________________
flatten_1 (Flatten) (None, 512) 0
_________________________________________________________________
dense_1 (Dense) (None, 128) 65664
_________________________________________________________________
dropout_2 (Dropout) (None, 128) 0
_________________________________________________________________
dense_2 (Dense) (None, 10) 1290
=================================================================
Total params: 80,202
Trainable params: 80,202
Non-trainable params: 0
_________________________________________________________________
In [8]:
# モデルと学習済みパラメータの保存
print("save model as HDF5")
model.save('./CQseminar/mnist_cnn_train1.h5')
save model as HDF5
In [9]:
from keras.models import load_model
# コンパイル済み、学習済みモデルをロード
model2 = load_model('./CQseminar/mnist_cnn_train1.h5')
# 再学習
history2 = model2.fit(x_train, y_train,
batch_size=batch_size,
epochs=20, # 20回追加学習
verbose=1,
validation_data=(x_test, y_test))
Train on 60000 samples, validate on 10000 samples
Epoch 1/20
60000/60000 [==============================] - 36s - loss: 0.1201 - acc: 0.9640 - val_loss: 0.0455 - val_acc: 0.9842
Epoch 2/20
60000/60000 [==============================] - 37s - loss: 0.0868 - acc: 0.9744 - val_loss: 0.0351 - val_acc: 0.9888
Epoch 3/20
60000/60000 [==============================] - 37s - loss: 0.0709 - acc: 0.9784 - val_loss: 0.0275 - val_acc: 0.9915
Epoch 4/20
60000/60000 [==============================] - 37s - loss: 0.0619 - acc: 0.9812 - val_loss: 0.0279 - val_acc: 0.9905
Epoch 5/20
60000/60000 [==============================] - 38s - loss: 0.0533 - acc: 0.9838 - val_loss: 0.0237 - val_acc: 0.9921
Epoch 6/20
60000/60000 [==============================] - 38s - loss: 0.0492 - acc: 0.9851 - val_loss: 0.0248 - val_acc: 0.9913
Epoch 7/20
60000/60000 [==============================] - 40s - loss: 0.0435 - acc: 0.9867 - val_loss: 0.0230 - val_acc: 0.9920
Epoch 8/20
60000/60000 [==============================] - 40s - loss: 0.0402 - acc: 0.9873 - val_loss: 0.0241 - val_acc: 0.9917
Epoch 9/20
60000/60000 [==============================] - 40s - loss: 0.0382 - acc: 0.9882 - val_loss: 0.0214 - val_acc: 0.9928
Epoch 10/20
60000/60000 [==============================] - 40s - loss: 0.0366 - acc: 0.9884 - val_loss: 0.0202 - val_acc: 0.9926
Epoch 11/20
60000/60000 [==============================] - 72s - loss: 0.0341 - acc: 0.9898 - val_loss: 0.0206 - val_acc: 0.9933
Epoch 12/20
60000/60000 [==============================] - 53s - loss: 0.0338 - acc: 0.9899 - val_loss: 0.0221 - val_acc: 0.9926
Epoch 13/20
60000/60000 [==============================] - 48s - loss: 0.0330 - acc: 0.9899 - val_loss: 0.0197 - val_acc: 0.9940
Epoch 14/20
60000/60000 [==============================] - 58s - loss: 0.0297 - acc: 0.9908 - val_loss: 0.0193 - val_acc: 0.9936
Epoch 15/20
60000/60000 [==============================] - 47s - loss: 0.0285 - acc: 0.9909 - val_loss: 0.0190 - val_acc: 0.9937
Epoch 16/20
60000/60000 [==============================] - 44s - loss: 0.0271 - acc: 0.9917 - val_loss: 0.0199 - val_acc: 0.9938
Epoch 17/20
60000/60000 [==============================] - 46s - loss: 0.0251 - acc: 0.9918 - val_loss: 0.0205 - val_acc: 0.9928
Epoch 18/20
60000/60000 [==============================] - 43s - loss: 0.0252 - acc: 0.9918 - val_loss: 0.0184 - val_acc: 0.9940
Epoch 19/20
60000/60000 [==============================] - 39s - loss: 0.0246 - acc: 0.9921 - val_loss: 0.0175 - val_acc: 0.9949
Epoch 20/20
60000/60000 [==============================] - 38s - loss: 0.0236 - acc: 0.9925 - val_loss: 0.0171 - val_acc: 0.9940
In [10]:
# 学習ヒストリーをグラフ描画
loss = history2.history['loss']
val_loss = history2.history['val_loss']
epoch = len(loss)
plt.plot(range(epoch), loss, marker='.', label='training loss')
plt.plot(range(epoch), val_loss, marker='.', label='validation loss')
plt.legend(loc='best', fontsize=10)
plt.grid()
plt.xlabel('epoch')
plt.ylabel('loss')
plt.show()
In [11]:
# モデルと学習済みパラメータの保存
print("save model as HDF5")
model2.save('./CQseminar/mnist_cnn_train1_fine20.h5')
print("done")
save model as HDF5
done
In [12]:
# 各層の設定とパラメータ（重み・バイアス）を表示
for layer in model2.layers:
lay_config = layer.get_config()
lay_weights = layer.get_weights()
print('*** layer config ***')
print(lay_config)
print('*** layer weights ***')
print(lay_weights)
*** layer config ***
{'activation': 'relu', 'kernel_size': (5, 5), 'use_bias': True, 'strides': (1, 1), 'name': 'conv2d_1', 'kernel_constraint': None, 'padding': 'valid', 'dilation_rate': (1, 1), 'kernel_regularizer': None, 'kernel_initializer': {'class_name': 'VarianceScaling', 'config': {'scale': 1.0, 'distribution': 'uniform', 'seed': None, 'mode': 'fan_avg'}}, 'filters': 16, 'activity_regularizer': None, 'bias_regularizer': None, 'bias_constraint': None, 'dtype': 'float32', 'bias_initializer': {'class_name': 'Zeros', 'config': {}}, 'data_format': 'channels_last', 'batch_input_shape': (None, 28, 28, 1), 'trainable': True}
*** layer weights ***
[array([[[[ 0.07024435, -0.03104209, -0.23225383, 0.09466134, 0.04093608,
-0.08859611, 0.06063645, -0.03116746, 0.0895713 , 0.06725249,
0.0137128 , 0.00927572, 0.14721639, 0.29065999, 0.05799748,
0.1446702 ]],
[[ 0.06392136, -0.00896779, -0.1185377 , 0.09939036, -0.05902884,
-0.10239228, 0.11355774, -0.06830705, 0.08396108, 0.09109992,
0.02851083, -0.1324597 , 0.25072947, 0.16860029, 0.04747354,
-0.19666564]],
[[ 0.04826254, -0.22058429, 0.05171912, 0.2122582 , -0.09609329,
-0.07481381, 0.33600479, 0.13559715, -0.03515362, -0.14464651,
0.23357986, -0.18596642, 0.03537944, -0.06628502, 0.28632867,
-0.39004046]],
[[ 0.08027554, -0.12309976, 0.23217574, 0.20106378, -0.00890131,
-0.01174888, 0.27729794, 0.08615808, -0.09782058, -0.2433863 ,
0.22846347, 0.29567021, -0.21952102, 0.17851301, 0.30873948,
-0.15664227]],
[[-0.10841885, 0.10774624, 0.15191704, 0.15690099, -0.09810071,
0.07734259, 0.29983065, 0.12620769, -0.27163309, -0.26023394,
-0.0870768 , 0.17393005, -0.18899032, 0.26118261, 0.2085517 ,
-0.00545685]]],
[[[ 0.06160719, -0.20729029, -0.12362632, 0.22516221, -0.12254048,
-0.09209357, -0.16399154, -0.09803449, 0.03862395, -0.05308075,
-0.0897602 , 0.06919394, 0.16693087, 0.08177028, -0.00967522,
0.01244136]],
[[ 0.04757083, -0.25504565, 0.18747 , 0.10801196, 0.10698072,
-0.04504572, -0.16071627, -0.02334425, 0.21200868, -0.22766384,
-0.0052265 , -0.25659949, 0.19234025, -0.06062599, -0.02784662,
-0.12863384]],
[[-0.16095969, -0.25510848, 0.2828311 , 0.09225231, 0.06675517,
0.08156139, -0.07107846, 0.03234695, 0.06040782, -0.31218377,
-0.09825068, -0.50622517, -0.16595274, 0.14612532, 0.10985173,
0.10247029]],
[[-0.06312706, 0.04803466, 0.08340106, 0.16318865, 0.09247696,
0.00130992, -0.0763306 , -0.15654054, 0.17167249, -0.10125822,
0.19818398, -0.04801981, -0.16983676, 0.1055645 , 0.12718154,
0.28012183]],
[[-0.05316687, 0.25440803, -0.12660387, -0.14673458, -0.09764218,
-0.02820384, -0.05555588, -0.02458261, 0.02149918, 0.11460637,
0.10178652, 0.30473876, -0.19544534, -0.03530443, 0.17101172,
0.06623323]]],
[[[ 0.00465257, -0.43039131, 0.18877488, -0.00729309, 0.13561851,
-0.08216551, -0.15345673, -0.11697558, -0.22031014, -0.02547992,
-0.15902349, 0.35348263, 0.27720901, -0.07102659, -0.15462066,
0.11552765]],
[[-0.07399744, -0.13663724, 0.30042687, -0.05999537, 0.03571901,
0.22378057, -0.36789089, -0.05557418, 0.18058272, -0.22048943,
-0.1069999 , -0.16677533, 0.07157187, 0.04044107, -0.13882406,
0.07545155]],
[[-0.14563893, -0.05214898, 0.0874118 , 0.06041241, 0.03179877,
0.18512574, -0.49585953, 0.16825241, 0.24789472, 0.22237846,
-0.15575747, -0.49042064, -0.04706525, 0.04882719, -0.11186367,
0.21468142]],
[[ 0.19440602, 0.23144987, -0.19929084, -0.06118576, 0.12531756,
-0.12720262, -0.28451863, 0.03958283, 0.27514005, 0.3944397 ,
0.17675637, -0.21825132, -0.23545271, -0.01273824, 0.05814115,
-0.10026997]],
[[-0.0195509 , 0.19581674, -0.21516968, -0.33226168, 0.09256309,
-0.24382237, -0.0974063 , 0.00912541, 0.06781487, 0.28939375,
-0.005621 , 0.16030341, -0.29692087, -0.35300857, 0.19742377,
-0.0796724 ]]],
[[[ 0.07685658, -0.410743 , 0.0894162 , -0.0544139 , -0.05302764,
-0.03888576, 0.18812288, 0.00538332, -0.33684963, 0.11902133,
-0.10625403, 0.26830268, 0.13761109, -0.13380553, -0.21183042,
0.08676451]],
[[ 0.12535073, -0.01575539, 0.0553079 , 0.02067508, -0.11447643,
0.19895355, -0.00298583, -0.12248548, -0.17408288, 0.18121621,
-0.16898771, 0.29828757, 0.04285887, -0.14943708, -0.3624956 ,
0.11910208]],
[[-0.00529137, 0.15100287, -0.37593067, 0.05982701, -0.10333361,
-0.17626563, -0.14555988, 0.11116469, -0.06739697, 0.2159124 ,
0.0151218 , -0.28807884, -0.08714039, -0.19632167, -0.34441644,
0.00369493]],
[[ 0.17811938, 0.19427425, -0.36237696, -0.28396437, -0.10514504,
-0.27191395, -0.21594389, -0.07259249, -0.1156868 , 0.07424666,
0.25574273, -0.29608169, -0.15639068, -0.42173615, -0.32788223,
-0.13380209]],
[[ 0.00185425, 0.03415764, -0.01383398, -0.16659704, 0.13212252,
-0.10974384, -0.19844098, -0.00314003, 0.16557761, -0.07344416,
-0.07431619, 0.00841681, -0.1030781 , -0.46460479, 0.07294519,
-0.16393296]]],
[[[ 0.00107103, -0.10146826, 0.08989938, -0.23342939, 0.05757637,
0.04005473, 0.11927687, -0.18353634, -0.17572343, 0.05223557,
-0.15705405, 0.08000051, 0.11187743, -0.45430222, -0.19640905,
0.00295923]],
[[ 0.09489582, 0.09812103, -0.20116365, -0.11622759, -0.01395218,
0.2249428 , 0.31396031, -0.27750981, -0.26466092, 0.16731201,
-0.05887978, 0.30323672, 0.03909201, -0.64502335, -0.11985945,
-0.1895358 ]],
[[-0.03224859, 0.12802565, -0.17582619, -0.30407462, 0.1032029 ,
0.10665168, 0.24772345, 0.03003867, -0.20019965, -0.12246343,
0.11148144, 0.21431398, -0.12136033, -0.61834377, -0.25502786,
0.01549046]],
[[-0.08159317, 0.10853828, 0.12100931, -0.12430098, -0.14167535,
-0.07267068, 0.2669785 , 0.01801087, -0.11198503, -0.15287252,
0.18900223, -0.00940707, -0.12625237, -0.21750708, -0.08783446,
0.10634824]],
[[-0.1422157 , 0.01255076, 0.18684576, 0.01255556, 0.04241141,
0.13127103, 0.06410867, 0.08563537, -0.05440644, -0.08736151,
-0.13401206, -0.11393961, -0.00632249, -0.09243973, 0.06777037,
0.18451817]]]], dtype=float32), array([-0.23678087, -0.03687743, -0.12065121, -0.03946169, -0.1341757 ,
-0.08121606, -0.03265826, -0.11490341, -0.08502251, -0.04581624,
-0.21057893, -0.04202189, -0.01651381, 0.20514841, -0.09604687,
-0.08554708], dtype=float32)]
*** layer config ***
{'pool_size': (2, 2), 'data_format': 'channels_last', 'name': 'max_pooling2d_1', 'padding': 'valid', 'strides': (2, 2), 'trainable': True}
*** layer weights ***
[]
*** layer config ***
{'activation': 'relu', 'kernel_size': (5, 5), 'use_bias': True, 'strides': (1, 1), 'name': 'conv2d_2', 'kernel_constraint': None, 'padding': 'valid', 'dilation_rate': (1, 1), 'kernel_regularizer': None, 'kernel_initializer': {'class_name': 'VarianceScaling', 'config': {'scale': 1.0, 'distribution': 'uniform', 'seed': None, 'mode': 'fan_avg'}}, 'filters': 32, 'bias_regularizer': None, 'bias_constraint': None, 'bias_initializer': {'class_name': 'Zeros', 'config': {}}, 'activity_regularizer': None, 'data_format': 'channels_last', 'trainable': True}
*** layer weights ***
[array([[[[ -1.18538931e-01, 1.06807992e-01, 2.60459810e-01,
6.02640733e-02, -6.67019337e-02, -1.38002962e-01,
-7.07263276e-02, 3.53076458e-02, -6.25150949e-02,
8.41754079e-02, -4.62008640e-02, 5.35580441e-02,
7.63047300e-03, -1.08200051e-01, -4.47328873e-02,
3.65263075e-02, -1.46340013e-01, 1.16385289e-01,
-1.77261040e-01, -8.11670423e-02, -1.84010774e-01,
7.35069960e-02, -9.41574387e-03, -1.28518283e-01,
5.38206100e-02, -6.08083010e-02, 1.15378648e-01,
5.58250956e-02, -2.49699429e-01, 5.73517755e-02,
-3.77581567e-02, -4.78407964e-02],
[ -3.22828582e-03, 4.98177856e-02, 9.28052962e-02,
-1.25936300e-01, -3.03952575e-01, 1.81441195e-02,
-2.87107080e-02, -1.54191300e-01, 9.83820390e-03,
5.23229539e-02, -3.91539857e-02, -1.39391497e-01,
-6.00571185e-02, -7.60352463e-02, -8.06175843e-02,
-9.16112959e-02, -3.78042869e-02, -1.29328696e-02,
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*** layer config ***
{'pool_size': (2, 2), 'data_format': 'channels_last', 'name': 'max_pooling2d_2', 'padding': 'valid', 'strides': (2, 2), 'trainable': True}
*** layer weights ***
[]
*** layer config ***
{'name': 'dropout_1', 'rate': 0.25, 'trainable': True}
*** layer weights ***
[]
*** layer config ***
{'name': 'flatten_1', 'trainable': True}
*** layer weights ***
[]
*** layer config ***
{'activation': 'relu', 'use_bias': True, 'name': 'dense_1', 'kernel_constraint': None, 'kernel_initializer': {'class_name': 'VarianceScaling', 'config': {'scale': 1.0, 'distribution': 'uniform', 'seed': None, 'mode': 'fan_avg'}}, 'bias_constraint': None, 'bias_regularizer': None, 'kernel_regularizer': None, 'bias_initializer': {'class_name': 'Zeros', 'config': {}}, 'activity_regularizer': None, 'units': 128, 'trainable': True}
*** layer weights ***
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-0.048102 , -0.03369443, 0.05626728], dtype=float32)]
*** layer config ***
{'name': 'dropout_2', 'rate': 0.5, 'trainable': True}
*** layer weights ***
[]
*** layer config ***
{'activation': 'softmax', 'use_bias': True, 'name': 'dense_2', 'kernel_constraint': None, 'kernel_initializer': {'class_name': 'VarianceScaling', 'config': {'scale': 1.0, 'distribution': 'uniform', 'seed': None, 'mode': 'fan_avg'}}, 'bias_constraint': None, 'bias_regularizer': None, 'kernel_regularizer': None, 'bias_initializer': {'class_name': 'Zeros', 'config': {}}, 'activity_regularizer': None, 'units': 10, 'trainable': True}
*** layer weights ***
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[ 0.15282243, 0.17498894, 0.18796372, 0.04158415, -0.27013335,
0.18772486, 0.0556359 , 0.16068223, -0.13612971, -0.20895377],
[ 0.18684477, -0.21750286, 0.10226796, 0.177929 , -0.11851403,
0.1974168 , -0.35939986, -0.27019846, -0.24222608, 0.23481527],
[ 0.26699683, -0.22484775, -0.19650081, -0.28786364, 0.21910962,
-0.1483722 , 0.1822731 , -0.00427194, -0.19544592, 0.03523901],
[ 0.25919759, -0.04223761, 0.27805299, -0.29228941, -0.14576095,
-0.04803933, -0.28543508, -0.0219801 , -0.11258038, -0.24825656],
[ 0.26846483, 0.13193159, -0.18661727, 0.04153661, -0.28458366,
-0.01947576, -0.13169074, -0.35028657, 0.14143263, -0.02145407],
[-0.10359327, -0.68251938, -0.39195433, -0.32425818, -0.13062368,
-0.34195665, -0.38454819, -0.32430565, -0.26464474, -0.09803202],
[-0.1062362 , -0.08241668, 0.22677453, -0.25202978, -0.25835118,
0.02645126, 0.12547751, -0.08929501, 0.13572332, -0.15643187],
[-0.35984278, -0.25285625, -0.29046392, 0.03407718, 0.15673025,
0.08989306, -0.40004086, 0.14227399, 0.19705161, 0.14850496],
[ 0.09785859, 0.12312736, 0.0226416 , -0.30640593, -0.10018012,
0.0740471 , 0.12180651, -0.30799016, 0.07619242, -0.40371105],
[-0.29769599, 0.03675436, 0.20248547, -0.11803237, 0.146001 ,
-0.17577752, -0.38323855, 0.2255071 , -0.03233749, -0.15433416],
[-0.23445444, 0.21468696, -0.51850921, -0.09150586, -0.23539029,
-0.32535359, -0.1635336 , -0.09236228, 0.08229734, 0.16757613],
[-0.26168001, -0.30227575, -0.31329808, -0.30142105, 0.15289281,
0.03960613, -0.4230178 , 0.1430956 , 0.16535014, 0.09382789],
[ 0.04553942, -0.02043671, 0.0684911 , 0.16493183, 0.10050973,
-0.29512066, -0.24698335, -0.35289496, -0.20987576, 0.08206753],
[-0.40371606, -0.47109151, -0.102527 , -0.0553716 , 0.16407071,
0.14735244, -0.3060452 , 0.17558187, -0.29343987, 0.16110401],
[-0.15740864, -0.13756336, -0.14902559, -0.09420506, -0.18633562,
0.17502446, 0.01553094, -0.05359258, 0.15988062, 0.10916524],
[ 0.12637037, 0.13541144, -0.25237754, 0.1120746 , 0.01483257,
-0.25635913, 0.15104045, 0.15805058, -0.35711187, -0.17049964],
[-0.34562248, 0.12677675, 0.14153181, 0.14269887, -0.03734826,
-0.16205171, 0.16982543, 0.11304217, 0.10559225, -0.27279249],
[ 0.15187998, 0.01913671, 0.14180747, -0.31739169, -0.27150372,
0.13804112, 0.09261164, -0.20921549, 0.0730371 , -0.05446196],
[-0.24247536, -0.30955791, -0.12390942, -0.15891373, 0.24705465,
-0.01053776, 0.25821698, 0.05381954, -0.06650835, -0.24921831],
[ 0.16576169, 0.00340429, -0.25723961, -0.03705014, 0.16036241,
-0.07954687, 0.20884271, -0.30716568, -0.21947834, 0.19043775],
[-0.1848567 , 0.09503745, 0.01516973, -0.33267817, 0.07389443,
-0.24826658, -0.23928627, 0.09804732, -0.42386127, -0.2163523 ]], dtype=float32), array([ 0.14483006, 0.19978817, -0.04871517, -0.07655062, -0.06554639,
-0.0175397 , -0.15703908, 0.13082127, 0.01900039, -0.09312426], dtype=float32)]
In [18]:
# 重みパラメータを画像データとして出力
# 入力層(Channel:1, Figure Width:28, Figure Height:28)
# 畳み込み層1(Activation:ReLU, Channel:16, Filter Width:5, Filter Heights:5)
# 重み(Array[5][5][1][16]), バイアス(Array[16])
layidx = 0
params_list = model2.layers[0].get_weights()
weights_array = params_list[0]
biases_array = params_list[1]
images = weights_array.reshape(1, 16, 5, 5)
plotpos = 1
for idx in range(16):
# 画像データのイメージを表示
plt.subplot(1, 16, plotpos)
plt.imshow(images[0][idx])
plt.gray()
plt.axis('off')
plotpos += 1
plt.show()
In [14]:
# 重みパラメータを画像データとして出力
# 層間パラメータをJSONで書き出し
# 最大プーリング層(Channel:16, Figure Width:12, Figure Height:12)
# 畳み込み層2(Activation:ReLU, Channel:32, Filter Width:8, Filter Heights:8)
# 重み(Array[5][5][16][32]), バイアス(Array[32])
layidx = 2
params_list = model2.layers[layidx].get_weights()
weights_array = params_list[0]
images = weights_array.reshape(16, 32, 5, 5)
plotpos = 1
for idx1 in range(16):
for idx2 in range(32):
# 画像データのイメージを表示
plt.subplot(16, 32, plotpos)
plt.imshow(images[idx1][idx2])
plt.gray()
plt.axis('off')
plotpos += 1
plt.show()
In [19]:
# 層間パラメータをJSONで書き出し
# 平滑化層(Channel:512)
# 全結合層(Activation:ReLU, Channel:128)
# 重み(Array[512][128]), バイアス(Array[128])
layidx = 6
params_list = model2.layers[layidx].get_weights()
weights_array = params_list[0]
biases_array = params_list[1]
image = weights_array.reshape(128, 512)
# 画像データのイメージを表示
plt.imshow(image)
plt.gray()
plt.axis('off')
plt.show()
In [20]:
# 層間パラメータをJSONで書き出し
# 全結合層(ReLU, Channel:128)
# 全結合層(Activation:Softmax, Channel:10)
# 重み(Array[128][10]), バイアス(Array[10])
layidx = 8
params_list = model2.layers[layidx].get_weights()
weights_array = params_list[0]
biases_array = params_list[1]
image = weights_array.reshape(10, 128)
# 画像データのイメージを表示
plt.imshow(image)
plt.gray()
plt.axis('off')
plt.show()
In [21]:
# コンパイル済み、学習済みモデルをロード
model3 = load_model('./CQseminar/mnist_cnn_train1_fine20.h5')
# 再学習
history3 = model3.fit(x_train, y_train,
batch_size=batch_size,
epochs=100, # 100回追加学習
verbose=1,
validation_data=(x_test, y_test))
Train on 60000 samples, validate on 10000 samples
Epoch 1/100
60000/60000 [==============================] - 35s - loss: 0.0228 - acc: 0.9929 - val_loss: 0.0178 - val_acc: 0.9944
Epoch 2/100
60000/60000 [==============================] - 38s - loss: 0.0224 - acc: 0.9926 - val_loss: 0.0183 - val_acc: 0.9937
Epoch 3/100
60000/60000 [==============================] - 38s - loss: 0.0210 - acc: 0.9931 - val_loss: 0.0194 - val_acc: 0.9947
Epoch 4/100
60000/60000 [==============================] - 40s - loss: 0.0198 - acc: 0.9940 - val_loss: 0.0186 - val_acc: 0.9947
Epoch 5/100
60000/60000 [==============================] - 40s - loss: 0.0199 - acc: 0.9935 - val_loss: 0.0172 - val_acc: 0.9944
Epoch 6/100
60000/60000 [==============================] - 37s - loss: 0.0179 - acc: 0.9941 - val_loss: 0.0196 - val_acc: 0.9940
Epoch 7/100
60000/60000 [==============================] - 36s - loss: 0.0184 - acc: 0.9939 - val_loss: 0.0214 - val_acc: 0.9936
Epoch 8/100
60000/60000 [==============================] - 37s - loss: 0.0192 - acc: 0.9937 - val_loss: 0.0241 - val_acc: 0.9937
Epoch 9/100
60000/60000 [==============================] - 40s - loss: 0.0190 - acc: 0.9942 - val_loss: 0.0201 - val_acc: 0.9935
Epoch 10/100
60000/60000 [==============================] - 37s - loss: 0.0187 - acc: 0.9939 - val_loss: 0.0195 - val_acc: 0.9939
Epoch 11/100
60000/60000 [==============================] - 36s - loss: 0.0178 - acc: 0.9941 - val_loss: 0.0196 - val_acc: 0.9944
Epoch 12/100
60000/60000 [==============================] - 36s - loss: 0.0174 - acc: 0.9941 - val_loss: 0.0176 - val_acc: 0.9946
Epoch 13/100
60000/60000 [==============================] - 35s - loss: 0.0167 - acc: 0.9945 - val_loss: 0.0196 - val_acc: 0.9947
Epoch 14/100
60000/60000 [==============================] - 36s - loss: 0.0160 - acc: 0.9947 - val_loss: 0.0165 - val_acc: 0.9949
Epoch 15/100
60000/60000 [==============================] - 35s - loss: 0.0155 - acc: 0.9950 - val_loss: 0.0195 - val_acc: 0.9948
Epoch 16/100
60000/60000 [==============================] - 35s - loss: 0.0165 - acc: 0.9946 - val_loss: 0.0188 - val_acc: 0.9950
Epoch 17/100
60000/60000 [==============================] - 37s - loss: 0.0154 - acc: 0.9949 - val_loss: 0.0188 - val_acc: 0.9945
Epoch 18/100
60000/60000 [==============================] - 39s - loss: 0.0155 - acc: 0.9947 - val_loss: 0.0173 - val_acc: 0.9942
Epoch 19/100
60000/60000 [==============================] - 41s - loss: 0.0146 - acc: 0.9953 - val_loss: 0.0205 - val_acc: 0.9938
Epoch 20/100
60000/60000 [==============================] - 38s - loss: 0.0151 - acc: 0.9949 - val_loss: 0.0167 - val_acc: 0.9948
Epoch 21/100
60000/60000 [==============================] - 37s - loss: 0.0119 - acc: 0.9962 - val_loss: 0.0208 - val_acc: 0.9939
Epoch 22/100
60000/60000 [==============================] - 38s - loss: 0.0149 - acc: 0.9951 - val_loss: 0.0198 - val_acc: 0.9944
Epoch 23/100
60000/60000 [==============================] - 36s - loss: 0.0146 - acc: 0.9955 - val_loss: 0.0183 - val_acc: 0.9942
Epoch 24/100
60000/60000 [==============================] - 36s - loss: 0.0136 - acc: 0.9954 - val_loss: 0.0207 - val_acc: 0.9943
Epoch 25/100
60000/60000 [==============================] - 37s - loss: 0.0140 - acc: 0.9953 - val_loss: 0.0186 - val_acc: 0.9942
Epoch 26/100
60000/60000 [==============================] - 39s - loss: 0.0138 - acc: 0.9957 - val_loss: 0.0192 - val_acc: 0.9947
Epoch 27/100
60000/60000 [==============================] - 42s - loss: 0.0140 - acc: 0.9955 - val_loss: 0.0199 - val_acc: 0.9949
Epoch 28/100
60000/60000 [==============================] - 38s - loss: 0.0129 - acc: 0.9956 - val_loss: 0.0202 - val_acc: 0.9943
Epoch 29/100
60000/60000 [==============================] - 39s - loss: 0.0129 - acc: 0.9958 - val_loss: 0.0196 - val_acc: 0.9940
Epoch 30/100
60000/60000 [==============================] - 39s - loss: 0.0125 - acc: 0.9960 - val_loss: 0.0175 - val_acc: 0.9949
Epoch 31/100
60000/60000 [==============================] - 39s - loss: 0.0127 - acc: 0.9960 - val_loss: 0.0195 - val_acc: 0.9949
Epoch 32/100
60000/60000 [==============================] - 38s - loss: 0.0130 - acc: 0.9957 - val_loss: 0.0215 - val_acc: 0.9944
Epoch 33/100
60000/60000 [==============================] - 37s - loss: 0.0114 - acc: 0.9965 - val_loss: 0.0203 - val_acc: 0.9947
Epoch 34/100
60000/60000 [==============================] - 40s - loss: 0.0111 - acc: 0.9962 - val_loss: 0.0236 - val_acc: 0.9940
Epoch 35/100
60000/60000 [==============================] - 38s - loss: 0.0122 - acc: 0.9960 - val_loss: 0.0199 - val_acc: 0.9950
Epoch 36/100
60000/60000 [==============================] - 39s - loss: 0.0117 - acc: 0.9961 - val_loss: 0.0224 - val_acc: 0.9946
Epoch 37/100
60000/60000 [==============================] - 39s - loss: 0.0125 - acc: 0.9960 - val_loss: 0.0191 - val_acc: 0.9942
Epoch 38/100
60000/60000 [==============================] - 36s - loss: 0.0125 - acc: 0.9961 - val_loss: 0.0196 - val_acc: 0.9945
Epoch 39/100
60000/60000 [==============================] - 36s - loss: 0.0125 - acc: 0.9958 - val_loss: 0.0195 - val_acc: 0.9948
Epoch 40/100
60000/60000 [==============================] - 39s - loss: 0.0121 - acc: 0.9962 - val_loss: 0.0194 - val_acc: 0.9952
Epoch 41/100
60000/60000 [==============================] - 43s - loss: 0.0110 - acc: 0.9966 - val_loss: 0.0236 - val_acc: 0.9947
Epoch 42/100
60000/60000 [==============================] - 41s - loss: 0.0107 - acc: 0.9965 - val_loss: 0.0192 - val_acc: 0.9950
Epoch 43/100
60000/60000 [==============================] - 36s - loss: 0.0117 - acc: 0.9961 - val_loss: 0.0219 - val_acc: 0.9949
Epoch 44/100
60000/60000 [==============================] - 38s - loss: 0.0139 - acc: 0.9958 - val_loss: 0.0211 - val_acc: 0.9946
Epoch 45/100
60000/60000 [==============================] - 38s - loss: 0.0104 - acc: 0.9965 - val_loss: 0.0194 - val_acc: 0.9949
Epoch 46/100
60000/60000 [==============================] - 37s - loss: 0.0107 - acc: 0.9969 - val_loss: 0.0185 - val_acc: 0.9951
Epoch 47/100
60000/60000 [==============================] - 38s - loss: 0.0115 - acc: 0.9962 - val_loss: 0.0219 - val_acc: 0.9949
Epoch 48/100
60000/60000 [==============================] - 38s - loss: 0.0118 - acc: 0.9962 - val_loss: 0.0201 - val_acc: 0.9953
Epoch 49/100
60000/60000 [==============================] - 37s - loss: 0.0105 - acc: 0.9966 - val_loss: 0.0197 - val_acc: 0.9953
Epoch 50/100
60000/60000 [==============================] - 38s - loss: 0.0110 - acc: 0.9965 - val_loss: 0.0206 - val_acc: 0.9954
Epoch 51/100
60000/60000 [==============================] - 38s - loss: 0.0118 - acc: 0.9957 - val_loss: 0.0220 - val_acc: 0.9944
Epoch 52/100
60000/60000 [==============================] - 37s - loss: 0.0107 - acc: 0.9963 - val_loss: 0.0226 - val_acc: 0.9948
Epoch 53/100
60000/60000 [==============================] - 37s - loss: 0.0098 - acc: 0.9969 - val_loss: 0.0218 - val_acc: 0.9942
Epoch 54/100
60000/60000 [==============================] - 41s - loss: 0.0104 - acc: 0.9965 - val_loss: 0.0216 - val_acc: 0.9950
Epoch 55/100
60000/60000 [==============================] - 39s - loss: 0.0107 - acc: 0.9965 - val_loss: 0.0212 - val_acc: 0.9953
Epoch 56/100
60000/60000 [==============================] - 39s - loss: 0.0094 - acc: 0.9970 - val_loss: 0.0225 - val_acc: 0.9949
Epoch 57/100
60000/60000 [==============================] - 38s - loss: 0.0110 - acc: 0.9965 - val_loss: 0.0199 - val_acc: 0.9949
Epoch 58/100
60000/60000 [==============================] - 38s - loss: 0.0114 - acc: 0.9962 - val_loss: 0.0183 - val_acc: 0.9952
Epoch 59/100
60000/60000 [==============================] - 37s - loss: 0.0116 - acc: 0.9962 - val_loss: 0.0230 - val_acc: 0.9942
Epoch 60/100
60000/60000 [==============================] - 37s - loss: 0.0093 - acc: 0.9970 - val_loss: 0.0235 - val_acc: 0.9948
Epoch 61/100
60000/60000 [==============================] - 36s - loss: 0.0103 - acc: 0.9965 - val_loss: 0.0181 - val_acc: 0.9951
Epoch 62/100
60000/60000 [==============================] - 36s - loss: 0.0103 - acc: 0.9967 - val_loss: 0.0195 - val_acc: 0.9949
Epoch 63/100
60000/60000 [==============================] - 37s - loss: 0.0103 - acc: 0.9968 - val_loss: 0.0216 - val_acc: 0.9952
Epoch 64/100
60000/60000 [==============================] - 37s - loss: 0.0099 - acc: 0.9968 - val_loss: 0.0240 - val_acc: 0.9945
Epoch 65/100
60000/60000 [==============================] - 37s - loss: 0.0090 - acc: 0.9971 - val_loss: 0.0237 - val_acc: 0.9953
Epoch 66/100
60000/60000 [==============================] - 39s - loss: 0.0107 - acc: 0.9966 - val_loss: 0.0243 - val_acc: 0.9948
Epoch 67/100
60000/60000 [==============================] - 37s - loss: 0.0104 - acc: 0.9968 - val_loss: 0.0268 - val_acc: 0.9941
Epoch 68/100
60000/60000 [==============================] - 39s - loss: 0.0090 - acc: 0.9973 - val_loss: 0.0248 - val_acc: 0.9948
Epoch 69/100
60000/60000 [==============================] - 38s - loss: 0.0096 - acc: 0.9970 - val_loss: 0.0234 - val_acc: 0.9946
Epoch 70/100
60000/60000 [==============================] - 37s - loss: 0.0080 - acc: 0.9976 - val_loss: 0.0246 - val_acc: 0.9947
Epoch 71/100
60000/60000 [==============================] - 38s - loss: 0.0098 - acc: 0.9968 - val_loss: 0.0257 - val_acc: 0.9952
Epoch 72/100
60000/60000 [==============================] - 38s - loss: 0.0113 - acc: 0.9964 - val_loss: 0.0239 - val_acc: 0.9952
Epoch 73/100
60000/60000 [==============================] - 40s - loss: 0.0090 - acc: 0.9972 - val_loss: 0.0258 - val_acc: 0.9948
Epoch 74/100
60000/60000 [==============================] - 40s - loss: 0.0098 - acc: 0.9967 - val_loss: 0.0275 - val_acc: 0.9950
Epoch 75/100
60000/60000 [==============================] - 36s - loss: 0.0086 - acc: 0.9973 - val_loss: 0.0257 - val_acc: 0.9948
Epoch 76/100
60000/60000 [==============================] - 35s - loss: 0.0084 - acc: 0.9972 - val_loss: 0.0215 - val_acc: 0.9951
Epoch 77/100
60000/60000 [==============================] - 36s - loss: 0.0102 - acc: 0.9969 - val_loss: 0.0245 - val_acc: 0.9947
Epoch 78/100
60000/60000 [==============================] - 36s - loss: 0.0086 - acc: 0.9975 - val_loss: 0.0248 - val_acc: 0.9948
Epoch 79/100
60000/60000 [==============================] - 36s - loss: 0.0103 - acc: 0.9968 - val_loss: 0.0228 - val_acc: 0.9952
Epoch 80/100
60000/60000 [==============================] - 36s - loss: 0.0087 - acc: 0.9972 - val_loss: 0.0250 - val_acc: 0.9955
Epoch 81/100
60000/60000 [==============================] - 35s - loss: 0.0086 - acc: 0.9976 - val_loss: 0.0290 - val_acc: 0.9946
Epoch 82/100
60000/60000 [==============================] - 36s - loss: 0.0101 - acc: 0.9970 - val_loss: 0.0295 - val_acc: 0.9942
Epoch 83/100
60000/60000 [==============================] - 35s - loss: 0.0089 - acc: 0.9970 - val_loss: 0.0226 - val_acc: 0.9955
Epoch 84/100
60000/60000 [==============================] - 36s - loss: 0.0088 - acc: 0.9973 - val_loss: 0.0232 - val_acc: 0.9951
Epoch 85/100
60000/60000 [==============================] - 36s - loss: 0.0086 - acc: 0.9975 - val_loss: 0.0247 - val_acc: 0.9949
Epoch 86/100
60000/60000 [==============================] - 37s - loss: 0.0090 - acc: 0.9972 - val_loss: 0.0271 - val_acc: 0.9947
Epoch 87/100
60000/60000 [==============================] - 38s - loss: 0.0098 - acc: 0.9967 - val_loss: 0.0262 - val_acc: 0.9939
Epoch 88/100
60000/60000 [==============================] - 38s - loss: 0.0082 - acc: 0.9974 - val_loss: 0.0231 - val_acc: 0.9951
Epoch 89/100
60000/60000 [==============================] - 39s - loss: 0.0092 - acc: 0.9970 - val_loss: 0.0236 - val_acc: 0.9949
Epoch 90/100
60000/60000 [==============================] - 38s - loss: 0.0094 - acc: 0.9972 - val_loss: 0.0269 - val_acc: 0.9950
Epoch 91/100
60000/60000 [==============================] - 38s - loss: 0.0093 - acc: 0.9974 - val_loss: 0.0219 - val_acc: 0.9951
Epoch 92/100
60000/60000 [==============================] - 38s - loss: 0.0088 - acc: 0.9970 - val_loss: 0.0276 - val_acc: 0.9943
Epoch 93/100
60000/60000 [==============================] - 40s - loss: 0.0068 - acc: 0.9979 - val_loss: 0.0211 - val_acc: 0.9949
Epoch 94/100
60000/60000 [==============================] - 43s - loss: 0.0083 - acc: 0.9975 - val_loss: 0.0224 - val_acc: 0.9950
Epoch 95/100
60000/60000 [==============================] - 40s - loss: 0.0077 - acc: 0.9975 - val_loss: 0.0235 - val_acc: 0.9944
Epoch 96/100
60000/60000 [==============================] - 37s - loss: 0.0080 - acc: 0.9974 - val_loss: 0.0264 - val_acc: 0.9944
Epoch 97/100
60000/60000 [==============================] - 39s - loss: 0.0100 - acc: 0.9971 - val_loss: 0.0283 - val_acc: 0.9941
Epoch 98/100
60000/60000 [==============================] - 45s - loss: 0.0081 - acc: 0.9974 - val_loss: 0.0260 - val_acc: 0.9940
Epoch 99/100
60000/60000 [==============================] - 43s - loss: 0.0083 - acc: 0.9975 - val_loss: 0.0294 - val_acc: 0.9939
Epoch 100/100
60000/60000 [==============================] - 43s - loss: 0.0083 - acc: 0.9975 - val_loss: 0.0267 - val_acc: 0.9945
In [22]:
# 学習ヒストリーをグラフ描画
loss = history3.history['loss']
val_loss = history3.history['val_loss']
epoch = len(loss)
plt.plot(range(epoch), loss, marker='.', label='training loss')
plt.plot(range(epoch), val_loss, marker='.', label='validation loss')
plt.legend(loc='best', fontsize=10)
plt.grid()
plt.xlabel('epoch')
plt.ylabel('loss')
plt.show()
In [23]:
# モデルと学習済みパラメータの保存
print("save model as HDF5")
model3.save('./CQseminar/mnist_cnn_train1_fine20_fine100.h5')
print("done")
save model as HDF5
done
In [26]:
# 各層の設定とパラメータ（重み・バイアス）を表示
for layer in model3.layers:
lay_config = layer.get_config()
lay_weights = layer.get_weights()
print('*** layer config ***')
print(lay_config)
print('*** layer params ***')
print(lay_weights)
*** layer config ***
{'activation': 'relu', 'kernel_size': (5, 5), 'use_bias': True, 'strides': (1, 1), 'name': 'conv2d_1', 'kernel_constraint': None, 'padding': 'valid', 'dilation_rate': (1, 1), 'kernel_regularizer': None, 'kernel_initializer': {'class_name': 'VarianceScaling', 'config': {'scale': 1.0, 'distribution': 'uniform', 'seed': None, 'mode': 'fan_avg'}}, 'filters': 16, 'activity_regularizer': None, 'bias_regularizer': None, 'bias_constraint': None, 'dtype': 'float32', 'bias_initializer': {'class_name': 'Zeros', 'config': {}}, 'data_format': 'channels_last', 'batch_input_shape': (None, 28, 28, 1), 'trainable': True}
*** layer weights ***
[array([[[[ 0.18378262, -0.18095377, -0.15333341, 0.02327174, 0.05894852,
-0.09210721, 0.10724252, -0.12814869, -0.03665357, -0.00167961,
0.01650576, -0.03069592, 0.06378142, 0.33862934, 0.02058219,
0.27421632]],
[[ 0.19155328, -0.04227424, -0.07556787, 0.03851679, -0.12868293,
-0.31772339, 0.15001608, -0.20832637, 0.05342739, 0.24149352,
0.06785257, -0.14032385, 0.22037426, 0.07897536, -0.00770759,
-0.16798806]],
[[ 0.17629692, -0.22380014, 0.11443559, 0.26027137, -0.1908396 ,
-0.15421279, 0.30015585, 0.28877619, -0.05625462, -0.02651599,
0.27613828, -0.1071356 , -0.05557648, -0.16797729, 0.33488438,
-0.58016545]],
[[ 0.16263162, -0.15671414, 0.17128813, 0.08102502, -0.20960581,
-0.17067516, 0.23822626, 0.14689504, -0.19351801, -0.2212853 ,
0.30102652, 0.29138023, -0.13547294, 0.08497631, 0.25077668,
-0.15406407]],
[[-0.01026443, 0.01002361, 0.14400584, 0.0393662 , -0.55967224,
-0.00668133, 0.28837225, 0.21184643, -0.22742423, -0.17898728,
-0.14989975, 0.06514613, -0.36150444, 0.20734312, 0.12429916,
-0.09759056]]],
[[[ 0.15567406, -0.13913605, -0.20291555, 0.26030159, -0.1842681 ,
-0.22818208, -0.2880041 , -0.36756945, -0.04928368, 0.02222761,
-0.02507421, 0.20749211, 0.12138005, -0.01049831, 0.10628239,
-0.02748027]],
[[-0.0027497 , -0.42789999, 0.10820925, 0.05199576, 0.1210124 ,
-0.14493445, -0.17957988, -0.11643492, 0.22491187, -0.11099664,
0.00456836, -0.23631921, 0.14817509, -0.0996023 , -0.07907257,
-0.20414679]],
[[-0.3828682 , -0.21571791, 0.26666966, 0.03045612, 0.26806682,
0.17157161, 0.10877197, 0.12532064, 0.08181296, -0.44801226,
-0.20265639, -0.51043087, -0.08753796, 0.09852006, -0.02850566,
0.20454195]],
[[-0.08421923, -0.04900339, 0.09351327, 0.09867585, 0.29791832,
-0.03363731, -0.0327458 , -0.34299406, 0.05492518, -0.18807523,
0.22893082, 0.05247142, -0.16822016, 0.12496826, 0.05597453,
0.46500933]],
[[-0.22640312, 0.18723394, -0.19285616, -0.19592068, -0.36677101,
-0.01624428, -0.05043334, -0.17765433, -0.00498492, 0.02469731,
0.11097076, 0.38130611, -0.19323359, -0.11088228, 0.16125199,
0.13469113]]],
[[[ 0.02576087, -0.40211156, 0.16100486, 0.01175185, 0.28229287,
-0.30051112, -0.18817182, -0.40597421, -0.14014402, -0.02748445,
-0.20742849, 0.33742985, 0.25053829, -0.24608377, -0.13590167,
0.16523601]],
[[-0.27592453, -0.01917703, 0.23938498, -0.0909076 , 0.10455287,
0.27125746, -0.51904196, -0.03185857, 0.13900802, -0.29796311,
-0.09136382, -0.12182511, 0.08624748, 0.18551414, -0.14150196,
0.13796763]],
[[-0.24134773, -0.07178742, 0.06262599, 0.22692436, 0.06688057,
0.26798493, -0.6701501 , 0.5466345 , 0.24921894, 0.13462898,
-0.23633495, -0.60175163, -0.01655059, 0.15575564, -0.0234334 ,
0.39248618]],
[[ 0.33348781, 0.18587811, -0.21527208, 0.11596174, 0.36605883,
-0.20255361, -0.40750456, 0.03067493, 0.37116823, 0.40874079,
0.21805903, -0.23985961, -0.29206353, 0.01013208, 0.08161234,
-0.17740269]],
[[-0.06140964, 0.21087477, -0.16747704, -0.42543387, 0.07875653,
-0.25847441, -0.11262386, -0.10268337, 0.04426527, 0.3302637 ,
-0.07118786, 0.2038728 , -0.31989586, -0.36547849, 0.15172489,
-0.13877942]]],
[[[ 0.20179951, -0.61912906, 0.08825527, -0.11697931, -0.1206877 ,
-0.22258157, 0.20547369, -0.55813062, -0.28330126, 0.08103431,
-0.2332488 , 0.20181656, 0.07267697, -0.23192695, -0.08164368,
0.09779516]],
[[ 0.18244265, 0.06674994, 0.00806855, 0.17336126, -0.33228794,
0.41136599, 0.0648536 , -0.35042733, -0.38456511, 0.12581097,
-0.13635273, 0.40350923, 0.10451807, -0.21997863, -0.39693493,
-0.03941998]],
[[ 0.15844405, 0.07281931, -0.43501303, 0.22707686, -0.49739617,
-0.31085503, -0.11521836, 0.36016876, 0.02367935, 0.26757002,
-0.02336688, -0.32208598, -0.123024 , -0.25707659, -0.25692251,
-0.1237626 ]],
[[ 0.39778355, 0.14360364, -0.52666283, -0.45918056, -0.18441132,
-0.3952364 , -0.22484234, -0.01827278, -0.03909436, 0.01445972,
0.35286808, -0.26481202, -0.06712179, -0.92920792, -0.19413809,
-0.29800254]],
[[-0.03897737, 0.0330917 , 0.20215686, -0.17829484, 0.17865258,
-0.06381495, -0.17240556, -0.03438797, 0.17279893, -0.14129347,
-0.10305486, 0.04227751, -0.08916236, -0.69718176, 0.06292085,
-0.12205695]]],
[[[-0.00723472, -0.20257908, 0.11045035, -0.44888207, 0.21815221,
-0.06657762, 0.14234903, -0.03018231, 0.05469951, 0.0616139 ,
0.03846187, 0.0096822 , -0.0454447 , -1.02260101, -0.16356716,
0.07821075]],
[[ 0.23418909, 0.06894027, -0.10716635, -0.12270977, -0.02892148,
0.44014463, 0.20548481, -0.69548142, -0.41104418, 0.12856574,
-0.00695143, 0.26230168, -0.06526937, -1.11847198, -0.07712324,
-0.26734155]],
[[-0.0076174 , -0.00410234, -0.06264415, -0.4097085 , 0.24645633,
0.02551057, 0.2596544 , -0.19092694, -0.36084244, -0.22664325,
0.17729799, 0.21552478, -0.18094584, -1.05718529, -0.27964291,
0.00241093]],
[[-0.23647863, 0.10428108, 0.19797413, -0.13874678, -0.11519748,
-0.0975792 , 0.24085084, 0.01596858, -0.2503368 , -0.12705797,
0.25577614, -0.03380172, 0.05143771, 0.0093581 , -0.05249907,
0.14982545]],
[[-0.42448908, 0.01440317, 0.25296333, 0.08752578, -0.01594228,
0.15540047, 0.14800322, 0.08607971, -0.09098312, -0.0211668 ,
-0.24563804, -0.11571542, -0.06416921, 0.00456992, 0.13190754,
0.24916038]]]], dtype=float32), array([-0.62901038, -0.03752879, -0.29460651, -0.15698859, -0.24385601,
-0.10194576, -0.11998731, -0.1383121 , -0.0717945 , -0.14473793,
-0.4525702 , -0.21036877, -0.04035919, 0.18188125, -0.26269314,
-0.32092035], dtype=float32)]
*** layer config ***
{'pool_size': (2, 2), 'data_format': 'channels_last', 'name': 'max_pooling2d_1', 'padding': 'valid', 'strides': (2, 2), 'trainable': True}
*** layer weights ***
[]
*** layer config ***
{'activation': 'relu', 'kernel_size': (5, 5), 'use_bias': True, 'strides': (1, 1), 'name': 'conv2d_2', 'kernel_constraint': None, 'padding': 'valid', 'dilation_rate': (1, 1), 'kernel_regularizer': None, 'kernel_initializer': {'class_name': 'VarianceScaling', 'config': {'scale': 1.0, 'distribution': 'uniform', 'seed': None, 'mode': 'fan_avg'}}, 'filters': 32, 'bias_regularizer': None, 'bias_constraint': None, 'bias_initializer': {'class_name': 'Zeros', 'config': {}}, 'activity_regularizer': None, 'data_format': 'channels_last', 'trainable': True}
*** layer weights ***
[array([[[[ 4.06922400e-02, -7.61743337e-02, 7.69211352e-01,
-3.60520668e-02, -2.32685760e-01, 1.35813758e-01,
-6.91445172e-02, -1.46609917e-01, -6.88931346e-02,
3.01003605e-01, 7.37975836e-02, 1.38904482e-01,
-3.08448374e-01, -2.47133493e-01, -6.97764903e-02,
5.35712600e-01, -2.03288302e-01, 4.49445620e-02,
-9.75970179e-02, -1.15615159e-01, -6.96194947e-01,
4.13183391e-01, 1.40726894e-01, -2.82892764e-01,
2.55028717e-02, 1.29698649e-01, -1.20844347e-02,
3.07818711e-01, -6.75505817e-01, -9.81532633e-02,
-3.82058173e-01, -2.29088441e-01],
[ -2.76909843e-02, 4.87257928e-01, 1.95067957e-01,
-3.07378441e-01, -4.28872168e-01, -2.24869605e-02,
-1.57477334e-01, -4.04919058e-01, 4.52420227e-02,
3.23001057e-01, -1.42096534e-01, -3.53941441e-01,
-1.27617747e-01, -5.33994772e-02, -1.46988228e-01,
-2.54508376e-01, -2.05554560e-01, 1.28953978e-02,
4.46270183e-02, 1.32251024e-01, -9.89444107e-02,
1.36761770e-01, 3.16095948e-02, -4.74744976e-01,
3.91969644e-03, 1.93765774e-01, -5.61336949e-02,
-2.00848714e-01, 2.25988850e-02, 3.64947761e-03,
2.15151459e-01, 7.89815262e-02],
[ 2.89460570e-01, 3.27699929e-02, -1.77368015e-01,
-2.33062413e-02, -3.16485107e-01, 1.77169561e-01,
-3.64183709e-02, 1.54066578e-01, 3.77612889e-01,
-1.56805009e-01, -9.05125029e-03, 2.57083595e-01,
1.87675565e-01, 1.62758887e-01, -1.73312984e-02,
-2.98661023e-01, 6.03570184e-03, -2.66688317e-01,
8.82029906e-02, -3.38117196e-03, -3.46318334e-02,
-2.36067758e-03, 9.42040980e-03, -8.39672863e-01,
2.70120651e-01, 9.90886539e-02, 3.96613777e-03,
-2.11940661e-01, -2.70178229e-01, 2.08090201e-01,
-3.34279463e-02, 2.16225892e-01],
[ -6.86688423e-01, 4.46801394e-01, 2.11073738e-03,
2.59807140e-01, -7.95596838e-02, -2.70167559e-01,
-3.26971620e-01, 3.86449695e-01, -7.09789097e-02,
1.96913764e-01, 1.60430670e-01, 1.91955879e-01,
-3.44867110e-01, 2.48166989e-03, 1.83161497e-02,
-4.87840623e-01, 3.07940036e-01, -5.75889312e-02,
-1.12865083e-01, 2.05843866e-01, 4.02853549e-01,
4.82850373e-02, 8.60816240e-02, 2.31127813e-02,
-2.73439586e-01, -2.52430171e-01, 8.08755532e-02,
-3.69421661e-01, -3.61534297e-01, 2.60724634e-01,
-7.37149835e-01, -1.13775440e-01],
[ -2.70825505e-01, -4.07575369e-01, -5.31371906e-02,
1.24322988e-01, 1.34904787e-01, -6.75609708e-01,
3.02223921e-01, 5.59992313e-01, 1.17714256e-02,
1.63468197e-01, 1.76657587e-01, 4.13943410e-01,
1.73276633e-01, 4.81450371e-03, 2.02240020e-01,
8.12439322e-02, -6.18269682e-01, 1.49385765e-01,
-2.24336043e-01, -2.71680921e-01, 1.40924096e-01,
-1.20577216e-01, -2.36078665e-01, -6.00838125e-01,
-4.09758873e-02, 4.97865118e-02, -1.45554155e-01,
-5.28478883e-02, -3.34052622e-01, -4.10090178e-01,
3.83493870e-01, -2.03348204e-01],
[ 2.54088849e-01, -1.82271227e-02, -2.54671454e-01,
-7.24403784e-02, 5.33102334e-01, -8.71229947e-01,
-3.06225196e-02, -1.48926556e-01, -2.57717788e-01,
-8.71004984e-02, 1.46798983e-01, 4.62266952e-02,
8.70282799e-02, 6.94516897e-02, -3.13199721e-02,
-1.42870009e-01, -5.76534688e-01, -1.97743490e-01,
-2.72689283e-01, 1.59978662e-02, -1.63054213e-01,
6.70246333e-02, 1.46787912e-01, -3.19655426e-02,
1.00455033e-02, -1.60780773e-01, 1.22018956e-01,
-4.14958477e-01, 3.10559031e-02, 1.74732715e-01,
2.17257023e-01, 2.76355982e-01],
[ -1.94429696e-01, -8.68189037e-02, 3.58590111e-02,
3.74022871e-02, -5.47617555e-01, -4.01717536e-02,
-1.25760764e-01, 1.99210867e-01, -2.08579391e-01,
-2.65296876e-01, -2.60046422e-01, -6.49326965e-02,
-5.56210816e-01, 1.24120586e-01, -4.41729501e-02,
-2.05587838e-02, -5.51866405e-02, 7.76337236e-02,
-2.15014443e-02, 2.75953710e-01, -1.06414512e-01,
-1.18629284e-01, 2.47314468e-01, 1.49946883e-01,
4.03860249e-02, -7.20315427e-02, -9.97072905e-02,
-1.34830251e-01, 3.42574827e-02, -1.16260298e-01,
-1.95874736e-01, -9.90716890e-02],
[ -9.89722982e-02, 3.44362885e-01, 2.69159973e-02,
-2.66019046e-01, -4.67163354e-01, 2.46350273e-01,
-8.79446045e-02, -9.45926666e-01, 3.05607200e-01,
1.20220691e-01, -1.13906309e-01, 4.03487176e-01,
-1.97235003e-01, 2.72210717e-01, 6.72354421e-04,
-1.71840653e-01, 2.61902809e-01, 6.17237724e-02,
-8.06867853e-02, 1.06326938e-01, 1.46032527e-01,
-7.29504302e-02, -1.70304790e-01, -6.02796733e-01,
5.88913150e-02, -1.64950732e-02, 1.02822304e-01,
1.33221522e-01, 3.53129417e-01, -1.29599810e-01,
-1.10429013e-02, -6.74594119e-02],
[ 2.44607747e-01, 1.34463400e-01, -6.17528915e-01,
1.87503919e-01, 8.63639712e-02, -3.96559238e-01,
2.10232452e-01, -1.26741663e-01, -6.57204866e-01,
2.27701932e-01, 1.77034095e-01, -1.51082784e-01,
1.92441136e-01, -1.05998866e-01, -3.79765332e-01,
-2.28547022e-01, -6.52976558e-02, -3.47693622e-01,
1.89737469e-01, -1.14339171e-02, 2.32495129e-01,
-5.45080006e-01, -1.40809923e-01, 2.37380445e-01,
7.98275415e-03, -5.16210079e-01, 4.69431132e-02,
-1.90955088e-01, -8.43622312e-02, -1.14902526e-01,
-2.49813661e-01, -2.09157877e-02],
[ -8.47770572e-02, -2.84000397e-01, 1.66852966e-01,
-2.57778585e-01, -2.58145899e-01, 1.18662752e-02,
-3.74318212e-02, 1.20951220e-01, 1.48460239e-01,
3.10391992e-01, 1.40476751e-03, 9.36404914e-02,
-1.89293697e-01, -4.22050059e-02, -3.86729725e-02,
5.59084862e-02, -5.17844498e-01, -3.41720879e-01,
-4.27257776e-01, -3.78034532e-01, -3.93932194e-01,
-2.56348848e-02, 1.12187758e-01, -5.83752453e-01,
-9.37190279e-02, -4.21759337e-02, -1.72404587e-01,
1.23367801e-01, -2.30504170e-01, 5.96470982e-02,
-2.03353480e-01, -1.91944778e-01],
[ 1.52411699e-01, 2.21194133e-01, 4.03333724e-01,
1.61685273e-01, -6.22391820e-01, -2.55549103e-01,
2.41226032e-01, -4.71786201e-01, 1.13458350e-01,
-6.81888759e-01, -1.79668427e-01, 5.05437609e-03,
-1.72256380e-01, -2.80527622e-02, 3.23788039e-02,
-7.18075931e-02, 6.55557573e-01, -2.63050973e-01,
-2.64234275e-01, -3.59809160e-01, 1.35262519e-01,
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-4.72652465e-01, 1.01983272e-01, -1.82081893e-01,
3.30620930e-02, 5.04510105e-02],
[ 6.69393763e-02, -1.47457466e-01, -8.73916671e-02,
-4.80382860e-01, -1.43710151e-02, -4.31600302e-01,
1.58385754e-01, 1.68939099e-01, -2.17495427e-01,
-5.85590661e-01, 4.05701280e-01, 9.27736685e-02,
-7.02976212e-02, 3.83398794e-02, 3.48135293e-01,
4.40967828e-01, -3.50648075e-01, 1.06844157e-01,
-1.62092477e-01, 1.65662557e-01, -2.17621863e-01,
4.54879925e-02, 5.56035340e-01, 1.76789522e-01,
-1.06372938e-01, 1.32417411e-01, -1.99353382e-01,
-1.48641124e-01, 5.16299784e-01, -2.21847683e-01,
1.13180362e-01, -2.60407984e-01],
[ 5.73210865e-02, 7.64420450e-01, 1.38162762e-01,
-2.40049213e-01, 1.72358397e-02, -5.01974374e-02,
2.04310253e-01, -1.90938160e-01, 1.99892938e-01,
-5.16919732e-01, 2.51391083e-01, 1.70409251e-02,
2.10968599e-01, -8.91371369e-02, 9.93295535e-02,
-3.52838725e-01, -2.10582137e-01, 4.12371099e-01,
1.64441511e-01, 3.31633240e-01, 3.09832424e-01,
4.21070755e-02, 4.17651266e-01, 1.67304650e-02,
8.77954960e-02, 9.39920470e-02, 3.20751444e-02,
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*** layer config ***
{'pool_size': (2, 2), 'data_format': 'channels_last', 'name': 'max_pooling2d_2', 'padding': 'valid', 'strides': (2, 2), 'trainable': True}
*** layer weights ***
[]
*** layer config ***
{'name': 'dropout_1', 'rate': 0.25, 'trainable': True}
*** layer weights ***
[]
*** layer config ***
{'name': 'flatten_1', 'trainable': True}
*** layer weights ***
[]
*** layer config ***
{'activation': 'relu', 'use_bias': True, 'name': 'dense_1', 'kernel_constraint': None, 'kernel_initializer': {'class_name': 'VarianceScaling', 'config': {'scale': 1.0, 'distribution': 'uniform', 'seed': None, 'mode': 'fan_avg'}}, 'bias_constraint': None, 'bias_regularizer': None, 'kernel_regularizer': None, 'bias_initializer': {'class_name': 'Zeros', 'config': {}}, 'activity_regularizer': None, 'units': 128, 'trainable': True}
*** layer weights ***
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*** layer config ***
{'name': 'dropout_2', 'rate': 0.5, 'trainable': True}
*** layer weights ***
[]
*** layer config ***
{'activation': 'softmax', 'use_bias': True, 'name': 'dense_2', 'kernel_constraint': None, 'kernel_initializer': {'class_name': 'VarianceScaling', 'config': {'scale': 1.0, 'distribution': 'uniform', 'seed': None, 'mode': 'fan_avg'}}, 'bias_constraint': None, 'bias_regularizer': None, 'kernel_regularizer': None, 'bias_initializer': {'class_name': 'Zeros', 'config': {}}, 'activity_regularizer': None, 'units': 10, 'trainable': True}
*** layer weights ***
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-6.82577133e-01, -4.47685093e-01, -2.25455031e-01,
-1.27385125e-01],
[ -2.03419536e-01, -2.69935519e-01, 1.80871740e-01,
-1.93533838e-01, -2.70274013e-01, 3.80724669e-02,
1.46264240e-01, -2.53915697e-01, 1.52035832e-01,
-2.59121954e-01],
[ -5.62524259e-01, -6.55070186e-01, -3.46466154e-01,
8.85783285e-02, 1.44918576e-01, 1.54875919e-01,
-5.27630389e-01, 1.33648008e-01, 1.27927661e-01,
1.88720122e-01],
[ 7.93461725e-02, 6.85076863e-02, -6.83691876e-04,
-3.89409363e-01, -2.82926381e-01, 9.90394428e-02,
1.11647382e-01, -3.12395573e-01, 1.19854942e-01,
-6.64806128e-01],
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-3.57688785e-01]], dtype=float32), array([ 0.44257981, 0.77157462, 0.06027411, -0.04234137, -0.36675683,
-0.17116684, -0.49610204, 0.09522778, -0.05281036, -0.10534358], dtype=float32)]
In [25]:
import codecs, json
print("output weights as JSON")
filename = "mnist_cnn_train121_params_layer%d.json"
# 層間パラメータをJSONで書き出し
# 入力層(Channel:1, Figure Width:28, Figure Height:28)
# 畳み込み層1(Activation:ReLU, Channel:16, Filter Width:5, Filter Heights:5)
# 重み(Array[5][5][1][16]), バイアス(Array[16])
layidx = 0
params_list = model3.layers[layidx].get_weights()
weights_array = params_list[0]
biases_array = params_list[1]
dict = {}
dict['weights'] = weights_array.tolist()
dict['biases'] = biases_array.tolist()
file_path = filename % layidx
json.dump(dict,
codecs.open(file_path, 'w', encoding='utf-8'),
separators=(',', ':'),
sort_keys=False,
indent=4)
# 層間パラメータなし
# 畳み込み層1(Activation:ReLU, Channel:32, Filter Width:8, Filter Heights:8)
# 最大プーリング層(Channel:16, Figure Width:12, Figure Height:12)
layidx = 1
# 層間パラメータをJSONで書き出し
# 最大プーリング層(Channel:16, Figure Width:12, Figure Height:12)
# 畳み込み層2(Activation:ReLU, Channel:32, Filter Width:8, Filter Heights:8)
# 重み(Array[5][5][16][32]), バイアス(Array[32])
layidx = 2
params_list = model3.layers[layidx].get_weights()
weights_array = params_list[0]
biases_array = params_list[1]
dict = {}
dict['weights'] = weights_array.tolist()
dict['biases'] = biases_array.tolist()
file_path = filename % layidx
json.dump(dict,
codecs.open(file_path, 'w', encoding='utf-8'),
separators=(',', ':'),
sort_keys=False,
indent=4)
# 層間パラメータなし
# 畳み込み層2(Activation:ReLU, Channel:32, Filter Width:8, Filter Heights:8)
# 最大プーリング層(Channel:32, Figure Width:4, Figure Height:4)
layidx = 3
# 層間パラメータなし
# ドロップアウト層(Dropout rate:0.25)
# データフォーマット変化なし
layidx = 4
# 層間パラメータなし
# 最大プーリング層(Channel:32, Figure Width:4, Figure Height:4)
# 平滑化層(Channel:512)
layidx = 5
# 層間パラメータをJSONで書き出し
# 平滑化層(Channel:512)
# 全結合層(Activation:ReLU, Channel:128)
# 重み(Array[512][128]), バイアス(Array[128])
layidx = 6
params_list = model3.layers[layidx].get_weights()
weights_array = params_list[0]
biases_array = params_list[1]
dict = {}
dict['weights'] = weights_array.tolist()
dict['biases'] = biases_array.tolist()
file_path = filename % layidx
json.dump(dict,
codecs.open(file_path, 'w', encoding='utf-8'),
separators=(',', ':'),
sort_keys=False,
indent=4)
# 層間パラメータなし
# ドロップアウト層(Dropout rate:0.5, Channel:128)
# データフォーマット変化なし
layidx = 7
# 層間パラメータをJSONで書き出し
# 全結合層(ReLU, Channel:128)
# 全結合層(Activation:Softmax, Channel:10)
# 重み(Array[128][10]), バイアス(Array[10])
layidx = 8
params_list = model3.layers[layidx].get_weights()
weights_array = params_list[0]
biases_array = params_list[1]
dict = {}
dict['weights'] = weights_array.tolist()
dict['biases'] = biases_array.tolist()
file_path = filename % layidx
json.dump(dict,
codecs.open(file_path, 'w', encoding='utf-8'),
separators=(',', ':'),
sort_keys=False,
indent=4)
print("done")
output weights as JSON
done
In [8]:
# テスト用画像データ取得
images = x_test.reshape(10000, 28, 28)
idx = 0
# 画像データのイメージを表示
plt.imshow(images[idx])
plt.gray()
plt.show()
# 正解データを表示
print('const float test_data[784] = {')
for n in range(10):
print('%f,' % y_test[idx][n])
print('};\n')
# テスト画像の数値を表示
print('const float test_data[784] = {')
for row in range(28):
for col in range(28):
print('%f,' % images[idx][row][col])
print('};')
const float test_data[784] = {
0.000000,
0.000000,
0.000000,
0.000000,
0.000000,
0.000000,
0.000000,
1.000000,
0.000000,
0.000000,
};
const float test_data[784] = {
0.000000,
0.000000,
0.000000,
0.000000,
0.000000,
0.000000,
0.000000,
0.000000,
0.000000,
0.000000,
0.000000,
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0.329412,
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0.623529,
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In [ ]:
Content source: RyujiTanaka/ds5_keras_mnist
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