“““
Adapted?from?keras?example?cifar10_cnn.py
Train?ResNet-18?on?the?CIFAR10?small?images?dataset.

GPU?run?command?with?Theano?backend?（with?TensorFlow?the?GPU?is?automatically?used）:
????THEANO_FLAGS=mode=FAST_RUNdevice=gpufloatX=float32?python?cifar10.py
“““
from?__future__?import?print_function
from?keras.datasets?import?cifar10
from?keras.preprocessing.image?import?ImageDataGenerator
from?keras.utils?import?np_utils
from?keras.callbacks?import?ReduceLROnPlateau?CSVLogger?EarlyStopping

import?numpy?as?np
import?resnet
from?load_image?import?read_imageread_label
from?sklearn.model_selection?import?train_test_split

lr_reducer?=?ReduceLROnPlateau（factor=np.sqrt（0.1）?cooldown=0?patience=5?min_lr=0.5e-6）
early_stopper?=?EarlyStopping（min_delta=0.001?patience=10）
csv_logger?=?CSV

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????文件????????3748??2019-04-24?16:39??resnet\cifar10.py
?????文件????????2369??2019-04-24?11:52??resnet\load_image.py
?????文件????????9310??2019-04-17?15:32??resnet\resnet.py