#?=========================================================================
import?tensorflow?as?tf


#?=========================================================================
#?
#?images?image?batch?4D?tensor?tf.float32?[batch_size?width?height?channels]
#?logits?float?[batch_size?n_classes]
def?inference（images?batch_size?n_classes）:
????#?
????#?conv1
????#?
????with?tf.variable_scope（‘conv1‘）?as?scope:
????????weights?=?tf.Variable（tf.truncated_normal（shape=[3?3?3?64]?stddev=1.0?dtype=tf.float32）
??????????????????????????????name=‘weights‘?dtype=tf.float32）

????????biases?=?tf.Variable（tf.constant（value=0.1?dtype=tf.float32?shape=[64]）
?????????????????????????????name=‘biases‘?dtype=tf.float32）

????????conv?=?tf.nn.conv2d（images?weights?strides=[1?1?1?1]?padding=‘SAME‘）
????????pre_activation?=?tf.nn.bias_add（conv?biases）
????????conv1?=?tf.nn.relu（pre_activation?name=scope.name）

????#?pooling1
????#?
????with?tf.variable_scope（‘pooling1_lrn‘）?as?scope:
????????pool1?=?tf.nn.max_pool（conv1?ksize=[1?3?3?1]?strides=[1?2?2?1]?padding=‘SAME‘?name=‘pooling1‘）
????????norm1?=?tf.nn.lrn（pool1?depth_radius=4?bias=1.0?alpha=0.001?/?9.0?beta=0.75?name=‘norm1‘）

????#?conv2
????with?tf.variable_scope（‘conv2‘）?as?scope:
????????weights?=?tf.Variable（tf.truncated_normal（shape=[3?3?64?16]?stddev=0.1?dtype=tf.float32）
??????????????????????????????name=‘weights‘?dtype=tf.float32）

????????biases?=?tf.Variable（tf.constant（value=0.1?dtype=tf.float32?shape=[16]）
?????????????????????????????name=‘biases‘?dtype=tf.float32）

????????conv?=?tf.nn.conv2d（norm1?weights?strides=[1?1?1?1]?padding=‘SAME‘）
????????pre_activation?=?tf.nn.bias_add（conv?biases）
????????conv2?=?tf.nn.relu（pre_activation?name=‘conv2‘）

????#?pooling2
????with?tf.variable_scope（‘pooling2_lrn‘）?as?scope:
????????norm2?=?tf.nn.lrn（conv2?depth_radius=4?bias=1.0?alpha=0.001?/?9.0?beta=0.75?name=‘norm2‘）
????????pool2?=?tf.nn.max_pool（norm2?ksize=[1?3?3?1]?strides=[1?1?1?1]?padding=‘SAME‘?name=‘pooling2‘）

????#?fc3
????with?tf.variable_scope（‘local3‘）?as?scope:
????????reshape?=?tf.reshape（pool2?shape=[batch_size?-1]）
????????dim?=?reshape.get_shape（）[1].value
????????weights?=?tf.Variable（tf.truncated_normal（shape=[dim?128]?stddev=0.005?dtype=tf.float32）
??????????????????????????????name=‘weights‘?dtype=tf.float32）

????????biases?=?tf.Variable（tf.constant（value=0.1?dtype=tf.float32?shape=[128]）
?????????????????????????????name=‘biases‘?dtype=tf.float32）

????????local3?=?tf.nn.relu（tf.matmul（reshape?weights）?+?biases?name=scope.name）

????#?fc4
????with?tf.variable_scope（‘local4‘）?as?scope:
????????weights?=?tf.Variable（tf.truncated_normal（shape=[128?128]?stddev=0.005?dtype=tf.float32）
??????????????????????????????name=‘weights‘?dtype=tf.float32）

????????biases?=?tf.Variable（tf.constant（value=0.1?dtype=tf.float32?shape=[128]）
?????????????????????????????name=‘biases‘?dtype=tf.float32）

??

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2018-08-17?15:04??CatVsDogRecong\
?????文件???????20436??2018-08-09?15:46??CatVsDogRecong\0.jpg
?????文件???????13170??2018-08-09?13:53??CatVsDogRecong\003.jpg
?????目錄???????????0??2018-08-17?15:04??CatVsDogRecong\log\
?????文件??????228222??2018-08-15?14:23??CatVsDogRecong\log\events.out.tfevents.1534313958.ubuntu
?????文件????????5005??2018-08-15?13:51??CatVsDogRecong\model.py
?????文件????????3800??2018-08-15?14:11??CatVsDogRecong\model.pyc
?????目錄???????????0??2018-08-17?15:04??CatVsDogRecong\modelsave\
?????文件?????????173??2018-08-15?14:23??CatVsDogRecong\modelsave\checkpoint
?????文件????25500900??2018-08-15?14:23??CatVsDogRecong\modelsave\model_ckpt-999.data-00000-of-00001
?????文件????????1250??2018-08-15?14:23??CatVsDogRecong\modelsave\model_ckpt-999.index
?????文件??????123779??2018-08-15?14:23??CatVsDogRecong\modelsave\model_ckpt-999.meta
?????文件????????1602??2018-08-17?15:01??CatVsDogRecong\test.py
?????文件????????3159??2018-08-17?12:54??CatVsDogRecong\train.py
?????目錄???????????0??2018-08-17?15:04??CatVsDogRecong\train_image\
?????目錄???????????0??2018-08-17?15:04??CatVsDogRecong\train_image\0\
?????文件???????20661??2018-08-09?13:45??CatVsDogRecong\train_image\0\000.jpg
?????文件???????20436??2018-08-09?13:45??CatVsDogRecong\train_image\0\001.jpg
?????文件???????20397??2018-08-09?13:45??CatVsDogRecong\train_image\0\002.jpg
?????文件???????18070??2018-08-09?13:46??CatVsDogRecong\train_image\0\003.jpg
?????文件???????14276??2018-08-09?13:46??CatVsDogRecong\train_image\0\004.jpg
?????文件???????16505??2018-08-09?13:46??CatVsDogRecong\train_image\0\005.jpg
?????文件???????16062??2018-08-09?13:46??CatVsDogRecong\train_image\0\006.jpg
?????文件???????12810??2018-08-09?13:47??CatVsDogRecong\train_image\0\007.jpg
?????文件???????22745??2018-08-09?13:47??CatVsDogRecong\train_image\0\008.jpg
?????文件???????16499??2018-08-09?13:47??CatVsDogRecong\train_image\0\009.jpg
?????文件???????20120??2018-08-09?13:47??CatVsDogRecong\train_image\0\010.jpg
?????文件???????17142??2018-08-09?13:47??CatVsDogRecong\train_image\0\011.jpg
?????文件???????16837??2018-08-09?13:48??CatVsDogRecong\train_image\0\012.jpg
?????文件???????19332??2018-08-09?13:48??CatVsDogRecong\train_image\0\013.jpg
?????文件???????24710??2018-08-09?13:49??CatVsDogRecong\train_image\0\014.jpg
............此處省略26個文件信息