import?tensorflow?as?tf
import?numpy?as?np
import?matplotlib.pyplot?as?plt
import?math


def?_variable（name?shape）:
??“““Helper?to?create?a?Variable?stored?on?CPU?memory.

??Args:
????name:?name?of?the?variable
????shape:?list?of?ints

??Returns:
????Variable?Tensor
??“““
??with?tf.device（‘/gpu:0‘）:
????var?=?tf.get_variable（name?shape）
??return?var

def?batch_norm（x_tensorname=None）:
????meanvariance=tf.nn.moments（x_tensoraxes?=?[0]）
????L=tf.nn.batch_normalization（x_tensormeanvariance0.0110.001name?=?name）
????return?L


def?conv_layer（inputshapestrideactivation=Truepadding=‘VALID‘name=None）:
????in_channel=shape[2]
????out_channel=shape[3]
????k_size=shape[0]
????with?tf.variable_scope（name）?as?scope:
????????kernel=_variable（‘conv_weights‘shape?=?shape）

????????conv=tf.nn.conv2d（input?=?inputfilter?=?kernelstrides?=?stridepadding?=padding）
????????biases=_variable（‘biases‘[out_channel]）
????????bias=tf.nn.bias_add（convbiases）
????????bias?=?batch_norm（bias?‘bn‘）
????????if?activation?is?True:

????????????conv_out=tf.nn.relu（biasname?=?‘relu‘）
????????else:
????????????conv_out=bias
????????return?conv_out

def?conv_inception（input?shape?stride=?[1111]?activation?=?True?padding?=?‘SAME‘?name?=?None）:
????in_channel?=?shape[2]
????out_channel?=?shape[3]
????k_size?=?shape[0]
????with?tf.variable_scope（name）?as?scope:
????????kernel?=?_variable（‘conv_weights‘?shape?=?shape）
????????conv?=?tf.nn.conv2d（input?=?input?filter?=?kernel?strides?=?stride?padding?=?padding）
????????biases?=?_variable（‘biases‘?[out_channel]）
????????bias?=?tf.nn.bias_add（conv?biases）
????????if?activation?is?True:
????????????conv_out?=?tf.nn.relu（bias?name?=?‘relu‘）
????????else:
????????????conv_out?=?bias
????????return?conv_out

def?inception_block_tradition（input?name=None）:

????with?tf.variable_scope（name）?as?scope:
????????with?tf.variable_scope（“Branch_0“）:
????????????branch_0=conv_inception（inputshape?=?[1128864]name?=?‘0a_1x1‘）
????????with?tf.variable_scope（‘Branch_1‘）:
????????????branch_1=conv_inception（inputshape?=?[1128848]name?=?‘0a_1x1‘）
????????????branch_1=conv_inception（branch_1shape?=?[554864]name?=?‘0b_5x5‘）
????????with?tf.variable_scope（“Branch_2“）:
????????????branch_2=conv_inception（inputshape?=?[1128864]name?=?‘0a_1x1‘）
????????????branch_2=conv_inception（branch_2shape?=?[336496]name?=?‘0b_3x3‘）
????????with?tf.variable_scope（‘Branch_3‘）:
????????????branch_3=tf.nn.avg_pool（inputksize?=?（1331）strides?=?[1111]padding?=?‘SAME‘name?=?‘Avgpool_0a_3x3‘）
????????????branch_3=conv_inception（branch_3shape?=?[1128864]name?=?‘0b_1x1‘）
????????inception_out=tf.concat（[branch_0branch_1branch_2branch_3]3）
????????b=1?#?for?debug
????????return?inception_out

def?inception_grid_reduction_1（inputname=None）:

????with?tf.variable_scope（name）?as?scope:
????????with?tf.variable_scope（“Branch_0“）:

?屬性????????????大小?????日期????時(shí)間???名稱
-----------?---------??----------?-----??----

?????文件????????153??2018-05-26?10:40??tensorflow-tfrecord\.idea\codestyles\codestyleConfig.xml

?????文件????????198??2018-05-26?10:40??tensorflow-tfrecord\.idea\codestyles\Project.xml

?????文件?????????86??2018-03-18?15:56??tensorflow-tfrecord\.idea\dictionaries\zhang.xml

?????文件????????492??2018-05-26?10:41??tensorflow-tfrecord\.idea\google_net.iml

?????文件????????185??2018-05-26?10:41??tensorflow-tfrecord\.idea\misc.xml

?????文件????????272??2018-03-18?15:53??tensorflow-tfrecord\.idea\modules.xml

?????文件??????36283??2018-05-28?20:46??tensorflow-tfrecord\.idea\workspace.xml

?????文件??????19502??2018-05-28?19:38??tensorflow-tfrecord\demo.py

?????文件??????29869??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0241.jpg

?????文件??????37834??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0242.jpg

?????文件??????39620??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0243.jpg

?????文件??????27486??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0244.jpg

?????文件??????51546??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0245.jpg

?????文件??????51051??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0246.jpg

?????文件??????27496??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0247.jpg

?????文件??????29280??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0248.jpg

?????文件??????31243??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0249.jpg

?????文件??????25481??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0250.jpg

?????文件??????30929??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0251.jpg

?????文件??????58349??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0252.jpg

?????文件??????49208??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0253.jpg

?????文件??????26639??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0254.jpg

?????文件??????38494??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0255.jpg

?????文件??????31550??2006-05-05?07:03??tensorflow-tfrecord\jpg\bluebell\image_0256.jpg

?????文件??????30950??2006-05-05?07:04??tensorflow-tfrecord\jpg\bluebell\image_0257.jpg

?????文件??????50187??2006-05-05?07:04??tensorflow-tfrecord\jpg\bluebell\image_0258.jpg

?????文件??????30159??2006-05-05?07:04??tensorflow-tfrecord\jpg\bluebell\image_0259.jpg

?????文件??????41462??2006-05-05?07:04??tensorflow-tfrecord\jpg\bluebell\image_0260.jpg

?????文件??????43310??2006-05-05?07:04??tensorflow-tfrecord\jpg\bluebell\image_0261.jpg

?????文件??????35088??2006-05-05?07:04??tensorflow-tfrecord\jpg\bluebell\image_0262.jpg

............此處省略1366個(gè)文件信息