tensorflow-gpu在win10下的安装

tensorflow-gpu在win10下的安装

晕晕乎乎看了几个csdn上的帖子，感觉好困难，折腾了一整天，又碰碰撞撞的居然装好了。
我的环境：win10 64位专业版 + annaconda3.6完整安装包。硬件：i7-7700+gtx1070

• annaconda 安装tensorflow-gpu
• visual stidio2015安装
• cuda软件包安装
• DXSDK_Jun10安装
• cudnn安装
• 调测tensorflow-gpu代码

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annaconda 安装tensorflow-gpu

pip install tensorflow-gpu老是报错，就用conda来安装了。
annaconda版本3.6

conda install tensorflow-gpu

安装后可以查看tensorflow版本是1.1.1
查了别人的文章1.1.1 对应的cuda版本应该选择cuda 8。
并且应该提前安装visual studio

visual studio2015安装

Visual Studio Community 2017，community版是免费的，下载这个就够了。
用2017编译cuda的sample会有问题，还是安装Visual Studio Community 2015较好。
如果不提前安装Visual Studio就安装cuda8 好像有些模块安装会出错。
visual studio2015安装不细述。
但是visual studio2015安装的意义和作用，我不甚明白。

cuda8安装

上www.nvida.com找开发社区自行下载cuda8【cuda_8.0.61_win10】
不报错，正常安装完cuda8

DXSDK_Jun10安装

这个是跟着别人帖子走的，说是编译要用就装了，事实上我就根本没有编译任何东西出来。
意义和作用不明。可能根本不用装。

cudnn安装

cudnn-8.0-windows10-x64-v5.1

官方安装说明

WINDOWS

Add to the PATH environment variable.

In your Visual Studio project properties, add to the Include Directories
and Library Directories lists and add cudnn.lib to Linker->Input->Additional Dependencies.

自行下载安装吼。安装后我没有按官方说明添加什么路径，将解压缩后的三个子目录直接添加到cuda8的安装目录下。cuda的path路径，在cuda8安装时已经自动添加到系统path中，检验过了。

三个子目录
bin
include
lib

调测tensorflow-gpu代码

看了帖子要加两段代码

import os
os.environ[‘CUDA_VISIBLE_DEVICES’] = “0”

楼上的0不应该写成1。我调试成功后，把这句注释了，也还是在使用gpu计算。这句代码无用。
楼下代码才是关键

with tf.Session(config=tf.ConfigProto(log_device_placement=True)) as sess:
这句代码亲测必须加上！

运行后的输出跟别人帖子上写的也不太一样。本文后面附上我的输出。有高人也帮我看看解答一下哈。

结束语

不知道怎么装上的，至少编译啥的肯定没用到。事实上我去尝试编译了，没编译成功。哈哈，说出来的都是泪啊。
跟其他大神的安装过程好像又不太一样。
这tensorflow难道千人千面？呵呵
提供愚笨的操作记录，供他人参考批评。
i7-7700 MNIST多线程运算，迭代500次，43s
gpu gtx1070迭代500次，12s
相对cpu时间减少70%左右。没有其他人说的速度最快可以提高20倍。
好吧至少训练10000次不用等个二三十分钟，不知道干啥去。
速度的提升跟样本总量大小，网络层级有关。目前我的测试Mnist cnn就5层，可能还看不出差距吧。
就这么样吧，有大神看到我的文章也帮我指正一下。
老弟多谢啦。

2018-02-11 00:28:22.725889: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_1/Adam_1: (VariableV2)/job:localhost/replica:0/task:0/gpu:0
Variable_1/Adam_1/read: (Identity): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.726152: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_1/Adam_1/read: (Identity)/job:localhost/replica:0/task:0/gpu:0
Variable_1/Adam_1/Assign: (Assign): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.726493: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_1/Adam_1/Assign: (Assign)/job:localhost/replica:0/task:0/gpu:0
Variable_1/Adam: (VariableV2): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.726818: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_1/Adam: (VariableV2)/job:localhost/replica:0/task:0/gpu:0
Variable_1/Adam/read: (Identity): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.727065: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_1/Adam/read: (Identity)/job:localhost/replica:0/task:0/gpu:0
Variable_1/Adam/Assign: (Assign): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.727395: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placeVariable/Adamr.cc:841] Variable_1/Adam/Assign: (Assign)/job:localhost/replica:0/task:0/gpu:0
_1: (VariableV2): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.727709: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable/Adam_1: (VariableV2)/job:localhost/replica:0/task:0/gpu:0
Variable/Adam_1/read: (Identity): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.728060: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable/Adam_1/read: (Identity)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 Variable/Adam_1/Assign: (Assign): /job:localhost/replica:0/task:0/gpu:0
00:28:22.728298: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable/Adam_1/Assign: (Assign)/job:localhost/replica:0/task:0/gpu:0
Variable/Adam: (VariableV2): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.728627: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable/Adam: (VariableV2)/job:localhost/replica:0/task:0/gpu:0
Variable/Adam/read: (Identity): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.728874: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable/Adam/read: (Identity)/job:localhost/replica:0/task:0/gpu:0
Variable/Adam/Assign: (Assign): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.729234: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable/Adam/Assign: (Assign)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.729574: I c:\l\wbeta2_power: (VariableV2): /job:localhost/replica:0/task:0/gpu:0
ork\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] beta2_power: (VariableV2)/job:localhost/replica:0/task:0/gpu:0
beta2_power/read: (Identity): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.729884: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] beta2_power/read: (Identity)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.730124: beta2_power/Assign: (Assign): /job:localhost/replica:0/task:0/gpu:0
I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] beta2_power/Assign: (Assign)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:2beta1_power: (VariableV2): /job:localhost/replica:0/task:0/gpu:0
2.730409: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] beta1_power: (VariableV2)/job:localhost/replica:0/task:0/gpu:0
beta1_power/read: (Identity): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.730701: I c:\l\work\tensorflow-1.1.0\tensorflow\cobeta1_power/Assign: (Assign): /job:localhost/replica:0/task:0/gpu:0
re\common_runtime\simple_placer.cc:841] beta1_power/read: (Identity)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.731050: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] beta1_power/Assign: (Assign)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:gradients/Mean_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/gpu:0
22.731320: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Mean_grad/Prod_1: (Prod)/job:localhost/replica:0/task:0/gpu:0
gradients/Mean_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.731678: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Mean_grad/Maximum: (Maximum)/job:localhost/replica:0/task:0/gpu:0
gradients/Fill: (Fill): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.731931: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Fill: (Fill)/job:localhost/replica:0/task:0/gpu:0
gradients/Mean_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.732231: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Mean_grad/Reshape: (Reshape)/job:localhost/replica:0/task:0/gpu:0
Sub_1: (Sub): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.732544: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Sub_1: (Sub)/job:localhost/replica:0/task:0/gpu:0
Slice_1/begin: (Pack): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.732781: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Slice_1/begin: (Pack)/job:localhost/replica:0/task:0/gpu:0
Sub: (Sub): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.733033: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Sub: (Sub)/job:localhost/replica:0/task:0/gpu:0
Slice/begin: (Pack): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.733266: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Slice/begin: (Pack)/job:localhost/replica:0/task:0/gpu:0
Sub_2: (Sub): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.733560: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Sub_2: (Sub)/job:localhost/replica:0/task:0/gpu:0
Slice_2/size: (Pack): /job:localhost/replica:0/task:0/gpu:0
Variable_7: (VariableV2): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.733841: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Slice_2/size: (Pack)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.746439: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_7: (VariableV2)/job:localhost/replica:0/task:0/gpu:0
Variable_7/read: (Identity): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.746997: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_7/read: (Identity)/job:localhost/replica:0/task:0/gpu:0
Variable_7/Assign: (Assign): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.747262: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_7/Assign: (Assign)/job:localhost/replica:0/task:0/gpu:0
Variable_6: (VariableV2): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.747532: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_6: (VariableV2)/job:localhost/replica:0/task:0/gpu:0
Variable_6/read: (Identity): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.747729: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_6/read: (Identity)/job:localhost/replica:0/task:0/gpu:0
truncated_normal_3/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.748046: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal_3/TruncatedNormal: (TruncatedNormal)/job:localhost/replica:0/task:0/gpu:0
truncated_normal_3/mul: (Mul): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.748370: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal_3/mul: (Mul)/job:localhost/replica:0/task:0/gpu:0
truncated_normal_3: (Add): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.748606: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal_3: (Add)/job:localhost/replica:0/task:0/gpu:0
Variable_6/Assign: (Assign): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.748899: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_6/Assign: (Assign)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22dropout/random_uniform/sub: (Sub): /job:localhost/replica:0/task:0/gpu:0
.749158: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] dropout/random_uniform/sub: (Sub)/job:localhost/replica:0/task:0/gpu:0
gradients/dropout/div_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.749466: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/dropout/div_grad/Shape_1: (Shape)/job:localhost/replica:0/task:0/gpu:0
2018-02-Variable_5: (VariableV2): /job:localhost/replica:0/task:0/gpu:0
11 00:28:22.749731: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_5: (VariableV2)/job:localhost/replica:0/task:0/gpu:0
Variable_5/read: (Identity): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.749997: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_5/read: (Identity)/job:localhost/replica:0/task:0/gpu:0
Variable_5/Assign: (Assign): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.750221: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_5/Assign: (Assign)/job:localhost/replica:0/task:0/gpu:0
Variable_4: (VariableV2): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.750520: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_4: (VariableV2)/job:localhost/replica:0/task:0/gpu:0
Variable_4/read: (Identity): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.750857: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_4/read: (Identity)/job:localhost/replica:0/task:0/gpu:0
truncated_normal_2/TruncatedNormal: 2018-02-11(TruncatedNormal): /job:localhost/replica:0/task:0/gpu:0
 00:28:22.751truncated_normal_2/mul: (Mul): /job:localhost/replica:0/task:0/gpu:0
173: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal_2/TruncatedNormal: (TruncatedNormal)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.751430: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal_2/mul: (Mul)/job:localhost/replica:0/task:0/gpu:0
truncated_normal_2: (Add): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.751684: I c:\l\woVariable_4/Asrk\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal_2: (Add)/job:localhost/replica:0/task:0/gpu:0
sign: (Assign): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.751974: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_4/Assign: (Assign)/job:localhost/replica:0/task:0/gpu:0
Variable_3: (VariableV2): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.752279: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_3: (VariableV2)/job:localhost/replica:0/task:0/gpu:0
Variable_3/read: (Identity): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.752667: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_3/read: (Identity)/job:localhost/replica:0/task:0/gpu:0
Variable_3/Assign: (Assign): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.753051: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_3/Assign: (Assign)/job:localhost/replica:0/task:0/gpu:0
Variable_2: (VariableV2): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.753387: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_2: (VariableV2)/job:localhost/replica:0/task:0/gpu:0
Variable_2/read: (Identity): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.753787: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_2/read: (Identity)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.754108truncated_normal_1/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/gpu:0
: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal_1/TruncatedNormal: (TruncatedNormal)/job:localhost/replica:0/task:0/gpu:0
truncated_normal_1/mul: (Mul): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.754519: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal_1/mul: (Mul)/job:localhost/replica:0/task:0/gpu:0
truncated_normal_1: (Add): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.754810: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtiVariable_2/Assign: (Assign): /job:localhost/replica:0/task:0/gpu:0
Variable_1: (VariableV2): /job:localhost/replica:0/task:0/gpu:0
Variable_1/read: (Identity): /job:localhost/replica:0/task:0/gpu:0
me\simple_placer.cc:841] truncated_normal_1: (Add)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.755076: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_2/Assign: (Assign)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.755277: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_1: (VariableV2)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.755491: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_1/read: (Identity)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.75Variable_1/Assign: (Assign): /job:localhost/replica:0/task:0/gpu:0
5801: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable_1/Assign: (Assign)/job:localhost/replica:0/task:0/gpu:0
Variable: (VariableV2): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.756186: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable: (VariableV2)/job:localhost/replica:0/task:0/gpu:0
Variable/read: (Identity): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.756498: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable/read: (Identity)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.75683truncated_normal/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/gpu:0
5: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal/TruncatedNormal: (TruncatedNormal)/job:localhost/replica:0/task:0/gpu:0
2018-02-11truncated_normal/mul: (Mul): /job:localhost/replica:0/task:0/gpu:0
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truncated_normal: (Add): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.757557: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal: (Add)/job:localhost/replica:0/task:0/gpu:0
Variable/Assign: (Assign): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.757937: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable/Assign: (Assign)/job:localhost/replica:0/task:0/gpu:0
init: (NoOp): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.758242: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] init: (NoOp)/job:localhost/replica:0/task:0/gpu:0
group_deps: (NoOp): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.758538: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] group_deps: (NoOp)/job:localhost/replica:0/task:0/gpu:0
ArgMax_1: (ArgMax): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.758884: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] ArgMax_1: (ArgMax)/job:localhost/replica:0/task:0/gpu:0
Shape_2: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.759262: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Shape_2: (Shape)/job:localhost/replica:0/task:0/gpu:0
Slice_1: (Slice): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.759589: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Slice_1: (Slice)/job:localhost/replica:0/task:0/gpu:0
concat_1: (ConcatV2): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.759959: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] concat_1: (ConcatV2)/job:localhost/replica:0/task:0/gpu:0
Reshape_3: (Reshape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.760309: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Reshape_3: (Reshape)/job:localhost/replica:0/task:0/gpu:0
Reshape: (Reshape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.760583: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Reshape: (Reshape)/job:localhost/replica:0/task:0/gpu:0
gradients/Conv2D_grad/Shape: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.760936: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Conv2D_grad/Shape: (Shape)/job:localhost/replica:0/task:0/gpu:0
Conv2D: (Conv2D): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.761201: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Conv2D: (Conv2D)/job:localhost/replica:0/task:0/gpu:0
gradients/add_grad/Shape: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.761528: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/add_grad/Shape: (Shape)/job:localhost/replica:0/task:0/gpu:0
gradients/add_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.762019: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/add_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/gpu:0
add: (Add): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.762378: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] add: (Add)/job:localhost/replica:0/task:0/gpu:0
Relu: (Relu): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.762769: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Relu: (Relu)/job:localhost/replica:0/task:0/gpu:0
MaxPool: (MaxPool): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.763036: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] MaxPool: (MaxPool)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 gradients/Conv2D_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/gpu:0
00:28:22.763398: I c:\l\work\tensorflow-1.1.0\tensorflow\core\coConv2D_1: (Conv2D): /job:localhost/replica:0/task:0/gpu:0
mmon_runtime\simple_placer.cc:841] gradients/Conv2D_1_grad/Shape: (Shape)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.763743: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Conv2D_1: (Conv2D)/job:localhost/replica:0/task:0/gpu:0
gradients/add_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.764048: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/add_1_grad/Shape: (Shape)/job:localhost/replica:0/task:0/gpu:0
gradients/add_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.764461: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/add_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/gpu:0
add_1: (Add): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.764749: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] add_1: (Add)/job:localhost/replica:0/task:0/gpu:0
201Relu_1: (Relu): /job:localhost/replica:0/task:0/gpu:0
8-02-11 00:28:22.765037: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Relu_1: (Relu)/job:localhost/replica:0/task:0/gpu:0
MaxPool_1: (MaxPool): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.765359: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] MaxPool_1: (MaxPool)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28gradients/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/gpu:0
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Reshape_1: (Reshape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.766142: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Reshape_1: (Reshape)/job:localhost/replica:0/task:0/gpu:0
MatMul: (MatMul): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.766445: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] MatMul: (MatMul)/job:localhost/replica:0/task:0/gpu:0
gradients/add_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.766769: I c:\l\work\tensorflowgradients/add_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.767156: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/add_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/gpu:0
add_2: (Add): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.767644: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] add_2: (Add)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.7679Relu_2: (Relu): /job:localhost/replica:0/task:0/gpu:0
91: I c:\l\work\tensgradients/dropoorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Relu_2: (Relu)/job:localhost/replica:0/task:0/gpu:0
ut/div_grad/Neg: (Neg): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.768286: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/dropout/div_grad/Neg: (Neg)/job:localhost/replica:0/task:0/gpu:0
gradients/dropout/div_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.768728: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/dropout/div_grad/RealDiv_1: (RealDiv)/job:localhost/replica:0/task:0/gpu:0
gradients/dropout/div_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.769124: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/dropout/div_grad/RealDiv_2: (RealDiv)/job:localhost/replica:0/task:0/gpu:0
gradients/dropout/div_grad/Shape: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.769494: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/dropout/div_grad/Shape: (Shape)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00gradients/dropout/div_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/gpu:0
:28:22.769911: I c:\l\work\tensorfdropout/div: (RealDiv): /job:localhost/replica:0/task:0/gpu:0
low-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/dropout/div_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.770217: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] dropout/div: (RealDiv)/job:localhost/replica:0/task:0/gpu:0
gradients/dropout/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.770544: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/dropout/mul_grad/Shape: (Shape)/job:localhost/replica:0/task:0/gpu:0
dropout/Shape: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.770818: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] dropout/Shape: (Shape)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.771065:dropout/random_uniform/RandomUniform: (RandomUniform): /job:localhost/replica:0/task:0/gpu:0
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dropout/random_uniform/mul: (Mul): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.771404: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] dropout/random_uniform/mul: (Mul)/job:localhost/replica:0/task:0/gpu:0
dropout/random_uniform: (Add): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.771675: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] dropout/random_uniform: (Add)/job:localhost/replica:0/task:0/gpu:0
dropout/add: (Add): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.771924: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] dropout/add: (Add)/job:localhost/replica:0/task:0/gpu:0
dropout/Floor: (Floor): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.772170: I c:\l\work\tensorflow-1.1.0\tensorflow\corgradients/droe\common_runtime\simple_placer.cc:841] dropout/Floor: (Floor)/job:localhost/replica:0/task:0/gpu:0
pout/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.772455: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/dropout/mul_grad/Shape_1: (Shape)/job:localhost/replica:0/task:0/gpu:0
gradients/dropout/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.772797: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/dropout/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/gpu:0
dropout/mul: (Mul): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.773131: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] dropout/mul: (Mul)/job:localhost/replica:0/task:0/gpu:0
MatMul_1: (MatMul): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.773357: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] MatMul_1: (MatMul)/job:localhost/replica:0/task:0/gpu:0
gradients/add_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.773571: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/add_3_grad/Shape: (Shape)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.77389gradients/add_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/gpu:0
1: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/add_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs)/job:localhost/replica:0/task:0/gpu:0
add_3: (Add): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.774231: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] add_3: (Add)/job:localhost/replica:0/task:0/gpu:0
ArgMax: (ArgMax): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.774480: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] ArgMax: (ArgMax)/job:localhost/replica:0/task:0/gpu:0
Equal: (Equal): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.774728: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Equal: (Equal)/job:localhost/replica:0/task:0/gpu:0
2Cast_1: (Cast): /job:localhost/replica:0/task:0/gpu:0
018-02-11 00:28:22.774966: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Cast_1: (Cast)/job:localhost/replica:0/task:0/gpu:0
Mean_1: (Mean): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.775260: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Mean_1: (Mean)/job:localhost/replica:0/task:0/gpu:0
gradients/Reshape_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.775580: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Reshape_2_grad/Shape: (Shape)/job:localhost/replica:0/task:0/gpu:0
Shape_1: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.775911: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Shape_1: (Shape)/job:localhost/replica:0/task:0/gpu:0
Slice: (Slice): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.776177: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Slice: (Slice)/job:localhost/replica:0/task:0/gpu:0
concat: (ConcatV2): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.776512: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] concat: (ConcatV2)/job:localhost/replica:0/task:0/gpu:0
Reshape_2: (Reshape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.776776: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Reshape_2: (Reshape)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.SoftmaxCrossEntropyWithLogits: (SoftmaxCrossEntropyWithLogits): /job:localhost/replica:0/task:0/gpu:0
777121: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] SoftmaxCrossEntropyWithLogits: (SoftmaxCrossEntropyWithLogits)/job:localhost/replica:0/task:0/gpu:0
gradients/zeros_like: (ZerosLike): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.777567: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/zeros_like: (ZerosLike)/job:localhost/replica:0/task:0/gpu:0
gradients/Reshape_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.777914: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Reshape_4_grad/Shape: (Shape)/job:localhost/replica:0/task:0/gpu:0
Shape: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.778248: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Shape: (Shape)/job:localhost/replica:0/task:0/gpu:0
Slice_2: (Slice): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.778527: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Slice_2: (Slice)/job:localhost/replica:0/task:0/gpu:0
Reshape_4: (Reshape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.778821: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Reshape_4: (Reshape)/job:localhost/replica:0/task:0/gpu:0
gradients/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.779082: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Mean_grad/Shape_1: (Shape)/job:localhost/replica:0/task:0/gpu:0
gradients/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.779439: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Mean_grad/Prod: (Prod)/job:localhost/replica:0/task:0/gpu:0
gradients/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.779817: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Mean_grad/floordiv: (FloorDiv)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 0gradients/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/gpu:0
0:28:22.780049: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Mean_grad/Cast: (Cast)/job:localhost/replica:0/task:0/gpu:0
gradients/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.780400: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Mean_grad/Shape: (Shape)/job:localhost/replica:0/task:0/gpu:0
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gradients/Conv2D_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/gpu:0
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gradients/MaxPool_grad/MaxPoolGrad: (MaxPoolGrad): /job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00gradients/Conv2D_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.8Adam/Assign: (Assign): /job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00Mean: (Mean): /job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.814738: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Reshape_5/shape: (Const)/job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:2input_producer/Size: (Const): /job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.820596: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] ArgMax/dimension: (Const)/job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.820907: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Adam/epsilon: (Const)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:Adam/beta2: (Const): /job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.Variable_7/Adam_1/Initializer/Const: (Const): /job:localhost/replica:0/task:0/gpu:0
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riab201le/Adam_1/Initializer/Const: (Const): /job:localhost/replica:0/task:0/gpu:0
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a2ble/Adam/Initializer/Const: (Const): /job:localhost/replica:0/task:0/gpu:0
018-02-11 00:28:22.827834: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Variable/Abeta2_dam/Initializer/Const: (Const)/job:localhost/replica:0/task:0/gpu:0
power/initial_value2018: (Const): /job:localhost/replica:0/task:0/gpu:0
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1_power/initial_value: (Const): /job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.829467: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Conv2D_grad/Shape_1: (Const)/job:localhost/replica:0/task:0/gpu:0
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radients/SoftmaxCrossEntropyWithLogits_grad/ExpandDims/dim: (Const): /job:localhost/replica:0/task:0/gpu:0
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gradients/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.832492: I c:\l\work\tensorflow-gradients/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/gpu:0
gradie1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Mean_grad/Maximum/y: (Const)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.833448: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Mean_grad/Const_1: (Const)/job:localhost/replica:0/task:0/gpu:0
nts/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.833931: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Mean_grad/Const: (Const)/job:localhost/replica:0/task:0/gpu:0
gradients/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.834517: I c:\l\work\tensorflow-1.1.0\tensgrorflow\core\common_runtime\simple_placer.cc:841] gradients/Mean_grad/Shape_2: (Const)/job:localhost/replica:0/task:0/gpu:0
adients/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.834890: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Mean_grad/Reshape/shape: (Const)/job:localhost/replica:0/task:0/gpu:0
gradients/C2018onst: (Const): /job:localhost/replica:0/task:0/gpu:0
-02-11 00:28:22.835298: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Const: (Const)/job:localhost/replica:0/task:0/gpu:0
gradients/Shape: (Const): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.835651: I cConst_4::\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] gradients/Shape: (Const)/job:localhost/replica:0/task:0/gpu:0
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018-02-11 00:28:22.836031: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Const_4: (Const)/job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.Sub836419: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Slice_2/begin: (Const)/job:localhost/replica:0/task:0/gpu:0
2_2/y: (Const): /job:localhost/replica:0/task:0/gpu:0
018-02-11 00:28:22.836738: I c:\l\work\tensorflow-1.1.0\tensorflowconc\core\common_runtime\simple_placer.cc:841] Sub_2/y: (Const)/job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.837105: I c:\l\work\tensorflow-1.1.0\tensconorflow\core\common_runtime\simple_placer.cc:841] concat_1/axis: (Const)/job:localhost/replica:0/task:0/gpu:0
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018-02-11 00:28:22.837878: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Slice_1/size: (Const)/job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.838786: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] concat/axis: (Const)/job:localhost/replica:0/task:0/gpu:0
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concat/values_0: (Const): /job:localhost/replica:0/task:0/gpu:0
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lice/size: (Const): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.839399: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Slice/size: (Const)/job:localhost/replica:0/task:0/gpu:0
Sub/y: (Const): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.839725: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Sub/y: (Const)/job:localhost/replica:0/task:0/gpu:0
2018-02-11Rank_1: (Const): /job:localhost/replica:0/task:0/gpu:0
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Rank: (Const): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.840321: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Rank: (Const)/job:localhost/replica:0/task:0/gpu:0
Const_3: (Const): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.840602: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Const_3: (Const)/job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.840907: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal_3/stddev: (Const)/job:localhost/replica:0/task:0/gpu:0
tru2ncated_normal_3/mean: (Const): /job:localhost/replica:0/task:0/gpu:0
018-02-11 00:28:22.841305: I c:\l\work\tensorflow-1truncated_normal_3/shape: (Const): /job:localhost/replica:0/task:0/gpu:0
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dropout/random_uniform/min: (Const): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.842563: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] dropout/random_uniform/min: (Const)/job:localhost/replica:0/task:0/gpu:0
Placeholder_2: (Placeholder): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.842949: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Placeholder_2: (Placeholder)/job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.843752: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Const_2: (Const)/job:localhost/replica:0/task:0/gpu:0
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t2018-02-11 00:28:22.844149: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal_2/stddev: (Const)/job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.845393: Const_1: (Const): /job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.846294: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal_1/mean: (Const)/job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22truncated_normal_1/shape: (Const): /job:localhost/replica:0/task:0/gpu:0
.84Reshape/shape: (Const): /job:localhost/replica:0/task:0/gpu:0
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Const: (Const): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.847196: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Const: (Const)/job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.847562: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal/stddev: (Const)/job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.847855: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal/mean: (Const)/job:localhost/replica:0/task:0/gpu:0
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2018-02-11 00:28:22.848132: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] truncated_normal/shape: (Const)/job:localhost/replica:0/task:0/gpu:0
Placeholder_1: (Placeholder): /job:localhost/replica:0/task:0/gpu:0
2018-02-11 00:28:22.848485: I c:\l\work\tensorflow-1.1.0\tensorflow\core\common_runtime\simple_placer.cc:841] Placeholder_1: (Placeholder)/job:localhost/replica:0/task:0/gpu:0
Placeholder: (Placeholder): /job:localhost/replica:0/task:0/gpu:0
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