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diff --git a/README.md b/README.md
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-# tensorflow
-tensorflow 源码分析
-
-[[图解tensorflow源码] [原创] Tensorflow 图解分析 （Session, Graph, Kernels, Devices）](http://www.cnblogs.com/yao62995/p/5773578.html)
-
-TF Prepare
-
-[[图解tensorflow源码] 入门准备工作](http://www.cnblogs.com/yao62995/p/5773142.html)
-
-[[图解tensorflow源码] TF系统概述篇](http://www.cnblogs.com/yao62995/p/5773184.html)
-
-Session篇
-
-[[图解tensorflow源码] Session::Run()流程图 （单机版）](http://www.cnblogs.com/yao62995/p/5773036.html)
-
-[[图解tensorflow源码] Session::Run() 分布式版本](http://www.cnblogs.com/yao62995/p/5773043.html)
-
-Graph 篇
-
-[[图解tensorflow源码] Graph 图模块 （UML视图）](http://www.cnblogs.com/yao62995/p/5773070.html)
-
-[[图解tensorflow源码] Graph 图模块 —— Graph Loading](http://www.cnblogs.com/yao62995/p/5773080.html)
-
-[[图解tensorflow源码] Graph 图构建 （Graph Constructor）](http://www.cnblogs.com/yao62995/p/5773088.html)
-
-[[图解tensorflow源码] Graph 图优化 （graph optimizer）](http://www.cnblogs.com/yao62995/p/5773103.html)
-
-Device 篇
-
-[[图解tensorflow源码] Simple Placer节点布放算法](http://www.cnblogs.com/yao62995/p/5773053.html)
-
-[[图解tensorflow源码] [转载] tensorflow设备内存分配算法解析 （BFC算法）](http://www.cnblogs.com/yao62995/p/5773166.html)
-
-[[图解tensorflow源码] 线程池模块分析 (CPU thread pool device)](http://www.cnblogs.com/yao62995/p/5773063.html)
-
-Op Kernels 篇
-
-[[图解tensorflow源码] MatMul 矩阵乘积运算 （前向计算，反向梯度计算）](http://www.cnblogs.com/yao62995/p/5773029.html)
-
-[[图解tensorflow源码] Conv2d卷积运算 （前向计算，反向梯度计算）](http://www.cnblogs.com/yao62995/p/5773018.html)
-
- 持续更新中。。。
+## tensorflow 源码分析
+
+[[图解tensorflow源码] [原创] Tensorflow 图解分析 （Session, Graph, Kernels, Devices）](http://www.cnblogs.com/yao62995/p/5773578.html)
+
+## TF Prepare
+
+[[图解tensorflow源码] 入门准备工作](http://www.cnblogs.com/yao62995/p/5773142.html)
+
+[[图解tensorflow源码] TF系统概述篇](http://www.cnblogs.com/yao62995/p/5773184.html)
+
+## Session篇
+
+[[图解tensorflow源码] Session::Run()流程图 （单机版）](http://www.cnblogs.com/yao62995/p/5773036.html)
+
+[[图解tensorflow源码] Session::Run() 分布式版本](http://www.cnblogs.com/yao62995/p/5773043.html)
+
+## Graph 篇
+
+[[图解tensorflow源码] Graph 图模块 （UML视图）](http://www.cnblogs.com/yao62995/p/5773070.html)
+
+[[图解tensorflow源码] Graph 图模块 —— Graph Loading](http://www.cnblogs.com/yao62995/p/5773080.html)
+
+[[图解tensorflow源码] Graph 图构建 （Graph Constructor）](http://www.cnblogs.com/yao62995/p/5773088.html)
+
+[[图解tensorflow源码] Graph 图优化 （graph optimizer）](http://www.cnblogs.com/yao62995/p/5773103.html)
+
+## Device 篇
+
+[[图解tensorflow源码] Simple Placer节点布放算法](http://www.cnblogs.com/yao62995/p/5773053.html)
+
+[[图解tensorflow源码] [转载] tensorflow设备内存分配算法解析 （BFC算法）](http://www.cnblogs.com/yao62995/p/5773166.html)
+
+[[图解tensorflow源码] 线程池模块分析 (CPU thread pool device)](http://www.cnblogs.com/yao62995/p/5773063.html)
+
+## Op Kernels 篇
+
+[[图解tensorflow源码] MatMul 矩阵乘积运算 （前向计算，反向梯度计算）](http://www.cnblogs.com/yao62995/p/5773029.html)
+
+[[图解tensorflow源码] Conv2d卷积运算 （前向计算，反向梯度计算）](http://www.cnblogs.com/yao62995/p/5773018.html)
+
+
diff --git a/conv2d.jpg b/conv2d.jpg
diff --git a/graph_construct.jpg b/graph_construct.jpg
diff --git a/graph_loading.jpg b/graph_loading.jpg
diff --git a/graph_meta.jpg b/graph_meta.jpg
diff --git a/graph_optimize.jpg b/graph_optimize.jpg
diff --git a/mat_mul.jpg b/mat_mul.jpg
diff --git a/session_run.jpg b/session_run.jpg
diff --git a/session_run_dist.jpg b/session_run_dist.jpg
diff --git a/simple_placer.jpg b/simple_placer.jpg
diff --git a/thread_pool.jpg b/thread_pool.jpg