Merge branch 'develop' of https://github.com/PaddlePaddle/FluidDoc into faq

update install faq test=develop

.pre-commit-hooks/convert_markdown_into_html.py

@@ -81,11 +81,9 @@ def convert_markdown_into_html(argv=None):
     for filename in args.filenames:
         with open(
                 re.sub(r"README", "index", re.sub(r"\.md$", ".html",
-                                                  filename)),
-                "w",
-                encoding="utf-8") as output:
+                                                  filename)), "w") as output:
             output.write(HEAD)
-            with open(filename, encoding="utf-8") as input:
+            with open(filename) as input:
                 for line in input:
                     output.write(line)
             output.write(TAIL)

doc/fluid/advanced_guide/addon_development/contribute_code/local_dev_guide.md

@@ -9,7 +9,24 @@
 - 通过所有单元测试。
 - 请遵守[提交代码的一些约定](#提交代码的一些约定)。
 
-以下教程将指导您提交代码。
+
+## 使用官方开发镜像（推荐）
+
+```
+# 第一次启动（CPU开发）
+docker run -it --cpu-shares=20000 --name=username --net=host --privileged --rm -v $(pwd):/Paddle hub.baidubce.com/paddlepaddle/paddle:latest-dev /bin/bash
+# 第一次启动（GPU开发）
+nvidia-docker run -it --cpu-shares=20000 --name=username --net=host --privileged --rm -v $(pwd):/Paddle hub.baidubce.com/paddlepaddle/paddle:latest-dev /bin/bash
+# 后面几次启动
+docker exec -it username bash
+```
+
+不同开发者启动docker的命令不一样，以上只是推荐命令。如果使用自己习惯的命令，一定要加参数--privileged（GPU的CUPTI库调用需要）
+
+**推荐使用官方开发镜像 hub.baidubce.com/paddlepaddle/paddle:latest-dev 提交代码。**
+
+**以下教程将指导您提交代码。**
+
 ## [Fork](https://help.github.com/articles/fork-a-repo/)
 
 跳转到[PaddlePaddle](https://github.com/PaddlePaddle/Paddle) GitHub首页，然后单击 `Fork` 按钮，生成自己目录下的仓库，比如 <https://github.com/USERNAME/Paddle>。
@@ -42,7 +59,7 @@ Paddle 目前使用[Git流分支模型](http://nvie.com/posts/a-successful-git-b
 
 Paddle 开发人员使用 [pre-commit](http://pre-commit.com/) 工具来管理 Git 预提交钩子。 它可以帮助我们格式化源代码（C++，Python），在提交（commit）前自动检查一些基本事宜（如每个文件只有一个 EOL，Git 中不要添加大文件等）。
 
-`pre-commit`测试是 Travis-CI 中单元测试的一部分，不满足钩子的 PR 不能被提交到 Paddle，首先安装并在当前目录运行它：
+`pre-commit`测试是 CI 中单元测试的一部分，不满足钩子的 PR 不能被提交到 Paddle，首先安装并在当前目录运行它：
 
 ```bash
 ➜  pip install pre-commit
@@ -51,7 +68,7 @@ Paddle 开发人员使用 [pre-commit](http://pre-commit.com/) 工具来管理 G
 
 Paddle 使用 `clang-format` 来调整 C/C++ 源代码格式，请确保 `clang-format` 版本在 3.8 以上。
 
-注：通过`pip install pre-commit`和`conda install -c conda-forge pre-commit`安装的`yapf`稍有不同的，Paddle 开发人员使用的是`pip install pre-commit`。
+注：通过`pip install pre-commit`和`conda install -c conda-forge pre-commit`安装的`yapf`稍有不同的，Paddle 开发人员使用的是`pip install pre-commit`，使用Paddle docker镜像会自带`pre-commit`不需要单独安装。
 
 ## 开始开发
 
@@ -76,9 +93,43 @@ Untracked files:
 no changes added to commit (use "git add" and/or "git commit -a")
 ```
 
-## 编译和单元测试
+## 编译
+
+创建并进入/Paddle/build路径下：
+
+    mkdir -p /Paddle/build && cd /Paddle/build
+
+执行cmake：
+
+
+    * 对于需要编译**CPU版本PaddlePaddle**的用户：
+
+    For Python2: cmake .. -DWITH_GPU=OFF -DWITH_TESTING=OFF -DCMAKE_BUILD_TYPE=Release
+    For Python3: cmake .. -DPY_VERSION=3.5 -DWITH_GPU=OFF -DWITH_TESTING=OFF -DCMAKE_BUILD_TYPE=Release
+
+    * 对于需要编译**GPU版本PaddlePaddle**的用户：
+
+    For Python2: cmake .. -DWITH_GPU=ON -DWITH_TESTING=OFF -DCMAKE_BUILD_TYPE=Release
+    For Python3: cmake .. -DPY_VERSION=3.5 -DWITH_GPU=ON -DWITH_TESTING=OFF -DCMAKE_BUILD_TYPE=Release
+
+执行编译：
+
+    make -j$(nproc)
+
+    如：make -j16，使用16核编译
+
+安装编译好的whl包：首先进入/Paddle/build/python/dist目录下找到生成的.whl包后，然后当前机器或目标机器安装编译好的.whl包：
+
+    For Python2: pip install -U（whl包的名字）
+    For Python3: pip3.5 install -U（whl包的名字）
 
 关于编译 PaddlePaddle 的源码，请参见[从源码编译](../../../install/compile/fromsource.html) 选择对应的操作系统。
+
+## 单元测试
+
+    单测运行（重复运行多次，避免随机失败）如重复运行100次的命令如下:
+    ctest --repeat-until-fail 100 -R test_xx
+
 关于单元测试，可参考[Op单元测试](../new_op/new_op.html#id7) 的运行方法。
 
 ## 提交（commit）

doc/fluid/advanced_guide/addon_development/contribute_code/local_dev_guide_en.md

@@ -9,7 +9,22 @@ You will learn how to develop programs in local environment under the guidelines
 - Pass through all unit tests.
 - Please follow [regulations of submitting codes](#regulations of submitting codes).
 
-The following guidiance tells you how to submit code.
+## Use official development images(recommended)
+
+```
+# First start（CPU development）
+docker run -it --cpu-shares=20000 --name=username --net=host --privileged --rm -v $(pwd):/Paddle hub.baidubce.com/paddlepaddle/paddle:latest-dev /bin/bash
+# First start（GPU development）
+nvidia-docker run -it --cpu-shares=20000 --name=username --net=host --privileged --rm -v $(pwd):/Paddle hub.baidubce.com/paddlepaddle/paddle:latest-dev /bin/bash
+# Next start
+docker exec -it username bash
+```
+Different developers have different commands to start docker. The above are only recommended commands. If you use the command you are used to, you must add the parameter --privileged (needed by the GPU CUPTI library call)
+
+**It is recommended to use the official development mirror hub.baidubce.com/paddlepaddle/paddle:latest-dev to submit the code.**
+
+**The following guidiance tells you how to submit code.**
+
 ## [Fork](https://help.github.com/articles/fork-a-repo/)
 
 Transfer to the home page of Github [PaddlePaddle](https://github.com/PaddlePaddle/Paddle) ,and then click button `Fork`  to generate the git under your own file directory,such as <https://github.com/USERNAME/Paddle>。
@@ -44,7 +59,7 @@ It is worth noting that before the checkout, you need to keep the current branch
 
 Paddle developers use the [pre-commit](http://pre-commit.com/) tool to manage Git pre-commit hooks. It helps us format the source code (C++, Python) and automatically check some basic things before committing (such as having only one EOL per file, not adding large files in Git, etc.).
 
-The `pre-commit` test is part of the unit test in Travis-CI. A PR that does not satisfy the hook cannot be submitted to Paddle. Install `pre-commit` first and then run it in current directory：
+The `pre-commit` test is part of the unit test in CI. A PR that does not satisfy the hook cannot be submitted to Paddle. Install `pre-commit` first and then run it in current directory：
 
 
 ```bash
@@ -54,7 +69,7 @@ The `pre-commit` test is part of the unit test in Travis-CI. A PR that does not
 
 Paddle modify the format of C/C++ source code with `clang-format` .Make sure the version of `clang-format` is above 3.8.
 
-Note：There are differences between the installation of `yapf` with `pip install pre-commit` and that with `conda install -c conda-forge pre-commit` . Paddle developers use `pip install pre-commit` 。
+Note：There are differences between the installation of `yapf` with `pip install pre-commit` and that with `conda install -c conda-forge pre-commit` . Paddle developers use `pip install pre-commit`, Using Paddle docker image will `pre-commit`without separate installation .
 
 ## Start development
 
@@ -76,7 +91,45 @@ Untracked files:
 no changes added to commit (use "git add" and/or "git commit -a")
 ```
 
-## Build and test
+## Build
+
+Create and enter the /Paddle/build path
+
+    mkdir -p /Paddle/build && cd /Paddle/build
+
+Execute cmake:
+
+
+    * For users who need to compile the **CPU version PaddlePaddle**:
+
+    For Python2: cmake .. -DWITH_GPU=OFF -DWITH_TESTING=OFF -DCMAKE_BUILD_TYPE=Release
+    For Python3: cmake .. -DPY_VERSION=3.5 -DWITH_GPU=OFF -DWITH_TESTING=OFF -DCMAKE_BUILD_TYPE=Release
+
+
+    * For users who need to compile the **GPU version PaddlePaddle**:
+
+    For Python2: cmake .. -DWITH_GPU=ON -DWITH_TESTING=OFF -DCMAKE_BUILD_TYPE=Release
+    For Python3: cmake .. -DPY_VERSION=3.5 -DWITH_GPU=ON -DWITH_TESTING=OFF -DCMAKE_BUILD_TYPE=Release
+
+
+Execute compilation:
+
+    make -j$(nproc)
+
+    Such as: make -j16, using 16 core compilation
+
+After compiling successfully, go to the `/paddle/build/python/dist` directory and find the generated `.whl` package.Install the compiled .whl package on the current machine or target machine:
+
+    For Python2: pip install -U（whl package name）
+    For Python3: pip3.5 install -U（whl package name）
+
+Please refer to [Compile From Source Code](../../../install/compile/fromsource_en.html) about more information of building PaddlePaddle source codes.
+
+## Test
+
+    Run Test (Run 100 times)
+    ctest --repeat-until-fail 100 -R test_xx
+
 
 Please refer to [Compile From Source Code](../../../install/compile/fromsource_en.html) about more information of building PaddlePaddle source codes.
 Please refer to [Op Unit Tests](../new_op/new_op_en.html#unit-tests) about more information of running unit tests.

doc/fluid/advanced_guide/inference_deployment/inference/build_and_install_lib_cn.rst

@@ -7,15 +7,15 @@
 -------------
 
 ..  csv-table:: 
-    :header: "版本说明", "预测库(1.8.3版本)", "预测库(develop版本)"
+    :header: "版本说明", "预测库(1.8.4版本)", "预测库(develop版本)"
     :widths: 3, 2, 2
 
-    "ubuntu14.04_cpu_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.3-cpu-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-avx-mkl/fluid_inference.tgz>`_"
-    "ubuntu14.04_cpu_avx_openblas", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.3-cpu-avx-openblas/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-avx-openblas/fluid_inference.tgz>`_"
-    "ubuntu14.04_cpu_noavx_openblas", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.3-cpu-noavx-openblas/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-noavx-openblas/fluid_inference.tgz>`_"
-    "ubuntu14.04_cuda9.0_cudnn7_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.3-gpu-cuda9-cudnn7-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda9-cudnn7-avx-mkl/fluid_inference.tgz>`_"
-    "ubuntu14.04_cuda10.0_cudnn7_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.3-gpu-cuda10-cudnn7-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda10-cudnn7-avx-mkl/fluid_inference.tgz>`_"
-    "ubuntu14.04_cuda10.1_cudnn7.6_avx_mkl_trt6", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.3-gpu-cuda10.1-cudnn7.6-avx-mkl-trt6%2Ffluid_inference.tgz>`_", 
+    "ubuntu14.04_cpu_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.4-cpu-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-avx-mkl/fluid_inference.tgz>`_"
+    "ubuntu14.04_cpu_avx_openblas", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.4-cpu-avx-openblas/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-avx-openblas/fluid_inference.tgz>`_"
+    "ubuntu14.04_cpu_noavx_openblas", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.4-cpu-noavx-openblas/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-noavx-openblas/fluid_inference.tgz>`_"
+    "ubuntu14.04_cuda9.0_cudnn7_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.4-gpu-cuda9-cudnn7-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda9-cudnn7-avx-mkl/fluid_inference.tgz>`_"
+    "ubuntu14.04_cuda10.0_cudnn7_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.4-gpu-cuda10-cudnn7-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda10-cudnn7-avx-mkl/fluid_inference.tgz>`_"
+    "ubuntu14.04_cuda10.1_cudnn7.6_avx_mkl_trt6", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.4-gpu-cuda10.1-cudnn7.6-avx-mkl-trt6%2Ffluid_inference.tgz>`_", 
     "nv-jetson-cuda10-cudnn7.5-trt5", "`fluid_inference.tar.gz <https://paddle-inference-lib.bj.bcebos.com/1.7.1-nv-jetson-cuda10-cudnn7.5-trt5/fluid_inference.tar.gz>`_", 
 
 
@@ -46,7 +46,7 @@ WITH_NV_JETSON                OFF            在NV Jetson硬件上编译时需
   git clone https://github.com/paddlepaddle/Paddle
   cd Paddle
   # 建议使用git checkout切换到Paddle稳定的版本，如：
-  git checkout v1.7.2
+  git checkout v1.8.4
 
 **note**: 如果您是多卡机器，建议安装NCCL；如果您是单卡机器则可以在编译时显示指定WITH_NCCL=OFF来跳过这一步。注意如果WITH_NCCL=ON，且没有安装NCCL，则编译会报错。
 

doc/fluid/advanced_guide/inference_deployment/inference/build_and_install_lib_en.rst

@@ -7,15 +7,15 @@ Direct Download and Installation
 ---------------------------------
 
 ..  csv-table:: c++ inference library list
-    :header: "version description", "inference library(1.8.3 version)", "inference library(develop version)"
+    :header: "version description", "inference library(1.8.4 version)", "inference library(develop version)"
     :widths: 3, 2, 2
 
-    "ubuntu14.04_cpu_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.3-cpu-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-avx-mkl/fluid_inference.tgz>`_"
-    "ubuntu14.04_cpu_avx_openblas", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.3-cpu-avx-openblas/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-avx-openblas/fluid_inference.tgz>`_"
-    "ubuntu14.04_cpu_noavx_openblas", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.3-cpu-noavx-openblas/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-noavx-openblas/fluid_inference.tgz>`_"
-    "ubuntu14.04_cuda9.0_cudnn7_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.3-gpu-cuda9-cudnn7-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda9-cudnn7-avx-mkl/fluid_inference.tgz>`_"
-    "ubuntu14.04_cuda10.0_cudnn7_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.3-gpu-cuda10-cudnn7-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda10-cudnn7-avx-mkl/fluid_inference.tgz>`_"
-    "ubuntu14.04_cuda10.1_cudnn7.6_avx_mkl_trt6", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.3-gpu-cuda10.1-cudnn7.6-avx-mkl-trt6%2Ffluid_inference.tgz>`_", 
+    "ubuntu14.04_cpu_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.4-cpu-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-avx-mkl/fluid_inference.tgz>`_"
+    "ubuntu14.04_cpu_avx_openblas", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.4-cpu-avx-openblas/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-avx-openblas/fluid_inference.tgz>`_"
+    "ubuntu14.04_cpu_noavx_openblas", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.4-cpu-noavx-openblas/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-noavx-openblas/fluid_inference.tgz>`_"
+    "ubuntu14.04_cuda9.0_cudnn7_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.4-gpu-cuda9-cudnn7-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda9-cudnn7-avx-mkl/fluid_inference.tgz>`_"
+    "ubuntu14.04_cuda10.0_cudnn7_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.4-gpu-cuda10-cudnn7-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda10-cudnn7-avx-mkl/fluid_inference.tgz>`_"
+    "ubuntu14.04_cuda10.1_cudnn7.6_avx_mkl_trt6", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.8.4-gpu-cuda10.1-cudnn7.6-avx-mkl-trt6%2Ffluid_inference.tgz>`_", 
     "nv-jetson-cuda10-cudnn7.5-trt5", "`fluid_inference.tar.gz <https://paddle-inference-lib.bj.bcebos.com/1.7.1-nv-jetson-cuda10-cudnn7.5-trt5/fluid_inference.tar.gz>`_", 
 
 Build from Source Code
@@ -46,8 +46,8 @@ Firstly we pull the latest code from github.
 
   git clone https://github.com/paddlepaddle/Paddle
   cd Paddle
-  # Use git checkout to switch to stable versions such as v1.7.2
-  git checkout v1.7.2
+  # Use git checkout to switch to stable versions such as v1.8.4
+  git checkout v1.8.4
 
 
 **note**: If your environment is a multi-card machine, it is recommended to install nccl; otherwise, you can skip this step by specifying WITH_NCCL = OFF during compilation. Note that if WITH_NCCL = ON, and NCCL is not installed, the compiler will report an error.

doc/fluid/advanced_guide/inference_deployment/inference/windows_cpp_inference.md

@@ -5,13 +5,13 @@
 下载安装包与对应的测试环境
 -------------
 
-| 版本说明      |     预测库(1.8.3版本)     |       编译器        |    构建工具      |  cuDNN  |  CUDA  |
+| 版本说明      |     预测库(1.8.4版本)     |       编译器        |    构建工具      |  cuDNN  |  CUDA  |
 |:---------|:-------------------|:-------------------|:----------------|:--------|:-------|
-|    cpu_avx_mkl | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.3/win-infer/mkl/cpu/fluid_inference_install_dir.zip) | MSVC 2015 update 3|  CMake v3.16.0  |
-|    cpu_avx_openblas | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.3/win-infer/open/cpu/fluid_inference_install_dir.zip) | MSVC 2015 update 3|  CMake v3.16.0  |
-|    cuda9.0_cudnn7_avx_mkl | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.3/win-infer/mkl/post97/fluid_inference_install_dir.zip) |  MSVC 2015 update 3 |  CMake v3.16.0  |  7.3.1  |   9.0    |
-|    cuda9.0_cudnn7_avx_openblas | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.3/win-infer/open/post97/fluid_inference_install_dir.zip) | MSVC 2015 update 3 |  CMake v3.16.0  |  7.3.1  |   9.0    |
-|    cuda10.0_cudnn7_avx_mkl | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.3/win-infer/mkl/post107/fluid_inference_install_dir.zip) | MSVC 2015 update 3 |  CMake v3.16.0  |  7.4.1  |   10.0    |
+|    cpu_avx_mkl | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.4/win-infer/mkl/cpu/fluid_inference_install_dir.zip) | MSVC 2015 update 3|  CMake v3.16.0  |
+|    cpu_avx_openblas | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.4/win-infer/open/cpu/fluid_inference_install_dir.zip) | MSVC 2015 update 3|  CMake v3.16.0  |
+|    cuda9.0_cudnn7_avx_mkl | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.4/win-infer/mkl/post97/fluid_inference_install_dir.zip) |  MSVC 2015 update 3 |  CMake v3.16.0  |  7.3.1  |   9.0    |
+|    cuda9.0_cudnn7_avx_openblas | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.4/win-infer/open/post97/fluid_inference_install_dir.zip) | MSVC 2015 update 3 |  CMake v3.16.0  |  7.3.1  |   9.0    |
+|    cuda10.0_cudnn7_avx_mkl | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.4/win-infer/mkl/post107/fluid_inference_install_dir.zip) | MSVC 2015 update 3 |  CMake v3.16.0  |  7.4.1  |   10.0    |
 
 ### 硬件环境
 

doc/fluid/advanced_guide/inference_deployment/inference/windows_cpp_inference_en.md

@@ -5,13 +5,13 @@ Install and Compile C++ Inference Library on Windows
 Direct Download and Install
 -------------
 
-| Version      |     Inference Libraries(v1.8.3)   | Compiler | Build tools | cuDNN | CUDA |
+| Version      |     Inference Libraries(v1.8.4)   | Compiler | Build tools | cuDNN | CUDA |
 |:---------|:-------------------|:-------------------|:----------------|:--------|:-------|
-|    cpu_avx_mkl | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.3/win-infer/mkl/cpu/fluid_inference_install_dir.zip) | MSVC 2015 update 3|  CMake v3.16.0  |
-|    cpu_avx_openblas | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.3/win-infer/open/cpu/fluid_inference_install_dir.zip) | MSVC 2015 update 3|  CMake v3.16.0  |
-|    cuda9.0_cudnn7_avx_mkl | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.3/win-infer/mkl/post97/fluid_inference_install_dir.zip) |  MSVC 2015 update 3 |  CMake v3.16.0  |  7.3.1  |   9.0    |
-|    cuda9.0_cudnn7_avx_openblas | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.3/win-infer/open/post97/fluid_inference_install_dir.zip) | MSVC 2015 update 3 |  CMake v3.16.0  |  7.3.1  |   9.0    |
-|    cuda10.0_cudnn7_avx_mkl | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.3/win-infer/mkl/post107/fluid_inference_install_dir.zip) | MSVC 2015 update 3 |  CMake v3.16.0  |  7.4.1  |   10.0    |
+|    cpu_avx_mkl | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.4/win-infer/mkl/cpu/fluid_inference_install_dir.zip) | MSVC 2015 update 3|  CMake v3.16.0  |
+|    cpu_avx_openblas | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.4/win-infer/open/cpu/fluid_inference_install_dir.zip) | MSVC 2015 update 3|  CMake v3.16.0  |
+|    cuda9.0_cudnn7_avx_mkl | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.4/win-infer/mkl/post97/fluid_inference_install_dir.zip) |  MSVC 2015 update 3 |  CMake v3.16.0  |  7.3.1  |   9.0    |
+|    cuda9.0_cudnn7_avx_openblas | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.4/win-infer/open/post97/fluid_inference_install_dir.zip) | MSVC 2015 update 3 |  CMake v3.16.0  |  7.3.1  |   9.0    |
+|    cuda10.0_cudnn7_avx_mkl | [fluid_inference.zip](https://paddle-wheel.bj.bcebos.com/1.8.4/win-infer/mkl/post107/fluid_inference_install_dir.zip) | MSVC 2015 update 3 |  CMake v3.16.0  |  7.4.1  |   10.0    |
 
 ### Hardware Environment
 

doc/fluid/api/dygraph/grad.rst

 ..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
     !DO NOT EDIT THIS FILE MANUALLY!
 
-.. _api_fluid_dygraph_grad:
+.. _api_paddle_grad:
 
 grad
 ----
 
-..  autofunction:: paddle.fluid.dygraph.grad
+..  autofunction:: paddle.grad
     :noindex:
 

doc/fluid/api/gen_doc.sh

@@ -30,7 +30,7 @@ python gen_module_index.py framework paddle.framework
 
 
 # nn
-for module in loss
+for module in loss activation
 do
   python gen_doc.py --module_name ${module} --module_prefix ${module} --output ${module} --output_name nn --to_multiple_files True --output_dir nn
   python gen_module_index.py nn.${module} ${module}

doc/fluid/api/index_en.rst

@@ -32,3 +32,4 @@ API Reference
     regularizer.rst
     transpiler.rst
     unique_name.rst
+    review_tmp.rst

doc/fluid/api/nn.rst

@@ -5,6 +5,7 @@ paddle.nn
 ..  toctree::
     :maxdepth: 1
 
+    nn/activation.rst
     nn/adaptive_pool2d.rst
     nn/adaptive_pool3d.rst
     nn/add_position_encoding.rst
@@ -28,12 +29,17 @@ paddle.nn
     nn/clip_by_norm.rst
     nn/collect_fpn_proposals.rst
     nn/cond.rst
+    nn/ConstantPad1d.rst
+    nn/ConstantPad2d.rst
+    nn/ConstantPad3d.rst
     nn/continuous_value_model.rst
     nn/conv2d.rst
     nn/conv2d_transpose.rst
     nn/conv3d.rst
     nn/conv3d_transpose.rst
     nn/cosine_decay.rst
+    nn/cosine_similarity.rst
+    nn/CosineSimilarity.rst
     nn/cross_entropy.rst
     nn/data.rst
     nn/deformable_roi_pooling.rst
@@ -60,7 +66,8 @@ paddle.nn
     nn/GradientClipByValue.rst
     nn/grid_sampler.rst
     nn/GroupNorm.rst
-    nn/hard_shrink.rst
+    nn/hardshrink.rst
+    nn/hardtanh.rst
     nn/hard_sigmoid.rst
     nn/hard_swish.rst
     nn/hash.rst
@@ -81,6 +88,7 @@ paddle.nn
     nn/Linear.rst
     nn/linear_lr_warmup.rst
     nn/log_loss.rst
+    nn/log_softmax.rst
     nn/logsigmoid.rst
     nn/loss.rst
     nn/lrn.rst
@@ -103,13 +111,20 @@ paddle.nn
     nn/polynomial_decay.rst
     nn/Pool2D.rst
     nn/pool3d.rst
+    nn/prelu.rst
     nn/prior_box.rst
     nn/prroi_pool.rst
     nn/psroi_pool.rst
     nn/random_crop.rst
     nn/rank_loss.rst
+    nn/ReflectionPad1d.rst
+    nn/ReflectionPad2d.rst
     nn/ReLU.rst
+    nn/relu.rst
     nn/relu6.rst
+    nn/ReplicationPad1d.rst
+    nn/ReplicationPad2d.rst
+    nn/ReplicationPad3d.rst
     nn/resize_bilinear.rst
     nn/resize_nearest.rst
     nn/resize_trilinear.rst
@@ -140,7 +155,7 @@ paddle.nn
     nn/ssd_loss.rst
     nn/swish.rst
     nn/switch_case.rst
-    nn/tanh_shrink.rst
+    nn/tanhshrink.rst
     nn/target_assign.rst
     nn/teacher_student_sigmoid_loss.rst
     nn/temporal_shift.rst
@@ -150,3 +165,11 @@ paddle.nn
     nn/while_loop.rst
     nn/yolo_box.rst
     nn/yolov3_loss.rst
+    nn/functional/loss/margin_ranking_loss.rst
+    nn/functional/activation/sigmoid.rst
+    nn/layer/loss/MarginRankingLoss.rst
+    nn/ZeroPad2d.rst
+    nn/AdaptiveAvgPool2d.rst
+    nn/AdaptiveAvgPool3d.rst
+    nn/layer/activation/Sigmoid.rst
+    nn/Bilinear.rst
\ No newline at end of file

doc/fluid/api/nn/AdaptiveAvgPool2d.rst

+.. _api_nn_pooling_AdaptiveAvgPool2d:
+
+AdaptiveAvgPool2d
+-----------------
+
+..  autoclass:: paddle.nn.AdaptiveAvgPool2d
+    :members:
+    :inherited-members:
+    :noindex:
+

doc/fluid/api/nn/AdaptiveAvgPool3d.rst

+.. _api_nn_pooling_AdaptiveAvgPool3d:
+
+AdaptiveAvgPool3d
+-----------------
+
+..  autoclass:: paddle.nn.AdaptiveAvgPool3d
+    :members:
+    :inherited-members:
+    :noindex:
+

doc/fluid/api/nn/Bilinear.rst

+.. _api_nn_Bilinear:
+
+Bilinear
+-------------------------------
+
+..  autofunction:: paddle.nn.Bilinear
+    :noindex:
+

doc/fluid/api/nn/hard_shrink.rst → doc/fluid/api/nn/ConstantPad1d.rst

-.. _api_nn_hard_shrink:
+.. _api_nn_ConstantPad1d:
 
-hard_shrink
+ConstantPad1d
 -------------------------------
-:doc_source: paddle.fluid.layers.hard_shrink
+:doc_source: paddle.nn.ConstantPad1d
 
 

doc/fluid/api/nn/tanh_shrink.rst → doc/fluid/api/nn/ConstantPad2d.rst

-.. _api_nn_tanh_shrink:
+.. _api_nn_ConstantPad2d:
 
-tanh_shrink
+ConstantPad2d
 -------------------------------
-:doc_source: paddle.fluid.layers.tanh_shrink
+:doc_source: paddle.nn.ConstantPad2d
 
 

doc/fluid/api/nn/ConstantPad3d.rst

+.. _api_nn_ConstantPad3d:
+
+ConstantPad3d
+-------------------------------
+:doc_source: paddle.nn.ConstantPad3d
+
+

doc/fluid/api/nn/CosineSimilarity.rst

+.. _api_nn_CosineSimilarity:
+
+CosineSimilarity
+-------------------------------
+:doc_source: paddle.nn.CosineSimilarity
+
+

doc/fluid/api/nn/ReflectionPad1d.rst

+.. _api_nn_ReflectionPad1d:
+
+ReflectionPad1d
+-------------------------------
+:doc_source: paddle.nn.ReflectionPad1d
+
+

doc/fluid/api/nn/ReflectionPad2d.rst

+.. _api_nn_ReflectionPad2d:
+
+ReflectionPad2d
+-------------------------------
+:doc_source: paddle.nn.ReflectionPad2d
+
+

doc/fluid/api/nn/ReplicationPad1d.rst

+.. _api_nn_ReplicationPad1d:
+
+ReplicationPad1d
+-------------------------------
+:doc_source: paddle.nn.ReplicationPad1d
+
+

doc/fluid/api/nn/ReplicationPad2d.rst

+.. _api_nn_ReplicationPad2d:
+
+ReplicationPad2d
+-------------------------------
+:doc_source: paddle.nn.ReplicationPad2d
+
+

doc/fluid/api/nn/ReplicationPad3d.rst

+.. _api_nn_ReplicationPad3d:
+
+ReplicationPad3d
+-------------------------------
+:doc_source: paddle.nn.ReplicationPad3d
+
+

doc/fluid/api_cn/paddle_cn/clamp_cn.rst → doc/fluid/api/nn/ZeroPad2d.rst

-.. _cn_api_paddle_cn_clamp:
+.. _api_nn_ZeroPad2d:
 
-clamp
+ZeroPad2d
 -------------------------------
-:doc_source: paddle.tensor.clamp
+:doc_source: paddle.nn.ZeroPad2d
 
 

doc/fluid/api/nn/activation.rst

+==========
+activation
+==========
+
+..  toctree::
+    :maxdepth: 1
+
+    activation/ELU.rst
+    activation/GELU.rst
+    activation/Hardshrink.rst
+    activation/Tanh.rst
+    activation/Hardtanh.rst
+    activation/LogSigmoid.rst
+    activation/PReLU.rst
+    activation/ReLU.rst
+    activation/ReLU6.rst
+    activation/SELU.rst
+    activation/Softmax.rst
+    activation/Softplus.rst
+    activation/Softshrink.rst
+    activation/Softsign.rst
+    activation/Tanhshrink.rst

doc/fluid/api/nn/activation/ELU.rst

+.. _api_nn_activation_ELU:
+
+ELU
+-------------------------------
+
+..  autoclass:: paddle.nn.ELU
+    :noindex:
\ No newline at end of file

doc/fluid/api/nn/activation/GELU.rst

+.. _api_nn_activation_GELU:
+
+GELU
+-------------------------------
+
+..  autoclass:: paddle.nn.GELU
+    :noindex:
\ No newline at end of file

doc/fluid/api/nn/activation/Hardshrink.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_nn_activation_Hardshrink:
+
+Hardshrink
+---------
+
+..  autoclass:: paddle.nn.activation.Hardshrink
+    :members:
+    :inherited-members:
+    :noindex:
+

doc/fluid/api/nn/activation/Hardtanh.rst

+.. _api_nn_activation_Hardtanh:
+
+Hardtanh
+-------------------------------
+
+..  autoclass:: paddle.nn.Hardtanh
+    :noindex:
\ No newline at end of file

doc/fluid/api/nn/activation/LogSigmoid.rst

+.. _api_nn_activation_LogSigmoid:
+
+LogSigmoid
+-------------------------------
+
+..  autoclass:: paddle.nn.LogSigmoid
+    :noindex:
\ No newline at end of file

doc/fluid/api/nn/activation/PReLU.rst

+.. _api_nn_activation_PReLU:
+
+PReLU
+-------------------------------
+
+..  autoclass:: paddle.nn.PReLU
+    :noindex:
\ No newline at end of file

doc/fluid/api/nn/activation/ReLU.rst

+.. _api_nn_activation_ReLU:
+
+ReLU
+-------------------------------
+
+..  autoclass:: paddle.nn.ReLU
+    :noindex:
\ No newline at end of file

doc/fluid/api/nn/activation/ReLU6.rst

+.. _api_nn_activation_ReLU6:
+
+ReLU6
+---------
+
+..  autoclass:: paddle.nn.ReLU6
+    :noindex:
+

doc/fluid/api/nn/activation/SELU.rst

+.. _api_nn_activation_SELU:
+
+SELU
+---------
+
+..  autoclass:: paddle.nn.SELU
+    :noindex:
+

doc/fluid/api/nn/activation/Softmax.rst

+.. _api_nn_activation_Softmax:
+
+Softmax
+-------------------------------
+
+..  autoclass:: paddle.nn.Softmax
+    :noindex:
\ No newline at end of file

doc/fluid/api/nn/activation/Softplus.rst

+.. _api_nn_activation_Softplus:
+
+Softplus
+---------
+
+..  autoclass:: paddle.nn.Softplus
+    :noindex:
+

doc/fluid/api/nn/activation/Softshrink.rst

+.. _api_nn_activation_Softshrink:
+
+Softshrink
+----------
+
+..  autoclass:: paddle.nn.Softshrink
+    :noindex:
+

doc/fluid/api/nn/activation/Softsign.rst

+.. _api_nn_activation_Softsign:
+
+Softsign
+---------
+
+..  autoclass:: paddle.nn.Softsign
+    :noindex:
+

doc/fluid/api/nn/activation/Tanh.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_nn_activation_Tanh:
+
+Tanh
+---------
+
+..  autoclass:: paddle.nn.layer.activation.Tanh
+    :members:
+    :inherited-members:
+    :noindex:
+

doc/fluid/api/nn/activation/Tanhshrink.rst

+.. _api_nn_activation_Tanhshrink:
+
+Tanhshrink
+----------
+
+..  autoclass:: paddle.nn.Tanhshrink
+    :noindex:
+

doc/fluid/api/nn/cosine_similarity.rst

+.. _api_nn_cosine_similarity:
+
+cosine_similarity
+-------------------------------
+:doc_source: paddle.nn.functional.cosine_similarity
+
+

doc/fluid/api/nn/elu.rst

@@ -2,6 +2,8 @@
 
 elu
 -------------------------------
-:doc_source: paddle.fluid.layers.elu
+
+..  autofunction:: paddle.nn.functional.elu
+    :noindex:
 
 

doc/fluid/api/nn/functional.rst

@@ -7,3 +7,8 @@ functional
 
     functional/l1_loss.rst
     functional/nll_loss.rst
+    functional/mse_loss.rst
+    functional/ctc_loss.rst
+    functional/adaptive_avg_pool2d.rst
+    functional/adaptive_avg_pool3d.rst
+    functional/bilinear.rst

doc/fluid/api/nn/functional/activation/sigmoid.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_nn_functional_activation_sigmoid:
+
+sigmoid
+-------
+
+..  autofunction:: paddle.nn.functional.activation.sigmoid
+    :noindex:
+

doc/fluid/api/nn/functional/adaptive_avg_pool2d.rst

+.. _api_nn_functional_adaptive_avg_pool2d:
+
+adaptive_avg_pool2d
+--------------------
+
+..  autofunction:: paddle.nn.functional.adaptive_avg_pool2d
+    :noindex:
+

doc/fluid/api/nn/functional/adaptive_avg_pool3d.rst

+.. _api_nn_functional_adaptive_avg_pool3d:
+
+adaptive_avg_pool3d
+--------------------
+
+..  autofunction:: paddle.nn.functional.adaptive_avg_pool3d
+    :noindex:
+

doc/fluid/api/nn/functional/bilinear.rst

+.. _api_nn_functional_bilinear:
+
+bilinear
+--------------------
+
+..  autofunction:: paddle.nn.functional.bilinear
+    :noindex:
+

doc/fluid/api/nn/functional/binary_cross_entropy.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_nn_functional_binary_cross_entropy:
+
+binary_cross_entropy
+--------------------
+
+..  autofunction:: paddle.nn.functional.binary_cross_entropy
+    :noindex:
+

doc/fluid/api/nn/functional/ctc_loss.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_nn_functional_ctc_loss:
+
+ctc_loss
+--------
+
+..  autofunction:: paddle.nn.functional.loss.ctc_loss
+    :noindex:
+

doc/fluid/api/nn/functional/loss/margin_ranking_loss.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_nn_functional_loss_margin_ranking_loss:
+
+margin_ranking_loss
+-------------------
+
+..  autofunction:: paddle.nn.functional.loss.margin_ranking_loss
+    :noindex:
+

doc/fluid/api/nn/functional/mse_loss.rst

+.. _api_nn_functional_mse_loss:
+
+mse_loss
+------
+
+..  autoclass:: paddle.nn.functional.mse_loss
+    :members:
+    :inherited-members:
+    :noindex:
+

doc/fluid/api/nn/gelu.rst

@@ -2,6 +2,8 @@
 
 gelu
 -------------------------------
-:doc_source: paddle.fluid.layers.gelu
+
+..  autofunction:: paddle.nn.functional.gelu
+    :noindex:
 
 

doc/fluid/api/nn/hardshrink.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_nn_hardshrink:
+
+hardshrink
+----------
+
+..  autofunction:: paddle.nn.functional.hardshrink
+    :noindex:
+

doc/fluid/api/nn/hardtanh.rst

+.. _api_nn_hardtanh:
+
+hardtanh
+-------------------------------
+
+..  autofunction:: paddle.nn.functional.hardtanh
+    :noindex:

doc/fluid/api/nn/layer/activation/Sigmoid.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_nn_layer_activation_Sigmoid:
+
+Sigmoid
+-------
+
+..  autoclass:: paddle.nn.layer.activation.Sigmoid
+    :members:
+    :inherited-members:
+    :noindex:
+

doc/fluid/api/nn/layer/loss/MarginRankingLoss.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_nn_layer_loss_MarginRankingLoss:
+
+MarginRankingLoss
+-----------------
+
+..  autoclass:: paddle.nn.layer.loss.MarginRankingLoss
+    :members:
+    :inherited-members:
+    :noindex:
+

doc/fluid/api/nn/leaky_relu.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
 .. _api_nn_leaky_relu:
 
 leaky_relu
--------------------------------
-:doc_source: paddle.fluid.layers.leaky_relu
+----------
 
+..  autofunction:: paddle.nn.functional.leaky_relu
+    :noindex:
 

doc/fluid/api/nn/log_softmax.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_nn_log_softmax:
+
+log_softmax
+-----------
+
+..  autofunction:: paddle.nn.functional.log_softmax
+    :noindex:
\ No newline at end of file

doc/fluid/api/nn/logsigmoid.rst

@@ -2,6 +2,8 @@
 
 logsigmoid
 -------------------------------
-:doc_source: paddle.fluid.layers.logsigmoid
+
+..  autofunction:: paddle.nn.functional.logsigmoid
+    :noindex:
 
 

doc/fluid/api/nn/loss.rst

@@ -10,3 +10,5 @@ loss
     loss/L1Loss.rst
     loss/MSELoss.rst
     loss/NLLLoss.rst
+    loss/SmoothL1Loss.rst
+    loss/CTCLoss.rst

doc/fluid/api/nn/loss/BCELoss.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_nn_loss_BCELoss:
+
+BCELoss
+-------------------------------
+
+..  autoclass:: paddle.nn.loss.BCELoss
+    :members:
+    :inherited-members:
+    :noindex:
+

doc/fluid/api/nn/loss/CTCLoss.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_nn_loss_CTCLoss:
+
+CTCLoss
+-------
+
+..  autoclass:: paddle.nn.loss.CTCLoss
+    :members:
+    :inherited-members:
+    :noindex:
+

doc/fluid/api/nn/loss/SmoothL1Loss.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_nn_loss_SmoothL1Loss:
+
+SmoothL1Loss
+-------------------------------
+
+..  autoclass:: paddle.nn.loss.SmoothL1Loss
+    :members:
+    :inherited-members:
+    :noindex:
+

doc/fluid/api/nn/margin_rank_loss.rst

-.. _api_nn_margin_rank_loss:
-
-margin_rank_loss
--------------------------------
-:doc_source: paddle.fluid.layers.margin_rank_loss
-
-

doc/fluid/api/nn/pad.rst

@@ -2,6 +2,6 @@
 
 pad
 -------------------------------
-:doc_source: paddle.fluid.layers.pad
+:doc_source: paddle.nn.functional.pad
 
 

doc/fluid/api/nn/prelu.rst

+.. _api_nn_prelu:
+
+prelu
+-------------------------------
+
+..  autofunction:: paddle.nn.functional.prelu
+    :noindex:
\ No newline at end of file

doc/fluid/api/nn/relu.rst

+.. _api_nn_ReLU:
+
+ReLU
+-------------------------------
+:doc_source: paddle.fluid.layers.relu
+
+

doc/fluid/api/nn/relu6.rst

 .. _api_nn_relu6:
 
 relu6
--------------------------------
-:doc_source: paddle.fluid.layers.relu6
+----------
+
+..  autofunction:: paddle.nn.functional.relu6
+    :noindex:
 
 

doc/fluid/api/nn/selu.rst

 .. _api_nn_selu:
 
 selu
--------------------------------
-:doc_source: paddle.fluid.layers.selu
+----------
+
+..  autofunction:: paddle.nn.functional.selu
+    :noindex:
 
 

doc/fluid/api/nn/softmax.rst

-..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
-    !DO NOT EDIT THIS FILE MANUALLY!
-
 .. _api_nn_softmax:
 
 softmax
--------
+-------------------------------
 
 ..  autofunction:: paddle.nn.functional.softmax
     :noindex:

doc/fluid/api/nn/softplus.rst

 .. _api_nn_softplus:
 
 softplus
--------------------------------
-:doc_source: paddle.fluid.layers.softplus
+----------
+
+..  autofunction:: paddle.nn.functional.softplus
+    :noindex:
 
 

doc/fluid/api/nn/softshrink.rst

 .. _api_nn_softshrink:
 
 softshrink
--------------------------------
-:doc_source: paddle.fluid.layers.softshrink
+----------
+
+..  autofunction:: paddle.nn.functional.softshrink
+    :noindex:
 
 

doc/fluid/api/nn/softsign.rst

 .. _api_nn_softsign:
 
 softsign
--------------------------------
-:doc_source: paddle.fluid.layers.softsign
+----------
 
+..  autofunction:: paddle.nn.functional.softsign
+    :noindex:
 

doc/fluid/api/nn/tanhshrink.rst

+.. _api_nn_tanhshrink:
+
+tanhshrink
+-----------
+
+..  autofunction:: paddle.nn.functional.tanhshrink
+    :noindex:
+
+

doc/fluid/api/paddle.rst

@@ -23,6 +23,7 @@ paddle
 	paddle/cast.rst
 	paddle/ceil.rst
 	paddle/cholesky.rst
+	paddle/chunk.rst
 	paddle/clamp.rst
 	paddle/CompiledProgram.rst
 	paddle/concat.rst
@@ -41,6 +42,7 @@ paddle
 	paddle/diag.rst
 	paddle/disable_imperative.rst
 	paddle/dist.rst
+	paddle/distribution.rst
 	paddle/div.rst
 	paddle/dot.rst
 	paddle/elementwise_add.rst
@@ -95,6 +97,7 @@ paddle
 	paddle/logical_xor.rst
 	paddle/logsumexp.rst
 	paddle/manual_seed.rst
+	paddle/masked_select.rst
 	paddle/matmul.rst
 	paddle/max.rst
 	paddle/maximum.rst
@@ -111,6 +114,7 @@ paddle
 	paddle/not_equal.rst
 	paddle/ones.rst
 	paddle/ones_like.rst
+	paddle/numel.rst
 	paddle/ParallelExecutor.rst
 	paddle/ParamAttr.rst
 	paddle/pow.rst

doc/fluid/api/paddle/argmax.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
 .. _api_paddle_argmax:
 
 argmax
--------------------------------
-:doc_source: paddle.fluid.layers.argmax
+------
 
+..  autofunction:: paddle.tensor.search.argmax
+    :noindex:
 

doc/fluid/api/paddle/argmin.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
 .. _api_paddle_argmin:
 
 argmin
--------------------------------
-:doc_source: paddle.fluid.layers.argmin
+------
+
+..  autofunction:: paddle.tensor.search.argmin
+    :noindex:
 
 

doc/fluid/api/paddle/distribution.rst

+============
+distribution
+============
+
+..  toctree::
+    :maxdepth: 1
+
+    distribution/Distribution.rst
+    distribution/Normal.rst
+    distribution/Uniform.rst

doc/fluid/api/paddle/distribution/Distribution.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_distribution_Distribution:
+
+Distribution
+------------
+
+..  autoclass:: paddle.distribution.Distribution
+    :members:
+    :inherited-members:
+    :noindex:
+

doc/fluid/api/paddle/distribution/Normal.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_distribution_Normal:
+
+Normal
+------
+
+..  autoclass:: paddle.distribution.Normal
+    :members:
+    :inherited-members:
+    :noindex:
+

doc/fluid/api/paddle/distribution/Uniform.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_distribution_Uniform:
+
+Uniform
+-------
+
+..  autoclass:: paddle.distribution.Uniform
+    :members:
+    :inherited-members:
+    :noindex:
+

doc/fluid/api/review_tmp.rst

+=================
+paddle.review_tmp
+=================
+
+..  toctree::
+    :maxdepth: 1
+
+    review_tmp/MarginRankingLoss.rst
+    review_tmp/margin_ranking_loss.rst

doc/fluid/api/review_tmp/MarginRankingLoss.rst

+.. _api_nn_loss_MarginRankingLoss_tmp:
+
+MarginRankingLoss
+-----------------
+
+..  autoclass:: paddle.nn.loss.MarginRankingLoss
+    :members:
+    :inherited-members:
+    :noindex:

doc/fluid/api/review_tmp/margin_ranking_loss.rst

+.. _api_nn_functional_margin_ranking_loss_tmp:
+
+margin_ranking_loss
+-------------------
+
+..  autofunction:: paddle.nn.functional.margin_ranking_loss
+    :noindex:

doc/fluid/api/tensor.rst

@@ -16,6 +16,7 @@ paddle.tensor
     tensor/atan.rst
     tensor/cast.rst
     tensor/ceil.rst
+    tensor/chunk.rst
     tensor/concat.rst
     tensor/cos.rst
     tensor/create_tensor.rst
@@ -41,6 +42,7 @@ paddle.tensor
     tensor/flatten.rst
     tensor/floor.rst
     tensor/full.rst
+    tensor/full_like.rst
     tensor/gather.rst
     tensor/gather_nd.rst
     tensor/greater_equal.rst
@@ -49,9 +51,13 @@ paddle.tensor
     tensor/has_nan.rst
     tensor/increment.rst
     tensor/is_empty.rst
+    tensor/index_select.rst
     tensor/isfinite.rst
+    tensor/isinf.rst
+    tensor/isnan.rst
     tensor/less_equal.rst
     tensor/less_than.rst
+    tensor/logic.rst
     tensor/linalg.rst
     tensor/linspace.rst
     tensor/load.rst
@@ -61,6 +67,7 @@ paddle.tensor
     tensor/logical_or.rst
     tensor/logical_xor.rst
     tensor/math.rst
+    tensor/masked_select.rst
     tensor/max.rst
     tensor/maximum.rst
     tensor/mean.rst
@@ -73,6 +80,7 @@ paddle.tensor
     tensor/not_equal.rst
     tensor/ones.rst
     tensor/ones_like.rst
+    tensor/numel.rst
     tensor/pow.rst
     tensor/random.rst
     tensor/rank.rst
@@ -107,6 +115,7 @@ paddle.tensor
     tensor/squeeze.rst
     tensor/stack.rst
     tensor/stanh.rst
+    tensor/std.rst
     tensor/stat.rst
     tensor/strided_slice.rst
     tensor/sum.rst
@@ -118,6 +127,7 @@ paddle.tensor
     tensor/unique_with_counts.rst
     tensor/unsqueeze.rst
     tensor/unstack.rst
+    tensor/var.rst
     tensor/where.rst
     tensor/zeros.rst
     tensor/zeros_like.rst

doc/fluid/api/tensor/argmax.rst

-.. _api_tensor_cn_argmax:
+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_tensor_argmax:
 
 argmax
--------------------------------
-:doc_source: paddle.fluid.layers.argmax
+------
 
+..  autofunction:: paddle.tensor.search.argmax
+    :noindex:
 

doc/fluid/api/tensor/argmin.rst

-.. _api_tensor_cn_argmin:
+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_tensor_argmin:
 
 argmin
--------------------------------
-:doc_source: paddle.fluid.layers.argmin
+------
+
+..  autofunction:: paddle.tensor.search.argmin
+    :noindex:
 
 

doc/fluid/api/tensor/chunk.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_tensor_manipulation_chunk:
+
+chunk
+-------
+
+..  autofunction:: paddle.tensor.manipulation.chunk
+    :noindex:
+

doc/fluid/api/tensor/concat.rst

-.. _api_tensor_cn_concat:
+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_tensor_manipulation_concat:
 
 concat
--------------------------------
-:doc_source: paddle.fluid.layers.concat
+--------
 
+..  autofunction:: paddle.tensor.manipulation.concat
+    :noindex:
 

doc/fluid/api/tensor/eye.rst

-.. _api_tensor_cn_eye:
+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_tensor_creation_eye:
 
 eye
--------------------------------
-:doc_source: paddle.fluid.layers.eye
+--------
 
+..  autofunction:: paddle.tensor.creation.eye
+    :noindex:
 

doc/fluid/api/tensor/full.rst

-.. _api_tensor_cn_full:
+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
 
-full
--------------------------------
-:doc_source: paddle.fluid.layers.fill_constant
+.. _api_tensor_creation_full:
 
+full
+--------
 
+..  autofunction:: paddle.tensor.creation.full
+    :noindex:

doc/fluid/api/tensor/full_like.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_tensor_creation_full_like:
+
+full_like
+------------
+
+..  autofunction:: paddle.tensor.creation.full_like
+    :noindex:

doc/fluid/api/tensor/gather.rst

-.. _api_tensor_cn_gather:
+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_tensor_manipulation_gather:
 
 gather
--------------------------------
-:doc_source: paddle.fluid.layers.gather
+--------
+
+..  autofunction:: paddle.tensor.manipulation.gather
+    :noindex:
 
 

doc/fluid/api/tensor/gather_nd.rst

-.. _api_tensor_cn_gather_nd:
+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_tensor_manipulation_gather_nd:
 
 gather_nd
--------------------------------
-:doc_source: paddle.fluid.layers.gather_nd
+----------
 
+..  autofunction:: paddle.tensor.manipulation.gather_nd
+    :noindex:
 

doc/fluid/api/tensor/index_select.rst

+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_tensor_search_index_select:
+
+index_select
+-------------
+
+..  autofunction:: paddle.tensor.search.index_select
+    :noindex:
+

doc/fluid/api/tensor/isfinite.rst

-.. _api_tensor_cn_isfinite:
+.. _api_tensor_isfinite:
 
 isfinite
 -------------------------------
-:doc_source: paddle.fluid.layers.isfinite
 
+..  autofunction:: paddle.tensor.math.isfinite
+    :noindex:
 

doc/fluid/api/tensor/isinf.rst

+.. _api_tensor_isinf:
+
+isinf
+-------------------------------
+
+..  autofunction:: paddle.tensor.math.isinf
+    :noindex:
+

doc/fluid/api/tensor/isnan.rst

+.. _api_tensor_isnan:
+
+isnan
+-------------------------------
+
+..  autofunction:: paddle.tensor.math.isnan
+    :noindex:
+

doc/fluid/api/tensor/linspace.rst

-.. _api_tensor_cn_linspace:
+..  THIS FILE IS GENERATED BY `gen_doc.{py|sh}`
+    !DO NOT EDIT THIS FILE MANUALLY!
+
+.. _api_tensor_creation_linspace:
 
 linspace
--------------------------------
-:doc_source: paddle.fluid.layers.linspace
+--------
 
+..  autofunction:: paddle.tensor.creation.linspace
+    :noindex:
 

doc/fluid/api/tensor/logic.rst

+======
+logic
+======
+
+..  toctree::
+    :maxdepth: 1
+
+    logic/allclose.rst
\ No newline at end of file