From 49c12077ad64e60b31c9accef9eb98dfb589575c Mon Sep 17 00:00:00 2001 From: Travis CI Date: Fri, 3 Nov 2017 03:15:02 +0000 Subject: [PATCH] Deploy to GitHub Pages: 1796a2ab55324eda53db0f98381edf2e7c5a9354 --- .../cross_compiling_for_android.md.txt | 153 +++++++ .../cross_compiling_for_android.html | 380 +++++++++++++++++ develop/doc/objects.inv | Bin 2841 -> 2857 bytes develop/doc/searchindex.js | 2 +- .../cross_compiling_for_android.md.txt | 153 +++++++ .../cross_compiling_for_android_cn.md.txt | 34 +- .../cross_compiling_for_android.html | 394 ++++++++++++++++++ .../cross_compiling_for_android_cn.html | 14 +- develop/doc_cn/objects.inv | Bin 3378 -> 3397 bytes develop/doc_cn/searchindex.js | 2 +- 10 files changed, 1106 insertions(+), 26 deletions(-) create mode 100644 develop/doc/_sources/howto/cross_compiling/cross_compiling_for_android.md.txt create mode 100644 develop/doc/howto/cross_compiling/cross_compiling_for_android.html create mode 100644 develop/doc_cn/_sources/howto/cross_compiling/cross_compiling_for_android.md.txt create mode 100644 develop/doc_cn/howto/cross_compiling/cross_compiling_for_android.html diff --git a/develop/doc/_sources/howto/cross_compiling/cross_compiling_for_android.md.txt b/develop/doc/_sources/howto/cross_compiling/cross_compiling_for_android.md.txt new file mode 100644 index 00000000000..161863e5c0a --- /dev/null +++ b/develop/doc/_sources/howto/cross_compiling/cross_compiling_for_android.md.txt @@ -0,0 +1,153 @@ +# Build PaddlePaddle for Android + +There are two approaches to build PaddlePaddle for Android: using Docker and on Linux without Docker. + +## Cross-Compiling Using Docker + +Docker-based cross-compiling is the recommended approach because Docker runs on all major operating systems, including Linux, Mac OS X, and Windows. + +### Build the Docker Image + +The following steps pack all the tools that we need to build PaddlePaddle into a Docker image. + +```bash +$ git clone https://github.com/PaddlePaddle/Paddle.git +$ cd Paddle +$ docker build -t paddle:dev-android . -f Dockerfile.android +``` + +### Build the Inference Library + +We can run the Docker image we just created to build the inference library of PaddlePaddle for Android using the command below: + +```bash +$ docker run -it --rm -v $PWD:/paddle -e "ANDROID_ABI=armeabi-v7a" -e "ANDROID_API=21" paddle:dev-android +``` + +The Docker image accepts two arguments `ANDROID_ABI` and `ANDROID_API`: + +| Argument | Optional Values | Default | +|-----------------|-------------------------|---------| +|`ANDROID_ABI` |`armeabi-v7a, arm64-v8a` | `armeabi-v7a` | +|`ANDROID_API` |`>= 21` | `21` | + +The ARM-64 architecture (`arm64-v8a`) requires at least level 21 of Android API. + +The default entry-point of the Docker image, [`paddle/scripts/docker/build_android.sh`](https://github.com/PaddlePaddle/Paddle/blob/develop/paddle/scripts/docker/build_android.sh) generates the [Android cross-compiling standalone toolchain](https://developer.android.com/ndk/guides/standalone_toolchain.html) based on the argument: `ANDROID_ABI` or `ANDROID_API`. For information about other configuration arguments, please continue reading. + +The above command generates and outputs the inference library in `$PWD/install_android` and puts third-party libraries in `$PWD/install_android/third_party`. + +## Cross-Compiling on Linux + +The Linux-base approach to cross-compile is to run steps in `Dockerfile.android` manually on a Linux x64 computer. + +### Setup the Environment + +To build for Android's, we need [Android NDK]( +https://developer.android.com/ndk/downloads/index.html): + +```bash +wget -q https://dl.google.com/android/repository/android-ndk-r14b-linux-x86_64.zip +unzip -q android-ndk-r14b-linux-x86_64.zip +``` + +Android NDK includes everything we need to build the [*standalone toolchain*](https://developer.android.com/ndk/guides/standalone_toolchain.html), which in then used to build PaddlePaddle for Android. (We plan to remove the intermediate stage of building the standalone toolchain in the near future.) + +- To build the standalone toolchain for `armeabi-v7a` and Android API level 21: + + ```bash + your/path/to/android-ndk-r14b-linux-x86_64/build/tools/make-standalone-toolchain.sh \ + --arch=arm --platform=android-21 --install-dir=your/path/to/arm_standalone_toolchain + ``` + + The generated standalone toolchain will be in `your/path/to/arm_standalone_toolchain`. + +- To build the standalone toolchain for `arm64-v8a` and Android API level 21: + + ```bash + your/path/to/android-ndk-r14b-linux-x86_64/build/tools/make-standalone-toolchain.sh \ + --arch=arm64 --platform=android-21 --install-dir=your/path/to/arm64_standalone_toolchain + ``` + + The generated standalone toolchain will be in `your/path/to/arm64_standalone_toolchain`. + +**Please be aware that the minimum level of Android API required by PaddlePaddle is 21.** + +### Cross-Compiling Arguments + +CMake supports [choosing the toolchain](https://cmake.org/cmake/help/v3.0/manual/cmake-toolchains.7.html#cross-compiling). PaddlePaddle provides [`android.cmake`](https://github.com/PaddlePaddle/Paddle/blob/develop/cmake/cross_compiling/android.cmake), which configures the Android cross-compiling toolchain for CMake. `android.cmake` is not required for CMake >= 3.7, which support Android cross-compiling. PaddlePaddle detects the CMake version, for those newer than 3.7, it uses [the official version](https://cmake.org/cmake/help/v3.7/manual/cmake-toolchains.7.html#cross-compiling). + +Some other CMake arguments you need to know: + +- `CMAKE_SYSTEM_NAME` must be `Android`. This tells PaddlePaddle's CMake system to cross-compile third-party dependencies. This also changes some other CMake arguments like `WITH_GPU=OFF`, `WITH_AVX=OFF`, `WITH_PYTHON=OFF`, and `WITH_RDMA=OFF`. +- `WITH_C_API` must be `ON`, to build the C-based inference library for Android. +- `WITH_SWIG_PY` must be `OFF` because the Android platform doesn't support SWIG-based API. + +Some Android-specific arguments: + +- `ANDROID_STANDALONE_TOOLCHAIN`: the absolute path of the Android standalone toolchain, or the path relative to the CMake build directory. PaddlePaddle's CMake extensions would derive the cross-compiler, sysroot and Android API level from this argument. +- `ANDROID_TOOLCHAIN`: could be `gcc` or `clang`. The default value is `clang`. + - For CMake >= 3.7, it should anyway be `clang`. For older versions, it could be `gcc`. + - Android's official `clang` requires `glibc` >= 2.15. +- `ANDROID_ABI`: could be `armeabi-v7a` or `arm64-v8a`. The default value is `armeabi-v7a`. +- `ANDROID_NATIVE_API_LEVEL`: could be derived from the value of `ANDROID_STANDALONE_TOOLCHAIN`. +- `ANROID_ARM_MODE`: + - could be `ON` or `OFF`, and defaults to `ON`, when `ANDROID_ABI=armeabi-v7a`; + - no need to specify when `ANDROID_ABI=arm64-v8a`. +- `ANDROID_ARM_NEON`: indicates if to use NEON instructions. + - could be `ON` or `OFF`, and defaults to `ON`, when `ANDROID_ABI=armeabi-v7a`; + - no need to specify when `ANDROID_ABI=arm64-v8a`. + +Other useful arguments: + +- `USE_EIGEN_FOR_BLAS`: indicates if using Eigen. Could be `ON` or `OFF`, defaults to `OFF`. +- `HOST_C/CXX_COMPILER`: specifies the host compiler, which is used to build the host-specific protoc and target-specific OpenBLAS. It defaults to the value of the environment variable `CC`, or `cc`. + +Some frequent configurations for your reference: + +```bash +cmake -DCMAKE_SYSTEM_NAME=Android \ + -DANDROID_STANDALONE_TOOLCHAIN=your/path/to/arm_standalone_toolchain \ + -DANDROID_ABI=armeabi-v7a \ + -DANDROID_ARM_NEON=ON \ + -DANDROID_ARM_MODE=ON \ + -DUSE_EIGEN_FOR_BLAS=ON \ + -DCMAKE_INSTALL_PREFIX=your/path/to/install \ + -DWITH_C_API=ON \ + -DWITH_SWIG_PY=OFF \ + .. +``` + +``` +cmake -DCMAKE_SYSTEM_NAME=Android \ + -DANDROID_STANDALONE_TOOLCHAIN=your/path/to/arm64_standalone_toolchain \ + -DANDROID_ABI=arm64-v8a \ + -DUSE_EIGEN_FOR_BLAS=OFF \ + -DCMAKE_INSTALL_PREFIX=your/path/to/install \ + -DWITH_C_API=ON \ + -DWITH_SWIG_PY=OFF \ + .. +``` + + +There are some other arguments you might want to configure. + +- `CMAKE_BUILD_TYPE=MinSizeRel` minimizes the size of library. +- `CMAKE_BUILD_TYPE-Release` optimizes the runtime performance. + +Our own tip for performance optimization to use clang and Eigen or OpenBLAS: +- `CMAKE_BUILD_TYPE=Release` +- `ANDROID_TOOLCHAIN=clang` +- `USE_EIGEN_BLAS=ON` for `armeabi-v7a`, or `USE_EIGEN_FOR_BLAS=OFF` for `arm64-v8a`. + +### Build and Install + +After running `cmake`, we can run `make; make install` to build and install. + +Before building, you might want to remove the `third_party` and `build` directories including pre-built libraries for other architectures. + +After building，in the directory `CMAKE_INSTALL_PREFIX`, you will find three sub-directories: + +- `include`: the header file of the inference library, +- `lib`: the inference library built for various Android ABIs, +- `third_party`: dependent third-party libraries built for Android. diff --git a/develop/doc/howto/cross_compiling/cross_compiling_for_android.html b/develop/doc/howto/cross_compiling/cross_compiling_for_android.html new file mode 100644 index 00000000000..b3d35119e2a --- /dev/null +++ b/develop/doc/howto/cross_compiling/cross_compiling_for_android.html @@ -0,0 +1,380 @@ + + + + + + + + + + + Build PaddlePaddle for Android — PaddlePaddle documentation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ +
+
+ Fork me on Github +
+ + English + + + + +
+ +
+
+ + + + +
+
+ + + +
+
+
+
+
+ +
+ + + + +
+ + + + + + + + + + + +
+
    + +
  • Build PaddlePaddle for Android
    • +
+
+ +
+
+
+
+ +
+

Build PaddlePaddle for Android

+

There are two approaches to build PaddlePaddle for Android: using Docker and on Linux without Docker.

+
+

Cross-Compiling Using Docker

+

Docker-based cross-compiling is the recommended approach because Docker runs on all major operating systems, including Linux, Mac OS X, and Windows.

+
+

Build the Docker Image

+

The following steps pack all the tools that we need to build PaddlePaddle into a Docker image.

+
$ git clone https://github.com/PaddlePaddle/Paddle.git
+$ cd Paddle
+$ docker build -t paddle:dev-android . -f Dockerfile.android
+
+
+
+
+

Build the Inference Library

+

We can run the Docker image we just created to build the inference library of PaddlePaddle for Android using the command below:

+
$ docker run -it --rm -v $PWD:/paddle -e "ANDROID_ABI=armeabi-v7a" -e "ANDROID_API=21" paddle:dev-android
+
+
+

The Docker image accepts two arguments ANDROID_ABI and ANDROID_API:

+

| Argument | Optional Values | Default | +|—————–|————————-|———| +|ANDROID_ABI |armeabi-v7a, arm64-v8a | armeabi-v7a | +|ANDROID_API |>= 21 | 21 |

+

The ARM-64 architecture (arm64-v8a) requires at least level 21 of Android API.

+

The default entry-point of the Docker image, paddle/scripts/docker/build_android.sh generates the Android cross-compiling standalone toolchain based on the argument: ANDROID_ABI or ANDROID_API. For information about other configuration arguments, please continue reading.

+

The above command generates and outputs the inference library in $PWD/install_android and puts third-party libraries in $PWD/install_android/third_party.

+
+
+
+

Cross-Compiling on Linux

+

The Linux-base approach to cross-compile is to run steps in Dockerfile.android manually on a Linux x64 computer.

+
+

Setup the Environment

+

To build for Android’s, we need Android NDK:

+
wget -q https://dl.google.com/android/repository/android-ndk-r14b-linux-x86_64.zip
+unzip -q android-ndk-r14b-linux-x86_64.zip
+
+
+

Android NDK includes everything we need to build the standalone toolchain, which in then used to build PaddlePaddle for Android. (We plan to remove the intermediate stage of building the standalone toolchain in the near future.)

+
    +

  • To build the standalone toolchain for armeabi-v7a and Android API level 21:

    +
    your/path/to/android-ndk-r14b-linux-x86_64/build/tools/make-standalone-toolchain.sh \
+        --arch=arm --platform=android-21 --install-dir=your/path/to/arm_standalone_toolchain
+
    +
    +

    The generated standalone toolchain will be in your/path/to/arm_standalone_toolchain.

    +
    • +

  • To build the standalone toolchain for arm64-v8a and Android API level 21:

    +
    your/path/to/android-ndk-r14b-linux-x86_64/build/tools/make-standalone-toolchain.sh \
+        --arch=arm64 --platform=android-21 --install-dir=your/path/to/arm64_standalone_toolchain
+
    +
    +

    The generated standalone toolchain will be in your/path/to/arm64_standalone_toolchain.

    +
    • +
+

Please be aware that the minimum level of Android API required by PaddlePaddle is 21.

+
+
+

Cross-Compiling Arguments

+

CMake supports choosing the toolchain. PaddlePaddle provides android.cmake, which configures the Android cross-compiling toolchain for CMake. android.cmake is not required for CMake >= 3.7, which support Android cross-compiling. PaddlePaddle detects the CMake version, for those newer than 3.7, it uses the official version.

+

Some other CMake arguments you need to know:

+
    +
  • CMAKE_SYSTEM_NAME must be Android. This tells PaddlePaddle’s CMake system to cross-compile third-party dependencies. This also changes some other CMake arguments like WITH_GPU=OFF, WITH_AVX=OFF, WITH_PYTHON=OFF, and WITH_RDMA=OFF.
    • +
  • WITH_C_API must be ON, to build the C-based inference library for Android.
    • +
  • WITH_SWIG_PY must be OFF because the Android platform doesn’t support SWIG-based API.
    • +
+

Some Android-specific arguments:

+
    +
  • ANDROID_STANDALONE_TOOLCHAIN: the absolute path of the Android standalone toolchain, or the path relative to the CMake build directory. PaddlePaddle’s CMake extensions would derive the cross-compiler, sysroot and Android API level from this argument.
    • +
  • ANDROID_TOOLCHAIN: could be gcc or clang. The default value is clang.
      +
    • For CMake >= 3.7, it should anyway be clang. For older versions, it could be gcc.
      • +
    • Android’s official clang requires glibc >= 2.15.
      • +
    +
    • +
  • ANDROID_ABI: could be armeabi-v7a or arm64-v8a. The default value is armeabi-v7a.
    • +
  • ANDROID_NATIVE_API_LEVEL: could be derived from the value of ANDROID_STANDALONE_TOOLCHAIN.
    • +
  • ANROID_ARM_MODE:
      +
    • could be ON or OFF, and defaults to ON, when ANDROID_ABI=armeabi-v7a;
      • +
    • no need to specify when ANDROID_ABI=arm64-v8a.
      • +
    +
    • +
  • ANDROID_ARM_NEON: indicates if to use NEON instructions.
      +
    • could be ON or OFF, and defaults to ON, when ANDROID_ABI=armeabi-v7a;
      • +
    • no need to specify when ANDROID_ABI=arm64-v8a.
      • +
    +
    • +
+

Other useful arguments:

+
    +
  • USE_EIGEN_FOR_BLAS: indicates if using Eigen. Could be ON or OFF, defaults to OFF.
    • +
  • HOST_C/CXX_COMPILER: specifies the host compiler, which is used to build the host-specific protoc and target-specific OpenBLAS. It defaults to the value of the environment variable CC, or cc.
    • +
+

Some frequent configurations for your reference:

+
cmake -DCMAKE_SYSTEM_NAME=Android \
+      -DANDROID_STANDALONE_TOOLCHAIN=your/path/to/arm_standalone_toolchain \
+      -DANDROID_ABI=armeabi-v7a \
+      -DANDROID_ARM_NEON=ON \
+      -DANDROID_ARM_MODE=ON \
+      -DUSE_EIGEN_FOR_BLAS=ON \
+      -DCMAKE_INSTALL_PREFIX=your/path/to/install \
+      -DWITH_C_API=ON \
+      -DWITH_SWIG_PY=OFF \
+      ..
+
+
+
cmake -DCMAKE_SYSTEM_NAME=Android \
+      -DANDROID_STANDALONE_TOOLCHAIN=your/path/to/arm64_standalone_toolchain \
+      -DANDROID_ABI=arm64-v8a \
+      -DUSE_EIGEN_FOR_BLAS=OFF \
+      -DCMAKE_INSTALL_PREFIX=your/path/to/install \
+      -DWITH_C_API=ON \
+      -DWITH_SWIG_PY=OFF \
+      ..
+
+
+

There are some other arguments you might want to configure.

+
    +
  • CMAKE_BUILD_TYPE=MinSizeRel minimizes the size of library.
    • +
  • CMAKE_BUILD_TYPE-Release optimizes the runtime performance.
    • +
+

Our own tip for performance optimization to use clang and Eigen or OpenBLAS:

+
    +
  • CMAKE_BUILD_TYPE=Release
    • +
  • ANDROID_TOOLCHAIN=clang
    • +
  • USE_EIGEN_BLAS=ON for armeabi-v7a, or USE_EIGEN_FOR_BLAS=OFF for arm64-v8a.
    • +
+
+
+

Build and Install

+

After running cmake, we can run make; make install to build and install.

+

Before building, you might want to remove the third_party and build directories including pre-built libraries for other architectures.

+

After building，in the directory CMAKE_INSTALL_PREFIX, you will find three sub-directories:

+
    +
  • include: the header file of the inference library,
    • +
  • lib: the inference library built for various Android ABIs,
    • +
  • third_party: dependent third-party libraries built for Android.
    • +
+
+
+
+ + +
+
+
+ + +
+ +
+

+ © Copyright 2016, PaddlePaddle developers. + +

+
+ Built with Sphinx using a theme provided by Read the Docs. + +
+ +
+
+ +
+ +
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\ No newline at end of file diff --git a/develop/doc_cn/_sources/howto/cross_compiling/cross_compiling_for_android.md.txt b/develop/doc_cn/_sources/howto/cross_compiling/cross_compiling_for_android.md.txt new file mode 100644 index 00000000000..161863e5c0a --- /dev/null +++ b/develop/doc_cn/_sources/howto/cross_compiling/cross_compiling_for_android.md.txt @@ -0,0 +1,153 @@ +# Build PaddlePaddle for Android + +There are two approaches to build PaddlePaddle for Android: using Docker and on Linux without Docker. + +## Cross-Compiling Using Docker + +Docker-based cross-compiling is the recommended approach because Docker runs on all major operating systems, including Linux, Mac OS X, and Windows. + +### Build the Docker Image + +The following steps pack all the tools that we need to build PaddlePaddle into a Docker image. + +```bash +$ git clone https://github.com/PaddlePaddle/Paddle.git +$ cd Paddle +$ docker build -t paddle:dev-android . -f Dockerfile.android +``` + +### Build the Inference Library + +We can run the Docker image we just created to build the inference library of PaddlePaddle for Android using the command below: + +```bash +$ docker run -it --rm -v $PWD:/paddle -e "ANDROID_ABI=armeabi-v7a" -e "ANDROID_API=21" paddle:dev-android +``` + +The Docker image accepts two arguments `ANDROID_ABI` and `ANDROID_API`: + +| Argument | Optional Values | Default | +|-----------------|-------------------------|---------| +|`ANDROID_ABI` |`armeabi-v7a, arm64-v8a` | `armeabi-v7a` | +|`ANDROID_API` |`>= 21` | `21` | + +The ARM-64 architecture (`arm64-v8a`) requires at least level 21 of Android API. + +The default entry-point of the Docker image, [`paddle/scripts/docker/build_android.sh`](https://github.com/PaddlePaddle/Paddle/blob/develop/paddle/scripts/docker/build_android.sh) generates the [Android cross-compiling standalone toolchain](https://developer.android.com/ndk/guides/standalone_toolchain.html) based on the argument: `ANDROID_ABI` or `ANDROID_API`. For information about other configuration arguments, please continue reading. + +The above command generates and outputs the inference library in `$PWD/install_android` and puts third-party libraries in `$PWD/install_android/third_party`. + +## Cross-Compiling on Linux + +The Linux-base approach to cross-compile is to run steps in `Dockerfile.android` manually on a Linux x64 computer. + +### Setup the Environment + +To build for Android's, we need [Android NDK]( +https://developer.android.com/ndk/downloads/index.html): + +```bash +wget -q https://dl.google.com/android/repository/android-ndk-r14b-linux-x86_64.zip +unzip -q android-ndk-r14b-linux-x86_64.zip +``` + +Android NDK includes everything we need to build the [*standalone toolchain*](https://developer.android.com/ndk/guides/standalone_toolchain.html), which in then used to build PaddlePaddle for Android. (We plan to remove the intermediate stage of building the standalone toolchain in the near future.) + +- To build the standalone toolchain for `armeabi-v7a` and Android API level 21: + + ```bash + your/path/to/android-ndk-r14b-linux-x86_64/build/tools/make-standalone-toolchain.sh \ + --arch=arm --platform=android-21 --install-dir=your/path/to/arm_standalone_toolchain + ``` + + The generated standalone toolchain will be in `your/path/to/arm_standalone_toolchain`. + +- To build the standalone toolchain for `arm64-v8a` and Android API level 21: + + ```bash + your/path/to/android-ndk-r14b-linux-x86_64/build/tools/make-standalone-toolchain.sh \ + --arch=arm64 --platform=android-21 --install-dir=your/path/to/arm64_standalone_toolchain + ``` + + The generated standalone toolchain will be in `your/path/to/arm64_standalone_toolchain`. + +**Please be aware that the minimum level of Android API required by PaddlePaddle is 21.** + +### Cross-Compiling Arguments + +CMake supports [choosing the toolchain](https://cmake.org/cmake/help/v3.0/manual/cmake-toolchains.7.html#cross-compiling). PaddlePaddle provides [`android.cmake`](https://github.com/PaddlePaddle/Paddle/blob/develop/cmake/cross_compiling/android.cmake), which configures the Android cross-compiling toolchain for CMake. `android.cmake` is not required for CMake >= 3.7, which support Android cross-compiling. PaddlePaddle detects the CMake version, for those newer than 3.7, it uses [the official version](https://cmake.org/cmake/help/v3.7/manual/cmake-toolchains.7.html#cross-compiling). + +Some other CMake arguments you need to know: + +- `CMAKE_SYSTEM_NAME` must be `Android`. This tells PaddlePaddle's CMake system to cross-compile third-party dependencies. This also changes some other CMake arguments like `WITH_GPU=OFF`, `WITH_AVX=OFF`, `WITH_PYTHON=OFF`, and `WITH_RDMA=OFF`. +- `WITH_C_API` must be `ON`, to build the C-based inference library for Android. +- `WITH_SWIG_PY` must be `OFF` because the Android platform doesn't support SWIG-based API. + +Some Android-specific arguments: + +- `ANDROID_STANDALONE_TOOLCHAIN`: the absolute path of the Android standalone toolchain, or the path relative to the CMake build directory. PaddlePaddle's CMake extensions would derive the cross-compiler, sysroot and Android API level from this argument. +- `ANDROID_TOOLCHAIN`: could be `gcc` or `clang`. The default value is `clang`. + - For CMake >= 3.7, it should anyway be `clang`. For older versions, it could be `gcc`. + - Android's official `clang` requires `glibc` >= 2.15. +- `ANDROID_ABI`: could be `armeabi-v7a` or `arm64-v8a`. The default value is `armeabi-v7a`. +- `ANDROID_NATIVE_API_LEVEL`: could be derived from the value of `ANDROID_STANDALONE_TOOLCHAIN`. +- `ANROID_ARM_MODE`: + - could be `ON` or `OFF`, and defaults to `ON`, when `ANDROID_ABI=armeabi-v7a`; + - no need to specify when `ANDROID_ABI=arm64-v8a`. +- `ANDROID_ARM_NEON`: indicates if to use NEON instructions. + - could be `ON` or `OFF`, and defaults to `ON`, when `ANDROID_ABI=armeabi-v7a`; + - no need to specify when `ANDROID_ABI=arm64-v8a`. + +Other useful arguments: + +- `USE_EIGEN_FOR_BLAS`: indicates if using Eigen. Could be `ON` or `OFF`, defaults to `OFF`. +- `HOST_C/CXX_COMPILER`: specifies the host compiler, which is used to build the host-specific protoc and target-specific OpenBLAS. It defaults to the value of the environment variable `CC`, or `cc`. + +Some frequent configurations for your reference: + +```bash +cmake -DCMAKE_SYSTEM_NAME=Android \ + -DANDROID_STANDALONE_TOOLCHAIN=your/path/to/arm_standalone_toolchain \ + -DANDROID_ABI=armeabi-v7a \ + -DANDROID_ARM_NEON=ON \ + -DANDROID_ARM_MODE=ON \ + -DUSE_EIGEN_FOR_BLAS=ON \ + -DCMAKE_INSTALL_PREFIX=your/path/to/install \ + -DWITH_C_API=ON \ + -DWITH_SWIG_PY=OFF \ + .. +``` + +``` +cmake -DCMAKE_SYSTEM_NAME=Android \ + -DANDROID_STANDALONE_TOOLCHAIN=your/path/to/arm64_standalone_toolchain \ + -DANDROID_ABI=arm64-v8a \ + -DUSE_EIGEN_FOR_BLAS=OFF \ + -DCMAKE_INSTALL_PREFIX=your/path/to/install \ + -DWITH_C_API=ON \ + -DWITH_SWIG_PY=OFF \ + .. +``` + + +There are some other arguments you might want to configure. + +- `CMAKE_BUILD_TYPE=MinSizeRel` minimizes the size of library. +- `CMAKE_BUILD_TYPE-Release` optimizes the runtime performance. + +Our own tip for performance optimization to use clang and Eigen or OpenBLAS: +- `CMAKE_BUILD_TYPE=Release` +- `ANDROID_TOOLCHAIN=clang` +- `USE_EIGEN_BLAS=ON` for `armeabi-v7a`, or `USE_EIGEN_FOR_BLAS=OFF` for `arm64-v8a`. + +### Build and Install + +After running `cmake`, we can run `make; make install` to build and install. + +Before building, you might want to remove the `third_party` and `build` directories including pre-built libraries for other architectures. + +After building，in the directory `CMAKE_INSTALL_PREFIX`, you will find three sub-directories: + +- `include`: the header file of the inference library, +- `lib`: the inference library built for various Android ABIs, +- `third_party`: dependent third-party libraries built for Android. diff --git a/develop/doc_cn/_sources/howto/cross_compiling/cross_compiling_for_android_cn.md.txt b/develop/doc_cn/_sources/howto/cross_compiling/cross_compiling_for_android_cn.md.txt index 1fc58c37cc9..58e4dd9c3fe 100644 --- a/develop/doc_cn/_sources/howto/cross_compiling/cross_compiling_for_android_cn.md.txt +++ b/develop/doc_cn/_sources/howto/cross_compiling/cross_compiling_for_android_cn.md.txt @@ -1,7 +1,7 @@ # 构建Android平台上的PaddlePaddle库 用户可通过如下两种方式，交叉编译Android平台上适用的PaddlePaddle库： -- 基于Docker容器的编译方式 +- 基于Docker容器的编译方式 - 基于Linux交叉编译环境的编译方式 ## 基于Docker容器的编译方式 @@ -26,14 +26,14 @@ Android的Docker开发镜像向用户提供两个可配置的参数： |`ANDROID_API` |`>= 21` | `21` | - 编译`armeabi-v7a`，`Android API 21`的PaddlePaddle库 -```bash -$ docker run -it --rm -v $PWD:/paddle -e "ANDROID_ABI=armeabi-v7a" -e "ANDROID_API=21" username/paddle-android:dev -``` + ```bash + $ docker run -it --rm -v $PWD:/paddle -e "ANDROID_ABI=armeabi-v7a" -e "ANDROID_API=21" username/paddle-android:dev + ``` -- 编译`arm64-v8a`，`Android API 21`的PaddlePaddle库 -```bash -$ docker run -it --rm -v $PWD:/paddle -e "ANDROID_ABI=arm64-v8a" -e "ANDROID_API=21" username/paddle-android:dev -``` +- 编译`arm64-v8a`，`Android API 21`的PaddlePaddle库 + ```bash + $ docker run -it --rm -v $PWD:/paddle -e "ANDROID_ABI=arm64-v8a" -e "ANDROID_API=21" username/paddle-android:dev + ``` 执行上述`docker run`命令时，容器默认执行[paddle/scripts/docker/build_android.sh](https://github.com/PaddlePaddle/Paddle/blob/develop/paddle/scripts/docker/build_android.sh)脚本。该脚本中记录了交叉编译Android版PaddlePaddle库常用的CMake配置，并且会根据`ANDROID_ABI`和`ANDROID_API`自动构建独立工具链、进行编译和安装。由于arm64架构要求Android API不小于21。因此当`ANDROID_ABI=arm64-v8a`，`ANDROID_API<21`时，Docker容器中将默认使用`Android API 21`的编译工具链。用户可以参考下文**配置交叉编译参数**章节，根据个人的需求修改定制Docker容器所执行的脚本。编译安装结束之后，PaddlePaddle的C-API库将被安装到`$PWD/install_android`目录，所依赖的第三方库同时也被安装到`$PWD/install_android/third_party`目录。 @@ -82,16 +82,16 @@ CMake系统对交叉编译提供了支持[cmake-toolchains](https://cmake.org/cm Android平台可选配置参数： - `ANDROID_STANDALONE_TOOLCHAIN`，独立工具链所在的绝对路径，或者相对于构建目录的相对路径。PaddlePaddle的CMake系统将根据该值自动推导和设置需要使用的交叉编译器、sysroot、以及Android API级别；否则，用户需要在cmake时手动设置这些值。无默认值。 -- `ANDROID_TOOLCHAIN`，目标工具链。可设置`gcc/clang`，默认值为`clang`。 - - CMake 3.7以上，将会始终使用`clang`工具链；CMake 3.7以下，可设置`ANDROID_TOOLCHAIN=gcc`以使用`gcc`工具链。 +- `ANDROID_TOOLCHAIN`，目标工具链。可设置`gcc/clang`，默认值为`clang`。 + - CMake 3.7以上，将会始终使用`clang`工具链；CMake 3.7以下，可设置`ANDROID_TOOLCHAIN=gcc`以使用`gcc`工具链。 - Android官方提供的`clang`编译器要求系统支持`GLIBC 2.15`以上。 - `ANDROID_ABI`，目标架构ABI。目前支持`armeabi-v7a`和`arm64-v8a`，默认值为`armeabi-v7a`。 - `ANDROID_NATIVE_API_LEVEL`，工具链的Android API级别。若没有显式设置，PaddlePaddle将根据`ANDROID_STANDALONE_TOOLCHAIN`的值自动推导得到。 -- `ANROID_ARM_MODE`，是否使用ARM模式。 - - `ANDROID_ABI=armeabi-v7a`时，可设置`ON/OFF`，默认值为`ON`； +- `ANROID_ARM_MODE`，是否使用ARM模式。 + - `ANDROID_ABI=armeabi-v7a`时，可设置`ON/OFF`，默认值为`ON`； - `ANDROID_ABI=arm64-v8a`时，不需要设置。 -- `ANDROID_ARM_NEON`，是否使用NEON指令。 - - `ANDROID_ABI=armeabi-v7a`时，可设置`ON/OFF`，默认值为`ON`； +- `ANDROID_ARM_NEON`，是否使用NEON指令。 + - `ANDROID_ABI=armeabi-v7a`时，可设置`ON/OFF`，默认值为`ON`； - `ANDROID_ABI=arm64-v8a`时，不需要设置。 其他配置参数： @@ -119,7 +119,7 @@ cmake -DCMAKE_SYSTEM_NAME=Android \ -DANDROID_STANDALONE_TOOLCHAIN=your/path/to/arm64_standalone_toolchain \ -DANDROID_ABI=arm64-v8a \ -DUSE_EIGEN_FOR_BLAS=OFF \ - -DCMAKE_INSTALL_PREFIX=your/path/to/install \ + -DCMAKE_INSTALL_PREFIX=your/path/to/install \ -DWITH_C_API=ON \ -DWITH_SWIG_PY=OFF \ .. @@ -128,8 +128,8 @@ cmake -DCMAKE_SYSTEM_NAME=Android \ 用户还可根据自己的需求设置其他编译参数。比如希望最小化生成的库的大小，可以设置`CMAKE_BUILD_TYPE`为`MinSizeRel`；若希望最快的执行速度，则可设置`CMAKE_BUILD_TYPE`为`Release`。亦可以通过手动设置`CMAKE_C/CXX_FLAGS_MINSIZEREL/RELEASE`来影响PaddlePaddle的编译过程。 **性能TIPS**，为了达到最快的计算速度，在CMake参数配置上，有以下建议： -- 设置`CMAKE_BUILD_TYPE`为`Release` -- 使用`clang`编译工具链 +- 设置`CMAKE_BUILD_TYPE`为`Release` +- 使用`clang`编译工具链 - `armeabi-v7a`时，设置`USE_EIGEN_BLAS=ON`，使用Eigen进行矩阵计算；`arm64-v8a`时，设置`USE_EIGEN_FOR_BLAS=OFF`，使用OpenBLAS进行矩阵计算 ### 编译和安装 diff --git a/develop/doc_cn/howto/cross_compiling/cross_compiling_for_android.html b/develop/doc_cn/howto/cross_compiling/cross_compiling_for_android.html new file mode 100644 index 00000000000..777889678f6 --- /dev/null +++ b/develop/doc_cn/howto/cross_compiling/cross_compiling_for_android.html @@ -0,0 +1,394 @@ + + + + + + + + + + + Build PaddlePaddle for Android — PaddlePaddle 文档 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ +
+
+ Fork me on Github +
+ + English + + + + +
+ +
+
+ + + + +
+
+ + + +
+
+
+
+
+ +
+ + + + +
+ + + + + + + + + + + +
+
    + +
  • Build PaddlePaddle for Android
    • +
+
+ +
+
+
+
+ +
+

Build PaddlePaddle for Android

+

There are two approaches to build PaddlePaddle for Android: using Docker and on Linux without Docker.

+
+

Cross-Compiling Using Docker

+

Docker-based cross-compiling is the recommended approach because Docker runs on all major operating systems, including Linux, Mac OS X, and Windows.

+
+

Build the Docker Image

+

The following steps pack all the tools that we need to build PaddlePaddle into a Docker image.

+
$ git clone https://github.com/PaddlePaddle/Paddle.git
+$ cd Paddle
+$ docker build -t paddle:dev-android . -f Dockerfile.android
+
+
+
+
+

Build the Inference Library

+

We can run the Docker image we just created to build the inference library of PaddlePaddle for Android using the command below:

+
$ docker run -it --rm -v $PWD:/paddle -e "ANDROID_ABI=armeabi-v7a" -e "ANDROID_API=21" paddle:dev-android
+
+
+

The Docker image accepts two arguments ANDROID_ABI and ANDROID_API:

+

| Argument | Optional Values | Default | +|—————–|————————-|———| +|ANDROID_ABI |armeabi-v7a, arm64-v8a | armeabi-v7a | +|ANDROID_API |>= 21 | 21 |

+

The ARM-64 architecture (arm64-v8a) requires at least level 21 of Android API.

+

The default entry-point of the Docker image, paddle/scripts/docker/build_android.sh generates the Android cross-compiling standalone toolchain based on the argument: ANDROID_ABI or ANDROID_API. For information about other configuration arguments, please continue reading.

+

The above command generates and outputs the inference library in $PWD/install_android and puts third-party libraries in $PWD/install_android/third_party.

+
+
+
+

Cross-Compiling on Linux

+

The Linux-base approach to cross-compile is to run steps in Dockerfile.android manually on a Linux x64 computer.

+
+

Setup the Environment

+

To build for Android’s, we need Android NDK:

+
wget -q https://dl.google.com/android/repository/android-ndk-r14b-linux-x86_64.zip
+unzip -q android-ndk-r14b-linux-x86_64.zip
+
+
+

Android NDK includes everything we need to build the standalone toolchain, which in then used to build PaddlePaddle for Android. (We plan to remove the intermediate stage of building the standalone toolchain in the near future.)

+
    +

  • To build the standalone toolchain for armeabi-v7a and Android API level 21:

    +
    your/path/to/android-ndk-r14b-linux-x86_64/build/tools/make-standalone-toolchain.sh \
+        --arch=arm --platform=android-21 --install-dir=your/path/to/arm_standalone_toolchain
+
    +
    +

    The generated standalone toolchain will be in your/path/to/arm_standalone_toolchain.

    +
    • +

  • To build the standalone toolchain for arm64-v8a and Android API level 21:

    +
    your/path/to/android-ndk-r14b-linux-x86_64/build/tools/make-standalone-toolchain.sh \
+        --arch=arm64 --platform=android-21 --install-dir=your/path/to/arm64_standalone_toolchain
+
    +
    +

    The generated standalone toolchain will be in your/path/to/arm64_standalone_toolchain.

    +
    • +
+

Please be aware that the minimum level of Android API required by PaddlePaddle is 21.

+
+
+

Cross-Compiling Arguments

+

CMake supports choosing the toolchain. PaddlePaddle provides android.cmake, which configures the Android cross-compiling toolchain for CMake. android.cmake is not required for CMake >= 3.7, which support Android cross-compiling. PaddlePaddle detects the CMake version, for those newer than 3.7, it uses the official version.

+

Some other CMake arguments you need to know:

+
    +
  • CMAKE_SYSTEM_NAME must be Android. This tells PaddlePaddle’s CMake system to cross-compile third-party dependencies. This also changes some other CMake arguments like WITH_GPU=OFF, WITH_AVX=OFF, WITH_PYTHON=OFF, and WITH_RDMA=OFF.
    • +
  • WITH_C_API must be ON, to build the C-based inference library for Android.
    • +
  • WITH_SWIG_PY must be OFF because the Android platform doesn’t support SWIG-based API.
    • +
+

Some Android-specific arguments:

+
    +
  • ANDROID_STANDALONE_TOOLCHAIN: the absolute path of the Android standalone toolchain, or the path relative to the CMake build directory. PaddlePaddle’s CMake extensions would derive the cross-compiler, sysroot and Android API level from this argument.
    • +
  • ANDROID_TOOLCHAIN: could be gcc or clang. The default value is clang.
      +
    • For CMake >= 3.7, it should anyway be clang. For older versions, it could be gcc.
      • +
    • Android’s official clang requires glibc >= 2.15.
      • +
    +
    • +
  • ANDROID_ABI: could be armeabi-v7a or arm64-v8a. The default value is armeabi-v7a.
    • +
  • ANDROID_NATIVE_API_LEVEL: could be derived from the value of ANDROID_STANDALONE_TOOLCHAIN.
    • +
  • ANROID_ARM_MODE:
      +
    • could be ON or OFF, and defaults to ON, when ANDROID_ABI=armeabi-v7a;
      • +
    • no need to specify when ANDROID_ABI=arm64-v8a.
      • +
    +
    • +
  • ANDROID_ARM_NEON: indicates if to use NEON instructions.
      +
    • could be ON or OFF, and defaults to ON, when ANDROID_ABI=armeabi-v7a;
      • +
    • no need to specify when ANDROID_ABI=arm64-v8a.
      • +
    +
    • +
+

Other useful arguments:

+
    +
  • USE_EIGEN_FOR_BLAS: indicates if using Eigen. Could be ON or OFF, defaults to OFF.
    • +
  • HOST_C/CXX_COMPILER: specifies the host compiler, which is used to build the host-specific protoc and target-specific OpenBLAS. It defaults to the value of the environment variable CC, or cc.
    • +
+

Some frequent configurations for your reference:

+
cmake -DCMAKE_SYSTEM_NAME=Android \
+      -DANDROID_STANDALONE_TOOLCHAIN=your/path/to/arm_standalone_toolchain \
+      -DANDROID_ABI=armeabi-v7a \
+      -DANDROID_ARM_NEON=ON \
+      -DANDROID_ARM_MODE=ON \
+      -DUSE_EIGEN_FOR_BLAS=ON \
+      -DCMAKE_INSTALL_PREFIX=your/path/to/install \
+      -DWITH_C_API=ON \
+      -DWITH_SWIG_PY=OFF \
+      ..
+
+
+
cmake -DCMAKE_SYSTEM_NAME=Android \
+      -DANDROID_STANDALONE_TOOLCHAIN=your/path/to/arm64_standalone_toolchain \
+      -DANDROID_ABI=arm64-v8a \
+      -DUSE_EIGEN_FOR_BLAS=OFF \
+      -DCMAKE_INSTALL_PREFIX=your/path/to/install \
+      -DWITH_C_API=ON \
+      -DWITH_SWIG_PY=OFF \
+      ..
+
+
+

There are some other arguments you might want to configure.

+
    +
  • CMAKE_BUILD_TYPE=MinSizeRel minimizes the size of library.
    • +
  • CMAKE_BUILD_TYPE-Release optimizes the runtime performance.
    • +
+

Our own tip for performance optimization to use clang and Eigen or OpenBLAS:

+
    +
  • CMAKE_BUILD_TYPE=Release
    • +
  • ANDROID_TOOLCHAIN=clang
    • +
  • USE_EIGEN_BLAS=ON for armeabi-v7a, or USE_EIGEN_FOR_BLAS=OFF for arm64-v8a.
    • +
+
+
+

Build and Install

+

After running cmake, we can run make; make install to build and install.

+

Before building, you might want to remove the third_party and build directories including pre-built libraries for other architectures.

+

After building，in the directory CMAKE_INSTALL_PREFIX, you will find three sub-directories:

+
    +
  • include: the header file of the inference library,
    • +
  • lib: the inference library built for various Android ABIs,
    • +
  • third_party: dependent third-party libraries built for Android.
    • +
+
+
+
+ + +
+
+
+ + +
+ +
+

+ © Copyright 2016, PaddlePaddle developers. + +

+
+ Built with Sphinx using a theme provided by Read the Docs. + +
+ +
+
+ +
+ +
+ + + + + + + + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/develop/doc_cn/howto/cross_compiling/cross_compiling_for_android_cn.html b/develop/doc_cn/howto/cross_compiling/cross_compiling_for_android_cn.html index 73e4d75f9d0..d4a2192a458 100644 --- a/develop/doc_cn/howto/cross_compiling/cross_compiling_for_android_cn.html +++ b/develop/doc_cn/howto/cross_compiling/cross_compiling_for_android_cn.html @@ -217,18 +217,18 @@ Android的Docker开发镜像向用户提供两个可配置的参数：

|—————–|————————-|———| |ANDROID_ABI |armeabi-v7a, arm64-v8a | armeabi-v7a | |ANDROID_API |>= 21 | 21 |

-
    -
  • 编译armeabi-v7a，Android API 21的PaddlePaddle库
    • -
+
    +

  • 编译armeabi-v7a，Android API 21的PaddlePaddle库

    $ docker run -it --rm -v $PWD:/paddle -e "ANDROID_ABI=armeabi-v7a" -e "ANDROID_API=21" username/paddle-android:dev
    -
      -
    • 编译arm64-v8a，Android API 21的PaddlePaddle库
      • -
    +
    • +

  • 编译arm64-v8a，Android API 21的PaddlePaddle库

    $ docker run -it --rm -v $PWD:/paddle -e "ANDROID_ABI=arm64-v8a" -e "ANDROID_API=21" username/paddle-android:dev
    +
    • +

执行上述docker run命令时，容器默认执行paddle/scripts/docker/build_android.sh脚本。该脚本中记录了交叉编译Android版PaddlePaddle库常用的CMake配置，并且会根据ANDROID_ABI和ANDROID_API自动构建独立工具链、进行编译和安装。由于arm64架构要求Android API不小于21。因此当ANDROID_ABI=arm64-v8a，ANDROID_API<21时，Docker容器中将默认使用Android API 21的编译工具链。用户可以参考下文配置交叉编译参数章节，根据个人的需求修改定制Docker容器所执行的脚本。编译安装结束之后，PaddlePaddle的C-API库将被安装到$PWD/install_android目录，所依赖的第三方库同时也被安装到$PWD/install_android/third_party目录。

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