ArmNN
 21.11
BuildGuideAndroidNDK.md
Go to the documentation of this file.
1 # How to use the Android NDK to build Arm NN
2 
3 - [Introduction](#introduction)
4 - [Download the Android NDK and make a standalone toolchain](#download-the-android-ndk-and-make-a-standalone-toolchain)
5 - [Build the Compute Library](#build-the-compute-library)
6 - [Build Google's Protobuf library](#build-google-s-protobuf-library)
7 - [Build Arm NN](#build-armnn)
8 - [Build Standalone Sample Dynamic Backend](#build-standalone-sample-dynamic-backend)
9 - [Run the Arm NN unit tests on an Android device](#run-the-armnn-unit-tests-on-an-android-device)
10 
11 
12 ## Introduction
13 These are step by step instructions for using the Android NDK to build Arm NN.
14 They have been tested on a clean install of Ubuntu 18.04, and should also work with other OS versions.
15 The instructions show how to build the Arm NN core library.
16 Building protobuf is optional. We have given steps should the user wish to build it (i.e. as an Onnx dependency).
17 All downloaded or generated files will be saved inside the `$HOME/armnn-devenv` directory.
18 
19 ## Download the Android NDK and make a standalone toolchain
20 
21 * Download the Android NDK from [the official website](https://developer.android.com/ndk/downloads/index.html):
22  ```bash
23  mkdir -p $HOME/armnn-devenv/
24  cd $HOME/armnn-devenv/
25  # For Mac OS, change the NDK download link accordingly.
26  wget https://dl.google.com/android/repository/android-ndk-r20b-linux-x86_64.zip
27  unzip android-ndk-r20b-linux-x86_64.zip
28  export NDK=$HOME/armnn-devenv/android-ndk-r20b
29  export NDK_TOOLCHAIN_ROOT=$NDK/toolchains/llvm/prebuilt/linux-x86_64
30  export PATH=$NDK_TOOLCHAIN_ROOT/bin/:$PATH
31 
32  # You may want to append the above export variables commands to your `~/.bashrc` (or `~/.bash_profile` in Mac OS).
33  ```
34 
35 * With the android ndk-20b, you don't need to use the make_standalone_toolchain script to create a toolchain for a specific version of android. Android's current preference is for you to just specify the architecture and operating system while setting the compiler and just use the ndk directory.
36 
37 ## Build the Compute Library
38 * Clone the Compute Library:
39 
40  (Requires Git if not previously installed: `sudo apt install git`)
41 ``` bash
42 cd $HOME/armnn-devenv
43 git clone https://github.com/ARM-software/ComputeLibrary.git
44 ```
45 
46 * Checkout ComputeLibrary release tag:
47 ```bash
48 cd ComputeLibrary
49 git checkout <tag_name>
50 ```
51 For example, if you want to checkout release tag of 21.02:
52 ```bash
53 git checkout v21.02
54 ```
55 
56 * Build:
57 
58  (Requires SCons if not previously installed: `sudo apt install scons`)
59 ```bash
60 scons arch=arm64-v8a neon=1 opencl=1 embed_kernels=1 extra_cxx_flags="-fPIC" \
61  benchmark_tests=0 validation_tests=0 os=android -j16
62 ```
63 
64 ## Build Google's Protobuf library (Optional)
65 
66 * Clone protobuf:
67 ```bash
68 mkdir $HOME/armnn-devenv/google
69 cd $HOME/armnn-devenv/google
70 git clone https://github.com/google/protobuf.git
71 cd protobuf
72 git checkout -b v3.12.0 v3.12.0
73 ```
74 
75 * Build a native (x86) version of the protobuf libraries and compiler (protoc):
76 
77  (Requires cUrl, autoconf, llibtool, and other build dependencies if not previously installed: `sudo apt install curl autoconf libtool build-essential g++`)
78 ```bash
79 ./autogen.sh
80 mkdir x86_build
81 cd x86_build
82 ../configure --prefix=$HOME/armnn-devenv/google/x86_pb_install
83 make install -j16
84 cd ..
85 ```
86 
87 * Build the arm64 version of the protobuf libraries:
88 ```bash
89 mkdir arm64_build
90 cd arm64_build
91 CC=aarch64-linux-android<Android_API>-clang \
92 CXX=aarch64-linux-android<Android_API>-clang++ \
93 CFLAGS="-fPIE -fPIC" \
94  LDFLAGS="-llog -lz -lc++_static" \
95  ../configure --host=aarch64-linux-android \
96  --prefix=$HOME/armnn-devenv/google/arm64_pb_install \
97  --enable-cross-compile \
98  --with-protoc=$HOME/armnn-devenv/google/x86_pb_install/bin/protoc
99 make install -j16
100 cd ..
101 ```
102 
103 Note: The ANDROID_API variable should be set to the Android API version number you are using. E.g. "30" for Android R.
104 
105 ## Build Arm NN
106 
107 * Clone Arm NN source code:
108 ```bash
109 cd $HOME/armnn-devenv/
110 git clone https://github.com/ARM-software/armnn.git
111 ```
112 
113 * Checkout Arm NN branch:
114 ```bash
115 cd armnn
116 git checkout <branch_name>
117 git pull
118 ```
119 
120 For example, if you want to checkout release branch of 21.02:
121 ```bash
122 git checkout branches/armnn_21_02
123 git pull
124 ```
125 
126 * Build Arm NN:
127 
128  (Requires CMake if not previously installed: `sudo apt install cmake`)
129 ```bash
130 mkdir $HOME/armnn-devenv/armnn/build
131 cd $HOME/armnn-devenv/armnn/build
132 CXX=aarch64-linux-android<Android_API>-clang++ \
133 CC=aarch64-linux-android<Android_API>-clang \
134 CXX_FLAGS="-fPIE -fPIC" \
135 cmake .. \
136  -DCMAKE_ANDROID_NDK=$NDK \
137  -DCMAKE_SYSTEM_NAME=Android \
138  -DCMAKE_SYSTEM_VERSION=<Android_API> \
139  -DCMAKE_ANDROID_ARCH_ABI=arm64-v8a \
140  -DCMAKE_EXE_LINKER_FLAGS="-pie -llog -lz" \
141  -DARMCOMPUTE_ROOT=$HOME/armnn-devenv/ComputeLibrary/ \
142  -DARMCOMPUTE_BUILD_DIR=$HOME/armnn-devenv/ComputeLibrary/build \
143  -DARMCOMPUTENEON=1 -DARMCOMPUTECL=1 -DARMNNREF=1 \
144  -DPROTOBUF_ROOT=$HOME/armnn-devenv/google/arm64_pb_install/
145 ```
146 
147 To include standalone sample dynamic backend tests, add the argument to enable the tests and the dynamic backend path to the CMake command:
148 
149 ```bash
150 -DSAMPLE_DYNAMIC_BACKEND=1 \
151 -DDYNAMIC_BACKEND_PATHS=$SAMPLE_DYNAMIC_BACKEND_PATH
152 # Where $SAMPLE_DYNAMIC_BACKEND_PATH is the path where libArm_SampleDynamic_backend.so library file is pushed
153 ```
154 
155  * Run the build
156 ```bash
157 make -j16
158 ```
159 
160 ## Build Standalone Sample Dynamic Backend
161 * The sample dynamic backend is located in armnn/src/dynamic/sample
162 ```bash
163 mkdir build
164 cd build
165 ```
166 
167 * Use CMake to configure the build environment, update the following script and run it from the armnn/src/dynamic/sample/build directory to set up the Arm NN build:
168 ```bash
169 #!/bin/bash
170 CXX=aarch64-linux-android<Android_API>-clang++ \
171 CC=aarch64-linux-android<Android_API>-clang \
172 CXX_FLAGS="-fPIE -fPIC" \
173 cmake \
174 -DCMAKE_C_COMPILER_WORKS=TRUE \
175 -DCMAKE_CXX_COMPILER_WORKS=TRUE \
176 -DCMAKE_ANDROID_NDK=$NDK \
177 -DCMAKE_SYSTEM_NAME=Android \
178 -DCMAKE_SYSTEM_VERSION=$ANDROID_API \
179 -DCMAKE_ANDROID_ARCH_ABI=arm64-v8a \
180 -DCMAKE_SYSROOT=$HOME/armnn-devenv/android-ndk-r20b/toolchains/llvm/prebuilt/linux-x86_64/sysroot \
181 -DCMAKE_CXX_FLAGS=--std=c++14 \
182 -DCMAKE_EXE_LINKER_FLAGS="-pie -llog" \
183 -DCMAKE_MODULE_LINKER_FLAGS="-llog" \
184 -DARMNN_PATH=$HOME/armnn-devenv/armnn/build/libarmnn.so ..
185 ```
186 
187 * Run the build
188 ```bash
189 make
190 ```
191 
192 ## Run the Arm NN unit tests on an Android device
193 
194 
195 * Push the build results to an Android device and make symbolic links for shared libraries:
196  Currently adb version we have used for testing is 1.0.41.
197 ```bash
198 adb push libarmnn.so /data/local/tmp/
199  adb push libtimelineDecoder.so /data/local/tmp/
200 adb push UnitTests /data/local/tmp/
201 adb push $NDK/sources/cxx-stl/llvm-libc++/libs/arm64-v8a/libc++_shared.so /data/local/tmp/
202 adb push $HOME/armnn-devenv/google/arm64_pb_install/lib/libprotobuf.so /data/local/tmp/libprotobuf.so.23.0.0
203 adb shell 'ln -s libprotobuf.so.23.0.0 /data/local/tmp/libprotobuf.so.23'
204 adb shell 'ln -s libprotobuf.so.23.0.0 /data/local/tmp/libprotobuf.so'
205 ```
206 
207 * Push the files needed for the unit tests (they are a mix of files, directories and symbolic links):
208 ```bash
209 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/testSharedObject
210 adb push -p $HOME/armnn-devenv/armnn/build/src/backends/backendsCommon/test/testSharedObject/* /data/local/tmp/src/backends/backendsCommon/test/testSharedObject/
211 
212 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/testDynamicBackend
213 adb push -p $HOME/armnn-devenv/armnn/build/src/backends/backendsCommon/test/testDynamicBackend/* /data/local/tmp/src/backends/backendsCommon/test/testDynamicBackend/
214 
215 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath1
216 adb push -p $HOME/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath1/* /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath1/
217 
218 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2
219 adb push -p $HOME/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath2/Arm_CpuAcc_backend.so /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/
220 adb shell ln -s Arm_CpuAcc_backend.so /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/Arm_CpuAcc_backend.so.1
221 adb shell ln -s Arm_CpuAcc_backend.so.1 /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/Arm_CpuAcc_backend.so.1.2
222 adb shell ln -s Arm_CpuAcc_backend.so.1.2 /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/Arm_CpuAcc_backend.so.1.2.3
223 adb push -p $HOME/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath2/Arm_GpuAcc_backend.so /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/
224 adb shell ln -s nothing /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/Arm_no_backend.so
225 
226 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath3
227 
228 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath5
229 adb push -p $HOME/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath5/* /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath5/
230 
231 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath6
232 adb push -p $HOME/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath6/* /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath6/
233 
234 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath7
235 
236 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath9
237 adb push -p $HOME/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath9/* /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath9/
238 
239 adb shell mkdir -p /data/local/tmp/src/backends/dynamic/reference
240 adb push -p $HOME/armnn-devenv/armnn/build/src/backends/dynamic/reference/Arm_CpuRef_backend.so /data/local/tmp/src/backends/dynamic/reference/
241 
242 # If the standalone sample dynamic tests are enabled, also push libArm_SampleDynamic_backend.so library file to the folder specified as $SAMPLE_DYNAMIC_BACKEND_PATH when Arm NN is built.
243 # This is the example when $SAMPLE_DYNAMIC_BACKEND_PATH is specified as /data/local/tmp/dynamic/sample/:
244 
245 adb shell mkdir -p /data/local/tmp/dynamic/sample/
246 adb push -p $HOME/armnn-devenv/armnn/src/dynamic/sample/build/libArm_SampleDynamic_backend.so /data/local/tmp/dynamic/sample/
247 ```
248 
249 * Run Arm NN unit tests:
250 ```bash
251 adb shell 'LD_LIBRARY_PATH=/data/local/tmp:/vendor/lib64:/vendor/lib64/egl /data/local/tmp/UnitTests'
252 ```
253 If libarmnnUtils.a is present in `$HOME/armnn-devenv/armnn/build/` and the unit tests run without failure then the build was successful.