ArmNN
 21.02
BuildGuideAndroidNDK.md
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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 Boost C++ libraries](#build-the-boost-c---libraries)
6 - [Build the Compute Library](#build-the-compute-library)
7 - [Build Google's Protobuf library](#build-google-s-protobuf-library)
8 - [Download TensorFlow](#download-tensorflow)
9 - [Build Arm NN](#build-armnn)
10 - [Build Standalone Sample Dynamic Backend](#build-standalone-sample-dynamic-backend)
11 - [Run the Arm NN unit tests on an Android device](#run-the-armnn-unit-tests-on-an-android-device)
12 
13 
14 ## Introduction
15 These are step by step instructions for using the Android NDK to build Arm NN.
16 They have been tested on a clean install of Ubuntu 16.04, and should also work with other OS versions.
17 The instructions show how to build the Arm NN core library and the optional TensorFlow parser.
18 All downloaded or generated files will be saved inside the `~/armnn-devenv` directory.
19 
20 #####Note: We are currently in the process of removing boost as a dependency to Arm NN. This process is finished for everything apart from our unit tests. This means you don't need boost to build and use Arm NN but you need it to execute our unit tests. Boost will soon be removed from Arm NN entirely. We also are deprecating support for Tensorflow parsers in 21.02. This will be removed in 21.05.
21 
22 ## Download the Android NDK and make a standalone toolchain
23 
24 * Download the Android NDK from [the official website](https://developer.android.com/ndk/downloads/index.html):
25  ```bash
26  mkdir -p ~/armnn-devenv/toolchains
27  cd ~/armnn-devenv/toolchains
28  # For Mac OS, change the NDK download link accordingly.
29  wget https://dl.google.com/android/repository/android-ndk-r20b-linux-x86_64.zip
30  unzip android-ndk-r20b-linux-x86_64.zip
31  export NDK=~/armnn-devenv/android-ndk-r20b
32  export NDK_TOOLCHAIN_ROOT=$NDK/toolchains/llvm/prebuilt/linux-x86_64
33  export PATH=$NDK_TOOLCHAIN_ROOT/bin/:$PATH
34 
35  # You may want to append the above export variables commands to your `~/.bashrc` (or `~/.bash_profile` in Mac OS).
36  ```
37 
38 * 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.
39 
40 ## Build the Boost C++ libraries
41 
42 * Download Boost version 1.64:
43 ```bash
44 mkdir ~/armnn-devenv/boost
45 cd ~/armnn-devenv/boost
46 wget https://dl.bintray.com/boostorg/release/1.64.0/source/boost_1_64_0.tar.bz2
47 tar xvf boost_1_64_0.tar.bz2
48 ```
49 
50 * Build:
51 
52  (Requires clang if not previously installed: `sudo apt-get install clang`)
53 
54  Note: You can specify the 'Android_API' version you want. For example, if your ANDROID_API is 27 then the compiler will be aarch64-linux-android27-clang++.
55 ```bash
56 echo "using clang : arm : aarch64-linux-android<Android_API>-clang++ ;" > $HOME/armnn-devenv/boost/user-config.jam
57 cd ~/armnn-devenv/boost/boost_1_64_0
58 ./bootstrap.sh --prefix=$HOME/armnn-devenv/boost/install
59 ./b2 install --user-config=$HOME/armnn-devenv/boost/user-config.jam \
60  toolset=clang-arm link=static cxxflags=-fPIC \
61  --with-test --with-log --with-program_options -j16
62 ```
63 
64 ## Build the Compute Library
65 * Clone the Compute Library:
66 
67  (Requires Git if not previously installed: `sudo apt install git`)
68 ``` bash
69 cd ~/armnn-devenv
70 git clone https://github.com/ARM-software/ComputeLibrary.git
71 ```
72 
73 * Checkout ComputeLibrary branch:
74 ```bash
75 cd ComputeLibrary
76 git checkout <branch_name>
77 git pull
78 ```
79 For example, if you want to checkout release branch of 20.02:
80 ```bash
81 git checkout branches/arm_compute_20_02
82 git pull
83 ```
84 
85 * Build:
86 
87  (Requires SCons if not previously installed: `sudo apt install scons`)
88 ```bash
89 scons arch=arm64-v8a neon=1 opencl=1 embed_kernels=1 extra_cxx_flags="-fPIC" \
90  benchmark_tests=0 validation_tests=0 os=android -j16
91 ```
92 
93 ## Build Google's Protobuf library
94 
95 * Clone protobuf:
96 ```bash
97 mkdir ~/armnn-devenv/google
98 cd ~/armnn-devenv/google
99 git clone https://github.com/google/protobuf.git
100 cd protobuf
101 git checkout -b v3.12.0 v3.12.0
102 ```
103 
104 * Build a native (x86) version of the protobuf libraries and compiler (protoc):
105 
106  (Requires cUrl, autoconf, llibtool, and other build dependencies if not previously installed: `sudo apt install curl autoconf libtool build-essential g++`)
107 ```bash
108 ./autogen.sh
109 mkdir x86_build
110 cd x86_build
111 ../configure --prefix=$HOME/armnn-devenv/google/x86_pb_install
112 make install -j16
113 cd ..
114 ```
115 
116 * Build the arm64 version of the protobuf libraries:
117 ```bash
118 mkdir arm64_build
119 cd arm64_build
120 CC=aarch64-linux-android<Android_API>-clang \
121 CXX=aarch64-linux-android<Android_API>-clang++ \
122 CFLAGS="-fPIE -fPIC" \
123  LDFLAGS="-llog -lz -lc++_static" \
124  ../configure --host=aarch64-linux-android \
125  --prefix=$HOME/armnn-devenv/google/arm64_pb_install \
126  --enable-cross-compile \
127  --with-protoc=$HOME/armnn-devenv/google/x86_pb_install/bin/protoc
128 make install -j16
129 cd ..
130 ```
131 
132 ## Download TensorFlow
133 * Clone TensorFlow source code:
134 ```bash
135 cd ~/armnn-devenv/google/
136 git clone https://github.com/tensorflow/tensorflow.git
137  cd tensorflow/
138  git checkout fcc4b966f1265f466e82617020af93670141b009
139 ```
140 
141 ## Build Arm NN
142 
143 * Clone Arm NN source code:
144 ```bash
145 cd ~/armnn-devenv/
146 git clone https://github.com/ARM-software/armnn.git
147 ```
148 
149 * Checkout Arm NN branch:
150 ```bash
151 cd armnn
152 git checkout <branch_name>
153 git pull
154 ```
155 
156 For example, if you want to checkout release branch of 20.02:
157 ```bash
158 git checkout branches/armnn_20_02
159 git pull
160 ```
161 
162 * Generate TensorFlow protobuf definitions:
163 ```bash
164 cd ~/armnn-devenv/google/tensorflow
165 ~/armnn-devenv/armnn/scripts/generate_tensorflow_protobuf.sh \
166  $HOME/armnn-devenv/google/tf_pb $HOME/armnn-devenv/google/x86_pb_install
167 ```
168 
169 * Build Arm NN:
170 
171  (Requires CMake if not previously installed: `sudo apt install cmake`)
172 ```bash
173 mkdir ~/armnn-devenv/armnn/build
174 cd ~/armnn-devenv/armnn/build
175 CXX=aarch64-linux-android<Android_API>-clang++ \
176 CC=aarch64-linux-android<Android_API>-clang \
177 CXX_FLAGS="-fPIE -fPIC" \
178 cmake .. \
179  -DCMAKE_ANDROID_NDK=$NDK \
180  -DCMAKE_SYSTEM_NAME=Android \
181  -DCMAKE_SYSTEM_VERSION=<Android_API> \
182  -DCMAKE_ANDROID_ARCH_ABI=arm64-v8a \
183  -DCMAKE_EXE_LINKER_FLAGS="-pie -llog -lz" \
184  -DARMCOMPUTE_ROOT=$HOME/armnn-devenv/ComputeLibrary/ \
185  -DARMCOMPUTE_BUILD_DIR=$HOME/armnn-devenv/ComputeLibrary/build \
186  -DBOOST_ROOT=$HOME/armnn-devenv/boost/install/ \
187  -DARMCOMPUTENEON=1 -DARMCOMPUTECL=1 -DARMNNREF=1 \
188  -DTF_GENERATED_SOURCES=$HOME/armnn-devenv/google/tf_pb/ -DBUILD_TF_PARSER=1 \
189  -DPROTOBUF_ROOT=$HOME/armnn-devenv/google/arm64_pb_install/
190 ```
191 
192 To include standalone sample dynamic backend tests, add the argument to enable the tests and the dynamic backend path to the CMake command:
193 
194 ```bash
195 -DSAMPLE_DYNAMIC_BACKEND=1 \
196 -DDYNAMIC_BACKEND_PATHS=$SAMPLE_DYNAMIC_BACKEND_PATH
197 # Where $SAMPLE_DYNAMIC_BACKEND_PATH is the path where libArm_SampleDynamic_backend.so library file is pushed
198 ```
199 
200  * Run the build
201 ```bash
202 make -j16
203 ```
204 
205 ## Build Standalone Sample Dynamic Backend
206 * The sample dynamic backend is located in armnn/src/dynamic/sample
207 ```bash
208 mkdir build
209 cd build
210 ```
211 
212 * Use CMake to configure the build environment, update the following script and run it from the armnn/src/dynamic/sample/build directory to set up the Arm NN build:
213 ```bash
214 #!/bin/bash
215 CXX=aarch64-linux-android<Android_API>-clang++ \
216 CC=aarch64-linux-android<Android_API>-clang \
217 CXX_FLAGS="-fPIE -fPIC" \
218 cmake \
219 -DCMAKE_SYSTEM_NAME=Android \
220 -DCMAKE_CXX_FLAGS=--std=c++14 \
221 -DCMAKE_EXE_LINKER_FLAGS="-pie -llog" \
222 -DCMAKE_MODULE_LINKER_FLAGS="-llog" \
223 -DBOOST_ROOT=$HOME/armnn-devenv/boost/install \
224 -DBoost_SYSTEM_LIBRARY=$HOME/armnn-devenv/boost/install/lib/libboost_system.a \
225 -DARMNN_PATH=$HOME/armnn-devenv/armnn/build/libarmnn.so ..
226 ```
227 
228 * Run the build
229 ```bash
230 make
231 ```
232 
233 ## Run the Arm NN unit tests on an Android device
234 
235 
236 * Push the build results to an Android device and make symbolic links for shared libraries:
237  Currently adb version we have used for testing is 1.0.41.
238 ```bash
239 adb push libarmnnTfParser.so /data/local/tmp/
240 adb push libarmnn.so /data/local/tmp/
241  adb push libtimelineDecoder.so /data/local/tmp/
242 adb push UnitTests /data/local/tmp/
243 adb push $NDK/sources/cxx-stl/llvm-libc++/libs/arm64-v8a/libc++_shared.so /data/local/tmp/
244 adb push $HOME/armnn-devenv/google/arm64_pb_install/lib/libprotobuf.so /data/local/tmp/libprotobuf.so.24.0.0
245 adb shell 'ln -s libprotobuf.so.24.0.0 /data/local/tmp/libprotobuf.so.24'
246 adb shell 'ln -s libprotobuf.so.24.0.0 /data/local/tmp/libprotobuf.so'
247 ```
248 
249 * Push the files needed for the unit tests (they are a mix of files, directories and symbolic links):
250 ```bash
251 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/testSharedObject
252 adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/testSharedObject/* /data/local/tmp/src/backends/backendsCommon/test/testSharedObject/
253 
254 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/testDynamicBackend
255 adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/testDynamicBackend/* /data/local/tmp/src/backends/backendsCommon/test/testDynamicBackend/
256 
257 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath1
258 adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath1/* /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath1/
259 
260 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2
261 adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath2/Arm_CpuAcc_backend.so /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/
262 adb shell ln -s Arm_CpuAcc_backend.so /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/Arm_CpuAcc_backend.so.1
263 adb shell ln -s Arm_CpuAcc_backend.so.1 /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/Arm_CpuAcc_backend.so.1.2
264 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
265 adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath2/Arm_GpuAcc_backend.so /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/
266 adb shell ln -s nothing /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath2/Arm_no_backend.so
267 
268 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath3
269 
270 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath5
271 adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath5/* /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath5/
272 
273 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath6
274 adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath6/* /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath6/
275 
276 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath7
277 
278 adb shell mkdir -p /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath9
279 adb push -p ~/armnn-devenv/armnn/build/src/backends/backendsCommon/test/backendsTestPath9/* /data/local/tmp/src/backends/backendsCommon/test/backendsTestPath9/
280 
281 adb shell mkdir -p /data/local/tmp/src/backends/dynamic/reference
282 adb push -p ~/armnn-devenv/armnn/build/src/backends/dynamic/reference/Arm_CpuRef_backend.so /data/local/tmp/src/backends/dynamic/reference/
283 
284 # 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.
285 # This is the example when $SAMPLE_DYNAMIC_BACKEND_PATH is specified as /data/local/tmp/dynamic/sample/:
286 
287 adb shell mkdir -p /data/local/tmp/dynamic/sample/
288 adb push -p ${WORKING_DIR}/armnn/src/dynamic/sample/build/libArm_SampleDynamic_backend.so /data/local/tmp/dynamic/sample/
289 ```
290 
291 * Run Arm NN unit tests:
292 ```bash
293 adb shell 'LD_LIBRARY_PATH=/data/local/tmp:/vendor/lib64:/vendor/lib64/egl /data/local/tmp/UnitTests'
294 ```
295 If libarmnnUtils.a is present in `~/armnn-devenv/armnn/build/` and the unit tests run without failure then the build was successful.