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installation.md

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1. User Quick Guide

License

This Installation will help you get started to setup Caffe-HRT on RK3399 quickly.

2. Preparation

2.1 General dependencies installation

sudo apt-get install git cmake scons protobuf-compiler libgflags-dev libgoogle-glog-dev 
sudo apt-get install libblas-dev libhdf5-serial-dev liblmdb-dev libleveldb-dev 
sudo apt-get install liblapack-dev libsnappy-dev python-numpy 
sudo apt-get install libprotobuf-dev libopenblas-dev libgtk2.0-dev
sudo apt-get install python-yaml python-numpy python-scipy python-six

sudo apt-get install --no-install-recommends libboost-all-dev

2.2 Download source code

cd ~

Download "OpenCV"

wget --no-check-certificate https://github.com/opencv/opencv/archive/3.3.0.tar.gz
tar -xvf 3.3.0.tar.gz

Download "gen-pkg-config-pc"

wget ftp://ftp.openailab.net/tools/script/gen-pkg-config-pc.sh
chmod +x ./gen-pkg-config-pc.sh

Download "ACL"

git clone https://github.com/ARM-software/ComputeLibrary.git
git checkout 48bc34e

Download "Caffe-HRT" :

git clone https://github.com/OAID/Caffe-HRT.git

Download "Googletest" :

git clone https://github.com/google/googletest.git

3. Build Caffe-HRT

3.1 Build OpenCV :

cd ~/opencv-3.3.0
mkdir build
cd build
cmake -D CMAKE_BUILD_TYPE=RELEASE -D CMAKE_INSTALL_PREFIX=/usr/local/AID/opencv3.3.0 ..
sudo make install
sudo ~/gen-pkg-config-pc.sh /usr/local/AID

3.2 Build ACL :

cd ~/ComputeLibrary
mkdir build
aarch64-linux-gnu-gcc opencl-1.2-stubs/opencl_stubs.c -Iinclude -shared -o build/libOpenCL.so
scons Werror=1 -j4 debug=0 asserts=1 neon=1 opencl=1 embed_kernels=1 os=linux arch=arm64-v8a
wget ftp://ftp.openailab.net/tools/script/Computelibrary/Makefile
sudo make install
sudo ~/gen-pkg-config-pc.sh /usr/local/AID

3.3 Build Caffe :

cd ~/Caffe-HRT
make all
make distribute
sudo make install
sudo ~/gen-pkg-config-pc.sh /usr/local/AID

3.4 Build Unit tests

Build the gtest libraries
cd ~/googletest
cmake -D CMAKE_INSTALL_PREFIX=/usr/local/AID/googletest CMakeLists.txt
make
sudo make install
Build Caffe Unit tests
cd ~/Caffe-HRT/unit_tests
make clean
make

3.5 To Configure The Libraries

sudo ~/gen-pkg-config-pc.sh /usr/local/AID

4. Run tests

4.1 Run Caffenet

cd  ~/Caffe-HRT/data/ilsvrc12
sudo chmod +x get_ilsvrc_aux.sh
./get_ilsvrc_aux.sh
cd ../..
./scripts/download_model_binary.py ./models/bvlc_reference_caffenet
./distribute/bin/classification.bin models/bvlc_reference_caffenet/deploy.prototxt models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel data/ilsvrc12/imagenet_mean.binaryproto data/ilsvrc12/synset_words.txt examples/images/cat.jpg
output message --
  ---------- Prediction for examples/images/cat.jpg ----------
  0.3094 - "n02124075 Egyptian cat"
  0.1761 - "n02123159 tiger cat"
  0.1221 - "n02123045 tabby, tabby cat"
  0.1132 - "n02119022 red fox, Vulpes vulpes"
  0.0421 - "n02085620 Chihuahua"

4.2 Run Unit test

  cd ~/Caffe-HRT/unit_tests
  ./test_caffe_main
  output message:
    [==========] 29 tests from 6 test cases ran. (1236 ms total) [ PASSED ] 29 tests.