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tutorials:matlab_caffe_ubuntu

Caffe matlab bindings on Ubuntu (needed for fastRCNN/DeepCut)

This “tutorial” was written on 2016-11-30.

I am using:

  • Ubuntu 16.04.1 LTS
  • Matlab 2016a

TLDR

If you want to run caffe matlab bindings, copy the matlab folder and symlink opencv libraries. My copy is here:

/scratch/aquarius/vsydorov/matlab_ubuntu/matlab-2016a/

Longer version (not necessary better)

Matlab bundles a lot of libraries with it. It also bundles opencv which is somehow different from the system version. This causes a lot of weird problems, like the infamous “undefined symbol _ZN2cv8imencodeERKNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKNS_11_InputArrayERSt6vectorIhSaIhEERKSB_IiSaIiEE” error. Here are some discussions about this error:

Don't make the same mistake I (and also the guy in the first link) did and assume this will go away if you just put the libraries in the LD_PRELOAD. It will not. The only solution is to copy matlab folder and symlink the aforementioned opencv libraries in the bin/glnxa64. I also symlinked libtiff.

libtiff.so.5 			-> /usr/lib/x86_64-linux-gnu/libtiff.so.5
libopencv_core.so.2.4.9 	-> /usr/lib/x86_64-linux-gnu/libopencv_core.so.2.4.9
libopencv_highgui.so.2.4.9 	-> /usr/lib/x86_64-linux-gnu/libopencv_highgui.so.2.4.9
libopencv_imgproc.so.2.4.9 	-> /usr/lib/x86_64-linux-gnu/libopencv_imgproc.so.2.4.9

Copying matlab folder can take quite a while, so feel free to use my copy

/scratch/aquarius/vsydorov/matlab_ubuntu/matlab-2016a/

I launch my copy like this:

LD_PRELOAD="/usr/lib/x86_64-linux-gnu/libstdc++.so.6" /scratch/aquarius/vsydorov/matlab-2016a/matlab-2016a/bin/matlab -nosplash

Bonus: Caffe compilation instructions

Prerequisites for caffe compilation

Follow official installation guides:

If it does not work, copypaste the following into your terminal:

sudo apt-get install -y libprotobuf-dev libleveldb-dev libsnappy-dev libhdf5-serial-dev protobuf-compiler
sudo apt-get install -y libatlas-base-dev 
sudo apt-get install -y --no-install-recommends libboost-all-dev
sudo apt-get install -y libgflags-dev libgoogle-glog-dev liblmdb-dev
sudo apt-get install -y libopencv-dev

Compiling caffe for deepercut

https://github.com/eldar/deepcut

I compiled caffe for deepercut in the folder

/scratch/gpuhost9/vsydorov/libraries/caffe/caffe-deepercut

using the following Makefile.config:

# I am compiled with cuda8.0 on ubuntu!
# If you are wondering - you are supposed to disable CUDNN, yes, otherwise it does not compile.
USE_CUDNN := 0

CUDA_DIR := /scratch/gpuhost9/vsydorov/libraries/cuda8.0
CUDA_ARCH := -gencode arch=compute_20,code=sm_20 \
		-gencode arch=compute_20,code=sm_21 \
		-gencode arch=compute_30,code=sm_30 \
		-gencode arch=compute_35,code=sm_35 \
		-gencode arch=compute_50,code=sm_50 \
		-gencode arch=compute_50,code=compute_50

BLAS := mkl
BLAS_INCLUDE := /scratch2/clear/mairal/intel/compilers_and_libraries/linux/mkl/include 
BLAS_LIB := /scratch2/clear/mairal/intel/compilers_and_libraries/linux/mkl/lib

MATLAB_DIR := /scratch/aquarius/vsydorov/matlab_ubuntu/matlab-2016a

PYTHON_INCLUDE := /scratch/gpuhost9/vsydorov/VENVS/ubunion/include/python2.7
PYTHON_LIB := /usr/lib /scratch/gpuhost9/vsydorov/VENVS/ubunion/lib
WITH_PYTHON_LAYER := 1

INCLUDE_DIRS := $(PYTHON_INCLUDE) /usr/local/include /usr/include/hdf5/serial /scratch/gpuhost9/vsydorov/libraries/cudnn-cuda8.0-ver5.1/cuda/include
LIBRARY_DIRS := $(PYTHON_LIB) /usr/local/lib /usr/lib /usr/lib/x86_64-linux-gnu/hdf5/serial /scratch2/clear/mairal/intel/compilers_and_libraries/linux/mkl/lib/intel64

BUILD_DIR := build
DISTRIBUTE_DIR := distribute

DEBUG := 0

TEST_GPUID := 0

# enable pretty build (comment to see full commands)
Q ?= @

CUSTOM_CXX := g++ -std=c++11

Compilation had been performed by running:

make all -j8
make pycaffe
make matcaffe

Once compilation was done, I tested matlab bindings with the following elegant command:

cd matlab
LD_PRELOAD="/usr/lib/x86_64-linux-gnu/libstdc++.so.6" /scratch/aquarius/vsydorov/matlab_ubuntu/matlab-2016a/bin/matlab -nodisplay -r 'caffe.run_tests(), exit()'
tutorials/matlab_caffe_ubuntu.txt · Last modified: 2016/11/30 18:57 by vsydorov