How to install Ctranslate2 without Docker #194

anderleich · 2020-06-02T11:41:15Z

Hi,
I'd like to install the Ctranslate2 module without using a Docker. Is it possible?
Are there any scripts for this? I've tried generating a shell script from the dockerfile but it gives me some errors.
Thanks

guillaumekln · 2020-06-02T11:56:33Z

Hi,

If you plan to use the Python API, you can simply run pip install ctranslate2 and get access to CPU translation on Linux.

For other use cases, the Dockerfiles specify how to install the dependencies and how to compile the project. A basic CPU build is also described in the README.

What errors did you get?

anderleich · 2020-06-02T11:57:45Z

These are the logs:
/opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc: In static member function ‘static void ctranslate2::primitives::gemm(const In*, const In*, bool, bool, bool, bool, ctranslate2::dim_t, ctranslate2::dim_t, ctranslate2::dim_t, float, float, Out*, const Out*) [with In = signed char; Out = int; ctranslate2::Device D = (ctranslate2::Device)0; ctranslate2::dim_t = long int]’:
/opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc:836:62: error: invalid conversion from ‘long long int’ to ‘CBLAS_TRANSPOSE’ [-fpermissive]
c, ldc, a_shift_compensation);
^
In file included from /opt/intel/mkl/include/mkl.h:31:0,
from /opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc:14:
/opt/intel/mkl/include/mkl_cblas.h:834:6: note: initializing argument 2 of ‘void cblas_gemm_s8u8s32_compute(CBLAS_LAYOUT, CBLAS_TRANSPOSE, CBLAS_TRANSPOSE, CBLAS_OFFSET, long long int, long long int, long long int, float, const void*, long long int, char, const void*, long long int, char, float, int*, long long int, const int*)’
void cblas_gemm_s8u8s32_compute (const CBLAS_LAYOUT Layout, const CBLAS_TRANSPOSE TransA,
^
/opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc:836:62: error: invalid conversion from ‘long long int’ to ‘CBLAS_TRANSPOSE’ [-fpermissive]
c, ldc, a_shift_compensation);
^

anderleich · 2020-06-02T11:59:20Z

I'm interested in the GPU part not CPU. Therefore, doing pip install is not an option I considered.
Thanks

guillaumekln · 2020-06-02T12:00:42Z

What is your Intel MKL version?

anderleich · 2020-06-02T12:03:13Z

I'd like to have the CPU option too. I case GPU is not available.

This is what I do:

MKL_VERSION=2020
MKL_UPDATE=0
MKL_BUILD=088
wget https://apt.repos.intel.com/intel-gpg-keys/GPG-PUB-KEY-INTEL-SW-PRODUCTS-2019.PUB
apt-key add GPG-PUB-KEY-INTEL-SW-PRODUCTS-.PUB
rm GPG-PUB-KEY-INTEL-SW-PRODUCTS-.PUB
echo "deb https://apt.repos.intel.com/mkl all main" > /etc/apt/sources.list.d/intel-mkl.list
apt-get update
apt-get install -y --no-install-recommends \
intel-mkl-64bit-$MKL_VERSION.$MKL_UPDATE-$MKL_BUILD
apt-get clean
rm -rf /var/lib/apt/lists/*

guillaumekln · 2020-06-02T12:12:20Z

The lines referenced in the error log do not seem to match the file /opt/intel/mkl/include/mkl_cblas.h included in Intel MKL 2020.0-088. So it seems you are not using the correct Intel MKL version. Can you verify that?

If you don't need CPU execution at all, you can also disable Intel MKL using these flags during CMake configuration: -DWITH_MKL=OFF -DOPENMP_RUNTIME=NONE

anderleich · 2020-06-02T12:27:49Z

I'm sorry but I'm afraid I can't go any further configuring MKL with the right version
CUDA VERSION 10.1
This is how my script looks like so far:

TENSORRT_MAJOR_VERSION=6
TENSORRT_VERSION=${TENSORRT_MAJOR_VERSION}.0.1

REPOSITORY_DIR=$PWD
DEPENDENCIES_PATH=/opt/ctranslate_dependencies
mkdir -p /opt/ctranslate_dependencies || exit 1
                                                                                                                                        
apt-get update && \                                                                                                                           
    apt-get install -y --no-install-recommends \                                                                                              
        apt-transport-https \                                                                                                                 
        build-essential \                                                                                                                     
        ca-certificates \                                                                                                                     
        python3-dev \                                                                                                                         
        gnupg2 \                                                                                                                              
        libnvinfer${TENSORRT_MAJOR_VERSION}=${TENSORRT_VERSION}-1+cuda10.0 \                                                                  
        libnvinfer-dev=${TENSORRT_VERSION}-1+cuda10.0 \                                                                                       
        wget && \                                                                                                                             
    apt-get clean && \                                                                                                                        
    rm -rf /var/lib/apt/lists/*                                                                                                               

cd $DEPENDENCIES_PATH                                                                                                                                         
wget https://cmake.org/files/v3.12/cmake-3.12.2-Linux-x86_64.tar.gz                                                                           
tar xf cmake-3.12.2-Linux-x86_64.tar.gz                                                                                                       
rm cmake-3.12.2-Linux-x86_64.tar.gz           
                                                                                                
export PATH=$PATH:$DEPENDENCIES_PATH/cmake-3.12.2-Linux-x86_64/bin

MKL_VERSION=2020
MKL_UPDATE=0
MKL_BUILD=088                                                                                                                                        
wget https://apt.repos.intel.com/intel-gpg-keys/GPG-PUB-KEY-INTEL-SW-PRODUCTS-2019.PUB                                                        
apt-key add GPG-PUB-KEY-INTEL-SW-PRODUCTS-*.PUB 
rm GPG-PUB-KEY-INTEL-SW-PRODUCTS-*.PUB                                                                                                        
echo "deb https://apt.repos.intel.com/mkl all main" > /etc/apt/sources.list.d/intel-mkl.list                                                  
apt-get update                                                                                                                                
apt-get install -y --no-install-recommends \                                                                                                  
        intel-mkl-64bit-$MKL_VERSION.$MKL_UPDATE-$MKL_BUILD                                                                                   
apt-get clean                                                                                                                                 
rm -rf /var/lib/apt/lists/*                                                                                                                   

mkdir -p $DEPENDENCIES_PATH/ctranslate2-dev || exit 1
cd $DEPENDENCIES_PATH/ctranslate2-dev

cp -r $REPOSITORY_DIR/third_party third_party
cp -r $REPOSITORY_DIR/cli cli
cp -r $REPOSITORY_DIR/include include
cp -r $REPOSITORY_DIR/src src
cp $REPOSITORY_DIR/CMakeLists.txt .

export CXX_FLAGS=${CXX_FLAGS}
export CUDA_NVCC_FLAGS=${CUDA_NVCC_FLAGS:-"-Xfatbin -compress-all"}
export CUDA_ARCH_LIST=${CUDA_ARCH_LIST:-"Common"}
export CTRANSLATE2_ROOT=$DEPENDENCIES_DIR/ctranslate2

mkdir -p build
cd build
cmake -D CUDA_TOOLKIT_ROOT_DIR=/usr/local/cuda-10.1 \
      -DCMAKE_INSTALL_PREFIX=${CTRANSLATE2_ROOT} \
      -DWITH_CUDA=ON \
      -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_FLAGS="${CXX_FLAGS}" \
      -DCUDA_NVCC_FLAGS="${CUDA_NVCC_FLAGS}" -DCUDA_ARCH_LIST="${CUDA_ARCH_LIST}" ..
VERBOSE=1 make -j4
make install
`

guillaumekln · 2020-06-02T12:39:47Z

Can you add set -e at the top of the script and run it again? It will stop on the first error.

anderleich · 2020-06-02T12:55:55Z

This is the log

[ 78%] Building CXX object CMakeFiles/ctranslate2.dir/src/sampling.cc.o
/usr/bin/c++  -DMKL_ILP64 -DWITH_CUDA -DWITH_MKL -DWITH_TENSORRT -Dctranslate2_EXPORTS -I/usr/local/cuda-10.1/include -I/opt/ctranslate_dependencies/ctranslate2-dev/include -I/opt/intel/mkl/include  -Wall -Wextra -ffast-math -m64 -isystem /usr/include/x86_64-linux-gnu -O3 -DNDEBUG -fPIC   -fopenmp -std=gnu++11 -o CMakeFiles/ctranslate2.dir/src/sampling.cc.o -c /opt/ctranslate_dependencies/ctranslate2-dev/src/sampling.cc
/opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc: In static member function ‘static void ctranslate2::primitives<D>::max(const T*, const T*, T*, ctranslate2::dim_t) [with T = float; ctranslate2::Device D = (ctranslate2::Device)0; ctranslate2::dim_t = long int]’:
/opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc:253:25: error: invalid conversion from ‘const float*’ to ‘float*’ [-fpermissive]
     vsFmax(size, a, b, c);
                         ^
In file included from /opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc:14:0:
/opt/intel/mkl/include/mkl_vml_functions.h:1441:16: note:   initializing argument 3 of ‘void vsFmax(long long int, const float*, float*, float*)’
 _Mkl_Api(void, vsFmax, (const MKL_INT n, const float  a[], float  r1[], float  r2[]))
                ^
/opt/intel/mkl/include/mkl.h:23:47: note: in definition of macro ‘_Mkl_Api’
 #define _Mkl_Api(rtype,name,arg) extern rtype name    arg;
                                               ^
/opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc: In static member function ‘static void ctranslate2::primitives<D>::min(const T*, const T*, T*, ctranslate2::dim_t) [with T = float; ctranslate2::Device D = (ctranslate2::Device)0; ctranslate2::dim_t = long int]’:
/opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc:275:25: error: invalid conversion from ‘const float*’ to ‘float*’ [-fpermissive]
     vsFmin(size, a, b, c);
                         ^
In file included from /opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc:14:0:
/opt/intel/mkl/include/mkl_vml_functions.h:1456:16: note:   initializing argument 3 of ‘void vsFmin(long long int, const float*, float*, float*)’
 _Mkl_Api(void, vsFmin, (const MKL_INT n, const float  a[], float  r1[], float  r2[]))
                ^
/opt/intel/mkl/include/mkl.h:23:47: note: in definition of macro ‘_Mkl_Api’
 #define _Mkl_Api(rtype,name,arg) extern rtype name    arg;
                                               ^
/opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc: In static member function ‘static void ctranslate2::primitives<D>::gemm(const In*, const In*, bool, bool, bool, bool, ctranslate2::dim_t, ctranslate2::dim_t, ctranslate2::dim_t, float, float, Out*, const Out*) [with In = short int; Out = int; ctranslate2::Device D = (ctranslate2::Device)0; ctranslate2::dim_t = long int]’:
/opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc:721:47: error: invalid conversion from ‘long long int’ to ‘CBLAS_TRANSPOSE’ [-fpermissive]
                                    c, ldc, &oc);
                                               ^
In file included from /opt/intel/mkl/include/mkl.h:31:0,
                 from /opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc:14:
/opt/intel/mkl/include/mkl_cblas.h:842:6: note:   initializing argument 2 of ‘void cblas_gemm_s16s16s32_compute(CBLAS_LAYOUT, CBLAS_TRANSPOSE, CBLAS_TRANSPOSE, CBLAS_OFFSET, long long int, long long int, long long int, float, const short int*, long long int, short int, const short int*, long long int, short int, float, int*, long long int, const int*)’
 void cblas_gemm_s16s16s32_compute(const  CBLAS_LAYOUT Layout, const CBLAS_TRANSPOSE TransA,
      ^
/opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc:721:47: error: invalid conversion from ‘long long int’ to ‘CBLAS_TRANSPOSE’ [-fpermissive]
                                    c, ldc, &oc);
                                               ^
In file included from /opt/intel/mkl/include/mkl.h:31:0,
                 from /opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc:14:
/opt/intel/mkl/include/mkl_cblas.h:842:6: note:   initializing argument 3 of ‘void cblas_gemm_s16s16s32_compute(CBLAS_LAYOUT, CBLAS_TRANSPOSE, CBLAS_TRANSPOSE, CBLAS_OFFSET, long long int, long long int, long long int, float, const short int*, long long int, short int, const short int*, long long int, short int, float, int*, long long int, const int*)’
 void cblas_gemm_s16s16s32_compute(const  CBLAS_LAYOUT Layout, const CBLAS_TRANSPOSE TransA,
      ^
/opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc: In static member function ‘static void ctranslate2::primitives<D>::gemm(const In*, const In*, bool, bool, bool, bool, ctranslate2::dim_t, ctranslate2::dim_t, ctranslate2::dim_t, float, float, Out*, const Out*) [with In = signed char; Out = int; ctranslate2::Device D = (ctranslate2::Device)0; ctranslate2::dim_t = long int]’:
/opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc:836:62: error: invalid conversion from ‘long long int’ to ‘CBLAS_TRANSPOSE’ [-fpermissive]
                                  c, ldc, a_shift_compensation);
                                                              ^
In file included from /opt/intel/mkl/include/mkl.h:31:0,
                 from /opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc:14:
/opt/intel/mkl/include/mkl_cblas.h:834:6: note:   initializing argument 2 of ‘void cblas_gemm_s8u8s32_compute(CBLAS_LAYOUT, CBLAS_TRANSPOSE, CBLAS_TRANSPOSE, CBLAS_OFFSET, long long int, long long int, long long int, float, const void*, long long int, char, const void*, long long int, char, float, int*, long long int, const int*)’
 void cblas_gemm_s8u8s32_compute  (const  CBLAS_LAYOUT Layout, const CBLAS_TRANSPOSE TransA,
      ^
/opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc:836:62: error: invalid conversion from ‘long long int’ to ‘CBLAS_TRANSPOSE’ [-fpermissive]
                                  c, ldc, a_shift_compensation);
                                                              ^
In file included from /opt/intel/mkl/include/mkl.h:31:0,
                 from /opt/ctranslate_dependencies/ctranslate2-dev/src/primitives/cpu.cc:14:
/opt/intel/mkl/include/mkl_cblas.h:834:6: note:   initializing argument 3 of ‘void cblas_gemm_s8u8s32_compute(CBLAS_LAYOUT, CBLAS_TRANSPOSE, CBLAS_TRANSPOSE, CBLAS_OFFSET, long long int, long long int, long long int, float, const void*, long long int, char, const void*, long long int, char, float, int*, long long int, const int*)’
 void cblas_gemm_s8u8s32_compute  (const  CBLAS_LAYOUT Layout, const CBLAS_TRANSPOSE TransA,
      ^
CMakeFiles/ctranslate2.dir/build.make:553: recipe for target 'CMakeFiles/ctranslate2.dir/src/primitives/cpu.cc.o' failed
make[2]: *** [CMakeFiles/ctranslate2.dir/src/primitives/cpu.cc.o] Error 1
make[2]: *** Waiting for unfinished jobs....
/opt/ctranslate_dependencies/ctranslate2-dev/src/profiler.cc:117:30: warning: unused parameter ‘device’ [-Wunused-parameter]
   void init_profiling(Device device, size_t num_threads) {
                              ^
/opt/ctranslate_dependencies/ctranslate2-dev/src/profiler.cc:117:45: warning: unused parameter ‘num_threads’ [-Wunused-parameter]
   void init_profiling(Device device, size_t num_threads) {
                                             ^
make[2]: Leaving directory '/opt/ctranslate_dependencies/ctranslate2-dev/build'
CMakeFiles/Makefile2:72: recipe for target 'CMakeFiles/ctranslate2.dir/all' failed
make[1]: *** [CMakeFiles/ctranslate2.dir/all] Error 2
make[1]: Leaving directory '/opt/ctranslate_dependencies/ctranslate2-dev/build'
Makefile:129: recipe for target 'all' failed
make: *** [all] Error 2

guillaumekln · 2020-06-02T13:02:48Z

I can only think that you installed Intel MKL in the past and its installation was not correctly updated. I suggest removing Intel MKL and installing it again from https://software.intel.com/content/www/us/en/develop/tools/math-kernel-library.html.

anderleich · 2020-06-02T13:29:56Z

That was the issue! I reinstalled INtel MKL and it succesfully compiled.
However, I've got another error. Apparently CuBlas is missing for Cuda 10.1, which gives an error in the following command:

apt-get install -y --no-install-recommends \
        cuda-cublas-$CUDA_PKG_VERSION \
        python3-distutils-extra \
        wget

https://forums.developer.nvidia.com/t/cublas-for-10-1-is-missing/71015

guillaumekln · 2020-06-02T13:34:19Z

The package is libcublas10 for CUDA 10.1 and above.

anderleich · 2020-06-02T13:42:16Z

Thanks! It worked!

One last thing... I want to install Ctranslate for Python3.6. This is my code

LANG=en_US.UTF-8
cp $REPOSITORY_DIR/README.md .
cp -r $REPOSITORY_DIR/python python
cd $DEPENDENCIES_PATH/ctranslate2-dev/python

mkdir -p $DEPENDENCIES_PATH/ctranslate2 || exit 1                                                                                                                                         
wget -nv https://bootstrap.pypa.io/get-pip.py                                                                                                 
python3.6 get-pip.py                                                                                                                          
python3.6 -m pip --no-cache-dir install pybind11==2.4.3                                                                                       
python3.6 setup.py bdist_wheel                                                                                                                
rm -r build                                                                                                                                   
rm get-pip.py                                                                                                                                 
python3.6 -m pip freeze | grep pybind11 > $DEPENDENCIES_PATH/ctranslate2/install_requirements.txt                                             
python3.6 setup.py sdist                                                                                                                      
mv dist/* $DEPENDENCIES_PATH/ctranslate2                                                                                                      
rmdir dist                                                                                                                                    


cd $DEPENDENCIES_PATH
mkdir -p $DEPENDENCIES_PATH/ctranslate2/lib || exit 1
cp /opt/intel/lib/intel64/libiomp5.so $DEPENDENCIES_PATH/ctranslate2/lib
cp -P /usr/lib/x86_64-linux-gnu/libcudnn.so* $DEPENDENCIES_PATH/ctranslate2/lib
cp -P /usr/lib/x86_64-linux-gnu/libnvinfer.so* $DEPENDENCIES_PATH/ctranslate2/lib

apt-get update
apt-get install -y --no-install-recommends \
       libcublas10 \
       cuda-cublas-$CUDA_PKG_VERSION \
       python3-distutils-extra \
       wget
apt-get clean
rm -rf /var/lib/apt/lists/*

cp -r $DEPENDENCIES_PATH/ctranslate2 /opt/ctranslate2


wget -nv https://bootstrap.pypa.io/get-pip.py
python3.6 get-pip.py
python3.6 -m pip --no-cache-dir install /opt/ctranslate2/*cp3*.whl
rm get-pip.py

However this seems to build it for Python3.5, which results in this error:

ctranslate2-1.4.0-cp35-cp35m-linux_x86_64.whl is not a supported wheel on this platform.

guillaumekln · 2020-06-02T13:47:13Z

The pattern /opt/ctranslate2/*cp3*.whl matches all Python 3 version. You probably want to use /opt/ctranslate2/*cp36*.whl.

anderleich · 2020-06-02T13:50:29Z

cp35 is the only file available. It does not find cp36

guillaumekln · 2020-06-02T13:54:32Z

So you did not run the same script you shared above? Because this line:

python3.6 setup.py bdist_wheel

should build a wheel for Python 3.6, not 3.5. The rule is to use the same Python version for building and installing the package.

anderleich · 2020-06-02T14:26:42Z

Got it! There was a conflict with a previous installation.
Thanks for your help and patience.

anderleich · 2020-06-03T12:24:57Z

Hi,
After succesfull installation when I try to translate a sentence I get:

AttributeError: module 'ctranslate2' has no attribute 'Translator'

guillaumekln · 2020-06-03T12:33:30Z

This means the Python module is unable to load the compiled extension. Can you run the following in a Python interpreter and check the error?

from ctranslate2 import translator

anderleich · 2020-06-03T12:34:36Z

ImportError: libctranslate2.so: cannot open shared object file: No such file or directory

I've done this before

export CTRANSLATE2_ROOT=/opt/ctranslate2
export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:$CTRANSLATE2_ROOT/lib

guillaumekln · 2020-06-03T12:38:31Z

/opt/ctranslate2

Did you install CTranslate2 in this location? If not, you should update the path.

anderleich · 2020-06-03T13:00:51Z

Yes. That's the installation directory.

The log says:
building 'ctranslate2.translator' extension

But it seems it's not getting installed

guillaumekln · 2020-06-03T13:06:39Z

You should find where libtctranslate2.so was installed (after make install in your script) and add this directory to the LD_LIBRARY_PATH environment variable.

anderleich · 2020-06-03T14:27:40Z

There was a bug in my script which was writting some file in another directory.
Thanks!

guillaumekln added the question Further information is requested label Jun 2, 2020

anderleich closed this as completed Jun 2, 2020

anderleich reopened this Jun 3, 2020

anderleich closed this as completed Jun 3, 2020

minhthuc2502 mentioned this issue May 14, 2024

I got invalid conversion error when compile on linux #1696

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How to install Ctranslate2 without Docker #194

How to install Ctranslate2 without Docker #194

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How to install Ctranslate2 without Docker #194

How to install Ctranslate2 without Docker #194

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