hipify-clang
is a clang-based tool to translate CUDA source code into portable HIP C++ automatically.
hipify-clang
requires:
-
LLVM+CLANG of at least version 3.8.0; the latest stable and recommended release: 6.0.1 on Windows, and 8.0.0 on Linux.
-
CUDA at least version 7.0, the latest supported version is 9.0 on Windows, and 10.0 on Linux.
If the target CUDA is 9.1, 9.2 or 10.0, to work on Windows you may apply patches*: for LLVM 7.0.0, for LLVM 7.0.1, for LLVM 8.0.0.
LLVM release version | CUDA latest supported version | Windows | Linux |
---|---|---|---|
3.8.0 | 7.5 | + | + |
3.8.1 | 7.5 | + | + |
3.9.0 | 7.5 | + | + |
3.9.1 | 7.5 | + | + |
4.0.0 | 8.0 | + | + |
4.0.1 | 8.0 | + | + |
5.0.0 | 8.0 | + | + |
5.0.1 | 8.0 | + | + |
5.0.2 | 8.0 | + | + |
6.0.0 | 9.0 | + | + |
6.0.1 | 9.0 | + LATEST STABLE RELEASE |
+ |
7.0.0 | 9.2 | - not working due to the clang's bug 38811 + patch* |
- not working due to the clang's bug 36384 |
7.0.1 | 9.2 | - not working due to the clang's bug 38811 + patch* |
- not working due to the clang's bug 36384 |
7.1.0 | 9.2 (?) | - LLVM 7.1.0 is not yet released |
- LLVM 7.1.0 is not yet released |
8.0.0 | 10.0 | - not working due to the clang's bug 38811 + patch* |
+ LATEST STABLE RELEASE |
8.0.1 | 10.1 (?) | - LLVM 8.0.1 is not yet released |
- LLVM 8.0.1 is not yet released |
*
Download the patch and unpack it into your LLVM distributive directory; a few header files will be overwritten; rebuilding of LLVM is not needed.
In most cases, you can get a suitable version of LLVM+CLANG with your package manager.
Failing that or having multiple versions of LLVM, you can download a release archive, build or install it, and set
CMAKE_PREFIX_PATH so cmake
can find it; for instance: -DCMAKE_PREFIX_PATH=f:\LLVM\6.0.1\dist
Assuming this repository is at ./HIP
:
cd hipify-clang
mkdir build dist
cd build
cmake \
-DCMAKE_INSTALL_PREFIX=../dist \
-DCMAKE_BUILD_TYPE=Release \
..
make -j install
On Windows, the following option should be specified for cmake
at first place: -G "Visual Studio 15 2017 Win64"
; the generated hipify-clang.sln
should be built by Visual Studio 15 2017
instead of make.
Debug build type -DCMAKE_BUILD_TYPE=Debug
is also supported and tested; LLVM+CLANG
should be built in Debug
mode as well.
64-bit build mode -Thost=x64
is supported as well; LLVM+CLANG
should be built in 64-bit mode as well.
The binary can then be found at ./dist/bin/hipify-clang
.
hipify-clang
has unit tests using LLVM lit
/FileCheck
.
LLVM+CLANG should be built from sources, pre-built binaries are not exhaustive for testing.
To run it:
-
Build
LLVM+CLANG
:cd llvm mkdir build dist cd build
- Linux:
cmake \ -DCMAKE_INSTALL_PREFIX=../dist \ -DLLVM_SOURCE_DIR=../llvm \ -DCMAKE_BUILD_TYPE=Release \ ../llvm make -j install
- Windows:
cmake \
-G "Visual Studio 15 2017 Win64" \
-DCMAKE_INSTALL_PREFIX=../dist \
-DLLVM_SOURCE_DIR=../llvm \
-DCMAKE_BUILD_TYPE=Release \
-Thost=x64 \
../llvm
Run Visual Studio 15 2017
, open the generated LLVM.sln
, build all, build project INSTALL
.
-
Ensure
CUDA
of minimum version 7.0 is installed.-
Having multiple CUDA installations to choose a particular version the
DCUDA_TOOLKIT_ROOT_DIR
option should be specified:-
Linux:
-DCUDA_TOOLKIT_ROOT_DIR=/usr/local/cuda-10.0
-
Windows:
-DCUDA_TOOLKIT_ROOT_DIR="c:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v9.0"
-DCUDA_SDK_ROOT_DIR="c:/ProgramData/NVIDIA Corporation/CUDA Samples/v9.0"
-
-
-
Ensure
cuDNN
of the version corresponding to CUDA's version is installed.-
Path to cuDNN should be specified by the
CUDA_DNN_ROOT_DIR
option:-
Linux:
-DCUDA_DNN_ROOT_DIR=/srv/CUDNN/cudnn-10.0-v7.5.1.10
-
Windows:
-DCUDA_DNN_ROOT_DIR=f:/CUDNN/cudnn-9.0-windows10-x64-v7.5.1.10
-
-
-
Ensure
python
of minimum required version 2.7 is installed. -
Ensure
lit
andFileCheck
are installed - these are distributed with LLVM.-
Install
lit
intopython
:-
Linux:
python /srv/git/LLVM/8.0.0/llvm/utils/lit/setup.py install
-
Windows:
python f:/LLVM/6.0.1/llvm/utils/lit/setup.py install
-
-
Starting with LLVM 6.0.1 path to
llvm-lit
python script should be specified by theLLVM_EXTERNAL_LIT
option:-
Linux:
-DLLVM_EXTERNAL_LIT=/srv/git/LLVM/8.0.0/build/bin/llvm-lit
-
Windows:
-DLLVM_EXTERNAL_LIT=f:/LLVM/6.0.1/build/Release/bin/llvm-lit.py
-
-
-
Set
HIPIFY_CLANG_TESTS
option turned on:-DHIPIFY_CLANG_TESTS=1
. -
Run
cmake
: -
Run tests:
-
Linux:
make test-hipify
. -
Windows: run
Visual Studio 15 2017
, open the generatedhipify-clang.sln
, build projecttest-hipify
.
-
On Linux the following configurations are tested:
Ubuntu 14: LLVM 5.0.0 - 6.0.1, CUDA 7.0 - 9.0, cudnn-5.0.5 - cudnn-7.5.1.10
Ubuntu 16-18: LLVM 8.0.0, CUDA 8.0 - 10.0, cudnn-5.1.10 - cudnn-7.5.1.10
Build system for the above configurations:
Python 2.7 (min), cmake 3.12.3 (min), GNU C/C++ 5.4.0 (min).
Here is an example of building hipify-clang
with testing support on Ubuntu 16.04
:
cmake
-DHIPIFY_CLANG_TESTS=1 \
-DCMAKE_BUILD_TYPE=Release \
-DCMAKE_INSTALL_PREFIX=../dist \
-DCMAKE_PREFIX_PATH=/srv/git/LLVM/8.0.0/dist \
-DCUDA_TOOLKIT_ROOT_DIR=/usr/local/cuda-10.0 \
-DCUDA_DNN_ROOT_DIR=/srv/CUDNN/cudnn-10.0-v7.5.1.10 \
-DLLVM_EXTERNAL_LIT=/srv/git/LLVM/8.0.0/build/bin/llvm-lit \
..
A corresponding successful output:
-- The C compiler identification is GNU 5.4.0
-- The CXX compiler identification is GNU 5.4.0
-- Check for working C compiler: /usr/bin/cc
-- Check for working C compiler: /usr/bin/cc -- works
-- Detecting C compiler ABI info
-- Detecting C compiler ABI info - done
-- Detecting C compile features
-- Detecting C compile features - done
-- Check for working CXX compiler: /usr/bin/c++
-- Check for working CXX compiler: /usr/bin/c++ -- works
-- Detecting CXX compiler ABI info
-- Detecting CXX compiler ABI info - done
-- Detecting CXX compile features
-- Detecting CXX compile features - done
-- Found LLVM 8.0.0:
-- - CMake module path: /srv/git/LLVM/8.0.0/dist/lib/cmake/llvm
-- - Include path : /srv/git/LLVM/8.0.0/dist/include
-- - Binary path : /srv/git/LLVM/8.0.0/dist/bin
-- Linker detection: GNU ld
-- Found PythonInterp: /usr/bin/python2.7 (found suitable version "2.7.12", minimum required is "2.7")
-- Found lit: /usr/local/bin/lit
-- Found FileCheck: /srv/git/LLVM/8.0.0/dist/bin/FileCheck
-- Looking for pthread.h
-- Looking for pthread.h - found
-- Looking for pthread_create
-- Looking for pthread_create - not found
-- Looking for pthread_create in pthreads
-- Looking for pthread_create in pthreads - not found
-- Looking for pthread_create in pthread
-- Looking for pthread_create in pthread - found
-- Found Threads: TRUE
-- Found CUDA: /usr/local/cuda-10.0 (found version "10.0")
-- Configuring done
-- Generating done
-- Build files have been written to: /srv/git/HIP/hipify-clang/build
make test-hipify
A corresponding successful output:
[100%] Running HIPify regression tests
========================================
CUDA 10.0 - will be used for testing
LLVM 8.0.0 - will be used for testing
x86_64 - Platform architecture
Linux 4.13.0-32-generic - Platform OS
64 - hipify-clang binary bitness
64 - python 2.7.12 binary bitness
========================================
-- Testing: 44 tests, 12 threads --
PASS: hipify :: unit_tests/headers/headers_test_03.cu (1 of 44)
PASS: hipify :: unit_tests/headers/headers_test_02.cu (2 of 44)
PASS: hipify :: unit_tests/headers/headers_test_05.cu (3 of 44)
PASS: hipify :: unit_tests/headers/headers_test_01.cu (4 of 44)
PASS: hipify :: unit_tests/headers/headers_test_06.cu (5 of 44)
PASS: hipify :: unit_tests/headers/headers_test_07.cu (6 of 44)
PASS: hipify :: unit_tests/libraries/cuBLAS/cublas_0_based_indexing.cu (7 of 44)
PASS: hipify :: unit_tests/libraries/CAFFE2/caffe2_02.cu (8 of 44)
PASS: hipify :: unit_tests/headers/headers_test_04.cu (9 of 44)
PASS: hipify :: unit_tests/headers/headers_test_08.cu (10 of 44)
PASS: hipify :: unit_tests/libraries/cuBLAS/cublas_1_based_indexing.cu (11 of 44)
PASS: hipify :: unit_tests/libraries/cuComplex/cuComplex_Julia.cu (12 of 44)
PASS: hipify :: unit_tests/libraries/cuBLAS/rocBLAS/cublas_1_based_indexing_rocblas.cu (13 of 44)
PASS: hipify :: unit_tests/libraries/cuBLAS/cublas_sgemm_matrix_multiplication.cu (14 of 44)
PASS: hipify :: unit_tests/libraries/cuBLAS/rocBLAS/cublas_0_based_indexing_rocblas.cu (15 of 44)
PASS: hipify :: unit_tests/libraries/cuDNN/cudnn_softmax.cu (16 of 44)
PASS: hipify :: unit_tests/libraries/cuBLAS/rocBLAS/cublas_sgemm_matrix_multiplication_rocblas.cu (17 of 44)
PASS: hipify :: unit_tests/libraries/cuFFT/simple_cufft.cu (18 of 44)
PASS: hipify :: unit_tests/libraries/CAFFE2/caffe2_01.cu (19 of 44)
PASS: hipify :: unit_tests/libraries/cuDNN/cudnn_convolution_forward.cu (20 of 44)
PASS: hipify :: unit_tests/libraries/cuSPARSE/cuSPARSE_01.cu (21 of 44)
PASS: hipify :: unit_tests/libraries/cuRAND/poisson_api_example.cu (22 of 44)
PASS: hipify :: unit_tests/libraries/cuSPARSE/cuSPARSE_02.cu (23 of 44)
PASS: hipify :: unit_tests/libraries/cuSPARSE/cuSPARSE_03.cu (24 of 44)
PASS: hipify :: unit_tests/libraries/cuSPARSE/cuSPARSE_04.cu (25 of 44)
PASS: hipify :: unit_tests/libraries/cuSPARSE/cuSPARSE_05.cu (26 of 44)
PASS: hipify :: unit_tests/libraries/cuSPARSE/cuSPARSE_06.cu (27 of 44)
PASS: hipify :: unit_tests/samples/allocators.cu (28 of 44)
PASS: hipify :: unit_tests/samples/coalescing.cu (29 of 44)
PASS: hipify :: unit_tests/libraries/cuSPARSE/cuSPARSE_07.cu (30 of 44)
PASS: hipify :: unit_tests/libraries/cuSPARSE/cuSPARSE_11.cu (31 of 44)
PASS: hipify :: unit_tests/libraries/cuSPARSE/cuSPARSE_09.cu (32 of 44)
PASS: hipify :: unit_tests/libraries/cuSPARSE/cuSPARSE_08.cu (33 of 44)
PASS: hipify :: unit_tests/libraries/cuSPARSE/cuSPARSE_10.cu (34 of 44)
PASS: hipify :: unit_tests/headers/headers_test_09.cu (35 of 44)
PASS: hipify :: unit_tests/samples/axpy.cu (36 of 44)
PASS: hipify :: unit_tests/samples/cudaRegister.cu (37 of 44)
PASS: hipify :: unit_tests/samples/dynamic_shared_memory.cu (38 of 44)
PASS: hipify :: unit_tests/samples/vec_add.cu (39 of 44)
PASS: hipify :: unit_tests/samples/intro.cu (40 of 44)
PASS: hipify :: unit_tests/samples/square.cu (41 of 44)
PASS: hipify :: unit_tests/samples/static_shared_memory.cu (42 of 44)
PASS: hipify :: unit_tests/libraries/cuRAND/benchmark_curand_generate.cpp (43 of 44)
PASS: hipify :: unit_tests/libraries/cuRAND/benchmark_curand_kernel.cpp (44 of 44)
Testing Time: 2.51s
Expected Passes : 44
[100%] Built target test-hipify
On Windows 10 the following configurations are tested:
LLVM 5.0.0 - 5.0.2, CUDA 8.0, cudnn-5.1.10 - cudnn-7.1.4.18
LLVM 6.0.0 - 6.0.1, CUDA 9.0, cudnn-7.0.5.15 - cudnn-7.5.1.10
LLVM 7.0.0 - 8.0.0 (with patch*), CUDA 7.5 - 10.0, cudnn-7.0.5.15 - cudnn-7.5.1.10
Build system for the above configurations:
Python 3.6 (min), cmake 3.12.3 (min), Visual Studio 15.5 2017 (min).
Here is an example of building hipify-clang
with testing support on Windows 10
by Visual Studio 15 2017
:
cmake
-G "Visual Studio 15 2017 Win64" \
-DHIPIFY_CLANG_TESTS=1 \
-DCMAKE_BUILD_TYPE=Release \
-DCMAKE_INSTALL_PREFIX=../dist \
-DCMAKE_PREFIX_PATH=f:/LLVM/6.0.1/dist \
-DCUDA_TOOLKIT_ROOT_DIR="c:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v9.0" \
-DCUDA_SDK_ROOT_DIR="c:/ProgramData/NVIDIA Corporation/CUDA Samples/v9.0" \
-DCUDA_DNN_ROOT_DIR=f:/CUDNN/cudnn-9.0-windows10-x64-v7.5.1.10 \
-DLLVM_EXTERNAL_LIT=f:/LLVM/6.0.1/build/Release/bin/llvm-lit.py \
-Thost=x64
..
A corresponding successful output:
-- Found LLVM 6.0.1:
-- - CMake module path: F:/LLVM/6.0.1/dist/lib/cmake/llvm
-- - Include path : F:/LLVM/6.0.1/dist/include
-- - Binary path : F:/LLVM/6.0.1/dist/bin
-- Found PythonInterp: C:/Program Files/Python36/python.exe (found suitable version "3.6.4", minimum required is "3.6")
-- Found lit: C:/Program Files/Python36/Scripts/lit.exe
-- Found FileCheck: F:/LLVM/6.0.1/dist/bin/FileCheck.exe
-- Found CUDA: C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v9.0 (found version "9.0")
-- Configuring done
-- Generating done
-- Build files have been written to: f:/HIP/hipify-clang/build
To process a file, hipify-clang
needs access to the same headers that would be needed to compile it with clang.
For example:
./hipify-clang square.cu --cuda-path=/usr/local/cuda-10.0 -I /usr/local/cuda-10.0/samples/common/inc
hipify-clang
arguments are given first, followed by a separator, and then the arguments you'd pass to clang
if you
were compiling the input file. The Clang manual for compiling CUDA
may be useful.
For a list of hipify-clang
options, run hipify-clang --help
.
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