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Merge pull request #8 from cppalliance/NVRTC
Add NVRTC Runner
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@@ -76,6 +76,64 @@ jobs: | |
cd ../boost-root/__build__ | ||
ctest --output-on-failure --no-tests=error | ||
nvrtc-cmake-test: | ||
strategy: | ||
fail-fast: false | ||
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runs-on: gpu-runner-1 | ||
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steps: | ||
- uses: Jimver/[email protected] | ||
id: cuda-toolkit | ||
with: | ||
cuda: '12.5.0' | ||
method: 'network' | ||
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- name: Output CUDA information | ||
run: | | ||
echo "Installed cuda version is: ${{steps.cuda-toolkit.outputs.cuda}}"+ | ||
echo "Cuda install location: ${{steps.cuda-toolkit.outputs.CUDA_PATH}}" | ||
nvcc -V | ||
- uses: actions/checkout@v4 | ||
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- name: Install Packages | ||
run: | | ||
sudo apt-get install -y cmake make | ||
- name: Setup Boost | ||
run: | | ||
echo GITHUB_REPOSITORY: $GITHUB_REPOSITORY | ||
LIBRARY=${GITHUB_REPOSITORY#*/} | ||
echo LIBRARY: $LIBRARY | ||
echo "LIBRARY=$LIBRARY" >> $GITHUB_ENV | ||
echo GITHUB_BASE_REF: $GITHUB_BASE_REF | ||
echo GITHUB_REF: $GITHUB_REF | ||
REF=${GITHUB_BASE_REF:-$GITHUB_REF} | ||
REF=${REF#refs/heads/} | ||
echo REF: $REF | ||
BOOST_BRANCH=develop && [ "$REF" == "master" ] && BOOST_BRANCH=master || true | ||
echo BOOST_BRANCH: $BOOST_BRANCH | ||
cd .. | ||
git clone -b $BOOST_BRANCH --depth 1 https://github.com/boostorg/boost.git boost-root | ||
cd boost-root | ||
mkdir -p libs/$LIBRARY | ||
cp -r $GITHUB_WORKSPACE/* libs/$LIBRARY | ||
git submodule update --init tools/boostdep | ||
python3 tools/boostdep/depinst/depinst.py --git_args "--jobs 3" $LIBRARY | ||
- name: Configure | ||
run: | | ||
cd ../boost-root | ||
mkdir __build__ && cd __build__ | ||
cmake -DBOOST_INCLUDE_LIBRARIES=$LIBRARY -DBUILD_TESTING=ON -DCMAKE_CUDA_COMPILER=/usr/local/cuda/bin/nvcc -DBOOST_MATH_ENABLE_NVRTC=1 -DCMAKE_CUDA_ARCHITECTURES=70 -DCUDA_TOOLKIT_ROOT_DIR=/usr/local/cuda-12.5 -DBOOST_MATH_NVRTC_CI_RUN=1 .. | ||
pwd | ||
- name: Build tests | ||
run: | | ||
cd ../boost-root/__build__ | ||
cmake --build . --target tests -j $(nproc) | ||
- name: Run tests | ||
run: | | ||
cd ../boost-root/__build__ | ||
ctest --output-on-failure --no-tests=error | ||
sycl-cmake-test: | ||
strategy: | ||
fail-fast: false | ||
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# Copyright 2024 Matt Borland | ||
# Distributed under the Boost Software License, Version 1.0. | ||
# https://www.boost.org/LICENSE_1_0.txt | ||
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import testing ; | ||
import ../../config/checks/config : requires ; | ||
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project : requirements | ||
[ requires cxx14_decltype_auto cxx14_generic_lambdas cxx14_return_type_deduction cxx14_variable_templates cxx14_constexpr ] | ||
; | ||
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# Special Functions | ||
run test_gamma_nvrtc_double.cpp ; | ||
run test_gamma_nvrtc_float.cpp ; |
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// Copyright John Maddock 2016. | ||
// Copyright Matt Borland 2024. | ||
// Use, modification and distribution are subject to the | ||
// Boost Software License, Version 1.0. (See accompanying file | ||
// LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt) | ||
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#define BOOST_MATH_OVERFLOW_ERROR_POLICY ignore_error | ||
#define BOOST_MATH_PROMOTE_DOUBLE_POLICY false | ||
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#include <iostream> | ||
#include <iomanip> | ||
#include <vector> | ||
#include <random> | ||
#include <exception> | ||
#include <boost/math/special_functions/gamma.hpp> | ||
#include <boost/math/special_functions/relative_difference.hpp> | ||
#include <cuda.h> | ||
#include <cuda_runtime.h> | ||
#include <nvrtc.h> | ||
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typedef double float_type; | ||
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const char* cuda_kernel = R"( | ||
typedef double float_type; | ||
#include <boost/math/special_functions/gamma.hpp> | ||
extern "C" __global__ | ||
void test_gamma_kernel(const float_type *in1, const float_type*, float_type *out, int numElements) | ||
{ | ||
int i = blockDim.x * blockIdx.x + threadIdx.x; | ||
if (i < numElements) | ||
{ | ||
out[i] = boost::math::tgamma(in1[i]); | ||
} | ||
} | ||
)"; | ||
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void checkCUDAError(cudaError_t result, const char* msg) | ||
{ | ||
if (result != cudaSuccess) | ||
{ | ||
std::cerr << msg << ": " << cudaGetErrorString(result) << std::endl; | ||
exit(EXIT_FAILURE); | ||
} | ||
} | ||
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void checkCUError(CUresult result, const char* msg) | ||
{ | ||
if (result != CUDA_SUCCESS) | ||
{ | ||
const char* errorStr; | ||
cuGetErrorString(result, &errorStr); | ||
std::cerr << msg << ": " << errorStr << std::endl; | ||
exit(EXIT_FAILURE); | ||
} | ||
} | ||
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void checkNVRTCError(nvrtcResult result, const char* msg) | ||
{ | ||
if (result != NVRTC_SUCCESS) | ||
{ | ||
std::cerr << msg << ": " << nvrtcGetErrorString(result) << std::endl; | ||
exit(EXIT_FAILURE); | ||
} | ||
} | ||
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int main() | ||
{ | ||
try | ||
{ | ||
// Initialize CUDA driver API | ||
checkCUError(cuInit(0), "Failed to initialize CUDA"); | ||
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// Create CUDA context | ||
CUcontext context; | ||
CUdevice device; | ||
checkCUError(cuDeviceGet(&device, 0), "Failed to get CUDA device"); | ||
checkCUError(cuCtxCreate(&context, 0, device), "Failed to create CUDA context"); | ||
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nvrtcProgram prog; | ||
nvrtcResult res; | ||
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res = nvrtcCreateProgram(&prog, cuda_kernel, "test_gamma_kernel.cu", 0, nullptr, nullptr); | ||
checkNVRTCError(res, "Failed to create NVRTC program"); | ||
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nvrtcAddNameExpression(prog, "test_gamma_kernel"); | ||
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#ifdef BOOST_MATH_NVRTC_CI_RUN | ||
const char* opts[] = {"--std=c++14", "--gpu-architecture=compute_75", "--include-path=/home/runner/work/cuda-math/boost-root/libs/cuda-math/include/"}; | ||
#else | ||
const char* opts[] = {"--std=c++14", "--include-path=/home/mborland/Documents/boost/libs/cuda-math/include/"}; | ||
#endif | ||
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// Compile the program | ||
res = nvrtcCompileProgram(prog, sizeof(opts) / sizeof(const char*), opts); | ||
if (res != NVRTC_SUCCESS) | ||
{ | ||
size_t log_size; | ||
nvrtcGetProgramLogSize(prog, &log_size); | ||
char* log = new char[log_size]; | ||
nvrtcGetProgramLog(prog, log); | ||
std::cerr << "Compilation failed:\n" << log << std::endl; | ||
delete[] log; | ||
exit(EXIT_FAILURE); | ||
} | ||
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// Get PTX from the program | ||
size_t ptx_size; | ||
nvrtcGetPTXSize(prog, &ptx_size); | ||
char* ptx = new char[ptx_size]; | ||
nvrtcGetPTX(prog, ptx); | ||
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// Load PTX into CUDA module | ||
CUmodule module; | ||
CUfunction kernel; | ||
checkCUError(cuModuleLoadDataEx(&module, ptx, 0, 0, 0), "Failed to load module"); | ||
checkCUError(cuModuleGetFunction(&kernel, module, "test_gamma_kernel"), "Failed to get kernel function"); | ||
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int numElements = 5000; | ||
float_type *h_in1, *h_in2, *h_out; | ||
float_type *d_in1, *d_in2, *d_out; | ||
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// Allocate memory on the host | ||
h_in1 = new float_type[numElements]; | ||
h_in2 = new float_type[numElements]; | ||
h_out = new float_type[numElements]; | ||
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// Initialize input arrays | ||
std::mt19937_64 rng(42); | ||
std::uniform_real_distribution<float_type> dist(0.0f, 1.0f); | ||
for (int i = 0; i < numElements; ++i) | ||
{ | ||
h_in1[i] = static_cast<float_type>(dist(rng)); | ||
h_in2[i] = static_cast<float_type>(dist(rng)); | ||
} | ||
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checkCUDAError(cudaMalloc(&d_in1, numElements * sizeof(float_type)), "Failed to allocate device memory for d_in1"); | ||
checkCUDAError(cudaMalloc(&d_in2, numElements * sizeof(float_type)), "Failed to allocate device memory for d_in2"); | ||
checkCUDAError(cudaMalloc(&d_out, numElements * sizeof(float_type)), "Failed to allocate device memory for d_out"); | ||
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checkCUDAError(cudaMemcpy(d_in1, h_in1, numElements * sizeof(float_type), cudaMemcpyHostToDevice), "Failed to copy data to device for d_in1"); | ||
checkCUDAError(cudaMemcpy(d_in2, h_in2, numElements * sizeof(float_type), cudaMemcpyHostToDevice), "Failed to copy data to device for d_in2"); | ||
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int blockSize = 256; | ||
int numBlocks = (numElements + blockSize - 1) / blockSize; | ||
void* args[] = { &d_in1, &d_in2, &d_out, &numElements }; | ||
checkCUError(cuLaunchKernel(kernel, numBlocks, 1, 1, blockSize, 1, 1, 0, 0, args, 0), "Kernel launch failed"); | ||
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checkCUDAError(cudaMemcpy(h_out, d_out, numElements * sizeof(float_type), cudaMemcpyDeviceToHost), "Failed to copy data back to host for h_out"); | ||
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// Verify Result | ||
for (int i = 0; i < numElements; ++i) | ||
{ | ||
auto res = boost::math::tgamma(h_in1[i]); | ||
if (std::isfinite(res)) | ||
{ | ||
if (boost::math::epsilon_difference(res, h_out[i]) > 300) | ||
{ | ||
std::cout << "error at line: " << i | ||
<< "\nParallel: " << h_out[i] | ||
<< "\n Serial: " << res | ||
<< "\n Dist: " << boost::math::epsilon_difference(res, h_out[i]) << std::endl; | ||
} | ||
} | ||
} | ||
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cudaFree(d_in1); | ||
cudaFree(d_in2); | ||
cudaFree(d_out); | ||
delete[] h_in1; | ||
delete[] h_in2; | ||
delete[] h_out; | ||
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nvrtcDestroyProgram(&prog); | ||
delete[] ptx; | ||
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cuCtxDestroy(context); | ||
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std::cout << "Kernel executed successfully." << std::endl; | ||
return 0; | ||
} | ||
catch(const std::exception& e) | ||
{ | ||
std::cerr << "Stopped with exception: " << e.what() << std::endl; | ||
return EXIT_FAILURE; | ||
} | ||
} |
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