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main.cu
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main.cu
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#include <algorithm>
#include <cmath>
#include <fstream>
#include <iomanip>
#include <iostream>
#include <iterator>
#include <string>
#include <vector>
#include <optix.h>
#include <optix_function_table_definition.h>
#include <optix_stubs.h>
#include <optix_types.h>
#define BUILD_DIR "./"
#define OPTIX_CHECK(error) \
{ \
if (error != OPTIX_SUCCESS) \
std::cerr << __FILE__ << ":" << __LINE__ << " Optix Error: '" \
<< optixGetErrorString(error) << "'\n"; \
}
#define CUDA_CHECK(error) \
{ \
if (error != cudaSuccess) \
std::cerr << __FILE__ << ":" << __LINE__ << " CUDA Error: '" \
<< cudaGetErrorString(error) << "'\n"; \
}
void optixLogCallback(unsigned int level, const char *tag, const char *message,
void *cbdata) {
std::cout << "Optix Log[" << level << "][" << tag << "]: '" << message
<< "'\n";
}
void launch_saxpy_cuda(int N, float a, float *x, float *y);
std::string loadPtx(std::string filename) {
std::ifstream ptx_in(filename);
return std::string((std::istreambuf_iterator<char>(ptx_in)),
std::istreambuf_iterator<char>());
}
struct SaxpyParameters {
int N;
float a;
float *x;
float *y;
};
OptixDeviceContext createOptixContext() {
cudaFree(0); // creates a CUDA context if there isn't already one
optixInit(); // loads the optix library and populates the function table
OptixDeviceContextOptions options = {};
options.logCallbackFunction = &optixLogCallback;
options.logCallbackLevel = 4;
OptixDeviceContext optix_context = nullptr;
optixDeviceContextCreate(0, // use current CUDA context
&options, &optix_context);
return optix_context;
}
// load ptx and create module
void loadSaxpyModule(OptixModule &module, OptixDeviceContext optix_context,
OptixPipelineCompileOptions &pipeline_compile_options) {
std::string ptx = loadPtx(BUILD_DIR "/ptx/kernels.ptx");
OptixModuleCompileOptions module_compile_options = {};
module_compile_options.maxRegisterCount =
OPTIX_COMPILE_DEFAULT_MAX_REGISTER_COUNT;
module_compile_options.optLevel = OPTIX_COMPILE_OPTIMIZATION_DEFAULT;
module_compile_options.debugLevel = OPTIX_COMPILE_DEBUG_LEVEL_MODERATE;
pipeline_compile_options.usesMotionBlur = false;
pipeline_compile_options.traversableGraphFlags =
OPTIX_TRAVERSABLE_GRAPH_FLAG_ALLOW_SINGLE_GAS;
pipeline_compile_options.numPayloadValues = 0;
pipeline_compile_options.numAttributeValues = 2; // 2 is the minimum
pipeline_compile_options.exceptionFlags = OPTIX_EXCEPTION_FLAG_NONE;
pipeline_compile_options.pipelineLaunchParamsVariableName = "params";
OPTIX_CHECK(optixModuleCreate(optix_context, &module_compile_options,
&pipeline_compile_options, ptx.c_str(),
ptx.size(), nullptr, nullptr, &module));
}
// load ptx and create module
void createSaxpyGroups(OptixProgramGroup *program_groups,
OptixDeviceContext optix_context, OptixModule module) {
OptixProgramGroupOptions program_group_options = {}; // Initialize to zeros
OptixProgramGroupDesc prog_group_desc[3] = {};
prog_group_desc[0].kind = OPTIX_PROGRAM_GROUP_KIND_RAYGEN;
prog_group_desc[0].raygen.module = module;
prog_group_desc[0].raygen.entryFunctionName = "__raygen__saxpy";
// we need to create these but the entryFunctionNames are null
prog_group_desc[1].kind = OPTIX_PROGRAM_GROUP_KIND_MISS;
prog_group_desc[2].kind = OPTIX_PROGRAM_GROUP_KIND_HITGROUP;
OPTIX_CHECK(optixProgramGroupCreate(optix_context, prog_group_desc, 3,
&program_group_options, nullptr, nullptr,
program_groups));
}
void createSaxpyPipeline(
OptixPipeline &pipeline, OptixDeviceContext optix_context,
OptixProgramGroup *program_groups,
OptixPipelineCompileOptions &pipeline_compile_options) {
OptixPipelineLinkOptions pipeline_link_options = {};
pipeline_link_options.maxTraceDepth = 1;
OPTIX_CHECK(optixPipelineCreate(optix_context, &pipeline_compile_options,
&pipeline_link_options, program_groups, 3,
nullptr, nullptr, &pipeline));
}
void populateSaxpySBT(OptixShaderBindingTable &sbt,
OptixProgramGroup *program_groups) {
char *device_records;
CUDA_CHECK(cudaMalloc(&device_records, 3 * OPTIX_SBT_RECORD_HEADER_SIZE));
char *raygen_record = device_records + 0 * OPTIX_SBT_RECORD_HEADER_SIZE;
char *miss_record = device_records + 1 * OPTIX_SBT_RECORD_HEADER_SIZE;
char *hitgroup_record = device_records + 2 * OPTIX_SBT_RECORD_HEADER_SIZE;
char sbt_records[3 * OPTIX_SBT_RECORD_HEADER_SIZE];
OPTIX_CHECK(optixSbtRecordPackHeader(
program_groups[0], sbt_records + 0 * OPTIX_SBT_RECORD_HEADER_SIZE));
OPTIX_CHECK(optixSbtRecordPackHeader(
program_groups[1], sbt_records + 1 * OPTIX_SBT_RECORD_HEADER_SIZE));
OPTIX_CHECK(optixSbtRecordPackHeader(
program_groups[2], sbt_records + 2 * OPTIX_SBT_RECORD_HEADER_SIZE));
CUDA_CHECK(cudaMemcpy(device_records, sbt_records,
3 * OPTIX_SBT_RECORD_HEADER_SIZE,
cudaMemcpyHostToDevice));
sbt.raygenRecord = reinterpret_cast<CUdeviceptr>(raygen_record);
sbt.missRecordBase = reinterpret_cast<CUdeviceptr>(miss_record);
sbt.missRecordStrideInBytes = OPTIX_SBT_RECORD_HEADER_SIZE;
sbt.missRecordCount = 1;
sbt.hitgroupRecordBase = reinterpret_cast<CUdeviceptr>(hitgroup_record);
sbt.hitgroupRecordStrideInBytes = OPTIX_SBT_RECORD_HEADER_SIZE;
sbt.hitgroupRecordCount = 1;
}
int main(int argc, char *argv[]) {
int N = 1 << 29;
float a = 2.0f;
std::vector<float> x(N, 1.0f);
std::vector<float> y(N, 2.0f);
// allocate device arrays using regular CUDA
float *device_x;
float *device_y;
CUDA_CHECK(cudaMalloc(&device_x, sizeof(float) * N));
CUDA_CHECK(cudaMalloc(&device_y, sizeof(float) * N));
CUDA_CHECK(cudaMemcpy(device_x, x.data(), sizeof(float) * x.size(),
cudaMemcpyHostToDevice));
CUDA_CHECK(cudaMemcpy(device_y, y.data(), sizeof(float) * y.size(),
cudaMemcpyHostToDevice));
// initialize OptiX context
OptixDeviceContext optix_context = createOptixContext();
// load ptx and create module
OptixPipelineCompileOptions pipeline_compile_options = {};
OptixModule module = nullptr;
loadSaxpyModule(module, optix_context, pipeline_compile_options);
// creat program groups
OptixProgramGroup program_groups[3] = {};
createSaxpyGroups(program_groups, optix_context, module);
// assemble program groups into pipeline
OptixPipeline pipeline = nullptr;
createSaxpyPipeline(pipeline, optix_context, program_groups,
pipeline_compile_options);
// setup shader binding table
OptixShaderBindingTable sbt = {};
populateSaxpySBT(sbt, program_groups);
// populate and move parameters to device
SaxpyParameters params{N, a, device_x, device_y};
SaxpyParameters *device_params;
CUDA_CHECK(cudaMalloc(&device_params, sizeof(SaxpyParameters)));
CUDA_CHECK(cudaMemcpy(device_params, ¶ms, sizeof(SaxpyParameters),
cudaMemcpyHostToDevice));
// regular cuda kernel saxpy
launch_saxpy_cuda(N, 2.0f, device_x, device_y);
// restore y
CUDA_CHECK(cudaMemcpy(device_y, y.data(), sizeof(float) * y.size(),
cudaMemcpyHostToDevice));
// optix launch saxpy
OPTIX_CHECK(optixLaunch(pipeline, 0,
reinterpret_cast<CUdeviceptr>(device_params),
sizeof(SaxpyParameters), &sbt, N, 1, 1));
// copy back data
CUDA_CHECK(cudaMemcpy(y.data(), device_y, sizeof(float) * y.size(),
cudaMemcpyDeviceToHost));
// check for differences
float maxError = 0.0f;
for (int i = 0; i < N; i++)
maxError = std::max(maxError, std::abs(y[i] - 4.0f));
std::cout << "Max error: " << maxError << std::endl;
// clean up
OPTIX_CHECK(optixPipelineDestroy(pipeline));
for (int i = 0; i < 3; ++i) {
OPTIX_CHECK(optixProgramGroupDestroy(program_groups[i]));
}
OPTIX_CHECK(optixModuleDestroy(module));
OPTIX_CHECK(optixDeviceContextDestroy(optix_context));
CUDA_CHECK(cudaFree(device_params));
CUDA_CHECK(cudaFree(reinterpret_cast<void *>(sbt.raygenRecord)));
CUDA_CHECK(cudaFree(device_y));
CUDA_CHECK(cudaFree(device_x));
return 0;
}