/* Copyright (c) 2024 Advanced Micro Devices, Inc. All rights reserved. Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. */ #include #include #include #include #define GRAPH_LAUNCH_ITERATIONS 500 static constexpr int N = 1024; static constexpr int Nbytes = N * sizeof(int); static size_t NElem{N}; static constexpr int blocksPerCU = 6; // to hide latency static constexpr int threadsPerBlock = 256; // Num of parallel Branches const unsigned int kNumNode = 5; /** * @addtogroup hipGraphLaunch hipGraphLaunch * @{ * @ingroup GraphTest * `hipError_t hipGraphLaunch(hipGraphExec_t graphExec, hipStream_t stream);` * - Launches an executable graph in the specified stream. */ unsigned blocks = HipTest::setNumBlocks(blocksPerCU, threadsPerBlock, N); __device__ void Delay(uint32_t time, const uint32_t ticks_per_ms) { while (time--) { #if HT_AMD uint64_t start = wall_clock64(); while (wall_clock64() - start < ticks_per_ms) { __builtin_amdgcn_s_sleep(10); } #endif #if HT_NVIDIA uint64_t start = clock64(); while (clock64() - start < ticks_per_ms) { } #endif } } template __global__ void vectorADD(const T *A_d, const T *B_d, T *C_d, size_t NELEM, int clockrate) { size_t offset = (blockIdx.x * blockDim.x + threadIdx.x); size_t stride = blockDim.x * gridDim.x; for (size_t i = offset; i < NELEM; i += stride) { C_d[i] = A_d[i] + B_d[i]; } Delay(1, clockrate); } /** * Test Description * ------------------------ * - Create the graph with multiple parallel branches. * - Introduce some delay in the kernel. * - Calculate the time taken to graph execution. * Test source * ------------------------ * - catch\perftests\graph\parallelGraph.cc * Test requirements * ------------------------ * - HIP_VERSION >= 6.4 */ TEST_CASE("Unit_hipGraph_Performance_Improvement_ParallelGraph") { int clkRate; #if HT_AMD HIP_CHECK( hipDeviceGetAttribute(&clkRate, hipDeviceAttributeWallClockRate, 0)); #endif #if HT_NVIDIA HIP_CHECK(hipDeviceGetAttribute(&clkRate, hipDeviceAttributeClockRate, 0)); #endif hipGraphNode_t memCpy1, memCpy2, memCpy3; std::vector kNode(kNumNode); hipGraph_t graph; hipGraphExec_t graphExec; int *A_d, *B_d, *C_d, *A_h, *B_h, *C_h; HipTest::initArrays(&A_d, &B_d, &C_d, &A_h, &B_h, &C_h, N, false); hipStream_t stream; HIP_CHECK(hipStreamCreate(&stream)); HIP_CHECK(hipGraphCreate(&graph, 0)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memCpy1, graph, nullptr, 0, A_d, A_h, Nbytes, hipMemcpyHostToDevice)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memCpy2, graph, nullptr, 0, B_d, B_h, Nbytes, hipMemcpyHostToDevice)); HIP_CHECK(hipGraphAddDependencies(graph, &memCpy1, &memCpy2, 1)); for (int i = 0; i < kNumNode; i++) { hipKernelNodeParams kernelNodeParams{}; void *kernelArgs[] = {&A_d, &B_d, &C_d, reinterpret_cast(&NElem), reinterpret_cast(&clkRate)}; kernelNodeParams.func = reinterpret_cast(vectorADD); kernelNodeParams.gridDim = dim3(blocks); kernelNodeParams.blockDim = dim3(threadsPerBlock); kernelNodeParams.sharedMemBytes = 0; kernelNodeParams.kernelParams = reinterpret_cast(kernelArgs); kernelNodeParams.extra = nullptr; HIP_CHECK( hipGraphAddKernelNode(&kNode[i], graph, nullptr, 0, &kernelNodeParams)); HIP_CHECK(hipGraphAddDependencies(graph, &memCpy2, &kNode[i], 1)); } HIP_CHECK(hipGraphAddMemcpyNode1D(&memCpy3, graph, nullptr, 0, C_h, C_d, Nbytes, hipMemcpyDeviceToHost)); for (int i = 0; i < kNumNode; i++) { HIP_CHECK(hipGraphAddDependencies(graph, &kNode[i], &memCpy3, 1)); } hipGraphNode_t *nodes{nullptr}; size_t numNodes = 0; HIP_CHECK(hipGraphGetNodes(graph, nodes, &numNodes)); INFO("Num of nodes in the graph: " << numNodes); INFO("Number Graph Launches: " << GRAPH_LAUNCH_ITERATIONS); HIP_CHECK(hipGraphInstantiate(&graphExec, graph, nullptr, nullptr, 0)); // start time auto start = std::chrono::high_resolution_clock::now(); for (int i = 0; i < GRAPH_LAUNCH_ITERATIONS; i++) { HIP_CHECK(hipGraphLaunch(graphExec, stream)); } HIP_CHECK(hipStreamSynchronize(stream)); // Stop time auto stop = std::chrono::high_resolution_clock::now(); auto duration = stop - start; INFO( "Time taken for Graph: " << std::chrono::duration_cast(duration).count() << " milliSeconds"); // Verify graph execution result HipTest::checkVectorADD(A_h, B_h, C_h, N); HipTest::freeArrays(A_d, B_d, C_d, A_h, B_h, C_h, false); HIP_CHECK(hipGraphExecDestroy(graphExec)); HIP_CHECK(hipGraphDestroy(graph)); HIP_CHECK(hipStreamDestroy(stream)); } /** * Test Description * ------------------------ * - Enque some operations on to a stream. * - Operatoions should be same as above test graph nodes. * - Calculate the time taken to complete stream operations. * Test source * ------------------------ * - catch\perftests\graph\parallelGraph.cc * Test requirements * ------------------------ * - HIP_VERSION >= 6.4 */ TEST_CASE("Unit_hipGraph_Performance_With_Stream_Operations") { int clkRate; #if HT_AMD HIP_CHECK( hipDeviceGetAttribute(&clkRate, hipDeviceAttributeWallClockRate, 0)); #endif #if HT_NVIDIA HIP_CHECK(hipDeviceGetAttribute(&clkRate, hipDeviceAttributeClockRate, 0)); #endif unsigned blocks = HipTest::setNumBlocks(blocksPerCU, threadsPerBlock, N); hipStream_t stream; HIP_CHECK(hipStreamCreate(&stream)); int *A_d, *B_d, *C_d, *A_h, *B_h, *C_h; HipTest::initArrays(&A_d, &B_d, &C_d, &A_h, &B_h, &C_h, N, false); auto start = std::chrono::high_resolution_clock::now(); for (int i = 0; i < GRAPH_LAUNCH_ITERATIONS; i++) { HIP_CHECK(hipMemcpyAsync(A_d, A_h, Nbytes, hipMemcpyDefault, stream)); HIP_CHECK(hipMemcpyAsync(B_d, B_h, Nbytes, hipMemcpyDefault, stream)); for (int i = 0; i < kNumNode; i++) { hipLaunchKernelGGL(vectorADD, dim3(blocks), dim3(threadsPerBlock), 0, stream, A_d, B_d, C_d, NElem, clkRate); } HIP_CHECK(hipMemcpyAsync(C_h, C_d, Nbytes, hipMemcpyDefault, stream)); HIP_CHECK(hipStreamSynchronize(stream)); } auto stop = std::chrono::high_resolution_clock::now(); auto duration = stop - start; INFO( "Time taken for Stream: " << std::chrono::duration_cast(duration).count() << " milliSeconds"); // Verify graph execution result HipTest::checkVectorADD(A_h, B_h, C_h, N); HipTest::freeArrays(A_d, B_d, C_d, A_h, B_h, C_h, false); HIP_CHECK(hipStreamDestroy(stream)); } /** * Test Description * ------------------------ * - Create a graph via Stream capture. * - Calculate the time taken to complete the graph execution. * Test source * ------------------------ * - catch\perftests\graph\parallelGraph.cc * Test requirements * ------------------------ * - HIP_VERSION >= 6.4 */ TEST_CASE("Unit_hipGraph_Performance_With_Stream_Capture") { int clkRate; #if HT_AMD HIP_CHECK( hipDeviceGetAttribute(&clkRate, hipDeviceAttributeWallClockRate, 0)); #endif #if HT_NVIDIA HIP_CHECK(hipDeviceGetAttribute(&clkRate, hipDeviceAttributeClockRate, 0)); #endif unsigned blocks = HipTest::setNumBlocks(blocksPerCU, threadsPerBlock, N); hipGraph_t graph; hipStream_t stream, streamForGraph; HIP_CHECK(hipStreamCreate(&stream)); HIP_CHECK(hipStreamCreate(&streamForGraph)); int *A_d, *B_d, *C_d, *A_h, *B_h, *C_h; HipTest::initArrays(&A_d, &B_d, &C_d, &A_h, &B_h, &C_h, N, false); HIP_CHECK(hipStreamBeginCapture(stream, hipStreamCaptureModeGlobal)); HIP_CHECK(hipMemcpyAsync(A_d, A_h, Nbytes, hipMemcpyDefault, stream)); HIP_CHECK(hipMemcpyAsync(B_d, B_h, Nbytes, hipMemcpyDefault, stream)); for (int i = 0; i < kNumNode; i++) { hipLaunchKernelGGL(vectorADD, dim3(blocks), dim3(threadsPerBlock), 0, stream, A_d, B_d, C_d, NElem, clkRate); } HIP_CHECK(hipMemcpyAsync(C_h, C_d, Nbytes, hipMemcpyDefault, stream)); HIP_CHECK(hipStreamEndCapture(stream, &graph)); hipGraphExec_t graphExec; HIP_CHECK(hipGraphInstantiate(&graphExec, graph, nullptr, nullptr, 0)); auto start = std::chrono::high_resolution_clock::now(); for (int i = 0; i < GRAPH_LAUNCH_ITERATIONS; i++) { HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); } HIP_CHECK(hipStreamSynchronize(streamForGraph)); auto stop = std::chrono::high_resolution_clock::now(); auto duration = stop - start; INFO( "Time taken for Graph via Stream Capture: " << std::chrono::duration_cast(duration).count() << " milliSeconds"); // Verify graph execution result HipTest::checkVectorADD(A_h, B_h, C_h, N); HipTest::freeArrays(A_d, B_d, C_d, A_h, B_h, C_h, false); HIP_CHECK(hipStreamDestroy(stream)); } /** * End doxygen group GraphTest. * @} */