/* Copyright (c) 2022 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 WARRANNTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNNESS 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 INN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR INN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. */ /** Testcase Scenarios of hipGraphAddChildGraphNode API: Functional: 1. Create child graph as root node and execute the main graph. 2. Create multiple child graph nodes and check the behaviour. 3. Clone the child graph node, Add new nodes and execute the cloned graph. 4. Create child graph, add it to main graph and execute child graph. 5. Pass original graph as child graph and execute the org graph. 6. This test case verifies nested graph functionality. Parent graph containing child graph, which in turn, contains another child graph. Execute the graph in loop taking random input data and Validate the output in each iteration. 7. This test case verifies clones the nested graph created in scenario6. Execute the cloned graph in loop taking random input data and Validate the output in each iteration. 8. Verify if an empty graph can be added as child node. 9. Create the nested graph of scenario6 and update the property of add kernel node (innermost graph) with subtract kernel functionality. Clone the graph. Execute both the updated graph. 10. The updated nested graph in 9 is cloned and the cloned graph is then executed and the result is validated. 11. Create the nested graph of 6 and update the block size and grid size property of add kernel node. 12. Create the nested graph of 6 and delete the add kernel node (innermost graph) and add a subtract kernel node. 13. The updated nested graph in 12 is cloned and the cloned graph is then executed and the result is validated. 14. Create the nested graph of 6 and delete the add kernel node (innermost graph), add a child graph that contains an event record node, a subtract kernel node followed by another event record node. Clone the graph. Execute both the original and cloned graph. 15. The updated nested graph in 14 is cloned and the cloned graph is then executed and the result is validated. 16. Create one nested graph per GPU context. Execute all the created graphs in their respective GPUs and validate the output. 17. Functional Test to use child node as barrier to wait for multiple nodes. This test uses child nodes to resolve dependencies between graphs. 4 graphs are created. Graph1 contains 3 independent memcpy h2d nodes, graph2 contains 3 independent kernel nodes and graph3 contains 3 independent memcpy d2h nodes. Graph1, graph2 and graph3 are added as child nodes in graph4. Graph4 is validated for functionality. Negative: 1. Pass nullptr to graph node 2. Pass nullptr to graph 3. Pass invalid number of numDepdencies 4. Pass nullptr to child graph */ #include #include #include #define TEST_LOOP_SIZE 50 /* This testcase verifies the negative scenarios of hipGraphAddChildGraphNode API */ TEST_CASE("Unit_hipGraphAddChildGraphNode_Negative") { constexpr size_t N = 1024; constexpr size_t Nbytes = N * sizeof(int); hipGraph_t graph, childgraph1; int *A_d{nullptr}, *B_d{nullptr}; int *A_h{nullptr}, *B_h{nullptr}; HipTest::initArrays(&A_d, &B_d, nullptr, &A_h, &B_h, nullptr, N, false); HIP_CHECK(hipGraphCreate(&graph, 0)); hipGraphNode_t memcpyH2D_A, childGraphNode1; HIP_CHECK(hipGraphCreate(&childgraph1, 0)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_A, childgraph1, nullptr, 0, A_h, B_d, Nbytes, hipMemcpyDeviceToHost)); SECTION("Pass nullptr to graph noe") { REQUIRE(hipGraphAddChildGraphNode(nullptr, graph, nullptr, 0, childgraph1) == hipErrorInvalidValue); } SECTION("Pass nullptr to graph") { REQUIRE(hipGraphAddChildGraphNode(&childGraphNode1, nullptr, nullptr, 0, childgraph1) == hipErrorInvalidValue); } SECTION("Pass nullptr to child graph") { REQUIRE(hipGraphAddChildGraphNode(&childGraphNode1, graph, nullptr, 0, nullptr) == hipErrorInvalidValue); } SECTION("Pass invalid depdencies") { REQUIRE(hipGraphAddChildGraphNode(&childGraphNode1, graph, nullptr, 10, childgraph1) == hipErrorInvalidValue); } } /* This testcase verifies the following scenario Creates the graph, add the graph as a child node and verify the number of the nodes in the original graph */ TEST_CASE("Unit_hipGraphAddChildGraphNode_OrgGraphAsChildGraph") { constexpr size_t N = 1024; constexpr size_t Nbytes = N * sizeof(int); hipGraph_t graph; hipGraphExec_t graphExec; int *A_d{nullptr}, *B_d{nullptr}; int *A_h{nullptr}, *B_h{nullptr}; HipTest::initArrays(&A_d, &B_d, nullptr, &A_h, &B_h, nullptr, N, false); HIP_CHECK(hipGraphCreate(&graph, 0)); hipGraphNode_t memcpyH2D_A, memcpyH2D_B, childGraphNode1; size_t numNodes; hipStream_t streamForGraph; HIP_CHECK(hipStreamCreate(&streamForGraph)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_B, graph, nullptr, 0, B_d, B_h, Nbytes, hipMemcpyHostToDevice)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_A, graph, nullptr, 0, A_h, B_d, Nbytes, hipMemcpyDeviceToHost)); HIP_CHECK(hipGraphAddChildGraphNode(&childGraphNode1, graph, nullptr, 0, graph)); HIP_CHECK(hipGraphAddDependencies(graph, &memcpyH2D_B, &memcpyH2D_A, 1)); // Instantiate and launch the graph HIP_CHECK(hipGraphInstantiate(&graphExec, graph, nullptr, nullptr, 0)); HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); HIP_CHECK(hipStreamSynchronize(streamForGraph)); // Verify number of nodes HIP_CHECK(hipGraphGetNodes(graph, nullptr, &numNodes)); REQUIRE(numNodes == 3); HipTest::freeArrays(A_d, B_d, nullptr, A_h, B_h, nullptr, false); HIP_CHECK(hipGraphExecDestroy(graphExec)); HIP_CHECK(hipGraphDestroy(graph)); HIP_CHECK(hipStreamDestroy(streamForGraph)); } /* This testcase verifies the following scenario Create graph, Add child nodes to the graph and execute only the child graph node and verify the behaviour */ TEST_CASE("Unit_hipGraphAddChildGraphNode_ExecuteChildGraph") { constexpr size_t N = 1024; constexpr size_t Nbytes = N * sizeof(int); hipGraph_t graph, childgraph1; hipGraphExec_t graphExec; int *B_d{nullptr}, *C_d{nullptr}; int *A_h{nullptr}, *B_h{nullptr}, *C_h{nullptr}; HipTest::initArrays(nullptr, &B_d, &C_d, &A_h, &B_h, &C_h, N, false); HIP_CHECK(hipGraphCreate(&graph, 0)); hipGraphNode_t memcpyH2D_A, memcpyH2D_B, childGraphNode1, memcpyH2D_C; hipStream_t streamForGraph; HIP_CHECK(hipStreamCreate(&streamForGraph)); HIP_CHECK(hipGraphCreate(&childgraph1, 0)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_B, childgraph1, nullptr, 0, B_d, B_h, Nbytes, hipMemcpyHostToDevice)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_A, childgraph1, nullptr, 0, A_h, B_d, Nbytes, hipMemcpyDeviceToHost)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_C, graph, nullptr, 0, C_d, C_h, Nbytes, hipMemcpyHostToDevice)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_C, graph, nullptr, 0, A_h, C_d, Nbytes, hipMemcpyDeviceToHost)); HIP_CHECK(hipGraphAddChildGraphNode(&childGraphNode1, graph, nullptr, 0, childgraph1)); HIP_CHECK(hipGraphAddDependencies(childgraph1, &memcpyH2D_B, &memcpyH2D_A, 1)); // Instantiate and launch the childgraph HIP_CHECK(hipGraphInstantiate(&graphExec, childgraph1, nullptr, nullptr, 0)); HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); HIP_CHECK(hipStreamSynchronize(streamForGraph)); // Verify childgraph execution result for (size_t i = 0; i < N; i++) { if (B_h[i] != A_h[i]) { INFO("Validation failed B_h[i] " << B_h[i] << "A_h[i] "<< A_h[i]); REQUIRE(false); } } HipTest::freeArrays(nullptr, B_d, C_d, A_h, B_h, C_h, false); HIP_CHECK(hipGraphExecDestroy(graphExec)); HIP_CHECK(hipGraphDestroy(childgraph1)); HIP_CHECK(hipGraphDestroy(graph)); HIP_CHECK(hipStreamDestroy(streamForGraph)); } /* This testcase verifies the following scenario creates graph, Add child nodes to graph, clone the graph and execute the cloned graph */ TEST_CASE("Unit_hipGraphAddChildGraphNode_CloneChildGraph") { constexpr size_t N = 1024; constexpr size_t Nbytes = N * sizeof(int); hipGraph_t graph, childgraph1, clonedgraph; hipGraphExec_t graphExec; int *A_d{nullptr}, *B_d{nullptr}; int *A_h{nullptr}, *B_h{nullptr}; HipTest::initArrays(&A_d, &B_d, nullptr, &A_h, &B_h, nullptr, N, false); HIP_CHECK(hipGraphCreate(&graph, 0)); HIP_CHECK(hipGraphCreate(&clonedgraph, 0)); hipGraphNode_t memcpyH2D_A, memcpyH2D_B, childGraphNode1; hipStream_t streamForGraph; HIP_CHECK(hipStreamCreate(&streamForGraph)); HIP_CHECK(hipGraphCreate(&childgraph1, 0)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_A, childgraph1, nullptr, 0, A_d, A_h, Nbytes, hipMemcpyHostToDevice)); HIP_CHECK(hipGraphAddChildGraphNode(&childGraphNode1, graph, nullptr, 0, childgraph1)); // Added new memcpy node to the cloned graph HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_B, graph, nullptr, 0, B_h, A_d, Nbytes, hipMemcpyDeviceToHost)); HIP_CHECK(hipGraphAddDependencies(graph, &childGraphNode1, &memcpyH2D_B, 1)); // Cloned the graph HIP_CHECK(hipGraphClone(&clonedgraph, graph)); // Instantiate and launch the childgraph HIP_CHECK(hipGraphInstantiate(&graphExec, clonedgraph, nullptr, nullptr, 0)); HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); HIP_CHECK(hipStreamSynchronize(streamForGraph)); // Verify childgraph execution result for (size_t i = 0; i < N; i++) { if (B_h[i] != A_h[i]) { INFO("Validation failed B_h[i] " << B_h[i] << "A_h[i] "<< A_h[i]); REQUIRE(false); } } HipTest::freeArrays(A_d, B_d, nullptr, A_h, B_h, nullptr, false); HIP_CHECK(hipGraphExecDestroy(graphExec)); HIP_CHECK(hipGraphDestroy(childgraph1)); HIP_CHECK(hipGraphDestroy(graph)); HIP_CHECK(hipStreamDestroy(streamForGraph)); } /* This testcase verifies the following scenario Create graph, add multiple child nodes and validates the behaviour */ TEST_CASE("Unit_hipGraphAddChildGraphNode_MultipleChildNodes") { constexpr size_t N = 1024; constexpr size_t Nbytes = N * sizeof(int); constexpr auto blocksPerCU = 6; // to hide latency size_t NElem{N}; constexpr auto threadsPerBlock = 256; hipGraph_t graph, childgraph1, childgraph2; hipGraphExec_t graphExec; hipKernelNodeParams kernelNodeParams{}; hipGraphNode_t kernel_vecAdd; int *A_d{nullptr}, *B_d{nullptr}, *C_d{nullptr}; int *A_h{nullptr}, *B_h{nullptr}, *C_h{nullptr}; HipTest::initArrays(&A_d, &B_d, &C_d, &A_h, &B_h, &C_h, N, false); unsigned blocks = HipTest::setNumBlocks(blocksPerCU, threadsPerBlock, N); HIP_CHECK(hipGraphCreate(&graph, 0)); hipGraphNode_t memcpyH2D_A, memcpyH2D_B, childGraphNode1, childGraphNode2, memcpyD2H_C; hipStream_t streamForGraph; HIP_CHECK(hipStreamCreate(&streamForGraph)); HIP_CHECK(hipGraphCreate(&childgraph1, 0)); HIP_CHECK(hipGraphCreate(&childgraph2, 0)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_A, childgraph1, nullptr, 0, A_d, A_h, Nbytes, hipMemcpyHostToDevice)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_B, childgraph2, nullptr, 0, B_d, B_h, Nbytes, hipMemcpyHostToDevice)); HIP_CHECK(hipGraphAddChildGraphNode(&childGraphNode1, graph, nullptr, 0, childgraph1)); HIP_CHECK(hipGraphAddChildGraphNode(&childGraphNode2, graph, nullptr, 0, childgraph2)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyD2H_C, graph, nullptr, 0, C_h, C_d, Nbytes, hipMemcpyDeviceToHost)); void* kernelArgs2[] = {&A_d, &B_d, &C_d, reinterpret_cast(&NElem)}; kernelNodeParams.func = reinterpret_cast(HipTest::vectorADD); kernelNodeParams.gridDim = dim3(blocks); kernelNodeParams.blockDim = dim3(threadsPerBlock); kernelNodeParams.sharedMemBytes = 0; kernelNodeParams.kernelParams = reinterpret_cast(kernelArgs2); kernelNodeParams.extra = nullptr; HIP_CHECK(hipGraphAddKernelNode(&kernel_vecAdd, graph, nullptr, 0, &kernelNodeParams)); HIP_CHECK(hipGraphAddDependencies(graph, &childGraphNode1, &childGraphNode2, 1)); HIP_CHECK(hipGraphAddDependencies(graph, &childGraphNode2, &kernel_vecAdd, 1)); HIP_CHECK(hipGraphAddDependencies(graph, &kernel_vecAdd, &memcpyD2H_C, 1)); // Instantiate and launch the childgraph HIP_CHECK(hipGraphInstantiate(&graphExec, graph, nullptr, nullptr, 0)); HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); HIP_CHECK(hipStreamSynchronize(streamForGraph)); // Verify childgraph 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(childgraph2)); HIP_CHECK(hipGraphDestroy(childgraph1)); HIP_CHECK(hipGraphDestroy(graph)); HIP_CHECK(hipStreamDestroy(streamForGraph)); } /** This testcase verifies hipGraphAddChildGraphNode functionality where root node is the child node. */ TEST_CASE("Unit_hipGraphAddChildGraphNode_SingleChildNode") { constexpr size_t N = 1024; constexpr size_t Nbytes = N * sizeof(int); constexpr auto blocksPerCU = 6; // to hide latency constexpr auto threadsPerBlock = 256; hipGraph_t graph; hipGraphNode_t memset_A, memset_B, memsetKer_C; hipGraphNode_t memcpyH2D_A, memcpyH2D_B, memcpyD2H_C; hipGraphNode_t kernel_vecAdd; hipKernelNodeParams kernelNodeParams{}; hipStream_t streamForGraph; int *A_d, *B_d, *C_d; int *A_h, *B_h, *C_h; hipGraphExec_t graphExec; hipMemsetParams memsetParams{}; size_t NElem{N}; int memsetVal{}; hipGraph_t childgraph; hipGraphNode_t ChildGraphNode; HIP_CHECK(hipStreamCreate(&streamForGraph)); HipTest::initArrays(&A_d, &B_d, &C_d, &A_h, &B_h, &C_h, N, false); unsigned blocks = HipTest::setNumBlocks(blocksPerCU, threadsPerBlock, N); HIP_CHECK(hipGraphCreate(&graph, 0)); HIP_CHECK(hipGraphCreate(&childgraph, 0)); memset(&memsetParams, 0, sizeof(memsetParams)); memsetParams.dst = reinterpret_cast(A_d); memsetParams.value = 0; memsetParams.pitch = 0; memsetParams.elementSize = sizeof(char); memsetParams.width = Nbytes; memsetParams.height = 1; HIP_CHECK(hipGraphAddMemsetNode(&memset_A, childgraph, nullptr, 0, &memsetParams)); memset(&memsetParams, 0, sizeof(memsetParams)); memsetParams.dst = reinterpret_cast(B_d); memsetParams.value = 0; memsetParams.pitch = 0; memsetParams.elementSize = sizeof(char); memsetParams.width = Nbytes; memsetParams.height = 1; HIP_CHECK(hipGraphAddMemsetNode(&memset_B, childgraph, nullptr, 0, &memsetParams)); void* kernelArgs1[] = {&C_d, &memsetVal, reinterpret_cast(&NElem)}; kernelNodeParams.func = reinterpret_cast(HipTest::memsetReverse); kernelNodeParams.gridDim = dim3(blocks); kernelNodeParams.blockDim = dim3(threadsPerBlock); kernelNodeParams.sharedMemBytes = 0; kernelNodeParams.kernelParams = reinterpret_cast(kernelArgs1); kernelNodeParams.extra = nullptr; HIP_CHECK(hipGraphAddKernelNode(&memsetKer_C, childgraph, nullptr, 0, &kernelNodeParams)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_A, childgraph, nullptr, 0, A_d, A_h, Nbytes, hipMemcpyHostToDevice)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_B, childgraph, nullptr, 0, B_d, B_h, Nbytes, hipMemcpyHostToDevice)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyD2H_C, childgraph, nullptr, 0, C_h, C_d, Nbytes, hipMemcpyDeviceToHost)); void* kernelArgs2[] = {&A_d, &B_d, &C_d, reinterpret_cast(&NElem)}; kernelNodeParams.func = reinterpret_cast(HipTest::vectorADD); kernelNodeParams.gridDim = dim3(blocks); kernelNodeParams.blockDim = dim3(threadsPerBlock); kernelNodeParams.sharedMemBytes = 0; kernelNodeParams.kernelParams = reinterpret_cast(kernelArgs2); kernelNodeParams.extra = nullptr; HIP_CHECK(hipGraphAddKernelNode(&kernel_vecAdd, childgraph, nullptr, 0, &kernelNodeParams)); // Create dependencies HIP_CHECK(hipGraphAddDependencies(childgraph, &memset_A, &memcpyH2D_A, 1)); HIP_CHECK(hipGraphAddDependencies(childgraph, &memset_B, &memcpyH2D_B, 1)); HIP_CHECK(hipGraphAddDependencies(childgraph, &memcpyH2D_A, &kernel_vecAdd, 1)); HIP_CHECK(hipGraphAddDependencies(childgraph, &memcpyH2D_B, &kernel_vecAdd, 1)); HIP_CHECK(hipGraphAddDependencies(childgraph, &memsetKer_C, &kernel_vecAdd, 1)); HIP_CHECK(hipGraphAddDependencies(childgraph, &kernel_vecAdd, &memcpyD2H_C, 1)); HIP_CHECK(hipGraphAddChildGraphNode(&ChildGraphNode, graph, nullptr, 0, childgraph)); // Instantiate and launch the childgraph HIP_CHECK(hipGraphInstantiate(&graphExec, graph, nullptr, nullptr, 0)); HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); HIP_CHECK(hipStreamSynchronize(streamForGraph)); // Verify childgraph 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(childgraph)); HIP_CHECK(hipGraphDestroy(graph)); HIP_CHECK(hipStreamDestroy(streamForGraph)); } // Kernel functions static __global__ void ker_vec_mul(int *A, int *B, int *C) { int i = threadIdx.x + blockDim.x * blockIdx.x; C[i] = A[i]*B[i]; } static __global__ void ker_vec_add(int *A, int *B) { int i = threadIdx.x + blockDim.x * blockIdx.x; A[i] = A[i] + B[i]; } static __global__ void ker_vec_sub(int *A, int *B) { int i = threadIdx.x + blockDim.x * blockIdx.x; A[i] = A[i] - B[i]; } static __global__ void ker_vec_sqr(int *A, int *B) { int i = threadIdx.x + blockDim.x * blockIdx.x; A[i] = B[i]*B[i]; } enum class updateGraphNodeTests { normalTest, updateFunKerNodParamTest, updateGrdBlkParamTest, deleteAddNewKerNodTest, addAnotherChildNodeTest }; /** Internal class for creating nested graphs. */ typedef class nestedGraph { const int const_val1 = 11; const int const_val2 = 7; const int N = 1024; size_t Nbytes; const int threadsPerBlock = 256; const int blocks = (N/threadsPerBlock); const int threadsPerBlockUpd = 128; const int blocksUpd = (N/threadsPerBlockUpd); hipGraphNode_t memset_B1, memset_B2; hipGraphNode_t memcpyH2D_A1, memcpyH2D_A2, memcpyD2H_A3; hipGraphNode_t vec_mul1, vec_mul2, vec_add, vec_sqr, vec_sub; hipGraphNode_t child_node1, child_node2, child_node3; hipGraph_t graph[4]; // 4 level graph hipKernelNodeParams kerNodeParams1{}, kerNodeParams2{}, kerNodeParams3{}, kerNodeParams4{}; int *A1_d, *A2_d, *A1_h, *A2_h, *A3_h; int *B1_d, *B2_d, *C1_d, *C2_d; hipMemsetParams memsetParams{}; hipEvent_t eventstart, eventend; hipGraphNode_t event_start, event_final; public: // Create a nested Graph nestedGraph() { Nbytes = N * sizeof(int); // Allocate device buffers HIP_CHECK(hipMalloc(&A1_d, Nbytes)); HIP_CHECK(hipMalloc(&A2_d, Nbytes)); HIP_CHECK(hipMalloc(&B1_d, Nbytes)); HIP_CHECK(hipMalloc(&B2_d, Nbytes)); HIP_CHECK(hipMalloc(&C1_d, Nbytes)); HIP_CHECK(hipMalloc(&C2_d, Nbytes)); // Allocate host buffers A1_h = reinterpret_cast(malloc(Nbytes)); REQUIRE(A1_h != nullptr); A2_h = reinterpret_cast(malloc(Nbytes)); REQUIRE(A2_h != nullptr); A3_h = reinterpret_cast(malloc(Nbytes)); REQUIRE(A3_h != nullptr); // Create all the 3 level graphs HIP_CHECK(hipGraphCreate(&graph[0], 0)); HIP_CHECK(hipGraphCreate(&graph[1], 0)); HIP_CHECK(hipGraphCreate(&graph[2], 0)); HIP_CHECK(hipGraphCreate(&graph[3], 0)); // Add the nodes to lowest level graph[2] void* kernelArgs1[] = {&A1_d, &B1_d, &C1_d}; kerNodeParams1.func = reinterpret_cast(ker_vec_mul); kerNodeParams1.gridDim = dim3(blocks); kerNodeParams1.blockDim = dim3(threadsPerBlock); kerNodeParams1.sharedMemBytes = 0; kerNodeParams1.kernelParams = reinterpret_cast(kernelArgs1); kerNodeParams1.extra = nullptr; HIP_CHECK(hipGraphAddKernelNode(&vec_mul1, graph[2], nullptr, 0, &kerNodeParams1)); void* kernelArgs2[] = {&A2_d, &B2_d, &C2_d}; kerNodeParams2.func = reinterpret_cast(ker_vec_mul); kerNodeParams2.gridDim = dim3(blocks); kerNodeParams2.blockDim = dim3(threadsPerBlock); kerNodeParams2.sharedMemBytes = 0; kerNodeParams2.kernelParams = reinterpret_cast(kernelArgs2); kerNodeParams2.extra = nullptr; HIP_CHECK(hipGraphAddKernelNode(&vec_mul2, graph[2], nullptr, 0, &kerNodeParams2)); void* kernelArgs3[] = {&C1_d, &C2_d}; kerNodeParams3.func = reinterpret_cast(ker_vec_add); kerNodeParams3.gridDim = dim3(blocks); kerNodeParams3.blockDim = dim3(threadsPerBlock); kerNodeParams3.sharedMemBytes = 0; kerNodeParams3.kernelParams = reinterpret_cast(kernelArgs3); kerNodeParams3.extra = nullptr; HIP_CHECK(hipGraphAddKernelNode(&vec_add, graph[2], nullptr, 0, &kerNodeParams3)); // Resolve Dependencies in graph[2] HIP_CHECK(hipGraphAddDependencies(graph[2], &vec_mul1, &vec_add, 1)); HIP_CHECK(hipGraphAddDependencies(graph[2], &vec_mul2, &vec_add, 1)); // Add nodes to graph[1] memset(&memsetParams, 0, sizeof(memsetParams)); memsetParams.dst = reinterpret_cast(B1_d); memsetParams.value = const_val1; memsetParams.pitch = 0; memsetParams.elementSize = sizeof(int); memsetParams.width = N; memsetParams.height = 1; HIP_CHECK(hipGraphAddMemsetNode(&memset_B1, graph[1], nullptr, 0, &memsetParams)); memset(&memsetParams, 0, sizeof(memsetParams)); memsetParams.dst = reinterpret_cast(B2_d); memsetParams.value = const_val2; memsetParams.pitch = 0; memsetParams.elementSize = sizeof(int); memsetParams.width = N; memsetParams.height = 1; HIP_CHECK(hipGraphAddMemsetNode(&memset_B2, graph[1], nullptr, 0, &memsetParams)); HIP_CHECK(hipGraphAddChildGraphNode(&child_node1, graph[1], nullptr, 0, graph[2])); void* kernelArgs4[] = {&C1_d, &C1_d}; kerNodeParams3.func = reinterpret_cast(ker_vec_sqr); kerNodeParams3.gridDim = dim3(blocks); kerNodeParams3.blockDim = dim3(threadsPerBlock); kerNodeParams3.sharedMemBytes = 0; kerNodeParams3.kernelParams = reinterpret_cast(kernelArgs4); kerNodeParams3.extra = nullptr; HIP_CHECK(hipGraphAddKernelNode(&vec_sqr, graph[1], nullptr, 0, &kerNodeParams3)); HIP_CHECK(hipGraphAddDependencies(graph[1], &memset_B1, &child_node1, 1)); HIP_CHECK(hipGraphAddDependencies(graph[1], &memset_B2, &child_node1, 1)); HIP_CHECK(hipGraphAddDependencies(graph[1], &child_node1, &vec_sqr, 1)); // Add nodes to graph[0] HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_A1, graph[0], nullptr, 0, A1_d, A1_h, Nbytes, hipMemcpyHostToDevice)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_A2, graph[0], nullptr, 0, A2_d, A2_h, Nbytes, hipMemcpyHostToDevice)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyD2H_A3, graph[0], nullptr, 0, A3_h, C1_d, Nbytes, hipMemcpyDeviceToHost)); HIP_CHECK(hipGraphAddChildGraphNode(&child_node2, graph[0], nullptr, 0, graph[1])); HIP_CHECK(hipGraphAddDependencies(graph[0], &memcpyH2D_A1, &child_node2, 1)); HIP_CHECK(hipGraphAddDependencies(graph[0], &memcpyH2D_A2, &child_node2, 1)); HIP_CHECK(hipGraphAddDependencies(graph[0], &child_node2, &memcpyD2H_A3, 1)); } // Fill Random Input Data void fillRandInpData() { unsigned int seed = time(nullptr); for (int i = 0; i < N; i++) { A1_h[i] = (HipTest::RAND_R(&seed) & 0xFF); A2_h[i] = (HipTest::RAND_R(&seed) & 0xFF); } } // Get the root graph hipGraph_t* getRootGraph() { return &graph[0]; } // Get the root graph void updateInnermostNode(updateGraphNodeTests updatetype) { hipGraph_t embGraph1, embGraph2; // Get the embedded graph from child_node2 HIP_CHECK(hipGraphChildGraphNodeGetGraph(child_node2, &embGraph2)); size_t numNodes{}; HIP_CHECK(hipGraphGetNodes(embGraph2, nullptr, &numNodes)); hipGraphNode_t* nodes = reinterpret_cast( malloc(numNodes*sizeof(hipGraphNode_t))); HIP_CHECK(hipGraphGetNodes(embGraph2, nodes, &numNodes)); // Get the Graph node from the embedded graph size_t nodeIdx = 0; for (size_t idx = 0; idx < numNodes; idx++) { hipGraphNodeType nodeType; HIP_CHECK(hipGraphNodeGetType(nodes[idx], &nodeType)); if (nodeType == hipGraphNodeTypeGraph) { nodeIdx = idx; break; } } // Extract the embedded graph from the graph node HIP_CHECK(hipGraphChildGraphNodeGetGraph(nodes[nodeIdx], &embGraph1)); free(nodes); numNodes = 0; HIP_CHECK(hipGraphGetNodes(embGraph1, nullptr, &numNodes)); nodes = reinterpret_cast( malloc(numNodes*sizeof(hipGraphNode_t))); // Get the kernel node from the extracted embedded graph HIP_CHECK(hipGraphGetNodes(embGraph1, nodes, &numNodes)); nodeIdx = 0; hipKernelNodeParams nodeParam; for (size_t idx = 0; idx < numNodes; idx++) { hipGraphNodeType nodeType; HIP_CHECK(hipGraphNodeGetType(nodes[idx], &nodeType)); if (nodeType == hipGraphNodeTypeKernel) { HIP_CHECK(hipGraphKernelNodeGetParams(nodes[idx], &nodeParam)); if (nodeParam.func == reinterpret_cast(ker_vec_add)) { nodeIdx = idx; break; } } } if (updatetype == updateGraphNodeTests::updateFunKerNodParamTest) { nodeParam.func = reinterpret_cast(ker_vec_sub); HIP_CHECK(hipGraphKernelNodeSetParams(nodes[nodeIdx], &nodeParam)); } else if (updatetype == updateGraphNodeTests::deleteAddNewKerNodTest) { // delete the kernel add node HIP_CHECK(hipGraphDestroyNode(nodes[nodeIdx])); // add kernel subtract node to embGraph1 void* kernelArgs[] = {&C1_d, &C2_d}; kerNodeParams3.func = reinterpret_cast(ker_vec_sub); kerNodeParams3.gridDim = dim3(blocks); kerNodeParams3.blockDim = dim3(threadsPerBlock); kerNodeParams3.sharedMemBytes = 0; kerNodeParams3.kernelParams = reinterpret_cast(kernelArgs); kerNodeParams3.extra = nullptr; HIP_CHECK(hipGraphAddKernelNode(&vec_sub, embGraph1, nullptr, 0, &kerNodeParams3)); // Create new dependencies for (size_t idx = 0; idx < numNodes; idx++) { if (idx == nodeIdx) { continue; } HIP_CHECK(hipGraphAddDependencies(embGraph1, &nodes[idx], &vec_sub, 1)); } } else if (updatetype == updateGraphNodeTests::updateGrdBlkParamTest) { nodeParam.blockDim = threadsPerBlockUpd; nodeParam.gridDim = blocksUpd; HIP_CHECK(hipGraphKernelNodeSetParams(nodes[nodeIdx], &nodeParam)); } else if (updatetype == updateGraphNodeTests::addAnotherChildNodeTest) { // delete the kernel add node HIP_CHECK(hipGraphDestroyNode(nodes[nodeIdx])); // add graph EventRecordNode -> Subtract Kernel -> EventRecordNode as // child node void* kernelArgs[] = {&C1_d, &C2_d}; kerNodeParams3.func = reinterpret_cast(ker_vec_sub); kerNodeParams3.gridDim = dim3(blocks); kerNodeParams3.blockDim = dim3(threadsPerBlock); kerNodeParams3.sharedMemBytes = 0; kerNodeParams3.kernelParams = reinterpret_cast(kernelArgs); kerNodeParams3.extra = nullptr; HIP_CHECK(hipGraphAddKernelNode(&vec_sub, graph[3], nullptr, 0, &kerNodeParams3)); HIP_CHECK(hipEventCreate(&eventstart)); HIP_CHECK(hipEventCreate(&eventend)); HIP_CHECK(hipGraphAddEventRecordNode(&event_start, graph[3], nullptr, 0, eventstart)); HIP_CHECK(hipGraphAddEventRecordNode(&event_final, graph[3], nullptr, 0, eventend)); HIP_CHECK(hipGraphAddDependencies(graph[3], &event_start, &vec_sub, 1)); HIP_CHECK(hipGraphAddDependencies(graph[3], &vec_sub, &event_final, 1)); HIP_CHECK(hipGraphAddChildGraphNode(&child_node3, embGraph1, nullptr, 0, graph[3])); // Create new dependencies for (size_t idx = 0; idx < numNodes; idx++) { if (idx == nodeIdx) { continue; } HIP_CHECK(hipGraphAddDependencies(embGraph1, &nodes[idx], &child_node3, 1)); } } free(nodes); } // Function to validate result void validateOutData(updateGraphNodeTests updatetype) { if ((updatetype == updateGraphNodeTests::normalTest) || (updatetype == updateGraphNodeTests::updateGrdBlkParamTest)) { for (int i = 0; i < N; i++) { int result = (const_val1*A1_h[i] + const_val2*A2_h[i]); result = result * result; REQUIRE(result == A3_h[i]); } } else if ((updatetype == updateGraphNodeTests::deleteAddNewKerNodTest) || (updatetype == updateGraphNodeTests::updateFunKerNodParamTest) || (updatetype == updateGraphNodeTests::addAnotherChildNodeTest)) { for (int i = 0; i < N; i++) { int result = (const_val1*A1_h[i] - const_val2*A2_h[i]); result = result * result; REQUIRE(result == A3_h[i]); } } } // Destroy resources ~nestedGraph() { // Free all allocated buffers HIP_CHECK(hipFree(C2_d)); HIP_CHECK(hipFree(C1_d)); HIP_CHECK(hipFree(B2_d)); HIP_CHECK(hipFree(B1_d)); HIP_CHECK(hipFree(A2_d)); HIP_CHECK(hipFree(A1_d)); free(A3_h); free(A2_h); free(A1_h); HIP_CHECK(hipGraphDestroy(graph[3])); HIP_CHECK(hipGraphDestroy(graph[2])); HIP_CHECK(hipGraphDestroy(graph[1])); HIP_CHECK(hipGraphDestroy(graph[0])); } } clNestedGraph; /** Complex Scenario: This testcase verifies nested graph functionality. Parent graph containing child graph, which in turn, contains another child graph. */ TEST_CASE("Unit_hipGraphAddChildGraphNode_Cmplx_NestedGraphs") { hipGraph_t *graph; hipStream_t streamForGraph; hipGraphExec_t graphExec; class nestedGraph nestedGraphObj; graph = nestedGraphObj.getRootGraph(); HIP_CHECK(hipStreamCreate(&streamForGraph)); // Instantiate and launch the childgraph HIP_CHECK(hipGraphInstantiate(&graphExec, (*graph), nullptr, nullptr, 0)); for (int iter = 0; iter < TEST_LOOP_SIZE; iter++) { nestedGraphObj.fillRandInpData(); HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); HIP_CHECK(hipStreamSynchronize(streamForGraph)); nestedGraphObj.validateOutData(updateGraphNodeTests::normalTest); } HIP_CHECK(hipStreamDestroy(streamForGraph)); HIP_CHECK(hipGraphExecDestroy(graphExec)); } /** Complex Scenario: This testcase verifies cloned nested graph functionality. Clone the nested graph and execute the clone graph. */ TEST_CASE("Unit_hipGraphAddChildGraphNode_CmplxClone_NestedGraphs") { hipGraph_t *graph, clonedGraph; hipStream_t streamForGraph; hipGraphExec_t graphExec; class nestedGraph nestedGraphObj; graph = nestedGraphObj.getRootGraph(); HIP_CHECK(hipGraphClone(&clonedGraph, *graph)); HIP_CHECK(hipStreamCreate(&streamForGraph)); // Instantiate and launch the childgraph HIP_CHECK(hipGraphInstantiate(&graphExec, clonedGraph, nullptr, nullptr, 0)); for (int iter = 0; iter < TEST_LOOP_SIZE; iter++) { nestedGraphObj.fillRandInpData(); HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); HIP_CHECK(hipStreamSynchronize(streamForGraph)); nestedGraphObj.validateOutData(updateGraphNodeTests::normalTest); } HIP_CHECK(hipStreamDestroy(streamForGraph)); HIP_CHECK(hipGraphExecDestroy(graphExec)); HIP_CHECK(hipGraphDestroy(clonedGraph)); } /** Scenario: Adding an empty graph to Child Graph Node. */ TEST_CASE("Unit_hipGraphAddChildGraphNode_EmptyGraphAsChildNode") { hipGraph_t graph, graphChild; hipGraphNode_t child_node; HIP_CHECK(hipGraphCreate(&graph, 0)); HIP_CHECK(hipGraphCreate(&graphChild, 0)); HIP_CHECK(hipGraphAddChildGraphNode(&child_node, graph, nullptr, 0, graphChild)); HIP_CHECK(hipGraphDestroy(graphChild)); HIP_CHECK(hipGraphDestroy(graph)); } /** Complex Scenario: This testcase verifies the behavior of a nested graph when one of the child graph node is updated. In this test the kernel node function is updated to a different function. */ TEST_CASE("Unit_hipGraphAddChildGraphNode_CmplxNstGrph_UpdKerFun") { hipGraph_t *graph; hipStream_t streamForGraph; hipGraphExec_t graphExec; class nestedGraph nestedGraphObj; graph = nestedGraphObj.getRootGraph(); nestedGraphObj.updateInnermostNode( updateGraphNodeTests::updateFunKerNodParamTest); HIP_CHECK(hipStreamCreate(&streamForGraph)); // Instantiate and launch the childgraph HIP_CHECK(hipGraphInstantiate(&graphExec, (*graph), nullptr, nullptr, 0)); nestedGraphObj.fillRandInpData(); HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); HIP_CHECK(hipStreamSynchronize(streamForGraph)); nestedGraphObj.validateOutData( updateGraphNodeTests::updateFunKerNodParamTest); HIP_CHECK(hipStreamDestroy(streamForGraph)); HIP_CHECK(hipGraphExecDestroy(graphExec)); } /** Complex Scenario: This testcase verifies the behavior of a nested graph when one of the child graph node is updated. In this test the kernel node function is updated to a different function and the nested graph is cloned. Execute the cloned graph and validate the results. */ TEST_CASE("Unit_hipGraphAddChildGraphNode_CmplxNstGrph_UpdKerFun_Clone") { hipGraph_t *graph, clonedGraph; hipStream_t streamForGraph; hipGraphExec_t graphExec; class nestedGraph nestedGraphObj; graph = nestedGraphObj.getRootGraph(); nestedGraphObj.updateInnermostNode( updateGraphNodeTests::updateFunKerNodParamTest); HIP_CHECK(hipGraphClone(&clonedGraph, *graph)); HIP_CHECK(hipStreamCreate(&streamForGraph)); // Instantiate and launch the childgraph HIP_CHECK(hipGraphInstantiate(&graphExec, clonedGraph, nullptr, nullptr, 0)); nestedGraphObj.fillRandInpData(); HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); HIP_CHECK(hipStreamSynchronize(streamForGraph)); nestedGraphObj.validateOutData( updateGraphNodeTests::updateFunKerNodParamTest); HIP_CHECK(hipStreamDestroy(streamForGraph)); HIP_CHECK(hipGraphExecDestroy(graphExec)); HIP_CHECK(hipGraphDestroy(clonedGraph)); } /** Complex Scenario: This testcase verifies the behavior of a nested graph when one of the child graph node is updated. In this test the kernel node parameters - blocksize and gridsize are updated. */ TEST_CASE("Unit_hipGraphAddChildGraphNode_CmplxNstGrph_UpdKerDim") { hipGraph_t *graph; hipStream_t streamForGraph; hipGraphExec_t graphExec; class nestedGraph nestedGraphObj; graph = nestedGraphObj.getRootGraph(); nestedGraphObj.updateInnermostNode( updateGraphNodeTests::updateGrdBlkParamTest); HIP_CHECK(hipStreamCreate(&streamForGraph)); // Instantiate and launch the childgraph HIP_CHECK(hipGraphInstantiate(&graphExec, (*graph), nullptr, nullptr, 0)); nestedGraphObj.fillRandInpData(); HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); HIP_CHECK(hipStreamSynchronize(streamForGraph)); nestedGraphObj.validateOutData( updateGraphNodeTests::updateGrdBlkParamTest); HIP_CHECK(hipStreamDestroy(streamForGraph)); HIP_CHECK(hipGraphExecDestroy(graphExec)); } /** Complex Scenario: This testcase verifies the behavior of a nested graph when one of the nodes inside a child graph node is deleted and replaced with a new node. */ TEST_CASE("Unit_hipGraphAddChildGraphNode_CmplxNstGrph_DelAddNode") { hipGraph_t *graph; hipStream_t streamForGraph; hipGraphExec_t graphExec; class nestedGraph nestedGraphObj; graph = nestedGraphObj.getRootGraph(); nestedGraphObj.updateInnermostNode( updateGraphNodeTests::deleteAddNewKerNodTest); HIP_CHECK(hipStreamCreate(&streamForGraph)); // Instantiate and launch the childgraph HIP_CHECK(hipGraphInstantiate(&graphExec, (*graph), nullptr, nullptr, 0)); nestedGraphObj.fillRandInpData(); HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); HIP_CHECK(hipStreamSynchronize(streamForGraph)); nestedGraphObj.validateOutData( updateGraphNodeTests::deleteAddNewKerNodTest); HIP_CHECK(hipStreamDestroy(streamForGraph)); HIP_CHECK(hipGraphExecDestroy(graphExec)); } /** Complex Scenario: This testcase verifies the behavior of a cloned nested graph when one of the nodes inside a child graph node is deleted and replaced with a new node. After modifying the original graph it is cloned and the cloned graph is executed and validated. */ TEST_CASE("Unit_hipGraphAddChildGraphNode_CmplxNstGrph_AddNode_Clone") { hipGraph_t *graph, clonedGraph; hipStream_t streamForGraph; hipGraphExec_t graphExec; class nestedGraph nestedGraphObj; graph = nestedGraphObj.getRootGraph(); nestedGraphObj.updateInnermostNode( updateGraphNodeTests::deleteAddNewKerNodTest); HIP_CHECK(hipGraphClone(&clonedGraph, *graph)); HIP_CHECK(hipStreamCreate(&streamForGraph)); // Instantiate and launch the childgraph HIP_CHECK(hipGraphInstantiate(&graphExec, clonedGraph, nullptr, nullptr, 0)); nestedGraphObj.fillRandInpData(); HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); HIP_CHECK(hipStreamSynchronize(streamForGraph)); nestedGraphObj.validateOutData( updateGraphNodeTests::deleteAddNewKerNodTest); HIP_CHECK(hipStreamDestroy(streamForGraph)); HIP_CHECK(hipGraphExecDestroy(graphExec)); HIP_CHECK(hipGraphDestroy(clonedGraph)); } /** Complex Scenario: This testcase verifies the behavior of a nested graph when one of the nodes inside a child graph node is deleted and replaced with a new child graph node. */ TEST_CASE("Unit_hipGraphAddChildGraphNode_CmplxNstGrph_AddChdNode") { hipGraph_t *graph; hipStream_t streamForGraph; hipGraphExec_t graphExec; class nestedGraph nestedGraphObj; graph = nestedGraphObj.getRootGraph(); nestedGraphObj.updateInnermostNode( updateGraphNodeTests::deleteAddNewKerNodTest); HIP_CHECK(hipStreamCreate(&streamForGraph)); // Instantiate and launch the childgraph HIP_CHECK(hipGraphInstantiate(&graphExec, (*graph), nullptr, nullptr, 0)); nestedGraphObj.fillRandInpData(); HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); HIP_CHECK(hipStreamSynchronize(streamForGraph)); nestedGraphObj.validateOutData( updateGraphNodeTests::deleteAddNewKerNodTest); HIP_CHECK(hipStreamDestroy(streamForGraph)); HIP_CHECK(hipGraphExecDestroy(graphExec)); } /** Complex Scenario: This testcase verifies the behavior of a cloned nested graph when one of the nodes inside a child graph node is deleted and replaced with a new child graph node. */ TEST_CASE("Unit_hipGraphAddChildGraphNode_CmplxNstGrph_AddChdNode_Clone") { hipGraph_t *graph, clonedGraph; hipStream_t streamForGraph; hipGraphExec_t graphExec; class nestedGraph nestedGraphObj; graph = nestedGraphObj.getRootGraph(); nestedGraphObj.updateInnermostNode( updateGraphNodeTests::deleteAddNewKerNodTest); HIP_CHECK(hipGraphClone(&clonedGraph, *graph)); HIP_CHECK(hipStreamCreate(&streamForGraph)); // Instantiate and launch the childgraph HIP_CHECK(hipGraphInstantiate(&graphExec, clonedGraph, nullptr, nullptr, 0)); nestedGraphObj.fillRandInpData(); HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); HIP_CHECK(hipStreamSynchronize(streamForGraph)); nestedGraphObj.validateOutData( updateGraphNodeTests::deleteAddNewKerNodTest); HIP_CHECK(hipStreamDestroy(streamForGraph)); HIP_CHECK(hipGraphExecDestroy(graphExec)); HIP_CHECK(hipGraphDestroy(clonedGraph)); } // Function to validate result static void validateResults(int *A1_h, int *A2_h, size_t N) { for (size_t i = 0; i < N; i++) { int result = (A1_h[i]*A1_h[i]); REQUIRE(result == A2_h[i]); } } /** Functional Test to use child node as barrier to wait for multiple nodes. This test uses child nodes to resolve dependencies between graphs. 4 graphs are created. Graph1 contains 3 independent memcpy h2d nodes, graph2 contains 3 independent kernel nodes and graph3 contains 3 independent memcpy d2h nodes. Graph1, graph2 and graph3 are added as child nodes in graph4. Graph4 is validated for functionality. */ TEST_CASE("Unit_hipGraphAddChildGraphNode_MultGraphsAsSingleGraph") { size_t size = 1024; constexpr auto blocksPerCU = 6; constexpr auto threadsPerBlock = 256; unsigned blocks = HipTest::setNumBlocks(blocksPerCU, threadsPerBlock, size); hipGraph_t graph1, graph2, graph3, graph4; std::vector nodeDependencies; HIP_CHECK(hipGraphCreate(&graph1, 0)); HIP_CHECK(hipGraphCreate(&graph2, 0)); HIP_CHECK(hipGraphCreate(&graph3, 0)); HIP_CHECK(hipGraphCreate(&graph4, 0)); int *inputVec_d1{nullptr}, *inputVec_h1{nullptr}, *outputVec_h1{nullptr}, *outputVec_d1{nullptr}; int *inputVec_d2{nullptr}, *inputVec_h2{nullptr}, *outputVec_h2{nullptr}, *outputVec_d2{nullptr}; int *inputVec_d3{nullptr}, *inputVec_h3{nullptr}, *outputVec_h3{nullptr}, *outputVec_d3{nullptr}; // host and device allocation HipTest::initArrays(&inputVec_d1, &outputVec_d1, nullptr, &inputVec_h1, &outputVec_h1, nullptr, size, false); HipTest::initArrays(&inputVec_d2, &outputVec_d2, nullptr, &inputVec_h2, &outputVec_h2, nullptr, size, false); HipTest::initArrays(&inputVec_d3, &outputVec_d3, nullptr, &inputVec_h3, &outputVec_h3, nullptr, size, false); // add nodes to graph hipGraphNode_t memcpyH2D_1, memcpyH2D_2, memcpyH2D_3; hipGraphNode_t vecSqr1, vecSqr2, vecSqr3; hipGraphNode_t memcpyD2H_1, memcpyD2H_2, memcpyD2H_3; hipGraphNode_t childGraphNode1, childGraphNode2, childGraphNode3; // Create memcpy h2d nodes HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_1, graph1, nullptr, 0, inputVec_d1, inputVec_h1, (sizeof(int)*size), hipMemcpyHostToDevice)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_2, graph1, nullptr, 0, inputVec_d2, inputVec_h2, (sizeof(int)*size), hipMemcpyHostToDevice)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyH2D_3, graph1, nullptr, 0, inputVec_d3, inputVec_h3, (sizeof(int)*size), hipMemcpyHostToDevice)); // Create child node and add it to graph4 HIP_CHECK(hipGraphAddChildGraphNode(&childGraphNode1, graph4, nullptr, 0, graph1)); nodeDependencies.clear(); nodeDependencies.push_back(childGraphNode1); // Creating kernel nodes hipKernelNodeParams kerNodeParams1{}, kerNodeParams2{}, kerNodeParams3{}; void* kernelArgs1[] = {reinterpret_cast(&inputVec_d1), reinterpret_cast(&outputVec_d1), reinterpret_cast(&size)}; kerNodeParams1.func = reinterpret_cast(HipTest::vector_square); kerNodeParams1.gridDim = dim3(blocks); kerNodeParams1.blockDim = dim3(threadsPerBlock); kerNodeParams1.sharedMemBytes = 0; kerNodeParams1.kernelParams = reinterpret_cast(kernelArgs1); kerNodeParams1.extra = nullptr; HIP_CHECK(hipGraphAddKernelNode(&vecSqr1, graph2, nullptr, 0, &kerNodeParams1)); void* kernelArgs2[] = {reinterpret_cast(&inputVec_d2), reinterpret_cast(&outputVec_d2), reinterpret_cast(&size)}; kerNodeParams2.func = reinterpret_cast(HipTest::vector_square); kerNodeParams2.gridDim = dim3(blocks); kerNodeParams2.blockDim = dim3(threadsPerBlock); kerNodeParams2.sharedMemBytes = 0; kerNodeParams2.kernelParams = reinterpret_cast(kernelArgs2); kerNodeParams2.extra = nullptr; HIP_CHECK(hipGraphAddKernelNode(&vecSqr2, graph2, nullptr, 0, &kerNodeParams2)); void* kernelArgs3[] = {reinterpret_cast(&inputVec_d3), reinterpret_cast(&outputVec_d3), reinterpret_cast(&size)}; kerNodeParams3.func = reinterpret_cast(HipTest::vector_square); kerNodeParams3.gridDim = dim3(blocks); kerNodeParams3.blockDim = dim3(threadsPerBlock); kerNodeParams3.sharedMemBytes = 0; kerNodeParams3.kernelParams = reinterpret_cast(kernelArgs3); kerNodeParams3.extra = nullptr; HIP_CHECK(hipGraphAddKernelNode(&vecSqr3, graph2, nullptr, 0, &kerNodeParams3)); // Create child node and add it to graph4 HIP_CHECK(hipGraphAddChildGraphNode(&childGraphNode2, graph4, nodeDependencies.data(), nodeDependencies.size(), graph2)); nodeDependencies.clear(); nodeDependencies.push_back(childGraphNode2); // Create memcpy d2h nodes HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyD2H_1, graph3, nullptr, 0, outputVec_h1, outputVec_d1, (sizeof(int)*size), hipMemcpyDeviceToHost)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyD2H_2, graph3, nullptr, 0, outputVec_h2, outputVec_d2, (sizeof(int)*size), hipMemcpyDeviceToHost)); HIP_CHECK(hipGraphAddMemcpyNode1D(&memcpyD2H_3, graph3, nullptr, 0, outputVec_h3, outputVec_d3, (sizeof(int)*size), hipMemcpyDeviceToHost)); // Create child node and add it to graph4 HIP_CHECK(hipGraphAddChildGraphNode(&childGraphNode3, graph4, nodeDependencies.data(), nodeDependencies.size(), graph3)); nodeDependencies.clear(); // Create executable graph hipStream_t streamForGraph; hipGraphExec_t graphExec{nullptr}; HIP_CHECK(hipStreamCreate(&streamForGraph)); HIP_CHECK(hipGraphInstantiate(&graphExec, graph4, nullptr, nullptr, 0)); // Execute graph for (int iter = 0; iter < TEST_LOOP_SIZE; iter++) { // Inititalize random input data unsigned int seed = time(nullptr); for (size_t i = 0; i < size; i++) { inputVec_h1[i] = (HipTest::RAND_R(&seed) & 0xFF); inputVec_h2[i] = (HipTest::RAND_R(&seed) & 0xFF); inputVec_h3[i] = (HipTest::RAND_R(&seed) & 0xFF); } HIP_CHECK(hipGraphLaunch(graphExec, streamForGraph)); HIP_CHECK(hipStreamSynchronize(streamForGraph)); validateResults(inputVec_h1, outputVec_h1, size); validateResults(inputVec_h2, outputVec_h2, size); validateResults(inputVec_h3, outputVec_h3, size); } HIP_CHECK(hipGraphExecDestroy(graphExec)); HIP_CHECK(hipStreamDestroy(streamForGraph)); // Free HipTest::freeArrays(inputVec_d1, outputVec_d1, nullptr, inputVec_h1, outputVec_h1, nullptr, false); HipTest::freeArrays(inputVec_d2, outputVec_d2, nullptr, inputVec_h2, outputVec_h2, nullptr, false); HipTest::freeArrays(inputVec_d3, outputVec_d3, nullptr, inputVec_h3, outputVec_h3, nullptr, false); HIP_CHECK(hipGraphDestroy(graph4)); HIP_CHECK(hipGraphDestroy(graph3)); HIP_CHECK(hipGraphDestroy(graph2)); HIP_CHECK(hipGraphDestroy(graph1)); } /** Complex Scenario: This testcase verifies the behavior of a nested graph in multi GPU environment. Create one nested graph per GPU context. Execute all the created graphs in their respective GPUs and validate the output. */ TEST_CASE("Unit_hipGraphAddChildGraphNode_CmplxNstGrph_MultGPU") { int devcount = 0; HIP_CHECK(hipGetDeviceCount(&devcount)); // If only single GPU is detected then return if (devcount < 2) { SUCCEED("skipping the testcases as numDevices < 2"); return; } hipGraph_t **graph = new hipGraph_t *[devcount](); REQUIRE(graph != nullptr); hipStream_t *streamForGraph = new hipStream_t[devcount]; REQUIRE(streamForGraph != nullptr); hipGraphExec_t *graphExec = new hipGraphExec_t[devcount]; REQUIRE(graphExec != nullptr); clNestedGraph** nestedGraphObj = new clNestedGraph *[devcount](); REQUIRE(nestedGraphObj != nullptr); // Create graph resources for each devices for (int dev = 0; dev < devcount; dev++) { HIP_CHECK(hipSetDevice(dev)); nestedGraphObj[dev] = new clNestedGraph(); REQUIRE(nestedGraphObj[dev] != nullptr); graph[dev] = nestedGraphObj[dev]->getRootGraph(); HIP_CHECK(hipStreamCreate(&streamForGraph[dev])); // Instantiate and launch the childgraph HIP_CHECK(hipGraphInstantiate(&graphExec[dev], *(graph[dev]), nullptr, nullptr, 0)); } // Execute graph in each GPU for (int dev = 0; dev < devcount; dev++) { HIP_CHECK(hipSetDevice(dev)); nestedGraphObj[dev]->fillRandInpData(); HIP_CHECK(hipGraphLaunch(graphExec[dev], streamForGraph[dev])); } // Wait for each device to complete task and validate the results for (int dev = 0; dev < devcount; dev++) { HIP_CHECK(hipSetDevice(dev)); HIP_CHECK(hipStreamSynchronize(streamForGraph[dev])); nestedGraphObj[dev]->validateOutData( updateGraphNodeTests::normalTest); } // Destroy graph resources for (int dev = 0; dev < devcount; dev++) { HIP_CHECK(hipStreamDestroy(streamForGraph[dev])); HIP_CHECK(hipGraphExecDestroy(graphExec[dev])); delete nestedGraphObj[dev]; } delete[] nestedGraphObj; delete[] graphExec; delete[] streamForGraph; delete[] graph; }