SWDEV-552620 - Adds a new graph benchmark test for different topologies (#1073)
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@@ -19,6 +19,7 @@
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set(TEST_SRC
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hipPerfGraphLaunch.cc
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parallelGraph.cc
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hipGraphTopology.cc
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)
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hip_add_exe_to_target(NAME perfGraphTest
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@@ -0,0 +1,479 @@
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/*
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Copyright (c) 2025 Advanced Micro Devices, Inc. All rights reserved.
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in
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all copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
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THE SOFTWARE.
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*/
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#include <hip_test_checkers.hh>
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#include <hip_test_common.hh>
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#include <hip_test_kernels.hh>
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#include <cstdio>
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#include <cstdlib>
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#include <cstring>
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#include <string>
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#include <vector>
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#include <chrono>
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#include <algorithm>
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#include <iomanip>
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#include <iostream>
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/**
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* @addtogroup GraphTopologyPerformance GraphTopologyPerformance
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* @{
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* @ingroup GraphTest
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* Performance tests for various graph topologies including straight, parallel, mixed, and hexagon patterns.
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*/
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__global__ void timing_kernel(uint64_t count) {
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#if HT_AMD
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uint64_t begin_time = wall_clock64();
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uint64_t curr_time = begin_time;
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do {
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curr_time = wall_clock64();
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} while (begin_time + count > curr_time);
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#endif
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#if HT_NVIDIA
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uint64_t begin_time = clock64();
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uint64_t curr_time = begin_time;
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do {
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curr_time = clock64();
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} while (begin_time + count > curr_time);
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#endif
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}
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struct TestOptions {
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std::string topology = "straight";
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int length = 100;
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int width = 1;
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int repeats = 10;
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int warmup = 5;
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uint32_t kernel_duration_us = 0;
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std::string format = "table";
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bool preupload = false;
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bool pre_graph_warmup = true;
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int straight_nodes = 16;
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int parallel_nodes = 8;
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};
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static hipGraphNode_t add_kernel_node(hipGraph_t graph, hipGraphNode_t* deps, size_t numDeps, uint32_t kernel_duration_us) {
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hipDevice_t device;
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int clock_rate = 0; // in kHz
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HIP_CHECK(hipGetDevice(&device));
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#if HT_AMD
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HIPCHECK(hipDeviceGetAttribute(&clock_rate, hipDeviceAttributeWallClockRate, device));
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#endif
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#if HT_NVIDIA
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HIPCHECK(hipDeviceGetAttribute(&clock_rate, hipDeviceAttributeClockRate, device));
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#endif
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uint64_t timer_freq_in_hz = clock_rate * 1000;;
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hipKernelNodeParams p{};
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p.func = (void*)timing_kernel;
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p.gridDim = dim3(1, 1, 1);
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p.blockDim = dim3(1, 1, 1);
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p.sharedMemBytes = 0;
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uint64_t timing_count = timer_freq_in_hz * kernel_duration_us / 1000000;
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void* args[] = {&timing_count};
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p.kernelParams = (void**)args;
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p.extra = nullptr;
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hipGraphNode_t node{};
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HIP_CHECK(hipGraphAddKernelNode(&node, graph, deps, (int)numDeps, &p));
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return node;
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}
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static hipGraphNode_t add_memcpy_node(hipGraph_t graph, hipGraphNode_t* deps, size_t numDeps,
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void* dst, void* src, size_t size) {
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hipMemcpy3DParms p{};
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p.srcPtr = make_hipPitchedPtr(src, size, 1, 1);
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p.dstPtr = make_hipPitchedPtr(dst, size, 1, 1);
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p.extent = make_hipExtent(size, 1, 1);
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p.kind = hipMemcpyDeviceToDevice;
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hipGraphNode_t node{};
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HIP_CHECK(hipGraphAddMemcpyNode(&node, graph, deps, (int)numDeps, &p));
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return node;
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}
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static hipGraphNode_t add_memset_node(hipGraph_t graph, hipGraphNode_t* deps, size_t numDeps,
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void* ptr, int value, size_t size) {
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hipMemsetParams p{};
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p.dst = ptr;
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p.value = value;
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p.pitch = 0;
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p.elementSize = 1;
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p.width = size;
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p.height = 1;
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hipGraphNode_t node{};
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HIP_CHECK(hipGraphAddMemsetNode(&node, graph, deps, (int)numDeps, &p));
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return node;
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}
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static hipGraphNode_t add_empty_node(hipGraph_t graph, hipGraphNode_t* deps, size_t numDeps) {
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hipGraphNode_t node{};
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HIP_CHECK(hipGraphAddEmptyNode(&node, graph, deps, (int)numDeps));
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return node;
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}
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static void run_graph_topology_test(const TestOptions& opt) {
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CONSOLE_PRINT("\n=== Running Graph Topology Test ===");
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hipDeviceProp_t prop{};
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HIP_CHECK(hipGetDeviceProperties(&prop, 0));
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hipStream_t stream{};
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if (opt.pre_graph_warmup) {
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HIP_CHECK(hipStreamCreate(&stream));
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hipEvent_t warmup_event1{}, warmup_event2{};
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HIP_CHECK(hipEventCreate(&warmup_event1));
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HIP_CHECK(hipEventCreate(&warmup_event2));
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HIP_CHECK(hipEventRecord(warmup_event1, nullptr));
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HIP_CHECK(hipEventRecord(warmup_event2, stream));
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HIP_CHECK(hipDeviceSynchronize());
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HIP_CHECK(hipEventDestroy(warmup_event1));
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HIP_CHECK(hipEventDestroy(warmup_event2));
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}
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hipGraph_t graph{};
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HIP_CHECK(hipGraphCreate(&graph, 0));
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void* d_mem1 = nullptr;
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void* d_mem2 = nullptr;
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size_t mem_size = 1024;
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if (opt.topology == "mixed") {
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HIP_CHECK(hipMalloc(&d_mem1, mem_size));
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HIP_CHECK(hipMalloc(&d_mem2, mem_size));
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}
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int width = (opt.topology == "straight" || opt.topology == "hexagon") ? 1 : opt.width;
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const long long nodes_total = (opt.topology == "hexagon") ?
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opt.straight_nodes + 2 * opt.parallel_nodes : (1LL * width * opt.length);
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if (opt.topology == "straight") {
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hipGraphNode_t prev{};
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for (int i = 0; i < opt.length; ++i) {
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if (i == 0) {
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prev = add_kernel_node(graph, nullptr, 0, opt.kernel_duration_us);
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} else {
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hipGraphNode_t n = add_kernel_node(graph, &prev, 1, opt.kernel_duration_us);
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prev = n;
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}
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}
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} else if (opt.topology == "parallel") {
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for (int w = 0; w < width; ++w) {
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hipGraphNode_t prev{};
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for (int i = 0; i < opt.length; ++i) {
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if (i == 0) {
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prev = add_kernel_node(graph, nullptr, 0, opt.kernel_duration_us);
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} else {
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hipGraphNode_t n = add_kernel_node(graph, &prev, 1, opt.kernel_duration_us);
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prev = n;
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}
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}
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}
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} else if (opt.topology == "mixed") {
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// Pattern: memset -> 3 kernels -> memcpy -> 2 kernels -> empty -> 3 kernels -> memset
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std::vector<hipGraphNode_t> all_nodes;
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std::vector<std::string> node_types;
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std::vector<int> kernel_batches;
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hipGraphNode_t prev{};
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int kernel_count = 0;
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int current_batch_size = 0;
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int batch_number = 0;
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for (int i = 0; i < opt.length; ++i) {
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std::string node_type;
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if (i == 0) {
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// Start with memset
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prev = add_memset_node(graph, nullptr, 0, d_mem1, 0, mem_size);
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all_nodes.push_back(prev);
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node_type = "memset";
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if (current_batch_size > 0) {
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kernel_batches.push_back(current_batch_size);
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current_batch_size = 0;
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batch_number++;
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}
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} else {
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int step = i % 9; // 9-step pattern
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if (step == 1 || step == 2 || step == 3) {
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// 3 consecutive kernels
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hipGraphNode_t n = add_kernel_node(graph, &prev, 1, opt.kernel_duration_us);
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all_nodes.push_back(n);
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prev = n;
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node_type = "kernel";
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kernel_count++;
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current_batch_size++;
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} else if (step == 4) {
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// memcpy (breaks batching)
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if (current_batch_size > 0) {
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kernel_batches.push_back(current_batch_size);
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current_batch_size = 0;
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batch_number++;
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}
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hipGraphNode_t n = add_memcpy_node(graph, &prev, 1, d_mem2, d_mem1, mem_size);
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all_nodes.push_back(n);
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prev = n;
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node_type = "memcpy";
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} else if (step == 5 || step == 6) {
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// 2 consecutive kernels
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hipGraphNode_t n = add_kernel_node(graph, &prev, 1, opt.kernel_duration_us);
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all_nodes.push_back(n);
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prev = n;
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node_type = "kernel";
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kernel_count++;
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current_batch_size++;
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} else if (step == 7) {
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// empty node
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if (current_batch_size > 0) {
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kernel_batches.push_back(current_batch_size);
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current_batch_size = 0;
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batch_number++;
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}
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hipGraphNode_t n = add_empty_node(graph, &prev, 1);
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all_nodes.push_back(n);
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prev = n;
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node_type = "empty";
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} else if (step == 8 || step == 0) {
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// kernel nodes
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hipGraphNode_t n = add_kernel_node(graph, &prev, 1, opt.kernel_duration_us);
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all_nodes.push_back(n);
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prev = n;
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node_type = "kernel";
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kernel_count++;
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current_batch_size++;
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}
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}
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node_types.push_back(node_type);
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}
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if (current_batch_size > 0) {
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kernel_batches.push_back(current_batch_size);
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}
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CONSOLE_PRINT("\nMixed topology summary:");
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CONSOLE_PRINT("Total nodes: %d", opt.length);
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CONSOLE_PRINT("Kernel nodes: %d", kernel_count);
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CONSOLE_PRINT("Non-kernel nodes: %d", opt.length - kernel_count);
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} else if (opt.topology == "hexagon") {
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CONSOLE_PRINT("Building hexagon topology: %d straight + %d parallel + %d straight nodes",
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opt.straight_nodes, opt.parallel_nodes, opt.straight_nodes);
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const int parallel_path_length = opt.parallel_nodes;
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const int parallel_paths = 2;
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int straight_nodes = opt.straight_nodes;
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int before_split = straight_nodes / 2;
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int after_join = straight_nodes - before_split;
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std::vector<hipGraphNode_t> nodes;
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// Step 1: straight line before split
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hipGraphNode_t last_before_split = {};
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for (int i = 0; i < before_split; ++i) {
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if (i == 0) {
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last_before_split = add_kernel_node(graph, nullptr, 0, opt.kernel_duration_us);
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} else {
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hipGraphNode_t n = add_kernel_node(graph, &last_before_split, 1, opt.kernel_duration_us);
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last_before_split = n;
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}
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nodes.push_back(last_before_split);
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}
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// Step 2: parallel paths
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std::vector<hipGraphNode_t> path_ends(parallel_paths);
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for (int path = 0; path < parallel_paths; ++path) {
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hipGraphNode_t prev = last_before_split;
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for (int i = 0; i < parallel_path_length; ++i) {
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hipGraphNode_t* deps = (before_split > 0) ? &prev : nullptr;
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size_t numDeps = (before_split > 0) ? 1 : 0;
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if (i == 0 && before_split > 0) {
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deps = &last_before_split;
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numDeps = 1;
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}
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hipGraphNode_t n = add_kernel_node(graph, deps, numDeps, opt.kernel_duration_us);
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nodes.push_back(n);
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prev = n;
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}
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path_ends[path] = prev;
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}
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// Step 3: straight line after join
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if (after_join > 0) {
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hipGraphNode_t join_node = add_kernel_node(graph, path_ends.data(), path_ends.size(), opt.kernel_duration_us);
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nodes.push_back(join_node);
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hipGraphNode_t prev = join_node;
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for (int i = 1; i < after_join; ++i) {
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hipGraphNode_t n = add_kernel_node(graph, &prev, 1, opt.kernel_duration_us);
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nodes.push_back(n);
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prev = n;
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}
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}
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CONSOLE_PRINT("Hexagon topology created: %d total nodes", (int)nodes.size());
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}
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// Instantiate
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hipGraphExec_t gexec{};
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auto t_inst_begin = std::chrono::steady_clock::now();
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HIP_CHECK(hipGraphInstantiate(&gexec, graph, nullptr, nullptr, 0));
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auto t_inst_end = std::chrono::steady_clock::now();
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double instantiation_us = std::chrono::duration<double, std::micro>(t_inst_end - t_inst_begin).count();
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if (opt.preupload) {
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HIP_CHECK(hipGraphUpload(gexec, stream));
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HIP_CHECK(hipStreamSynchronize(stream));
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}
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// Warmup
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for (int i = 0; i < opt.warmup; ++i) {
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HIP_CHECK(hipGraphLaunch(gexec, stream));
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HIP_CHECK(hipDeviceSynchronize());
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}
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// First launch timing
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auto t_first_begin = std::chrono::steady_clock::now();
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HIP_CHECK(hipGraphLaunch(gexec, stream));
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auto t_first_end = std::chrono::steady_clock::now();
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HIP_CHECK(hipStreamSynchronize(stream));
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auto t_e2e_end = std::chrono::steady_clock::now();
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double first_launch_cpu_us = std::chrono::duration<double, std::micro>(t_first_end - t_first_begin).count();
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double first_e2e_us = std::chrono::duration<double, std::micro>(t_e2e_end - t_first_begin).count();
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// Repeat launches
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std::vector<double> cpu_over_us;
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cpu_over_us.reserve(opt.repeats);
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double device_us_sum = 0.0;
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hipEvent_t evt_start{}, evt_stop{};
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HIP_CHECK(hipEventCreate(&evt_start));
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HIP_CHECK(hipEventCreate(&evt_stop));
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for (int r = 0; r < opt.repeats; ++r) {
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HIP_CHECK(hipEventRecord(evt_start, stream));
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auto t0 = std::chrono::steady_clock::now();
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HIP_CHECK(hipGraphLaunch(gexec, stream));
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auto t1 = std::chrono::steady_clock::now();
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HIP_CHECK(hipEventRecord(evt_stop, stream));
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HIP_CHECK(hipEventSynchronize(evt_stop));
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float ms = 0.0f;
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HIP_CHECK(hipEventElapsedTime(&ms, evt_start, evt_stop));
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device_us_sum += (double)ms * 1000.0;
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cpu_over_us.push_back(std::chrono::duration<double, std::micro>(t1 - t0).count());
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}
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HIP_CHECK(hipEventDestroy(evt_start));
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HIP_CHECK(hipEventDestroy(evt_stop));
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// Calculate statistics
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double repeat_cpu_avg_us = 0.0;
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for (double v : cpu_over_us) repeat_cpu_avg_us += v;
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repeat_cpu_avg_us /= opt.repeats;
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double repeat_cpu_p50_us = 0.0, repeat_cpu_p99_us = 0.0;
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if (!cpu_over_us.empty()) {
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std::sort(cpu_over_us.begin(), cpu_over_us.end());
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repeat_cpu_p50_us = cpu_over_us[cpu_over_us.size() * 50 / 100];
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repeat_cpu_p99_us = cpu_over_us[cpu_over_us.size() * 99 / 100];
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}
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double repeat_device_avg_us = device_us_sum / opt.repeats;
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auto per_node_ns = [&](double total_us) -> double {
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return (total_us * 1000.0) / nodes_total;
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};
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// Print results
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CONSOLE_PRINT("\nHIP Graph Performance Results");
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CONSOLE_PRINT("=============================");
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CONSOLE_PRINT("Device : %s", prop.name);
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CONSOLE_PRINT("Topology : %s | width=%d length=%d | nodes_total=%lld",
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opt.topology.c_str(), width, opt.length, nodes_total);
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CONSOLE_PRINT("Kernel duration: %u | repeats=%d | warmup=%d\n",
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opt.kernel_duration_us, opt.repeats, opt.warmup);
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CONSOLE_PRINT("%-32s %14s %s", "Metric", "Total", "Per-node");
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CONSOLE_PRINT("%s", std::string(64, '-').c_str());
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CONSOLE_PRINT("%-32s %11.3f us (%9.1f ns/node)", "Instantiation", instantiation_us, per_node_ns(instantiation_us));
|
||||
CONSOLE_PRINT("%-32s %11.3f us (%9.1f ns/node)", "First launch CPU", first_launch_cpu_us, per_node_ns(first_launch_cpu_us));
|
||||
CONSOLE_PRINT("%-32s %11.3f us (%9.1f ns/node)", "First launch end-to-end", first_e2e_us, per_node_ns(first_e2e_us));
|
||||
CONSOLE_PRINT("%-32s %11.3f us (%9.1f ns/node)", "Repeat launch CPU avg", repeat_cpu_avg_us, per_node_ns(repeat_cpu_avg_us));
|
||||
CONSOLE_PRINT("%-32s %11.3f us (%9.1f ns/node)", "Repeat launch CPU p50", repeat_cpu_p50_us, per_node_ns(repeat_cpu_p50_us));
|
||||
CONSOLE_PRINT("%-32s %11.3f us (%9.1f ns/node)", "Repeat launch CPU p99", repeat_cpu_p99_us, per_node_ns(repeat_cpu_p99_us));
|
||||
CONSOLE_PRINT("%-32s %11.3f us (%9.1f ns/node)", "Device runtime avg(Events)", repeat_device_avg_us, per_node_ns(repeat_device_avg_us));
|
||||
|
||||
// Cleanup
|
||||
if (opt.topology == "mixed") {
|
||||
if (d_mem1) HIP_CHECK(hipFree(d_mem1));
|
||||
if (d_mem2) HIP_CHECK(hipFree(d_mem2));
|
||||
}
|
||||
|
||||
HIP_CHECK(hipGraphExecDestroy(gexec));
|
||||
HIP_CHECK(hipGraphDestroy(graph));
|
||||
HIP_CHECK(hipStreamDestroy(stream));
|
||||
}
|
||||
|
||||
/**
|
||||
* Test straight topology graph performance
|
||||
*/
|
||||
TEST_CASE("Perf_GraphTopology_Straight") {
|
||||
TestOptions opt;
|
||||
opt.topology = "straight";
|
||||
opt.length = 50;
|
||||
opt.repeats = 5;
|
||||
opt.warmup = 2;
|
||||
run_graph_topology_test(opt);
|
||||
}
|
||||
|
||||
/**
|
||||
* Test parallel topology graph performance
|
||||
*/
|
||||
TEST_CASE("Perf_GraphTopology_Parallel") {
|
||||
TestOptions opt;
|
||||
opt.topology = "parallel";
|
||||
opt.length = 25;
|
||||
opt.width = 4;
|
||||
opt.repeats = 5;
|
||||
opt.warmup = 2;
|
||||
run_graph_topology_test(opt);
|
||||
}
|
||||
|
||||
/**
|
||||
* Test hexagon topology graph performance
|
||||
*/
|
||||
TEST_CASE("Perf_GraphTopology_Hexagon") {
|
||||
TestOptions opt;
|
||||
opt.topology = "hexagon";
|
||||
opt.straight_nodes = 20;
|
||||
opt.parallel_nodes = 8;
|
||||
opt.repeats = 5;
|
||||
opt.warmup = 2;
|
||||
run_graph_topology_test(opt);
|
||||
}
|
||||
|
||||
/**
|
||||
* Test mixed topology graph performance
|
||||
*/
|
||||
TEST_CASE("Perf_GraphTopology_Mixed") {
|
||||
TestOptions opt;
|
||||
opt.topology = "mixed";
|
||||
opt.length = 27; // 3 cycles of 9-step pattern
|
||||
opt.repeats = 5;
|
||||
opt.warmup = 2;
|
||||
run_graph_topology_test(opt);
|
||||
}
|
||||
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