#include "ggml.h" #include "ggml-backend.h" #include #include #include #include #include #include #define MAX_NARGS 2 int main(int argc, char *argv[]) { int n_threads = 4; int n_rounds = 100; if (argc > 1) { n_threads = std::atoi(argv[1]); } if (argc > 2) { n_rounds = std::atoi(argv[2]); } struct ggml_init_params params = { /* .mem_size = */ 1024*1024*1024, /* .mem_buffer = */ NULL, /* .no_alloc = */ false, }; struct ggml_context * ctx = ggml_init(params); // Create graph struct ggml_cgraph * gf = ggml_new_graph(ctx); // Lots of small, parallel ops where barriers in between will dominate struct ggml_tensor * out = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, 64); for (int i = 0; i < 1000; i++) { struct ggml_tensor * a = ggml_new_tensor_2d(ctx, GGML_TYPE_Q4_0, 64, 128); out = ggml_mul_mat(ctx, a, out); struct ggml_tensor * d = ggml_new_tensor_2d(ctx, GGML_TYPE_Q4_0, 128, 64); out = ggml_mul_mat(ctx, d, out); } ggml_build_forward_expand(gf, out); int n_nodes = ggml_graph_n_nodes(gf); // Create threadpool struct ggml_threadpool_params tpp = ggml_threadpool_params_default(n_threads); struct ggml_threadpool* threadpool = ggml_threadpool_new(&tpp); if (!threadpool) { fprintf(stderr, "threadpool create failed : n_threads %d\n", n_threads); exit(1); } // Create compute plan struct ggml_cplan cplan = ggml_graph_plan(gf, n_threads, threadpool); std::vector work_data(cplan.work_size); cplan.work_data = work_data.data(); std::cerr << "graph-compute with" << "\n n_threads: " << n_threads << "\n n_nodes: " << n_nodes << "\n n_rounds: " << n_rounds << "\n"; // ggml_graph_print(gf); // Warmup ggml_graph_compute(gf, &cplan); auto t0 = std::chrono::high_resolution_clock::now(); for (int i=0; i < n_rounds; i++) { ggml_graph_compute(gf, &cplan); } auto t1 = std::chrono::high_resolution_clock::now(); auto usec = std::chrono::duration_cast(t1-t0).count(); auto nsec = std::chrono::duration_cast(t1-t0).count(); std::cerr << "graph-compute took " << usec << " usec " << "\n " << (float) usec / n_rounds << " usec per-iter" << "\n " << (float) nsec / (n_rounds * n_nodes) << " nsec per-node" << "\n"; ggml_threadpool_free(threadpool); ggml_free(ctx); return 0; }