/* ************************************************************************ * Copyright (C) 2018-2025 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 cop- * ies 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 IM- * PLIED, 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 CONNE- * CTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. * * ************************************************************************ */ #pragma once #include "blas3/rocblas_gemm.hpp" #include "frequency_monitor.hpp" #include "testing_common.hpp" template void testing_gemm_bad_arg(const Arguments& arg) { auto rocblas_gemm_fn = arg.api & c_API_FORTRAN ? rocblas_gemm : rocblas_gemm; auto rocblas_gemm_fn_64 = arg.api & c_API_FORTRAN ? rocblas_gemm_64 : rocblas_gemm_64; for(auto pointer_mode : {rocblas_pointer_mode_host, rocblas_pointer_mode_device}) { const int64_t M = 100; const int64_t N = 101; const int64_t K = 102; const int64_t lda = 103; const int64_t ldb = 103; const int64_t ldc = 103; DEVICE_MEMCHECK(device_vector, alpha_d, (1)); DEVICE_MEMCHECK(device_vector, beta_d, (1)); DEVICE_MEMCHECK(device_vector, one_d, (1)); DEVICE_MEMCHECK(device_vector, zero_d, (1)); const T alpha_h(1), beta_h(2), one_h(1), zero_h(0); const T* alpha = &alpha_h; const T* beta = &beta_h; const T* one = &one_h; const T* zero = &zero_h; if(pointer_mode == rocblas_pointer_mode_device) { CHECK_HIP_ERROR(hipMemcpy(alpha_d, alpha, sizeof(*alpha), hipMemcpyHostToDevice)); alpha = alpha_d; CHECK_HIP_ERROR(hipMemcpy(beta_d, beta, sizeof(*beta), hipMemcpyHostToDevice)); beta = beta_d; CHECK_HIP_ERROR(hipMemcpy(one_d, one, sizeof(*one), hipMemcpyHostToDevice)); one = one_d; CHECK_HIP_ERROR(hipMemcpy(zero_d, zero, sizeof(*zero), hipMemcpyHostToDevice)); zero = zero_d; } const rocblas_operation transA = rocblas_operation_none; const rocblas_operation transB = rocblas_operation_none; int64_t A_row = transA == rocblas_operation_none ? M : std::max(K, int64_t(1)); int64_t A_col = transA == rocblas_operation_none ? std::max(K, int64_t(1)) : M; int64_t B_row = transB == rocblas_operation_none ? std::max(K, int64_t(1)) : N; int64_t B_col = transB == rocblas_operation_none ? N : std::max(K, int64_t(1)); rocblas_local_handle handle{arg}; CHECK_ROCBLAS_ERROR(rocblas_set_pointer_mode(handle, pointer_mode)); // Allocate device memory DEVICE_MEMCHECK(device_matrix, dA, (A_row, A_col, lda)); DEVICE_MEMCHECK(device_matrix, dB, (B_row, B_col, ldb)); DEVICE_MEMCHECK(device_matrix, dC, (M, N, ldc)); // clang-format off // check for invalid enum DAPI_EXPECT(rocblas_status_invalid_value, rocblas_gemm_fn, ( handle, (rocblas_operation) rocblas_side_both, transB, M, N, K, nullptr, nullptr, lda, nullptr, ldb, nullptr, nullptr, ldc) ); DAPI_EXPECT(rocblas_status_invalid_value, rocblas_gemm_fn, ( handle, transA, (rocblas_operation) rocblas_side_both, M, N, K, nullptr, nullptr, lda, nullptr, ldb, beta, nullptr, ldc) ); // check for invalid size DAPI_EXPECT(rocblas_status_invalid_size, rocblas_gemm_fn, ( handle, transA, transB, -1, N, K, nullptr, nullptr, lda, nullptr, ldb, nullptr, nullptr, ldc) ); DAPI_EXPECT(rocblas_status_invalid_size, rocblas_gemm_fn, ( handle, transA, transB, M, -1, K, nullptr, nullptr, lda, nullptr, ldb, nullptr, nullptr, ldc) ); DAPI_EXPECT(rocblas_status_invalid_size, rocblas_gemm_fn, ( handle, transA, transB, M, N, -1, nullptr, nullptr, lda, nullptr, ldb, nullptr, nullptr, ldc) ); // check for invalid leading dimension DAPI_EXPECT(rocblas_status_invalid_size, rocblas_gemm_fn, ( handle, rocblas_operation_none, rocblas_operation_none, M, N, K, nullptr, nullptr, M-1, nullptr, ldb, nullptr, nullptr, ldc) ); DAPI_EXPECT(rocblas_status_invalid_size, rocblas_gemm_fn, ( handle, rocblas_operation_none, rocblas_operation_none, M, N, K, nullptr, nullptr, lda, nullptr, K-1, nullptr, nullptr, ldc) ); DAPI_EXPECT(rocblas_status_invalid_size, rocblas_gemm_fn, ( handle, rocblas_operation_transpose, rocblas_operation_transpose, M, N, K, nullptr, nullptr, K-1, nullptr, ldb, nullptr, nullptr, ldc) ); DAPI_EXPECT(rocblas_status_invalid_size, rocblas_gemm_fn, ( handle, rocblas_operation_transpose, rocblas_operation_transpose, M, N, K, nullptr, nullptr, lda, nullptr, N-1, nullptr, nullptr, ldc) ); DAPI_EXPECT(rocblas_status_invalid_size, rocblas_gemm_fn, ( handle, transA, transB, M, N, K, nullptr, nullptr, lda, nullptr, ldb, nullptr, nullptr, M-1) ); // check that nullptr gives rocblas_status_invalid_handle or rocblas_status_invalid_pointer DAPI_EXPECT(rocblas_status_invalid_handle, rocblas_gemm_fn, ( nullptr, transA, transB, M, N, K, alpha, dA, lda, dB, ldb, beta, dC, ldc) ); DAPI_EXPECT(rocblas_status_invalid_pointer, rocblas_gemm_fn, ( handle, transA, transB, M, N, K, nullptr, dA, lda, dB, ldb, beta, dC, ldc) ); DAPI_EXPECT(rocblas_status_invalid_pointer, rocblas_gemm_fn, ( handle, transA, transB, M, N, K, alpha, nullptr, lda, dB, ldb, beta, dC, ldc) ); DAPI_EXPECT(rocblas_status_invalid_pointer, rocblas_gemm_fn, ( handle, transA, transB, M, N, K, alpha, dA, lda, nullptr, ldb, beta, dC, ldc) ); DAPI_EXPECT(rocblas_status_invalid_pointer, rocblas_gemm_fn, ( handle, transA, transB, M, N, K, alpha, dA, lda, dB, ldb, nullptr, dC, ldc) ); DAPI_EXPECT(rocblas_status_invalid_pointer, rocblas_gemm_fn, ( handle, transA, transB, M, N, K, alpha, dA, lda, dB, ldb, beta, nullptr, ldc) ); // If M==0, then all pointers can be nullptr without issue. DAPI_CHECK(rocblas_gemm_fn, (handle, transA, transB, 0, N, K, nullptr, nullptr, lda, nullptr, ldb, nullptr, nullptr, ldc)); // If N==0, then all pointers can be nullptr without issue. DAPI_CHECK(rocblas_gemm_fn, (handle, transA, transB, M, 0, K, nullptr, nullptr, lda, nullptr, ldb, nullptr, nullptr, ldc)); // If alpha==0 && beta==1, then A, B and C can be nullptr without issue. DAPI_CHECK(rocblas_gemm_fn, (handle, transA, transB, M, N, K, zero, nullptr, lda, nullptr, ldb, one, nullptr, ldc)); // the following tests still output to C // If K==0, then A and B can be nullptr without issue. DAPI_CHECK(rocblas_gemm_fn, (handle, transA, transB, M, N, 0, alpha, nullptr, lda, nullptr, ldb, beta, dC, ldc)); // If alpha==0, then A and B can be nullptr without issue. DAPI_CHECK(rocblas_gemm_fn, (handle, transA, transB, M, N, K, zero, nullptr, lda, nullptr, ldb, beta, dC, ldc)); // clang-format on } } template void testing_gemm(const Arguments& arg) { auto rocblas_gemm_fn = arg.api & c_API_FORTRAN ? rocblas_gemm : rocblas_gemm; auto rocblas_gemm_fn_64 = arg.api & c_API_FORTRAN ? rocblas_gemm_64 : rocblas_gemm_64; rocblas_local_handle handle{arg}; int64_t M = arg.M; int64_t N = arg.N; int64_t K = arg.K; int64_t lda = arg.lda; int64_t ldb = arg.ldb; int64_t ldc = arg.ldc; T h_alpha = arg.get_alpha(); T h_beta = arg.get_beta(); rocblas_operation transA = char2rocblas_operation(arg.transA); rocblas_operation transB = char2rocblas_operation(arg.transB); bool HMM = arg.HMM; int64_t A_row = transA == rocblas_operation_none ? M : std::max(K, int64_t(1)); int64_t A_col = transA == rocblas_operation_none ? std::max(K, int64_t(1)) : M; int64_t B_row = transB == rocblas_operation_none ? std::max(K, int64_t(1)) : N; int64_t B_col = transB == rocblas_operation_none ? N : std::max(K, int64_t(1)); rocblas_math_mode math_mode = rocblas_math_mode(arg.math_mode); CHECK_ROCBLAS_ERROR(rocblas_set_math_mode(handle, math_mode)); CHECK_ROCBLAS_ERROR(rocblas_get_math_mode(handle, &math_mode)); // check here to prevent undefined memory allocation error // Note: K==0 is not an early exit, since C still needs to be multiplied by beta bool invalid_size = M < 0 || N < 0 || K < 0 || lda < A_row || ldb < B_row || ldc < M; if(invalid_size) { DAPI_EXPECT(rocblas_status_invalid_size, rocblas_gemm_fn, (handle, transA, transB, M, N, K, nullptr, nullptr, lda, nullptr, ldb, nullptr, nullptr, ldc)); return; } double cpu_time_used = 0.0; double rocblas_error = 0.0, error_hst_ptr = 0.0, error_dev_ptr = 0.0; #ifdef ROCBLAS_BENCH if(rocblas_internal_tensile_debug_skip_launch()) { DEVICE_MEMCHECK(device_vector, dA, (1)); DEVICE_MEMCHECK(device_vector, dB, (1)); DEVICE_MEMCHECK(device_vector, dC, (1)); DAPI_CHECK(rocblas_gemm_fn, (handle, transA, transB, M, N, K, &h_alpha, dA, lda, dB, ldb, &h_beta, dC, ldc)); return; } #endif // Naming: `h` is in CPU (host) memory(eg hA), `d` is in GPU (device) memory (eg dA). // Allocate host memory HOST_MEMCHECK(host_matrix, hA, (A_row, A_col, lda)); HOST_MEMCHECK(host_matrix, hB, (B_row, B_col, ldb)); HOST_MEMCHECK(host_matrix, hC_1, (M, N, ldc)); // Allocate device memory DEVICE_MEMCHECK(device_matrix, dA, (A_row, A_col, lda, HMM)); DEVICE_MEMCHECK(device_matrix, dB, (B_row, B_col, ldb, HMM)); DEVICE_MEMCHECK(device_matrix, dC, (M, N, ldc, HMM)); DEVICE_MEMCHECK(device_vector, d_alpha, (1, 1, HMM)); DEVICE_MEMCHECK(device_vector, d_beta, (1, 1, HMM)); // Initialize data on host memory rocblas_init_matrix( hA, arg, rocblas_client_alpha_sets_nan, rocblas_client_general_matrix, true); rocblas_init_matrix( hB, arg, rocblas_client_alpha_sets_nan, rocblas_client_general_matrix, false, true); rocblas_init_matrix(hC_1, arg, rocblas_client_beta_sets_nan, rocblas_client_general_matrix); // copy data from CPU to device CHECK_HIP_ERROR(dA.transfer_from(hA)); CHECK_HIP_ERROR(dB.transfer_from(hB)); CHECK_HIP_ERROR(dC.transfer_from(hC_1)); if(arg.unit_check || arg.norm_check) { HOST_MEMCHECK(host_matrix, hC_gold, (M, N, ldc)); hC_gold = hC_1; // ROCBLAS rocblas_pointer_mode_host if(arg.pointer_mode_host) { CHECK_ROCBLAS_ERROR(rocblas_set_pointer_mode(handle, rocblas_pointer_mode_host)); handle.pre_test(arg); if(arg.api != INTERNAL) { DAPI_CHECK(rocblas_gemm_fn, (handle, transA, transB, M, N, K, &h_alpha, dA, lda, dB, ldb, &h_beta, dC, ldc)); } else { // using arg.stride_x,y,d for offset testing rocblas_stride offsetA = arg.stride_x; rocblas_stride offsetB = arg.stride_y; rocblas_stride offsetC = arg.stride_d; constexpr rocblas_stride strideA = 0, strideB = 0, strideC = 0; constexpr int64_t batch_count = 1; CHECK_ROCBLAS_ERROR(rocblas_internal_gemm_template(handle, transA, transB, M, N, K, &h_alpha, (const T*)dA + offsetA, -offsetA, lda, strideA, (const T*)dB + offsetB, -offsetB, ldb, strideB, &h_beta, (T*)dC + offsetC, -offsetC, ldc, strideC, batch_count)); } handle.post_test(arg); CHECK_HIP_ERROR(hC_1.transfer_from(dC)); } if(arg.pointer_mode_device) { // gold has copy of hC1 CHECK_HIP_ERROR(dC.transfer_from(hC_gold)); CHECK_HIP_ERROR(hipMemcpy(d_alpha, &h_alpha, sizeof(T), hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(d_beta, &h_beta, sizeof(T), hipMemcpyHostToDevice)); // ROCBLAS rocblas_pointer_mode_device CHECK_ROCBLAS_ERROR(rocblas_set_pointer_mode(handle, rocblas_pointer_mode_device)); DAPI_CHECK( rocblas_gemm_fn, (handle, transA, transB, M, N, K, d_alpha, dA, lda, dB, ldb, d_beta, dC, ldc)); if(arg.repeatability_check) { HOST_MEMCHECK(host_matrix, hC_1_copy, (M, N, ldc)); CHECK_HIP_ERROR(hC_1.transfer_from(dC)); // multi-GPU support int device_id, device_count; CHECK_HIP_ERROR(limit_device_count(device_count, (int)arg.devices)); for(int dev_id = 0; dev_id < device_count; dev_id++) { CHECK_HIP_ERROR(hipGetDevice(&device_id)); if(device_id != dev_id) CHECK_HIP_ERROR(hipSetDevice(dev_id)); //New rocblas handle for new device rocblas_local_handle handle_copy{arg}; //Allocate device memory in new device DEVICE_MEMCHECK(device_matrix, dA_copy, (A_row, A_col, lda, HMM)); DEVICE_MEMCHECK(device_matrix, dB_copy, (B_row, B_col, ldb, HMM)); DEVICE_MEMCHECK(device_matrix, dC_copy, (M, N, ldc, HMM)); DEVICE_MEMCHECK(device_vector, d_alpha_copy, (1)); DEVICE_MEMCHECK(device_vector, d_beta_copy, (1)); // copy data from CPU to device CHECK_HIP_ERROR(dA_copy.transfer_from(hA)); CHECK_HIP_ERROR(dB_copy.transfer_from(hB)); CHECK_HIP_ERROR( hipMemcpy(d_alpha_copy, &h_alpha, sizeof(T), hipMemcpyHostToDevice)); CHECK_HIP_ERROR( hipMemcpy(d_beta_copy, &h_beta, sizeof(T), hipMemcpyHostToDevice)); CHECK_ROCBLAS_ERROR( rocblas_set_pointer_mode(handle_copy, rocblas_pointer_mode_device)); for(int runs = 0; runs < arg.iters; runs++) { CHECK_HIP_ERROR(dC_copy.transfer_from(hC_gold)); DAPI_CHECK(rocblas_gemm_fn, (handle_copy, transA, transB, M, N, K, d_alpha_copy, dA_copy, lda, dB_copy, ldb, d_beta_copy, dC_copy, ldc)); CHECK_HIP_ERROR(hC_1_copy.transfer_from(dC_copy)); unit_check_general(M, N, ldc, hC_1, hC_1_copy); } } return; } } // For the xf32 xdl math op, cast type of A/B from float to xfloat32 . if(std::is_same{} && math_mode == rocblas_xf32_xdl_math_op) { type_to_xdl_math_op_type(hA.data(), hA.size()); type_to_xdl_math_op_type(hB.data(), hB.size()); } // now we can recycle gold matrix for reference purposes cpu_time_used = get_time_us_no_sync(); ref_gemm(transA, transB, M, N, K, h_alpha, hA, lda, hB, ldb, h_beta, (T*)hC_gold, ldc); cpu_time_used = get_time_us_no_sync() - cpu_time_used; //releasing already used host memory hA = host_matrix(); hB = host_matrix(); auto compare_to_gold = [&] { if(arg.unit_check) { if(std::is_same_v && (rocblas_handle(handle)->getArchMajor() == 11)) { const double tol = K * sum_error_tolerance_for_gfx11; near_check_general(M, N, ldc, hC_gold, hC_1, tol); } else if(reduction_requires_near(arg, K)) { const double tol = K * sum_error_tolerance; near_check_general(M, N, ldc, hC_gold, hC_1, tol); } else { unit_check_general(M, N, ldc, hC_gold, hC_1); } } double error = 0; if(arg.norm_check) { error = std::abs(norm_check_general('F', M, N, ldc, (T*)hC_gold, (T*)hC_1)); } return error; }; // check error and norm if(arg.pointer_mode_host) { error_hst_ptr = compare_to_gold(); } if(arg.pointer_mode_device) { // fetch device mode GPU results CHECK_HIP_ERROR(hC_1.transfer_from(dC)); error_dev_ptr = compare_to_gold(); } rocblas_error = error_dev_ptr > error_hst_ptr ? error_dev_ptr : error_hst_ptr; } if(arg.timing) { double gpu_time_used = 0.0; int number_cold_calls = arg.cold_iters; int total_calls = number_cold_calls + arg.iters; CHECK_ROCBLAS_ERROR(rocblas_set_pointer_mode(handle, rocblas_pointer_mode_host)); hipStream_t stream; CHECK_ROCBLAS_ERROR(rocblas_get_stream(handle, &stream)); FrequencyMonitor& freq_monitor = getFrequencyMonitor(); freq_monitor.start(); for(int i = 0; i < total_calls; i++) { if(i == number_cold_calls) gpu_time_used = get_time_us_sync(stream); // in microseconds DAPI_DISPATCH( rocblas_gemm_fn, (handle, transA, transB, M, N, K, &h_alpha, dA, lda, dB, ldb, &h_beta, dC, ldc)); } gpu_time_used = get_time_us_sync(stream) - gpu_time_used; freq_monitor.stop(); ArgumentModel{} .log_args(rocblas_cout, arg, gpu_time_used, gemm_gflop_count(M, N, K), ArgumentLogging::NA_value, cpu_time_used, rocblas_error, ArgumentLogging::NA_value, ArgumentLogging::NA_value, ArgumentLogging::NA_value); } }