/* ************************************************************************ * 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 "testing_common.hpp" //The Template parameter Ti, Tex and To is to test the special cases where the input/compute/output types could be HSH (Half, single, half), HSS (Half, single, single), // TST (rocblas_bfloat16, single, rocblas_bfloat16), TSS (rocblas_bfloat16, single, single) // Ti==Tex==To (float, double, rocblas_complex_float, rocblas_complex double) template void testing_gemv_batched_bad_arg(const Arguments& arg) { auto rocblas_gemv_batched_fn = arg.api & c_API_FORTRAN ? rocblas_gemv_batched : rocblas_gemv_batched; auto rocblas_gemv_batched_fn_64 = arg.api & c_API_FORTRAN ? rocblas_gemv_batched_64 : rocblas_gemv_batched_64; for(auto pointer_mode : {rocblas_pointer_mode_host, rocblas_pointer_mode_device}) { rocblas_local_handle handle{arg}; CHECK_ROCBLAS_ERROR(rocblas_set_pointer_mode(handle, pointer_mode)); const rocblas_operation transA = rocblas_operation_none; const int64_t M = 100; const int64_t N = 100; const int64_t lda = 100; const int64_t incx = 1; const int64_t incy = 1; const int64_t batch_count = 2; DEVICE_MEMCHECK(device_vector, alpha_d, (1)); DEVICE_MEMCHECK(device_vector, beta_d, (1)); DEVICE_MEMCHECK(device_vector, zero_d, (1)); DEVICE_MEMCHECK(device_vector, one_d, (1)); const Tex alpha_h(1), beta_h(1), zero_h(0), one_h(1); const Tex* alpha = &alpha_h; const Tex* beta = &beta_h; const Tex* zero = &zero_h; const Tex* one = &one_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(zero_d, zero, sizeof(*zero), hipMemcpyHostToDevice)); zero = zero_d; CHECK_HIP_ERROR(hipMemcpy(one_d, one, sizeof(*one), hipMemcpyHostToDevice)); one = one_d; } // Allocate device memory DEVICE_MEMCHECK(device_batch_matrix, dA, (M, N, lda, batch_count)); DEVICE_MEMCHECK(device_batch_vector, dx, (N, incx, batch_count)); DEVICE_MEMCHECK(device_batch_vector, dy, (N, incx, batch_count)); DAPI_EXPECT(rocblas_status_invalid_handle, rocblas_gemv_batched_fn, (nullptr, transA, M, N, alpha, dA.ptr_on_device(), lda, dx.ptr_on_device(), incx, beta, dy.ptr_on_device(), incy, batch_count)); DAPI_EXPECT(rocblas_status_invalid_value, rocblas_gemv_batched_fn, (handle, (rocblas_operation)rocblas_fill_full, M, N, alpha, dA.ptr_on_device(), lda, dx.ptr_on_device(), incx, beta, dy.ptr_on_device(), incy, batch_count)); DAPI_EXPECT(rocblas_status_invalid_pointer, rocblas_gemv_batched_fn, (handle, transA, M, N, nullptr, dA.ptr_on_device(), lda, dx.ptr_on_device(), incx, beta, dy.ptr_on_device(), incy, batch_count)); DAPI_EXPECT(rocblas_status_invalid_pointer, rocblas_gemv_batched_fn, (handle, transA, M, N, alpha, dA.ptr_on_device(), lda, dx.ptr_on_device(), incx, nullptr, dy.ptr_on_device(), incy, batch_count)); if(pointer_mode == rocblas_pointer_mode_host) { DAPI_EXPECT(rocblas_status_invalid_pointer, rocblas_gemv_batched_fn, (handle, transA, M, N, alpha, nullptr, lda, dx.ptr_on_device(), incx, beta, dy.ptr_on_device(), incy, batch_count)); DAPI_EXPECT(rocblas_status_invalid_pointer, rocblas_gemv_batched_fn, (handle, transA, M, N, alpha, dA.ptr_on_device(), lda, nullptr, incx, beta, dy.ptr_on_device(), incy, batch_count)); DAPI_EXPECT(rocblas_status_invalid_pointer, rocblas_gemv_batched_fn, (handle, transA, M, N, alpha, dA.ptr_on_device(), lda, dx.ptr_on_device(), incx, beta, nullptr, incy, batch_count)); } // If M==0, then all pointers may be nullptr without error DAPI_CHECK(rocblas_gemv_batched_fn, (handle, transA, 0, N, nullptr, nullptr, lda, nullptr, incx, nullptr, nullptr, incy, batch_count)); // If N==0, then all pointers may be nullptr without error DAPI_CHECK(rocblas_gemv_batched_fn, (handle, transA, M, 0, nullptr, nullptr, lda, nullptr, incx, nullptr, nullptr, incy, batch_count)); // If alpha==0, then A and X may be nullptr without error DAPI_CHECK(rocblas_gemv_batched_fn, (handle, transA, M, N, zero, nullptr, lda, nullptr, incx, beta, dy.ptr_on_device(), incy, batch_count)); // If alpha==0 && beta==1, then A, X and Y may be nullptr without error DAPI_CHECK(rocblas_gemv_batched_fn, (handle, transA, M, N, zero, nullptr, lda, nullptr, incx, one, nullptr, incy, batch_count)); // If batch_count==0, then all pointers may be nullptr without error DAPI_CHECK(rocblas_gemv_batched_fn, (handle, transA, M, N, nullptr, nullptr, lda, nullptr, incx, nullptr, nullptr, incy, 0)); } } //The Template parameter Ti, Tex and To is to test the special cases where the input/compute/output types could be HSH (Half, single, half), HSS (Half, single, single), // TST (rocblas_bfloat16, single, rocblas_bfloat16), TSS (rocblas_bfloat16, single, single) // Ti==Tex==To (float, double, rocblas_complex_float, rocblas_complex double) template void testing_gemv_batched(const Arguments& arg) { auto rocblas_gemv_batched_fn = arg.api & c_API_FORTRAN ? rocblas_gemv_batched : rocblas_gemv_batched; auto rocblas_gemv_batched_fn_64 = arg.api & c_API_FORTRAN ? rocblas_gemv_batched_64 : rocblas_gemv_batched_64; int64_t M = arg.M; int64_t N = arg.N; int64_t lda = arg.lda; int64_t incx = arg.incx; int64_t incy = arg.incy; Tex h_alpha = arg.get_alpha(); Tex h_beta = arg.get_beta(); rocblas_operation transA = char2rocblas_operation(arg.transA); int64_t batch_count = arg.batch_count; bool ab_striding = arg.alpha_beta_stride; int64_t alpha_stride = ab_striding ? arg.stride_c : 0; int64_t beta_stride = ab_striding ? arg.stride_d : 0; rocblas_local_handle handle{arg}; // argument sanity check before allocating invalid memory bool invalid_size = M < 0 || N < 0 || lda < M || lda < 1 || !incx || !incy || batch_count < 0; if(invalid_size || !M || !N || !batch_count) { DAPI_EXPECT(invalid_size ? rocblas_status_invalid_size : rocblas_status_success, rocblas_gemv_batched_fn, (handle, transA, M, N, nullptr, nullptr, lda, nullptr, incx, nullptr, nullptr, incy, batch_count)); return; } size_t dim_x; size_t dim_y; if(transA == rocblas_operation_none) { dim_x = N; dim_y = M; } else { dim_x = M; dim_y = N; } // Naming: `h` is in CPU (host) memory(eg hA), `d` is in GPU (device) memory (eg dA). // Allocate host memory HOST_MEMCHECK(host_batch_matrix, hA, (M, N, lda, batch_count)); HOST_MEMCHECK(host_batch_vector, hx, (dim_x, incx, batch_count)); HOST_MEMCHECK(host_batch_vector, hy, (dim_y, incy, batch_count)); HOST_MEMCHECK(host_batch_vector, hy_gold, (dim_y, incy, batch_count)); HOST_MEMCHECK(host_vector, halpha, (batch_count, alpha_stride)); HOST_MEMCHECK(host_vector, hbeta, (batch_count, beta_stride)); // Allocate device memory DEVICE_MEMCHECK(device_batch_matrix, dA, (M, N, lda, batch_count)); DEVICE_MEMCHECK(device_batch_vector, dx, (dim_x, incx, batch_count)); DEVICE_MEMCHECK(device_batch_vector, dy, (dim_y, incy, batch_count)); DEVICE_MEMCHECK(device_vector, d_alpha, (batch_count, alpha_stride)); DEVICE_MEMCHECK(device_vector, d_beta, (batch_count, beta_stride)); // Initialize data on host memory rocblas_init_matrix( hA, arg, rocblas_client_alpha_sets_nan, rocblas_client_general_matrix, true); rocblas_init_vector(hx, arg, rocblas_client_alpha_sets_nan, false, true); rocblas_init_vector(hy, arg, rocblas_client_beta_sets_nan); rocblas_init_vector_alternating_sign(halpha, h_alpha); rocblas_init_vector_alternating_sign(hbeta, h_beta); hy_gold.copy_from(hy); CHECK_HIP_ERROR(dA.transfer_from(hA)); CHECK_HIP_ERROR(dx.transfer_from(hx)); CHECK_HIP_ERROR(dy.transfer_from(hy)); double cpu_time_used; double error_host; double error_device; /* ===================================================================== ROCBLAS =================================================================== */ if(arg.unit_check || arg.norm_check) { if(arg.pointer_mode_host) { CHECK_ROCBLAS_ERROR(rocblas_set_pointer_mode(handle, rocblas_pointer_mode_host)); handle.pre_test(arg); DAPI_CHECK(rocblas_gemv_batched_fn, (handle, transA, M, N, &h_alpha, dA.ptr_on_device(), lda, dx.ptr_on_device(), incx, &h_beta, dy.ptr_on_device(), incy, batch_count)); handle.post_test(arg); CHECK_HIP_ERROR(hy.transfer_from(dy)); } if(arg.pointer_mode_device) { CHECK_HIP_ERROR(d_alpha.transfer_from(halpha)); CHECK_HIP_ERROR(d_beta.transfer_from(hbeta)); CHECK_HIP_ERROR(dy.transfer_from(hy_gold)); CHECK_ROCBLAS_ERROR(rocblas_set_pointer_mode(handle, rocblas_pointer_mode_device)); handle.pre_test(arg); DAPI_CHECK(rocblas_gemv_batched_fn, (handle, transA, M, N, d_alpha, dA.ptr_on_device(), lda, dx.ptr_on_device(), incx, d_beta, dy.ptr_on_device(), incy, batch_count)); handle.post_test(arg); if(arg.repeatability_check) { //Transfer original results from device to host CHECK_HIP_ERROR(hy.transfer_from(dy)); //Host buffer to store results subsequent iterations HOST_MEMCHECK(host_batch_vector, hy_copy, (dim_y, incy, batch_count)); // 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 DEVICE_MEMCHECK(device_batch_matrix, dA_copy, (M, N, lda, batch_count)); DEVICE_MEMCHECK(device_batch_vector, dx_copy, (dim_x, incx, batch_count)); DEVICE_MEMCHECK(device_batch_vector, dy_copy, (dim_y, incy, batch_count)); DEVICE_MEMCHECK(device_vector, d_alpha_copy, (batch_count, alpha_stride)); DEVICE_MEMCHECK(device_vector, d_beta_copy, (batch_count, beta_stride)); CHECK_HIP_ERROR(dA_copy.transfer_from(hA)); CHECK_HIP_ERROR(dx_copy.transfer_from(hx)); CHECK_HIP_ERROR(d_alpha_copy.transfer_from(halpha)); CHECK_HIP_ERROR(d_beta_copy.transfer_from(hbeta)); CHECK_ROCBLAS_ERROR( rocblas_set_pointer_mode(handle_copy, rocblas_pointer_mode_device)); for(int runs = 0; runs < arg.iters; runs++) { CHECK_HIP_ERROR(dy_copy.transfer_from(hy_gold)); DAPI_CHECK(rocblas_gemv_batched_fn, (handle_copy, transA, M, N, d_alpha_copy, dA_copy.ptr_on_device(), lda, dx_copy.ptr_on_device(), incx, d_beta_copy, dy_copy.ptr_on_device(), incy, batch_count)); CHECK_HIP_ERROR(hy_copy.transfer_from(dy_copy)); unit_check_general(1, dim_y, incy, hy, hy_copy, batch_count); } } return; } } // CPU BLAS cpu_time_used = get_time_us_no_sync(); for(int64_t b = 0; b < batch_count; ++b) { ref_gemv(transA, M, N, halpha[b * alpha_stride], hA[b], lda, hx[b], incx, hbeta[b * beta_stride], hy_gold[b], incy); } cpu_time_used = get_time_us_no_sync() - cpu_time_used; auto compare_hy_to_gold = [&] { if(arg.unit_check) { bool use_near = reduction_requires_near(arg, dim_x); if(use_near) { const double tol = dim_x * sum_error_tolerance; near_check_general(1, dim_y, incy, hy_gold, hy, batch_count, tol); } else { unit_check_general(1, dim_y, incy, hy_gold, hy, batch_count); } } double error = 0; if(arg.norm_check) error = norm_check_general('F', 1, dim_y, incy, hy_gold, hy, batch_count); return error; }; if(arg.pointer_mode_host) { error_host = compare_hy_to_gold(); } if(arg.pointer_mode_device) { CHECK_HIP_ERROR(hy.transfer_from(dy)); error_device = compare_hy_to_gold(); } } if(arg.timing) { double gpu_time_used; 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)); Tex* alpha = &h_alpha; Tex* beta = &h_beta; if(arg.alpha_beta_stride) { CHECK_ROCBLAS_ERROR(rocblas_set_pointer_mode(handle, rocblas_pointer_mode_device)); CHECK_HIP_ERROR(d_alpha.transfer_from(halpha)); CHECK_HIP_ERROR(d_beta.transfer_from(hbeta)); alpha = d_alpha; beta = d_beta; handle.pre_test(arg); } hipStream_t stream; CHECK_ROCBLAS_ERROR(rocblas_get_stream(handle, &stream)); for(int iter = 0; iter < total_calls; iter++) { if(iter == number_cold_calls) gpu_time_used = get_time_us_sync(stream); DAPI_DISPATCH(rocblas_gemv_batched_fn, (handle, transA, M, N, alpha, dA.ptr_on_device(), lda, dx.ptr_on_device(), incx, beta, dy.ptr_on_device(), incy, batch_count)); } gpu_time_used = get_time_us_sync(stream) - gpu_time_used; if(arg.alpha_beta_stride) { handle.post_test(arg); } ArgumentModel{} .log_args(rocblas_cout, arg, gpu_time_used, gemv_gflop_count(transA, M, N), gemv_gbyte_count(transA, M, N), cpu_time_used, error_host, error_device); } }