/* ************************************************************************ * 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 "cblas_interface.hpp" #include "client_utility.hpp" #include "flops.hpp" #include "near.hpp" #include "norm.hpp" #include "rocblas.hpp" #include "rocblas_init.hpp" #include "rocblas_math.hpp" #include "rocblas_matrix.hpp" #include "rocblas_random.hpp" #include "rocblas_test.hpp" #include "rocblas_vector.hpp" #include "unit.hpp" #include "blas3/rocblas_trtri.hpp" template void testing_trtri_batched_bad_arg(const Arguments& arg) { auto rocblas_trtri_batched_fn = arg.api & c_API_FORTRAN ? rocblas_trtri_batched : rocblas_trtri_batched; rocblas_local_handle handle{arg}; const rocblas_int N = 100; const rocblas_int lda = 100; const rocblas_int batch_count = 2; const rocblas_fill uplo = rocblas_fill_upper; const rocblas_diagonal diag = rocblas_diagonal_non_unit; // Allocate device memory DEVICE_MEMCHECK(device_batch_matrix, dA, (N, N, lda, batch_count)); DEVICE_MEMCHECK(device_batch_matrix, dinvA, (N, N, lda, batch_count)); EXPECT_ROCBLAS_STATUS(rocblas_trtri_batched_fn(handle, rocblas_fill_full, diag, N, dA.ptr_on_device(), lda, dinvA.ptr_on_device(), lda, batch_count), rocblas_status_invalid_value); EXPECT_ROCBLAS_STATUS(rocblas_trtri_batched_fn(handle, uplo, (rocblas_diagonal)rocblas_side_both, N, dA.ptr_on_device(), lda, dinvA.ptr_on_device(), lda, batch_count), rocblas_status_invalid_value); // check for invalid sizes EXPECT_ROCBLAS_STATUS(rocblas_trtri_batched_fn(handle, uplo, diag, -1, dA.ptr_on_device(), lda, dinvA.ptr_on_device(), lda, batch_count), rocblas_status_invalid_size); EXPECT_ROCBLAS_STATUS( rocblas_trtri_batched_fn( handle, uplo, diag, N, dA.ptr_on_device(), lda, dinvA.ptr_on_device(), lda, -1), rocblas_status_invalid_size); EXPECT_ROCBLAS_STATUS(rocblas_trtri_batched_fn(handle, uplo, diag, N, dA.ptr_on_device(), lda - 1, dinvA.ptr_on_device(), lda, batch_count), rocblas_status_invalid_size); EXPECT_ROCBLAS_STATUS(rocblas_trtri_batched_fn(handle, uplo, diag, N, dA.ptr_on_device(), lda, dinvA.ptr_on_device(), lda - 1, batch_count), rocblas_status_invalid_size); // nullptr tests EXPECT_ROCBLAS_STATUS(rocblas_trtri_batched_fn(nullptr, uplo, diag, N, dA.ptr_on_device(), lda, dinvA.ptr_on_device(), lda, batch_count), rocblas_status_invalid_handle); EXPECT_ROCBLAS_STATUS( rocblas_trtri_batched_fn( handle, uplo, diag, N, nullptr, lda, dinvA.ptr_on_device(), lda, batch_count), rocblas_status_invalid_pointer); EXPECT_ROCBLAS_STATUS( rocblas_trtri_batched_fn( handle, uplo, diag, N, dA.ptr_on_device(), lda, nullptr, lda, batch_count), rocblas_status_invalid_pointer); // quick return: If N==0, then all pointers can be nullptr without error EXPECT_ROCBLAS_STATUS( rocblas_trtri_batched_fn(handle, uplo, diag, 0, nullptr, lda, nullptr, lda, batch_count), rocblas_status_success); // quick return: If batch_count==0, then all pointers can be nullptr without error EXPECT_ROCBLAS_STATUS( rocblas_trtri_batched_fn(handle, uplo, diag, N, nullptr, lda, nullptr, lda, 0), rocblas_status_success); } template void testing_trtri_batched(const Arguments& arg) { auto rocblas_trtri_batched_fn = arg.api & c_API_FORTRAN ? rocblas_trtri_batched : rocblas_trtri_batched; rocblas_int N = arg.N; rocblas_int lda = arg.lda; rocblas_int batch_count = arg.batch_count; char char_uplo = arg.uplo; char char_diag = arg.diag; // char_uplo = 'U'; rocblas_fill uplo = char2rocblas_fill(char_uplo); rocblas_diagonal diag = char2rocblas_diagonal(char_diag); // for internal interface testing: using ldc/ldd as offsets const bool internal_api = arg.api == INTERNAL; rocblas_stride offsetA = internal_api ? arg.ldc : 0; rocblas_stride offsetinvA = internal_api ? arg.ldd : 0; rocblas_local_handle handle{arg}; // argument sanity check, quick return if input parameters are invalid before allocating invalid bool invalid_size = N < 0 || lda < N || batch_count < 0; if(invalid_size || batch_count == 0) { EXPECT_ROCBLAS_STATUS(rocblas_trtri_batched_fn( handle, uplo, diag, N, nullptr, lda, nullptr, lda, batch_count), invalid_size ? rocblas_status_invalid_size : rocblas_status_success); return; } // 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, (N, N, lda, batch_count)); HOST_MEMCHECK(host_batch_matrix, hB, (N, N, lda, batch_count)); HOST_MEMCHECK(host_batch_matrix, hA_2, (N, N, lda, batch_count)); // Allocate device memory DEVICE_MEMCHECK(device_batch_matrix, dA, (N, N, lda, batch_count, false, offsetA)); DEVICE_MEMCHECK(device_batch_matrix, dinvA, (N, N, lda, batch_count, false, offsetinvA)); // Initial Data on CPU //Explicitly set the unused side of matrix `hA` to 0 when using it for temp storage. //Used rocblas_client_triangular_matrix type initialization, which will ensure the unused side is set to 0 or could be done manually rocblas_init_matrix( hA, arg, rocblas_client_never_set_nan, rocblas_client_triangular_matrix, true, true); for(size_t b = 0; b < batch_count; b++) { for(size_t i = 0; i < N; i++) { for(size_t j = 0; j < N; j++) { T* A = hA[b]; A[i + j * lda] *= 0.01; if(j % 2) A[i + j * lda] *= -1; if(i == j) { if(diag == rocblas_diagonal_unit) A[i + j * lda] = 1.0; // need to preprocess matrix for clbas_trtri else A[i + j * lda] *= 100.0; } } } } hB.copy_from(hA); // copy data from CPU to device CHECK_HIP_ERROR(dA.transfer_from(hA)); CHECK_HIP_ERROR(dinvA.transfer_from(hA)); double gpu_time_used, cpu_time_used; gpu_time_used = cpu_time_used = 0.0; double rocblas_error_out, rocblas_error_in; if(!ROCBLAS_REALLOC_ON_DEMAND) { // Compute size CHECK_ROCBLAS_ERROR(rocblas_start_device_memory_size_query(handle)); CHECK_ALLOC_QUERY(rocblas_trtri_batched_fn(handle, uplo, diag, N, dA.ptr_on_device(), lda, dinvA.ptr_on_device(), lda, batch_count)); // Test in place CHECK_ALLOC_QUERY(rocblas_trtri_batched_fn( handle, uplo, diag, N, dA.ptr_on_device(), lda, dA.ptr_on_device(), lda, batch_count)); size_t size; CHECK_ROCBLAS_ERROR(rocblas_stop_device_memory_size_query(handle, &size)); // Allocate memory CHECK_ROCBLAS_ERROR(rocblas_set_device_memory_size(handle, size)); } /* ===================================================================== ROCBLAS =================================================================== */ if(arg.unit_check || arg.norm_check) { // Test out of place handle.pre_test(arg); if(arg.api != INTERNAL) { CHECK_ROCBLAS_ERROR(rocblas_trtri_batched_fn(handle, uplo, diag, N, dA.ptr_on_device(), lda, dinvA.ptr_on_device(), lda, batch_count)); if(arg.repeatability_check) { HOST_MEMCHECK(host_batch_matrix, hA_copy, (N, N, lda, batch_count)); CHECK_HIP_ERROR(hA.transfer_from(dinvA)); // 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_batch_matrix, dA_copy, (N, N, lda, batch_count, false, offsetA)); DEVICE_MEMCHECK(device_batch_matrix, dinvA_copy, (N, N, lda, batch_count, false, offsetinvA)); for(int runs = 0; runs < arg.iters; runs++) { CHECK_HIP_ERROR(dA_copy.transfer_from(hB)); CHECK_HIP_ERROR(dinvA_copy.transfer_from(hB)); CHECK_ROCBLAS_ERROR(rocblas_trtri_batched_fn(handle_copy, uplo, diag, N, dA_copy.ptr_on_device(), lda, dinvA_copy.ptr_on_device(), lda, batch_count)); CHECK_HIP_ERROR(hA_copy.transfer_from(dinvA_copy)); unit_check_general(N, N, lda, hA, hA_copy, batch_count); } } return; } } else { rocblas_stride strideA = arg.stride_a; rocblas_stride strideinvA = arg.stride_b; rocblas_stride subStride = 0; rocblas_int sub_batch_count = 1; size_t work_el = rocblas_internal_trtri_temp_elements(N, batch_count); DEVICE_MEMCHECK(device_batch_vector, workspace_arr, (work_el, 1, batch_count)); CHECK_ROCBLAS_ERROR( rocblas_internal_trtri_batched_template(handle, uplo, diag, N, (const T* const*)dA.ptr_on_device(), -offsetA, lda, strideA, subStride, (T* const*)dinvA.ptr_on_device(), -offsetinvA, lda, strideinvA, subStride, batch_count, sub_batch_count, (T* const*)workspace_arr.ptr_on_device())); } handle.post_test(arg); // Test in place handle.pre_test(arg); if(arg.api != INTERNAL) { CHECK_ROCBLAS_ERROR(rocblas_trtri_batched_fn(handle, uplo, diag, N, dA.ptr_on_device(), lda, dA.ptr_on_device(), lda, batch_count)); } else { rocblas_stride strideA = arg.stride_a; rocblas_stride subStride = 0; rocblas_int sub_batch_count = 1; size_t work_el = rocblas_internal_trtri_temp_elements(N, batch_count); DEVICE_MEMCHECK(device_batch_vector, workspace_arr, (work_el, 1, batch_count)); CHECK_ROCBLAS_ERROR( rocblas_internal_trtri_batched_template(handle, uplo, diag, N, (const T* const*)dA.ptr_on_device(), -offsetA, lda, strideA, subStride, (T* const*)dA.ptr_on_device(), -offsetA, lda, strideA, subStride, batch_count, sub_batch_count, (T* const*)workspace_arr.ptr_on_device())); } handle.post_test(arg); // copy output from device to CPU CHECK_HIP_ERROR(hA.transfer_from(dinvA)); /* ===================================================================== CPU BLAS =================================================================== */ if(arg.timing) cpu_time_used = get_time_us_no_sync(); // CBLAS doesn't have trtri implementation so using the LAPACK trtri for(size_t b = 0; b < batch_count; b++) ref_lapack_xtrtri(char_uplo, char_diag, N, hB[b], lda); if(arg.timing) cpu_time_used = get_time_us_no_sync() - cpu_time_used; // test out-of-place const double rel_error = trtri_tolerance(N); if(arg.unit_check) near_check_general(N, N, lda, hB, hA, batch_count, rel_error); if(arg.norm_check) rocblas_error_out = norm_check_symmetric('F', char_uplo, N, lda, hB, hA, batch_count); // test in-place CHECK_HIP_ERROR(hA.transfer_from(dA)); if(arg.unit_check) near_check_general(N, N, lda, hB, hA, batch_count, rel_error); if(arg.norm_check) rocblas_error_in = norm_check_symmetric('F', char_uplo, N, lda, hB, hA, batch_count); } if(arg.timing) { int number_cold_calls = arg.cold_iters; int total_calls = number_cold_calls + arg.iters; hipStream_t stream; CHECK_ROCBLAS_ERROR(rocblas_get_stream(handle, &stream)); for(int i = 0; i < total_calls; i++) { if(i == number_cold_calls) gpu_time_used = get_time_us_sync(stream); rocblas_trtri_batched_fn(handle, uplo, diag, N, dA.ptr_on_device(), lda, dinvA.ptr_on_device(), lda, batch_count); } gpu_time_used = get_time_us_sync(stream) - gpu_time_used; ArgumentModel{}.log_args( rocblas_cout, arg, gpu_time_used, trtri_gflop_count(N), ArgumentLogging::NA_value, cpu_time_used, rocblas_error_out, rocblas_error_in); } }