derek.holloway
7502bf64a4
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576 lines
21 KiB
C++
576 lines
21 KiB
C++
/* ************************************************************************
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* Copyright (C) 2025 Advanced Micro Devices, Inc. All rights Reserved.
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*
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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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*
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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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*
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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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* ************************************************************************ */
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#include "testing.hpp"
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template <typename I, typename T>
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void testing_sptrsm_coo_bad_arg(const Arguments& arg)
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{
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//
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// Bad args of sptrsm is already tested in testing_sptrsm_csr_bad_arg
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//
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}
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template <typename I, typename T>
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void testing_sptrsm_coo(const Arguments& arg)
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{
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I M = arg.M;
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I N = arg.N;
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if(M != N)
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{
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return;
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}
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const I K = arg.K;
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const rocsparse_operation trans_A = arg.transA;
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const rocsparse_operation trans_B = arg.transB;
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const rocsparse_index_base base = arg.baseA;
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const rocsparse_spsm_alg alg = arg.spsm_alg;
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const rocsparse_diag_type diag = arg.diag;
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const rocsparse_fill_mode uplo = arg.uplo;
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const rocsparse_order order_B = arg.orderB;
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const rocsparse_order order_C = arg.orderC;
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const rocsparse_int ld_multiplier_B = arg.ld_multiplier_B;
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const rocsparse_int ld_multiplier_C = arg.ld_multiplier_C;
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// In the generic routines, C is always non-transposed (op(A) * C = op(B))
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const rocsparse_operation trans_C = rocsparse_operation_none;
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// const host_scalar<T> halpha(arg.get_alpha<T>());
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const host_scalar<T> halpha(1);
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// Index and data type
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const rocsparse_datatype ttype = get_datatype<T>();
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// Create rocsparse handle
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rocsparse_local_handle handle(arg);
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rocsparse_matrix_factory<T, I, I> matrix_factory(arg);
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// Sample matrix
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// Allocate host memory for matrix
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host_coo_matrix<T, I> hA;
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// Sample matrix
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matrix_factory.init_coo(hA, M, N, base);
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// Non-squared matrices are not supported
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if(M != N)
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{
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return;
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}
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const I nnz_A = hA.nnz;
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//
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// Scale values.
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//
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{
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const size_t size = nnz_A;
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floating_data_t<T> mx = floating_data_t<T>(0);
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for(size_t i = 0; i < size; ++i)
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{
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mx = std::max(mx, std::abs(hA.val[i]));
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}
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mx = (mx != floating_data_t<T>(0)) ? floating_data_t<T>(1.0) / mx : floating_data_t<T>(1.0);
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for(size_t i = 0; i < size; ++i)
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{
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hA.val[i] *= mx;
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}
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}
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const I B_m = (trans_B == rocsparse_operation_none) ? M : K;
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const I B_n = (trans_B == rocsparse_operation_none) ? K : M;
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const I C_m = M;
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const I C_n = K;
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const int64_t ldb = std::max(
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int64_t(1),
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((order_B == rocsparse_order_column)
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? ((trans_B == rocsparse_operation_none) ? (int64_t(ld_multiplier_B) * M)
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: (int64_t(ld_multiplier_B) * K))
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: ((trans_B == rocsparse_operation_none) ? (int64_t(ld_multiplier_B) * K)
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: (int64_t(ld_multiplier_B) * M))));
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const int64_t ldc
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= std::max(int64_t(1),
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((order_C == rocsparse_order_column) ? (int64_t(ld_multiplier_C) * M)
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: (int64_t(ld_multiplier_C) * K)));
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const int64_t nrowB = (order_B == rocsparse_order_column) ? ldb : B_m;
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const int64_t ncolB = (order_B == rocsparse_order_column) ? B_n : ldb;
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const int64_t nrowC = (order_C == rocsparse_order_column) ? ldc : C_m;
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const int64_t ncolC = (order_C == rocsparse_order_column) ? C_n : ldc;
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// Allocate host memory for vectors
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host_dense_matrix<T> hB(nrowB, ncolB);
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{
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host_dense_matrix<T> htemp(B_m, B_n);
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rocsparse_matrix_utils::init(htemp);
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if(order_B == rocsparse_order_column)
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{
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for(I j = 0; j < B_n; j++)
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{
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for(I i = 0; i < B_m; i++)
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{
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hB[i + ldb * j] = htemp[i + B_m * j];
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}
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}
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}
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else
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{
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for(I i = 0; i < B_m; i++)
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{
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for(I j = 0; j < B_n; j++)
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{
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hB[ldb * i + j] = htemp[B_n * i + j];
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}
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}
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}
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}
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host_dense_matrix<T> hC(nrowC, ncolC);
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memset(hC, 0, sizeof(T) * nrowC * ncolC);
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// Copy B to C
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if(order_B == rocsparse_order_column)
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{
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if(trans_B == rocsparse_operation_none)
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{
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if(order_C == rocsparse_order_column)
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{
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for(I j = 0; j < B_n; j++)
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{
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for(I i = 0; i < B_m; i++)
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{
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hC[i + ldc * j] = hB[i + ldb * j];
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}
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}
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}
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else
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{
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for(I j = 0; j < B_n; j++)
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{
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for(I i = 0; i < B_m; i++)
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{
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hC[i * ldc + j] = hB[i + ldb * j];
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}
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}
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}
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}
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else
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{
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if(order_C == rocsparse_order_column)
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{
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for(I j = 0; j < B_n; j++)
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{
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for(I i = 0; i < B_m; i++)
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{
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hC[i * ldc + j] = hB[i + ldb * j];
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}
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}
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}
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else
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{
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for(I j = 0; j < B_n; j++)
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{
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for(I i = 0; i < B_m; i++)
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{
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hC[i + ldc * j] = hB[i + ldb * j];
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}
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}
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}
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}
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}
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else
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{
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if(trans_B == rocsparse_operation_none)
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{
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if(order_C == rocsparse_order_column)
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{
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for(I j = 0; j < B_n; j++)
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{
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for(I i = 0; i < B_m; i++)
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{
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hC[i + ldc * j] = hB[ldb * i + j];
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}
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}
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}
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else
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{
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for(I j = 0; j < B_n; j++)
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{
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for(I i = 0; i < B_m; i++)
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{
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hC[i * ldc + j] = hB[ldb * i + j];
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}
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}
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}
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}
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else
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{
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if(order_C == rocsparse_order_column)
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{
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for(I j = 0; j < B_n; j++)
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{
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for(I i = 0; i < B_m; i++)
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{
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hC[i * ldc + j] = hB[ldb * i + j];
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}
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}
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}
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else
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{
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for(I j = 0; j < B_n; j++)
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{
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for(I i = 0; i < B_m; i++)
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{
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hC[i + ldc * j] = hB[ldb * i + j];
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}
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}
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}
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}
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}
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if(trans_B == rocsparse_operation_conjugate_transpose)
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{
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if(order_C == rocsparse_order_column)
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{
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for(I j = 0; j < C_n; j++)
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{
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for(I i = 0; i < C_m; i++)
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{
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hC[i + ldc * j] = rocsparse_conj<T>(hC[i + ldc * j]);
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}
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}
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}
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else
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{
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for(I i = 0; i < C_m; i++)
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{
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for(I j = 0; j < C_n; j++)
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{
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hC[ldc * i + j] = rocsparse_conj<T>(hC[ldc * i + j]);
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}
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}
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}
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}
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// Allocate device memory
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device_coo_matrix<T, I> dA(hA);
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device_dense_matrix<T> dB(hB);
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device_dense_matrix<T> dC(nrowC, ncolC);
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CHECK_HIP_ERROR(hipMemset(dC, 0, sizeof(T) * nrowC * ncolC));
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device_scalar<T> dalpha(halpha);
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// Create descriptors
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rocsparse_local_spmat A(dA);
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rocsparse_local_dnmat B(B_m, B_n, ldb, dB, ttype, order_B);
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rocsparse_local_dnmat C(C_m, C_n, ldc, dC, ttype, order_C);
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rocsparse_error* p_error = nullptr;
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CHECK_ROCSPARSE_ERROR(
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rocsparse_spmat_set_attribute(A, rocsparse_spmat_fill_mode, &uplo, sizeof(uplo)));
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CHECK_ROCSPARSE_ERROR(
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rocsparse_spmat_set_attribute(A, rocsparse_spmat_diag_type, &diag, sizeof(diag)));
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rocsparse_sptrsm_descr sptrsm_descr;
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CHECK_ROCSPARSE_ERROR(rocsparse_create_sptrsm_descr(&sptrsm_descr));
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//
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// Set algorithm.
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//
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{
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const rocsparse_sptrsm_alg alg = rocsparse_sptrsm_alg_default;
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CHECK_ROCSPARSE_ERROR(rocsparse_sptrsm_set_input(
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handle, sptrsm_descr, rocsparse_sptrsm_input_alg, &alg, sizeof(alg), p_error));
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}
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//
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// Set operation A
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//
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{
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const rocsparse_operation operation_A = trans_A;
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CHECK_ROCSPARSE_ERROR(rocsparse_sptrsm_set_input(handle,
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sptrsm_descr,
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rocsparse_sptrsm_input_operation_A,
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&operation_A,
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sizeof(operation_A),
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p_error));
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}
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//
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// Set operation B
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//
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{
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const rocsparse_operation operation_X = trans_B;
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CHECK_ROCSPARSE_ERROR(rocsparse_sptrsm_set_input(handle,
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sptrsm_descr,
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rocsparse_sptrsm_input_operation_X,
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&operation_X,
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sizeof(operation_X),
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p_error));
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}
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//
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// Set scalar datatype.
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//
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{
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const rocsparse_datatype scalar_datatype = ttype;
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CHECK_ROCSPARSE_ERROR(rocsparse_sptrsm_set_input(handle,
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sptrsm_descr,
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rocsparse_sptrsm_input_scalar_datatype,
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&scalar_datatype,
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sizeof(scalar_datatype),
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p_error));
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}
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{
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const rocsparse_datatype compute_datatype = ttype;
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CHECK_ROCSPARSE_ERROR(rocsparse_sptrsm_set_input(handle,
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sptrsm_descr,
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rocsparse_sptrsm_input_compute_datatype,
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&compute_datatype,
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sizeof(compute_datatype),
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p_error));
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}
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{
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const rocsparse_analysis_policy apol = arg.apol;
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CHECK_ROCSPARSE_ERROR(rocsparse_sptrsm_set_input(handle,
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sptrsm_descr,
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rocsparse_sptrsm_input_analysis_policy,
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&apol,
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sizeof(apol),
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p_error));
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}
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{
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size_t buffer_size_in_bytes;
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CHECK_ROCSPARSE_ERROR(rocsparse_sptrsm_buffer_size(handle,
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sptrsm_descr,
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A,
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B,
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C,
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rocsparse_sptrsm_stage_analysis,
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&buffer_size_in_bytes,
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p_error));
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void* buffer;
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CHECK_HIP_ERROR(rocsparse_hipMalloc(&buffer, buffer_size_in_bytes));
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CHECK_ROCSPARSE_ERROR(rocsparse_sptrsm(handle,
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sptrsm_descr,
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A,
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B,
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C,
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rocsparse_sptrsm_stage_analysis,
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buffer_size_in_bytes,
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buffer,
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p_error));
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CHECK_HIP_ERROR(rocsparse_hipFree(buffer));
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}
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if(arg.unit_check)
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{
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// CPU
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I analysis_pivot = -1;
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I solve_pivot = -1;
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host_coosm<I, T>(M,
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K,
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nnz_A,
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trans_A,
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trans_C,
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halpha[0],
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hA.row_ind,
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hA.col_ind,
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hA.val,
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hC,
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ldc,
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order_C,
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diag,
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uplo,
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base,
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&analysis_pivot,
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&solve_pivot);
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CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
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CHECK_ROCSPARSE_ERROR(rocsparse_sptrsm_set_input(handle,
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sptrsm_descr,
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rocsparse_sptrsm_input_scalar_alpha,
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halpha,
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sizeof(const T*),
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p_error));
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size_t buffer_size_in_bytes;
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CHECK_ROCSPARSE_ERROR(rocsparse_sptrsm_buffer_size(handle,
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sptrsm_descr,
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A,
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B,
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C,
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rocsparse_sptrsm_stage_compute,
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&buffer_size_in_bytes,
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p_error));
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void* buffer;
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CHECK_HIP_ERROR(rocsparse_hipMalloc(&buffer, buffer_size_in_bytes));
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CHECK_ROCSPARSE_ERROR(rocsparse_sptrsm(handle,
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sptrsm_descr,
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A,
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B,
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C,
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rocsparse_sptrsm_stage_compute,
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buffer_size_in_bytes,
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buffer,
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p_error));
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CHECK_HIP_ERROR(hipDeviceSynchronize());
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if(ROCSPARSE_REPRODUCIBILITY)
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{
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rocsparse_reproducibility::save("dC_host", dC);
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}
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if(analysis_pivot == -1 && solve_pivot == -1)
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{
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hC.near_check(dC);
|
|
}
|
|
|
|
//
|
|
// Reset.
|
|
//
|
|
CHECK_HIP_ERROR(hipMemset(dC, 0, sizeof(T) * nrowC * ncolC));
|
|
|
|
// Solve on device
|
|
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device));
|
|
|
|
CHECK_ROCSPARSE_ERROR(rocsparse_sptrsm_set_input(handle,
|
|
sptrsm_descr,
|
|
rocsparse_sptrsm_input_scalar_alpha,
|
|
dalpha,
|
|
sizeof(const T*),
|
|
p_error));
|
|
|
|
CHECK_ROCSPARSE_ERROR(rocsparse_sptrsm(handle,
|
|
sptrsm_descr,
|
|
A,
|
|
B,
|
|
C,
|
|
rocsparse_sptrsm_stage_compute,
|
|
buffer_size_in_bytes,
|
|
buffer,
|
|
p_error));
|
|
CHECK_HIP_ERROR(hipDeviceSynchronize());
|
|
|
|
if(ROCSPARSE_REPRODUCIBILITY)
|
|
{
|
|
rocsparse_reproducibility::save("dC_device", dC);
|
|
}
|
|
|
|
if(analysis_pivot == -1 && solve_pivot == -1)
|
|
{
|
|
hC.near_check(dC);
|
|
}
|
|
CHECK_HIP_ERROR(rocsparse_hipFree(buffer));
|
|
}
|
|
|
|
if(arg.timing)
|
|
{
|
|
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
|
|
CHECK_ROCSPARSE_ERROR(rocsparse_sptrsm_set_input(handle,
|
|
sptrsm_descr,
|
|
rocsparse_sptrsm_input_scalar_alpha,
|
|
halpha,
|
|
sizeof(const T*),
|
|
p_error));
|
|
|
|
size_t buffer_size_in_bytes;
|
|
CHECK_ROCSPARSE_ERROR(rocsparse_sptrsm_buffer_size(handle,
|
|
sptrsm_descr,
|
|
A,
|
|
B,
|
|
C,
|
|
rocsparse_sptrsm_stage_compute,
|
|
&buffer_size_in_bytes,
|
|
p_error));
|
|
|
|
void* buffer;
|
|
CHECK_HIP_ERROR(rocsparse_hipMalloc(&buffer, buffer_size_in_bytes));
|
|
|
|
const double gpu_time_used
|
|
= rocsparse_clients::run_benchmark(arg,
|
|
rocsparse_sptrsm,
|
|
handle,
|
|
sptrsm_descr,
|
|
A,
|
|
B,
|
|
C,
|
|
rocsparse_sptrsm_stage_compute,
|
|
buffer_size_in_bytes,
|
|
buffer,
|
|
p_error);
|
|
|
|
CHECK_HIP_ERROR(rocsparse_hipFree(buffer));
|
|
|
|
const double gflop_count = spsv_gflop_count(M, nnz_A, diag) * K;
|
|
const double gpu_gflops = get_gpu_gflops(gpu_time_used, gflop_count);
|
|
|
|
const double gbyte_count = csrsv_gbyte_count<T>(M, nnz_A) * K;
|
|
const double gpu_gbyte = get_gpu_gbyte(gpu_time_used, gbyte_count);
|
|
|
|
display_timing_info(display_key_t::M,
|
|
M,
|
|
display_key_t::nnz_A,
|
|
nnz_A,
|
|
display_key_t::nrhs,
|
|
K,
|
|
display_key_t::alpha,
|
|
halpha,
|
|
display_key_t::algorithm,
|
|
rocsparse_spsmalg2string(alg),
|
|
display_key_t::gflops,
|
|
gpu_gflops,
|
|
display_key_t::bandwidth,
|
|
gpu_gbyte,
|
|
display_key_t::time_ms,
|
|
get_gpu_time_msec(gpu_time_used));
|
|
}
|
|
CHECK_ROCSPARSE_ERROR(rocsparse_destroy_sptrsm_descr(sptrsm_descr));
|
|
}
|
|
|
|
#define INSTANTIATE(ITYPE, TTYPE) \
|
|
template void testing_sptrsm_coo_bad_arg<ITYPE, TTYPE>(const Arguments& arg); \
|
|
template void testing_sptrsm_coo<ITYPE, TTYPE>(const Arguments& arg)
|
|
|
|
INSTANTIATE(int32_t, float);
|
|
INSTANTIATE(int32_t, double);
|
|
INSTANTIATE(int32_t, rocsparse_float_complex);
|
|
INSTANTIATE(int32_t, rocsparse_double_complex);
|
|
INSTANTIATE(int64_t, float);
|
|
INSTANTIATE(int64_t, double);
|
|
INSTANTIATE(int64_t, rocsparse_float_complex);
|
|
INSTANTIATE(int64_t, rocsparse_double_complex);
|
|
void testing_sptrsm_coo_extra(const Arguments& arg) {}
|