derek.holloway
7502bf64a4
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400 lines
18 KiB
C++
400 lines
18 KiB
C++
/* ************************************************************************
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* Copyright (C) 2021-2026 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 A, typename B, typename C, typename T>
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void testing_spmm_bell_bad_arg(const Arguments& arg)
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{
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// Create rocsparse handle
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rocsparse_local_handle local_handle;
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rocsparse_handle handle = local_handle;
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rocsparse_operation trans_A = rocsparse_operation_none;
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rocsparse_operation trans_B = rocsparse_operation_none;
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void* alpha = (void*)0x4;
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void* beta = (void*)0x4;
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rocsparse_datatype compute_type = rocsparse_datatype_f32_r;
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rocsparse_spmm_alg alg = rocsparse_spmm_alg_bell;
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rocsparse_spmm_stage stage = rocsparse_spmm_stage_compute;
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size_t* buffer_size = (size_t*)0x4;
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void* buffer = (void*)0x4;
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rocsparse_local_spmat local_mat_A(4,
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4,
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rocsparse_direction_row,
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2,
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2,
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(void*)0x4,
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(void*)0x4,
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rocsparse_indextype_i32,
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rocsparse_index_base_zero,
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compute_type);
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rocsparse_local_dnmat local_mat_B(4, 4, 4, (void*)0x4, compute_type, rocsparse_order_column);
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rocsparse_local_dnmat local_mat_C(4, 4, 4, (void*)0x4, compute_type, rocsparse_order_column);
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rocsparse_spmat_descr mat_A = local_mat_A;
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rocsparse_dnmat_descr mat_B = local_mat_B;
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rocsparse_dnmat_descr mat_C = local_mat_C;
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#define PARAMS \
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handle, trans_A, trans_B, alpha, mat_A, mat_B, beta, mat_C, compute_type, alg, stage, \
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buffer_size, buffer
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static const int nargs_to_exclude = 2;
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static const int args_to_exclude[nargs_to_exclude] = {11, 12};
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select_bad_arg_analysis(rocsparse_spmm, nargs_to_exclude, args_to_exclude, PARAMS);
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#undef PARAMS
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}
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template <typename I, typename A, typename B, typename C, typename T>
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void testing_spmm_bell(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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I K = arg.K;
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I block_dim = arg.block_dim;
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rocsparse_operation trans_A = arg.transA;
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rocsparse_operation trans_B = arg.transB;
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rocsparse_index_base base = arg.baseA;
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rocsparse_spmm_alg alg = arg.spmm_alg;
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rocsparse_order order_B = arg.orderB;
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rocsparse_order order_C = arg.orderC;
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int64_t ld_multiplier_B = 1; //arg.ld_multiplier_B;
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int64_t ld_multiplier_C = 1; //arg.ld_multiplier_C;
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I Mb = (M + block_dim - 1) / block_dim;
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I Kb = (K + block_dim - 1) / block_dim;
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T halpha = arg.get_alpha<T>();
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T hbeta = arg.get_beta<T>();
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rocsparse_indextype itype = get_indextype<I>();
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rocsparse_datatype atype = get_datatype<A>();
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rocsparse_datatype btype = get_datatype<B>();
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rocsparse_datatype ctype = get_datatype<C>();
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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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// Allocate host memory for matrix
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host_vector<I> hbell_col_ind;
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host_vector<A> hbell_val;
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// Allocate host memory for matrix
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rocsparse_matrix_factory<A, I, I> matrix_factory(arg);
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I ell_cols;
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I ell_block_size = block_dim;
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matrix_factory.init_bell(hbell_col_ind,
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hbell_val,
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(trans_A == rocsparse_operation_none) ? Mb : Kb,
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(trans_A == rocsparse_operation_none) ? Kb : Mb,
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ell_cols,
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ell_block_size,
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base);
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M = Mb * block_dim;
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K = Kb * block_dim;
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// Some matrix properties
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I A_mb = (trans_A == rocsparse_operation_none) ? Mb : Kb;
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I A_nb = (trans_A == rocsparse_operation_none) ? Kb : Mb;
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I B_m = (trans_B == rocsparse_operation_none) ? K : N;
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I B_n = (trans_B == rocsparse_operation_none) ? N : K;
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I C_m = M;
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I C_n = N;
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int64_t ldb = (order_B == rocsparse_order_column)
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? ((trans_B == rocsparse_operation_none) ? (ld_multiplier_B * K)
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: (ld_multiplier_B * N))
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: ((trans_B == rocsparse_operation_none) ? (ld_multiplier_B * N)
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: (ld_multiplier_B * K));
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int64_t ldc
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= (order_C == rocsparse_order_column) ? (ld_multiplier_C * M) : (ld_multiplier_C * N);
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ldb = std::max(int64_t(1), ldb);
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ldc = std::max(int64_t(1), ldc);
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int64_t nrowB = (order_B == rocsparse_order_column) ? ldb : B_m;
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int64_t ncolB = (order_B == rocsparse_order_column) ? B_n : ldb;
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int64_t nrowC = (order_C == rocsparse_order_column) ? ldc : C_m;
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int64_t ncolC = (order_C == rocsparse_order_column) ? C_n : ldc;
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int64_t nnz_A = int64_t(A_mb) * ell_block_size * ell_cols;
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int64_t nnz_B = nrowB * ncolB;
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int64_t nnz_C = nrowC * ncolC;
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// Allocate host memory for vectors
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host_vector<B> hB(nnz_B);
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host_vector<C> hC_1(nnz_C);
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host_vector<C> hC_2(nnz_C);
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host_vector<C> hC_gold(nnz_C);
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// Initialize data on CPU
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rocsparse_init<B>(hB, nnz_B, 1, 1, arg.convert_to_int);
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rocsparse_init<C>(hC_1, nnz_C, 1, 1, arg.convert_to_int);
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hC_2 = hC_1;
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hC_gold = hC_1;
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// Allocate device memory
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device_vector<I> dbell_col_ind(A_mb * (ell_cols / ell_block_size));
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device_vector<A> dbell_val(nnz_A);
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device_vector<B> dB(nnz_B);
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device_vector<C> dC_1(nnz_C);
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device_vector<C> dC_2(nnz_C);
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device_vector<T> dalpha(1);
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device_vector<T> dbeta(1);
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// Copy data from CPU to device
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CHECK_HIP_ERROR(hipMemcpy(dbell_col_ind,
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hbell_col_ind.data(),
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sizeof(I) * A_mb * (ell_cols / ell_block_size),
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hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(
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hipMemcpy(dbell_val, hbell_val.data(), sizeof(A) * nnz_A, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dB, hB, sizeof(B) * nnz_B, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dC_1, hC_1, sizeof(C) * nnz_C, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dC_2, hC_2, sizeof(C) * nnz_C, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dalpha, &halpha, sizeof(T), hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dbeta, &hbeta, sizeof(T), hipMemcpyHostToDevice));
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// Create descriptors
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rocsparse_local_spmat mat_A(A_mb * ell_block_size,
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A_nb * ell_block_size,
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rocsparse_direction_row,
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ell_block_size,
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ell_cols,
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dbell_col_ind,
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dbell_val,
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itype,
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base,
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atype);
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rocsparse_local_dnmat mat_B(B_m, B_n, ldb, dB, btype, order_B);
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rocsparse_local_dnmat mat_C1(C_m, C_n, ldc, dC_1, ctype, order_C);
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rocsparse_local_dnmat mat_C2(C_m, C_n, ldc, dC_2, ctype, order_C);
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// Query SpMM buffer
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size_t buffer_size;
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CHECK_ROCSPARSE_ERROR(rocsparse_spmm(handle,
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trans_A,
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trans_B,
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&halpha,
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mat_A,
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mat_B,
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&hbeta,
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mat_C1,
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ttype,
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alg,
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rocsparse_spmm_stage_buffer_size,
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&buffer_size,
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nullptr));
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// Allocate buffer
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void* dbuffer;
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CHECK_HIP_ERROR(rocsparse_hipMalloc(&dbuffer, buffer_size));
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CHECK_ROCSPARSE_ERROR(rocsparse_spmm(handle,
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trans_A,
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trans_B,
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&halpha,
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mat_A,
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mat_B,
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&hbeta,
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mat_C1,
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ttype,
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alg,
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rocsparse_spmm_stage_preprocess,
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&buffer_size,
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dbuffer));
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if(arg.unit_check)
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{
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// Pointer mode host
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CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
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CHECK_ROCSPARSE_ERROR(testing::rocsparse_spmm(handle,
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trans_A,
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trans_B,
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&halpha,
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mat_A,
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mat_B,
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&hbeta,
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mat_C1,
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ttype,
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alg,
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rocsparse_spmm_stage_compute,
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&buffer_size,
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dbuffer));
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if(ROCSPARSE_REPRODUCIBILITY)
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{
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rocsparse_reproducibility::save("dC_1", dC_1);
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}
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// Pointer mode device
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CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device));
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CHECK_ROCSPARSE_ERROR(testing::rocsparse_spmm(handle,
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trans_A,
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trans_B,
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dalpha,
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mat_A,
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mat_B,
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dbeta,
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mat_C2,
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ttype,
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alg,
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rocsparse_spmm_stage_compute,
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&buffer_size,
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dbuffer));
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if(ROCSPARSE_REPRODUCIBILITY)
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{
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rocsparse_reproducibility::save("dC_2", dC_2);
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}
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// Copy output to host
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CHECK_HIP_ERROR(hipMemcpy(hC_1, dC_1, sizeof(C) * nnz_C, hipMemcpyDeviceToHost));
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CHECK_HIP_ERROR(hipMemcpy(hC_2, dC_2, sizeof(C) * nnz_C, hipMemcpyDeviceToHost));
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// CPU bellmm
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host_bellmm<T, I, A, B, C>(A_mb,
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N,
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A_nb,
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ell_cols,
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ell_block_size,
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trans_A,
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trans_B,
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halpha,
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hbell_col_ind,
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hbell_val,
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hB,
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ldb,
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order_B,
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hbeta,
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hC_gold,
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ldc,
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order_C,
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base);
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hC_gold.near_check(hC_1, get_near_check_tol<C>(arg));
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hC_gold.near_check(hC_2, get_near_check_tol<C>(arg));
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}
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if(arg.timing)
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{
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CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
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const double gpu_time_used = rocsparse_clients::run_benchmark(arg,
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rocsparse_spmm,
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handle,
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trans_A,
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trans_B,
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&halpha,
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mat_A,
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mat_B,
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&hbeta,
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mat_C1,
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ttype,
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alg,
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rocsparse_spmm_stage_compute,
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&buffer_size,
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dbuffer);
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double gflop_count = spmm_gflop_count(
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N, A_mb * ell_cols * ell_block_size, (I)C_m * (I)C_n, hbeta != static_cast<T>(0));
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double gpu_gflops = get_gpu_gflops(gpu_time_used, gflop_count);
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double gbyte_count = bellmm_gbyte_count<A, B, C, I>(A_mb,
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ell_cols,
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ell_block_size,
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(I)B_m * (I)B_n,
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(I)C_m * (I)C_n,
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hbeta != static_cast<T>(0));
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double gpu_gbyte = get_gpu_gbyte(gpu_time_used, gbyte_count);
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display_timing_info(display_key_t::M,
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M,
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display_key_t::N,
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N,
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display_key_t::K,
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K,
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display_key_t::trans_A,
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trans_A,
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display_key_t::trans_B,
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trans_B,
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display_key_t::bdim,
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block_dim,
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display_key_t::nnz_B,
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nnz_B,
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display_key_t::nnz_C,
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nnz_C,
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display_key_t::alpha,
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halpha,
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display_key_t::beta,
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hbeta,
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display_key_t::gflops,
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gpu_gflops,
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display_key_t::bandwidth,
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gpu_gbyte,
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display_key_t::time_ms,
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get_gpu_time_msec(gpu_time_used));
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}
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CHECK_HIP_ERROR(rocsparse_hipFree(dbuffer));
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}
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#define INSTANTIATE(ITYPE, TTYPE) \
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template void testing_spmm_bell_bad_arg<ITYPE, TTYPE, TTYPE, TTYPE, TTYPE>( \
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const Arguments& arg); \
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template void testing_spmm_bell<ITYPE, TTYPE, TTYPE, TTYPE, TTYPE>(const Arguments& arg)
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#define INSTANTIATE_MIXED(ITYPE, ATYPE, XTYPE, YTYPE, TTYPE) \
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template void testing_spmm_bell_bad_arg<ITYPE, ATYPE, XTYPE, YTYPE, TTYPE>( \
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const Arguments& arg); \
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template void testing_spmm_bell<ITYPE, ATYPE, XTYPE, YTYPE, TTYPE>(const Arguments& arg)
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INSTANTIATE(int32_t, float);
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INSTANTIATE(int32_t, double);
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INSTANTIATE(int32_t, rocsparse_float_complex);
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INSTANTIATE(int32_t, rocsparse_double_complex);
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INSTANTIATE(int64_t, float);
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INSTANTIATE(int64_t, double);
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INSTANTIATE(int64_t, rocsparse_float_complex);
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INSTANTIATE(int64_t, rocsparse_double_complex);
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INSTANTIATE_MIXED(int32_t, int8_t, int8_t, int32_t, int32_t);
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INSTANTIATE_MIXED(int64_t, int8_t, int8_t, int32_t, int32_t);
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INSTANTIATE_MIXED(int32_t, int8_t, int8_t, float, float);
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INSTANTIATE_MIXED(int64_t, int8_t, int8_t, float, float);
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INSTANTIATE_MIXED(int32_t, _Float16, _Float16, float, float);
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INSTANTIATE_MIXED(int64_t, _Float16, _Float16, float, float);
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INSTANTIATE_MIXED(int32_t, rocsparse_bfloat16, rocsparse_bfloat16, float, float);
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INSTANTIATE_MIXED(int64_t, rocsparse_bfloat16, rocsparse_bfloat16, float, float);
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void testing_spmm_bell_extra(const Arguments& arg) {}
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