derek.holloway
7502bf64a4
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450 lines
20 KiB
C++
450 lines
20 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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#include "testing_v2_spmv.hpp"
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template <typename I, typename J, typename A, typename X, typename Y, typename T>
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void testing_v2_spmv_sell_bad_arg(const Arguments& arg)
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{
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const J m = 20;
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const J n = 20;
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const J nnz = 100;
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const J sell_slice_size = 2;
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const J sell_colval_size = 120;
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const T local_alpha = static_cast<T>(6);
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const T local_beta = static_cast<T>(2);
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rocsparse_local_handle local_handle;
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rocsparse_handle handle = local_handle;
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const void* alpha = (const void*)&local_alpha;
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const void* beta = (const void*)&local_beta;
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rocsparse_v2_spmv_stage stage = rocsparse_v2_spmv_stage_compute;
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rocsparse_index_base base = rocsparse_index_base_zero;
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size_t buffer_size = 0;
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void* temp_buffer = (void*)0x4;
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rocsparse_error* p_error = nullptr;
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rocsparse_indextype i_type = get_indextype<I>();
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rocsparse_indextype j_type = get_indextype<J>();
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rocsparse_datatype a_type = get_datatype<A>();
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rocsparse_datatype x_type = get_datatype<X>();
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rocsparse_datatype y_type = get_datatype<Y>();
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// AUTOMATIC BAD ARGS.
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rocsparse_local_spmat local_mat(m,
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n,
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nnz,
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sell_slice_size,
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sell_colval_size,
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(void*)0x4,
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(void*)0x4,
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(void*)0x4,
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i_type,
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j_type,
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base,
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a_type);
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rocsparse_local_dnvec local_x(n, (void*)0x4, x_type);
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rocsparse_local_dnvec local_y(m, (void*)0x4, y_type);
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rocsparse_spmat_descr mat = local_mat;
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rocsparse_dnvec_descr x = local_x;
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rocsparse_dnvec_descr y = local_y;
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rocsparse_spmv_descr descr = (rocsparse_spmv_descr)0x4;
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// WITH 2 ARGUMENTS BEING SKIPPED DURING THE CHECK.
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static const int nex = 3;
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static const int ex[3] = {8, 9, 10};
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select_bad_arg_analysis(rocsparse_v2_spmv,
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nex,
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ex,
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handle,
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descr,
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alpha,
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mat,
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x,
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beta,
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y,
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stage,
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buffer_size,
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temp_buffer,
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p_error);
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}
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template <typename I, typename J, typename A, typename X, typename Y, typename T>
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void testing_v2_spmv_sell(const Arguments& arg)
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{
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J M = arg.M;
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J N = arg.N;
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J sell_slice_size = arg.sell_slice_size;
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rocsparse_operation trans = arg.transA;
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rocsparse_index_base base = arg.baseA;
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rocsparse_spmv_alg alg = arg.spmv_alg;
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host_scalar<T> h_alpha(arg.get_alpha<T>());
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host_scalar<T> h_beta(arg.get_beta<T>());
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device_scalar<T> d_alpha(h_alpha);
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device_scalar<T> d_beta(h_beta);
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// Index and data type
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rocsparse_indextype itype = get_indextype<I>();
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rocsparse_indextype jtype = get_indextype<J>();
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rocsparse_datatype atype = get_datatype<A>();
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rocsparse_datatype xtype = get_datatype<X>();
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rocsparse_datatype ytype = get_datatype<Y>();
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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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rocsparse_matrix_factory<A, I, J> matrix_factory(arg);
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// Allocate host memory for matrix
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host_sell_matrix<A, I, J> hA;
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matrix_factory.init_sell(hA, M, N, sell_slice_size, base);
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// Redefine matrix values
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rocsparse_init_1d_array<A>(
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hA.val, hA.val.size(), arg.convert_to_int, arg.rand_gen_min, arg.rand_gen_max);
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// Allocate host memory for vectors
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host_vector<X> hx((trans == rocsparse_operation_none) ? N : M);
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host_vector<Y> hy((trans == rocsparse_operation_none) ? M : N);
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// Initialize data on CPU
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rocsparse_init_1d_array<X>(hx,
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(trans == rocsparse_operation_none) ? N : M,
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arg.convert_to_int,
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arg.rand_gen_min,
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arg.rand_gen_max);
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rocsparse_init_1d_array<Y>(hy,
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(trans == rocsparse_operation_none) ? M : N,
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arg.convert_to_int,
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arg.rand_gen_min,
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arg.rand_gen_max);
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host_vector<Y> hy_gold(hy);
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// Allocate device memory
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device_sell_matrix<A, I, J> dA(hA);
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device_vector<X> dx((trans == rocsparse_operation_none) ? N : M);
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device_vector<Y> dy((trans == rocsparse_operation_none) ? M : N);
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dx.transfer_from(hx);
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dy.transfer_from(hy);
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// Create descriptors
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rocsparse_local_spmat mat_A(dA.m,
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dA.n,
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dA.nnz,
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sell_slice_size,
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dA.sell_colval_size,
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dA.ptr,
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dA.ind,
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dA.val,
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itype,
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jtype,
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base,
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atype);
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rocsparse_local_dnvec vec_x((trans == rocsparse_operation_none) ? N : M, dx, xtype);
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rocsparse_local_dnvec vec_y((trans == rocsparse_operation_none) ? M : N, dy, ytype);
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rocsparse_spmv_descr spmv_descr;
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CHECK_ROCSPARSE_ERROR(rocsparse_create_spmv_descr(&spmv_descr));
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CHECK_ROCSPARSE_ERROR(rocsparse_spmv_set_input(
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handle, spmv_descr, rocsparse_spmv_input_alg, &alg, sizeof(alg), nullptr));
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CHECK_ROCSPARSE_ERROR(rocsparse_spmv_set_input(
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handle, spmv_descr, rocsparse_spmv_input_operation, &trans, sizeof(trans), nullptr));
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CHECK_ROCSPARSE_ERROR(rocsparse_spmv_set_input(
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handle, spmv_descr, rocsparse_spmv_input_scalar_datatype, &ttype, sizeof(ttype), nullptr));
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CHECK_ROCSPARSE_ERROR(rocsparse_spmv_set_input(
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handle, spmv_descr, rocsparse_spmv_input_compute_datatype, &ttype, sizeof(ttype), nullptr));
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// Call spmv to get buffer size
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size_t buffer_size;
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CHECK_ROCSPARSE_ERROR(rocsparse_v2_spmv_buffer_size(handle,
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spmv_descr,
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mat_A,
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vec_x,
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vec_y,
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rocsparse_v2_spmv_stage_analysis,
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&buffer_size,
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nullptr));
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void* dbuffer;
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CHECK_HIP_ERROR(hipMalloc(&dbuffer, buffer_size));
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// Call spmv to perform analysis
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CHECK_ROCSPARSE_ERROR(rocsparse_v2_spmv(handle,
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spmv_descr,
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h_alpha,
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mat_A,
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vec_x,
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h_beta,
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vec_y,
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rocsparse_v2_spmv_stage_analysis,
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buffer_size,
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dbuffer,
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nullptr));
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CHECK_HIP_ERROR(hipFree(dbuffer));
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CHECK_ROCSPARSE_ERROR(rocsparse_v2_spmv_buffer_size(handle,
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spmv_descr,
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mat_A,
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vec_x,
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vec_y,
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rocsparse_v2_spmv_stage_compute,
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&buffer_size,
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nullptr));
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CHECK_HIP_ERROR(hipMalloc(&dbuffer, buffer_size));
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if(arg.unit_check)
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{
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// CPU sellmv
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host_sellmv<T, I, J, A, X, Y>(trans,
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hA.m,
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hA.n,
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hA.nnz,
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sell_slice_size,
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hA.sell_colval_size,
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*h_alpha,
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hA.ptr,
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hA.ind,
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hA.val,
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hx,
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*h_beta,
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hy_gold,
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hA.base);
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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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// Call spmv to perform computation
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CHECK_ROCSPARSE_ERROR(testing::rocsparse_v2_spmv(handle,
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spmv_descr,
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h_alpha,
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mat_A,
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vec_x,
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h_beta,
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vec_y,
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rocsparse_v2_spmv_stage_compute,
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buffer_size,
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dbuffer,
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nullptr));
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if(ROCSPARSE_REPRODUCIBILITY)
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{
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rocsparse_reproducibility::save("dy", dy);
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}
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hy_gold.near_check(dy);
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dy.transfer_from(hy);
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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_v2_spmv(handle,
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spmv_descr,
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d_alpha,
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mat_A,
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vec_x,
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d_beta,
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vec_y,
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rocsparse_v2_spmv_stage_compute,
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buffer_size,
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dbuffer,
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nullptr));
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if(ROCSPARSE_REPRODUCIBILITY)
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{
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rocsparse_reproducibility::save("dy", dy);
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}
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hy_gold.near_check(dy);
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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
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= rocsparse_clients::run_benchmark(arg,
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rocsparse_v2_spmv,
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handle,
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spmv_descr,
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h_alpha,
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mat_A,
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vec_x,
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h_beta,
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vec_y,
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rocsparse_v2_spmv_stage_compute,
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buffer_size,
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dbuffer,
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nullptr);
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double gflop_count = spmv_gflop_count(dA.m, dA.nnz, *h_beta != static_cast<T>(0));
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double gbyte_count = sellmv_gbyte_count<A, X, Y, I, J>(
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dA.m, dA.n, dA.nnz, sell_slice_size, dA.sell_colval_size, *h_beta != static_cast<T>(0));
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double gpu_gflops = get_gpu_gflops(gpu_time_used, gflop_count);
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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::nnz,
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dA.nnz,
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display_key_t::alpha,
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*h_alpha,
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display_key_t::beta,
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*h_beta,
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display_key_t::algorithm,
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rocsparse_spmvalg2string(alg),
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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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CHECK_ROCSPARSE_ERROR(rocsparse_destroy_spmv_descr(spmv_descr));
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}
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#define INSTANTIATE(ITYPE, JTYPE, TTYPE) \
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template void testing_v2_spmv_sell_bad_arg<ITYPE, JTYPE, TTYPE, TTYPE, TTYPE, TTYPE>( \
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const Arguments& arg); \
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template void testing_v2_spmv_sell<ITYPE, JTYPE, TTYPE, TTYPE, TTYPE, TTYPE>( \
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const Arguments& arg)
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#define INSTANTIATE_MIXED(ITYPE, JTYPE, ATYPE, XTYPE, YTYPE, TTYPE) \
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template void testing_v2_spmv_sell_bad_arg<ITYPE, JTYPE, ATYPE, XTYPE, YTYPE, TTYPE>( \
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const Arguments& arg); \
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template void testing_v2_spmv_sell<ITYPE, JTYPE, ATYPE, XTYPE, YTYPE, TTYPE>( \
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const Arguments& arg)
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INSTANTIATE(int32_t, int32_t, float);
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INSTANTIATE(int32_t, int32_t, double);
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INSTANTIATE(int32_t, int32_t, rocsparse_float_complex);
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INSTANTIATE(int32_t, int32_t, rocsparse_double_complex);
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INSTANTIATE(int64_t, int32_t, float);
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INSTANTIATE(int64_t, int32_t, double);
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INSTANTIATE(int64_t, int32_t, rocsparse_float_complex);
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INSTANTIATE(int64_t, int32_t, rocsparse_double_complex);
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INSTANTIATE(int64_t, int64_t, float);
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INSTANTIATE(int64_t, int64_t, double);
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INSTANTIATE(int64_t, int64_t, rocsparse_float_complex);
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INSTANTIATE(int64_t, int64_t, rocsparse_double_complex);
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INSTANTIATE_MIXED(int32_t, int32_t, int8_t, int8_t, int32_t, int32_t);
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INSTANTIATE_MIXED(int64_t, int32_t, int8_t, int8_t, int32_t, int32_t);
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INSTANTIATE_MIXED(int64_t, int64_t, int8_t, int8_t, int32_t, int32_t);
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INSTANTIATE_MIXED(int32_t, int32_t, int8_t, int8_t, float, float);
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INSTANTIATE_MIXED(int64_t, int32_t, int8_t, int8_t, float, float);
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INSTANTIATE_MIXED(int64_t, int64_t, int8_t, int8_t, float, float);
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INSTANTIATE_MIXED(int32_t, int32_t, _Float16, _Float16, float, float);
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INSTANTIATE_MIXED(int64_t, int32_t, _Float16, _Float16, float, float);
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INSTANTIATE_MIXED(int64_t, int64_t, _Float16, _Float16, float, float);
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INSTANTIATE_MIXED(int32_t, int32_t, _Float16, _Float16, _Float16, float);
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INSTANTIATE_MIXED(int64_t, int32_t, _Float16, _Float16, _Float16, float);
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INSTANTIATE_MIXED(int64_t, int64_t, _Float16, _Float16, _Float16, float);
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INSTANTIATE_MIXED(int32_t, int32_t, rocsparse_bfloat16, rocsparse_bfloat16, float, float);
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INSTANTIATE_MIXED(int64_t, int32_t, rocsparse_bfloat16, rocsparse_bfloat16, float, float);
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INSTANTIATE_MIXED(int64_t, int64_t, rocsparse_bfloat16, rocsparse_bfloat16, float, float);
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INSTANTIATE_MIXED(
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int32_t, int32_t, rocsparse_bfloat16, rocsparse_bfloat16, rocsparse_bfloat16, float);
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INSTANTIATE_MIXED(
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int64_t, int32_t, rocsparse_bfloat16, rocsparse_bfloat16, rocsparse_bfloat16, float);
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INSTANTIATE_MIXED(
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int64_t, int64_t, rocsparse_bfloat16, rocsparse_bfloat16, rocsparse_bfloat16, float);
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INSTANTIATE_MIXED(int32_t, int32_t, float, double, double, double);
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INSTANTIATE_MIXED(int64_t, int32_t, float, double, double, double);
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INSTANTIATE_MIXED(int64_t, int64_t, float, double, double, double);
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INSTANTIATE_MIXED(int32_t,
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int32_t,
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float,
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rocsparse_float_complex,
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rocsparse_float_complex,
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rocsparse_float_complex);
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INSTANTIATE_MIXED(int64_t,
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int32_t,
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float,
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rocsparse_float_complex,
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rocsparse_float_complex,
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|
rocsparse_float_complex);
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INSTANTIATE_MIXED(int64_t,
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|
int64_t,
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|
float,
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|
rocsparse_float_complex,
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|
rocsparse_float_complex,
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|
rocsparse_float_complex);
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|
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INSTANTIATE_MIXED(int32_t,
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|
int32_t,
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|
double,
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|
rocsparse_double_complex,
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rocsparse_double_complex,
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rocsparse_double_complex);
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INSTANTIATE_MIXED(int64_t,
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|
int32_t,
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|
double,
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|
rocsparse_double_complex,
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|
rocsparse_double_complex,
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|
rocsparse_double_complex);
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|
INSTANTIATE_MIXED(int64_t,
|
|
int64_t,
|
|
double,
|
|
rocsparse_double_complex,
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|
rocsparse_double_complex,
|
|
rocsparse_double_complex);
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|
|
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INSTANTIATE_MIXED(int32_t,
|
|
int32_t,
|
|
rocsparse_float_complex,
|
|
rocsparse_double_complex,
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|
rocsparse_double_complex,
|
|
rocsparse_double_complex);
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|
INSTANTIATE_MIXED(int64_t,
|
|
int32_t,
|
|
rocsparse_float_complex,
|
|
rocsparse_double_complex,
|
|
rocsparse_double_complex,
|
|
rocsparse_double_complex);
|
|
INSTANTIATE_MIXED(int64_t,
|
|
int64_t,
|
|
rocsparse_float_complex,
|
|
rocsparse_double_complex,
|
|
rocsparse_double_complex,
|
|
rocsparse_double_complex);
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|
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void testing_v2_spmv_sell_extra(const Arguments& arg) {}
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