derek.holloway
7502bf64a4
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317 lines
14 KiB
C++
317 lines
14 KiB
C++
/* ************************************************************************
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* Copyright (C) 2018-2019 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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#pragma once
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#ifndef TESTING_CSRMV_HPP
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#define TESTING_CSRMV_HPP
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#include "display.hpp"
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#include "flops.hpp"
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#include "gbyte.hpp"
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#include "hipsparse.hpp"
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#include "hipsparse_arguments.hpp"
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#include "hipsparse_graph.hpp"
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#include "hipsparse_test_unique_ptr.hpp"
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#include "unit.hpp"
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#include "utility.hpp"
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#include <cmath>
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#include <hipsparse.h>
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#include <string>
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using namespace hipsparse;
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using namespace hipsparse_test;
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template <typename T>
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void testing_csrmv_bad_arg(const Arguments& argus)
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{
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#if(!defined(CUDART_VERSION))
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int n = 100;
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int m = 100;
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int nnz = 100;
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int safe_size = 100;
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T alpha = make_DataType<T>(0.6);
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T beta = make_DataType<T>(0.2);
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hipsparseOperation_t transA = HIPSPARSE_OPERATION_NON_TRANSPOSE;
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hipsparseLocalHandle_t handle;
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std::unique_ptr<descr_struct> unique_ptr_descr(new descr_struct);
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hipsparseMatDescr_t descr = unique_ptr_descr->descr;
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auto dptr_managed = hipsparse_unique_ptr{device_malloc(sizeof(int) * safe_size), device_free};
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auto dcol_managed = hipsparse_unique_ptr{device_malloc(sizeof(int) * safe_size), device_free};
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auto dval_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * safe_size), device_free};
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auto dx_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * safe_size), device_free};
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auto dy_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * safe_size), device_free};
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int* dptr = (int*)dptr_managed.get();
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int* dcol = (int*)dcol_managed.get();
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T* dval = (T*)dval_managed.get();
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T* dx = (T*)dx_managed.get();
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T* dy = (T*)dy_managed.get();
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verify_hipsparse_status_invalid_pointer(
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hipsparseXcsrmv(
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handle, transA, m, n, nnz, &alpha, descr, dval, (int*)nullptr, dcol, dx, &beta, dy),
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"Error: dptr is nullptr");
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verify_hipsparse_status_invalid_pointer(
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hipsparseXcsrmv(
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handle, transA, m, n, nnz, &alpha, descr, dval, dptr, (int*)nullptr, dx, &beta, dy),
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"Error: dcol is nullptr");
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verify_hipsparse_status_invalid_pointer(
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hipsparseXcsrmv(
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handle, transA, m, n, nnz, &alpha, descr, (T*)nullptr, dptr, dcol, dx, &beta, dy),
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"Error: dval is nullptr");
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verify_hipsparse_status_invalid_pointer(
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hipsparseXcsrmv(
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handle, transA, m, n, nnz, &alpha, descr, dval, dptr, dcol, (T*)nullptr, &beta, dy),
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"Error: dx is nullptr");
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verify_hipsparse_status_invalid_pointer(
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hipsparseXcsrmv(
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handle, transA, m, n, nnz, &alpha, descr, dval, dptr, dcol, dx, &beta, (T*)nullptr),
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"Error: dy is nullptr");
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verify_hipsparse_status_invalid_pointer(
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hipsparseXcsrmv(
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handle, transA, m, n, nnz, (T*)nullptr, descr, dval, dptr, dcol, dx, &beta, dy),
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"Error: alpha is nullptr");
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verify_hipsparse_status_invalid_pointer(
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hipsparseXcsrmv(
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handle, transA, m, n, nnz, &alpha, descr, dval, dptr, dcol, dx, (T*)nullptr, dy),
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"Error: beta is nullptr");
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verify_hipsparse_status_invalid_pointer(hipsparseXcsrmv(handle,
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transA,
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m,
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n,
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nnz,
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&alpha,
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(hipsparseMatDescr_t) nullptr,
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dval,
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dptr,
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dcol,
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dx,
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&beta,
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dy),
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"Error: descr is nullptr");
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verify_hipsparse_status_invalid_handle(hipsparseXcsrmv((hipsparseHandle_t) nullptr,
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transA,
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m,
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n,
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nnz,
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&alpha,
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descr,
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dval,
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dptr,
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dcol,
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dx,
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&beta,
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dy));
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#endif
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}
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template <typename T>
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void testing_csrmv(Arguments argus)
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{
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#if(!defined(CUDART_VERSION) || CUDART_VERSION < 11000)
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int nrow = argus.M;
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int ncol = argus.N;
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T h_alpha = make_DataType<T>(argus.alpha);
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T h_beta = make_DataType<T>(argus.beta);
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hipsparseOperation_t transA = argus.transA;
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hipsparseIndexBase_t idx_base = argus.baseA;
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std::string filename = argus.filename;
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hipsparseLocalHandle_t handle(argus);
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std::unique_ptr<descr_struct> unique_ptr_descr(new descr_struct);
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hipsparseMatDescr_t descr = unique_ptr_descr->descr;
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// Set matrix index base
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CHECK_HIPSPARSE_ERROR(hipsparseSetMatIndexBase(descr, idx_base));
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srand(12345ULL);
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// Host structures
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std::vector<int> hcsr_row_ptr;
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std::vector<int> hcsr_col_ind;
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std::vector<T> hcsr_val;
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// Read or construct CSR matrix
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int nnz = 0;
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CHECK_GENERATE_MATRIX_ERROR(generate_csr_matrix(
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filename, nrow, ncol, nnz, hcsr_row_ptr, hcsr_col_ind, hcsr_val, idx_base));
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int m = (transA == HIPSPARSE_OPERATION_NON_TRANSPOSE) ? nrow : ncol;
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int n = (transA == HIPSPARSE_OPERATION_NON_TRANSPOSE) ? ncol : nrow;
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std::vector<T> hx(n);
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std::vector<T> hy_1(m);
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std::vector<T> hy_2(m);
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std::vector<T> hy_gold(m);
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hipsparseInit<T>(hx, 1, n);
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hipsparseInit<T>(hy_1, 1, m);
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// copy vector is easy in STL; hy_gold = hx: save a copy in hy_gold which will be output of CPU
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hy_2 = hy_1;
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hy_gold = hy_1;
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// allocate memory on device
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auto dptr_managed = hipsparse_unique_ptr{device_malloc(sizeof(int) * (nrow + 1)), device_free};
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auto dcol_managed = hipsparse_unique_ptr{device_malloc(sizeof(int) * nnz), device_free};
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auto dval_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * nnz), device_free};
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auto dx_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * n), device_free};
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auto dy_1_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * m), device_free};
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auto dy_2_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * m), device_free};
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auto d_alpha_managed = hipsparse_unique_ptr{device_malloc(sizeof(T)), device_free};
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auto d_beta_managed = hipsparse_unique_ptr{device_malloc(sizeof(T)), device_free};
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int* dptr = (int*)dptr_managed.get();
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int* dcol = (int*)dcol_managed.get();
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T* dval = (T*)dval_managed.get();
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T* dx = (T*)dx_managed.get();
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T* dy_1 = (T*)dy_1_managed.get();
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T* dy_2 = (T*)dy_2_managed.get();
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T* d_alpha = (T*)d_alpha_managed.get();
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T* d_beta = (T*)d_beta_managed.get();
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// copy data from CPU to device
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CHECK_HIP_ERROR(
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hipMemcpy(dptr, hcsr_row_ptr.data(), sizeof(int) * (nrow + 1), hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dcol, hcsr_col_ind.data(), sizeof(int) * nnz, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dval, hcsr_val.data(), sizeof(T) * nnz, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dx, hx.data(), sizeof(T) * n, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(dy_1, hy_1.data(), sizeof(T) * m, hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(d_alpha, &h_alpha, sizeof(T), hipMemcpyHostToDevice));
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CHECK_HIP_ERROR(hipMemcpy(d_beta, &h_beta, sizeof(T), hipMemcpyHostToDevice));
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if(argus.unit_check)
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{
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CHECK_HIP_ERROR(hipMemcpy(dy_2, hy_2.data(), sizeof(T) * m, hipMemcpyHostToDevice));
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// HIPSPARSE pointer mode host
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CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_HOST));
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CHECK_HIPSPARSE_ERROR(testing::hipsparseXcsrmv<T>(
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handle, transA, nrow, ncol, nnz, &h_alpha, descr, dval, dptr, dcol, dx, &h_beta, dy_1));
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// HIPSPARSE pointer mode device
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CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_DEVICE));
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CHECK_HIPSPARSE_ERROR(testing::hipsparseXcsrmv<T>(
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handle, transA, nrow, ncol, nnz, d_alpha, descr, dval, dptr, dcol, dx, d_beta, dy_2));
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// copy output from device to CPU
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CHECK_HIP_ERROR(hipMemcpy(hy_1.data(), dy_1, sizeof(T) * m, hipMemcpyDeviceToHost));
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CHECK_HIP_ERROR(hipMemcpy(hy_2.data(), dy_2, sizeof(T) * m, hipMemcpyDeviceToHost));
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host_csrmv(transA,
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nrow,
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ncol,
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nnz,
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h_alpha,
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hcsr_row_ptr.data(),
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hcsr_col_ind.data(),
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hcsr_val.data(),
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hx.data(),
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h_beta,
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hy_gold.data(),
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idx_base);
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unit_check_near(1, m, 1, hy_gold.data(), hy_1.data());
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unit_check_near(1, m, 1, hy_gold.data(), hy_2.data());
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}
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if(argus.timing)
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{
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int number_cold_calls = 2;
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int number_hot_calls = argus.iters;
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CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_HOST));
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// Warm up
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for(int iter = 0; iter < number_cold_calls; ++iter)
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{
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CHECK_HIPSPARSE_ERROR(testing::hipsparseXcsrmv<T>(handle,
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transA,
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nrow,
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ncol,
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nnz,
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&h_alpha,
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descr,
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dval,
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dptr,
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dcol,
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dx,
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&h_beta,
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dy_1));
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}
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double gpu_time_used = get_time_us();
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// Performance run
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for(int iter = 0; iter < number_hot_calls; ++iter)
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{
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CHECK_HIPSPARSE_ERROR(testing::hipsparseXcsrmv<T>(handle,
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transA,
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nrow,
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ncol,
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nnz,
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&h_alpha,
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descr,
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dval,
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dptr,
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dcol,
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dx,
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&h_beta,
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dy_1));
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}
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gpu_time_used = (get_time_us() - gpu_time_used) / number_hot_calls;
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double gflop_count = spmv_gflop_count(nrow, nnz, h_beta != make_DataType<T>(0.0));
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double gbyte_count = csrmv_gbyte_count<T>(nrow, ncol, nnz, h_beta != make_DataType<T>(0.0));
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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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nrow,
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display_key_t::N,
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ncol,
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display_key_t::nnz,
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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::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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#endif
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}
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#endif // TESTING_CSRMV_HPP
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