/* ************************************************************************ * Copyright (C) 2016-2023 Advanced Micro Devices, Inc. All rights reserved. * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to deal * in the Software without restriction, including without limitation the rights * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell cop- * ies of the Software, and to permit persons to whom the Software is furnished * to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in all * copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IM- * PLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS * FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR * COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER * IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNE- * CTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. * * ************************************************************************ */ #include #include #include #include #include #include #include #include #include #ifndef CHECK_HIP_ERROR #define CHECK_HIP_ERROR(error) \ if(error != hipSuccess) \ { \ fprintf(stderr, \ "Hip error: '%s'(%d) at %s:%d\n", \ hipGetErrorString(error), \ error, \ __FILE__, \ __LINE__); \ exit(EXIT_FAILURE); \ } #endif #ifndef CHECK_ROCBLAS_ERROR #define CHECK_ROCBLAS_ERROR(error) \ if(error != rocblas_status_success) \ { \ fprintf(stderr, "rocBLAS error: "); \ if(error == rocblas_status_invalid_handle) \ fprintf(stderr, "rocblas_status_invalid_handle"); \ if(error == rocblas_status_not_implemented) \ fprintf(stderr, " rocblas_status_not_implemented"); \ if(error == rocblas_status_invalid_pointer) \ fprintf(stderr, "rocblas_status_invalid_pointer"); \ if(error == rocblas_status_invalid_size) \ fprintf(stderr, "rocblas_status_invalid_size"); \ if(error == rocblas_status_memory_error) \ fprintf(stderr, "rocblas_status_memory_error"); \ if(error == rocblas_status_internal_error) \ fprintf(stderr, "rocblas_status_internal_error"); \ fprintf(stderr, "\n"); \ exit(EXIT_FAILURE); \ } #endif // default sizes #define DIM1 127 #define DIM2 128 #define DIM3 129 #define BATCH_COUNT 10 #define ALPHA 2 #define BETA 3 void printMatrix(const char* name, float* A, rocblas_int m, rocblas_int n, rocblas_int lda) { printf("---------- %s ----------\n", name); int max_size = 3; for(int i = 0; i < m && i < max_size; i++) { for(int j = 0; j < n && j < max_size; j++) { printf("%f ", A[i + j * lda]); } printf("\n"); } } void print_strided_batched(const char* name, float* A, rocblas_int n1, rocblas_int n2, rocblas_int n3, rocblas_int s1, rocblas_int s2, rocblas_int s3) { // n1, n2, n3 are matrix dimensions, sometimes called m, n, batch_count // s1, s1, s3 are matrix strides, sometimes called 1, lda, stride_a printf("---------- %s ----------\n", name); int max_size = 3; for(int i3 = 0; i3 < n3 && i3 < max_size; i3++) { for(int i1 = 0; i1 < n1 && i1 < max_size; i1++) { for(int i2 = 0; i2 < n2 && i2 < max_size; i2++) { printf("%8.1f ", A[(i1 * s1) + (i2 * s2) + (i3 * s3)]); } printf("\n"); } if(i3 < (n3 - 1) && i3 < (max_size - 1)) printf("\n"); } } template void mat_mat_mult(T alpha, T beta, int M, int N, int K, const T* A, int As1, int As2, const T* B, int Bs1, int Bs2, T* C, int Cs1, int Cs2) { for(int i1 = 0; i1 < M; i1++) { for(int i2 = 0; i2 < N; i2++) { T t = 0.0; for(int i3 = 0; i3 < K; i3++) { t += A[i1 * As1 + i3 * As2] * B[i3 * Bs1 + i2 * Bs2]; } C[i1 * Cs1 + i2 * Cs2] = beta * C[i1 * Cs1 + i2 * Cs2] + alpha * t; } } } // cppcheck-suppress constParameter static void show_usage(char* argv[]) { std::cerr << "Usage: " << argv[0] << " \n" << "options:\n" << "\t-h, --help\t\t\t\tShow this help message\n" << "\t-v, --verbose\t\t\t\tverbose output\n" << "\t-m \t\t\tm\t\tGEMM_STRIDED_BATCHED argument m\n" << "\t-n \t\t\tn\t\tGEMM_STRIDED_BATCHED argument n\n" << "\t-k \t\t\tk \t\tGEMM_STRIDED_BATCHED argument k\n" << "\t--lda \t\t\tlda \t\tGEMM_STRIDED_BATCHED argument lda\n" << "\t--ldb \t\t\tldb \t\tGEMM_STRIDED_BATCHED argument ldb\n" << "\t--ldc \t\t\tldc \t\tGEMM_STRIDED_BATCHED argument ldc\n" << "\t--trans_a \t\ttrans_a \tGEMM_STRIDED_BATCHED argument trans_a\n" << "\t--trans_b \t\ttrans_b \tGEMM_STRIDED_BATCHED argument trans_b\n" << "\t--stride_a \t\tstride_a \tGEMM_STRIDED_BATCHED argument stride_a\n" << "\t--stride_b \t\tstride_b \tGEMM_STRIDED_BATCHED argument stride_b\n" << "\t--stride_c \t\tstride_c \tGEMM_STRIDED_BATCHED argument stride_c\n" << "\t--batch_count \t\tbatch_count \tGEMM_STRIDED_BATCHED argument batch count\n" << "\t--alpha \t\talpha \t\tGEMM_STRIDED_BATCHED argument alpha\n" << "\t--beta \t\t\tbeta \t\tGEMM_STRIDED_BATCHED argument beta\n" << "\t--header \t\theader \t\tprint header for output\n" << std::endl; } static int parse_arguments(int argc, char* argv[], int& m, int& n, int& k, int& lda, int& ldb, int& ldc, int& stride_a, int& stride_b, int& stride_c, int& batch_count, float& alpha, float& beta, rocblas_operation& trans_a, rocblas_operation& trans_b, bool& header, bool& verbose) { if(argc >= 2) { for(int i = 1; i < argc; ++i) { std::string arg = argv[i]; if((arg.at(0) == '-') || ((arg.at(0) == '-') && (arg.at(1) == '-'))) { if((arg == "-h") || (arg == "--help")) { return EXIT_FAILURE; } if((arg == "-v") || (arg == "--verbose")) { verbose = true; } else if(arg == "--header") { header = true; } else if((arg == "-m") && (i + 1 < argc)) { m = atoi(argv[++i]); } else if((arg == "-n") && (i + 1 < argc)) { n = atoi(argv[++i]); } else if((arg == "-k") && (i + 1 < argc)) { k = atoi(argv[++i]); } else if((arg == "--batch_count") && (i + 1 < argc)) { batch_count = atoi(argv[++i]); } else if((arg == "--lda") && (i + 1 < argc)) { lda = atoi(argv[++i]); } else if((arg == "--ldb") && (i + 1 < argc)) { ldb = atoi(argv[++i]); } else if((arg == "--ldc") && (i + 1 < argc)) { ldc = atoi(argv[++i]); } else if((arg == "--stride_a") && (i + 1 < argc)) { stride_a = atoi(argv[++i]); } else if((arg == "--stride_b") && (i + 1 < argc)) { stride_b = atoi(argv[++i]); } else if((arg == "--stride_c") && (i + 1 < argc)) { stride_c = atoi(argv[++i]); } else if((arg == "--alpha") && (i + 1 < argc)) { alpha = atof(argv[++i]); } else if((arg == "--beta") && (i + 1 < argc)) { beta = atof(argv[++i]); } else if((arg == "--trans_a") && (i + 1 < argc)) { ++i; if(strncmp(argv[i], "N", 1) == 0 || strncmp(argv[i], "n", 1) == 0) { trans_a = rocblas_operation_none; } else if(strncmp(argv[i], "T", 1) == 0 || strncmp(argv[i], "t", 1) == 0) { trans_a = rocblas_operation_transpose; } else { std::cerr << "error with " << arg << std::endl; std::cerr << "do not recognize value " << argv[i]; return EXIT_FAILURE; } } else if((arg == "--trans_b") && (i + 1 < argc)) { ++i; if(strncmp(argv[i], "N", 1) == 0 || strncmp(argv[i], "n", 1) == 0) { trans_b = rocblas_operation_none; } else if(strncmp(argv[i], "T", 1) == 0 || strncmp(argv[i], "t", 1) == 0) { trans_b = rocblas_operation_transpose; } else { std::cerr << "error with " << arg << std::endl; std::cerr << "do not recognize value " << argv[i]; return EXIT_FAILURE; } } else { std::cerr << "error with " << arg << std::endl; std::cerr << "do not recognize option" << std::endl << std::endl; return EXIT_FAILURE; } } else { std::cerr << "error with " << arg << std::endl; std::cerr << "option must start with - or --" << std::endl << std::endl; return EXIT_FAILURE; } } } return EXIT_SUCCESS; } bool bad_argument(rocblas_operation trans_a, rocblas_operation trans_b, rocblas_int m, rocblas_int n, rocblas_int k, rocblas_int lda, rocblas_int ldb, rocblas_int ldc, rocblas_int stride_a, rocblas_int stride_b, rocblas_int stride_c, rocblas_int batch_count) { bool argument_error = false; if((trans_a == rocblas_operation_none) && (lda < m)) { argument_error = true; std::cerr << "ERROR: bad argument lda = " << lda << " < " << m << std::endl; } if((trans_a == rocblas_operation_transpose) && (lda < k)) { argument_error = true; std::cerr << "ERROR: bad argument lda = " << lda << " < " << k << std::endl; } if((trans_b == rocblas_operation_none) && (ldb < k)) { argument_error = true; std::cerr << "ERROR: bad argument ldb = " << ldb << " < " << k << std::endl; } if((trans_b == rocblas_operation_transpose) && (ldb < n)) { argument_error = true; std::cerr << "ERROR: bad argument ldb = " << ldb << " < " << n << std::endl; } if(stride_a < 0) { argument_error = true; std::cerr << "ERROR: bad argument stride_a < 0" << std::endl; } if(stride_b < 0) { argument_error = true; std::cerr << "ERROR: bad argument stride_b < 0" << std::endl; } if(ldc < m) { argument_error = true; std::cerr << "ERROR: bad argument ldc = " << ldc << " < " << m << std::endl; } if(stride_c < n * ldc) { argument_error = true; std::cerr << "ERROR: bad argument stride_c = " << stride_c << " < " << n * ldc << std::endl; } if(batch_count < 1) { argument_error = true; std::cerr << "ERROR: bad argument batch_count = " << batch_count << " < 1" << std::endl; } return argument_error; } void initialize_a_b_c(std::vector& ha, rocblas_int size_a, std::vector& hb, rocblas_int size_b, std::vector& hc, std::vector& hc_gold, rocblas_int size_c) { srand(1); for(int i = 0; i < size_a; ++i) { ha[i] = rand() % 17; // ha[i] = i; } for(int i = 0; i < size_b; ++i) { hb[i] = rand() % 17; // hb[i] = 1.0; } for(int i = 0; i < size_c; ++i) { hc[i] = rand() % 17; // hc[i] = 1.0; } hc_gold = hc; } int main(int argc, char* argv[]) { // initialize parameters with default values rocblas_operation trans_a = rocblas_operation_none; rocblas_operation trans_b = rocblas_operation_transpose; // invalid int and float for rocblas_sgemm_strided_batched int and float arguments rocblas_int invalid_int = std::numeric_limits::min() + 1; float invalid_float = std::numeric_limits::quiet_NaN(); // initialize to invalid value to detect if values not specified on command line rocblas_int m = invalid_int, lda = invalid_int, stride_a = invalid_int; rocblas_int n = invalid_int, ldb = invalid_int, stride_b = invalid_int; rocblas_int k = invalid_int, ldc = invalid_int, stride_c = invalid_int; rocblas_int batch_count = invalid_int; float alpha = invalid_float; float beta = invalid_float; bool verbose = false; bool header = false; if(parse_arguments(argc, argv, m, n, k, lda, ldb, ldc, stride_a, stride_b, stride_c, batch_count, alpha, beta, trans_a, trans_b, header, verbose)) { show_usage(argv); return EXIT_FAILURE; } // when arguments not specified, set to default values if(m == invalid_int) m = DIM1; if(n == invalid_int) n = DIM2; if(k == invalid_int) k = DIM3; if(lda == invalid_int) lda = trans_a == rocblas_operation_none ? m : k; if(ldb == invalid_int) ldb = trans_b == rocblas_operation_none ? k : n; if(ldc == invalid_int) ldc = m; if(stride_a == invalid_int) stride_a = trans_a == rocblas_operation_none ? lda * k : lda * m; if(stride_b == invalid_int) stride_b = trans_b == rocblas_operation_none ? ldb * n : ldb * k; if(stride_c == invalid_int) stride_c = ldc * n; if(alpha != alpha) alpha = ALPHA; // check for alpha == invalid_float == NaN if(beta != beta) beta = BETA; // check for beta == invalid_float == NaN if(batch_count == invalid_int) batch_count = BATCH_COUNT; if(bad_argument( trans_a, trans_b, m, n, k, lda, ldb, ldc, stride_a, stride_b, stride_c, batch_count)) { show_usage(argv); return EXIT_FAILURE; } if(header) { std::cout << "transAB,M,N,K,lda,ldb,ldc,stride_a,stride_b,stride_c,batch_count,alpha,beta," "result,error"; std::cout << std::endl; } int a_stride_1, a_stride_2, b_stride_1, b_stride_2; int size_a1, size_b1, size_c1 = ldc * n; if(trans_a == rocblas_operation_none) { std::cout << "N"; a_stride_1 = 1; a_stride_2 = lda; size_a1 = lda * k; } else { std::cout << "T"; a_stride_1 = lda; a_stride_2 = 1; size_a1 = lda * m; } if(trans_b == rocblas_operation_none) { std::cout << "N, "; b_stride_1 = 1; b_stride_2 = ldb; size_b1 = ldb * n; } else { std::cout << "T, "; b_stride_1 = ldb; b_stride_2 = 1; size_b1 = ldb * k; } std::cout << m << ", " << n << ", " << k << ", " << lda << ", " << ldb << ", " << ldc << ", " << stride_a << ", " << stride_b << ", " << stride_c << ", " << batch_count << ", " << alpha << ", " << beta << ", "; int size_a = batch_count == 0 ? size_a1 : size_a1 + stride_a * (batch_count - 1); int size_b = batch_count == 0 ? size_b1 : size_b1 + stride_b * (batch_count - 1); int size_c = batch_count == 0 ? size_c1 : size_c1 + stride_c * (batch_count - 1); // Naming: da is in GPU (device) memory. ha is in CPU (host) memory std::vector ha(size_a); std::vector hb(size_b); std::vector hc(size_c); std::vector hc_gold(size_c); // initial data on host initialize_a_b_c(ha, size_a, hb, size_b, hc, hc_gold, size_c); if(verbose) { printf("\n"); if(trans_a == rocblas_operation_none) { print_strided_batched("ha initial", &ha[0], m, k, batch_count, 1, lda, stride_a); } else { print_strided_batched("ha initial", &ha[0], m, k, batch_count, lda, 1, stride_a); } if(trans_b == rocblas_operation_none) { print_strided_batched("hb initial", &hb[0], k, n, batch_count, 1, ldb, stride_b); } else { print_strided_batched("hb initial", &hb[0], k, n, batch_count, ldb, 1, stride_b); } print_strided_batched("hc initial", &hc[0], m, n, batch_count, 1, ldc, stride_c); } // allocate memory on device float *da, *db, *dc; CHECK_HIP_ERROR(hipMalloc(&da, size_a * sizeof(float))); CHECK_HIP_ERROR(hipMalloc(&db, size_b * sizeof(float))); CHECK_HIP_ERROR(hipMalloc(&dc, size_c * sizeof(float))); // copy matrices from host to device CHECK_HIP_ERROR(hipMemcpy(da, ha.data(), sizeof(float) * size_a, hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(db, hb.data(), sizeof(float) * size_b, hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(dc, hc.data(), sizeof(float) * size_c, hipMemcpyHostToDevice)); rocblas_handle handle; CHECK_ROCBLAS_ERROR(rocblas_create_handle(&handle)); CHECK_ROCBLAS_ERROR(rocblas_sgemm_strided_batched(handle, trans_a, trans_b, m, n, k, &alpha, da, lda, stride_a, db, ldb, stride_b, &beta, dc, ldc, stride_c, batch_count)); // copy output from device to CPU CHECK_HIP_ERROR(hipMemcpy(hc.data(), dc, sizeof(float) * size_c, hipMemcpyDeviceToHost)); // calculate golden or correct result for(int i = 0; i < batch_count; i++) { float* a_ptr = &ha[i * stride_a]; float* b_ptr = &hb[i * stride_b]; float* c_ptr = &hc_gold[i * stride_c]; mat_mat_mult(alpha, beta, m, n, k, a_ptr, a_stride_1, a_stride_2, b_ptr, b_stride_1, b_stride_2, c_ptr, 1, ldc); } if(verbose) { print_strided_batched( "hc_gold calculated", &hc_gold[0], m, n, batch_count, 1, ldc, stride_c); print_strided_batched("hc calculated", &hc[0], m, n, batch_count, 1, ldc, stride_c); } float max_relative_error = std::numeric_limits::min(); for(int i = 0; i < size_c; i++) { float relative_error = hc_gold[i] == 0 ? hc_gold[i] - hc[i] : (hc_gold[i] - hc[i]) / hc_gold[i]; relative_error = relative_error >= 0 ? relative_error : -relative_error; max_relative_error = relative_error < max_relative_error ? max_relative_error : relative_error; } float eps = std::numeric_limits::epsilon(); float tolerance = 10; if(max_relative_error != max_relative_error || max_relative_error > eps * tolerance) { std::cout << "FAIL, " << max_relative_error << std::endl; } else { std::cout << "PASS, " << max_relative_error << std::endl; } CHECK_HIP_ERROR(hipFree(da)); CHECK_HIP_ERROR(hipFree(db)); CHECK_HIP_ERROR(hipFree(dc)); CHECK_ROCBLAS_ERROR(rocblas_destroy_handle(handle)); return EXIT_SUCCESS; }