// Copyright (c) 2017-2022, Lawrence Livermore National Security, LLC and other CEED contributors. // All Rights Reserved. See the top-level LICENSE and NOTICE files for details. // // SPDX-License-Identifier: BSD-2-Clause // // This file is part of CEED: http://github.com/ceed #include #include #include #include "ceed-magma-gemm-selector.h" #include "tuning/indices.h" #ifdef CEED_MAGMA_USE_HIP #include "tuning/mi100.h" #include "tuning/mi250x.h" #include "tuning/mi250x_grad_rtc.h" #include "tuning/mi250x_interp_rtc.h" #else #include "tuning/a100.h" #include "tuning/a100_grad_rtc.h" #include "tuning/a100_interp_rtc.h" #include "tuning/v100.h" #endif //////////////////////////////////////////////////////////////////////////////// #ifdef CEED_MAGMA_USE_HIP static inline auto gemm_selector_get_data(int gpu_arch, char precision, char trans_A) -> decltype(dgemm_nn_mi250x) { if (gpu_arch >= 910) { // gfx90a or newer return (precision == 's') ? ((trans_A == 'n') ? sgemm_nn_mi250x : sgemm_tn_mi250x) : ((trans_A == 'n') ? dgemm_nn_mi250x : dgemm_tn_mi250x); } else { // gfx908 or older return (precision == 's') ? ((trans_A == 'n') ? sgemm_nn_mi100 : sgemm_tn_mi100) : ((trans_A == 'n') ? dgemm_nn_mi100 : dgemm_tn_mi100); } } #else static inline auto gemm_selector_get_data(int gpu_arch, char precision, char trans_A) -> decltype(dgemm_nn_a100) { if (gpu_arch >= 800) { // sm80 or newer return (precision == 's') ? ((trans_A == 'n') ? sgemm_nn_a100 : sgemm_tn_a100) : ((trans_A == 'n') ? dgemm_nn_a100 : dgemm_tn_a100); } else { // sm70 or older return (precision == 's') ? ((trans_A == 'n') ? sgemm_nn_v100 : sgemm_tn_v100) : ((trans_A == 'n') ? dgemm_nn_v100 : dgemm_tn_v100); } } #endif //////////////////////////////////////////////////////////////////////////////// void gemm_selector(int gpu_arch, char precision, char trans_A, int m, int n, int k, int *n_batch, int *use_magma) { const auto &data = gemm_selector_get_data(gpu_arch, precision, trans_A); int ir = -1; double norm = std::numeric_limits::max(); for (size_t i = 0; i < data.size(); i++) { const int &im = data[i][M_INDEX]; const int &in = data[i][N_INDEX]; const int &ik = data[i][K_INDEX]; double mdiff = (double)(im - m); double ndiff = (double)(in - n); double kdiff = (double)(ik - k); double nrm = mdiff * mdiff + ndiff * ndiff + kdiff * kdiff; if (nrm < norm) { norm = nrm; ir = i; } if (im == m && in == n && ik == k) { // The input (m, n, k) exactly matches a record in `data`, no need to search further break; } } if (ir >= 0) { // If the closest match indicates that n = n_batch, that means calling the regular non-batch GEMM. // So n_batch is set to n instead of the 'n_batch' entry of the matching record. int n_ = data[ir][N_INDEX]; int n_batch_ = data[ir][N_BATCH_INDEX]; *n_batch = (n_ == n_batch_) ? n : n_batch_; *use_magma = data[ir][USE_MAGMA_INDEX]; } else { *n_batch = n; *use_magma = 0; } } ////////////////////////////////////////////////////////////////////////////// #ifdef CEED_MAGMA_USE_HIP static inline auto nontensor_rtc_get_data(int gpu_arch, char trans_A, int q_comp) -> decltype(dinterp_n_mi250x) { if (q_comp == 1) { return (trans_A == 'n') ? dinterp_n_mi250x : dinterp_t_mi250x; } else { return (trans_A == 'n') ? dgrad_n_mi250x : dgrad_t_mi250x; } } #else static inline auto nontensor_rtc_get_data(int gpu_arch, char trans_A, int q_comp) -> decltype(dinterp_n_a100) { if (q_comp == 1) { return (trans_A == 'n') ? dinterp_n_a100 : dinterp_t_a100; } else { return (trans_A == 'n') ? dgrad_n_a100 : dgrad_t_a100; } } #endif //////////////////////////////////////////////////////////////////////////////// CeedInt nontensor_rtc_get_nb(int gpu_arch, char trans_A, int q_comp, int P, int Q, int n) { const auto &data = nontensor_rtc_get_data(gpu_arch, trans_A, q_comp); int ir = -1; double norm = std::numeric_limits::max(); CeedInt m = (trans_A == 'n') ? Q : P; CeedInt k = (trans_A == 'n') ? P : Q; for (size_t i = 0; i < data.size(); i++) { const int &im = data[i][M_INDEX_RTC]; const int &in = data[i][N_INDEX_RTC]; const int &ik = data[i][K_INDEX_RTC]; double mdiff = (double)(im - m); double ndiff = (double)(in - n); double kdiff = (double)(ik - k); double nrm = mdiff * mdiff + ndiff * ndiff + kdiff * kdiff; if (nrm < norm) { norm = nrm; ir = i; } if (im == m && in == n && ik == k) { // The input (m, n, k) exactly matches a record in `data`, no need to search further break; } } return (ir >= 0) ? data[ir][NB_INDEX_RTC] : 1; }