/* BLIS An object-based framework for developing high-performance BLAS-like libraries. Copyright (C) 2023 - 2024, Advanced Micro Devices, Inc. All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: - Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. - Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. - Neither the name(s) of the copyright holder(s) nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. */ #include "blis.h" #include "aocl_gemm_interface_apis.h" #include "lpgemm_types.h" #include "lpgemm_config.h" #include "lpgemm_utils_s8.h" #include "lpgemm_reorder_s8.h" AOCL_GEMM_GET_REORDER_BUF_SIZE(s8s8s32os32) { if ( ( k <= 0 ) || ( n <= 0 ) ) { return 0; // Error. } // Check if avx512_vnni ISA is supported, lpgemm matmul only works with it. if ( bli_cpuid_is_avx512vnni_supported() == FALSE ) { bli_print_msg(" AVX512_VNNI ISA not supported by processor, " "cannot perform s8s8s32 gemm.", __FILE__, __LINE__ ); return 0; // Error. } /* Initialize BLIS. */ bli_init_auto(); // Set MC, NC, KC, NR, MR. aocl_lpgemm_init_global_cntx(); AOCL_MATRIX_TYPE input_mat_type; bli_param_map_char_to_lpmat_type( mat_type, &input_mat_type ); if ( input_mat_type == A_MATRIX ) { return 0; // A reorder not supported. } // Extra space since packing does width in multiples of 16. The vnni // instruction can be used as long as atleast one zmm register can be fully // loaded; and since k_dim needs to be atleast 4, having n_dim atleast 16 // should give 4x16=64 elements, enough for 1 zmm register.The padding is // not rounded to NR (=64), since that would result in memory wastage. #ifdef BLIS_KERNELS_ZEN4 dim_t n_reorder; if( n == 1 ) { n_reorder = 1; } else { n_reorder = make_multiple_of_n( n, 16 ); } // Extra space since packing does length in multiples of 4. dim_t k_reorder; if( n == 1 ) { k_reorder = k; } else { k_reorder = make_multiple_of_n( k, 4 ); } #else dim_t n_reorder = make_multiple_of_n( n, 16 ); dim_t k_reorder = make_multiple_of_n( k, 4 ); #endif //extra memory of n_reorder * sizeof(int32_t) to store sum of every column of B matrix buffer siz_t size_req = sizeof( int8_t ) * k_reorder * n_reorder + ( n_reorder * sizeof( int32_t ) ); return size_req; } AOCL_GEMM_REORDER(int8_t,s8s8s32os32) { trans_t blis_trans; /* Map BLAS chars to their corresponding BLIS enumerated type value. */ bli_param_map_netlib_to_blis_trans(trans, &blis_trans); if ((input_buf_addr == NULL) || (reorder_buf_addr == NULL) || (k <= 0) || (n <= 0) || (bli_is_notrans(blis_trans) && (ldb < n)) || (bli_is_trans(blis_trans) && (ldb < k)) ) { return; // Error. } inc_t rs_b, cs_b; if ((order == 'r') || (order == 'R')) { rs_b = bli_is_notrans(blis_trans) ? ldb : 1; cs_b = bli_is_notrans(blis_trans) ? 1 : ldb; } else if ((order == 'c') || (order == 'C')) { rs_b = bli_is_notrans(blis_trans) ? 1 : ldb; cs_b = bli_is_notrans(blis_trans) ? ldb : 1; } else { return; // Error } // Check if avx512_vnni ISA is supported, lpgemm matmul only works with it. if ( bli_cpuid_is_avx512vnni_supported() == FALSE ) { bli_print_msg(" AVX512_VNNI ISA not supported by processor, " "cannot perform s8s8s32 gemm.", __FILE__, __LINE__ ); return; // Error. } /* Initialize BLIS. */ bli_init_auto(); // Set MC, NC, KC, NR, MR. aocl_lpgemm_init_global_cntx(); AOCL_MATRIX_TYPE input_mat_type; bli_param_map_char_to_lpmat_type( mat_type, &input_mat_type ); if ( input_mat_type == A_MATRIX ) { return; // A reorder not supported. } #ifdef BLIS_KERNELS_ZEN4 if( n == 1 ) { int32_t* pack_b_column_sum = ( int32_t* ) ( reorder_buf_addr + ( sizeof( int8_t ) * n * k )); *pack_b_column_sum = 0; for( dim_t k0 = 0; k0 < k; k0++ ) { reorder_buf_addr[k0] = input_buf_addr[ k0 * rs_b ]; *pack_b_column_sum += reorder_buf_addr[k0]; } *pack_b_column_sum *= 128; return; } #endif // Initialize a local runtime with global settings if necessary. Note // that in the case that a runtime is passed in, we make a local copy. rntm_t rntm_g; bli_rntm_init_from_global( &rntm_g ); bli_pba_rntm_set_pba( &rntm_g ); lpgemm_cntx_t* lcntx_g = lpgemm_get_global_cntx_obj( S8S8S32OS32 ); // Create dummy b_reorder obj. lpgemm_obj_t b_reorder; b_reorder.storage.aligned_buffer = reorder_buf_addr; // Create dummy original b obj; lpgemm_obj_t b; b.storage.aligned_buffer = ( void* )input_buf_addr; b.rs = rs_b; b.cs = cs_b; b.width = n; b.length = k; reorderb_nr64_s8s8s32o32( &b, &b_reorder, &rntm_g, lcntx_g ); }