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-Currently lpgemm sets the context (block sizes and micro-kernels) based on the ISA of the machine it is being executed on. However this approach does not give the flexibility to select a different context at runtime. In order to enable runtime selection of context, the context initialization is modified to read the AOCL_ENABLE_INSTRUCTIONS env variable and set the context based on the same. As part of this commit, only f32 context selection is enabled. -Bug fixes in scale ops in f32 micro-kernels and GEMV path selection. -Added vectorized f32 packing kernels for NR=16(AVX2) and NR=64(AVX512). This is only for B matrix and helps remove dependency of f32 lpgemm api on the BLIS packing framework. AMD Internal: [CPUPL-5959] Change-Id: I4b459aaf33c54423952f89905ba43cf119ce20f6
264 lines
8.2 KiB
C
264 lines
8.2 KiB
C
/*
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BLIS
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An object-based framework for developing high-performance BLAS-like
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libraries.
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Copyright (C) 2022 - 2024, Advanced Micro Devices, Inc. All rights reserved.
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Redistribution and use in source and binary forms, with or without
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modification, are permitted provided that the following conditions are
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met:
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- Redistributions of source code must retain the above copyright
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notice, this list of conditions and the following disclaimer.
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- Redistributions in binary form must reproduce the above copyright
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notice, this list of conditions and the following disclaimer in the
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documentation and/or other materials provided with the distribution.
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- Neither the name(s) of the copyright holder(s) nor the names of its
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contributors may be used to endorse or promote products derived
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from this software without specific prior written permission.
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
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"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
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LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
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A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
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HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
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SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
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LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
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DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
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THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
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(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
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OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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*/
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#include "blis.h"
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#include "aocl_gemm_interface_apis.h"
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#include "lpgemm_config.h"
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#include "lpgemm_utils.h"
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AOCL_GEMM_GET_REORDER_BUF_SIZE(f32f32f32of32)
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{
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if ( ( k <= 0 ) || ( n <= 0 ) )
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{
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return 0; // Error.
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}
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// Check if AVX2 ISA is supported, lpgemm fp32 matmul only works with it.
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if ( bli_cpuid_is_avx2fma3_supported() == FALSE )
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{
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bli_print_msg(" AVX2 ISA not supported by processor, "
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"cannot perform f32f32f32 gemm.", __FILE__, __LINE__ );
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return 0; // Error.
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}
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/* Initialize BLIS. */
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bli_init_auto();
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// Initialize lpgemm context.
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aocl_lpgemm_init_global_cntx();
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AOCL_MATRIX_TYPE input_mat_type;
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bli_param_map_char_to_lpmat_type( mat_type, &input_mat_type );
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if ( input_mat_type == A_MATRIX )
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{
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return 0; // A reorder not supported.
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}
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const dim_t NR = lpgemm_get_block_size_NR_global_cntx( F32F32F32OF32 );
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// Extra space since packing does width in multiples of NR.
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dim_t n_reorder;
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#ifdef BLIS_KERNELS_ZEN4
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if( ( n == 1 ) && ( lpgemm_get_enabled_arch() != BLIS_ARCH_ZEN3 ) )
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{
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//When n == 1, LPGEMV doesn't expect B to be reordered.
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n_reorder = 1;
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}
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else
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#endif
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{
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n_reorder = ( ( n + NR - 1 ) / NR ) * NR;
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}
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siz_t size_req = sizeof( float ) * k * n_reorder;
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return size_req;
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}
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// Pack B into row stored column panels.
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AOCL_GEMM_REORDER(float,f32f32f32of32)
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{
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trans_t blis_trans;
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/* Map BLAS chars to their corresponding BLIS enumerated type value. */
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bli_param_map_netlib_to_blis_trans(trans, &blis_trans);
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if ( ( input_buf_addr == NULL ) || ( reorder_buf_addr == NULL ) ||
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( k <= 0 ) || ( n <= 0 ) || ( bli_is_notrans( blis_trans ) && ( ldb < n ) ) ||
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( bli_is_trans( blis_trans ) && ( ldb < k ) ) )
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{
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return; // Error.
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}
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// Only supports row major packing now.
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inc_t rs_b, cs_b;
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if ((order == 'r') || (order == 'R'))
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{
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rs_b = bli_is_notrans(blis_trans) ? ldb : 1;
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cs_b = bli_is_notrans(blis_trans) ? 1 : ldb;
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}
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else if ((order == 'c') || (order == 'C'))
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{
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rs_b = bli_is_notrans(blis_trans) ? 1 : ldb;
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cs_b = bli_is_notrans(blis_trans) ? ldb : 1;
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}
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else
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{
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return; // Error
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}
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// Check if AVX2 ISA is supported, lpgemm fp32 matmul only works with it.
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if ( bli_cpuid_is_avx2fma3_supported() == FALSE )
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{
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bli_print_msg(" AVX2 ISA not supported by processor, "
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"cannot perform f32f32f32 gemm.", __FILE__, __LINE__ );
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return; // Error.
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}
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/* Initialize BLIS. */
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bli_init_auto();
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// Initialize lpgemm context.
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aocl_lpgemm_init_global_cntx();
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AOCL_MATRIX_TYPE input_mat_type;
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bli_param_map_char_to_lpmat_type( mat_type, &input_mat_type );
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if ( input_mat_type == A_MATRIX )
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{
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return; // A reorder not supported.
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}
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// Query the context for various blocksizes.
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lpgemm_cntx_t* lcntx = lpgemm_get_global_cntx_obj( F32F32F32OF32 );
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dim_t NC = lcntx->blksz.NC;
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dim_t KC = lcntx->blksz.KC;
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dim_t NR = lcntx->blksz.NR;
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dim_t rs_b_reorder = 0;
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dim_t cs_b_reorder = 0;
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// Initialize a local runtime with global settings if necessary. Note
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// that in the case that a runtime is passed in, we make a local copy.
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rntm_t rntm_g;
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bli_rntm_init_from_global( &rntm_g );
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dim_t n_threads = bli_rntm_num_threads( &rntm_g );
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n_threads = ( n_threads > 0 ) ? n_threads : 1;
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#ifdef BLIS_KERNELS_ZEN4
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//When n == 1, B marix becomes a vector.
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//Reordering is avoided so that LPGEMV can process it efficiently.
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if( ( n == 1 ) && ( lpgemm_get_enabled_arch() != BLIS_ARCH_ZEN3 ) )
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{
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if(rs_b == 1)
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{
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memcpy(reorder_buf_addr, input_buf_addr, (k * sizeof(BLIS_FLOAT)));
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}else
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{
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for(dim_t k0 = 0; k0 < k; k0++)
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{
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reorder_buf_addr[k0] = input_buf_addr[k0*rs_b];
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}
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}
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return;
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}
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#endif
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#ifdef BLIS_ENABLE_OPENMP
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_Pragma( "omp parallel num_threads(n_threads)" )
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{
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// Initialise a local thrinfo obj for work split across threads.
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thrinfo_t thread_jc;
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bli_thrinfo_set_n_way( n_threads, &thread_jc );
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bli_thrinfo_set_work_id( omp_get_thread_num(), &thread_jc );
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#else
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{
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// Initialise a local thrinfo obj for work split across threads.
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thrinfo_t thread_jc;
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bli_thrinfo_set_n_way( 1, &thread_jc );
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bli_thrinfo_set_work_id( 0, &thread_jc );
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#endif
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// Compute the JC loop thread range for the current thread. Per thread
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// gets multiple of NR columns.
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dim_t jc_start, jc_end;
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bli_thread_range_sub( &thread_jc, n, NR, FALSE, &jc_start, &jc_end );
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for ( dim_t jc = jc_start; jc < jc_end; jc += NC )
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{
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dim_t nc0 = bli_min( ( jc_end - jc ), NC );
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dim_t jc_cur_loop = jc;
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dim_t jc_cur_loop_rem = 0;
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dim_t n_sub_updated;
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get_B_panel_reordered_start_offset_width
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(
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jc, n, NC, NR,
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&jc_cur_loop, &jc_cur_loop_rem,
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&nc0, &n_sub_updated
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);
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for ( dim_t pc = 0; pc < k; pc += KC )
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{
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dim_t kc0 = bli_min( ( k - pc ), KC );
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// The offsets are calculated in such a way that it resembles
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// the reorder buffer traversal in single threaded reordering.
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// The panel boundaries (KCxNC) remain as it is accessed in
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// single thread, and as a consequence a thread with jc_start
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// inside the panel cannot consider NC range for reorder. It
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// has to work with NC' < NC, and the offset is calulated using
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// prev NC panels spanning k dim + cur NC panel spaning pc loop
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// cur iteration + (NC - NC') spanning current kc0 (<= KC).
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//
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//Eg: Consider the following reordered buffer diagram:
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// t1 t2
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// | |
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// | |..NC..|
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// | | |
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// |.NC. |.NC. |NC'|NC"
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// pc=0-+-----+-----+---+--+
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// KC| | | | |
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// | 1 | 3 | 5 |
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// pc=KC-+-----+-----+---st-+
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// KC| | | | |
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// | 2 | 4 | 6 | 7|
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// pc=k=2KC-+-----+-----+---+--+
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// |jc=0 |jc=NC|jc=2NC|
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//
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// The numbers 1,2..6,7 denotes the order in which reordered
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// KCxNC blocks are stored in memory, ie: block 1 followed by 2
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// followed by 3, etc. Given two threads t1 and t2, and t2 needs
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// to acces point st in the reorder buffer to write the data:
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// The offset calulation logic will be:
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// jc_cur_loop = 2NC, jc_cur_loop_rem = NC', pc = KC,
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// n_sub_updated = NC, k = 2KC, kc0_updated = KC
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//
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// st = ( jc_cur_loop * k ) <traverse blocks 1,2,3,4>
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// + ( n_sub_updated * pc ) <traverse block 5>
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// + ( NC' * kc0_updated) <traverse block 6>
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( ( lpgemm_pack_f32 )lcntx->packb_fun_ptr )
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(
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reorder_buf_addr + ( jc_cur_loop * k ) +
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( n_sub_updated * pc ) + ( jc_cur_loop_rem * kc0 ),
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input_buf_addr + ( rs_b * pc ) + ( cs_b * jc ),
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rs_b, cs_b, nc0, kc0, &rs_b_reorder, &cs_b_reorder
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);
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}
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adjust_B_panel_reordered_jc( &jc, jc_cur_loop );
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}
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}
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}
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