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This API supports applying element wise operations (eg: post-ops) on a float(f32) input matrix to get an output matrix of the same (float(f32)). Change-Id: I387a544f0d33d2231f5f6a92e212f17b1103dd24 AMD Internal: [SWLCSG-2947] Change-Id: I387a544f0d33d2231f5f6a92e212f17b1103dd24
275 lines
7.2 KiB
C
275 lines
7.2 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) 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_eltwise_ops_interface_apis.h"
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#include "aocl_gemm_check.h"
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#include "lpgemm_types.h"
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#include "lpgemm_thread_decor_openmp.h"
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#include "lpgemm_utils.h"
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#include "lpgemm_config.h"
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#include "lpgemm_post_ops.h"
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BLIS_INLINE void aocl_eltwise_ops_bf16of32_base
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(
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const char order,
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const char transa,
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const char transb,
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const dim_t m,
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const dim_t n,
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const bfloat16* a,
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const dim_t lda,
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float* b,
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const dim_t ldb,
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aocl_post_op* post_op_unparsed,
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AOCL_STORAGE_TYPE c_downscale
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)
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{
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trans_t blis_transa;
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trans_t blis_transb;
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// Check if avx512_vnni ISA is supported, lpgemm matmul only works with it.
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if ( bli_cpuid_is_avx512bf16_supported() == FALSE )
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{
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bli_print_msg(" AVX512_BF16 ISA not supported by processor, "
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"cannot perform bf16bf16f32 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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// Set MC, NC, KC, NR, MR.
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aocl_lpgemm_init_global_cntx();
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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(transa, &blis_transa);
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bli_param_map_netlib_to_blis_trans(transb, &blis_transb);
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bool is_column_major = ((order == 'c') || (order == 'C'));
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// Column major support disabled for int API's till micro-kernel
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// post-ops are updated to account for column major.
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if ( ( is_column_major == TRUE ) ||
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( bli_is_trans( blis_transa ) ) ||
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( bli_is_trans( blis_transb ) ) )
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{
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bli_print_msg("Column major and transpose not supported.",
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__FILE__, __LINE__);
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return;
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}
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// The strides are set assuming a row major kernel.
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inc_t rs_a = lda;
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inc_t cs_a = 1;
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inc_t rs_b = ldb;
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inc_t cs_b = 1;
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// Convert post op struct to post op linked list format.
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lpgemm_post_op post_op_list[AOCL_MAX_POST_OPS];
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err_t err = lpgemm_translate_to_post_ops_list
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(
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post_op_unparsed, post_op_list,
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NULL, ( void* )( &order ),
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m, n
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);
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if( err != BLIS_SUCCESS ) return;
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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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bli_pba_rntm_set_pba( &rntm_g );
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lpgemm_eltwise_ops_cntx_t* lcntx_g =
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lpgemm_eltwise_ops_get_global_cntx_obj( BF16OF32 );
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#ifdef BLIS_ENABLE_OPENMP
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lpgemm_eltwise_ops_bf16of32_openmp_thread_decorator
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(
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m, n,
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a, rs_a, cs_a,
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b, rs_b, cs_b,
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&rntm_g, lcntx_g,
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post_op_list, c_downscale
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);
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#else
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lpgemm_eltwise_ops_bf16of32_thread_decorator
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(
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m, n,
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a, rs_a, cs_a,
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b, rs_b, cs_b,
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&rntm_g, lcntx_g,
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post_op_list, c_downscale
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);
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#endif
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}
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AOCL_UTIL_ELTWISE_OPS(bfloat16,float,bf16of32)
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{
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AOCL_UTIL_ELTWISE_OPS_CHECK
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(
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"bf16of32",
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order, transa, transb,
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m, n,
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a, lda,
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b, ldb
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);
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aocl_eltwise_ops_bf16of32_base
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(
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order, transa, transb,
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m, n,
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a, lda,
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b, ldb,
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post_op_unparsed, F32
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);
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}
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AOCL_UTIL_ELTWISE_OPS(bfloat16,bfloat16,bf16obf16)
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{
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AOCL_UTIL_ELTWISE_OPS_CHECK
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(
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"bf16obf16",
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order, transa, transb,
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m, n,
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a, lda,
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b, ldb
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);
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// Even though b matrix is typecasted to float*, actual load/store
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// and matrix traversal will happen as bfloat16* type. This typecast
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// is only to ensure code is reused.
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aocl_eltwise_ops_bf16of32_base
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(
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order, transa, transb,
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m, n,
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a, lda,
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( float* )b, ldb,
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post_op_unparsed, BF16
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);
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}
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AOCL_UTIL_ELTWISE_OPS(float,float,f32of32)
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{
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AOCL_UTIL_ELTWISE_OPS_CHECK
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(
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"f32of32",
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order, transa, transb,
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m, n,
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a, lda,
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b, ldb
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);
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trans_t blis_transa;
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trans_t blis_transb;
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// Check if avx512_vnni ISA is supported, lpgemm matmul only works with it.
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if ( bli_cpuid_is_avx512bf16_supported() == FALSE )
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{
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bli_print_msg(" AVX512_BF16 ISA not supported by processor, "
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"cannot perform bf16bf16f32 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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// Set MC, NC, KC, NR, MR.
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aocl_lpgemm_init_global_cntx();
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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(transa, &blis_transa);
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bli_param_map_netlib_to_blis_trans(transb, &blis_transb);
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bool is_column_major = ((order == 'c') || (order == 'C'));
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// Column major support disabled for int API's till micro-kernel
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// post-ops are updated to account for column major.
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if ( ( is_column_major == TRUE ) ||
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( bli_is_trans( blis_transa ) ) ||
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( bli_is_trans( blis_transb ) ) )
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{
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bli_print_msg("Column major and transpose not supported.",
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__FILE__, __LINE__);
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return;
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}
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// The strides are set assuming a row major kernel.
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inc_t rs_a = lda;
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inc_t cs_a = 1;
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inc_t rs_b = ldb;
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inc_t cs_b = 1;
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// Convert post op struct to post op linked list format.
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lpgemm_post_op post_op_list[AOCL_MAX_POST_OPS];
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err_t err = lpgemm_translate_to_post_ops_list
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(
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post_op_unparsed, post_op_list,
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NULL, ( void* )( &order ),
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m, n
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);
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if( err != BLIS_SUCCESS ) return;
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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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bli_pba_rntm_set_pba( &rntm_g );
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lpgemm_eltwise_ops_cntx_t* lcntx_g =
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lpgemm_eltwise_ops_get_global_cntx_obj( F32OF32 );
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#ifdef BLIS_ENABLE_OPENMP
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lpgemm_eltwise_ops_f32of32_openmp_thread_decorator
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(
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m, n,
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a, rs_a, cs_a,
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b, rs_b, cs_b,
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&rntm_g, lcntx_g,
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post_op_list, F32
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);
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#else
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lpgemm_eltwise_ops_f32of32_thread_decorator
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(
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m, n,
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a, rs_a, cs_a,
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b, rs_b, cs_b,
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&rntm_g, lcntx_g,
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post_op_list, F32
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);
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#endif
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} |