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blis/addon/aocl_gemm/kernels/lpgemm_kernels.h
Meghana Vankadari fbb72d047f Added group quantization and zero-point support for WOQ kernels 
Description:

1. Added group quantization and zero-point (zp) in
   aocl_gemm_bf16s4f32o<bf16|f32> API.

2. Group quantization is technique to improve accuracy
   where scale factors to dequantize weights varies at group
   level instead of per channel and per tensor level.

3. Added zp and scaling in woq packb kernels so that for
   large M values zp and scaling are performed at pack-b
   stage and bf16 kernels are called

4. Adding zp support and scaling to default path in WoQ kernels
   created some performance overhead when M value is very small.

5. Added string group_size to lpgemm bench to read
   group size from bench_input.txt and tested for
   various combinations of matrix dimensions.

6. The scalefactors could be of type float or bf16
   and the  zeropoint values are expected to be
   in int8 format.

AMD-Internal: [SWLCSG-3168, SWLCSG-3172]

Change-Id: Iff07b54d76edc7408eb2ea0b29ce8b4a04a38f57
2024-12-02 06:46:13 +00:00

606 lines
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/*
BLIS
An object-based framework for developing high-performance BLAS-like
libraries.
Copyright (C) 2022 - 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.
*/
#ifndef BLIS_LPGEMM_KERN_H
#define BLIS_LPGEMM_KERN_H
#include "lpgemm_post_ops.h"
#include "aocl_bf16_type.h"
// Disable BF16 kernel in cases where compilers support other avx 512
// features except BF16 ISA.
#if ( defined( BLIS_GCC ) && ( ( __GNUC__ < 11 ) || \
( ( __GNUC__ == 11 ) && ( __GNUC_MINOR__ < 2 ) ) ) )
#define LPGEMM_BF16_JIT
#endif
typedef void (*lpgemm_m_fringe_f32_ker_ft)
(
const dim_t k0,
const float* a,
const dim_t rs_a,
const dim_t cs_a,
const float* b,
const dim_t rs_b,
const dim_t cs_b,
float* c,
const dim_t rs_c,
const float alpha,
const float beta,
lpgemm_post_op* post_ops_list,
lpgemm_post_op_attr post_ops_attr
);
#define LPGEMM_MAIN_KERN(A_type,B_type,C_type,LP_SFX) \
void lpgemm_rowvar_ ## LP_SFX \
( \
const dim_t m0, \
const dim_t n0, \
const dim_t k0, \
const A_type* a, \
const dim_t rs_a, \
const dim_t cs_a, \
const dim_t ps_a, \
const B_type* b, \
const dim_t rs_b, \
const dim_t cs_b, \
C_type* c, \
const dim_t rs_c, \
const dim_t cs_c, \
const C_type alpha, \
const C_type beta, \
lpgemm_post_op* post_ops_list, \
lpgemm_post_op_attr post_ops_attr \
) \
LPGEMM_MAIN_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_6x64);
LPGEMM_MAIN_KERN(uint8_t,int8_t,int16_t,u8s8s16o16_6x32);
LPGEMM_MAIN_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_6x64);
LPGEMM_MAIN_KERN(float,float,float,f32f32f32of32_6x16m);
LPGEMM_MAIN_KERN(float,float,float,f32f32f32of32_avx512_6x64m);
LPGEMM_MAIN_KERN(int8_t,int8_t,int32_t,s8s8s32os32_6x64);
LPGEMM_MAIN_KERN(int8_t,int8_t,int16_t,s8s8s16o16_6x32);
#define LPGEMM_MAIN_KERN1(A_type,B_type,C_type,LP_SFX) \
void lpgemm_rowvar_ ## LP_SFX \
( \
const dim_t m0, \
const dim_t n0, \
const dim_t k0, \
const A_type* a, \
const dim_t rs_a, \
const dim_t cs_a, \
const dim_t ps_a, \
const B_type* b, \
const dim_t rs_b, \
const dim_t cs_b, \
C_type* c, \
const dim_t rs_c, \
const dim_t cs_c, \
const C_type alpha, \
const C_type beta, \
lpgemm_post_op* post_ops_list, \
lpgemm_post_op_attr post_ops_attr, \
lpgemm_pre_op_attr pre_ops_attr \
) \
LPGEMM_MAIN_KERN1(bfloat16,int8_t,float,bf16s4f32of32_6x64m);
#define LPGEMM_M_FRINGE_KERN(A_type,B_type,C_type,LP_SFX) \
void lpgemm_rowvar_ ## LP_SFX \
( \
const dim_t k0, \
const A_type* a, \
const dim_t rs_a, \
const dim_t cs_a, \
const B_type* b, \
const dim_t rs_b, \
const dim_t cs_b, \
C_type* c, \
const dim_t rs_c, \
const C_type alpha, \
const C_type beta, \
lpgemm_post_op* post_ops_list, \
lpgemm_post_op_attr post_ops_attr \
) \
LPGEMM_M_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_5x64);
LPGEMM_M_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_4x64);
LPGEMM_M_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_3x64);
LPGEMM_M_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_2x64);
LPGEMM_M_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_1x64);
LPGEMM_M_FRINGE_KERN(uint8_t,int8_t,int16_t,u8s8s16o16_4x32);
LPGEMM_M_FRINGE_KERN(uint8_t,int8_t,int16_t,u8s8s16o16_2x32);
LPGEMM_M_FRINGE_KERN(uint8_t,int8_t,int16_t,u8s8s16o16_1x32);
LPGEMM_M_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_5x64);
LPGEMM_M_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_4x64);
LPGEMM_M_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_3x64);
LPGEMM_M_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_2x64);
LPGEMM_M_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_1x64);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_5x64);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_4x64);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_3x64);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_2x64);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_1x64);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_5x48);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_4x48);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_3x48);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_2x48);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_1x48);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_5x32);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_4x32);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_3x32);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_2x32);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_1x32);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_5x16);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_4x16);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_3x16);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_2x16);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_1x16);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_5x8);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_4x8);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_3x8);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_2x8);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_1x8);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_5x4);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_4x4);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_3x4);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_2x4);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_1x4);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_5x2);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_4x2);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_3x2);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_2x2);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_1x2);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_5x1);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_4x1);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_3x1);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_2x1);
LPGEMM_M_FRINGE_KERN(float,float,float,f32f32f32of32_1x1);
LPGEMM_M_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_5x64);
LPGEMM_M_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_4x64);
LPGEMM_M_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_3x64);
LPGEMM_M_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_2x64);
LPGEMM_M_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_1x64);
LPGEMM_M_FRINGE_KERN(int8_t,int8_t,int16_t,s8s8s16o16_4x32);
LPGEMM_M_FRINGE_KERN(int8_t,int8_t,int16_t,s8s8s16o16_2x32);
LPGEMM_M_FRINGE_KERN(int8_t,int8_t,int16_t,s8s8s16o16_1x32);
#define LPGEMM_M_FRINGE_KERN1(A_type,B_type,C_type,LP_SFX) \
void lpgemm_rowvar_ ## LP_SFX \
( \
const dim_t k0, \
const A_type* a, \
const dim_t rs_a, \
const dim_t cs_a, \
const B_type* b, \
const dim_t rs_b, \
const dim_t cs_b, \
C_type* c, \
const dim_t rs_c, \
const C_type alpha, \
const C_type beta, \
lpgemm_post_op* post_ops_list, \
lpgemm_post_op_attr post_ops_attr, \
lpgemm_pre_op_attr pre_ops_attr \
) \
LPGEMM_M_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_5x64);
LPGEMM_M_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_4x64);
LPGEMM_M_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_3x64);
LPGEMM_M_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_2x64);
LPGEMM_M_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_1x64);
#define LPGEMM_N_FRINGE_KERN(A_type,B_type,C_type,LP_SFX) \
void lpgemm_rowvar_ ## LP_SFX \
( \
const dim_t m0, \
const dim_t k0, \
const A_type* a, \
const dim_t rs_a, \
const dim_t cs_a, \
const dim_t ps_a, \
const B_type* b, \
const dim_t rs_b, \
const dim_t cs_b, \
C_type* c, \
const dim_t rs_c, \
const C_type alpha, \
const C_type beta, \
lpgemm_post_op* post_ops_list, \
lpgemm_post_op_attr post_ops_attr \
) \
LPGEMM_N_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_6x16);
LPGEMM_N_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_12x16);
LPGEMM_N_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_6x32);
LPGEMM_N_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_9x32);
LPGEMM_N_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_6x48);
LPGEMM_N_FRINGE_KERN(uint8_t,int8_t,int16_t,u8s8s16o16_6x16);
LPGEMM_N_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_6x16);
LPGEMM_N_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_6x32);
LPGEMM_N_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_6x48);
LPGEMM_N_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_6x48m);
LPGEMM_N_FRINGE_KERN(float,float,float,f32f32f32of32_avx512_6x32m);
LPGEMM_N_FRINGE_KERN(float,float,float,f32f32f32of32_6x8m);
LPGEMM_N_FRINGE_KERN(float,float,float,f32f32f32of32_6x4m);
LPGEMM_N_FRINGE_KERN(float,float,float,f32f32f32of32_6x2m);
LPGEMM_N_FRINGE_KERN(float,float,float,f32f32f32of32_6x1m);
LPGEMM_N_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_6x16);
LPGEMM_N_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_6x32);
LPGEMM_N_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_6x48);
LPGEMM_N_FRINGE_KERN(int8_t,int8_t,int16_t,s8s8s16o16_6x16);
#define LPGEMM_N_FRINGE_KERN1(A_type,B_type,C_type,LP_SFX) \
void lpgemm_rowvar_ ## LP_SFX \
( \
const dim_t m0, \
const dim_t k0, \
const A_type* a, \
const dim_t rs_a, \
const dim_t cs_a, \
const dim_t ps_a, \
const B_type* b, \
const dim_t rs_b, \
const dim_t cs_b, \
C_type* c, \
const dim_t rs_c, \
const C_type alpha, \
const C_type beta, \
lpgemm_post_op* post_ops_list, \
lpgemm_post_op_attr post_ops_attr, \
lpgemm_pre_op_attr pre_ops_attr \
) \
LPGEMM_N_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_6x16m);
LPGEMM_N_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_6x32m);
LPGEMM_N_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_6x48m);
#define LPGEMM_N_LT_NR0_FRINGE_KERN(A_type,B_type,C_type,LP_SFX) \
void lpgemm_rowvar_ ## LP_SFX \
( \
const dim_t m0, \
const dim_t k0, \
const A_type* a, \
const dim_t rs_a, \
const dim_t cs_a, \
const dim_t ps_a, \
const B_type* b, \
const dim_t rs_b, \
const dim_t cs_b, \
C_type* c, \
const dim_t rs_c, \
const C_type alpha, \
const C_type beta, \
const dim_t n0_rem, \
lpgemm_post_op* post_ops_list, \
lpgemm_post_op_attr post_ops_attr \
) \
LPGEMM_N_LT_NR0_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_6xlt16);
LPGEMM_N_LT_NR0_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_12xlt16);
LPGEMM_N_LT_NR0_FRINGE_KERN(uint8_t,int8_t,int16_t,u8s8s16o16_6xlt16);
LPGEMM_N_LT_NR0_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_6xlt16);
LPGEMM_N_LT_NR0_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_6xlt16);
LPGEMM_N_LT_NR0_FRINGE_KERN(int8_t,int8_t,int16_t,s8s8s16o16_6xlt16);
#define LPGEMM_N_LT_NR0_FRINGE_KERN1(A_type,B_type,C_type,LP_SFX) \
void lpgemm_rowvar_ ## LP_SFX \
( \
const dim_t m0, \
const dim_t k0, \
const A_type* a, \
const dim_t rs_a, \
const dim_t cs_a, \
const dim_t ps_a, \
const B_type* b, \
const dim_t rs_b, \
const dim_t cs_b, \
C_type* c, \
const dim_t rs_c, \
const C_type alpha, \
const C_type beta, \
const dim_t n0_rem, \
lpgemm_post_op* post_ops_list, \
lpgemm_post_op_attr post_ops_attr, \
lpgemm_pre_op_attr pre_ops_attr \
) \
LPGEMM_N_LT_NR0_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_6xlt16m);
#define LPGEMM_MN_FRINGE_KERN(A_type,B_type,C_type,LP_SFX) \
void lpgemm_rowvar_ ## LP_SFX \
( \
const dim_t k0, \
const A_type* a, \
const dim_t rs_a, \
const dim_t cs_a, \
const B_type* b, \
const dim_t rs_b, \
const dim_t cs_b, \
C_type* c, \
const dim_t rs_c, \
const C_type alpha, \
const C_type beta, \
lpgemm_post_op* post_ops_list, \
lpgemm_post_op_attr post_ops_attr \
) \
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_5x16);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_4x16);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_3x16);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_2x16);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_1x16);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_5x32);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_4x32);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_3x32);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_2x32);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_1x32);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_5x48);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_4x48);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_3x48);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_2x48);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_1x48);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int16_t,u8s8s16o16_4x16);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int16_t,u8s8s16o16_2x16);
LPGEMM_MN_FRINGE_KERN(uint8_t,int8_t,int16_t,u8s8s16o16_1x16);
LPGEMM_MN_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_5x16);
LPGEMM_MN_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_4x16);
LPGEMM_MN_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_3x16);
LPGEMM_MN_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_2x16);
LPGEMM_MN_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_1x16);
LPGEMM_MN_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_5x32);
LPGEMM_MN_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_4x32);
LPGEMM_MN_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_3x32);
LPGEMM_MN_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_2x32);
LPGEMM_MN_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_1x32);
LPGEMM_MN_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_5x48);
LPGEMM_MN_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_4x48);
LPGEMM_MN_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_3x48);
LPGEMM_MN_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_2x48);
LPGEMM_MN_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_1x48);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_5x16);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_4x16);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_3x16);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_2x16);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_1x16);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_5x32);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_4x32);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_3x32);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_2x32);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_1x32);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_5x48);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_4x48);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_3x48);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_2x48);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_1x48);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int16_t,s8s8s16o16_4x16);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int16_t,s8s8s16o16_2x16);
LPGEMM_MN_FRINGE_KERN(int8_t,int8_t,int16_t,s8s8s16o16_1x16);
#define LPGEMM_MN_FRINGE_KERN1(A_type,B_type,C_type,LP_SFX) \
void lpgemm_rowvar_ ## LP_SFX \
( \
const dim_t k0, \
const A_type* a, \
const dim_t rs_a, \
const dim_t cs_a, \
const B_type* b, \
const dim_t rs_b, \
const dim_t cs_b, \
C_type* c, \
const dim_t rs_c, \
const C_type alpha, \
const C_type beta, \
lpgemm_post_op* post_ops_list, \
lpgemm_post_op_attr post_ops_attr, \
lpgemm_pre_op_attr pre_ops_attr \
) \
LPGEMM_MN_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_5x16);
LPGEMM_MN_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_4x16);
LPGEMM_MN_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_3x16);
LPGEMM_MN_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_2x16);
LPGEMM_MN_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_1x16);
LPGEMM_MN_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_5x32);
LPGEMM_MN_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_4x32);
LPGEMM_MN_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_3x32);
LPGEMM_MN_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_2x32);
LPGEMM_MN_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_1x32);
LPGEMM_MN_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_5x48);
LPGEMM_MN_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_4x48);
LPGEMM_MN_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_3x48);
LPGEMM_MN_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_2x48);
LPGEMM_MN_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_1x48);
#define LPGEMM_MN_LT_NR0_FRINGE_KERN(A_type,B_type,C_type,LP_SFX) \
void lpgemm_rowvar_ ## LP_SFX \
( \
const dim_t k0, \
const A_type* a, \
const dim_t rs_a, \
const dim_t cs_a, \
const B_type* b, \
const dim_t rs_b, \
const dim_t cs_b, \
C_type* c, \
const dim_t rs_c, \
const C_type alpha, \
const C_type beta, \
const dim_t n0_rem, \
lpgemm_post_op* post_ops_list, \
lpgemm_post_op_attr post_ops_attr \
) \
LPGEMM_MN_LT_NR0_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_5xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_4xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_3xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_2xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(uint8_t,int8_t,int32_t,u8s8s32o32_1xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(uint8_t,int8_t,int16_t,u8s8s16o16_4xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(uint8_t,int8_t,int16_t,u8s8s16o16_2xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(uint8_t,int8_t,int16_t,u8s8s16o16_1xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_5xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_4xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_3xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_2xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(bfloat16,bfloat16,float,bf16bf16f32of32_1xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_5xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_4xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_3xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_2xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(int8_t,int8_t,int32_t,s8s8s32os32_1xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(int8_t,int8_t,int16_t,s8s8s16o16_4xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(int8_t,int8_t,int16_t,s8s8s16o16_2xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN(int8_t,int8_t,int16_t,s8s8s16o16_1xlt16);
#define LPGEMM_MN_LT_NR0_FRINGE_KERN1(A_type,B_type,C_type,LP_SFX) \
void lpgemm_rowvar_ ## LP_SFX \
( \
const dim_t k0, \
const A_type* a, \
const dim_t rs_a, \
const dim_t cs_a, \
const B_type* b, \
const dim_t rs_b, \
const dim_t cs_b, \
C_type* c, \
const dim_t rs_c, \
const C_type alpha, \
const C_type beta, \
const dim_t n0_rem, \
lpgemm_post_op* post_ops_list, \
lpgemm_post_op_attr post_ops_attr, \
lpgemm_pre_op_attr pre_ops_attr \
) \
LPGEMM_MN_LT_NR0_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_5xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_4xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_3xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_2xlt16);
LPGEMM_MN_LT_NR0_FRINGE_KERN1(bfloat16,int8_t,float,bf16s4f32of32_1xlt16);
#define LPGEMV_M_EQ1_KERN(A_type,B_type,C_type,LP_SFX) \
void lpgemv_m_one_ ## LP_SFX \
( \
const dim_t n0, \
const dim_t k, \
const A_type *a, \
const dim_t rs_a, \
const dim_t cs_a, \
const AOCL_MEMORY_TAG mtag_a, \
const B_type *b, \
dim_t rs_b, \
const dim_t cs_b, \
const AOCL_MEMORY_TAG mtag_b, \
C_type *c, \
const dim_t rs_c, \
const dim_t cs_c, \
const C_type alpha, \
const C_type beta, \
dim_t NR, \
const dim_t KC, \
const dim_t n_sub_updated, \
const dim_t jc_cur_loop_rem, \
lpgemm_post_op *post_op, \
lpgemm_post_op_attr *post_op_attr \
) \
LPGEMV_M_EQ1_KERN(float, float, float,f32f32f32of32);
LPGEMV_M_EQ1_KERN(bfloat16,bfloat16,float,bf16bf16f32of32);
LPGEMV_M_EQ1_KERN(uint8_t,int8_t,int32_t,u8s8s32os32);
LPGEMV_M_EQ1_KERN(int8_t,int8_t,int32_t,s8s8s32os32);
#define LPGEMV_N_EQ1_KERN(A_type,B_type,C_type,LP_SFX) \
void lpgemv_n_one_ ## LP_SFX \
( \
const dim_t m0, \
const dim_t k, \
const A_type *a, \
const dim_t rs_a, \
const dim_t cs_a, \
const AOCL_MEMORY_TAG mtag_a, \
const B_type *b, \
const dim_t rs_b, \
const dim_t cs_b, \
const AOCL_MEMORY_TAG mtag_b, \
C_type *c, \
const dim_t rs_c, \
const dim_t cs_c, \
const C_type alpha, \
const C_type beta, \
const dim_t MR, \
const dim_t KC, \
lpgemm_post_op *post_op, \
lpgemm_post_op_attr *post_op_attr \
) \
LPGEMV_N_EQ1_KERN(float, float, float,f32f32f32of32);
LPGEMV_N_EQ1_KERN(bfloat16, bfloat16, float,bf16bf16f32of32);
LPGEMV_N_EQ1_KERN(uint8_t,int8_t,int32_t,u8s8s32os32);
LPGEMV_N_EQ1_KERN(uint8_t,int8_t,int16_t,u8s8s16os16);
LPGEMV_N_EQ1_KERN(int8_t,int8_t,int32_t,s8s8s32os32);
LPGEMV_N_EQ1_KERN(int8_t,int8_t,int16_t,s8s8s16os16);
#endif //BLIS_LPGEMM_KERN_H
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