mirror of
https://github.com/amd/blis.git
synced 2026-05-05 23:11:15 +00:00
Added NEW LPGEMM TYPE- S8S8S32/S8
1. New LPGEMM type - S8S8S32/S8 is added. 2. New interface, frame and kernel files are added. 3. Frame and kernel files added/modified for S8S8S32/S8 have 2 operations - Pack B and Mat Mul 4. Pack B kernel routines to pack B matrix for VNNI and compute the sum of every column of B matrix to implement the S8S8S32 operation using the VNNI instructions. 5. Mat Mul Kernel files to compute the GEMM output using the VNNI. Here the A matrix elements are converted from int8 to uint8 (VNNI works with A matrix type uint8 only). 6. Post GEMM computation, additional operations are performed on the accumulated outputs to get the correct results. 7. With this change, two new LPGEMM APIs are introduced in LPGEMM - s8s8s32os32 and s8s8s32os8. 8. All previously added post-ops are supported on S8S8S32/S8 also. AMD-Internal: [CPUPL-3154] Change-Id: Ib18f82bde557ea4a815a63adc7870c4234bfb9d3
This commit is contained in:
73
addon/aocl_gemm/kernels/s8s8s32/lpgemm_packb_s8.h
Normal file
73
addon/aocl_gemm/kernels/s8s8s32/lpgemm_packb_s8.h
Normal file
@@ -0,0 +1,73 @@
|
||||
/*
|
||||
|
||||
BLIS
|
||||
An object-based framework for developing high-performance BLAS-like
|
||||
libraries.
|
||||
|
||||
Copyright (C) 2023, 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_GEMM_INT8_PACKB_S8
|
||||
#define BLIS_GEMM_INT8_PACKB_S8
|
||||
|
||||
BLIS_INLINE dim_t get_packb_s8s8s32o32_min_NR()
|
||||
{
|
||||
// This is the minimum NR' required for use in u8s8s32 kernels. The idea
|
||||
// here is that since k needs to be a multiple of 4 (VNNI instr), NR'=16
|
||||
// results in total of 4 * NR' = 64 bytes to be loaded, which fits in 1 ZMM
|
||||
// register. Thus the smallest n fringe kernel dimension has n=16, and thus
|
||||
// any rounding for buffer sizes should be to 16.
|
||||
return 16;
|
||||
}
|
||||
|
||||
typedef void (*packb_s32_s8)
|
||||
(
|
||||
int8_t*,
|
||||
int32_t*,
|
||||
const int8_t*,
|
||||
const dim_t,
|
||||
const dim_t,
|
||||
const dim_t,
|
||||
dim_t*,
|
||||
dim_t*
|
||||
);
|
||||
|
||||
void packb_nr64_s8s8s32os32
|
||||
(
|
||||
int8_t* pack_b_buffer_s8s8s32o32,
|
||||
int32_t* pack_b_column_sum,
|
||||
const int8_t* b,
|
||||
const dim_t ldb,
|
||||
const dim_t NC,
|
||||
const dim_t KC,
|
||||
dim_t* rs_b,
|
||||
dim_t* cs_b
|
||||
);
|
||||
|
||||
#endif //BLIS_GEMM_INT8_PACKB_S8
|
||||
|
||||
Reference in New Issue
Block a user