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Add support for mixed 4-bit/8-bit data types GEMM (#1413)

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* Add support for mixed 4-bit/8-bit data types GEMM

* fix ( and )

---------

Co-authored-by: Aleksandar Samardžić <asamardzic@matf.bg.ac.rs>
Co-authored-by: Haicheng Wu <haichengw@nvidia.com>
This commit is contained in:
Aleksandar Samardžić
2024-08-30 05:11:06 +02:00
committed by GitHub
parent f7b19de32c
commit e1976daacc
15 changed files with 960 additions and 14 deletions
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1
tools/library/CMakeLists.txt
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@ -234,6 +234,7 @@ cutlass_add_cutlass_library(
src/reference/gemm_fp32out.cu
src/reference/gemm_fp_other.cu
src/reference/gemm_fp_mixed_input.cu
src/reference/gemm_int_mixed_input.cu
src/reference/initialize_reference_operations.cu
# cutlass reduction instances in cutlass library

130
tools/library/src/reference/gemm_int_mixed_input.cu Normal file
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@ -0,0 +1,130 @@
/***************************************************************************************************
* Copyright (c) 2023 - 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
* SPDX-License-Identifier: BSD-3-Clause
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
*
* 1. Redistributions of source code must retain the above copyright notice, this
* list of conditions and the following disclaimer.
*
* 2. 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.
*
* 3. Neither the name of the copyright holder 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.
*
**************************************************************************************************/
/* \file
\brief Instantiates GEMM reference implementations.
*/
#include "cutlass/cutlass.h"
#include "cutlass/library/library.h"
#include "cutlass/library/manifest.h"
#include "gemm_reference_operation.h"
/////////////////////////////////////////////////////////////////////////////////////////////////
namespace cutlass {
namespace library {
///////////////////////////////////////////////////////////////////////////////////////////////////
void initialize_gemm_reference_operations_int_mixed_input(Manifest &manifest) {
// 4-bit integer mixed with 8-bit integer input
make_gemm_real_canonical_layouts<
int4b_t,
int8_t,
int32_t,
int32_t
>(manifest);
make_gemm_real_canonical_layouts<
int4b_t,
int8_t,
int8_t,
int32_t,
int32_t,
int8_t,
NumericConverterClamp<int8_t, int32_t>
>(manifest);
make_gemm_real_canonical_layouts<
int4b_t,
int8_t,
int32_t,
float,
int32_t,
int32_t,
NumericConverterClamp<int32_t, float>
>(manifest);
make_gemm_real_canonical_layouts<
int4b_t,
int8_t,
int8_t,
float,
int32_t,
int8_t,
NumericConverterClamp<int8_t, float>
>(manifest);
make_gemm_real_canonical_layouts<
int8_t,
int4b_t,
int32_t,
int32_t
>(manifest);
make_gemm_real_canonical_layouts<
int8_t,
int4b_t,
int8_t,
int32_t,
int32_t,
int8_t,
NumericConverterClamp<int8_t, int32_t>
>(manifest);
make_gemm_real_canonical_layouts<
int8_t,
int4b_t,
int32_t,
float,
int32_t,
int32_t,
NumericConverterClamp<int32_t, float>
>(manifest);
make_gemm_real_canonical_layouts<
int8_t,
int4b_t,
int8_t,
float,
int32_t,
int8_t,
NumericConverterClamp<int8_t, float>
>(manifest);
}
///////////////////////////////////////////////////////////////////////////////////////////////////
} // namespace library
} // namespace cutlass
///////////////////////////////////////////////////////////////////////////////////////////////////

3
tools/library/src/reference/initialize_reference_operations.cu
View File

@ -57,6 +57,7 @@ void initialize_gemm_reference_operations_fp8in_fp32out(Manifest &manifest);
void initialize_gemm_reference_operations_fp32out(Manifest &manifest);
void initialize_gemm_reference_operations_fp_other(Manifest &manifest);
void initialize_gemm_reference_operations_fp_mixed_input(Manifest &manifest);
void initialize_gemm_reference_operations_int_mixed_input(Manifest &manifest);
void initialize_conv2d_reference_operations(Manifest &manifest);
void initialize_conv3d_reference_operations(Manifest &manifest);
@ -85,6 +86,8 @@ void initialize_reference_operations(Manifest &manifest) {
initialize_gemm_reference_operations_fp_other(manifest);
initialize_gemm_reference_operations_fp_mixed_input(manifest);
initialize_gemm_reference_operations_int_mixed_input(manifest);
}
///////////////////////////////////////////////////////////////////////////////////////////////////