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CUTLASS 3.6.0 (#1850)

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* v3.6

* update changelog

* update readme

* fix typo

* fixing typos

* hopper gemm with weight prefetch

---------

Co-authored-by: yuzhai <yuzhai@nvidia.com>
Co-authored-by: Haicheng Wu <haichengw@nvidia.com>
This commit is contained in:
Yujia Zhai
2024-10-09 15:33:27 -04:00
committed by GitHub
co-authored by yuzhai Haicheng Wu
parent 0837a2a00a
commit cc3c29a81a
354 changed files with 105937 additions and 8197 deletions
Download Patch File Download Diff File Expand all files Collapse all files
tools/library/src/reference/gemm_fp_mixed_input.cu
+2 -2
View File
@@ -121,14 +121,14 @@ void initialize_gemm_reference_operations_fp_mixed_input(Manifest &manifest) {
half_t,
int8_t,
half_t,
float
float
>(manifest);
make_gemm_real_canonical_layouts<
half_t,
uint8_t,
half_t,
float
float
>(manifest);
// bfloat16_t mixed with 8-bit integer input
tools/library/src/reference/gemm_fp_other.cu
+8
View File
@@ -54,6 +54,14 @@ void initialize_gemm_reference_operations_fp_other(Manifest &manifest) {
half_t
>(manifest);
make_gemm_real_canonical_layouts<
half_t,
half_t,
float,
half_t,
half_t
>(manifest);
make_gemm_real_canonical_layouts<
double,
double,
tools/library/src/reference/gemm_int_mixed_input.cu
+2 -2
View File
@@ -73,7 +73,7 @@ void initialize_gemm_reference_operations_int_mixed_input(Manifest &manifest) {
int32_t,
NumericConverterClamp<int32_t, float>
>(manifest);
make_gemm_real_canonical_layouts<
int4b_t,
int8_t,
@@ -110,7 +110,7 @@ void initialize_gemm_reference_operations_int_mixed_input(Manifest &manifest) {
int32_t,
NumericConverterClamp<int32_t, float>
>(manifest);
make_gemm_real_canonical_layouts<
int8_t,
int4b_t,
tools/library/src/reference/gemm_s8_s8_s32.cu
+146
View File
@@ -0,0 +1,146 @@
/***************************************************************************************************
* Copyright (c) 2017 - 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 {
///////////////////////////////////////////////////////////////////////////////////////////////////
// A/B: s8
// Acc : s32
// C/D: some variance
// Epi Scalar: some variance
// 1. s8_s8_s32_s32_s32 (s32 epi scalar)
// 2. s8_s8_s32_s32_s32 (f32 epi scalar)
// 3. s8_s8_s32_s8_s8 (f32 epi scalar)
// 4. s8_s8_s32_s8_s8 (s32 epi scalar)
// 5. s8_s8_s32_s32_s8 (f32 epi scalar)
// 6. s8_s8_s32_f32_f32
// 7. s8_s8_s32_f16_f16 (f32 epi scalar)
// D = convert( Scalar(alpha) * Scalar( A * B ) + Scalar(beta) * Scalar( C ) )
// Convert: from epi Scalar dtype to D dtype
void initialize_gemm_reference_operations_s8_s8_s32(Manifest &manifest) {
// 1.
make_gemm_real_canonical_layouts<
int8_t, // ElementA
int8_t, // ElementB
int32_t, // ElementC
int32_t, // ElementScalar / ElementCompute
int32_t, // ElementAccumulator
int32_t // ElementD
>(manifest);
// 2.
make_gemm_real_canonical_layouts<
int8_t, // ElementA
int8_t, // ElementB
int32_t, // ElementC
int32_t, // ElementScalar / ElementCompute
int32_t, // ElementAccumulator
int32_t // ElementD
>(manifest);
// 3.
make_gemm_real_canonical_layouts<
int8_t, // ElementA
int8_t, // ElementB
int8_t, // ElementC
float, // ElementScalar / ElementCompute
int32_t, // ElementAccumulator
int8_t, // ElementD
NumericConverterClamp<int8_t, float> // From Scalar to D
>(manifest);
// 4.
make_gemm_real_canonical_layouts<
int8_t, // ElementA
int8_t, // ElementB
int8_t, // ElementC
int32_t, // ElementScalar / ElementCompute
int32_t, // ElementAccumulator
int8_t, // ElementD
NumericConverterClamp<int8_t, int32_t> // From Scalar to D
>(manifest);
// 5.
make_gemm_real_canonical_layouts<
int8_t, // ElementA
int8_t, // ElementB
int32_t, // ElementC
float, // ElementScalar / ElementCompute
int32_t, // ElementAccumulator
int8_t, // ElementD
NumericConverterClamp<int8_t, float> // From Scalar to D
>(manifest);
// 6.
make_gemm_real_canonical_layouts<
int8_t, // ElementA
int8_t, // ElementB
float, // ElementC
float, // ElementScalar / ElementCompute
int32_t, // ElementAccumulator
float // ElementD
>(manifest);
// 7.
make_gemm_real_canonical_layouts<
int8_t, // ElementA
int8_t, // ElementB
half_t, // ElementC
float, // ElementScalar / ElementCompute
int32_t, // ElementAccumulator
half_t, // ElementD
NumericConverterClamp<half_t, float> // From Scalar to D
>(manifest);
}
///////////////////////////////////////////////////////////////////////////////////////////////////
} // namespace library
} // namespace cutlass
///////////////////////////////////////////////////////////////////////////////////////////////////
tools/library/src/reference/gemm_int8_canonical.cu → tools/library/src/reference/gemm_u8_u8_s32.cu
+33 -57
View File
@@ -45,72 +45,48 @@ namespace library {
///////////////////////////////////////////////////////////////////////////////////////////////////
void initialize_gemm_reference_operations_int8_canonical(Manifest &manifest) {
// A/B: u8
// Acc : s32
// C/D: some variance
// 1. u8_u8_s32_s32_s32 (s32 epi scalar)
// 2. u8_u8_s32_s32_s32 (f32 epi scalar)
// 3. u8_8_s32_s8_s8 (f32 epi scalar)
// 3. u8_8_s32_s8_s8 (s epi scalar)
void initialize_gemm_reference_operations_u8_u8_s32(Manifest &manifest) {
// 1.
make_gemm_real_canonical_layouts<
int8_t,
int8_t,
int32_t,
int32_t,
int32_t
uint8_t, // ElementA
uint8_t, // ElementB
int32_t, // ElementC
int32_t, // ElementScalar / ElementCompute
int32_t, // ElementAccumulator
int32_t // ElementD
>(manifest);
// 2.
make_gemm_real_canonical_layouts<
int8_t,
int8_t,
int8_t,
float,
int32_t,
int8_t,
NumericConverterClamp<int8_t, float>
uint8_t, // ElementA
uint8_t, // ElementB
int32_t, // ElementC
float, // ElementScalar / ElementCompute
int32_t, // ElementAccumulator
int32_t, // ElementD
NumericConverterClamp<int32_t, float> // From Scalar to D
>(manifest);
// 3.
make_gemm_real_canonical_layouts<
int8_t,
int8_t,
int32_t,
float,
int32_t,
int32_t,
NumericConverterClamp<int32_t, float>
uint8_t, // ElementA
uint8_t, // ElementB
int8_t, // ElementC
float, // ElementScalar / ElementCompute
int32_t, // ElementAccumulator
int8_t, // ElementD
NumericConverterClamp<int8_t, float> // From Scalar to D
>(manifest);
make_gemm_real_canonical_layouts<
uint8_t,
uint8_t,
int32_t,
int32_t,
int32_t
>(manifest);
make_gemm_real_canonical_layouts<
uint8_t,
uint8_t,
int8_t,
float,
int32_t,
int8_t,
NumericConverterClamp<int8_t, float>
>(manifest);
make_gemm_real_canonical_layouts<
uint8_t,
uint8_t,
int32_t,
float,
int32_t,
int32_t,
NumericConverterClamp<int32_t, float>
>(manifest);
make_gemm_real_canonical_layouts<
int8_t,
int8_t,
int8_t,
int32_t,
int32_t,
int8_t,
NumericConverterClamp<int8_t, int32_t>
>(manifest);
}
///////////////////////////////////////////////////////////////////////////////////////////////////
tools/library/src/reference/initialize_reference_operations.cu
+4 -3
View File
@@ -46,7 +46,8 @@ namespace library {
void initialize_gemm_reference_operations_int4(Manifest &manifest);
void initialize_gemm_reference_operations_int8_interleaved_32(Manifest &manifest);
void initialize_gemm_reference_operations_int8_interleaved_64(Manifest &manifest);
void initialize_gemm_reference_operations_int8_canonical(Manifest &manifest);
void initialize_gemm_reference_operations_s8_s8_s32(Manifest &manifest);
void initialize_gemm_reference_operations_u8_u8_s32(Manifest &manifest);
void initialize_gemm_reference_operations_e4m3a_e4m3out(Manifest &manifest);
void initialize_gemm_reference_operations_e5m2a_e4m3out(Manifest &manifest);
void initialize_gemm_reference_operations_e4m3a_e5m2out(Manifest &manifest);
@@ -72,7 +73,8 @@ void initialize_reference_operations(Manifest &manifest) {
initialize_gemm_reference_operations_int8_interleaved_32(manifest);
initialize_gemm_reference_operations_int8_interleaved_64(manifest);
initialize_gemm_reference_operations_int8_canonical(manifest);
initialize_gemm_reference_operations_s8_s8_s32(manifest);
initialize_gemm_reference_operations_u8_u8_s32(manifest);
initialize_gemm_reference_operations_e4m3a_e4m3out(manifest);
initialize_gemm_reference_operations_e5m2a_e4m3out(manifest);
@@ -85,7 +87,6 @@ void initialize_reference_operations(Manifest &manifest) {
initialize_gemm_reference_operations_fp32out(manifest);
initialize_gemm_reference_operations_fp_other(manifest);
initialize_gemm_reference_operations_fp_mixed_input(manifest);
initialize_gemm_reference_operations_int_mixed_input(manifest);
}