fp16int8_gemm_wmma.cpp 2.93 KB
Newer Older
aska-0096's avatar
aska-0096 committed
1
2
3
4
5
6
7
8
9
10
11
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.

#include "common.hpp"

#include "ck/tensor_operation/gpu/device/impl/device_fpAintB_gemm_wmma.hpp"

using ADataType        = ck::half_t;
using BDataType        = int8_t;
using ScaleDataType    = ck::half_t;
using AccDataType      = float;
aska-0096's avatar
aska-0096 committed
12
using CShuffleDataType = ck::half_t;
aska-0096's avatar
aska-0096 committed
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
using CDataType        = ck::half_t;

using ALayout = Row;
using BLayout = Col;
using CLayout = Row;

using AElementOp = PassThrough;
using BElementOp = PassThrough;
using CElementOp = PassThrough;

static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecialization::MNKPadding;

// clang-format off
using DeviceGemmInstance = ck::tensor_operation::device::DeviceFpAintBGemm_Wmma_CShuffle
         < ALayout,             
           BLayout,             
           CLayout,             
           ADataType, 
           BDataType,
           ScaleDataType,
           CDataType, 
           AccDataType, 
           CShuffleDataType,  
           AElementOp,  
           BElementOp,  
           CElementOp,    
           GemmDefault, 
aska-0096's avatar
aska-0096 committed
40
           1,           // Prefetch stage
aska-0096's avatar
aska-0096 committed
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
           128,         // BlockSize
           128,         // MPerBlock
           64,          // NPerBlock
           64,          // KPerBlock
           8,           // K1
           16,          // MPerWmma
           16,          // NPerWmma
           4,           // M-Repeat // M-PerWmma / M-Repeat = M-Wave
           2,           // N-Repeat // N-PerWmma / N-Repeat = N-Wave
           S<4, 32, 1>,     
           S<1, 0, 2>,     
           S<1, 0, 2>,              
           2,              
           8,              
           8,      
           true,     
           S<4, 32, 1>,     
           S<1, 0, 2>,     
           S<1, 0, 2>,             
           2,              
           8,              
           8,      
           true,           
           1,           // C shuffle (M Repeat) Per store
           1,           // C shuffle (N Repeat) Per store
           S<1, 32, 1,  4>,               
           8>;
// clang-format on

aska-0096's avatar
aska-0096 committed
70
71
72
73
74
75
76
77
using ReferenceGemmInstance = ck::tensor_operation::host::ReferencefpAintBGemm<ADataType,
                                                                               BDataType,
                                                                               ScaleDataType,
                                                                               CDataType,
                                                                               AccDataType,
                                                                               AElementOp,
                                                                               BElementOp,
                                                                               CElementOp>;
aska-0096's avatar
aska-0096 committed
78
79
80
81

#include "run_gemm_example.inc"

int main(int argc, char* argv[]) { return !run_gemm_example(argc, argv); }