Skip to content

GitLab

Switch branch/tag
Find file Normal viewHistoryPermalink
test_contraction_interface.cpp 11.4 KB
Newer Older
Bartłomiej Kocot's avatar
Add contraction profiler and tests (#701)  
Bartłomiej Kocot committed
1
2
3
4
5
6
7
8
9
10
11
12
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
40 
// SPDX-License-Identifier: MIT
// Copyright (c) 2023, Advanced Micro Devices, Inc. All rights reserved.

#include <stdexcept>
#include <vector>

#include "gtest/gtest.h"

#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/tensor_operation/gpu/device/device_contraction_multiple_d.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_contraction_multiple_d_xdl_cshuffle.hpp"

#include "ck/library/tensor_operation_instance/gpu/contraction_bilinear.hpp"

#include "ck/library/utility/device_memory.hpp"

using Pass     = ck::tensor_operation::element_wise::PassThrough;
using Bilinear = ck::tensor_operation::element_wise::Bilinear;

template <ck::index_t... Is>
using S = ck::Sequence<Is...>;

using F32 = float;
using F64 = double;

template <ck::index_t ABlockTransferSrcVectorDim,
          ck::index_t BBlockTransferSrcVectorDim,
          ck::index_t CDEBlockTransferScalarPerVector>
class ContractionInstanceWrapper
{
    public:
    static constexpr auto GemmSpec = ck::tensor_operation::device::GemmSpecialization::MNKPadding;
    static constexpr ck::index_t NumDim = 2;
    // clang-format off
    using ContractionDeviceInstance = ck::tensor_operation::device::
        //#####################################| NumDimM| NumDimN| NumDimK| AData| BData| AccData| CShuffle|         DsData| EData|            A|           B|          CDE|           GEMM| NumGemmK| Block|  MPer|  NPer|  KPer| AK1| BK1| MPer| NPer| MXdl| NXdl|  ABlockTransfer| ABlockTransfer| ABlockTransfer|             ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds|  BBlockTransfer| BBlockTransfer| BBlockTransfer|              BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds|    CShuffle|    CShuffle| CBlockTransferClusterLengths|                  CBlockTransfer|
        //#####################################|        |        |        |  Type|  Type|    Type| DataType|           Type|  Type|  Elementwise| Elementwise|  Elementwise| Spacialization| Prefetch|  Size| Block| Block| Block|    |    |  XDL|  XDL|  Per|  Per|   ThreadCluster|  ThreadCluster| SrcAccessOrder|               SrcVectorDim|      SrcScalar|      DstScalar| AddExtraM|   ThreadCluster|  ThreadCluster| SrcAccessOrder|               SrcVectorDim|      SrcScalar|      DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave|         _MBlock_MWaveMPerXdl|                 ScalarPerVector|
        //#####################################|        |        |        |      |      |        |         |               |      |    Operation|   Operation|    Operation|               |    Stage|      |      |      |      |    |    |     |     | Wave| Wave| Lengths_K0_M_K1|   ArrangeOrder|               |                           |      PerVector|   PerVector_K1|          | Lengths_K0_N_K1|   ArrangeOrder|               |                           |      PerVector|   PerVector_K1|          |  PerShuffle|  PerShuffle|         _NBlock_NWaveNPerXdl|                   _NWaveNPerXdl|
        //#####################################|        |        |        |      |      |        |         |               |      |             |            |             |               |         |      |      |      |      |    |    |     |     |     |     |                |               |               |                           |               |               |          |                |               |               |                           |               |               |          |            |            |                             |                                |
Bartlomiej Kocot's avatar
Fix interface tests  
Bartlomiej Kocot committed
41 
        DeviceContractionMultipleD_Xdl_CShuffle<  NumDim,  NumDim,  NumDim,   F32,   F32,     F32,      F32, ck::Tuple<F32>,   F32,         Pass,        Pass,     Bilinear,       GemmSpec,        1,   256,   256,   128,    16,   4,   4,   32,   32,    4,    2,     S<4, 32, 1>,     S<1, 0, 2>,     S<1, 0, 2>, ABlockTransferSrcVectorDim,              4,              4,         1,     S<4, 32, 1>,     S<1, 0, 2>,     S<1, 0, 2>, BBlockTransferSrcVectorDim,              4,              4,         1,           1,           1,              S<1, 16, 1, 16>, CDEBlockTransferScalarPerVector>;
Bartłomiej Kocot's avatar
Add contraction profiler and tests (#701)  
Bartłomiej Kocot committed
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
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195 
    // clang-format on

    bool isSupported(std::vector<ck::index_t>& ADims,
                     std::vector<ck::index_t>& BDims,
                     std::vector<ck::index_t>& DDims,
                     std::vector<ck::index_t>& EDims,
                     std::vector<ck::index_t>& AStrides,
                     std::vector<ck::index_t>& BStrides,
                     std::vector<ck::index_t>& DStrides,
                     std::vector<ck::index_t>& EStrides) const
    {
        auto contraction = ContractionDeviceInstance{};

        auto argument = contraction.MakeArgument(nullptr,
                                                 nullptr,
                                                 std::array<const void*, 1>{nullptr},
                                                 nullptr,
                                                 ADims,
                                                 AStrides,
                                                 BDims,
                                                 BStrides,
                                                 std::array<std::vector<ck::index_t>, 1>{DDims},
                                                 std::array<std::vector<ck::index_t>, 1>{DStrides},
                                                 EDims,
                                                 EStrides,
                                                 Pass{},
                                                 Pass{},
                                                 Bilinear{1.f, 1.f});
        return contraction.IsSupportedArgument(argument);
    }
};

template <typename DataTypeA,
          typename DataTypeB,
          typename DataTypeC,
          typename DataTypeD,
          ck::index_t NumDim>
class ContractionDeviceOpWrapper
{

    protected:
    using DeviceOp = ck::tensor_operation::device::DeviceContractionMultipleD<NumDim,
                                                                              NumDim,
                                                                              NumDim,
                                                                              DataTypeA,
                                                                              DataTypeB,
                                                                              ck::Tuple<DataTypeC>,
                                                                              DataTypeD,
                                                                              Pass,
                                                                              Pass,
                                                                              Bilinear>;

    public:
    bool IsSupportedInstance(std::vector<ck::index_t>& Dims,
                             std::vector<ck::index_t>& Strides) const
    {

        bool supported     = false;
        const auto op_ptrs = ck::tensor_operation::device::instance::DeviceOperationInstanceFactory<
            DeviceOp>::GetInstances();

        for(auto& op_ptr : op_ptrs)
        {
            auto argument_ptr =
                op_ptr->MakeArgumentPointer(nullptr,
                                            nullptr,
                                            std::array<const void*, 1>{nullptr},
                                            nullptr,
                                            Dims,
                                            Strides,
                                            Dims,
                                            Strides,
                                            std::array<std::vector<ck::index_t>, 1>{Dims},
                                            std::array<std::vector<ck::index_t>, 1>{Strides},
                                            Dims,
                                            Strides,
                                            Pass{},
                                            Pass{},
                                            Bilinear{1.f, 1.f});

            supported = supported || op_ptr->IsSupportedArgument(argument_ptr.get());
        }
        return supported;
    }
};

TEST(TestContractionInterface, IncorrectNumDims)
{
    std::vector<std::vector<ck::index_t>> Dims    = {{4, 4}, {4, 4, 4, 4}, {4, 4, 4, 4, 4, 4}};
    std::vector<std::vector<ck::index_t>> Strides = {{1, 1}, {1, 1, 1, 1}, {1, 1, 1, 1, 1, 1}};
    ContractionDeviceOpWrapper<F32, F32, F32, F32, 1> wrapper_1d;
    ContractionDeviceOpWrapper<F32, F32, F32, F32, 2> wrapper_2d;
    ContractionDeviceOpWrapper<F32, F32, F32, F32, 3> wrapper_3d;
    EXPECT_FALSE(wrapper_1d.IsSupportedInstance(Dims[0], Strides[0]));
    EXPECT_TRUE(wrapper_2d.IsSupportedInstance(Dims[1], Strides[1]));
    EXPECT_FALSE(wrapper_3d.IsSupportedInstance(Dims[2], Strides[2]));
}

TEST(TestContractionInterface, IncorrectDataTypes)
{
    std::vector<ck::index_t> Dims    = {4, 4, 4, 4};
    std::vector<ck::index_t> Strides = {64, 16, 4, 1};
    ContractionDeviceOpWrapper<F32, F32, F64, F64, 2> wrapper_1;
    ContractionDeviceOpWrapper<F64, F64, F32, F32, 2> wrapper_2;
    EXPECT_FALSE(wrapper_1.IsSupportedInstance(Dims, Strides));
    EXPECT_FALSE(wrapper_2.IsSupportedInstance(Dims, Strides));
}

TEST(TestContractionSupportedArgs, ABMemoryAccess)
{
    std::vector<ck::index_t> Dims           = {4, 4, 4, 4};
    std::vector<ck::index_t> Strides        = {64, 16, 4, 1};
    std::vector<ck::index_t> StridesM1      = {4, 1, 64, 16};
    std::vector<ck::index_t> StridesK1      = {64, 16, 4, 1};
    std::vector<ck::index_t> InvalidStrides = {4, 4, 4, 4};
    // Memory access to A
    ContractionInstanceWrapper<1, 2, 4> wrapperA1;
    ContractionInstanceWrapper<2, 2, 4> wrapperA2;
    EXPECT_FALSE(
        wrapperA1.isSupported(Dims, Dims, Dims, Dims, InvalidStrides, Strides, Strides, Strides));
    EXPECT_FALSE(
        wrapperA2.isSupported(Dims, Dims, Dims, Dims, InvalidStrides, Strides, Strides, Strides));
    EXPECT_TRUE(
        wrapperA1.isSupported(Dims, Dims, Dims, Dims, StridesM1, Strides, Strides, Strides));
    EXPECT_TRUE(
        wrapperA2.isSupported(Dims, Dims, Dims, Dims, StridesK1, Strides, Strides, Strides));
    // Memory access to B
    ContractionInstanceWrapper<2, 1, 4> wrapperB1;
    ContractionInstanceWrapper<2, 2, 4> wrapperB2;
    EXPECT_FALSE(
        wrapperB1.isSupported(Dims, Dims, Dims, Dims, Strides, InvalidStrides, Strides, Strides));
    EXPECT_FALSE(
        wrapperB2.isSupported(Dims, Dims, Dims, Dims, Strides, InvalidStrides, Strides, Strides));
    EXPECT_TRUE(
        wrapperB1.isSupported(Dims, Dims, Dims, Dims, Strides, StridesM1, Strides, Strides));
    EXPECT_TRUE(
        wrapperB2.isSupported(Dims, Dims, Dims, Dims, Strides, StridesK1, Strides, Strides));
}

TEST(TestContractionSupportedArgs, DEMemoryAccess)
{
    std::vector<ck::index_t> Dims           = {4, 4, 4, 4};
    std::vector<ck::index_t> Strides        = {64, 16, 4, 1};
    std::vector<ck::index_t> InvalidStrides = {64, 16, 1, 4};
    ContractionInstanceWrapper<2, 2, 4> wrapper;
    // Memory access to D
    EXPECT_FALSE(
        wrapper.isSupported(Dims, Dims, Dims, Dims, Strides, Strides, InvalidStrides, Strides));
    EXPECT_TRUE(wrapper.isSupported(Dims, Dims, Dims, Dims, Strides, Strides, Strides, Strides));
    // Memory access to E
    EXPECT_FALSE(
        wrapper.isSupported(Dims, Dims, Dims, Dims, Strides, Strides, Strides, InvalidStrides));
    EXPECT_TRUE(wrapper.isSupported(Dims, Dims, Dims, Dims, Strides, Strides, Strides, Strides));
}