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
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
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
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
|
/*******************************************************************************
*
* MIT License
*
* Copyright (C) 2019-2022 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
* SOFTWARE.
*
*******************************************************************************/
#include <gtest/gtest.h>
#include <Tensile/AMDGPU.hpp>
#include <Tensile/AMDGPUPredicates.hpp>
#include <Tensile/ContractionLibrary.hpp>
#include <Tensile/ContractionProblemPredicates.hpp>
#include <Tensile/ContractionProblemProperties.hpp>
#include <Tensile/Distance.hpp>
#include <Tensile/ExactLogicLibrary.hpp>
using namespace Tensile;
TEST(ContractionSelectionLibraryTest, Single)
{
std::shared_ptr<Hardware> hardware = std::make_shared<AMDGPU>(
AMDGPU::Processor::gfx900, 64, 0, "AMD Radeon Vega Frontier Edition");
SingleContractionLibrary lib;
lib.solution = std::make_shared<ContractionSolution>();
auto problem = std::make_shared<ContractionProblem>();
EXPECT_EQ(lib.findBestSolution(*problem, *hardware), lib.solution);
}
TEST(ContractionSelectionLibraryTest, GPUSelection)
{
std::shared_ptr<Hardware> v10 = std::make_shared<AMDGPU>(
AMDGPU::Processor::gfx900, 64, 0, "AMD Radeon Vega Frontier Edition");
std::shared_ptr<Hardware> v20
= std::make_shared<AMDGPU>(AMDGPU::Processor::gfx906, 60, 0, "AMD Radeon Vega 7");
std::shared_ptr<Hardware> v20_64CU
= std::make_shared<AMDGPU>(AMDGPU::Processor::gfx906, 64, 0, "AMD Radeon Vega 7");
// Create solutions
auto v20Solution = std::make_shared<ContractionSolution>();
auto v20Solution_64CU = std::make_shared<ContractionSolution>();
auto genericSolution = std::make_shared<ContractionSolution>();
// Create libraries
std::shared_ptr<ContractionLibrary> v20Lib
= std::make_shared<SingleContractionLibrary>(v20Solution);
std::shared_ptr<ContractionLibrary> v20Lib_64CU
= std::make_shared<SingleContractionLibrary>(v20Solution_64CU);
auto genericLib = std::make_shared<SingleContractionLibrary>(genericSolution);
// Create hardware predicate for a generic "V20"
auto isV20 = std::make_shared<Predicates::GPU::ProcessorEqual>(AMDGPU::Processor::gfx906);
std::shared_ptr<Predicates::Predicate<Hardware>> isAMDGPUV20
= std::make_shared<Predicates::IsSubclass<Hardware, AMDGPU>>(isV20);
HardwarePredicate hardwareIsAMDGPUV20(isAMDGPUV20);
// Create hardware predicate for a "V20" with 64 CU
std::shared_ptr<Predicates::Predicate<AMDGPU>> isV20Proc
= std::make_shared<Predicates::GPU::ProcessorEqual>(AMDGPU::Processor::gfx906);
std::shared_ptr<Predicates::Predicate<AMDGPU>> is64CU
= std::make_shared<Predicates::GPU::CUCountEqual>(64);
std::shared_ptr<Predicates::Predicate<AMDGPU>> isAMDGPUV20_64CU
= std::make_shared<Predicates::And<AMDGPU>>(
std::initializer_list<std::shared_ptr<Predicates::Predicate<AMDGPU>>>{isV20Proc,
is64CU});
HardwarePredicate hardwareIsAMDGPUV20_64CU(
std::make_shared<Predicates::IsSubclass<Hardware, AMDGPU>>(isAMDGPUV20_64CU));
// Create hierarchy for hardware selection
ContractionHardwareSelectionLibrary::Row v20Row(hardwareIsAMDGPUV20, v20Lib);
ContractionHardwareSelectionLibrary::Row v20Row_64CU(hardwareIsAMDGPUV20_64CU, v20Lib_64CU);
ContractionHardwareSelectionLibrary lib({v20Row_64CU, v20Row});
auto problem = std::make_shared<ContractionProblem>();
EXPECT_EQ(lib.findBestSolution(*problem, *v20), v20Solution);
EXPECT_EQ(lib.findBestSolution(*problem, *v20_64CU), v20Solution_64CU);
EXPECT_EQ(lib.findBestSolution(*problem, *v10), std::shared_ptr<ContractionSolution>());
HardwarePredicate allHardware(std::make_shared<Predicates::True<Hardware>>());
lib.rows.push_back(std::make_pair(allHardware, genericLib));
EXPECT_EQ(lib.findBestSolution(*problem, *v20), v20Solution);
EXPECT_EQ(lib.findBestSolution(*problem, *v20_64CU), v20Solution_64CU);
EXPECT_EQ(lib.findBestSolution(*problem, *v10), genericSolution);
}
TEST(ContractionSelectionLibraryTest, RegionSelection)
{
// Create solutions
auto region1Solution = std::make_shared<ContractionSolution>();
auto region2Solution = std::make_shared<ContractionSolution>();
auto genericSolution = std::make_shared<ContractionSolution>();
// Create libraries
auto region1Lib = std::make_shared<SingleContractionLibrary>(region1Solution);
auto region2Lib = std::make_shared<SingleContractionLibrary>(region2Solution);
auto genericLib = std::make_shared<SingleContractionLibrary>(genericSolution);
// Create region predicate for (6000 <= M < 8000), (0 <= N < 7000)
using Predicate = Predicates::Predicate<ContractionProblem>;
using SizeInRange = Predicates::Contraction::SizeInRange;
using Range = Predicates::Contraction::Range;
using And = Predicates::And<ContractionProblem>;
size_t max_size = std::numeric_limits<size_t>::max();
std::shared_ptr<Predicate> regionM = std::make_shared<SizeInRange>(0, Range{6000, 8000});
std::shared_ptr<Predicate> regionN1 = std::make_shared<SizeInRange>(1, Range{0, 7000});
std::shared_ptr<Predicate> regionN2 = std::make_shared<SizeInRange>(1, Range{7000, max_size});
// Create region predicate for (6000 <= M < 8000), (0 <= N < 7000)
auto preds1 = {regionM, regionN1};
auto isRegion1 = std::make_shared<And>(preds1);
// Create region predicate for (6000 <= M < 8000), (7000 <= N < max)
auto preds2 = {regionM, regionN2};
auto isRegion2 = std::make_shared<And>(preds2);
// Create fallthrough predicate (i.e. default)
ContractionProblemPredicate allProbs(std::make_shared<Predicates::True<ContractionProblem>>());
// Create hierarchy for region selection
ContractionProblemSelectionLibrary::Row Region1Row(isRegion1, region1Lib);
ContractionProblemSelectionLibrary::Row Region2Row(isRegion2, region2Lib);
ContractionProblemSelectionLibrary::Row GenericRow(allProbs, genericLib);
ContractionProblemSelectionLibrary lib({Region1Row, Region2Row, GenericRow});
auto Region1Problem
= ContractionProblem::GEMM(false, false, 7000, 6500, 1000, 7000, 1000, 7000, 1.0, false, 1);
auto Region2Problem
= ContractionProblem::GEMM(false, false, 7000, 7500, 1000, 7000, 1000, 7000, 1.0, false, 1);
auto OutRegionProblem
= ContractionProblem::GEMM(false, false, 5000, 2000, 1000, 5000, 1000, 5000, 1.0, false, 1);
AMDGPU gpu;
EXPECT_EQ(lib.findBestSolution(Region1Problem, gpu), region1Solution);
EXPECT_EQ(lib.findBestSolution(Region2Problem, gpu), region2Solution);
EXPECT_EQ(lib.findBestSolution(OutRegionProblem, gpu), genericSolution);
}
TEST(ContractionSelectionLibraryTest, TransposeSelection)
{
auto NNSolution = std::make_shared<ContractionSolution>();
auto NTSolution = std::make_shared<ContractionSolution>();
auto TNSolution = std::make_shared<ContractionSolution>();
auto TTSolution = std::make_shared<ContractionSolution>();
NNSolution->index = 0;
NTSolution->index = 1;
TNSolution->index = 2;
TTSolution->index = 3;
SolutionMap<ContractionSolution> map(
{{0, NNSolution}, {1, NTSolution}, {2, TNSolution}, {3, TTSolution}});
std::shared_ptr<ContractionLibrary> NNLibrary
= std::make_shared<SingleContractionLibrary>(NNSolution);
std::shared_ptr<ContractionLibrary> NTLibrary
= std::make_shared<SingleContractionLibrary>(NTSolution);
std::shared_ptr<ContractionLibrary> TNLibrary
= std::make_shared<SingleContractionLibrary>(TNSolution);
std::shared_ptr<ContractionLibrary> TTLibrary
= std::make_shared<SingleContractionLibrary>(TTSolution);
auto lib = std::make_shared<ContractionProblemMapLibrary>();
lib->property = std::make_shared<Contraction::OperationIdentifier>();
lib->map["Contraction_l_Ailk_Bljk_Cijk_Dijk"] = NNLibrary;
lib->map["Contraction_l_Ailk_Bjlk_Cijk_Dijk"] = NTLibrary;
lib->map["Contraction_l_Alik_Bljk_Cijk_Dijk"] = TNLibrary;
lib->map["Contraction_l_Alik_Bjlk_Cijk_Dijk"] = TTLibrary;
AMDGPU gpu;
auto NNProblem = ContractionProblem::GEMM(false, false, 4, 4, 4, 4, 4, 4, 1.2, false, 1);
auto NTProblem = ContractionProblem::GEMM(false, true, 4, 4, 4, 4, 4, 4, 1.2, false, 1);
auto TNProblem = ContractionProblem::GEMM(true, false, 4, 4, 4, 4, 4, 4, 1.2, false, 1);
auto TTProblem = ContractionProblem::GEMM(true, true, 4, 4, 4, 4, 4, 4, 1.2, false, 1);
// auto WeirdProblemC = ContractionProblem::FromBLAS( true, true, 4,4,4,
// 4,4,4, false, false, 1); WeirdProblemC.c.transpose(0,1);
// auto WeirdProblemD = ContractionProblem::FromBLAS( true, true, 4,4,4,
// 4,4,4, false, false, 1); WeirdProblemD.d.transpose(0,1);
EXPECT_EQ(lib->findBestSolution(NNProblem, gpu), NNSolution);
EXPECT_EQ(lib->findBestSolution(NTProblem, gpu), NTSolution);
EXPECT_EQ(lib->findBestSolution(TNProblem, gpu), TNSolution);
EXPECT_EQ(lib->findBestSolution(TTProblem, gpu), TTSolution);
// EXPECT_EQ(lib->findBestSolution(WeirdProblemC, gpu), nullptr);
// EXPECT_EQ(lib->findBestSolution(WeirdProblemD, gpu), nullptr);
MasterContractionLibrary mlib;
mlib.solutions = map;
mlib.library = lib;
}
|
