1 /*
2 * Copyright (c) 2023 Arm Limited.
3 *
4 * SPDX-License-Identifier: MIT
5 *
6 * Permission is hereby granted, free of charge, to any person obtaining a copy
7 * of this software and associated documentation files (the "Software"), to
8 * deal in the Software without restriction, including without limitation the
9 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10 * sell copies of the Software, and to permit persons to whom the Software is
11 * furnished to do so, subject to the following conditions:
12 *
13 * The above copyright notice and this permission notice shall be included in all
14 * copies or substantial portions of the Software.
15 *
16 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22 * SOFTWARE.
23 */
24 #include "arm_compute/core/Types.h"
25 #include "arm_compute/dynamic_fusion/sketch/gpu/operators/GpuSoftmax.h"
26
27 #include "tests/CL/CLAccessor.h"
28 #include "tests/datasets/ShapeDatasets.h"
29 #include "tests/framework/Asserts.h"
30 #include "tests/framework/Fixture.h"
31 #include "tests/framework/Macros.h"
32 #include "tests/framework/datasets/Datasets.h"
33 #include "tests/validation/Validation.h"
34 #include "tests/validation/fixtures/dynamic_fusion/operators/SoftmaxFixture.h"
35
36 using namespace arm_compute::experimental::dynamic_fusion;
37
38 namespace arm_compute
39 {
40 namespace test
41 {
42 namespace validation
43 {
44 /** Tolerance for float operations */
45 RelativeTolerance<half> tolerance_f16(half(0.2));
46 RelativeTolerance<float> tolerance_f32(0.001f);
47
48 TEST_SUITE(CL)
TEST_SUITE(DYNAMIC_FUSION)49 TEST_SUITE(DYNAMIC_FUSION)
50 TEST_SUITE(SOFTMAX)
51
52 // *INDENT-OFF*
53 // clang-format off
54 DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(
55 framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U), 1, DataType::F32), // Mismatching data types
56 TensorInfo(TensorShape(27U, 13U), 1, DataType::F32), // Mismatching shapes
57 TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
58 TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
59 TensorInfo(TensorShape(32U, 13U), 1, DataType::S32), // Unsupported data type
60 TensorInfo(TensorShape(32U, 13U), 1, DataType::F16),
61 TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
62 TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
63 TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
64 TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
65
66 }),
67 framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(27U, 13U), 1, DataType::F16),
68 TensorInfo(TensorShape(27U, 11U), 1, DataType::F32),
69 TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
70 TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
71 TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
72 TensorInfo(TensorShape(32U, 13U), 1, DataType::QASYMM16), // Unsupported data type
73 TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
74 TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
75 TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
76 TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
77
78 })),
79 framework::dataset::make("beta", { 1.0,
80 2.0,
81 2.0,
82 1.0,
83 1.0,
84 1.0,
85 1.0,
86 1.0,
87 1.0,
88 1.0,
89 })),
90 framework::dataset::make("axis", {
91 0,
92 0,
93 1, // Invalid as axis != 0
94 0,
95 0,
96 0,
97 -3, // Invalid as axis != 0
98 2, // Invalid as axis != 0
99 1, // Invalid as axis != 0
100 -1, // Invalid as axis != 0
101 })),
102 framework::dataset::make("Expected", { false, false, false, true, false, false, false, false, false, false})),
103 input_info, output_info, beta, axis, expected)
104 {
105 // Create a new workload sketch
106 CLCompileContext cl_compile_ctx = CLKernelLibrary::get().get_compile_context();
107 GpuWorkloadContext gpu_ctx = GpuWorkloadContext{ &cl_compile_ctx };
108 GpuWorkloadSketch sketch{ &gpu_ctx };
109
110 SoftmaxAttributes softmax_attr{};
111 softmax_attr.axis(axis).beta(beta).is_log_softmax(false);
112 TensorInfo src_info = sketch.create_tensor_info(input_info);
113 TensorInfo dst_info = sketch.create_tensor_info(output_info);
114 const bool res = static_cast<bool>(GpuSoftmax::validate_op(sketch, &src_info, &dst_info, softmax_attr));
115 ARM_COMPUTE_EXPECT(res == expected, framework::LogLevel::ERRORS);
116 }
117
118 template <typename T>
119 using DynamicFusionSoftmaxLayerFixture = DynamicFusionSoftmaxValidationFixture<CLTensor, CLAccessor, GpuSoftmax, T>;
120
121 TEST_SUITE(FLOAT)
TEST_SUITE(FP32)122 TEST_SUITE(FP32)
123
124 FIXTURE_DATA_TEST_CASE(RunSmall, DynamicFusionSoftmaxLayerFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SoftmaxLayerSmallShapes(),
125 framework::dataset::make("DataType", DataType::F32)),
126 framework::dataset::make("Beta", { 1.0f, 2.0f })),
127 framework::dataset::make("Axis", { 0 })),
128 framework::dataset::make("is_log", {false, true})))
129 {
130 // Validate output
131 validate(CLAccessor(_target), _reference, tolerance_f32);
132 }
133
134
135 FIXTURE_DATA_TEST_CASE(RunLarge, DynamicFusionSoftmaxLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::SoftmaxLayerLargeShapes(),
136 framework::dataset::make("DataType", DataType::F32)),
137 framework::dataset::make("Beta", { 1.0f, 2.0f })),
138 framework::dataset::make("Axis", { 0 })),
139 framework::dataset::make("is_log", {false, true})))
140 {
141 // Validate output
142 validate(CLAccessor(_target), _reference, tolerance_f32);
143 }
144
145
146 FIXTURE_DATA_TEST_CASE(Run4D, DynamicFusionSoftmaxLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::SoftmaxLayer4DShapes(),
147 framework::dataset::make("DataType", DataType::F32)),
148 framework::dataset::make("Beta", { 1.0f, 2.0f })),
149 framework::dataset::make("Axis", { 0 })),
150 framework::dataset::make("is_log", {false, true})))
151 {
152 // Validate output
153 validate(CLAccessor(_target), _reference, tolerance_f32);
154 }
155 TEST_SUITE_END() // FP32
TEST_SUITE(FP16)156 TEST_SUITE(FP16)
157
158 FIXTURE_DATA_TEST_CASE(RunSmall, DynamicFusionSoftmaxLayerFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SoftmaxLayerSmallShapes(),
159 framework::dataset::make("DataType", DataType::F16)),
160 framework::dataset::make("Beta", { 1.0f, 2.0f })),
161 framework::dataset::make("Axis", { 0 })),
162 framework::dataset::make("is_log", {false, true})))
163 {
164 // Validate output
165 validate(CLAccessor(_target), _reference, tolerance_f16);
166 }
167
168
169 FIXTURE_DATA_TEST_CASE(RunLarge, DynamicFusionSoftmaxLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::SoftmaxLayerLargeShapes(),
170 framework::dataset::make("DataType", DataType::F16)),
171 framework::dataset::make("Beta", { 1.0f, 2.0f })),
172 framework::dataset::make("Axis", { 0 })),
173 framework::dataset::make("is_log", {false, true})))
174 {
175 // Validate output
176 validate(CLAccessor(_target), _reference, tolerance_f16);
177 }
178
179
180 FIXTURE_DATA_TEST_CASE(Run4D, DynamicFusionSoftmaxLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::SoftmaxLayer4DShapes(),
181 framework::dataset::make("DataType", DataType::F16)),
182 framework::dataset::make("Beta", { 1.0f, 2.0f })),
183 framework::dataset::make("Axis", { 0 })),
184 framework::dataset::make("is_log", {false, true})))
185 {
186 // Validate output
187 validate(CLAccessor(_target), _reference, tolerance_f16);
188 }
189 TEST_SUITE_END() // FP16
190 TEST_SUITE_END() // FLOAT
191
192 TEST_SUITE_END() // SOFTMAX
193 TEST_SUITE_END() // DYNAMIC_FUSION
194 TEST_SUITE_END() // CL
195
196 } // namespace validation
197 } // namespace test
198 } // namespace arm_compute
199