1 /*
2 * Copyright (c) 2018-2020 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/runtime/CL/CLTensor.h"
26 #include "arm_compute/runtime/CL/CLTensorAllocator.h"
27 #include "arm_compute/runtime/CL/functions/CLConvertFullyConnectedWeights.h"
28 #include "tests/CL/CLAccessor.h"
29 #include "tests/datasets/ShapeDatasets.h"
30 #include "tests/framework/Asserts.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/ConvertFullyConnectedWeightsFixture.h"
35
36 namespace arm_compute
37 {
38 namespace test
39 {
40 namespace validation
41 {
42 namespace
43 {
44 auto params = combine(framework::dataset::make("WeightsWidth", { 16, 32, 64 }), framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }));
45 } // namespace
46
47 TEST_SUITE(CL)
TEST_SUITE(ConvertFullyConnectedWeights)48 TEST_SUITE(ConvertFullyConnectedWeights)
49
50 // *INDENT-OFF*
51 // clang-format off
52 DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(
53 framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 42U), 1, DataType::F32), // Mismatching data types
54 TensorInfo(TensorShape(32U, 42U), 1, DataType::F32), // Valid
55 TensorInfo(TensorShape(27U, 42U), 1, DataType::F32), // Mismatching shapes
56 TensorInfo(TensorShape(27U, 42U), 1, DataType::F32), // Wrong DataLayout
57 }),
58 framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(27U, 42U), 1, DataType::F16),
59 TensorInfo(TensorShape(32U, 42U), 1, DataType::F32),
60 TensorInfo(TensorShape(32U, 42U), 1, DataType::F32),
61 TensorInfo(TensorShape(32U, 42U), 1, DataType::F32),
62 })),
63 framework::dataset::make("OriginalInput", { TensorShape(7U, 3U, 2U),
64 TensorShape(7U, 3U, 2U),
65 TensorShape(7U, 3U, 2U),
66 TensorShape(7U, 3U, 2U),
67 })),
68 framework::dataset::make("DataLayout", { DataLayout::NCHW,
69 DataLayout::NCHW,
70 DataLayout::NCHW,
71 DataLayout::UNKNOWN,
72 })),
73 framework::dataset::make("Expected", { false, true, false, false})),
74 input_info, output_info, original_input_shape, data_layout, expected)
75 {
76 bool is_valid = bool(CLConvertFullyConnectedWeights::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), original_input_shape, data_layout));
77 ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS);
78 }
79 // clang-format on
80 // *INDENT-ON*
81 template <typename T>
82 using CLConvertFullyConnectedWeightsFixture = ConvertFullyConnectedWeightsValidationFixture<CLTensor, CLAccessor, CLConvertFullyConnectedWeights, T>;
83
84 TEST_SUITE(FP32)
85 FIXTURE_DATA_TEST_CASE(RunSmall, CLConvertFullyConnectedWeightsFixture<float>, framework::DatasetMode::ALL, combine(datasets::Tiny3DShapes(), combine(params, framework::dataset::make("DataType",
86 DataType::F32))))
87 {
88 // Validate output
89 validate(CLAccessor(_target), _reference);
90 }
91 FIXTURE_DATA_TEST_CASE(RunLarge, CLConvertFullyConnectedWeightsFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::Large3DShapes(), combine(params, framework::dataset::make("DataType",
92 DataType::F32))))
93 {
94 // Validate output
95 validate(CLAccessor(_target), _reference);
96 }
97 TEST_SUITE_END()
98
TEST_SUITE(FP16)99 TEST_SUITE(FP16)
100 FIXTURE_DATA_TEST_CASE(RunSmall, CLConvertFullyConnectedWeightsFixture<half>, framework::DatasetMode::ALL, combine(datasets::Tiny3DShapes(), combine(params, framework::dataset::make("DataType",
101 DataType::F16))))
102 {
103 // Validate output
104 validate(CLAccessor(_target), _reference);
105 }
106 FIXTURE_DATA_TEST_CASE(RunLarge, CLConvertFullyConnectedWeightsFixture<half>, framework::DatasetMode::NIGHTLY, combine(datasets::Large3DShapes(), combine(params, framework::dataset::make("DataType",
107 DataType::F16))))
108 {
109 // Validate output
110 validate(CLAccessor(_target), _reference);
111 }
112 TEST_SUITE_END()
113
TEST_SUITE(QASYMM8)114 TEST_SUITE(QASYMM8)
115 FIXTURE_DATA_TEST_CASE(RunSmall, CLConvertFullyConnectedWeightsFixture<uint8_t>, framework::DatasetMode::ALL, combine(datasets::Tiny3DShapes(), combine(params, framework::dataset::make("DataType",
116 DataType::QASYMM8))))
117 {
118 // Validate output
119 validate(CLAccessor(_target), _reference);
120 }
121 FIXTURE_DATA_TEST_CASE(RunLarge, CLConvertFullyConnectedWeightsFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(datasets::Large3DShapes(), combine(params,
122 framework::dataset::make("DataType",
123 DataType::QASYMM8))))
124 {
125 // Validate output
126 validate(CLAccessor(_target), _reference);
127 }
128 TEST_SUITE_END()
129
130 TEST_SUITE_END()
131 TEST_SUITE_END()
132 } // namespace validation
133 } // namespace test
134 } // namespace arm_compute
135