1 /*
2 * Copyright (c) 2018-2021 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/NEON/functions/NEConvertFullyConnectedWeights.h"
26 #include "arm_compute/runtime/Tensor.h"
27 #include "arm_compute/runtime/TensorAllocator.h"
28 #include "tests/NEON/Accessor.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(NEON)
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(NEConvertFullyConnectedWeights::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
82 template <typename T>
83 using NEConvertFullyConnectedWeightsFixture = ConvertFullyConnectedWeightsValidationFixture<Tensor, Accessor, NEConvertFullyConnectedWeights, T>;
84
85 TEST_SUITE(FP32)
86 FIXTURE_DATA_TEST_CASE(RunSmall, NEConvertFullyConnectedWeightsFixture<float>, framework::DatasetMode::ALL, combine(datasets::Small3DShapes(), combine(params, framework::dataset::make("DataType",
87 DataType::F32))))
88 {
89 // Validate output
90 validate(Accessor(_target), _reference);
91 }
92 FIXTURE_DATA_TEST_CASE(RunLarge, NEConvertFullyConnectedWeightsFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::Large3DShapes(), combine(params, framework::dataset::make("DataType",
93 DataType::F32))))
94 {
95 // Validate output
96 validate(Accessor(_target), _reference);
97 }
98 TEST_SUITE_END() // FP32
99
100 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
TEST_SUITE(FP16)101 TEST_SUITE(FP16)
102 FIXTURE_DATA_TEST_CASE(RunSmall, NEConvertFullyConnectedWeightsFixture<half>, framework::DatasetMode::ALL, combine(datasets::Small3DShapes(), combine(params, framework::dataset::make("DataType",
103 DataType::F16))))
104 {
105 // Validate output
106 validate(Accessor(_target), _reference);
107 }
108 FIXTURE_DATA_TEST_CASE(RunLarge, NEConvertFullyConnectedWeightsFixture<half>, framework::DatasetMode::NIGHTLY, combine(datasets::Large3DShapes(), combine(params, framework::dataset::make("DataType",
109 DataType::F16))))
110 {
111 // Validate output
112 validate(Accessor(_target), _reference);
113 }
114 TEST_SUITE_END() // FP16
115 #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
116
TEST_SUITE(QASYMM8)117 TEST_SUITE(QASYMM8)
118 FIXTURE_DATA_TEST_CASE(RunSmall, NEConvertFullyConnectedWeightsFixture<uint8_t>, framework::DatasetMode::ALL, combine(datasets::Small3DShapes(), combine(params, framework::dataset::make("DataType",
119 DataType::QASYMM8))))
120 {
121 // Validate output
122 validate(Accessor(_target), _reference);
123 }
124 FIXTURE_DATA_TEST_CASE(RunLarge, NEConvertFullyConnectedWeightsFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(datasets::Large3DShapes(), combine(params,
125 framework::dataset::make("DataType",
126 DataType::QASYMM8))))
127 {
128 // Validate output
129 validate(Accessor(_target), _reference);
130 }
131 TEST_SUITE_END() // QASYMM8
132
133 TEST_SUITE_END() // ConvertFullyConnectedWeights
134 TEST_SUITE_END() // Neon
135 } // namespace validation
136 } // namespace test
137 } // namespace arm_compute
138