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review.mlplatform.org / ml / ComputeLibrary / 959c26d0457deeebf7306b9e4317863f144415b5 / . / tests / validation / NEON / Cast.cpp
blob: 2fe4e368d0ee8bf6fa6fe9dccfda307196773b2a [file] [log] [blame]
Usama Arif9e631c22019-05-14 17:10:40 +0100[diff] [blame]1/*
Luca Foschianidaa3aba2020-01-08 15:55:08 +0000[diff] [blame]2 * Copyright (c) 2019-2020 ARM Limited.
Usama Arif9e631c22019-05-14 17:10:40 +0100[diff] [blame]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/NECast.h"
26#include "arm_compute/runtime/Tensor.h"
27#include "arm_compute/runtime/TensorAllocator.h"
28#include "tests/NEON/Accessor.h"
29#include "tests/PaddingCalculator.h"
30#include "tests/datasets/ConvertPolicyDataset.h"
31#include "tests/datasets/ShapeDatasets.h"
32#include "tests/framework/Asserts.h"
33#include "tests/framework/Macros.h"
34#include "tests/framework/datasets/Datasets.h"
35#include "tests/validation/Validation.h"
36#include "tests/validation/fixtures/CastFixture.h"
37
38namespace arm_compute
39{
40namespace test
41{
42namespace validation
43{
44namespace
45{
46// Tolerance
47constexpr AbsoluteTolerance<float> one_tolerance(1);
48constexpr AbsoluteTolerance<float> zero_tolerance(0);
49
50/*
51 *This function ignores the scale and zeroPoint of quanized tensors,so QASYMM8 input is treated as uint8 values.
52*/
53
54/** Input data sets **/
Luca Foschianidaa3aba2020-01-08 15:55:08 +0000[diff] [blame]55
56// QASYMM8_SIGNED
57const auto CastQASYMM8_SIGNEDtoS16Dataset = combine(framework::dataset::make("DataType", DataType::QASYMM8_SIGNED), framework::dataset::make("DataType", DataType::S16));
58const auto CastQASYMM8_SIGNEDtoS32Dataset = combine(framework::dataset::make("DataType", DataType::QASYMM8_SIGNED), framework::dataset::make("DataType", DataType::S32));
59const auto CastQASYMM8_SIGNEDtoF32Dataset = combine(framework::dataset::make("DataType", DataType::QASYMM8_SIGNED), framework::dataset::make("DataType", DataType::F32));
60const auto CastQASYMM8_SIGNEDtoF16Dataset = combine(framework::dataset::make("DataType", DataType::QASYMM8_SIGNED), framework::dataset::make("DataType", DataType::F16));
61
Usama Arif9e631c22019-05-14 17:10:40 +0100[diff] [blame]62// QASYMM8
Luca Foschianidaa3aba2020-01-08 15:55:08 +0000[diff] [blame]63const auto CastQASYMM8toF16Dataset = combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::F16));
64const auto CastQASYMM8toF32Dataset = combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::F32));
65const auto CastQASYMM8toS32Dataset = combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::S32));
Usama Arif9e631c22019-05-14 17:10:40 +0100[diff] [blame]66
67// U8
68const auto CastU8toU16Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::U16));
69const auto CastU8toS16Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::S16));
70const auto CastU8toS32Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::S32));
71const auto CastU8toF32Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::F32));
72
73// U16
74const auto CastU16toU8Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::U8));
75const auto CastU16toU32Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::U32));
76
77// S16
Luca Foschianidaa3aba2020-01-08 15:55:08 +0000[diff] [blame]78const auto CastS16toQASYMM8_SIGNEDDataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED));
79const auto CastS16toU8Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::U8));
80const auto CastS16toS32Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::S32));
Usama Arif9e631c22019-05-14 17:10:40 +0100[diff] [blame]81
82//S32
Luca Foschianidaa3aba2020-01-08 15:55:08 +0000[diff] [blame]83const auto CastS32toF16Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::F16));
84const auto CastS32toU8Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::U8));
85const auto CastS32toF32Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::F32));
86const auto CastS32toQASYMM8Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::QASYMM8));
87const auto CastS32toQASYMM8_SIGNEDDataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED));
Usama Arif9e631c22019-05-14 17:10:40 +0100[diff] [blame]88
89// F16
Luca Foschianidaa3aba2020-01-08 15:55:08 +0000[diff] [blame]90const auto CastF16toF32Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::F32));
91const auto CastF16toS32Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::S32));
92const auto CastF16toQASYMM8Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::QASYMM8));
93const auto CastF16toQASYMM8_SIGNEDDataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED));
Usama Arif9e631c22019-05-14 17:10:40 +0100[diff] [blame]94
95// F32
Luca Foschianidaa3aba2020-01-08 15:55:08 +0000[diff] [blame]96const auto CastF32toU8Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::U8));
97const auto CastF32toF16Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F16));
98const auto CastF32toS32Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::S32));
99const auto CastF32toQASYMM8Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::QASYMM8));
100const auto CastF32toQASYMM8_SIGNEDDataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED));
Usama Arif9e631c22019-05-14 17:10:40 +0100[diff] [blame]101
102} // namespace
103
104TEST_SUITE(NEON)
105TEST_SUITE(Cast)
106template <typename T>
107using NECastToU8Fixture = CastValidationFixture<Tensor, Accessor, NECast, T, uint8_t>;
108template <typename T>
109using NECastToU16Fixture = CastValidationFixture<Tensor, Accessor, NECast, T, uint16_t>;
110template <typename T>
111using NECastToS16Fixture = CastValidationFixture<Tensor, Accessor, NECast, T, int16_t>;
112template <typename T>
113using NECastToU32Fixture = CastValidationFixture<Tensor, Accessor, NECast, T, uint32_t>;
114template <typename T>
115using NECastToS32Fixture = CastValidationFixture<Tensor, Accessor, NECast, T, int32_t>;
116template <typename T>
117using NECastToF16Fixture = CastValidationFixture<Tensor, Accessor, NECast, T, half>;
118template <typename T>
119using NECastToF32Fixture = CastValidationFixture<Tensor, Accessor, NECast, T, float>;
120template <typename T>
121using NECastToQASYMM8Fixture = CastValidationFixture<Tensor, Accessor, NECast, T, uint8_t>;
Luca Foschianidaa3aba2020-01-08 15:55:08 +0000[diff] [blame]122template <typename T>
123using NECastToQASYMM8_SIGNEDFixture = CastValidationFixture<Tensor, Accessor, NECast, T, int8_t>;
Usama Arif9e631c22019-05-14 17:10:40 +0100[diff] [blame]124
125#define CAST_SUITE(NAME, idt, odt, type, dataset, tolerance) \
126 TEST_SUITE(NAME) \
127 DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), datasets::ConvertPolicies()), \
128 shape, policy) \
129 { \
130 Tensor src = create_tensor<Tensor>(shape, idt, 1); \
131 Tensor dst = create_tensor<Tensor>(shape, odt, 1); \
132 \
133 NECast cast; \
134 cast.configure(&src, &dst, policy); \
135 \
136 const ValidRegion valid_region = shape_to_valid_region(shape); \
137 validate(dst.info()->valid_region(), valid_region); \
138 \
139 const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); \
140 validate(src.info()->padding(), padding); \
141 validate(dst.info()->padding(), padding); \
142 } \
143 FIXTURE_DATA_TEST_CASE(RunSmall, type, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), dataset), \
144 datasets::ConvertPolicies())) \
145 { \
146 validate(Accessor(_target), _reference, tolerance); \
147 } \
148 TEST_SUITE_END()
149
Luca Foschianidaa3aba2020-01-08 15:55:08 +0000[diff] [blame]150//QASYMM8_SIGNED
151CAST_SUITE(QASYMM8_SIGNED_to_S16, DataType::QASYMM8_SIGNED, DataType::S16, NECastToS16Fixture<int8_t>, CastQASYMM8_SIGNEDtoS16Dataset, one_tolerance)
152CAST_SUITE(QASYMM8_SIGNED_to_S32, DataType::QASYMM8_SIGNED, DataType::S32, NECastToS32Fixture<int8_t>, CastQASYMM8_SIGNEDtoS32Dataset, one_tolerance)
153CAST_SUITE(QASYMM8_SIGNED_to_F32, DataType::QASYMM8_SIGNED, DataType::F32, NECastToF32Fixture<int8_t>, CastQASYMM8_SIGNEDtoF32Dataset, one_tolerance)
154#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
155CAST_SUITE(QASYMM8_SIGNED_to_F16, DataType::QASYMM8_SIGNED, DataType::F16, NECastToF16Fixture<int8_t>, CastQASYMM8_SIGNEDtoF16Dataset, one_tolerance)
156#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
157
Usama Arif9e631c22019-05-14 17:10:40 +0100[diff] [blame]158//QASYMM8
159#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
160CAST_SUITE(QASYMM8_to_F16, DataType::QASYMM8, DataType::F16, NECastToF16Fixture<uint8_t>, CastQASYMM8toF16Dataset, one_tolerance)
161#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
162CAST_SUITE(QASYMM8_to_F32, DataType::QASYMM8, DataType::F32, NECastToF32Fixture<uint8_t>, CastQASYMM8toF32Dataset, one_tolerance)
163CAST_SUITE(QASYMM8_to_S32, DataType::QASYMM8, DataType::S32, NECastToS32Fixture<uint8_t>, CastQASYMM8toS32Dataset, one_tolerance)
164
165// U8
166CAST_SUITE(U8_to_U16, DataType::U8, DataType::U16, NECastToU16Fixture<uint8_t>, CastU8toU16Dataset, zero_tolerance)
167CAST_SUITE(U8_to_S16, DataType::U8, DataType::S16, NECastToS16Fixture<uint8_t>, CastU8toS16Dataset, zero_tolerance)
168CAST_SUITE(U8_to_S32, DataType::U8, DataType::S32, NECastToS32Fixture<uint8_t>, CastU8toS32Dataset, zero_tolerance)
169CAST_SUITE(U8_to_F32, DataType::U8, DataType::F32, NECastToF32Fixture<uint8_t>, CastU8toF32Dataset, zero_tolerance)
170
171// U16
172CAST_SUITE(U16_to_U8, DataType::U16, DataType::U8, NECastToU8Fixture<uint16_t>, CastU16toU8Dataset, zero_tolerance)
173CAST_SUITE(U16_to_U32, DataType::U16, DataType::U32, NECastToU32Fixture<uint16_t>, CastU16toU32Dataset, zero_tolerance)
174
175// S16
Luca Foschianidaa3aba2020-01-08 15:55:08 +0000[diff] [blame]176CAST_SUITE(S16_to_QASYMM8_SIGNED, DataType::S16, DataType::QASYMM8_SIGNED, NECastToQASYMM8_SIGNEDFixture<int16_t>, CastS16toQASYMM8_SIGNEDDataset, zero_tolerance)
Usama Arif9e631c22019-05-14 17:10:40 +0100[diff] [blame]177CAST_SUITE(S16_to_U8, DataType::S16, DataType::U8, NECastToU8Fixture<int16_t>, CastS16toU8Dataset, zero_tolerance)
178CAST_SUITE(S16_to_S32, DataType::S16, DataType::S32, NECastToS32Fixture<int16_t>, CastS16toS32Dataset, zero_tolerance)
179
180// S32
Luca Foschianidaa3aba2020-01-08 15:55:08 +0000[diff] [blame]181CAST_SUITE(S32_to_QASYMM8_SIGNED, DataType::S32, DataType::QASYMM8_SIGNED, NECastToQASYMM8_SIGNEDFixture<int32_t>, CastS32toQASYMM8_SIGNEDDataset, one_tolerance)
Usama Arif9e631c22019-05-14 17:10:40 +0100[diff] [blame]182CAST_SUITE(S32_to_QASYMM8, DataType::S32, DataType::QASYMM8, NECastToQASYMM8Fixture<int32_t>, CastS32toQASYMM8Dataset, one_tolerance)
183#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
184CAST_SUITE(S32_to_F16, DataType::S32, DataType::F16, NECastToF16Fixture<int32_t>, CastS32toF16Dataset, zero_tolerance)
185#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
186CAST_SUITE(S32_to_F32, DataType::S32, DataType::F32, NECastToF32Fixture<int32_t>, CastS32toF32Dataset, one_tolerance)
187CAST_SUITE(S32_to_U8, DataType::S32, DataType::U8, NECastToU8Fixture<int32_t>, CastS32toU8Dataset, one_tolerance)
188
189// F16
190#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
Luca Foschianidaa3aba2020-01-08 15:55:08 +0000[diff] [blame]191CAST_SUITE(F16_to_QASYMM8_SIGNED, DataType::F16, DataType::QASYMM8_SIGNED, NECastToQASYMM8_SIGNEDFixture<half>, CastF16toQASYMM8_SIGNEDDataset, one_tolerance)
Usama Arif9e631c22019-05-14 17:10:40 +0100[diff] [blame]192CAST_SUITE(F16_to_QASYMM8, DataType::F16, DataType::QASYMM8, NECastToQASYMM8Fixture<half>, CastF16toQASYMM8Dataset, one_tolerance)
193CAST_SUITE(F16_to_F32, DataType::F16, DataType::F32, NECastToF32Fixture<half>, CastF16toF32Dataset, zero_tolerance)
194CAST_SUITE(F16_to_S32, DataType::F16, DataType::S32, NECastToS32Fixture<half>, CastF16toS32Dataset, one_tolerance)
195#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
196
197// F32
Luca Foschianidaa3aba2020-01-08 15:55:08 +0000[diff] [blame]198CAST_SUITE(F32_to_QASYMM8_SIGNED, DataType::F32, DataType::QASYMM8_SIGNED, NECastToQASYMM8_SIGNEDFixture<float>, CastF32toQASYMM8_SIGNEDDataset, one_tolerance)
Usama Arif9e631c22019-05-14 17:10:40 +0100[diff] [blame]199CAST_SUITE(F32_to_QASYMM8, DataType::F32, DataType::QASYMM8, NECastToQASYMM8Fixture<float>, CastF32toQASYMM8Dataset, one_tolerance)
200#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
201CAST_SUITE(F32_to_F16, DataType::F32, DataType::F16, NECastToF16Fixture<float>, CastF32toF16Dataset, zero_tolerance)
202#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
203CAST_SUITE(F32_to_S32, DataType::F32, DataType::S32, NECastToS32Fixture<float>, CastF32toS32Dataset, one_tolerance)
204CAST_SUITE(F32_to_U8, DataType::F32, DataType::S32, NECastToS32Fixture<float>, CastF32toS32Dataset, one_tolerance)
205
206TEST_SUITE_END() // Cast
207TEST_SUITE_END() // NEON
208} // namespace validation
209} // namespace test
210} // namespace arm_compute