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review.mlplatform.org / ml / ComputeLibrary / a359ee9ff349448a744140b352444171efc29899 / . / tests / validation / CL / Cast.cpp
blob: 84455ba941f3ac5213f5e8a4eeb046631c2e4ac2 [file] [log] [blame]
Georgios Pinitas303f0db2018-11-19 11:56:51 +0000[diff] [blame]1/*
Pablo Marquez Tellob1812632022-01-11 10:00:13 +0000[diff] [blame]2 * Copyright (c) 2018-2020, 2022 Arm Limited.
Georgios Pinitas303f0db2018-11-19 11:56:51 +0000[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,
Michalis Spyroud175ece2020-07-30 23:39:32 +0100[diff] [blame]21 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
Georgios Pinitas303f0db2018-11-19 11:56:51 +0000[diff] [blame]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/CLCast.h"
28#include "tests/CL/CLAccessor.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/** Input data sets **/
Pablo Marquez Tellob1812632022-01-11 10:00:13 +0000[diff] [blame]51// QASYMM8
52const auto CastQASYMM8toF32Dataset = combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::F32));
53
Georgios Pinitas303f0db2018-11-19 11:56:51 +0000[diff] [blame]54// U8
55const auto CastU8toS8Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::S8));
56const auto CastU8toU16Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::U16));
57const auto CastU8toS16Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::S16));
58const auto CastU8toU32Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::U32));
59const auto CastU8toS32Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::S32));
60const auto CastU8toF16Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::F16));
61const auto CastU8toF32Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::F32));
62
63// S8
64const auto CastS8toU8Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::U8));
65const auto CastS8toU16Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::U16));
66const auto CastS8toS16Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::S16));
67const auto CastS8toU32Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::U32));
68const auto CastS8toS32Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::S32));
69const auto CastS8toF16Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::F16));
70const auto CastS8toF32Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::F32));
71
72// U16
73const auto CastU16toU8Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::U8));
74const auto CastU16toS8Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::S8));
75const auto CastU16toS16Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::S16));
76const auto CastU16toU32Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::U32));
77const auto CastU16toS32Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::S32));
78const auto CastU16toF16Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::F16));
79const auto CastU16toF32Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::F32));
80
81// S16
82const auto CastS16toU8Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::U8));
83const auto CastS16toS8Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::S8));
84const auto CastS16toU16Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::U16));
85const auto CastS16toU32Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::U32));
86const auto CastS16toS32Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::S32));
87const auto CastS16toF16Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::F16));
88const auto CastS16toF32Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::F32));
89
90// U32
91const auto CastU32toU8Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::U8));
92const auto CastU32toS8Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::S8));
93const auto CastU32toU16Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::U16));
94const auto CastU32toS16Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::S16));
95const auto CastU32toS32Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::S32));
96const auto CastU32toF16Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::F16));
97const auto CastU32toF32Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::F32));
98
99// S32
100const auto CastS32toU8Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::U8));
101const auto CastS32toS8Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::S8));
102const auto CastS32toU16Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::U16));
103const auto CastS32toS16Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::S16));
104const auto CastS32toU32Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::U32));
105const auto CastS32toF16Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::F16));
106const auto CastS32toF32Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::F32));
107
108// F16
109const auto CastF16toU8Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::U8));
110const auto CastF16toS8Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::S8));
111const auto CastF16toU16Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::U16));
112const auto CastF16toS16Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::S16));
113const auto CastF16toU32Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::U32));
114const auto CastF16toS32Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::S32));
115const auto CastF16toF32Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::F32));
116
117// F32
118const auto CastF32toU8Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::U8));
119const auto CastF32toS8Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::S8));
120const auto CastF32toU16Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::U16));
121const auto CastF32toS16Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::S16));
122const auto CastF32toU32Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::U32));
123const auto CastF32toS32Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::S32));
124const auto CastF32toF16Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F16));
125} // namespace
126
127TEST_SUITE(CL)
128TEST_SUITE(Cast)
129template <typename T>
130using CLCastToU8Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, uint8_t>;
131template <typename T>
132using CLCastToS8Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, int8_t>;
133template <typename T>
134using CLCastToU16Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, uint16_t>;
135template <typename T>
136using CLCastToS16Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, int16_t>;
137template <typename T>
138using CLCastToU32Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, uint32_t>;
139template <typename T>
140using CLCastToS32Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, int32_t>;
141template <typename T>
142using CLCastToF16Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, half>;
143template <typename T>
144using CLCastToF32Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, float>;
145
146#define CAST_SUITE(NAME, idt, odt, type, dataset, tolerance) \
147 TEST_SUITE(NAME) \
Georgios Pinitas303f0db2018-11-19 11:56:51 +0000[diff] [blame]148 FIXTURE_DATA_TEST_CASE(RunSmall, type, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), dataset), \
149 datasets::ConvertPolicies())) \
150 { \
151 validate(CLAccessor(_target), _reference, tolerance); \
152 } \
153 TEST_SUITE_END()
154
Pablo Marquez Tellob1812632022-01-11 10:00:13 +0000[diff] [blame]155// QASYMM8
156CAST_SUITE(QASYMM8_to_F32, DataType::QASYMM8, DataType::F32, CLCastToF32Fixture<uint8_t>, CastQASYMM8toF32Dataset, zero_tolerance)
157
Georgios Pinitas303f0db2018-11-19 11:56:51 +0000[diff] [blame]158// U8
159CAST_SUITE(U8_to_S8, DataType::U8, DataType::S8, CLCastToS8Fixture<uint8_t>, CastU8toS8Dataset, zero_tolerance)
160CAST_SUITE(U8_to_U16, DataType::U8, DataType::U16, CLCastToU16Fixture<uint8_t>, CastU8toU16Dataset, zero_tolerance)
161CAST_SUITE(U8_to_S16, DataType::U8, DataType::S16, CLCastToS16Fixture<uint8_t>, CastU8toS16Dataset, zero_tolerance)
162CAST_SUITE(U8_to_U32, DataType::U8, DataType::U32, CLCastToU32Fixture<uint8_t>, CastU8toU32Dataset, zero_tolerance)
163CAST_SUITE(U8_to_S32, DataType::U8, DataType::S32, CLCastToS32Fixture<uint8_t>, CastU8toS32Dataset, zero_tolerance)
164CAST_SUITE(U8_to_F16, DataType::U8, DataType::F16, CLCastToF16Fixture<uint8_t>, CastU8toF16Dataset, zero_tolerance)
165CAST_SUITE(U8_to_F32, DataType::U8, DataType::F32, CLCastToF32Fixture<uint8_t>, CastU8toF32Dataset, zero_tolerance)
166
167// S8
168CAST_SUITE(S8_to_U8, DataType::S8, DataType::U8, CLCastToU8Fixture<int8_t>, CastS8toU8Dataset, zero_tolerance)
169CAST_SUITE(S8_to_U16, DataType::S8, DataType::U16, CLCastToU16Fixture<int8_t>, CastS8toU16Dataset, zero_tolerance)
170CAST_SUITE(S8_to_S16, DataType::S8, DataType::S16, CLCastToS16Fixture<int8_t>, CastS8toS16Dataset, zero_tolerance)
171CAST_SUITE(S8_to_U32, DataType::S8, DataType::U32, CLCastToU32Fixture<int8_t>, CastS8toU32Dataset, zero_tolerance)
172CAST_SUITE(S8_to_S32, DataType::S8, DataType::S32, CLCastToS32Fixture<int8_t>, CastS8toS32Dataset, zero_tolerance)
173CAST_SUITE(S8_to_F16, DataType::S8, DataType::F16, CLCastToF16Fixture<int8_t>, CastS8toF16Dataset, zero_tolerance)
174CAST_SUITE(S8_to_F32, DataType::S8, DataType::F32, CLCastToF32Fixture<int8_t>, CastS8toF32Dataset, zero_tolerance)
175
176// U16
177CAST_SUITE(U16_to_U8, DataType::U16, DataType::U8, CLCastToU8Fixture<uint16_t>, CastU16toU8Dataset, zero_tolerance)
178CAST_SUITE(U16_to_S8, DataType::U16, DataType::S8, CLCastToS8Fixture<uint16_t>, CastU16toS8Dataset, zero_tolerance)
179CAST_SUITE(U16_to_S16, DataType::U16, DataType::S16, CLCastToS16Fixture<uint16_t>, CastU16toS16Dataset, zero_tolerance)
180CAST_SUITE(U16_to_U32, DataType::U16, DataType::U32, CLCastToU32Fixture<uint16_t>, CastU16toU32Dataset, zero_tolerance)
181CAST_SUITE(U16_to_S32, DataType::U16, DataType::S32, CLCastToS32Fixture<uint16_t>, CastU16toS32Dataset, zero_tolerance)
182CAST_SUITE(U16_to_F16, DataType::U16, DataType::F16, CLCastToF16Fixture<uint16_t>, CastU16toF16Dataset, zero_tolerance)
183CAST_SUITE(U16_to_F32, DataType::U16, DataType::F32, CLCastToF32Fixture<uint16_t>, CastU16toF32Dataset, zero_tolerance)
184
185// S16
186CAST_SUITE(S16_to_U8, DataType::S16, DataType::U8, CLCastToU8Fixture<int16_t>, CastS16toU8Dataset, zero_tolerance)
187CAST_SUITE(S16_to_S8, DataType::S16, DataType::S8, CLCastToS8Fixture<int16_t>, CastS16toS8Dataset, zero_tolerance)
188CAST_SUITE(S16_to_U16, DataType::S16, DataType::U16, CLCastToU16Fixture<int16_t>, CastS16toU16Dataset, zero_tolerance)
189CAST_SUITE(S16_to_U32, DataType::S16, DataType::U32, CLCastToU32Fixture<int16_t>, CastS16toU32Dataset, zero_tolerance)
190CAST_SUITE(S16_to_S32, DataType::S16, DataType::S32, CLCastToS32Fixture<int16_t>, CastS16toS32Dataset, zero_tolerance)
191CAST_SUITE(S16_to_F16, DataType::S16, DataType::F16, CLCastToF16Fixture<int16_t>, CastS16toF16Dataset, zero_tolerance)
192CAST_SUITE(S16_to_F32, DataType::S16, DataType::F32, CLCastToF32Fixture<int16_t>, CastS16toF32Dataset, zero_tolerance)
193
194// U32
195CAST_SUITE(U32_to_U8, DataType::U32, DataType::U8, CLCastToU8Fixture<uint32_t>, CastU32toU8Dataset, zero_tolerance)
196CAST_SUITE(U32_to_S8, DataType::U32, DataType::S8, CLCastToS8Fixture<uint32_t>, CastU32toS8Dataset, zero_tolerance)
197CAST_SUITE(U32_to_U16, DataType::U32, DataType::U16, CLCastToU16Fixture<uint32_t>, CastU32toU16Dataset, zero_tolerance)
198CAST_SUITE(U32_to_S16, DataType::U32, DataType::S16, CLCastToS16Fixture<uint32_t>, CastU32toS16Dataset, zero_tolerance)
199CAST_SUITE(U32_to_S32, DataType::U32, DataType::S32, CLCastToS32Fixture<uint32_t>, CastU32toS32Dataset, zero_tolerance)
200CAST_SUITE(U32_to_F16, DataType::U32, DataType::F16, CLCastToF16Fixture<uint32_t>, CastU32toF16Dataset, zero_tolerance)
201CAST_SUITE(U32_to_F32, DataType::U32, DataType::F32, CLCastToF32Fixture<uint32_t>, CastU32toF32Dataset, zero_tolerance)
202
203// S32
204CAST_SUITE(S32_to_U8, DataType::S32, DataType::U8, CLCastToU8Fixture<int32_t>, CastS32toU8Dataset, zero_tolerance)
205CAST_SUITE(S32_to_S8, DataType::S32, DataType::S8, CLCastToS8Fixture<int32_t>, CastS32toS8Dataset, zero_tolerance)
206CAST_SUITE(S32_to_U16, DataType::S32, DataType::U16, CLCastToU16Fixture<int32_t>, CastS32toU16Dataset, zero_tolerance)
207CAST_SUITE(S32_to_S16, DataType::S32, DataType::S16, CLCastToS16Fixture<int32_t>, CastS32toS16Dataset, zero_tolerance)
208CAST_SUITE(S32_to_U32, DataType::S32, DataType::U32, CLCastToU32Fixture<int32_t>, CastS32toU32Dataset, zero_tolerance)
209CAST_SUITE(S32_to_F16, DataType::S32, DataType::F16, CLCastToF16Fixture<int32_t>, CastS32toF16Dataset, zero_tolerance)
210CAST_SUITE(S32_to_F32, DataType::S32, DataType::F32, CLCastToF32Fixture<int32_t>, CastS32toF32Dataset, zero_tolerance)
211
212// F16
213CAST_SUITE(F16_to_U8, DataType::F16, DataType::U8, CLCastToU8Fixture<half>, CastF16toU8Dataset, one_tolerance)
214CAST_SUITE(F16_to_S8, DataType::F16, DataType::S8, CLCastToS8Fixture<half>, CastF16toS8Dataset, one_tolerance)
215CAST_SUITE(F16_to_U16, DataType::F16, DataType::U16, CLCastToU16Fixture<half>, CastF16toU16Dataset, one_tolerance)
216CAST_SUITE(F16_to_S16, DataType::F16, DataType::S16, CLCastToS16Fixture<half>, CastF16toS16Dataset, one_tolerance)
217CAST_SUITE(F16_to_U32, DataType::F16, DataType::U32, CLCastToU32Fixture<half>, CastF16toU32Dataset, one_tolerance)
218CAST_SUITE(F16_to_S32, DataType::F16, DataType::S32, CLCastToS32Fixture<half>, CastF16toS32Dataset, one_tolerance)
Georgios Pinitas6a468ef2018-12-04 13:46:48 +0000[diff] [blame]219CAST_SUITE(F16_to_F32, DataType::F16, DataType::F32, CLCastToF32Fixture<half>, CastF16toF32Dataset, zero_tolerance)
Georgios Pinitas303f0db2018-11-19 11:56:51 +0000[diff] [blame]220
221// F32
222CAST_SUITE(F32_to_U8, DataType::F32, DataType::U8, CLCastToU8Fixture<float>, CastF32toU8Dataset, one_tolerance)
223CAST_SUITE(F32_to_S8, DataType::F32, DataType::S8, CLCastToS8Fixture<float>, CastF32toS8Dataset, one_tolerance)
224CAST_SUITE(F32_to_U16, DataType::F32, DataType::U16, CLCastToU16Fixture<float>, CastF32toU16Dataset, one_tolerance)
225CAST_SUITE(F32_to_S16, DataType::F32, DataType::S16, CLCastToS16Fixture<float>, CastF32toS16Dataset, one_tolerance)
226CAST_SUITE(F32_to_U32, DataType::F32, DataType::U32, CLCastToU32Fixture<float>, CastF32toU32Dataset, one_tolerance)
227CAST_SUITE(F32_to_S32, DataType::F32, DataType::S32, CLCastToS32Fixture<float>, CastF32toS32Dataset, one_tolerance)
Georgios Pinitas6a468ef2018-12-04 13:46:48 +0000[diff] [blame]228CAST_SUITE(F32_to_F16, DataType::F32, DataType::F16, CLCastToF16Fixture<float>, CastF32toF16Dataset, zero_tolerance)
Georgios Pinitas303f0db2018-11-19 11:56:51 +0000[diff] [blame]229
230TEST_SUITE_END() // Cast
231TEST_SUITE_END() // CL
232} // namespace validation
233} // namespace test
234} // namespace arm_compute