Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 1 | /* |
| 2 | * Copyright (c) 2017 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/NESoftmaxLayer.h" |
| 26 | #include "arm_compute/runtime/Tensor.h" |
| 27 | #include "arm_compute/runtime/TensorAllocator.h" |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 28 | #include "tests/NEON/Accessor.h" |
| 29 | #include "tests/PaddingCalculator.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 30 | #include "tests/datasets/ShapeDatasets.h" |
| 31 | #include "tests/framework/Asserts.h" |
| 32 | #include "tests/framework/Macros.h" |
| 33 | #include "tests/framework/datasets/Datasets.h" |
| 34 | #include "tests/validation/Validation.h" |
| 35 | #include "tests/validation/fixtures/SoftmaxLayerFixture.h" |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 36 | |
| 37 | namespace arm_compute |
| 38 | { |
| 39 | namespace test |
| 40 | { |
| 41 | namespace validation |
| 42 | { |
| 43 | namespace |
| 44 | { |
| 45 | /** Tolerance for float operations */ |
Moritz Pflanzer | 6106a4d | 2017-08-02 09:42:27 +0100 | [diff] [blame] | 46 | constexpr AbsoluteTolerance<float> tolerance_f32(0.000001f); |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 47 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Moritz Pflanzer | 6106a4d | 2017-08-02 09:42:27 +0100 | [diff] [blame] | 48 | constexpr AbsoluteTolerance<float> tolerance_f16(0.0001f); |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 49 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC*/ |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 50 | /** Tolerance for fixed point operations */ |
Moritz Pflanzer | 5b61fd3 | 2017-09-12 15:51:33 +0100 | [diff] [blame] | 51 | constexpr AbsoluteTolerance<int16_t> tolerance_fixed_point(2); |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 52 | |
| 53 | /** CNN data types */ |
| 54 | const auto CNNDataTypes = framework::dataset::make("DataType", |
| 55 | { |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 56 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 57 | DataType::F16, |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 58 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 59 | DataType::F32, |
| 60 | DataType::QS8, |
| 61 | DataType::QS16, |
| 62 | }); |
| 63 | } // namespace |
| 64 | |
| 65 | TEST_SUITE(NEON) |
| 66 | TEST_SUITE(SoftmaxLayer) |
| 67 | |
Pablo Palmier | a2b89ca | 2017-10-05 15:01:34 +0100 | [diff] [blame] | 68 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(concat(datasets::SoftmaxLayerSmallShapes(), datasets::SoftmaxLayerLargeShapes()), CNNDataTypes), shape, data_type) |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 69 | { |
| 70 | // Set fixed point position data type allowed |
| 71 | const int fixed_point_position = is_data_type_fixed_point(data_type) ? 3 : 0; |
| 72 | |
| 73 | // Create tensors |
| 74 | Tensor src = create_tensor<Tensor>(shape, data_type, 1, fixed_point_position); |
| 75 | Tensor dst = create_tensor<Tensor>(shape, data_type, 1, fixed_point_position); |
| 76 | |
| 77 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 78 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 79 | |
| 80 | // Create and configure function |
| 81 | NESoftmaxLayer smx_layer; |
| 82 | smx_layer.configure(&src, &dst); |
| 83 | |
| 84 | // Validate valid region |
| 85 | const ValidRegion valid_region = shape_to_valid_region(shape); |
| 86 | validate(src.info()->valid_region(), valid_region); |
| 87 | validate(dst.info()->valid_region(), valid_region); |
| 88 | |
| 89 | // Validate padding |
| 90 | const int step = 16 / data_size_from_type(data_type); |
| 91 | const PaddingSize padding = PaddingCalculator(shape.x(), step).required_padding(); |
| 92 | validate(src.info()->padding(), padding); |
| 93 | validate(dst.info()->padding(), padding); |
| 94 | } |
| 95 | |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 96 | // *INDENT-OFF* |
| 97 | // clang-format off |
| 98 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip( |
| 99 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching data types |
| 100 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching shapes |
| 101 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::QS8, 2), // Mismatching fixed point |
| 102 | TensorInfo(TensorShape(32U, 16U, 2U), 1, DataType::F32), |
| 103 | }), |
| 104 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F16), |
| 105 | TensorInfo(TensorShape(27U, 11U, 2U), 1, DataType::F32), |
| 106 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::QS8, 3), |
| 107 | TensorInfo(TensorShape(32U, 16U, 2U), 1, DataType::F32), |
| 108 | })), |
| 109 | framework::dataset::make("Expected", { false, false, false, true })), |
| 110 | input_info, output_info, expected) |
| 111 | { |
| 112 | bool is_valid = bool(NESoftmaxLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false))); |
| 113 | ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS); |
| 114 | } |
| 115 | // clang-format on |
| 116 | // *INDENT-ON* |
| 117 | |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 118 | template <typename T> |
| 119 | using NESoftmaxLayerFixture = SoftmaxValidationFixture<Tensor, Accessor, NESoftmaxLayer, T>; |
| 120 | |
| 121 | TEST_SUITE(Float) |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 122 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 123 | TEST_SUITE(FP16) |
Pablo Palmier | a2b89ca | 2017-10-05 15:01:34 +0100 | [diff] [blame] | 124 | FIXTURE_DATA_TEST_CASE(RunSmall, NESoftmaxLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SoftmaxLayerSmallShapes(), |
| 125 | framework::dataset::make("DataType", DataType::F16)), |
| 126 | framework::dataset::make("Beta", { 1.0f, 2.0f }))) |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 127 | { |
| 128 | // Validate output |
| 129 | validate(Accessor(_target), _reference, tolerance_f16); |
| 130 | } |
Pablo Palmier | a2b89ca | 2017-10-05 15:01:34 +0100 | [diff] [blame] | 131 | FIXTURE_DATA_TEST_CASE(RunLarge, NESoftmaxLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::SoftmaxLayerSmallShapes(), |
| 132 | framework::dataset::make("DataType", DataType::F16)), |
| 133 | framework::dataset::make("Beta", { 1.0f, 2.0f }))) |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 134 | { |
| 135 | // Validate output |
| 136 | validate(Accessor(_target), _reference, tolerance_f16); |
| 137 | } |
| 138 | TEST_SUITE_END() |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 139 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 140 | |
| 141 | TEST_SUITE(FP32) |
Pablo Palmier | a2b89ca | 2017-10-05 15:01:34 +0100 | [diff] [blame] | 142 | FIXTURE_DATA_TEST_CASE(RunSmall, NESoftmaxLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SoftmaxLayerSmallShapes(), |
| 143 | framework::dataset::make("DataType", DataType::F32)), |
| 144 | framework::dataset::make("Beta", { 1.0f, 2.0f }))) |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 145 | { |
| 146 | // Validate output |
| 147 | validate(Accessor(_target), _reference, tolerance_f32); |
| 148 | } |
Pablo Palmier | a2b89ca | 2017-10-05 15:01:34 +0100 | [diff] [blame] | 149 | FIXTURE_DATA_TEST_CASE(RunLarge, NESoftmaxLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::SoftmaxLayerLargeShapes(), |
| 150 | framework::dataset::make("DataType", DataType::F32)), |
| 151 | framework::dataset::make("Beta", { 1.0f, 2.0f }))) |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 152 | { |
| 153 | // Validate output |
| 154 | validate(Accessor(_target), _reference, tolerance_f32); |
| 155 | } |
| 156 | TEST_SUITE_END() |
| 157 | TEST_SUITE_END() |
| 158 | |
| 159 | template <typename T> |
| 160 | using NESoftmaxLayerFixedPointFixture = SoftmaxValidationFixedPointFixture<Tensor, Accessor, NESoftmaxLayer, T>; |
| 161 | |
| 162 | TEST_SUITE(Quantized) |
| 163 | TEST_SUITE(QS8) |
| 164 | // Testing for fixed point position [1,6) as reciprocal limits the maximum fixed point position to 5 |
Pablo Palmier | a2b89ca | 2017-10-05 15:01:34 +0100 | [diff] [blame] | 165 | FIXTURE_DATA_TEST_CASE(RunSmall, NESoftmaxLayerFixedPointFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SoftmaxLayerSmallShapes(), framework::dataset::make("DataType", |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 166 | DataType::QS8)), |
| 167 | framework::dataset::make("FractionalBits", 1, 6))) |
| 168 | { |
| 169 | // Validate output |
| 170 | validate(Accessor(_target), _reference, tolerance_fixed_point); |
| 171 | } |
Pablo Palmier | a2b89ca | 2017-10-05 15:01:34 +0100 | [diff] [blame] | 172 | FIXTURE_DATA_TEST_CASE(RunLarge, NESoftmaxLayerFixedPointFixture<int8_t>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::SoftmaxLayerLargeShapes(), framework::dataset::make("DataType", |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 173 | DataType::QS8)), |
| 174 | framework::dataset::make("FractionalBits", 1, 6))) |
| 175 | { |
| 176 | // Validate output |
| 177 | validate(Accessor(_target), _reference, tolerance_fixed_point); |
| 178 | } |
| 179 | TEST_SUITE_END() |
| 180 | |
| 181 | TEST_SUITE(QS16) |
| 182 | // Testing for fixed point position [1,14) as reciprocal limits the maximum fixed point position to 14 |
Pablo Palmier | a2b89ca | 2017-10-05 15:01:34 +0100 | [diff] [blame] | 183 | FIXTURE_DATA_TEST_CASE(RunSmall, NESoftmaxLayerFixedPointFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SoftmaxLayerSmallShapes(), |
Moritz Pflanzer | 5b61fd3 | 2017-09-12 15:51:33 +0100 | [diff] [blame] | 184 | framework::dataset::make("DataType", |
| 185 | DataType::QS16)), |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 186 | framework::dataset::make("FractionalBits", 1, 14))) |
| 187 | { |
| 188 | // Validate output |
| 189 | validate(Accessor(_target), _reference, tolerance_fixed_point); |
| 190 | } |
Pablo Palmier | a2b89ca | 2017-10-05 15:01:34 +0100 | [diff] [blame] | 191 | FIXTURE_DATA_TEST_CASE(RunLarge, NESoftmaxLayerFixedPointFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::SoftmaxLayerLargeShapes(), |
Moritz Pflanzer | 5b61fd3 | 2017-09-12 15:51:33 +0100 | [diff] [blame] | 192 | framework::dataset::make("DataType", |
| 193 | DataType::QS16)), |
Moritz Pflanzer | f6ad98a | 2017-07-21 17:19:58 +0100 | [diff] [blame] | 194 | framework::dataset::make("FractionalBits", 1, 14))) |
| 195 | { |
| 196 | // Validate output |
| 197 | validate(Accessor(_target), _reference, tolerance_fixed_point); |
| 198 | } |
| 199 | TEST_SUITE_END() |
| 200 | TEST_SUITE_END() |
| 201 | |
| 202 | TEST_SUITE_END() |
| 203 | TEST_SUITE_END() |
| 204 | } // namespace validation |
| 205 | } // namespace test |
| 206 | } // namespace arm_compute |