Giorgio Arena | c6aa49b | 2018-08-07 11:53:30 +0100 | [diff] [blame] | 1 | /* |
Sheri Zhang | 55c0c0c | 2020-04-14 21:58:37 +0100 | [diff] [blame] | 2 | * Copyright (c) 2018-2020 ARM Limited. |
Giorgio Arena | c6aa49b | 2018-08-07 11:53:30 +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/CL/kernels/CLWeightsReshapeKernel.h" |
| 25 | #include "arm_compute/core/Types.h" |
Giorgio Arena | c6aa49b | 2018-08-07 11:53:30 +0100 | [diff] [blame] | 26 | #include "tests/CL/CLAccessor.h" |
Sheri Zhang | 55c0c0c | 2020-04-14 21:58:37 +0100 | [diff] [blame] | 27 | #include "tests/CL/Helper.h" |
Giorgio Arena | c6aa49b | 2018-08-07 11:53:30 +0100 | [diff] [blame] | 28 | #include "tests/datasets/ShapeDatasets.h" |
| 29 | #include "tests/framework/Asserts.h" |
| 30 | #include "tests/framework/Macros.h" |
| 31 | #include "tests/framework/datasets/Datasets.h" |
| 32 | #include "tests/validation/Validation.h" |
| 33 | #include "tests/validation/fixtures/WeightsReshapeFixture.h" |
| 34 | |
| 35 | namespace arm_compute |
| 36 | { |
| 37 | namespace test |
| 38 | { |
| 39 | namespace validation |
| 40 | { |
| 41 | TEST_SUITE(CL) |
| 42 | TEST_SUITE(WeightsReshape) |
| 43 | |
| 44 | using CLWeightsReshape = CLSynthetizeFunction<CLWeightsReshapeKernel>; |
| 45 | |
Sheri Zhang | 55c0c0c | 2020-04-14 21:58:37 +0100 | [diff] [blame] | 46 | /** Validate tests |
| 47 | * |
| 48 | * A series of validation tests on configurations which according to the API specification |
| 49 | * the function should fail against. |
| 50 | * |
| 51 | * Checks performed in order: |
| 52 | * - Mismachting data type: bias need to has same data type as input |
| 53 | * - Mismachting data type: output need to has same data type as input |
| 54 | * - Bias only supports FP32/FP16 |
| 55 | * - num_groups != 1 is only supported for NCHW data layout |
| 56 | * - Bias' shape need to match input's shape. |
| 57 | */ |
| 58 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip( |
| 59 | framework::dataset::make("InputInfo", |
Giorgio Arena | c6aa49b | 2018-08-07 11:53:30 +0100 | [diff] [blame] | 60 | { |
Sheri Zhang | 55c0c0c | 2020-04-14 21:58:37 +0100 | [diff] [blame] | 61 | TensorInfo(TensorShape(3U, 3U, 2U, 4U), 1, DataType::F32), // Mismatching data type |
| 62 | TensorInfo(TensorShape(3U, 3U, 2U, 4U), 1, DataType::F32), // Mismatching data type |
| 63 | TensorInfo(TensorShape(3U, 3U, 2U, 4U), 1, DataType::QASYMM8), // Bias only supports FP32/FP16 |
| 64 | TensorInfo(TensorShape(3U, 3U, 2U, 4U), 1, DataType::F32, DataLayout::NHWC), // num_groups != 1 is only supported for NCHW data layout |
| 65 | TensorInfo(TensorShape(3U, 3U, 2U, 4U, 4U), 1, DataType::F32), // Bias' shape need to match input's shape |
| 66 | TensorInfo(TensorShape(3U, 3U, 2U, 4U, 4U), 1, DataType::F32), // Bias' shape need to match input's shape |
| 67 | }), |
| 68 | framework::dataset::make("BiasesInfo", |
| 69 | { |
| 70 | TensorInfo(TensorShape(4U), 1, DataType::F16), |
| 71 | TensorInfo(TensorShape(4U), 1, DataType::F32), |
| 72 | TensorInfo(TensorShape(4U), 1, DataType::QASYMM8), |
| 73 | TensorInfo(TensorShape(4U), 1, DataType::F32), |
| 74 | TensorInfo(TensorShape(4U, 3U), 1, DataType::F32), |
| 75 | TensorInfo(TensorShape(3U, 4U), 1, DataType::F32), |
| 76 | })), |
| 77 | framework::dataset::make("OutputInfo", |
| 78 | { |
| 79 | TensorInfo(TensorShape(4U, 19U), 1, DataType::F32), |
| 80 | TensorInfo(TensorShape(4U, 19U), 1, DataType::F16), |
| 81 | TensorInfo(TensorShape(4U, 19U), 1, DataType::QASYMM8), |
| 82 | TensorInfo(TensorShape(4U, 19U), 1, DataType::F32), |
| 83 | TensorInfo(TensorShape(4U, 19U), 1, DataType::F32), |
| 84 | TensorInfo(TensorShape(4U, 19U), 1, DataType::F32), |
| 85 | })), |
| 86 | framework::dataset::make("NumGroups", { 1, 1, 1, 2, 1, 2 })), |
| 87 | framework::dataset::make("Expected", { false, false, false, false, false, false })), |
| 88 | input_info, biases_info, output_info, num_groups, expected) |
| 89 | { |
| 90 | bool status = bool(CLWeightsReshape::validate(&input_info, &biases_info, &output_info, num_groups)); |
Giorgio Arena | c6aa49b | 2018-08-07 11:53:30 +0100 | [diff] [blame] | 91 | ARM_COMPUTE_EXPECT(status == expected, framework::LogLevel::ERRORS); |
| 92 | } |
Giorgio Arena | c6aa49b | 2018-08-07 11:53:30 +0100 | [diff] [blame] | 93 | |
| 94 | template <typename T> |
| 95 | using CLWeightsReshapeFixture = WeightsReshapeValidationFixture<CLTensor, CLAccessor, CLWeightsReshape, T>; |
| 96 | |
| 97 | TEST_SUITE(Float) |
Sheri Zhang | 55c0c0c | 2020-04-14 21:58:37 +0100 | [diff] [blame] | 98 | FIXTURE_DATA_TEST_CASE(FP32, CLWeightsReshapeFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(framework::dataset::make("InputShape", { TensorShape(3U, 3U, 48U, 120U) }), |
| 99 | framework::dataset::make("DataType", DataType::F32)), |
| 100 | framework::dataset::make("HasBias", { true, false })), |
| 101 | framework::dataset::make("NumGroups", { 1, 2 }))) |
Giorgio Arena | c6aa49b | 2018-08-07 11:53:30 +0100 | [diff] [blame] | 102 | { |
| 103 | // Validate output |
| 104 | validate(CLAccessor(_target), _reference); |
| 105 | } |
Giorgio Arena | c6aa49b | 2018-08-07 11:53:30 +0100 | [diff] [blame] | 106 | |
Sheri Zhang | 55c0c0c | 2020-04-14 21:58:37 +0100 | [diff] [blame] | 107 | FIXTURE_DATA_TEST_CASE(FP16, CLWeightsReshapeFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(framework::dataset::make("InputShape", { TensorShape(13U, 13U, 96U, 240U) }), |
| 108 | framework::dataset::make("DataType", DataType::F16)), |
| 109 | framework::dataset::make("HasBias", { true, false })), |
| 110 | framework::dataset::make("NumGroups", { 3, 4 }))) |
Giorgio Arena | c6aa49b | 2018-08-07 11:53:30 +0100 | [diff] [blame] | 111 | { |
| 112 | // Validate output |
| 113 | validate(CLAccessor(_target), _reference); |
| 114 | } |
Sheri Zhang | 55c0c0c | 2020-04-14 21:58:37 +0100 | [diff] [blame] | 115 | |
| 116 | FIXTURE_DATA_TEST_CASE(BFloat16, CLWeightsReshapeFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(framework::dataset::make("InputShape", { TensorShape(9U, 9U, 96U, 240U) }), |
| 117 | framework::dataset::make("DataType", DataType::BFLOAT16)), |
| 118 | framework::dataset::make("HasBias", { false })), |
| 119 | framework::dataset::make("NumGroups", { 3, 4 }))) |
Giorgio Arena | c6aa49b | 2018-08-07 11:53:30 +0100 | [diff] [blame] | 120 | { |
| 121 | // Validate output |
| 122 | validate(CLAccessor(_target), _reference); |
| 123 | } |
Giorgio Arena | c6aa49b | 2018-08-07 11:53:30 +0100 | [diff] [blame] | 124 | |
| 125 | TEST_SUITE_END() |
| 126 | |
Sheri Zhang | 55c0c0c | 2020-04-14 21:58:37 +0100 | [diff] [blame] | 127 | TEST_SUITE(Quantized) |
| 128 | FIXTURE_DATA_TEST_CASE(QASYMM8, CLWeightsReshapeFixture<uint8_t>, framework::DatasetMode::ALL, combine(combine(combine(framework::dataset::make("InputShape", { TensorShape(5U, 5U, 48U, 120U) }), |
| 129 | framework::dataset::make("DataType", DataType::QASYMM8)), |
| 130 | framework::dataset::make("HasBias", { false })), |
| 131 | framework::dataset::make("NumGroups", { 1, 2 }))) |
Giorgio Arena | c6aa49b | 2018-08-07 11:53:30 +0100 | [diff] [blame] | 132 | { |
| 133 | // Validate output |
| 134 | validate(CLAccessor(_target), _reference); |
| 135 | } |
Sheri Zhang | 55c0c0c | 2020-04-14 21:58:37 +0100 | [diff] [blame] | 136 | |
| 137 | FIXTURE_DATA_TEST_CASE(QASYMM8_SIGNED, CLWeightsReshapeFixture<uint8_t>, framework::DatasetMode::ALL, combine(combine(combine(framework::dataset::make("InputShape", { TensorShape(5U, 5U, 48U, 120U) }), |
| 138 | framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), |
| 139 | framework::dataset::make("HasBias", { false })), |
| 140 | framework::dataset::make("NumGroups", { 1, 2 }))) |
Giorgio Arena | c6aa49b | 2018-08-07 11:53:30 +0100 | [diff] [blame] | 141 | { |
| 142 | // Validate output |
| 143 | validate(CLAccessor(_target), _reference); |
| 144 | } |
| 145 | TEST_SUITE_END() |
| 146 | |
| 147 | TEST_SUITE_END() |
| 148 | TEST_SUITE_END() |
| 149 | } // namespace validation |
| 150 | } // namespace test |
| 151 | } // namespace arm_compute |