Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | 4fc10b3 | 2021-04-30 18:30:41 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2021 Arm Limited. |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +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 | #ifndef ARM_COMPUTE_TEST_QUANTIZATION_LAYER_FIXTURE |
| 25 | #define ARM_COMPUTE_TEST_QUANTIZATION_LAYER_FIXTURE |
| 26 | |
| 27 | #include "arm_compute/core/TensorShape.h" |
| 28 | #include "arm_compute/core/Types.h" |
| 29 | #include "arm_compute/runtime/Tensor.h" |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 30 | #include "tests/AssetsLibrary.h" |
| 31 | #include "tests/Globals.h" |
| 32 | #include "tests/IAccessor.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 33 | #include "tests/framework/Asserts.h" |
| 34 | #include "tests/framework/Fixture.h" |
Georgios Pinitas | 5a7e776 | 2017-12-01 16:27:29 +0000 | [diff] [blame] | 35 | #include "tests/validation/reference/QuantizationLayer.h" |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 36 | |
| 37 | #include <random> |
| 38 | |
| 39 | namespace arm_compute |
| 40 | { |
| 41 | namespace test |
| 42 | { |
| 43 | namespace validation |
| 44 | { |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 45 | template <typename TensorType, typename AccessorType, typename FunctionType, typename Tin, typename Tout> |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 46 | class QuantizationValidationGenericFixture : public framework::Fixture |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 47 | { |
| 48 | public: |
| 49 | template <typename...> |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 50 | void setup(TensorShape shape, DataType data_type_in, DataType data_type_out, QuantizationInfo qinfo, QuantizationInfo qinfo_in) |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 51 | { |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 52 | _target = compute_target(shape, data_type_in, data_type_out, qinfo, qinfo_in); |
| 53 | _reference = compute_reference(shape, data_type_in, data_type_out, qinfo, qinfo_in); |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 54 | } |
| 55 | |
| 56 | protected: |
| 57 | template <typename U> |
| 58 | void fill(U &&tensor) |
| 59 | { |
| 60 | library->fill_tensor_uniform(tensor, 0); |
| 61 | } |
| 62 | |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 63 | TensorType compute_target(const TensorShape &shape, DataType data_type_in, DataType data_type_out, QuantizationInfo qinfo, QuantizationInfo qinfo_in) |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 64 | { |
| 65 | // Create tensors |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 66 | TensorType src = create_tensor<TensorType>(shape, data_type_in, 1, qinfo_in); |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 67 | TensorType dst = create_tensor<TensorType>(shape, data_type_out, 1, qinfo); |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 68 | |
| 69 | // Create and configure function |
| 70 | FunctionType quantization_layer; |
| 71 | quantization_layer.configure(&src, &dst); |
| 72 | |
Michele Di Giorgio | 4fc10b3 | 2021-04-30 18:30:41 +0100 | [diff] [blame] | 73 | ARM_COMPUTE_ASSERT(src.info()->is_resizable()); |
| 74 | ARM_COMPUTE_ASSERT(dst.info()->is_resizable()); |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 75 | |
| 76 | // Allocate tensors |
| 77 | src.allocator()->allocate(); |
| 78 | dst.allocator()->allocate(); |
| 79 | |
Michele Di Giorgio | 4fc10b3 | 2021-04-30 18:30:41 +0100 | [diff] [blame] | 80 | ARM_COMPUTE_ASSERT(!src.info()->is_resizable()); |
| 81 | ARM_COMPUTE_ASSERT(!dst.info()->is_resizable()); |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 82 | |
| 83 | // Fill tensors |
| 84 | fill(AccessorType(src)); |
| 85 | |
| 86 | // Compute function |
| 87 | quantization_layer.run(); |
| 88 | |
| 89 | return dst; |
| 90 | } |
| 91 | |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 92 | SimpleTensor<Tout> compute_reference(const TensorShape &shape, DataType data_type_in, DataType data_type_out, QuantizationInfo qinfo, QuantizationInfo qinfo_in) |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 93 | { |
| 94 | // Create reference |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 95 | SimpleTensor<Tin> src{ shape, data_type_in, 1, qinfo_in }; |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 96 | |
| 97 | // Fill reference |
| 98 | fill(src); |
| 99 | |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 100 | return reference::quantization_layer<Tin, Tout>(src, data_type_out, qinfo); |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 101 | } |
| 102 | |
Michele Di Giorgio | d87a7b2 | 2019-09-10 10:42:27 +0100 | [diff] [blame] | 103 | TensorType _target{}; |
| 104 | SimpleTensor<Tout> _reference{}; |
John Kesapides | adfb273 | 2019-03-04 16:29:22 +0000 | [diff] [blame] | 105 | }; |
| 106 | |
Manuel Bottini | 2f60221 | 2020-01-30 17:30:32 +0000 | [diff] [blame] | 107 | template <typename TensorType, typename AccessorType, typename FunctionType, typename Tin, typename Tout> |
| 108 | class QuantizationValidationFixture : public QuantizationValidationGenericFixture<TensorType, AccessorType, FunctionType, Tin, Tout> |
| 109 | { |
| 110 | public: |
| 111 | template <typename...> |
| 112 | void setup(TensorShape shape, DataType data_type_in, DataType data_type_out, QuantizationInfo qinfo) |
| 113 | { |
| 114 | QuantizationValidationGenericFixture<TensorType, AccessorType, FunctionType, Tin, Tout>::setup(shape, data_type_in, data_type_out, qinfo, QuantizationInfo()); |
| 115 | } |
| 116 | }; |
| 117 | |
Michele Di Giorgio | 4e09b38 | 2017-07-05 18:20:02 +0100 | [diff] [blame] | 118 | } // namespace validation |
| 119 | } // namespace test |
| 120 | } // namespace arm_compute |
| 121 | #endif /* ARM_COMPUTE_TEST_QUANTIZATION_LAYER_FIXTURE */ |