Giorgio Arena | 657bdb3 | 2018-04-26 18:52:01 +0100 | [diff] [blame] | 1 | /* |
Matthew Bentham | 945b8da | 2023-07-12 11:54:59 +0000 | [diff] [blame^] | 2 | * Copyright (c) 2018-2023 Arm Limited. |
Giorgio Arena | 657bdb3 | 2018-04-26 18:52:01 +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_CONVERT_FULLY_CONNECTED_WEIGHTS_FIXTURE |
| 25 | #define ARM_COMPUTE_TEST_CONVERT_FULLY_CONNECTED_WEIGHTS_FIXTURE |
| 26 | |
| 27 | #include "arm_compute/core/TensorShape.h" |
| 28 | #include "arm_compute/core/Types.h" |
| 29 | #include "tests/AssetsLibrary.h" |
| 30 | #include "tests/Globals.h" |
| 31 | #include "tests/IAccessor.h" |
| 32 | #include "tests/framework/Asserts.h" |
| 33 | #include "tests/framework/Fixture.h" |
| 34 | #include "tests/validation/reference/ConvertFullyConnectedWeights.h" |
| 35 | |
| 36 | namespace arm_compute |
| 37 | { |
| 38 | namespace test |
| 39 | { |
| 40 | namespace validation |
| 41 | { |
| 42 | template <typename TensorType, typename AccessorType, typename FunctionType, typename T> |
| 43 | class ConvertFullyConnectedWeightsValidationFixture : public framework::Fixture |
| 44 | { |
| 45 | public: |
Giorgio Arena | 657bdb3 | 2018-04-26 18:52:01 +0100 | [diff] [blame] | 46 | void setup(TensorShape input_shape, unsigned int weights_w, DataLayout training_data_layout, DataType data_type) |
| 47 | { |
| 48 | const unsigned int height = input_shape.x() * input_shape.y() * input_shape.z(); |
| 49 | const TensorShape weights_shape(weights_w, height); |
| 50 | |
| 51 | _target = compute_target(input_shape, weights_shape, training_data_layout, data_type); |
| 52 | _reference = compute_reference(input_shape, weights_shape, training_data_layout, data_type); |
| 53 | } |
| 54 | |
| 55 | protected: |
| 56 | template <typename U> |
| 57 | void fill(U &&tensor, int i) |
| 58 | { |
| 59 | switch(tensor.data_type()) |
| 60 | { |
| 61 | case DataType::QASYMM8: |
| 62 | { |
Pablo Tello | 29cab36 | 2022-03-10 17:05:34 +0000 | [diff] [blame] | 63 | std::uniform_int_distribution<uint32_t> distribution(0, 10); |
Giorgio Arena | 657bdb3 | 2018-04-26 18:52:01 +0100 | [diff] [blame] | 64 | library->fill(tensor, distribution, i); |
| 65 | break; |
| 66 | } |
Giorgio Arena | 657bdb3 | 2018-04-26 18:52:01 +0100 | [diff] [blame] | 67 | case DataType::F16: |
| 68 | { |
Giorgio Arena | a8e2aeb | 2021-01-06 11:34:57 +0000 | [diff] [blame] | 69 | arm_compute::utils::uniform_real_distribution_16bit<half> distribution{ -1.0f, 1.0f }; |
Giorgio Arena | 6aeb217 | 2020-12-15 15:45:43 +0000 | [diff] [blame] | 70 | library->fill(tensor, distribution, i); |
| 71 | break; |
| 72 | } |
| 73 | case DataType::F32: |
| 74 | { |
| 75 | std::uniform_real_distribution<float> distribution(-1.0f, 1.0f); |
Giorgio Arena | 657bdb3 | 2018-04-26 18:52:01 +0100 | [diff] [blame] | 76 | library->fill(tensor, distribution, i); |
| 77 | break; |
| 78 | } |
| 79 | default: |
| 80 | library->fill_tensor_uniform(tensor, i); |
| 81 | } |
| 82 | } |
| 83 | |
| 84 | TensorType compute_target(const TensorShape &input_shape, const TensorShape &weights_shape, const DataLayout training_data_layout, const DataType data_type) |
| 85 | { |
| 86 | // Create tensors |
| 87 | TensorType src = create_tensor<TensorType>(weights_shape, data_type); |
| 88 | TensorType dst = create_tensor<TensorType>(weights_shape, data_type); |
| 89 | |
| 90 | // Create and configure function |
| 91 | FunctionType convert_weights; |
| 92 | |
| 93 | convert_weights.configure(&src, &dst, input_shape, training_data_layout); |
| 94 | |
Michele Di Giorgio | 4fc10b3 | 2021-04-30 18:30:41 +0100 | [diff] [blame] | 95 | ARM_COMPUTE_ASSERT(src.info()->is_resizable()); |
| 96 | ARM_COMPUTE_ASSERT(dst.info()->is_resizable()); |
Giorgio Arena | 657bdb3 | 2018-04-26 18:52:01 +0100 | [diff] [blame] | 97 | |
| 98 | // Allocate tensors |
| 99 | src.allocator()->allocate(); |
| 100 | dst.allocator()->allocate(); |
| 101 | |
Michele Di Giorgio | 4fc10b3 | 2021-04-30 18:30:41 +0100 | [diff] [blame] | 102 | ARM_COMPUTE_ASSERT(!src.info()->is_resizable()); |
| 103 | ARM_COMPUTE_ASSERT(!dst.info()->is_resizable()); |
Giorgio Arena | 657bdb3 | 2018-04-26 18:52:01 +0100 | [diff] [blame] | 104 | |
| 105 | // Fill tensors |
| 106 | fill(AccessorType(src), 0); |
| 107 | |
| 108 | // Compute function |
| 109 | convert_weights.run(); |
| 110 | |
| 111 | return dst; |
| 112 | } |
| 113 | |
| 114 | SimpleTensor<T> compute_reference(const TensorShape &input_shape, const TensorShape &weights_shape, const DataLayout training_data_layout, const DataType data_type) |
| 115 | { |
| 116 | // Create reference |
| 117 | SimpleTensor<T> src{ weights_shape, data_type }; |
| 118 | |
| 119 | // Fill reference |
| 120 | fill(src, 0); |
| 121 | |
| 122 | return reference::convert_fully_connected_weights(src, input_shape, training_data_layout); |
| 123 | } |
| 124 | |
| 125 | TensorType _target{}; |
| 126 | SimpleTensor<T> _reference{}; |
| 127 | }; |
| 128 | } // namespace validation |
| 129 | } // namespace test |
| 130 | } // namespace arm_compute |
| 131 | #endif /* ARM_COMPUTE_TEST_CONVERT_FULLY_CONNECTED_WEIGHTS_FIXTURE */ |