Moritz Pflanzer | ee493ae | 2017-07-05 10:52:21 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2020 Arm Limited. |
Moritz Pflanzer | ee493ae | 2017-07-05 10:52:21 +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_FULLYCONNECTED_LAYER_DATASET |
| 25 | #define ARM_COMPUTE_TEST_FULLYCONNECTED_LAYER_DATASET |
| 26 | |
Anthony Barbier | 2a07e18 | 2017-08-04 18:20:27 +0100 | [diff] [blame] | 27 | #include "utils/TypePrinter.h" |
Moritz Pflanzer | ee493ae | 2017-07-05 10:52:21 +0100 | [diff] [blame] | 28 | |
| 29 | #include "arm_compute/core/TensorShape.h" |
| 30 | #include "arm_compute/core/Types.h" |
| 31 | |
| 32 | namespace arm_compute |
| 33 | { |
| 34 | namespace test |
| 35 | { |
| 36 | namespace datasets |
| 37 | { |
| 38 | class FullyConnectedLayerDataset |
| 39 | { |
| 40 | public: |
| 41 | using type = std::tuple<TensorShape, TensorShape, TensorShape, TensorShape>; |
| 42 | |
| 43 | struct iterator |
| 44 | { |
| 45 | iterator(std::vector<TensorShape>::const_iterator src_it, |
| 46 | std::vector<TensorShape>::const_iterator weights_it, |
| 47 | std::vector<TensorShape>::const_iterator biases_it, |
| 48 | std::vector<TensorShape>::const_iterator dst_it) |
| 49 | : _src_it{ std::move(src_it) }, |
| 50 | _weights_it{ std::move(weights_it) }, |
| 51 | _biases_it{ std::move(biases_it) }, |
| 52 | _dst_it{ std::move(dst_it) } |
| 53 | { |
| 54 | } |
| 55 | |
| 56 | std::string description() const |
| 57 | { |
| 58 | std::stringstream description; |
| 59 | description << "In=" << *_src_it << ":"; |
| 60 | description << "Weights=" << *_weights_it << ":"; |
| 61 | description << "Biases=" << *_biases_it << ":"; |
Moritz Pflanzer | 69d3341 | 2017-08-09 11:45:15 +0100 | [diff] [blame] | 62 | description << "Out=" << *_dst_it; |
Moritz Pflanzer | ee493ae | 2017-07-05 10:52:21 +0100 | [diff] [blame] | 63 | return description.str(); |
| 64 | } |
| 65 | |
| 66 | FullyConnectedLayerDataset::type operator*() const |
| 67 | { |
| 68 | return std::make_tuple(*_src_it, *_weights_it, *_biases_it, *_dst_it); |
| 69 | } |
| 70 | |
| 71 | iterator &operator++() |
| 72 | { |
| 73 | ++_src_it; |
| 74 | ++_weights_it; |
| 75 | ++_biases_it; |
| 76 | ++_dst_it; |
| 77 | |
| 78 | return *this; |
| 79 | } |
| 80 | |
| 81 | private: |
| 82 | std::vector<TensorShape>::const_iterator _src_it; |
| 83 | std::vector<TensorShape>::const_iterator _weights_it; |
| 84 | std::vector<TensorShape>::const_iterator _biases_it; |
| 85 | std::vector<TensorShape>::const_iterator _dst_it; |
| 86 | }; |
| 87 | |
| 88 | iterator begin() const |
| 89 | { |
| 90 | return iterator(_src_shapes.begin(), _weight_shapes.begin(), _bias_shapes.begin(), _dst_shapes.begin()); |
| 91 | } |
| 92 | |
| 93 | int size() const |
| 94 | { |
| 95 | return std::min(_src_shapes.size(), std::min(_weight_shapes.size(), std::min(_bias_shapes.size(), _dst_shapes.size()))); |
| 96 | } |
| 97 | |
| 98 | void add_config(TensorShape src, TensorShape weights, TensorShape biases, TensorShape dst) |
| 99 | { |
| 100 | _src_shapes.emplace_back(std::move(src)); |
| 101 | _weight_shapes.emplace_back(std::move(weights)); |
| 102 | _bias_shapes.emplace_back(std::move(biases)); |
| 103 | _dst_shapes.emplace_back(std::move(dst)); |
| 104 | } |
| 105 | |
| 106 | protected: |
| 107 | FullyConnectedLayerDataset() = default; |
| 108 | FullyConnectedLayerDataset(FullyConnectedLayerDataset &&) = default; |
| 109 | |
| 110 | private: |
| 111 | std::vector<TensorShape> _src_shapes{}; |
| 112 | std::vector<TensorShape> _weight_shapes{}; |
| 113 | std::vector<TensorShape> _bias_shapes{}; |
| 114 | std::vector<TensorShape> _dst_shapes{}; |
| 115 | }; |
Moritz Pflanzer | 69d3341 | 2017-08-09 11:45:15 +0100 | [diff] [blame] | 116 | |
SiCongLi | 2e5fd63 | 2020-03-02 15:39:15 +0000 | [diff] [blame] | 117 | class FullyConnectedLayerWithActivationDataset final : public FullyConnectedLayerDataset |
| 118 | { |
| 119 | public: |
| 120 | FullyConnectedLayerWithActivationDataset() |
| 121 | { |
| 122 | // Conv -> FC |
| 123 | add_config(TensorShape(8U, 1U, 1U), TensorShape(8U, 16U), TensorShape(16U), TensorShape(16U)); |
| 124 | // FC -> FC |
| 125 | add_config(TensorShape(1U), TensorShape(1U, 10U), TensorShape(10U), TensorShape(10U)); |
| 126 | } |
| 127 | }; |
Anthony Barbier | 1c0d0ff | 2018-01-31 13:05:09 +0000 | [diff] [blame] | 128 | class TinyFullyConnectedLayerDataset final : public FullyConnectedLayerDataset |
| 129 | { |
| 130 | public: |
| 131 | TinyFullyConnectedLayerDataset() |
| 132 | { |
| 133 | // Conv -> FC |
| 134 | add_config(TensorShape(8U, 1U, 1U), TensorShape(8U, 16U), TensorShape(16U), TensorShape(16U)); |
| 135 | // Conv -> FC |
| 136 | add_config(TensorShape(1U, 1U, 1U, 3U), TensorShape(1U, 10U), TensorShape(10U), TensorShape(10U, 3U)); |
| 137 | // FC -> FC |
| 138 | add_config(TensorShape(1U), TensorShape(1U, 10U), TensorShape(10U), TensorShape(10U)); |
| 139 | // FC -> FC (batched) |
| 140 | add_config(TensorShape(1U, 3U), TensorShape(1U, 10U), TensorShape(10U), TensorShape(10U, 3U)); |
| 141 | } |
| 142 | }; |
Moritz Pflanzer | 69d3341 | 2017-08-09 11:45:15 +0100 | [diff] [blame] | 143 | class SmallFullyConnectedLayerDataset final : public FullyConnectedLayerDataset |
| 144 | { |
| 145 | public: |
| 146 | SmallFullyConnectedLayerDataset() |
| 147 | { |
| 148 | // Conv -> FC |
zhenglin | 2219dea | 2018-01-30 18:15:52 +0800 | [diff] [blame] | 149 | add_config(TensorShape(8U, 1U, 1U), TensorShape(8U, 16U), TensorShape(16U), TensorShape(16U)); |
| 150 | // Conv -> FC |
Georgios Pinitas | 96880cf | 2017-10-20 18:52:20 +0100 | [diff] [blame] | 151 | add_config(TensorShape(1U, 1U, 1U, 3U), TensorShape(1U, 10U), TensorShape(10U), TensorShape(10U, 3U)); |
| 152 | // Conv -> FC |
Moritz Pflanzer | 69d3341 | 2017-08-09 11:45:15 +0100 | [diff] [blame] | 153 | add_config(TensorShape(9U, 5U, 7U), TensorShape(315U, 271U), TensorShape(271U), TensorShape(271U)); |
| 154 | // Conv -> FC (batched) |
| 155 | add_config(TensorShape(9U, 5U, 7U, 3U), TensorShape(315U, 271U), TensorShape(271U), TensorShape(271U, 3U)); |
| 156 | // FC -> FC |
Georgios Pinitas | 96880cf | 2017-10-20 18:52:20 +0100 | [diff] [blame] | 157 | add_config(TensorShape(1U), TensorShape(1U, 10U), TensorShape(10U), TensorShape(10U)); |
| 158 | // FC -> FC (batched) |
| 159 | add_config(TensorShape(1U, 3U), TensorShape(1U, 10U), TensorShape(10U), TensorShape(10U, 3U)); |
| 160 | // FC -> FC |
Moritz Pflanzer | 69d3341 | 2017-08-09 11:45:15 +0100 | [diff] [blame] | 161 | add_config(TensorShape(201U), TensorShape(201U, 529U), TensorShape(529U), TensorShape(529U)); |
| 162 | // FC -> FC (batched) |
| 163 | add_config(TensorShape(201U, 3U), TensorShape(201U, 529U), TensorShape(529U), TensorShape(529U, 3U)); |
| 164 | |
| 165 | add_config(TensorShape(9U, 5U, 7U, 3U, 2U), TensorShape(315U, 271U), TensorShape(271U), TensorShape(271U, 3U, 2U)); |
| 166 | } |
| 167 | }; |
| 168 | |
| 169 | class LargeFullyConnectedLayerDataset final : public FullyConnectedLayerDataset |
| 170 | { |
| 171 | public: |
| 172 | LargeFullyConnectedLayerDataset() |
| 173 | { |
| 174 | add_config(TensorShape(9U, 5U, 257U), TensorShape(11565U, 2123U), TensorShape(2123U), TensorShape(2123U)); |
| 175 | add_config(TensorShape(9U, 5U, 257U, 2U), TensorShape(11565U, 2123U), TensorShape(2123U), TensorShape(2123U, 2U)); |
| 176 | add_config(TensorShape(3127U), TensorShape(3127U, 989U), TensorShape(989U), TensorShape(989U)); |
| 177 | add_config(TensorShape(3127U, 2U), TensorShape(3127U, 989U), TensorShape(989U), TensorShape(989U, 2U)); |
| 178 | |
| 179 | add_config(TensorShape(9U, 5U, 257U, 2U, 3U), TensorShape(11565U, 2123U), TensorShape(2123U), TensorShape(2123U, 2U, 3U)); |
| 180 | } |
| 181 | }; |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 182 | |
Moritz Pflanzer | ee493ae | 2017-07-05 10:52:21 +0100 | [diff] [blame] | 183 | } // namespace datasets |
| 184 | } // namespace test |
| 185 | } // namespace arm_compute |
| 186 | #endif /* ARM_COMPUTE_TEST_FULLYCONNECTED_LAYER_DATASET */ |