Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 1 | /* |
Gian Marco | 36a0a46 | 2018-01-12 10:21:40 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2018 ARM Limited. |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +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 | */ |
Georgios Pinitas | d9eb275 | 2018-04-03 13:44:29 +0100 | [diff] [blame] | 24 | #include "arm_compute/graph.h" |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 25 | #include "support/ToolchainSupport.h" |
| 26 | #include "utils/GraphUtils.h" |
| 27 | #include "utils/Utils.h" |
| 28 | |
| 29 | #include <cstdlib> |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 30 | #include <tuple> |
| 31 | |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 32 | using namespace arm_compute::utils; |
Georgios Pinitas | d9eb275 | 2018-04-03 13:44:29 +0100 | [diff] [blame] | 33 | using namespace arm_compute::graph::frontend; |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 34 | using namespace arm_compute::graph_utils; |
Isabella Gottardi | 4398bec | 2017-10-19 16:10:59 +0100 | [diff] [blame] | 35 | using namespace arm_compute::logging; |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 36 | |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 37 | /** Example demonstrating how to implement Squeezenet's network using the Compute Library's graph API |
| 38 | * |
| 39 | * @param[in] argc Number of arguments |
Gian Marco | bfa3b52 | 2017-12-12 10:08:38 +0000 | [diff] [blame] | 40 | * @param[in] argv Arguments ( [optional] Target (0 = NEON, 1 = OpenCL), [optional] Path to the weights folder, [optional] image, [optional] labels ) |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 41 | */ |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 42 | class GraphSqueezenetExample : public Example |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 43 | { |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 44 | public: |
| 45 | void do_setup(int argc, char **argv) override |
| 46 | { |
| 47 | std::string data_path; /* Path to the trainable data */ |
| 48 | std::string image; /* Image data */ |
| 49 | std::string label; /* Label data */ |
Isabella Gottardi | 97988a4 | 2017-11-03 14:39:44 +0000 | [diff] [blame] | 50 | |
Georgios Pinitas | 140fdc7 | 2018-02-16 11:42:38 +0000 | [diff] [blame] | 51 | // Create a preprocessor object |
| 52 | const std::array<float, 3> mean_rgb{ { 122.68f, 116.67f, 104.01f } }; |
| 53 | std::unique_ptr<IPreprocessor> preprocessor = arm_compute::support::cpp14::make_unique<CaffePreproccessor>(mean_rgb); |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 54 | |
Michele Di Giorgio | e3fba0a | 2018-02-14 14:18:01 +0000 | [diff] [blame] | 55 | // Set target. 0 (NEON), 1 (OpenCL), 2 (OpenCL with Tuner). By default it is NEON |
Gian Marco Iodice | c13021e | 2018-05-09 14:11:34 +0100 | [diff] [blame] | 56 | const int target = argc > 1 ? std::strtol(argv[1], nullptr, 10) : 0; |
| 57 | Target target_hint = set_target_hint(target); |
| 58 | ConvolutionMethod convolution_hint = target_hint == Target::NEON ? ConvolutionMethod::GEMM : ConvolutionMethod::DEFAULT; |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 59 | |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 60 | // Parse arguments |
| 61 | if(argc < 2) |
| 62 | { |
| 63 | // Print help |
| 64 | std::cout << "Usage: " << argv[0] << " [target] [path_to_data] [image] [labels]\n\n"; |
| 65 | std::cout << "No data folder provided: using random values\n\n"; |
| 66 | } |
| 67 | else if(argc == 2) |
| 68 | { |
| 69 | std::cout << "Usage: " << argv[0] << " " << argv[1] << " [path_to_data] [image] [labels]\n\n"; |
| 70 | std::cout << "No data folder provided: using random values\n\n"; |
| 71 | } |
| 72 | else if(argc == 3) |
| 73 | { |
| 74 | data_path = argv[2]; |
| 75 | std::cout << "Usage: " << argv[0] << " " << argv[1] << " " << argv[2] << " [image] [labels]\n\n"; |
| 76 | std::cout << "No image provided: using random values\n\n"; |
| 77 | } |
| 78 | else if(argc == 4) |
| 79 | { |
| 80 | data_path = argv[2]; |
| 81 | image = argv[3]; |
| 82 | std::cout << "Usage: " << argv[0] << " " << argv[1] << " " << argv[2] << " " << argv[3] << " [labels]\n\n"; |
| 83 | std::cout << "No text file with labels provided: skipping output accessor\n\n"; |
| 84 | } |
| 85 | else |
| 86 | { |
| 87 | data_path = argv[2]; |
| 88 | image = argv[3]; |
| 89 | label = argv[4]; |
| 90 | } |
| 91 | |
| 92 | graph << target_hint |
Georgios Pinitas | d8734b5 | 2017-12-22 15:27:52 +0000 | [diff] [blame] | 93 | << InputLayer(TensorDescriptor(TensorShape(224U, 224U, 3U, 1U), DataType::F32), |
| 94 | get_input_accessor(image, std::move(preprocessor))) |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 95 | << ConvolutionLayer( |
| 96 | 7U, 7U, 96U, |
| 97 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/conv1_w.npy"), |
| 98 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/conv1_b.npy"), |
| 99 | PadStrideInfo(2, 2, 0, 0)) |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 100 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)) |
| 101 | << PoolingLayer(PoolingLayerInfo(PoolingType::MAX, 3, PadStrideInfo(2, 2, 0, 0, DimensionRoundingType::CEIL))) |
Georgios Pinitas | 2870516 | 2018-03-21 20:10:53 +0000 | [diff] [blame] | 102 | << convolution_hint |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 103 | << ConvolutionLayer( |
| 104 | 1U, 1U, 16U, |
| 105 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire2_squeeze1x1_w.npy"), |
| 106 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire2_squeeze1x1_b.npy"), |
| 107 | PadStrideInfo(1, 1, 0, 0)) |
Georgios Pinitas | 41c482d | 2018-04-17 13:23:26 +0100 | [diff] [blame] | 108 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)); |
| 109 | graph << get_expand_fire_node(data_path, "fire2", 64U, 64U); |
| 110 | graph << ConvolutionLayer( |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 111 | 1U, 1U, 16U, |
| 112 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire3_squeeze1x1_w.npy"), |
| 113 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire3_squeeze1x1_b.npy"), |
| 114 | PadStrideInfo(1, 1, 0, 0)) |
Georgios Pinitas | 41c482d | 2018-04-17 13:23:26 +0100 | [diff] [blame] | 115 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)); |
| 116 | graph << get_expand_fire_node(data_path, "fire3", 64U, 64U); |
| 117 | graph << ConvolutionLayer( |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 118 | 1U, 1U, 32U, |
| 119 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire4_squeeze1x1_w.npy"), |
| 120 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire4_squeeze1x1_b.npy"), |
| 121 | PadStrideInfo(1, 1, 0, 0)) |
Georgios Pinitas | 41c482d | 2018-04-17 13:23:26 +0100 | [diff] [blame] | 122 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)); |
| 123 | graph << get_expand_fire_node(data_path, "fire4", 128U, 128U); |
| 124 | graph << PoolingLayer(PoolingLayerInfo(PoolingType::MAX, 3, PadStrideInfo(2, 2, 0, 0, DimensionRoundingType::CEIL))) |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 125 | << ConvolutionLayer( |
| 126 | 1U, 1U, 32U, |
| 127 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire5_squeeze1x1_w.npy"), |
| 128 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire5_squeeze1x1_b.npy"), |
| 129 | PadStrideInfo(1, 1, 0, 0)) |
Georgios Pinitas | 41c482d | 2018-04-17 13:23:26 +0100 | [diff] [blame] | 130 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)); |
| 131 | graph << get_expand_fire_node(data_path, "fire5", 128U, 128U); |
| 132 | graph << ConvolutionLayer( |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 133 | 1U, 1U, 48U, |
| 134 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire6_squeeze1x1_w.npy"), |
| 135 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire6_squeeze1x1_b.npy"), |
| 136 | PadStrideInfo(1, 1, 0, 0)) |
Georgios Pinitas | 41c482d | 2018-04-17 13:23:26 +0100 | [diff] [blame] | 137 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)); |
| 138 | graph << get_expand_fire_node(data_path, "fire6", 192U, 192U); |
| 139 | graph << ConvolutionLayer( |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 140 | 1U, 1U, 48U, |
| 141 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire7_squeeze1x1_w.npy"), |
| 142 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire7_squeeze1x1_b.npy"), |
| 143 | PadStrideInfo(1, 1, 0, 0)) |
Georgios Pinitas | 41c482d | 2018-04-17 13:23:26 +0100 | [diff] [blame] | 144 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)); |
| 145 | graph << get_expand_fire_node(data_path, "fire7", 192U, 192U); |
| 146 | graph << ConvolutionLayer( |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 147 | 1U, 1U, 64U, |
| 148 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire8_squeeze1x1_w.npy"), |
| 149 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire8_squeeze1x1_b.npy"), |
| 150 | PadStrideInfo(1, 1, 0, 0)) |
Georgios Pinitas | 41c482d | 2018-04-17 13:23:26 +0100 | [diff] [blame] | 151 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)); |
| 152 | graph << get_expand_fire_node(data_path, "fire8", 256U, 256U); |
| 153 | graph << PoolingLayer(PoolingLayerInfo(PoolingType::MAX, 3, PadStrideInfo(2, 2, 0, 0, DimensionRoundingType::CEIL))) |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 154 | << ConvolutionLayer( |
| 155 | 1U, 1U, 64U, |
| 156 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire9_squeeze1x1_w.npy"), |
| 157 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/fire9_squeeze1x1_b.npy"), |
| 158 | PadStrideInfo(1, 1, 0, 0)) |
Georgios Pinitas | 41c482d | 2018-04-17 13:23:26 +0100 | [diff] [blame] | 159 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)); |
| 160 | graph << get_expand_fire_node(data_path, "fire9", 256U, 256U); |
| 161 | graph << ConvolutionLayer( |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 162 | 1U, 1U, 1000U, |
| 163 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/conv10_w.npy"), |
| 164 | get_weights_accessor(data_path, "/cnn_data/squeezenet_v1.0_model/conv10_b.npy"), |
| 165 | PadStrideInfo(1, 1, 0, 0)) |
| 166 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)) |
| 167 | << PoolingLayer(PoolingLayerInfo(PoolingType::AVG)) |
| 168 | << FlattenLayer() |
| 169 | << SoftmaxLayer() |
Georgios Pinitas | d8734b5 | 2017-12-22 15:27:52 +0000 | [diff] [blame] | 170 | << OutputLayer(get_output_accessor(label, 5)); |
Gian Marco | c1b6e37 | 2018-02-21 18:03:26 +0000 | [diff] [blame] | 171 | |
Georgios Pinitas | d8734b5 | 2017-12-22 15:27:52 +0000 | [diff] [blame] | 172 | // Finalize graph |
Georgios Pinitas | 9a8c672 | 2018-03-21 17:52:35 +0000 | [diff] [blame] | 173 | GraphConfig config; |
Georgios Pinitas | 3d1489d | 2018-05-03 20:47:16 +0100 | [diff] [blame^] | 174 | config.use_tuner = (target == 2); |
Georgios Pinitas | 9a8c672 | 2018-03-21 17:52:35 +0000 | [diff] [blame] | 175 | graph.finalize(target_hint, config); |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 176 | } |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 177 | void do_run() override |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 178 | { |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 179 | // Run graph |
| 180 | graph.run(); |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 181 | } |
| 182 | |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 183 | private: |
Georgios Pinitas | d8734b5 | 2017-12-22 15:27:52 +0000 | [diff] [blame] | 184 | Stream graph{ 0, "SqueezeNetV1" }; |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 185 | |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 186 | BranchLayer get_expand_fire_node(const std::string &data_path, std::string &¶m_path, unsigned int expand1_filt, unsigned int expand3_filt) |
| 187 | { |
| 188 | std::string total_path = "/cnn_data/squeezenet_v1.0_model/" + param_path + "_"; |
Georgios Pinitas | d8734b5 | 2017-12-22 15:27:52 +0000 | [diff] [blame] | 189 | SubStream i_a(graph); |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 190 | i_a << ConvolutionLayer( |
| 191 | 1U, 1U, expand1_filt, |
| 192 | get_weights_accessor(data_path, total_path + "expand1x1_w.npy"), |
| 193 | get_weights_accessor(data_path, total_path + "expand1x1_b.npy"), |
| 194 | PadStrideInfo(1, 1, 0, 0)) |
| 195 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)); |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 196 | |
Georgios Pinitas | d8734b5 | 2017-12-22 15:27:52 +0000 | [diff] [blame] | 197 | SubStream i_b(graph); |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 198 | i_b << ConvolutionLayer( |
| 199 | 3U, 3U, expand3_filt, |
| 200 | get_weights_accessor(data_path, total_path + "expand3x3_w.npy"), |
| 201 | get_weights_accessor(data_path, total_path + "expand3x3_b.npy"), |
| 202 | PadStrideInfo(1, 1, 1, 1)) |
| 203 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)); |
| 204 | |
| 205 | return BranchLayer(BranchMergeMethod::DEPTH_CONCATENATE, std::move(i_a), std::move(i_b)); |
| 206 | } |
| 207 | }; |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 208 | |
| 209 | /** Main program for Squeezenet v1.0 |
| 210 | * |
| 211 | * @param[in] argc Number of arguments |
Gian Marco | bfa3b52 | 2017-12-12 10:08:38 +0000 | [diff] [blame] | 212 | * @param[in] argv Arguments ( [optional] Target (0 = NEON, 1 = OpenCL), [optional] Path to the weights folder, [optional] image, [optional] labels ) |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 213 | */ |
Anthony Barbier | 6db0ff5 | 2018-01-05 10:59:12 +0000 | [diff] [blame] | 214 | int main(int argc, char **argv) |
Georgios Pinitas | 3756186 | 2017-10-19 10:51:03 +0100 | [diff] [blame] | 215 | { |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 216 | return arm_compute::utils::run_example<GraphSqueezenetExample>(argc, argv); |
Anthony Barbier | 6db0ff5 | 2018-01-05 10:59:12 +0000 | [diff] [blame] | 217 | } |