Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 1 | /* |
Sang-Hoon Park | 11fedda | 2020-01-15 14:44:04 +0000 | [diff] [blame^] | 2 | * Copyright (c) 2017-2020 ARM Limited. |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [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" |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 25 | #include "support/ToolchainSupport.h" |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 26 | #include "utils/CommonGraphOptions.h" |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 27 | #include "utils/GraphUtils.h" |
| 28 | #include "utils/Utils.h" |
| 29 | |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 30 | using namespace arm_compute::utils; |
Georgios Pinitas | d9eb275 | 2018-04-03 13:44:29 +0100 | [diff] [blame] | 31 | using namespace arm_compute::graph::frontend; |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 32 | using namespace arm_compute::graph_utils; |
Georgios Pinitas | 108ab0b | 2018-09-14 18:35:11 +0100 | [diff] [blame] | 33 | /** Example demonstrating how to implement VGG19's network using the Compute Library's graph API */ |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 34 | class GraphVGG19Example : public Example |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 35 | { |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 36 | public: |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 37 | GraphVGG19Example() |
| 38 | : cmd_parser(), common_opts(cmd_parser), common_params(), graph(0, "VGG19") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 39 | { |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 40 | } |
| 41 | bool do_setup(int argc, char **argv) override |
| 42 | { |
Pablo Tello | 0cf7798 | 2018-10-24 15:32:39 +0100 | [diff] [blame] | 43 | // Check if the system has enough RAM to run the example, systems with less than 2GB have |
| 44 | // to hint the API to minimize memory consumption otherwise it'll run out of memory and |
| 45 | // fail throwing the bad_alloc exception |
| 46 | arm_compute::MEMInfo meminfo; |
| 47 | const size_t mem_total = meminfo.get_total_in_kb(); |
| 48 | if(mem_total <= arm_compute::MEMInfo::TWO_GB_IN_KB) |
| 49 | { |
| 50 | arm_compute::MEMInfo::set_policy(arm_compute::MemoryPolicy::MINIMIZE); |
| 51 | } |
| 52 | |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 53 | // Parse arguments |
| 54 | cmd_parser.parse(argc, argv); |
Georgios Pinitas | cd60a5f | 2019-08-21 17:06:54 +0100 | [diff] [blame] | 55 | cmd_parser.validate(); |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 56 | |
| 57 | // Consume common parameters |
| 58 | common_params = consume_common_graph_parameters(common_opts); |
| 59 | |
| 60 | // Return when help menu is requested |
| 61 | if(common_params.help) |
| 62 | { |
| 63 | cmd_parser.print_help(argv[0]); |
| 64 | return false; |
| 65 | } |
| 66 | |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 67 | // Print parameter values |
| 68 | std::cout << common_params << std::endl; |
| 69 | |
| 70 | // Get trainable parameters data path |
| 71 | std::string data_path = common_params.data_path; |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 72 | |
Georgios Pinitas | 140fdc7 | 2018-02-16 11:42:38 +0000 | [diff] [blame] | 73 | // Create a preprocessor object |
| 74 | const std::array<float, 3> mean_rgb{ { 123.68f, 116.779f, 103.939f } }; |
| 75 | std::unique_ptr<IPreprocessor> preprocessor = arm_compute::support::cpp14::make_unique<CaffePreproccessor>(mean_rgb); |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 76 | |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 77 | // Create input descriptor |
Sang-Hoon Park | 11fedda | 2020-01-15 14:44:04 +0000 | [diff] [blame^] | 78 | const auto operation_layout = common_params.data_layout; |
| 79 | const TensorShape tensor_shape = permute_shape(TensorShape(224U, 224U, 3U, 1U), DataLayout::NCHW, operation_layout); |
| 80 | TensorDescriptor input_descriptor = TensorDescriptor(tensor_shape, common_params.data_type).set_layout(operation_layout); |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 81 | |
| 82 | // Set weights trained layout |
| 83 | const DataLayout weights_layout = DataLayout::NCHW; |
| 84 | |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 85 | graph << common_params.target |
| 86 | << common_params.fast_math_hint |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 87 | << InputLayer(input_descriptor, get_input_accessor(common_params, std::move(preprocessor))) |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 88 | // Layer 1 |
| 89 | << ConvolutionLayer( |
| 90 | 3U, 3U, 64U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 91 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv1_1_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 92 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv1_1_b.npy"), |
| 93 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 94 | .set_name("conv1_1") |
| 95 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv1_1/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 96 | << ConvolutionLayer( |
| 97 | 3U, 3U, 64U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 98 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv1_2_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 99 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv1_2_b.npy"), |
| 100 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 101 | .set_name("conv1_2") |
| 102 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv1_2/Relu") |
Sang-Hoon Park | 11fedda | 2020-01-15 14:44:04 +0000 | [diff] [blame^] | 103 | << PoolingLayer(PoolingLayerInfo(PoolingType::MAX, 2, operation_layout, PadStrideInfo(2, 2, 0, 0))).set_name("pool1") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 104 | // Layer 2 |
| 105 | << ConvolutionLayer( |
| 106 | 3U, 3U, 128U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 107 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv2_1_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 108 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv2_1_b.npy"), |
| 109 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 110 | .set_name("conv2_1") |
| 111 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv2_1/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 112 | << ConvolutionLayer( |
| 113 | 3U, 3U, 128U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 114 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv2_2_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 115 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv2_2_b.npy"), |
| 116 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 117 | .set_name("conv2_2") |
| 118 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv2_2/Relu") |
Sang-Hoon Park | 11fedda | 2020-01-15 14:44:04 +0000 | [diff] [blame^] | 119 | << PoolingLayer(PoolingLayerInfo(PoolingType::MAX, 2, operation_layout, PadStrideInfo(2, 2, 0, 0))).set_name("pool2") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 120 | // Layer 3 |
| 121 | << ConvolutionLayer( |
| 122 | 3U, 3U, 256U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 123 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_1_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 124 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_1_b.npy"), |
| 125 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 126 | .set_name("conv3_1") |
| 127 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv3_1/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 128 | << ConvolutionLayer( |
| 129 | 3U, 3U, 256U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 130 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_2_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 131 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_2_b.npy"), |
| 132 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 133 | .set_name("conv3_2") |
| 134 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv3_2/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 135 | << ConvolutionLayer( |
| 136 | 3U, 3U, 256U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 137 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_3_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 138 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_3_b.npy"), |
| 139 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 140 | .set_name("conv3_3") |
| 141 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv3_3/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 142 | << ConvolutionLayer( |
| 143 | 3U, 3U, 256U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 144 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_4_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 145 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_4_b.npy"), |
| 146 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 147 | .set_name("conv3_4") |
| 148 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv3_4/Relu") |
Sang-Hoon Park | 11fedda | 2020-01-15 14:44:04 +0000 | [diff] [blame^] | 149 | << PoolingLayer(PoolingLayerInfo(PoolingType::MAX, 2, operation_layout, PadStrideInfo(2, 2, 0, 0))).set_name("pool3") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 150 | // Layer 4 |
| 151 | << ConvolutionLayer( |
| 152 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 153 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_1_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 154 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_1_b.npy"), |
| 155 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 156 | .set_name("conv4_1") |
| 157 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv4_1/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 158 | << ConvolutionLayer( |
| 159 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 160 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_2_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 161 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_2_b.npy"), |
| 162 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 163 | .set_name("conv4_2") |
| 164 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv4_2/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 165 | << ConvolutionLayer( |
| 166 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 167 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_3_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 168 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_3_b.npy"), |
| 169 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 170 | .set_name("conv4_3") |
| 171 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv4_3/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 172 | << ConvolutionLayer( |
| 173 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 174 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_4_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 175 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_4_b.npy"), |
| 176 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 177 | .set_name("conv4_4") |
| 178 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv4_4/Relu") |
Sang-Hoon Park | 11fedda | 2020-01-15 14:44:04 +0000 | [diff] [blame^] | 179 | << PoolingLayer(PoolingLayerInfo(PoolingType::MAX, 2, operation_layout, PadStrideInfo(2, 2, 0, 0))).set_name("pool4") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 180 | // Layer 5 |
| 181 | << ConvolutionLayer( |
| 182 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 183 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_1_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 184 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_1_b.npy"), |
| 185 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 186 | .set_name("conv5_1") |
| 187 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv5_1/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 188 | << ConvolutionLayer( |
| 189 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 190 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_2_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 191 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_2_b.npy"), |
| 192 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 193 | .set_name("conv5_2") |
| 194 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv5_2/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 195 | << ConvolutionLayer( |
| 196 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 197 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_3_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 198 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_3_b.npy"), |
| 199 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 200 | .set_name("conv5_3") |
| 201 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv5_3/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 202 | << ConvolutionLayer( |
| 203 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 204 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_4_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 205 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_4_b.npy"), |
| 206 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 207 | .set_name("conv5_4") |
| 208 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv5_4/Relu") |
Sang-Hoon Park | 11fedda | 2020-01-15 14:44:04 +0000 | [diff] [blame^] | 209 | << PoolingLayer(PoolingLayerInfo(PoolingType::MAX, 2, operation_layout, PadStrideInfo(2, 2, 0, 0))).set_name("pool5") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 210 | // Layer 6 |
| 211 | << FullyConnectedLayer( |
| 212 | 4096U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 213 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/fc6_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 214 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/fc6_b.npy")) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 215 | .set_name("fc6") |
| 216 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 217 | // Layer 7 |
| 218 | << FullyConnectedLayer( |
| 219 | 4096U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 220 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/fc7_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 221 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/fc7_b.npy")) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 222 | .set_name("fc7") |
| 223 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("Relu_1") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 224 | // Layer 8 |
| 225 | << FullyConnectedLayer( |
| 226 | 1000U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 227 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/fc8_w.npy", weights_layout), |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 228 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/fc8_b.npy")) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 229 | .set_name("fc8") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 230 | // Softmax |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 231 | << SoftmaxLayer().set_name("prob") |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 232 | << OutputLayer(get_output_accessor(common_params, 5)); |
Gian Marco | c1b6e37 | 2018-02-21 18:03:26 +0000 | [diff] [blame] | 233 | |
Georgios Pinitas | d8734b5 | 2017-12-22 15:27:52 +0000 | [diff] [blame] | 234 | // Finalize graph |
Georgios Pinitas | 9a8c672 | 2018-03-21 17:52:35 +0000 | [diff] [blame] | 235 | GraphConfig config; |
Georgios Pinitas | f4261ad | 2019-12-02 11:58:19 +0000 | [diff] [blame] | 236 | config.num_threads = common_params.threads; |
| 237 | config.use_tuner = common_params.enable_tuner; |
| 238 | config.tuner_mode = common_params.tuner_mode; |
| 239 | config.tuner_file = common_params.tuner_file; |
| 240 | config.convert_to_uint8 = (common_params.data_type == DataType::QASYMM8); |
Anthony Barbier | 7b607dc | 2018-07-13 15:55:24 +0100 | [diff] [blame] | 241 | |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 242 | graph.finalize(common_params.target, config); |
| 243 | |
| 244 | return true; |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 245 | } |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 246 | void do_run() override |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 247 | { |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 248 | // Run graph |
| 249 | graph.run(); |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 250 | } |
| 251 | |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 252 | private: |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 253 | CommandLineParser cmd_parser; |
| 254 | CommonGraphOptions common_opts; |
| 255 | CommonGraphParams common_params; |
| 256 | Stream graph; |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 257 | }; |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 258 | |
| 259 | /** Main program for VGG19 |
| 260 | * |
Georgios Pinitas | bdbbbe8 | 2018-11-07 16:06:47 +0000 | [diff] [blame] | 261 | * Model is based on: |
| 262 | * https://arxiv.org/abs/1409.1556 |
| 263 | * "Very Deep Convolutional Networks for Large-Scale Image Recognition" |
| 264 | * Karen Simonyan, Andrew Zisserman |
| 265 | * |
Georgios Pinitas | 588ebc5 | 2018-12-21 13:39:07 +0000 | [diff] [blame] | 266 | * Provenance: www.robots.ox.ac.uk/~vgg/software/very_deep/caffe/VGG_ILSVRC_19_layers.caffemodel |
| 267 | * |
Georgios Pinitas | 9f28b39 | 2018-07-18 20:01:53 +0100 | [diff] [blame] | 268 | * @note To list all the possible arguments execute the binary appended with the --help option |
| 269 | * |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 270 | * @param[in] argc Number of arguments |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 271 | * @param[in] argv Arguments |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 272 | */ |
Anthony Barbier | 6db0ff5 | 2018-01-05 10:59:12 +0000 | [diff] [blame] | 273 | int main(int argc, char **argv) |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 274 | { |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 275 | return arm_compute::utils::run_example<GraphVGG19Example>(argc, argv); |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 276 | } |