Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | e3fba0a | 2018-02-14 14:18:01 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2018 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; |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 33 | /** Example demonstrating how to implement VGG19's network using the Compute Library's graph API |
| 34 | * |
| 35 | * @param[in] argc Number of arguments |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 36 | * @param[in] argv Arguments |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 37 | */ |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 38 | class GraphVGG19Example : public Example |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 39 | { |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 40 | public: |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 41 | GraphVGG19Example() |
| 42 | : cmd_parser(), common_opts(cmd_parser), common_params(), graph(0, "VGG19") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 43 | { |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 44 | } |
| 45 | bool do_setup(int argc, char **argv) override |
| 46 | { |
| 47 | // Parse arguments |
| 48 | cmd_parser.parse(argc, argv); |
| 49 | |
| 50 | // Consume common parameters |
| 51 | common_params = consume_common_graph_parameters(common_opts); |
| 52 | |
| 53 | // Return when help menu is requested |
| 54 | if(common_params.help) |
| 55 | { |
| 56 | cmd_parser.print_help(argv[0]); |
| 57 | return false; |
| 58 | } |
| 59 | |
| 60 | // Checks |
Anthony Barbier | cdd68c0 | 2018-08-23 15:03:41 +0100 | [diff] [blame] | 61 | ARM_COMPUTE_EXIT_ON_MSG(arm_compute::is_data_type_quantized_asymmetric(common_params.data_type), "QASYMM8 not supported for this graph"); |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 62 | |
| 63 | // Print parameter values |
| 64 | std::cout << common_params << std::endl; |
| 65 | |
| 66 | // Get trainable parameters data path |
| 67 | std::string data_path = common_params.data_path; |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 68 | |
Georgios Pinitas | 140fdc7 | 2018-02-16 11:42:38 +0000 | [diff] [blame] | 69 | // Create a preprocessor object |
| 70 | const std::array<float, 3> mean_rgb{ { 123.68f, 116.779f, 103.939f } }; |
| 71 | 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] | 72 | |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 73 | // Create input descriptor |
| 74 | const TensorShape tensor_shape = permute_shape(TensorShape(224U, 224U, 3U, 1U), DataLayout::NCHW, common_params.data_layout); |
| 75 | TensorDescriptor input_descriptor = TensorDescriptor(tensor_shape, common_params.data_type).set_layout(common_params.data_layout); |
| 76 | |
| 77 | // Set weights trained layout |
| 78 | const DataLayout weights_layout = DataLayout::NCHW; |
| 79 | |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 80 | graph << common_params.target |
| 81 | << common_params.fast_math_hint |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 82 | << InputLayer(input_descriptor, get_input_accessor(common_params, std::move(preprocessor))) |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 83 | // Layer 1 |
| 84 | << ConvolutionLayer( |
| 85 | 3U, 3U, 64U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 86 | 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] | 87 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv1_1_b.npy"), |
| 88 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 89 | .set_name("conv1_1") |
| 90 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv1_1/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 91 | << ConvolutionLayer( |
| 92 | 3U, 3U, 64U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 93 | 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] | 94 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv1_2_b.npy"), |
| 95 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 96 | .set_name("conv1_2") |
| 97 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv1_2/Relu") |
| 98 | << PoolingLayer(PoolingLayerInfo(PoolingType::MAX, 2, PadStrideInfo(2, 2, 0, 0))).set_name("pool1") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 99 | // Layer 2 |
| 100 | << ConvolutionLayer( |
| 101 | 3U, 3U, 128U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 102 | 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] | 103 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv2_1_b.npy"), |
| 104 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 105 | .set_name("conv2_1") |
| 106 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv2_1/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 107 | << ConvolutionLayer( |
| 108 | 3U, 3U, 128U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 109 | 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] | 110 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv2_2_b.npy"), |
| 111 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 112 | .set_name("conv2_2") |
| 113 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv2_2/Relu") |
| 114 | << PoolingLayer(PoolingLayerInfo(PoolingType::MAX, 2, PadStrideInfo(2, 2, 0, 0))).set_name("pool2") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 115 | // Layer 3 |
| 116 | << ConvolutionLayer( |
| 117 | 3U, 3U, 256U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 118 | 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] | 119 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_1_b.npy"), |
| 120 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 121 | .set_name("conv3_1") |
| 122 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv3_1/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 123 | << ConvolutionLayer( |
| 124 | 3U, 3U, 256U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 125 | 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] | 126 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_2_b.npy"), |
| 127 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 128 | .set_name("conv3_2") |
| 129 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv3_2/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 130 | << ConvolutionLayer( |
| 131 | 3U, 3U, 256U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 132 | 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] | 133 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_3_b.npy"), |
| 134 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 135 | .set_name("conv3_3") |
| 136 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv3_3/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 137 | << ConvolutionLayer( |
| 138 | 3U, 3U, 256U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 139 | 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] | 140 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_4_b.npy"), |
| 141 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 142 | .set_name("conv3_4") |
| 143 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv3_4/Relu") |
| 144 | << PoolingLayer(PoolingLayerInfo(PoolingType::MAX, 2, PadStrideInfo(2, 2, 0, 0))).set_name("pool3") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 145 | // Layer 4 |
| 146 | << ConvolutionLayer( |
| 147 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 148 | 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] | 149 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_1_b.npy"), |
| 150 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 151 | .set_name("conv4_1") |
| 152 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv4_1/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 153 | << ConvolutionLayer( |
| 154 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 155 | 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] | 156 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_2_b.npy"), |
| 157 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 158 | .set_name("conv4_2") |
| 159 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv4_2/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 160 | << ConvolutionLayer( |
| 161 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 162 | 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] | 163 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_3_b.npy"), |
| 164 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 165 | .set_name("conv4_3") |
| 166 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv4_3/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 167 | << ConvolutionLayer( |
| 168 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 169 | 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] | 170 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_4_b.npy"), |
| 171 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 172 | .set_name("conv4_4") |
| 173 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv4_4/Relu") |
| 174 | << PoolingLayer(PoolingLayerInfo(PoolingType::MAX, 2, PadStrideInfo(2, 2, 0, 0))).set_name("pool4") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 175 | // Layer 5 |
| 176 | << ConvolutionLayer( |
| 177 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 178 | 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] | 179 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_1_b.npy"), |
| 180 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 181 | .set_name("conv5_1") |
| 182 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv5_1/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 183 | << ConvolutionLayer( |
| 184 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 185 | 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] | 186 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_2_b.npy"), |
| 187 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 188 | .set_name("conv5_2") |
| 189 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv5_2/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 190 | << ConvolutionLayer( |
| 191 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 192 | 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] | 193 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_3_b.npy"), |
| 194 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 195 | .set_name("conv5_3") |
| 196 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv5_3/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 197 | << ConvolutionLayer( |
| 198 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 199 | 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] | 200 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_4_b.npy"), |
| 201 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 202 | .set_name("conv5_4") |
| 203 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv5_4/Relu") |
| 204 | << PoolingLayer(PoolingLayerInfo(PoolingType::MAX, 2, PadStrideInfo(2, 2, 0, 0))).set_name("pool5") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 205 | // Layer 6 |
| 206 | << FullyConnectedLayer( |
| 207 | 4096U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 208 | 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] | 209 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/fc6_b.npy")) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 210 | .set_name("fc6") |
| 211 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 212 | // Layer 7 |
| 213 | << FullyConnectedLayer( |
| 214 | 4096U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 215 | 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] | 216 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/fc7_b.npy")) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 217 | .set_name("fc7") |
| 218 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("Relu_1") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 219 | // Layer 8 |
| 220 | << FullyConnectedLayer( |
| 221 | 1000U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame] | 222 | 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] | 223 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/fc8_b.npy")) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 224 | .set_name("fc8") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 225 | // Softmax |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 226 | << SoftmaxLayer().set_name("prob") |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 227 | << OutputLayer(get_output_accessor(common_params, 5)); |
Gian Marco | c1b6e37 | 2018-02-21 18:03:26 +0000 | [diff] [blame] | 228 | |
Georgios Pinitas | d8734b5 | 2017-12-22 15:27:52 +0000 | [diff] [blame] | 229 | // Finalize graph |
Georgios Pinitas | 9a8c672 | 2018-03-21 17:52:35 +0000 | [diff] [blame] | 230 | GraphConfig config; |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 231 | config.num_threads = common_params.threads; |
| 232 | config.use_tuner = common_params.enable_tuner; |
Anthony Barbier | 7b607dc | 2018-07-13 15:55:24 +0100 | [diff] [blame] | 233 | config.tuner_file = common_params.tuner_file; |
| 234 | |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 235 | graph.finalize(common_params.target, config); |
| 236 | |
| 237 | return true; |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 238 | } |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 239 | void do_run() override |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 240 | { |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 241 | // Run graph |
| 242 | graph.run(); |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 243 | } |
| 244 | |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 245 | private: |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 246 | CommandLineParser cmd_parser; |
| 247 | CommonGraphOptions common_opts; |
| 248 | CommonGraphParams common_params; |
| 249 | Stream graph; |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 250 | }; |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 251 | |
| 252 | /** Main program for VGG19 |
| 253 | * |
Georgios Pinitas | 9f28b39 | 2018-07-18 20:01:53 +0100 | [diff] [blame] | 254 | * @note To list all the possible arguments execute the binary appended with the --help option |
| 255 | * |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 256 | * @param[in] argc Number of arguments |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 257 | * @param[in] argv Arguments |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 258 | */ |
Anthony Barbier | 6db0ff5 | 2018-01-05 10:59:12 +0000 | [diff] [blame] | 259 | int main(int argc, char **argv) |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 260 | { |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 261 | return arm_compute::utils::run_example<GraphVGG19Example>(argc, argv); |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 262 | } |