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 |
Georgios Pinitas | 6ed43b5 | 2018-07-12 17:34:22 +0100 | [diff] [blame] | 61 | ARM_COMPUTE_EXIT_ON_MSG(arm_compute::is_data_type_quantized_asymmetric(common_params.data_type), "Unsupported data type!"); |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 62 | ARM_COMPUTE_EXIT_ON_MSG(common_params.data_layout == DataLayout::NHWC && common_params.target != Target::CL, "Unsupported data layout!"); |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 63 | |
| 64 | // Print parameter values |
| 65 | std::cout << common_params << std::endl; |
| 66 | |
| 67 | // Get trainable parameters data path |
| 68 | std::string data_path = common_params.data_path; |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 69 | |
Georgios Pinitas | 140fdc7 | 2018-02-16 11:42:38 +0000 | [diff] [blame] | 70 | // Create a preprocessor object |
| 71 | const std::array<float, 3> mean_rgb{ { 123.68f, 116.779f, 103.939f } }; |
| 72 | 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] | 73 | |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 74 | // Create input descriptor |
| 75 | const TensorShape tensor_shape = permute_shape(TensorShape(224U, 224U, 3U, 1U), DataLayout::NCHW, common_params.data_layout); |
| 76 | TensorDescriptor input_descriptor = TensorDescriptor(tensor_shape, common_params.data_type).set_layout(common_params.data_layout); |
| 77 | |
| 78 | // Set weights trained layout |
| 79 | const DataLayout weights_layout = DataLayout::NCHW; |
| 80 | |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 81 | graph << common_params.target |
| 82 | << common_params.fast_math_hint |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 83 | << InputLayer(input_descriptor, get_input_accessor(common_params, std::move(preprocessor))) |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 84 | // Layer 1 |
| 85 | << ConvolutionLayer( |
| 86 | 3U, 3U, 64U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 87 | 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] | 88 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv1_1_b.npy"), |
| 89 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 90 | .set_name("conv1_1") |
| 91 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv1_1/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 92 | << ConvolutionLayer( |
| 93 | 3U, 3U, 64U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 94 | 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] | 95 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv1_2_b.npy"), |
| 96 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 97 | .set_name("conv1_2") |
| 98 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv1_2/Relu") |
| 99 | << 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] | 100 | // Layer 2 |
| 101 | << ConvolutionLayer( |
| 102 | 3U, 3U, 128U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 103 | 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] | 104 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv2_1_b.npy"), |
| 105 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 106 | .set_name("conv2_1") |
| 107 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv2_1/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 108 | << ConvolutionLayer( |
| 109 | 3U, 3U, 128U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 110 | 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] | 111 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv2_2_b.npy"), |
| 112 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 113 | .set_name("conv2_2") |
| 114 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv2_2/Relu") |
| 115 | << 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] | 116 | // Layer 3 |
| 117 | << ConvolutionLayer( |
| 118 | 3U, 3U, 256U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 119 | 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] | 120 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_1_b.npy"), |
| 121 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 122 | .set_name("conv3_1") |
| 123 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv3_1/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 124 | << ConvolutionLayer( |
| 125 | 3U, 3U, 256U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 126 | 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] | 127 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_2_b.npy"), |
| 128 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 129 | .set_name("conv3_2") |
| 130 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv3_2/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 131 | << ConvolutionLayer( |
| 132 | 3U, 3U, 256U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 133 | 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] | 134 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_3_b.npy"), |
| 135 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 136 | .set_name("conv3_3") |
| 137 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv3_3/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 138 | << ConvolutionLayer( |
| 139 | 3U, 3U, 256U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 140 | 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] | 141 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv3_4_b.npy"), |
| 142 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 143 | .set_name("conv3_4") |
| 144 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv3_4/Relu") |
| 145 | << 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] | 146 | // Layer 4 |
| 147 | << ConvolutionLayer( |
| 148 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 149 | 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] | 150 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_1_b.npy"), |
| 151 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 152 | .set_name("conv4_1") |
| 153 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv4_1/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 154 | << ConvolutionLayer( |
| 155 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 156 | 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] | 157 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_2_b.npy"), |
| 158 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 159 | .set_name("conv4_2") |
| 160 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv4_2/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 161 | << ConvolutionLayer( |
| 162 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 163 | 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] | 164 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_3_b.npy"), |
| 165 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 166 | .set_name("conv4_3") |
| 167 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv4_3/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 168 | << ConvolutionLayer( |
| 169 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 170 | 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] | 171 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv4_4_b.npy"), |
| 172 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 173 | .set_name("conv4_4") |
| 174 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv4_4/Relu") |
| 175 | << 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] | 176 | // Layer 5 |
| 177 | << ConvolutionLayer( |
| 178 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 179 | 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] | 180 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_1_b.npy"), |
| 181 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 182 | .set_name("conv5_1") |
| 183 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv5_1/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 184 | << ConvolutionLayer( |
| 185 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 186 | 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] | 187 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_2_b.npy"), |
| 188 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 189 | .set_name("conv5_2") |
| 190 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv5_2/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 191 | << ConvolutionLayer( |
| 192 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 193 | 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] | 194 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_3_b.npy"), |
| 195 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 196 | .set_name("conv5_3") |
| 197 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv5_3/Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 198 | << ConvolutionLayer( |
| 199 | 3U, 3U, 512U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 200 | 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] | 201 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/conv5_4_b.npy"), |
| 202 | PadStrideInfo(1, 1, 1, 1)) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 203 | .set_name("conv5_4") |
| 204 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("conv5_4/Relu") |
| 205 | << 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] | 206 | // Layer 6 |
| 207 | << FullyConnectedLayer( |
| 208 | 4096U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 209 | 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] | 210 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/fc6_b.npy")) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 211 | .set_name("fc6") |
| 212 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("Relu") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 213 | // Layer 7 |
| 214 | << FullyConnectedLayer( |
| 215 | 4096U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 216 | 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] | 217 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/fc7_b.npy")) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 218 | .set_name("fc7") |
| 219 | << ActivationLayer(ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)).set_name("Relu_1") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 220 | // Layer 8 |
| 221 | << FullyConnectedLayer( |
| 222 | 1000U, |
Georgios Pinitas | 7d66a8e | 2018-07-17 12:28:42 +0100 | [diff] [blame^] | 223 | 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] | 224 | get_weights_accessor(data_path, "/cnn_data/vgg19_model/fc8_b.npy")) |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 225 | .set_name("fc8") |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 226 | // Softmax |
Georgios Pinitas | 5c2fb3f | 2018-05-01 15:26:20 +0100 | [diff] [blame] | 227 | << SoftmaxLayer().set_name("prob") |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 228 | << OutputLayer(get_output_accessor(common_params, 5)); |
Gian Marco | c1b6e37 | 2018-02-21 18:03:26 +0000 | [diff] [blame] | 229 | |
Georgios Pinitas | d8734b5 | 2017-12-22 15:27:52 +0000 | [diff] [blame] | 230 | // Finalize graph |
Georgios Pinitas | 9a8c672 | 2018-03-21 17:52:35 +0000 | [diff] [blame] | 231 | GraphConfig config; |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 232 | config.num_threads = common_params.threads; |
| 233 | config.use_tuner = common_params.enable_tuner; |
Anthony Barbier | 7b607dc | 2018-07-13 15:55:24 +0100 | [diff] [blame] | 234 | config.tuner_file = common_params.tuner_file; |
| 235 | |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 236 | graph.finalize(common_params.target, config); |
| 237 | |
| 238 | return true; |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 239 | } |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 240 | void do_run() override |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 241 | { |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 242 | // Run graph |
| 243 | graph.run(); |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 244 | } |
| 245 | |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 246 | private: |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 247 | CommandLineParser cmd_parser; |
| 248 | CommonGraphOptions common_opts; |
| 249 | CommonGraphParams common_params; |
| 250 | Stream graph; |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 251 | }; |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 252 | |
| 253 | /** Main program for VGG19 |
| 254 | * |
Georgios Pinitas | 9f28b39 | 2018-07-18 20:01:53 +0100 | [diff] [blame] | 255 | * @note To list all the possible arguments execute the binary appended with the --help option |
| 256 | * |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 257 | * @param[in] argc Number of arguments |
Georgios Pinitas | 12be7ab | 2018-07-03 12:06:23 +0100 | [diff] [blame] | 258 | * @param[in] argv Arguments |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 259 | */ |
Anthony Barbier | 6db0ff5 | 2018-01-05 10:59:12 +0000 | [diff] [blame] | 260 | int main(int argc, char **argv) |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 261 | { |
Michalis Spyrou | 2b5f0f2 | 2018-01-10 14:08:50 +0000 | [diff] [blame] | 262 | return arm_compute::utils::run_example<GraphVGG19Example>(argc, argv); |
Isabella Gottardi | 9f20bda | 2017-11-03 17:16:20 +0000 | [diff] [blame] | 263 | } |