Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 1 | /* |
Jakub Sujak | 0d27b2e | 2023-08-24 14:01:20 +0100 | [diff] [blame] | 2 | * Copyright (c) 2021, 2023 Arm Limited. |
Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +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 | #include "arm_compute/graph/DataLayerVisitor.h" |
| 25 | |
| 26 | #include "arm_compute/core/Error.h" |
| 27 | #include "arm_compute/graph/Graph.h" |
Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 28 | #include "arm_compute/graph/nodes/Nodes.h" |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 29 | #include "arm_compute/graph/TypePrinter.h" |
Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 30 | |
| 31 | namespace arm_compute |
| 32 | { |
| 33 | namespace graph |
| 34 | { |
| 35 | namespace |
| 36 | { |
| 37 | template <typename T> |
| 38 | void add_convolution_layer_data(DataLayerVisitor::LayerData &layer_data, T &node) |
| 39 | { |
| 40 | PadStrideInfo ps_info = node.convolution_info(); |
| 41 | DataLayout layout = node.output(0)->desc().layout; |
| 42 | // Add data layout |
| 43 | layer_data["data_layout"] = to_string(layout); |
| 44 | // Add padding info |
| 45 | std::ostringstream padding; |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 46 | padding << "[" << to_string(ps_info.pad_left()) << "," << to_string(ps_info.pad_top()) << "," |
| 47 | << to_string(ps_info.pad_bottom()) << "," << to_string(ps_info.pad_right()) << "]"; |
Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 48 | |
| 49 | layer_data["pad"] = padding.str(); |
| 50 | |
| 51 | // Add stride info |
| 52 | std::ostringstream stride; |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 53 | stride << "[" << to_string(ps_info.stride().first) << "," << to_string(ps_info.stride().second) << "]"; |
Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 54 | |
| 55 | layer_data["stride"] = stride.str(); |
| 56 | |
| 57 | // Add dilation info |
| 58 | // graph api does not support dilation > 1 |
| 59 | layer_data["dilation"] = "[1,1]"; |
| 60 | |
| 61 | // Add bias enabled? |
| 62 | // Assumes three inputs (input, weights, bias) |
| 63 | std::string bias_enabled = node.input(2) == nullptr ? "0" : "1"; |
| 64 | layer_data["bias_enabled"] = bias_enabled; |
| 65 | |
| 66 | // Change input names for weights / bias (if applicable) |
| 67 | // Assumes input(1) is weights and input(2) is bias |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 68 | if (layer_data.count("input_shape1")) |
Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 69 | { |
| 70 | layer_data["weights_shape"] = layer_data["input_shape1"]; |
| 71 | layer_data.erase("input_shape1"); |
| 72 | } |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 73 | if (layer_data.count("input_shape2")) |
Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 74 | { |
| 75 | layer_data["bias_shape"] = layer_data["input_shape2"]; |
| 76 | layer_data.erase("input_shape2"); |
| 77 | } |
| 78 | } |
| 79 | |
| 80 | template <typename T> |
| 81 | void add_convolution_layer_method(DataLayerVisitor::LayerData &layer_data, T &node) |
| 82 | { |
| 83 | std::ostringstream method; |
| 84 | method << node.convolution_method(); |
| 85 | layer_data["convolution_method"] = method.str(); |
| 86 | } |
| 87 | |
| 88 | template <typename T> |
| 89 | void add_generic_layer_data(DataLayerVisitor::LayerData &layer_data, T &node) |
| 90 | { |
Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 91 | // Loop over each input tensor |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 92 | for (size_t tensor_no = 0; tensor_no < node.num_inputs(); ++tensor_no) |
Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 93 | { |
| 94 | // Add input tensor shapes |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 95 | if (node.input(tensor_no) != nullptr) |
Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 96 | { |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 97 | layer_data["input_shape" + to_string(tensor_no)] = |
| 98 | "[" + to_string(node.input(tensor_no)->desc().shape) + "]"; |
Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 99 | } |
| 100 | } |
| 101 | // Add output tensor shape |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 102 | if (node.output(0) != nullptr) |
Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 103 | { |
| 104 | layer_data["output_shape0"] = "[" + to_string(node.output(0)->desc().shape) + "]"; |
| 105 | } |
| 106 | } |
| 107 | } // namespace |
| 108 | |
| 109 | void DataLayerVisitor::visit(ConvolutionLayerNode &n) |
| 110 | { |
| 111 | _layer_data.clear(); |
| 112 | add_generic_layer_data<ConvolutionLayerNode>(_layer_data, n); |
| 113 | add_convolution_layer_data<ConvolutionLayerNode>(_layer_data, n); |
| 114 | add_convolution_layer_method<ConvolutionLayerNode>(_layer_data, n); |
| 115 | } |
| 116 | |
| 117 | void DataLayerVisitor::visit(DepthwiseConvolutionLayerNode &n) |
| 118 | { |
| 119 | _layer_data.clear(); |
| 120 | add_generic_layer_data<DepthwiseConvolutionLayerNode>(_layer_data, n); |
| 121 | add_convolution_layer_data<DepthwiseConvolutionLayerNode>(_layer_data, n); |
| 122 | } |
| 123 | |
| 124 | void DataLayerVisitor::visit(FusedConvolutionBatchNormalizationNode &n) |
| 125 | { |
| 126 | _layer_data.clear(); |
| 127 | add_generic_layer_data<FusedConvolutionBatchNormalizationNode>(_layer_data, n); |
| 128 | add_convolution_layer_data<FusedConvolutionBatchNormalizationNode>(_layer_data, n); |
| 129 | add_convolution_layer_method<FusedConvolutionBatchNormalizationNode>(_layer_data, n); |
| 130 | } |
| 131 | |
Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 132 | void DataLayerVisitor::visit(FusedDepthwiseConvolutionBatchNormalizationNode &n) |
| 133 | { |
| 134 | _layer_data.clear(); |
| 135 | add_generic_layer_data<FusedDepthwiseConvolutionBatchNormalizationNode>(_layer_data, n); |
| 136 | add_convolution_layer_data<FusedDepthwiseConvolutionBatchNormalizationNode>(_layer_data, n); |
| 137 | } |
| 138 | |
| 139 | void DataLayerVisitor::visit(OutputNode &n) |
| 140 | { |
| 141 | _layer_data.clear(); |
| 142 | ARM_COMPUTE_UNUSED(n); |
| 143 | } |
| 144 | |
| 145 | void DataLayerVisitor::default_visit(INode &n) |
| 146 | { |
| 147 | _layer_data.clear(); |
| 148 | add_generic_layer_data<INode>(_layer_data, n); |
| 149 | } |
| 150 | |
| 151 | const DataLayerVisitor::LayerData &DataLayerVisitor::layer_data() const |
| 152 | { |
| 153 | return _layer_data; |
| 154 | } |
| 155 | } // namespace graph |
| 156 | } // namespace arm_compute |