Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 1 | /* |
| 2 | * Copyright (c) 2021 Arm Limited. |
| 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" |
| 28 | #include "arm_compute/graph/TypePrinter.h" |
| 29 | #include "arm_compute/graph/nodes/Nodes.h" |
| 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; |
| 46 | padding << "[" << to_string(ps_info.pad_left()) << "," |
| 47 | << to_string(ps_info.pad_top()) << "," |
| 48 | << to_string(ps_info.pad_bottom()) << "," |
| 49 | << to_string(ps_info.pad_right()) << "]"; |
| 50 | |
| 51 | layer_data["pad"] = padding.str(); |
| 52 | |
| 53 | // Add stride info |
| 54 | std::ostringstream stride; |
| 55 | stride << "[" << to_string(ps_info.stride().first) << "," |
| 56 | << to_string(ps_info.stride().second) << "]"; |
| 57 | |
| 58 | layer_data["stride"] = stride.str(); |
| 59 | |
| 60 | // Add dilation info |
| 61 | // graph api does not support dilation > 1 |
| 62 | layer_data["dilation"] = "[1,1]"; |
| 63 | |
| 64 | // Add bias enabled? |
| 65 | // Assumes three inputs (input, weights, bias) |
| 66 | std::string bias_enabled = node.input(2) == nullptr ? "0" : "1"; |
| 67 | layer_data["bias_enabled"] = bias_enabled; |
| 68 | |
| 69 | // Change input names for weights / bias (if applicable) |
| 70 | // Assumes input(1) is weights and input(2) is bias |
| 71 | if(layer_data.count("input_shape1")) |
| 72 | { |
| 73 | layer_data["weights_shape"] = layer_data["input_shape1"]; |
| 74 | layer_data.erase("input_shape1"); |
| 75 | } |
| 76 | if(layer_data.count("input_shape2")) |
| 77 | { |
| 78 | layer_data["bias_shape"] = layer_data["input_shape2"]; |
| 79 | layer_data.erase("input_shape2"); |
| 80 | } |
| 81 | } |
| 82 | |
| 83 | template <typename T> |
| 84 | void add_convolution_layer_method(DataLayerVisitor::LayerData &layer_data, T &node) |
| 85 | { |
| 86 | std::ostringstream method; |
| 87 | method << node.convolution_method(); |
| 88 | layer_data["convolution_method"] = method.str(); |
| 89 | } |
| 90 | |
| 91 | template <typename T> |
| 92 | void add_generic_layer_data(DataLayerVisitor::LayerData &layer_data, T &node) |
| 93 | { |
Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 94 | // Loop over each input tensor |
| 95 | for(size_t tensor_no = 0; tensor_no < node.num_inputs(); ++tensor_no) |
| 96 | { |
| 97 | // Add input tensor shapes |
| 98 | if(node.input(tensor_no) != nullptr) |
| 99 | { |
| 100 | layer_data["input_shape" + to_string(tensor_no)] = "[" + to_string(node.input(tensor_no)->desc().shape) + "]"; |
| 101 | } |
| 102 | } |
| 103 | // Add output tensor shape |
| 104 | if(node.output(0) != nullptr) |
| 105 | { |
| 106 | layer_data["output_shape0"] = "[" + to_string(node.output(0)->desc().shape) + "]"; |
| 107 | } |
| 108 | } |
| 109 | } // namespace |
| 110 | |
| 111 | void DataLayerVisitor::visit(ConvolutionLayerNode &n) |
| 112 | { |
| 113 | _layer_data.clear(); |
| 114 | add_generic_layer_data<ConvolutionLayerNode>(_layer_data, n); |
| 115 | add_convolution_layer_data<ConvolutionLayerNode>(_layer_data, n); |
| 116 | add_convolution_layer_method<ConvolutionLayerNode>(_layer_data, n); |
| 117 | } |
| 118 | |
| 119 | void DataLayerVisitor::visit(DepthwiseConvolutionLayerNode &n) |
| 120 | { |
| 121 | _layer_data.clear(); |
| 122 | add_generic_layer_data<DepthwiseConvolutionLayerNode>(_layer_data, n); |
| 123 | add_convolution_layer_data<DepthwiseConvolutionLayerNode>(_layer_data, n); |
| 124 | } |
| 125 | |
| 126 | void DataLayerVisitor::visit(FusedConvolutionBatchNormalizationNode &n) |
| 127 | { |
| 128 | _layer_data.clear(); |
| 129 | add_generic_layer_data<FusedConvolutionBatchNormalizationNode>(_layer_data, n); |
| 130 | add_convolution_layer_data<FusedConvolutionBatchNormalizationNode>(_layer_data, n); |
| 131 | add_convolution_layer_method<FusedConvolutionBatchNormalizationNode>(_layer_data, n); |
| 132 | } |
| 133 | |
ramelg01 | b75d624 | 2021-11-26 19:12:40 +0000 | [diff] [blame] | 134 | void DataLayerVisitor::visit(FusedConvolutionBatchNormalizationWithPostOpsNode &n) |
| 135 | { |
| 136 | _layer_data.clear(); |
| 137 | add_generic_layer_data<FusedConvolutionBatchNormalizationWithPostOpsNode>(_layer_data, n); |
| 138 | add_convolution_layer_data<FusedConvolutionBatchNormalizationWithPostOpsNode>(_layer_data, n); |
| 139 | add_convolution_layer_method<FusedConvolutionBatchNormalizationWithPostOpsNode>(_layer_data, n); |
| 140 | } |
| 141 | |
Freddie Liardet | dd23f2a | 2021-06-17 13:30:11 +0100 | [diff] [blame] | 142 | void DataLayerVisitor::visit(FusedDepthwiseConvolutionBatchNormalizationNode &n) |
| 143 | { |
| 144 | _layer_data.clear(); |
| 145 | add_generic_layer_data<FusedDepthwiseConvolutionBatchNormalizationNode>(_layer_data, n); |
| 146 | add_convolution_layer_data<FusedDepthwiseConvolutionBatchNormalizationNode>(_layer_data, n); |
| 147 | } |
| 148 | |
| 149 | void DataLayerVisitor::visit(OutputNode &n) |
| 150 | { |
| 151 | _layer_data.clear(); |
| 152 | ARM_COMPUTE_UNUSED(n); |
| 153 | } |
| 154 | |
| 155 | void DataLayerVisitor::default_visit(INode &n) |
| 156 | { |
| 157 | _layer_data.clear(); |
| 158 | add_generic_layer_data<INode>(_layer_data, n); |
| 159 | } |
| 160 | |
| 161 | const DataLayerVisitor::LayerData &DataLayerVisitor::layer_data() const |
| 162 | { |
| 163 | return _layer_data; |
| 164 | } |
| 165 | } // namespace graph |
| 166 | } // namespace arm_compute |