1*c217d954SCole Faust /*
2*c217d954SCole Faust * Copyright (c) 2021 Arm Limited.
3*c217d954SCole Faust *
4*c217d954SCole Faust * SPDX-License-Identifier: MIT
5*c217d954SCole Faust *
6*c217d954SCole Faust * Permission is hereby granted, free of charge, to any person obtaining a copy
7*c217d954SCole Faust * of this software and associated documentation files (the "Software"), to
8*c217d954SCole Faust * deal in the Software without restriction, including without limitation the
9*c217d954SCole Faust * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10*c217d954SCole Faust * sell copies of the Software, and to permit persons to whom the Software is
11*c217d954SCole Faust * furnished to do so, subject to the following conditions:
12*c217d954SCole Faust *
13*c217d954SCole Faust * The above copyright notice and this permission notice shall be included in all
14*c217d954SCole Faust * copies or substantial portions of the Software.
15*c217d954SCole Faust *
16*c217d954SCole Faust * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17*c217d954SCole Faust * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18*c217d954SCole Faust * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19*c217d954SCole Faust * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20*c217d954SCole Faust * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21*c217d954SCole Faust * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22*c217d954SCole Faust * SOFTWARE.
23*c217d954SCole Faust */
24*c217d954SCole Faust #include "arm_compute/graph/DataLayerVisitor.h"
25*c217d954SCole Faust
26*c217d954SCole Faust #include "arm_compute/core/Error.h"
27*c217d954SCole Faust #include "arm_compute/graph/Graph.h"
28*c217d954SCole Faust #include "arm_compute/graph/TypePrinter.h"
29*c217d954SCole Faust #include "arm_compute/graph/nodes/Nodes.h"
30*c217d954SCole Faust
31*c217d954SCole Faust namespace arm_compute
32*c217d954SCole Faust {
33*c217d954SCole Faust namespace graph
34*c217d954SCole Faust {
35*c217d954SCole Faust namespace
36*c217d954SCole Faust {
37*c217d954SCole Faust template <typename T>
add_convolution_layer_data(DataLayerVisitor::LayerData & layer_data,T & node)38*c217d954SCole Faust void add_convolution_layer_data(DataLayerVisitor::LayerData &layer_data, T &node)
39*c217d954SCole Faust {
40*c217d954SCole Faust PadStrideInfo ps_info = node.convolution_info();
41*c217d954SCole Faust DataLayout layout = node.output(0)->desc().layout;
42*c217d954SCole Faust // Add data layout
43*c217d954SCole Faust layer_data["data_layout"] = to_string(layout);
44*c217d954SCole Faust // Add padding info
45*c217d954SCole Faust std::ostringstream padding;
46*c217d954SCole Faust padding << "[" << to_string(ps_info.pad_left()) << ","
47*c217d954SCole Faust << to_string(ps_info.pad_top()) << ","
48*c217d954SCole Faust << to_string(ps_info.pad_bottom()) << ","
49*c217d954SCole Faust << to_string(ps_info.pad_right()) << "]";
50*c217d954SCole Faust
51*c217d954SCole Faust layer_data["pad"] = padding.str();
52*c217d954SCole Faust
53*c217d954SCole Faust // Add stride info
54*c217d954SCole Faust std::ostringstream stride;
55*c217d954SCole Faust stride << "[" << to_string(ps_info.stride().first) << ","
56*c217d954SCole Faust << to_string(ps_info.stride().second) << "]";
57*c217d954SCole Faust
58*c217d954SCole Faust layer_data["stride"] = stride.str();
59*c217d954SCole Faust
60*c217d954SCole Faust // Add dilation info
61*c217d954SCole Faust // graph api does not support dilation > 1
62*c217d954SCole Faust layer_data["dilation"] = "[1,1]";
63*c217d954SCole Faust
64*c217d954SCole Faust // Add bias enabled?
65*c217d954SCole Faust // Assumes three inputs (input, weights, bias)
66*c217d954SCole Faust std::string bias_enabled = node.input(2) == nullptr ? "0" : "1";
67*c217d954SCole Faust layer_data["bias_enabled"] = bias_enabled;
68*c217d954SCole Faust
69*c217d954SCole Faust // Change input names for weights / bias (if applicable)
70*c217d954SCole Faust // Assumes input(1) is weights and input(2) is bias
71*c217d954SCole Faust if(layer_data.count("input_shape1"))
72*c217d954SCole Faust {
73*c217d954SCole Faust layer_data["weights_shape"] = layer_data["input_shape1"];
74*c217d954SCole Faust layer_data.erase("input_shape1");
75*c217d954SCole Faust }
76*c217d954SCole Faust if(layer_data.count("input_shape2"))
77*c217d954SCole Faust {
78*c217d954SCole Faust layer_data["bias_shape"] = layer_data["input_shape2"];
79*c217d954SCole Faust layer_data.erase("input_shape2");
80*c217d954SCole Faust }
81*c217d954SCole Faust }
82*c217d954SCole Faust
83*c217d954SCole Faust template <typename T>
add_convolution_layer_method(DataLayerVisitor::LayerData & layer_data,T & node)84*c217d954SCole Faust void add_convolution_layer_method(DataLayerVisitor::LayerData &layer_data, T &node)
85*c217d954SCole Faust {
86*c217d954SCole Faust std::ostringstream method;
87*c217d954SCole Faust method << node.convolution_method();
88*c217d954SCole Faust layer_data["convolution_method"] = method.str();
89*c217d954SCole Faust }
90*c217d954SCole Faust
91*c217d954SCole Faust template <typename T>
add_generic_layer_data(DataLayerVisitor::LayerData & layer_data,T & node)92*c217d954SCole Faust void add_generic_layer_data(DataLayerVisitor::LayerData &layer_data, T &node)
93*c217d954SCole Faust {
94*c217d954SCole Faust // Loop over each input tensor
95*c217d954SCole Faust for(size_t tensor_no = 0; tensor_no < node.num_inputs(); ++tensor_no)
96*c217d954SCole Faust {
97*c217d954SCole Faust // Add input tensor shapes
98*c217d954SCole Faust if(node.input(tensor_no) != nullptr)
99*c217d954SCole Faust {
100*c217d954SCole Faust layer_data["input_shape" + to_string(tensor_no)] = "[" + to_string(node.input(tensor_no)->desc().shape) + "]";
101*c217d954SCole Faust }
102*c217d954SCole Faust }
103*c217d954SCole Faust // Add output tensor shape
104*c217d954SCole Faust if(node.output(0) != nullptr)
105*c217d954SCole Faust {
106*c217d954SCole Faust layer_data["output_shape0"] = "[" + to_string(node.output(0)->desc().shape) + "]";
107*c217d954SCole Faust }
108*c217d954SCole Faust }
109*c217d954SCole Faust } // namespace
110*c217d954SCole Faust
visit(ConvolutionLayerNode & n)111*c217d954SCole Faust void DataLayerVisitor::visit(ConvolutionLayerNode &n)
112*c217d954SCole Faust {
113*c217d954SCole Faust _layer_data.clear();
114*c217d954SCole Faust add_generic_layer_data<ConvolutionLayerNode>(_layer_data, n);
115*c217d954SCole Faust add_convolution_layer_data<ConvolutionLayerNode>(_layer_data, n);
116*c217d954SCole Faust add_convolution_layer_method<ConvolutionLayerNode>(_layer_data, n);
117*c217d954SCole Faust }
118*c217d954SCole Faust
visit(DepthwiseConvolutionLayerNode & n)119*c217d954SCole Faust void DataLayerVisitor::visit(DepthwiseConvolutionLayerNode &n)
120*c217d954SCole Faust {
121*c217d954SCole Faust _layer_data.clear();
122*c217d954SCole Faust add_generic_layer_data<DepthwiseConvolutionLayerNode>(_layer_data, n);
123*c217d954SCole Faust add_convolution_layer_data<DepthwiseConvolutionLayerNode>(_layer_data, n);
124*c217d954SCole Faust }
125*c217d954SCole Faust
visit(FusedConvolutionBatchNormalizationNode & n)126*c217d954SCole Faust void DataLayerVisitor::visit(FusedConvolutionBatchNormalizationNode &n)
127*c217d954SCole Faust {
128*c217d954SCole Faust _layer_data.clear();
129*c217d954SCole Faust add_generic_layer_data<FusedConvolutionBatchNormalizationNode>(_layer_data, n);
130*c217d954SCole Faust add_convolution_layer_data<FusedConvolutionBatchNormalizationNode>(_layer_data, n);
131*c217d954SCole Faust add_convolution_layer_method<FusedConvolutionBatchNormalizationNode>(_layer_data, n);
132*c217d954SCole Faust }
133*c217d954SCole Faust
visit(FusedConvolutionBatchNormalizationWithPostOpsNode & n)134*c217d954SCole Faust void DataLayerVisitor::visit(FusedConvolutionBatchNormalizationWithPostOpsNode &n)
135*c217d954SCole Faust {
136*c217d954SCole Faust _layer_data.clear();
137*c217d954SCole Faust add_generic_layer_data<FusedConvolutionBatchNormalizationWithPostOpsNode>(_layer_data, n);
138*c217d954SCole Faust add_convolution_layer_data<FusedConvolutionBatchNormalizationWithPostOpsNode>(_layer_data, n);
139*c217d954SCole Faust add_convolution_layer_method<FusedConvolutionBatchNormalizationWithPostOpsNode>(_layer_data, n);
140*c217d954SCole Faust }
141*c217d954SCole Faust
visit(FusedDepthwiseConvolutionBatchNormalizationNode & n)142*c217d954SCole Faust void DataLayerVisitor::visit(FusedDepthwiseConvolutionBatchNormalizationNode &n)
143*c217d954SCole Faust {
144*c217d954SCole Faust _layer_data.clear();
145*c217d954SCole Faust add_generic_layer_data<FusedDepthwiseConvolutionBatchNormalizationNode>(_layer_data, n);
146*c217d954SCole Faust add_convolution_layer_data<FusedDepthwiseConvolutionBatchNormalizationNode>(_layer_data, n);
147*c217d954SCole Faust }
148*c217d954SCole Faust
visit(OutputNode & n)149*c217d954SCole Faust void DataLayerVisitor::visit(OutputNode &n)
150*c217d954SCole Faust {
151*c217d954SCole Faust _layer_data.clear();
152*c217d954SCole Faust ARM_COMPUTE_UNUSED(n);
153*c217d954SCole Faust }
154*c217d954SCole Faust
default_visit(INode & n)155*c217d954SCole Faust void DataLayerVisitor::default_visit(INode &n)
156*c217d954SCole Faust {
157*c217d954SCole Faust _layer_data.clear();
158*c217d954SCole Faust add_generic_layer_data<INode>(_layer_data, n);
159*c217d954SCole Faust }
160*c217d954SCole Faust
layer_data() const161*c217d954SCole Faust const DataLayerVisitor::LayerData &DataLayerVisitor::layer_data() const
162*c217d954SCole Faust {
163*c217d954SCole Faust return _layer_data;
164*c217d954SCole Faust }
165*c217d954SCole Faust } // namespace graph
166*c217d954SCole Faust } // namespace arm_compute
167