1*c217d954SCole Faust /*
2*c217d954SCole Faust * Copyright (c) 2018-2020 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/nodes/DeconvolutionLayerNode.h"
25*c217d954SCole Faust
26*c217d954SCole Faust #include "arm_compute/core/Utils.h"
27*c217d954SCole Faust #include "arm_compute/graph/Graph.h"
28*c217d954SCole Faust #include "arm_compute/graph/INodeVisitor.h"
29*c217d954SCole Faust #include "arm_compute/graph/Utils.h"
30*c217d954SCole Faust
31*c217d954SCole Faust namespace arm_compute
32*c217d954SCole Faust {
33*c217d954SCole Faust namespace graph
34*c217d954SCole Faust {
DeconvolutionLayerNode(const descriptors::DeconvolutionLayerDescriptor & descriptor)35*c217d954SCole Faust DeconvolutionLayerNode::DeconvolutionLayerNode(const descriptors::DeconvolutionLayerDescriptor &descriptor)
36*c217d954SCole Faust : descriptor(std::move(descriptor))
37*c217d954SCole Faust {
38*c217d954SCole Faust _input_edges.resize(3, EmptyEdgeID);
39*c217d954SCole Faust _outputs.resize(1, NullTensorID);
40*c217d954SCole Faust }
41*c217d954SCole Faust
deconvolution_info() const42*c217d954SCole Faust PadStrideInfo DeconvolutionLayerNode::deconvolution_info() const
43*c217d954SCole Faust {
44*c217d954SCole Faust return descriptor.info;
45*c217d954SCole Faust }
46*c217d954SCole Faust
compute_output_descriptor(const TensorDescriptor & input_descriptor,const TensorDescriptor & weights_descriptor,const PadStrideInfo & info)47*c217d954SCole Faust TensorDescriptor DeconvolutionLayerNode::compute_output_descriptor(const TensorDescriptor &input_descriptor,
48*c217d954SCole Faust const TensorDescriptor &weights_descriptor,
49*c217d954SCole Faust const PadStrideInfo &info)
50*c217d954SCole Faust {
51*c217d954SCole Faust unsigned int output_width = 0;
52*c217d954SCole Faust unsigned int output_height = 0;
53*c217d954SCole Faust
54*c217d954SCole Faust const unsigned int input_width = get_dimension_size(input_descriptor, DataLayoutDimension::WIDTH);
55*c217d954SCole Faust const unsigned int input_height = get_dimension_size(input_descriptor, DataLayoutDimension::HEIGHT);
56*c217d954SCole Faust const unsigned int kernel_width = get_dimension_size(weights_descriptor, DataLayoutDimension::WIDTH);
57*c217d954SCole Faust const unsigned int kernel_height = get_dimension_size(weights_descriptor, DataLayoutDimension::HEIGHT);
58*c217d954SCole Faust
59*c217d954SCole Faust std::tie(output_width, output_height) = deconvolution_output_dimensions(input_width, input_height, kernel_width, kernel_height, info);
60*c217d954SCole Faust
61*c217d954SCole Faust const DataLayout data_layout = input_descriptor.layout;
62*c217d954SCole Faust TensorDescriptor output_descriptor = input_descriptor;
63*c217d954SCole Faust output_descriptor.shape.set(get_dimension_idx(data_layout, DataLayoutDimension::WIDTH), output_width);
64*c217d954SCole Faust output_descriptor.shape.set(get_dimension_idx(data_layout, DataLayoutDimension::HEIGHT), output_height);
65*c217d954SCole Faust output_descriptor.shape.set(get_dimension_idx(data_layout, DataLayoutDimension::CHANNEL), weights_descriptor.shape[3]);
66*c217d954SCole Faust
67*c217d954SCole Faust return output_descriptor;
68*c217d954SCole Faust }
69*c217d954SCole Faust
forward_descriptors()70*c217d954SCole Faust bool DeconvolutionLayerNode::forward_descriptors()
71*c217d954SCole Faust {
72*c217d954SCole Faust if((input_id(0) != NullTensorID) && (input_id(1) != NullTensorID) && (output_id(0) != NullTensorID))
73*c217d954SCole Faust {
74*c217d954SCole Faust Tensor *dst = output(0);
75*c217d954SCole Faust ARM_COMPUTE_ERROR_ON(dst == nullptr);
76*c217d954SCole Faust dst->desc() = configure_output(0);
77*c217d954SCole Faust return true;
78*c217d954SCole Faust }
79*c217d954SCole Faust return false;
80*c217d954SCole Faust }
81*c217d954SCole Faust
configure_output(size_t idx) const82*c217d954SCole Faust TensorDescriptor DeconvolutionLayerNode::configure_output(size_t idx) const
83*c217d954SCole Faust {
84*c217d954SCole Faust ARM_COMPUTE_UNUSED(idx);
85*c217d954SCole Faust const Tensor *src = input(0);
86*c217d954SCole Faust const Tensor *weights = input(1);
87*c217d954SCole Faust
88*c217d954SCole Faust ARM_COMPUTE_ERROR_ON(src == nullptr || weights == nullptr);
89*c217d954SCole Faust
90*c217d954SCole Faust TensorDescriptor output_info = compute_output_descriptor(src->desc(), weights->desc(), descriptor.info);
91*c217d954SCole Faust
92*c217d954SCole Faust if(!descriptor.out_quant_info.empty())
93*c217d954SCole Faust {
94*c217d954SCole Faust output_info.set_quantization_info(descriptor.out_quant_info);
95*c217d954SCole Faust }
96*c217d954SCole Faust
97*c217d954SCole Faust return output_info;
98*c217d954SCole Faust }
99*c217d954SCole Faust
type() const100*c217d954SCole Faust NodeType DeconvolutionLayerNode::type() const
101*c217d954SCole Faust {
102*c217d954SCole Faust return NodeType::DeconvolutionLayer;
103*c217d954SCole Faust }
104*c217d954SCole Faust
accept(INodeVisitor & v)105*c217d954SCole Faust void DeconvolutionLayerNode::accept(INodeVisitor &v)
106*c217d954SCole Faust {
107*c217d954SCole Faust v.visit(*this);
108*c217d954SCole Faust }
109*c217d954SCole Faust } // namespace graph
110*c217d954SCole Faust } // namespace arm_compute
111