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/nodes/FusedConvolutionBatchNormalizationWithPostOpsNode.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 {
FusedConvolutionBatchNormalizationWithPostOpsNode(float epsilon,PadStrideInfo info,unsigned int num_groups,ConvolutionMethod method,FastMathHint fast_math_hint)35 *c217d954SCole Faust FusedConvolutionBatchNormalizationWithPostOpsNode::FusedConvolutionBatchNormalizationWithPostOpsNode(float epsilon, PadStrideInfo info,
36 *c217d954SCole Faust unsigned int num_groups,
37 *c217d954SCole Faust ConvolutionMethod method,
38 *c217d954SCole Faust FastMathHint fast_math_hint)
39 *c217d954SCole Faust : _epsilon(epsilon), _info(std::move(info)), _num_groups(num_groups), _method(method), _fast_math_hint(fast_math_hint)
40 *c217d954SCole Faust {
41 *c217d954SCole Faust _input_edges.resize(8, EmptyEdgeID);
42 *c217d954SCole Faust _outputs.resize(1, NullTensorID);
43 *c217d954SCole Faust }
44 *c217d954SCole Faust
set_convolution_method(ConvolutionMethod method)45 *c217d954SCole Faust void FusedConvolutionBatchNormalizationWithPostOpsNode::set_convolution_method(ConvolutionMethod method)
46 *c217d954SCole Faust {
47 *c217d954SCole Faust _method = method;
48 *c217d954SCole Faust }
49 *c217d954SCole Faust
epsilon() const50 *c217d954SCole Faust float FusedConvolutionBatchNormalizationWithPostOpsNode::epsilon() const
51 *c217d954SCole Faust {
52 *c217d954SCole Faust return _epsilon;
53 *c217d954SCole Faust }
54 *c217d954SCole Faust
convolution_method() const55 *c217d954SCole Faust ConvolutionMethod FusedConvolutionBatchNormalizationWithPostOpsNode::convolution_method() const
56 *c217d954SCole Faust {
57 *c217d954SCole Faust return _method;
58 *c217d954SCole Faust }
59 *c217d954SCole Faust
set_fast_math_hint(FastMathHint hint)60 *c217d954SCole Faust void FusedConvolutionBatchNormalizationWithPostOpsNode::set_fast_math_hint(FastMathHint hint)
61 *c217d954SCole Faust {
62 *c217d954SCole Faust _fast_math_hint = hint;
63 *c217d954SCole Faust }
64 *c217d954SCole Faust
fast_math_hint() const65 *c217d954SCole Faust FastMathHint FusedConvolutionBatchNormalizationWithPostOpsNode::fast_math_hint() const
66 *c217d954SCole Faust {
67 *c217d954SCole Faust return _fast_math_hint;
68 *c217d954SCole Faust }
69 *c217d954SCole Faust
convolution_info() const70 *c217d954SCole Faust PadStrideInfo FusedConvolutionBatchNormalizationWithPostOpsNode::convolution_info() const
71 *c217d954SCole Faust {
72 *c217d954SCole Faust return _info;
73 *c217d954SCole Faust }
74 *c217d954SCole Faust
num_groups() const75 *c217d954SCole Faust unsigned int FusedConvolutionBatchNormalizationWithPostOpsNode::num_groups() const
76 *c217d954SCole Faust {
77 *c217d954SCole Faust return _num_groups;
78 *c217d954SCole Faust }
79 *c217d954SCole Faust
compute_output_descriptor(const TensorDescriptor & input_descriptor,const TensorDescriptor & weights_descriptor,const PadStrideInfo & info)80 *c217d954SCole Faust TensorDescriptor FusedConvolutionBatchNormalizationWithPostOpsNode::compute_output_descriptor(const TensorDescriptor &input_descriptor,
81 *c217d954SCole Faust const TensorDescriptor &weights_descriptor,
82 *c217d954SCole Faust const PadStrideInfo &info)
83 *c217d954SCole Faust {
84 *c217d954SCole Faust unsigned int output_width = 0;
85 *c217d954SCole Faust unsigned int output_height = 0;
86 *c217d954SCole Faust
87 *c217d954SCole Faust const unsigned int input_width = get_dimension_size(input_descriptor, DataLayoutDimension::WIDTH);
88 *c217d954SCole Faust const unsigned int input_height = get_dimension_size(input_descriptor, DataLayoutDimension::HEIGHT);
89 *c217d954SCole Faust const unsigned int kernel_width = get_dimension_size(weights_descriptor, DataLayoutDimension::WIDTH);
90 *c217d954SCole Faust const unsigned int kernel_height = get_dimension_size(weights_descriptor, DataLayoutDimension::HEIGHT);
91 *c217d954SCole Faust
92 *c217d954SCole Faust std::tie(output_width, output_height) = scaled_dimensions(input_width, input_height, kernel_width, kernel_height, info);
93 *c217d954SCole Faust
94 *c217d954SCole Faust const DataLayout data_layout = input_descriptor.layout;
95 *c217d954SCole Faust TensorDescriptor output_descriptor = input_descriptor;
96 *c217d954SCole Faust output_descriptor.shape.set(get_dimension_idx(data_layout, DataLayoutDimension::WIDTH), output_width);
97 *c217d954SCole Faust output_descriptor.shape.set(get_dimension_idx(data_layout, DataLayoutDimension::HEIGHT), output_height);
98 *c217d954SCole Faust output_descriptor.shape.set(get_dimension_idx(data_layout, DataLayoutDimension::CHANNEL), weights_descriptor.shape[3]);
99 *c217d954SCole Faust
100 *c217d954SCole Faust return output_descriptor;
101 *c217d954SCole Faust }
102 *c217d954SCole Faust
forward_descriptors()103 *c217d954SCole Faust bool FusedConvolutionBatchNormalizationWithPostOpsNode::forward_descriptors()
104 *c217d954SCole Faust {
105 *c217d954SCole Faust if((input_id(0) != NullTensorID) && (input_id(1) != NullTensorID) && (output_id(0) != NullTensorID))
106 *c217d954SCole Faust {
107 *c217d954SCole Faust Tensor *dst = output(0);
108 *c217d954SCole Faust ARM_COMPUTE_ERROR_ON(dst == nullptr);
109 *c217d954SCole Faust dst->desc() = configure_output(0);
110 *c217d954SCole Faust return true;
111 *c217d954SCole Faust }
112 *c217d954SCole Faust return false;
113 *c217d954SCole Faust }
114 *c217d954SCole Faust
configure_output(size_t idx) const115 *c217d954SCole Faust TensorDescriptor FusedConvolutionBatchNormalizationWithPostOpsNode::configure_output(size_t idx) const
116 *c217d954SCole Faust {
117 *c217d954SCole Faust ARM_COMPUTE_UNUSED(idx);
118 *c217d954SCole Faust const Tensor *src = input(0);
119 *c217d954SCole Faust const Tensor *weights = input(1);
120 *c217d954SCole Faust
121 *c217d954SCole Faust ARM_COMPUTE_ERROR_ON(src == nullptr || weights == nullptr);
122 *c217d954SCole Faust
123 *c217d954SCole Faust TensorDescriptor output_info = compute_output_descriptor(src->desc(), weights->desc(), _info);
124 *c217d954SCole Faust
125 *c217d954SCole Faust return output_info;
126 *c217d954SCole Faust }
127 *c217d954SCole Faust
type() const128 *c217d954SCole Faust NodeType FusedConvolutionBatchNormalizationWithPostOpsNode::type() const
129 *c217d954SCole Faust {
130 *c217d954SCole Faust return FusedConvolutionBatchNormalizationWithPostOpsNode::node_type;
131 *c217d954SCole Faust }
132 *c217d954SCole Faust
accept(INodeVisitor & v)133 *c217d954SCole Faust void FusedConvolutionBatchNormalizationWithPostOpsNode::accept(INodeVisitor &v)
134 *c217d954SCole Faust {
135 *c217d954SCole Faust v.visit(*this);
136 *c217d954SCole Faust }
137 *c217d954SCole Faust } // namespace graph
138 *c217d954SCole Faust } // namespace arm_compute
139