xref: /aosp_15_r20/external/ComputeLibrary/src/graph/nodes/FusedConvolutionBatchNormalizationNode.cpp (revision c217d954acce2dbc11938adb493fc0abd69584f3)
1*c217d954SCole Faust /*
2*c217d954SCole Faust  * Copyright (c) 2019 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/FusedConvolutionBatchNormalizationNode.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 {
FusedConvolutionBatchNormalizationNode(float epsilon,PadStrideInfo info,unsigned int num_groups,ConvolutionMethod method,FastMathHint fast_math_hint,ActivationLayerInfo fused_activation)35*c217d954SCole Faust FusedConvolutionBatchNormalizationNode::FusedConvolutionBatchNormalizationNode(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                                                                                ActivationLayerInfo fused_activation)
40*c217d954SCole Faust     : _epsilon(epsilon), _info(std::move(info)), _num_groups(num_groups), _method(method), _fast_math_hint(fast_math_hint), _fused_activation(fused_activation)
41*c217d954SCole Faust {
42*c217d954SCole Faust     _input_edges.resize(7, EmptyEdgeID);
43*c217d954SCole Faust     _outputs.resize(1, NullTensorID);
44*c217d954SCole Faust }
45*c217d954SCole Faust 
set_convolution_method(ConvolutionMethod method)46*c217d954SCole Faust void FusedConvolutionBatchNormalizationNode::set_convolution_method(ConvolutionMethod method)
47*c217d954SCole Faust {
48*c217d954SCole Faust     _method = method;
49*c217d954SCole Faust }
50*c217d954SCole Faust 
epsilon() const51*c217d954SCole Faust float FusedConvolutionBatchNormalizationNode::epsilon() const
52*c217d954SCole Faust {
53*c217d954SCole Faust     return _epsilon;
54*c217d954SCole Faust }
55*c217d954SCole Faust 
convolution_method() const56*c217d954SCole Faust ConvolutionMethod FusedConvolutionBatchNormalizationNode::convolution_method() const
57*c217d954SCole Faust {
58*c217d954SCole Faust     return _method;
59*c217d954SCole Faust }
60*c217d954SCole Faust 
set_fast_math_hint(FastMathHint hint)61*c217d954SCole Faust void FusedConvolutionBatchNormalizationNode::set_fast_math_hint(FastMathHint hint)
62*c217d954SCole Faust {
63*c217d954SCole Faust     _fast_math_hint = hint;
64*c217d954SCole Faust }
65*c217d954SCole Faust 
fast_math_hint() const66*c217d954SCole Faust FastMathHint FusedConvolutionBatchNormalizationNode::fast_math_hint() const
67*c217d954SCole Faust {
68*c217d954SCole Faust     return _fast_math_hint;
69*c217d954SCole Faust }
70*c217d954SCole Faust 
convolution_info() const71*c217d954SCole Faust PadStrideInfo FusedConvolutionBatchNormalizationNode::convolution_info() const
72*c217d954SCole Faust {
73*c217d954SCole Faust     return _info;
74*c217d954SCole Faust }
75*c217d954SCole Faust 
num_groups() const76*c217d954SCole Faust unsigned int FusedConvolutionBatchNormalizationNode::num_groups() const
77*c217d954SCole Faust {
78*c217d954SCole Faust     return _num_groups;
79*c217d954SCole Faust }
80*c217d954SCole Faust 
fused_activation() const81*c217d954SCole Faust ActivationLayerInfo FusedConvolutionBatchNormalizationNode::fused_activation() const
82*c217d954SCole Faust {
83*c217d954SCole Faust     return _fused_activation;
84*c217d954SCole Faust }
85*c217d954SCole Faust 
set_fused_activation(ActivationLayerInfo fused_activation)86*c217d954SCole Faust void FusedConvolutionBatchNormalizationNode::set_fused_activation(ActivationLayerInfo fused_activation)
87*c217d954SCole Faust {
88*c217d954SCole Faust     _fused_activation = fused_activation;
89*c217d954SCole Faust }
90*c217d954SCole Faust 
compute_output_descriptor(const TensorDescriptor & input_descriptor,const TensorDescriptor & weights_descriptor,const PadStrideInfo & info)91*c217d954SCole Faust TensorDescriptor FusedConvolutionBatchNormalizationNode::compute_output_descriptor(const TensorDescriptor &input_descriptor,
92*c217d954SCole Faust                                                                                    const TensorDescriptor &weights_descriptor,
93*c217d954SCole Faust                                                                                    const PadStrideInfo    &info)
94*c217d954SCole Faust {
95*c217d954SCole Faust     unsigned int output_width  = 0;
96*c217d954SCole Faust     unsigned int output_height = 0;
97*c217d954SCole Faust 
98*c217d954SCole Faust     const unsigned int input_width   = get_dimension_size(input_descriptor, DataLayoutDimension::WIDTH);
99*c217d954SCole Faust     const unsigned int input_height  = get_dimension_size(input_descriptor, DataLayoutDimension::HEIGHT);
100*c217d954SCole Faust     const unsigned int kernel_width  = get_dimension_size(weights_descriptor, DataLayoutDimension::WIDTH);
101*c217d954SCole Faust     const unsigned int kernel_height = get_dimension_size(weights_descriptor, DataLayoutDimension::HEIGHT);
102*c217d954SCole Faust 
103*c217d954SCole Faust     std::tie(output_width, output_height) = scaled_dimensions(input_width, input_height, kernel_width, kernel_height, info);
104*c217d954SCole Faust 
105*c217d954SCole Faust     const DataLayout data_layout       = input_descriptor.layout;
106*c217d954SCole Faust     TensorDescriptor output_descriptor = input_descriptor;
107*c217d954SCole Faust     output_descriptor.shape.set(get_dimension_idx(data_layout, DataLayoutDimension::WIDTH), output_width);
108*c217d954SCole Faust     output_descriptor.shape.set(get_dimension_idx(data_layout, DataLayoutDimension::HEIGHT), output_height);
109*c217d954SCole Faust     output_descriptor.shape.set(get_dimension_idx(data_layout, DataLayoutDimension::CHANNEL), weights_descriptor.shape[3]);
110*c217d954SCole Faust 
111*c217d954SCole Faust     return output_descriptor;
112*c217d954SCole Faust }
113*c217d954SCole Faust 
forward_descriptors()114*c217d954SCole Faust bool FusedConvolutionBatchNormalizationNode::forward_descriptors()
115*c217d954SCole Faust {
116*c217d954SCole Faust     if((input_id(0) != NullTensorID) && (input_id(1) != NullTensorID) && (output_id(0) != NullTensorID))
117*c217d954SCole Faust     {
118*c217d954SCole Faust         Tensor *dst = output(0);
119*c217d954SCole Faust         ARM_COMPUTE_ERROR_ON(dst == nullptr);
120*c217d954SCole Faust         dst->desc() = configure_output(0);
121*c217d954SCole Faust         return true;
122*c217d954SCole Faust     }
123*c217d954SCole Faust     return false;
124*c217d954SCole Faust }
125*c217d954SCole Faust 
configure_output(size_t idx) const126*c217d954SCole Faust TensorDescriptor FusedConvolutionBatchNormalizationNode::configure_output(size_t idx) const
127*c217d954SCole Faust {
128*c217d954SCole Faust     ARM_COMPUTE_UNUSED(idx);
129*c217d954SCole Faust     const Tensor *src     = input(0);
130*c217d954SCole Faust     const Tensor *weights = input(1);
131*c217d954SCole Faust 
132*c217d954SCole Faust     ARM_COMPUTE_ERROR_ON(src == nullptr || weights == nullptr);
133*c217d954SCole Faust 
134*c217d954SCole Faust     TensorDescriptor output_info = compute_output_descriptor(src->desc(), weights->desc(), _info);
135*c217d954SCole Faust 
136*c217d954SCole Faust     return output_info;
137*c217d954SCole Faust }
138*c217d954SCole Faust 
type() const139*c217d954SCole Faust NodeType FusedConvolutionBatchNormalizationNode::type() const
140*c217d954SCole Faust {
141*c217d954SCole Faust     return FusedConvolutionBatchNormalizationNode::node_type;
142*c217d954SCole Faust }
143*c217d954SCole Faust 
accept(INodeVisitor & v)144*c217d954SCole Faust void FusedConvolutionBatchNormalizationNode::accept(INodeVisitor &v)
145*c217d954SCole Faust {
146*c217d954SCole Faust     v.visit(*this);
147*c217d954SCole Faust }
148*c217d954SCole Faust } // namespace graph
149*c217d954SCole Faust } // namespace arm_compute
150