1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143
|
/*
* Copyright (c) 2019, 2021 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to
* deal in the Software without restriction, including without limitation the
* rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
* sell copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in all
* copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
* SOFTWARE.
*/
#ifndef ARM_COMPUTE_GRAPH_FUSED_CONVOLUTION_BATCH_NORMALIZATION_NODE_H
#define ARM_COMPUTE_GRAPH_FUSED_CONVOLUTION_BATCH_NORMALIZATION_NODE_H
#include "arm_compute/graph/INode.h"
namespace arm_compute
{
namespace graph
{
/** Batch Normalization node */
class FusedConvolutionBatchNormalizationNode final : public INode
{
public:
/** Constructor
*
* @param[in] epsilon Epsilon parameter.
* @param[in] info Convolution layer attributes.
* @param[in] num_groups (Optional) Number of groups (Defaults to 1)
* @param[in] method (Optional) Convolution method to use
* @param[in] fast_math_hint (Optional) Fast math hint
* @param[in] fused_activation (Optional) Fused activation layer. Disabled if not specified
*/
FusedConvolutionBatchNormalizationNode(float epsilon,
PadStrideInfo info,
unsigned int num_groups = 1,
ConvolutionMethod method = ConvolutionMethod::Default,
FastMathHint fast_math_hint = FastMathHint::Disabled,
ActivationLayerInfo fused_activation = ActivationLayerInfo());
/** Epsilon parameter accessor
*
* @return Epsilon parameter
*/
float epsilon() const;
/** Returns fused activation
*
* @return Fused activation
*/
ActivationLayerInfo fused_activation() const;
/** Sets fused activation
*
* @param[in] fused_activation Fused activation to set
*/
void set_fused_activation(ActivationLayerInfo fused_activation);
/** Computes convolution output descriptor
*
* @param[in] input_descriptor Input descriptor
* @param[in] weights_descriptor Weights descriptor
* @param[in] info Convolution operation attributes
*
* @return Output descriptor
*/
static TensorDescriptor compute_output_descriptor(const TensorDescriptor &input_descriptor,
const TensorDescriptor &weights_descriptor,
const PadStrideInfo &info);
/** Sets the convolution layer method to use
*
* @param[in] method Method to use for convolution
*/
void set_convolution_method(ConvolutionMethod method);
/** Number of groups in convolution accessor
*
* @return Number of groups in convolution
*/
unsigned int num_groups() const;
/** Convolution layer method accessor
*
* @note This is an indication on which convolution layer implementation to use,
* if it fails to be created the library's heuristic approach will be used
*
* @return Convolution layer method to be used by the node
*/
ConvolutionMethod convolution_method() const;
/** Sets the fast math hint
*
* @param[in] hint Hint to use for convolution
*/
void set_fast_math_hint(FastMathHint hint);
/** Fast math hint accessor
*
* @return Fast math hint to be used by the node
*/
FastMathHint fast_math_hint() const;
/** Convolution metadata accessor
*
* @return Convolution information
*/
PadStrideInfo convolution_info() const;
// Inherited overridden methods:
NodeType type() const override;
bool forward_descriptors() override;
TensorDescriptor configure_output(size_t idx) const override;
void accept(INodeVisitor &v) override;
public:
static constexpr NodeType node_type = NodeType::FusedConvolutionBatchNormalizationLayer;
private:
float _epsilon;
PadStrideInfo _info;
unsigned int _num_groups;
ConvolutionMethod _method;
FastMathHint _fast_math_hint;
ActivationLayerInfo _fused_activation;
};
} // namespace graph
} // namespace arm_compute
#endif /* ARM_COMPUTE_GRAPH_BATCH_NORMALIZATION_LAYER_NODE_H */
|