xref: /aosp_15_r20/external/ComputeLibrary/arm_compute/graph/nodes/FullyConnectedLayerNode.h (revision c217d954acce2dbc11938adb493fc0abd69584f3)
1*c217d954SCole Faust /*
2*c217d954SCole Faust  * Copyright (c) 2018-2021 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 #ifndef ARM_COMPUTE_GRAPH_FULLY_CONNECTED_LAYER_NODE_H
25*c217d954SCole Faust #define ARM_COMPUTE_GRAPH_FULLY_CONNECTED_LAYER_NODE_H
26*c217d954SCole Faust 
27*c217d954SCole Faust #include "arm_compute/graph/INode.h"
28*c217d954SCole Faust 
29*c217d954SCole Faust namespace arm_compute
30*c217d954SCole Faust {
31*c217d954SCole Faust namespace graph
32*c217d954SCole Faust {
33*c217d954SCole Faust /** Fully Connected Layer node */
34*c217d954SCole Faust class FullyConnectedLayerNode final : public INode
35*c217d954SCole Faust {
36*c217d954SCole Faust public:
37*c217d954SCole Faust     /** Constructor
38*c217d954SCole Faust      *
39*c217d954SCole Faust      * @param[in] num_outputs    Number of neurons in the layer
40*c217d954SCole Faust      * @param[in] out_quant_info (Optional) Output quantization info
41*c217d954SCole Faust      * @param[in] fc_info        (Optional) Additional information about the fully connected layer
42*c217d954SCole Faust      * @param[in] fast_math_hint (Optional) Fast math hint
43*c217d954SCole Faust      */
44*c217d954SCole Faust     FullyConnectedLayerNode(unsigned int            num_outputs,
45*c217d954SCole Faust                             QuantizationInfo        out_quant_info = QuantizationInfo(),
46*c217d954SCole Faust                             FullyConnectedLayerInfo fc_info        = FullyConnectedLayerInfo(),
47*c217d954SCole Faust                             FastMathHint            fast_math_hint = FastMathHint::Disabled);
48*c217d954SCole Faust     /** Sets the fast math fast hint
49*c217d954SCole Faust      *
50*c217d954SCole Faust      * @param[in] hint Hint to use for fullyconnected layer
51*c217d954SCole Faust      */
52*c217d954SCole Faust     void set_fast_math_hint(FastMathHint hint);
53*c217d954SCole Faust     /** Fast math hint accessor
54*c217d954SCole Faust      *
55*c217d954SCole Faust      * @return Fast math hint to be used by the node
56*c217d954SCole Faust      */
57*c217d954SCole Faust     FastMathHint fast_math_hint() const;
58*c217d954SCole Faust     /** Sets fused activation
59*c217d954SCole Faust      *
60*c217d954SCole Faust      * @param[in] fused_activation Fused activation to set
61*c217d954SCole Faust      */
62*c217d954SCole Faust     void set_fused_activation(ActivationLayerInfo fused_activation);
63*c217d954SCole Faust     /** Computes weights descriptor
64*c217d954SCole Faust      *
65*c217d954SCole Faust      * @warning Works for inputs with 1D batch space
66*c217d954SCole Faust      *
67*c217d954SCole Faust      * @param[in] input_descriptor   Input descriptor
68*c217d954SCole Faust      * @param[in] num_outputs        Number of output neurons
69*c217d954SCole Faust      * @param[in] fc_info            (Optional) Additional information about the fully connected layer
70*c217d954SCole Faust      * @param[in] weights_quant_info (Optional) Weights quantization info
71*c217d954SCole Faust      *
72*c217d954SCole Faust      * @return Weights descriptor
73*c217d954SCole Faust      */
74*c217d954SCole Faust     static TensorDescriptor compute_weights_descriptor(const TensorDescriptor &input_descriptor,
75*c217d954SCole Faust                                                        unsigned int            num_outputs,
76*c217d954SCole Faust                                                        FullyConnectedLayerInfo fc_info            = FullyConnectedLayerInfo(),
77*c217d954SCole Faust                                                        const QuantizationInfo &weights_quant_info = QuantizationInfo());
78*c217d954SCole Faust     /** Computes fully connected layer output descriptor
79*c217d954SCole Faust      *
80*c217d954SCole Faust      * @warning Works for inputs with 1D batch space
81*c217d954SCole Faust      *
82*c217d954SCole Faust      * @param[in] input_descriptor Input descriptor
83*c217d954SCole Faust      * @param[in] num_outputs      Number of output neurons
84*c217d954SCole Faust      * @param[in] out_quant_info   (Optional) Weights quantization info
85*c217d954SCole Faust      *
86*c217d954SCole Faust      * @return Output descriptor
87*c217d954SCole Faust      */
88*c217d954SCole Faust     static TensorDescriptor compute_output_descriptor(const TensorDescriptor &input_descriptor,
89*c217d954SCole Faust                                                       unsigned int            num_outputs,
90*c217d954SCole Faust                                                       const QuantizationInfo &out_quant_info = QuantizationInfo());
91*c217d954SCole Faust     /** Fully connected layer addition information
92*c217d954SCole Faust      *
93*c217d954SCole Faust      * @return Additional information about the fully connected layer
94*c217d954SCole Faust      */
95*c217d954SCole Faust     FullyConnectedLayerInfo info() const;
96*c217d954SCole Faust 
97*c217d954SCole Faust     // Inherited overridden methods:
98*c217d954SCole Faust     NodeType         type() const override;
99*c217d954SCole Faust     bool             forward_descriptors() override;
100*c217d954SCole Faust     TensorDescriptor configure_output(size_t idx) const override;
101*c217d954SCole Faust     void accept(INodeVisitor &v) override;
102*c217d954SCole Faust 
103*c217d954SCole Faust     static constexpr NodeType node_type = NodeType::FullyConnectedLayer;
104*c217d954SCole Faust 
105*c217d954SCole Faust private:
106*c217d954SCole Faust     unsigned int            _num_outputs;
107*c217d954SCole Faust     QuantizationInfo        _out_quant_info;
108*c217d954SCole Faust     FullyConnectedLayerInfo _info;
109*c217d954SCole Faust     FastMathHint            _fast_math_hint;
110*c217d954SCole Faust };
111*c217d954SCole Faust } // namespace graph
112*c217d954SCole Faust } // namespace arm_compute
113*c217d954SCole Faust #endif /* ARM_COMPUTE_GRAPH_FULLY_CONNECTED_LAYER_NODE_H */
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