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Georgios Pinitasd8734b52017-12-22 15:27:52 +00001/*
Michele Di Giorgiod9eaf612020-07-08 11:12:57 +01002 * Copyright (c) 2018-2020 Arm Limited.
Georgios Pinitasd8734b52017-12-22 15:27:52 +00003 *
4 * SPDX-License-Identifier: MIT
5 *
6 * Permission is hereby granted, free of charge, to any person obtaining a copy
7 * of this software and associated documentation files (the "Software"), to
8 * deal in the Software without restriction, including without limitation the
9 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10 * sell copies of the Software, and to permit persons to whom the Software is
11 * furnished to do so, subject to the following conditions:
12 *
13 * The above copyright notice and this permission notice shall be included in all
14 * copies or substantial portions of the Software.
15 *
16 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22 * SOFTWARE.
23 */
Michalis Spyrouf4643372019-11-29 16:17:13 +000024#ifndef ARM_COMPUTE_GRAPH_FULLY_CONNECTED_LAYER_NODE_H
25#define ARM_COMPUTE_GRAPH_FULLY_CONNECTED_LAYER_NODE_H
Georgios Pinitasd8734b52017-12-22 15:27:52 +000026
Georgios Pinitasd9eb2752018-04-03 13:44:29 +010027#include "arm_compute/graph/INode.h"
Georgios Pinitasd8734b52017-12-22 15:27:52 +000028
29namespace arm_compute
30{
Georgios Pinitasd9eb2752018-04-03 13:44:29 +010031namespace graph
Georgios Pinitasd8734b52017-12-22 15:27:52 +000032{
Alex Gildayc357c472018-03-21 13:54:09 +000033/** Fully Connected Layer node */
Georgios Pinitasd8734b52017-12-22 15:27:52 +000034class FullyConnectedLayerNode final : public INode
35{
36public:
37 /** Constructor
38 *
Georgios Pinitas2f1366a2018-07-31 16:33:06 +010039 * @param[in] num_outputs Number of neurons in the layer
40 * @param[in] out_quant_info (Optional) Output quantization info
41 * @param[in] fc_info (Optional) Additional information about the fully connected layer
Georgios Pinitasd8734b52017-12-22 15:27:52 +000042 */
Georgios Pinitas2f1366a2018-07-31 16:33:06 +010043 FullyConnectedLayerNode(unsigned int num_outputs,
44 QuantizationInfo out_quant_info = QuantizationInfo(),
45 FullyConnectedLayerInfo fc_info = FullyConnectedLayerInfo());
Giorgio Arena1856ff72020-02-07 13:46:45 +000046 /** Sets fused activation
47 *
48 * @param[in] fused_activation Fused activation to set
49 */
50 void set_fused_activation(ActivationLayerInfo fused_activation);
Georgios Pinitascac13b12018-04-27 19:07:19 +010051 /** Computes weights descriptor
Georgios Pinitasd8734b52017-12-22 15:27:52 +000052 *
53 * @warning Works for inputs with 1D batch space
54 *
Georgios Pinitas2f1366a2018-07-31 16:33:06 +010055 * @param[in] input_descriptor Input descriptor
56 * @param[in] num_outputs Number of output neurons
Georgios Pinitas195b0ba2018-08-02 17:18:51 +010057 * @param[in] fc_info (Optional) Additional information about the fully connected layer
Georgios Pinitas2f1366a2018-07-31 16:33:06 +010058 * @param[in] weights_quant_info (Optional) Weights quantization info
Georgios Pinitasd8734b52017-12-22 15:27:52 +000059 *
Georgios Pinitascac13b12018-04-27 19:07:19 +010060 * @return Weights descriptor
Georgios Pinitasd8734b52017-12-22 15:27:52 +000061 */
Georgios Pinitas2f1366a2018-07-31 16:33:06 +010062 static TensorDescriptor compute_weights_descriptor(const TensorDescriptor &input_descriptor,
63 unsigned int num_outputs,
Georgios Pinitas195b0ba2018-08-02 17:18:51 +010064 FullyConnectedLayerInfo fc_info = FullyConnectedLayerInfo(),
Michalis Spyrou6260e192019-06-06 13:47:38 +010065 const QuantizationInfo &weights_quant_info = QuantizationInfo());
Georgios Pinitascac13b12018-04-27 19:07:19 +010066 /** Computes fully connected layer output descriptor
Georgios Pinitasd8734b52017-12-22 15:27:52 +000067 *
68 * @warning Works for inputs with 1D batch space
69 *
Georgios Pinitascac13b12018-04-27 19:07:19 +010070 * @param[in] input_descriptor Input descriptor
71 * @param[in] num_outputs Number of output neurons
Georgios Pinitas2f1366a2018-07-31 16:33:06 +010072 * @param[in] out_quant_info (Optional) Weights quantization info
Georgios Pinitasd8734b52017-12-22 15:27:52 +000073 *
Georgios Pinitascac13b12018-04-27 19:07:19 +010074 * @return Output descriptor
Georgios Pinitasd8734b52017-12-22 15:27:52 +000075 */
Georgios Pinitas2f1366a2018-07-31 16:33:06 +010076 static TensorDescriptor compute_output_descriptor(const TensorDescriptor &input_descriptor,
77 unsigned int num_outputs,
Michalis Spyrou6260e192019-06-06 13:47:38 +010078 const QuantizationInfo &out_quant_info = QuantizationInfo());
Georgios Pinitas7d66a8e2018-07-17 12:28:42 +010079 /** Fully connected layer addition information
80 *
81 * @return Additional information about the fully connected layer
82 */
83 FullyConnectedLayerInfo info() const;
Georgios Pinitasd8734b52017-12-22 15:27:52 +000084
85 // Inherited overridden methods:
Georgios Pinitasd8734b52017-12-22 15:27:52 +000086 NodeType type() const override;
87 bool forward_descriptors() override;
88 TensorDescriptor configure_output(size_t idx) const override;
89 void accept(INodeVisitor &v) override;
90
Giorgio Arena1856ff72020-02-07 13:46:45 +000091 static constexpr NodeType node_type = NodeType::FullyConnectedLayer;
92
Georgios Pinitasd8734b52017-12-22 15:27:52 +000093private:
Georgios Pinitas7d66a8e2018-07-17 12:28:42 +010094 unsigned int _num_outputs;
Georgios Pinitas2f1366a2018-07-31 16:33:06 +010095 QuantizationInfo _out_quant_info;
Georgios Pinitas7d66a8e2018-07-17 12:28:42 +010096 FullyConnectedLayerInfo _info;
Georgios Pinitasd8734b52017-12-22 15:27:52 +000097};
Georgios Pinitasd9eb2752018-04-03 13:44:29 +010098} // namespace graph
Georgios Pinitasd8734b52017-12-22 15:27:52 +000099} // namespace arm_compute
Michalis Spyrouf4643372019-11-29 16:17:13 +0000100#endif /* ARM_COMPUTE_GRAPH_FULLY_CONNECTED_LAYER_NODE_H */