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 */ 114