geopm 3.1.1.dev410+g40bf96ed
GEOPM - Global Extensible Open Power Manager
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LocalNeuralNet.hpp
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1/*
2 * Copyright (c) 2015 - 2024 Intel Corporation
3 * SPDX-License-Identifier: BSD-3-Clause
4 */
5
6#ifndef LOCALNEURALNET_HPP_INCLUDE
7#define LOCALNEURALNET_HPP_INCLUDE
8
9#include "DenseLayer.hpp"
10#include "TensorOneD.hpp"
11
12namespace geopm
13{
14 class TensorTwoD;
15
18
20 {
21 public:
22 virtual ~LocalNeuralNet() = default;
28 static std::unique_ptr<LocalNeuralNet> make_unique(std::vector<std::shared_ptr<DenseLayer> > layers);
37 virtual TensorOneD forward(const TensorOneD &inp) const = 0;
41 virtual size_t get_input_dim() const = 0;
45 virtual size_t get_output_dim() const = 0;
46
47 TensorOneD operator()(const TensorOneD &input) const;
48 };
49}
50
51#endif /* LOCALNEURALNET_HPP_INCLUDE */
Class to manage data and operations of feed forward neural nets required for neural net inference.
Definition LocalNeuralNet.hpp:20
virtual ~LocalNeuralNet()=default
virtual size_t get_input_dim() const =0
Get the dimension required for the input TensorOneD.
static std::unique_ptr< LocalNeuralNet > make_unique(std::vector< std::shared_ptr< DenseLayer > > layers)
Returns a unique_ptr to a concrete object constructed using the underlying implementation from a vect...
Definition LocalNeuralNet.cpp:18
virtual size_t get_output_dim() const =0
Get the dimension of the resulting TensorOneD.
virtual TensorOneD forward(const TensorOneD &inp) const =0
Perform inference using the instance weights and biases.
TensorOneD operator()(const TensorOneD &input) const
Definition LocalNeuralNet.cpp:73
Class to store and perform operations on 1D Tensors, aka vectors, suitable for use in feed-forward ne...
Definition TensorOneD.hpp:21
Definition Accumulator.cpp:12