geopm 3.1.1.dev410+g40bf96ed
GEOPM - Global Extensible Open Power Manager
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DenseLayer.hpp
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1/*
2 * Copyright (c) 2015 - 2024 Intel Corporation
3 * SPDX-License-Identifier: BSD-3-Clause
4 */
5
6#ifndef DENSELAYER_HPP_INCLUDE
7#define DENSELAYER_HPP_INCLUDE
8
9#include "TensorOneD.hpp"
10
11namespace geopm
12{
13 class TensorTwoD;
14
19 {
20 public:
33 static std::unique_ptr<DenseLayer> make_unique(const TensorTwoD &weights,
34 const TensorOneD &biases);
35 virtual ~DenseLayer() = default;
44 virtual TensorOneD forward(const TensorOneD &input) const = 0;
48 virtual size_t get_input_dim() const = 0;
52 virtual size_t get_output_dim() const = 0;
53
54 TensorOneD operator()(const TensorOneD &input) const;
55 };
56}
57
58#endif /* DENSELAYER_HPP_INCLUDE */
Class to store dense layers and perform operations on the layers' 1D and 2D Tensors,...
Definition DenseLayer.hpp:19
virtual TensorOneD forward(const TensorOneD &input) const =0
Perform inference using the instance weights and biases.
virtual ~DenseLayer()=default
static std::unique_ptr< DenseLayer > make_unique(const TensorTwoD &weights, const TensorOneD &biases)
Returns a unique_ptr to a concrete object constructed using the underlying implementation from an pai...
Definition DenseLayer.cpp:17
virtual size_t get_input_dim() const =0
Get the dimension required for the input TensorOneD.
virtual size_t get_output_dim() const =0
Get the dimension of the resulting TensorOneD.
TensorOneD operator()(const TensorOneD &input) const
Definition DenseLayer.cpp:23
Class to store and perform operations on 1D Tensors, aka vectors, suitable for use in feed-forward ne...
Definition TensorOneD.hpp:21
Class to manage data and operations related to 2D Tensors required for neural net inference.
Definition TensorTwoD.hpp:22
Definition Accumulator.cpp:12