geopm::DenseLayerImp Class Reference

#include <DenseLayerImp.hpp>

Inheritance diagram for geopm::DenseLayerImp:

Collaboration diagram for geopm::DenseLayerImp:

Public Member Functions
	DenseLayerImp (const TensorTwoD &weights, const TensorOneD &biases)
	Constructor ingesting a TensoTwoD and TensorOneD object. More...
TensorOneD	forward (const TensorOneD &input) const override
	Inference step. More...
size_t	get_input_dim () const override
	Get the dimension required for the input TensorOneD. More...
size_t	get_output_dim () const override
	Get the dimension of the resulting TensorOneD. More...
Public Member Functions inherited from geopm::DenseLayer
virtual	~DenseLayer ()=default
TensorOneD	operator() (const TensorOneD &input) const

Additional Inherited Members
Static Public Member Functions inherited from geopm::DenseLayer
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 pair of weights and biases. More...

Constructor & Destructor Documentation

DenseLayerImp()

geopm::DenseLayerImp::DenseLayerImp	(	const TensorTwoD &	weights,
		const TensorOneD &	biases
	)

Constructor ingesting a TensoTwoD and TensorOneD object.

Parameters

[in]	weights	The TensorTwoD object containing weights
[in]	biases	The TensorOneD object containing biases

Exceptions

geopm::Exception	if the weights is empty
geopm::Exception	if the dimensions are incompatible, i.e. if weights rows is inequal to bias dimension.

Member Function Documentation

forward()

TensorOneD geopm::DenseLayerImp::forward ( const TensorOneD &  input ) const

overridevirtual

Inference step.

Parameters

[in]

input

The TensorOneD object operating upon the DenseLayer

Exceptions

geopm::Exception

if input vector is incompatible with the DenseLayer

Returns

Returns a TensorOneD object of output values

Implements geopm::DenseLayer.

get_input_dim()

size_t geopm::DenseLayerImp::get_input_dim ( ) const

overridevirtual

Get the dimension required for the input TensorOneD.

Returns

Returns a size_t equal to the number of columns of weights

Implements geopm::DenseLayer.

get_output_dim()

size_t geopm::DenseLayerImp::get_output_dim ( ) const

overridevirtual

Get the dimension of the resulting TensorOneD.

Returns

Returns a size_t equal to the number of rows of weights

Implements geopm::DenseLayer.

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The documentation for this class was generated from the following files:

• DenseLayerImp.hpp
• DenseLayer.cpp