tesseract::FullyConnected Class Reference

#include <fullyconnected.h>

Inheritance diagram for tesseract::FullyConnected:

Collaboration diagram for tesseract::FullyConnected:

Public Member Functions
	FullyConnected (const STRING &name, int ni, int no, NetworkType type)
virtual	~FullyConnected ()=default
StaticShape	OutputShape (const StaticShape &input_shape) const override
STRING	spec () const override
void	ChangeType (NetworkType type)
void	SetEnableTraining (TrainingState state) override
int	InitWeights (float range, TRand *randomizer) override
int	RemapOutputs (int old_no, const std::vector< int > &code_map) override
void	ConvertToInt () override
void	DebugWeights () override
bool	Serialize (TFile *fp) const override
bool	DeSerialize (TFile *fp) override
void	Forward (bool debug, const NetworkIO &input, const TransposedArray *input_transpose, NetworkScratch *scratch, NetworkIO *output) override
void	SetupForward (const NetworkIO &input, const TransposedArray *input_transpose)
void	ForwardTimeStep (int t, double *output_line)
void	ForwardTimeStep (const double *d_input, int t, double *output_line)
void	ForwardTimeStep (const int8_t *i_input, int t, double *output_line)
bool	Backward (bool debug, const NetworkIO &fwd_deltas, NetworkScratch *scratch, NetworkIO *back_deltas) override
void	BackwardTimeStep (const NetworkIO &fwd_deltas, int t, double *curr_errors, TransposedArray *errors_t, double *backprop)
void	FinishBackward (const TransposedArray &errors_t)
void	Update (float learning_rate, float momentum, float adam_beta, int num_samples) override
void	CountAlternators (const Network &other, double *same, double *changed) const override
Public Member Functions inherited from tesseract::Network
	Network ()
	Network (NetworkType type, const STRING &name, int ni, int no)
virtual	~Network ()=default
NetworkType	type () const
bool	IsTraining () const
bool	needs_to_backprop () const
int	num_weights () const
int	NumInputs () const
int	NumOutputs () const
virtual StaticShape	InputShape () const
const STRING &	name () const
bool	TestFlag (NetworkFlags flag) const
virtual bool	IsPlumbingType () const
virtual void	SetNetworkFlags (uint32_t flags)
virtual void	SetRandomizer (TRand *randomizer)
virtual bool	SetupNeedsBackprop (bool needs_backprop)
virtual int	XScaleFactor () const
virtual void	CacheXScaleFactor (int factor)
void	DisplayForward (const NetworkIO &matrix)
void	DisplayBackward (const NetworkIO &matrix)

Protected Attributes
WeightMatrix	weights_
TransposedArray	source_t_
const TransposedArray *	external_source_
NetworkIO	acts_
bool	int_mode_
Protected Attributes inherited from tesseract::Network
NetworkType	type_
TrainingState	training_
bool	needs_to_backprop_
int32_t	network_flags_
int32_t	ni_
int32_t	no_
int32_t	num_weights_
STRING	name_
ScrollView *	forward_win_
ScrollView *	backward_win_
TRand *	randomizer_

Additional Inherited Members
Static Public Member Functions inherited from tesseract::Network
static Network *	CreateFromFile (TFile *fp)
static void	ClearWindow (bool tess_coords, const char *window_name, int width, int height, ScrollView **window)
static int	DisplayImage (Pix *pix, ScrollView *window)
Protected Member Functions inherited from tesseract::Network
double	Random (double range)
Static Protected Attributes inherited from tesseract::Network
static char const *const	kTypeNames [NT_COUNT]

Constructor & Destructor Documentation

FullyConnected()

tesseract::FullyConnected::FullyConnected	(	const STRING &	name,
		int	ni,
		int	no,
		NetworkType	type
	)

~FullyConnected()

virtual tesseract::FullyConnected::~FullyConnected ( )

virtualdefault

Member Function Documentation

Backward()

bool tesseract::FullyConnected::Backward ( bool  debug, const NetworkIO &  fwd_deltas, NetworkScratch *  scratch, NetworkIO *  back_deltas  )

overridevirtual

Reimplemented from tesseract::Network.

BackwardTimeStep()

void tesseract::FullyConnected::BackwardTimeStep	(	const NetworkIO &	fwd_deltas,
		int	t,
		double *	curr_errors,
		TransposedArray *	errors_t,
		double *	backprop
	)

ChangeType()

void tesseract::FullyConnected::ChangeType ( NetworkType  type )

inline

ConvertToInt()

void tesseract::FullyConnected::ConvertToInt ( )

overridevirtual

Reimplemented from tesseract::Network.

CountAlternators()

void tesseract::FullyConnected::CountAlternators ( const Network &  other, double *  same, double *  changed  ) const

overridevirtual

Reimplemented from tesseract::Network.

DebugWeights()

void tesseract::FullyConnected::DebugWeights ( )

overridevirtual

Reimplemented from tesseract::Network.

DeSerialize()

bool tesseract::FullyConnected::DeSerialize ( TFile *  fp )

overridevirtual

Reimplemented from tesseract::Network.

FinishBackward()

void tesseract::FullyConnected::FinishBackward

(

const TransposedArray &

errors_t

)

Forward()

void tesseract::FullyConnected::Forward ( bool  debug, const NetworkIO &  input, const TransposedArray *  input_transpose, NetworkScratch *  scratch, NetworkIO *  output  )

overridevirtual

Reimplemented from tesseract::Network.

ForwardTimeStep() [1/3]

void tesseract::FullyConnected::ForwardTimeStep	(	int	t,
		double *	output_line
	)

ForwardTimeStep() [2/3]

void tesseract::FullyConnected::ForwardTimeStep	(	const double *	d_input,
		int	t,
		double *	output_line
	)

ForwardTimeStep() [3/3]

void tesseract::FullyConnected::ForwardTimeStep	(	const int8_t *	i_input,
		int	t,
		double *	output_line
	)

InitWeights()

int tesseract::FullyConnected::InitWeights ( float  range, TRand *  randomizer  )

overridevirtual

Reimplemented from tesseract::Network.

OutputShape()

StaticShape tesseract::FullyConnected::OutputShape ( const StaticShape &  input_shape ) const

overridevirtual

Reimplemented from tesseract::Network.

RemapOutputs()

int tesseract::FullyConnected::RemapOutputs ( int  old_no, const std::vector< int > &  code_map  )

overridevirtual

Reimplemented from tesseract::Network.

Serialize()

bool tesseract::FullyConnected::Serialize ( TFile *  fp ) const

overridevirtual

Reimplemented from tesseract::Network.

SetEnableTraining()

void tesseract::FullyConnected::SetEnableTraining ( TrainingState  state )

overridevirtual

Reimplemented from tesseract::Network.

SetupForward()

void tesseract::FullyConnected::SetupForward	(	const NetworkIO &	input,
		const TransposedArray *	input_transpose
	)

spec()

STRING tesseract::FullyConnected::spec ( ) const

inlineoverridevirtual

Reimplemented from tesseract::Network.

Update()

void tesseract::FullyConnected::Update ( float  learning_rate, float  momentum, float  adam_beta, int  num_samples  )

overridevirtual

Reimplemented from tesseract::Network.

Member Data Documentation

acts_

NetworkIO tesseract::FullyConnected::acts_

protected

external_source_

const TransposedArray* tesseract::FullyConnected::external_source_

protected

int_mode_

bool tesseract::FullyConnected::int_mode_

protected

source_t_

TransposedArray tesseract::FullyConnected::source_t_

protected

weights_

WeightMatrix tesseract::FullyConnected::weights_

protected

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

• /home/stephane/src/tesseract/src/lstm/fullyconnected.h
• /home/stephane/src/tesseract/src/lstm/fullyconnected.cpp