#include <n_Dx.h>

Inheritance diagram for FT::Pop::Op::NodeDx:

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Collaboration diagram for FT::Pop::Op::NodeDx:

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Public Member Functions
virtual	~NodeDx ()

virtual ArrayXf	getDerivative (Trace &state, int loc)=0

void	derivative (vector< ArrayXf > &gradients, Trace &state, int loc)

void	update (vector< ArrayXf > &gradients, Trace &state, float n, float a)

void	print_weight ()

bool	isNodeDx ()
	check of node type More...

Public Member Functions inherited from FT::Pop::Op::Node
	Node ()

virtual	~Node ()

virtual void	evaluate (const Data &data, State &state)=0
	Evaluates the node and updates the state states. More...

virtual void	eval_eqn (State &state)=0
	evaluates the node symbolically More...

unsigned int	total_arity ()

ArrayXf	limited (ArrayXf x)
	limits node output to be between MIN_FLT and MAX_FLT More...

void	eval_complexity (map< char, vector< unsigned int >> &cstate)
	evaluates complexity of this node in the context of its child nodes. More...

void	eval_complexity_db (map< char, vector< string >> &cstate)
	evaluates complexity of this node in the context of its child nodes. More...

virtual bool	isNodeTrain ()

std::unique_ptr< Node >	clone () const
	makes a unique copy of this node More...

std::unique_ptr< Node >	rnd_clone () const
	makes a randomized unique copy ofnode More...

Public Attributes
std::vector< float >	W

std::vector< float >	V

Public Attributes inherited from FT::Pop::Op::Node
string	name
	node type More...

string	variable_name
	variable name, if any More...

char	otype
	output type More...

std::map< char, unsigned int >	arity
	arity of the operator More...

int	complexity
	complexity of node More...

int	visits = 0

Additional Inherited Members
Protected Member Functions inherited from FT::Pop::Op::Node
virtual Node *	clone_impl () const =0

virtual Node *	rnd_clone_impl () const =0

Detailed Description

Definition at line 13 of file n_Dx.h.

Constructor & Destructor Documentation

◆ ~NodeDx()

FT::Pop::Op::NodeDx::~NodeDx ( )

virtual

Definition at line 8 of file n_Dx.cc.

Member Function Documentation

◆ derivative()

void FT::Pop::Op::NodeDx::derivative	(	vector< ArrayXf > &	gradients,
		Trace &	state,
		int	loc
	)

Definition at line 10 of file n_Dx.cc.

◆ getDerivative()

virtual ArrayXf FT::Pop::Op::NodeDx::getDerivative	(	Trace &	state,
		int	loc
	)

pure virtual

Implemented in FT::Pop::Op::NodeIfThenElse, FT::Pop::Op::NodeIf, FT::Pop::Op::NodeTanh, FT::Pop::Op::NodeSubtract, FT::Pop::Op::NodeSquare, FT::Pop::Op::NodeSqrt, FT::Pop::Op::NodeSin, FT::Pop::Op::NodeRelu, FT::Pop::Op::NodeMultiply, FT::Pop::Op::NodeLogit, FT::Pop::Op::NodeLog, FT::Pop::Op::NodeGaussian, FT::Pop::Op::NodeExponential, FT::Pop::Op::NodeExponent, FT::Pop::Op::NodeDivide, FT::Pop::Op::NodeCube, FT::Pop::Op::NodeCos, FT::Pop::Op::NodeAdd, and FT::Pop::Op::Node2dGaussian.

◆ isNodeDx()

bool FT::Pop::Op::NodeDx::isNodeDx ( )

virtual

check of node type

Reimplemented from FT::Pop::Op::Node.

Definition at line 80 of file n_Dx.cc.

◆ print_weight()

void FT::Pop::Op::NodeDx::print_weight ( )

Definition at line 71 of file n_Dx.cc.

◆ update()

void FT::Pop::Op::NodeDx::update	(	vector< ArrayXf > &	gradients,
		Trace &	state,
		float	n,
		float	a
	)

update weights via gradient descent + momentum

Parameters

n	: learning rate
a	: momentum v(t+1) = a * v(t) - n * gradient w(t+1) = w(t) + v(t+1)

Definition at line 15 of file n_Dx.cc.

Member Data Documentation

◆ V

std::vector<float> FT::Pop::Op::NodeDx::V

Definition at line 17 of file n_Dx.h.

◆ W

std::vector<float> FT::Pop::Op::NodeDx::W

Definition at line 16 of file n_Dx.h.

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

Public Member Functions

Public Attributes

Additional Inherited Members