pyhelios.ParameterOptimization.Adam Class Reference

AdamW gradient-based optimization. More...

Detailed Description

AdamW gradient-based optimization.

Noise-tolerant and dependency-free. Requires a gradient, either supplied directly or estimated with finite_difference=True.

Definition at line 343 of file ParameterOptimization.py.

Static Public Attributes
int	max_iterations = 200
float	learning_rate = 0.01
float	beta1 = 0.9
float	beta2 = 0.999
float	epsilon = 1e-8
float	weight_decay = 0.0
float	ftol_rel = 1e-6
float	xtol_rel = 1e-6

Protected Member Functions
	_to_struct (self)

Member Function Documentation

_to_struct()

pyhelios.ParameterOptimization.Adam._to_struct ( self )

protected

Definition at line 354 of file ParameterOptimization.py.

Member Data Documentation

beta1

float pyhelios.ParameterOptimization.Adam.beta1 = 0.9

static

Definition at line 347 of file ParameterOptimization.py.

beta2

float pyhelios.ParameterOptimization.Adam.beta2 = 0.999

static

Definition at line 348 of file ParameterOptimization.py.

epsilon

float pyhelios.ParameterOptimization.Adam.epsilon = 1e-8

static

Definition at line 349 of file ParameterOptimization.py.

ftol_rel

float pyhelios.ParameterOptimization.Adam.ftol_rel = 1e-6

static

Definition at line 351 of file ParameterOptimization.py.

learning_rate

float pyhelios.ParameterOptimization.Adam.learning_rate = 0.01

static

Definition at line 346 of file ParameterOptimization.py.

max_iterations

int pyhelios.ParameterOptimization.Adam.max_iterations = 200

static

Definition at line 345 of file ParameterOptimization.py.

weight_decay

float pyhelios.ParameterOptimization.Adam.weight_decay = 0.0

static

Definition at line 350 of file ParameterOptimization.py.

xtol_rel

float pyhelios.ParameterOptimization.Adam.xtol_rel = 1e-6

static

Definition at line 352 of file ParameterOptimization.py.

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

• pyhelios/ParameterOptimization.py