semipy.methods

Warning

This section is in construction.

This module implements different SSL methods. The differences are in the loss computations that differ from one method to another.

Classes

API Reference	Description
semipy.methods.abstractMethod	Base class used to build SSL methods without PyTorch Lightning.
semipy.methods.CompleteCase	Applies complete case.
semipy.methods.PseudoLabel	Applies PseudoLabel method.
semipy.methods.FixMatch	Applies FixMatch method.
semipy.methods.PiModel	Applies PiModel method.
semipy.methods.VAT	Applies VAT method.
semipy.methods.AdaMatch	Applies AdaMatch metehod.
semipy.methods.utils.EMA	For using Exponential Moving Average on validation model's parameters.
semipy.methods.utils.DistAlign	To perform Distribution Alignment.
semipy.methods.utils.EarlyStopping	To monitor a specific metric in order to apply earlystopping.

Functions

API Reference	Description
semipy.methods.utils.get_metrics	Reads a metrics YAML file and outputs a dicitonary of metrics.
semipy.methods.functional.pseudolabel_loss	To compute PseudoLabel loss.
semipy.methods.functional.fixmatch_loss	To compute FixMatch loss.
semipy.methods.functional.pimodel_loss	To compute PiModel loss.
semipy.methods.functional.vat_loss	To compute VAT loss.
semipy.methods.functional.adamatch_loss	To compute AdaMatch loss.