Snorkel Labeling Package

Programmatic data set labeling: LF creation, models, and analysis utilities.

apply.dask.DaskLFApplier	LF applier for a Dask DataFrame.
LFAnalysis	Run analyses on LFs using label matrix.
LFApplier	LF applier for a list of data points (e.g.
LabelModel	A conditionally independent LabelModel to learn LF weights and assign training labels.
LabelingFunction	Base class for labeling functions.
MajorityClassVoter	Majority class label model.
MajorityLabelVoter	Majority vote label model.
lf.nlp.NLPLabelingFunction	Special labeling function type for spaCy-based LFs.
PandasLFApplier	LF applier for a Pandas DataFrame.
apply.dask.PandasParallelLFApplier	Parallel LF applier for a Pandas DataFrame.
RandomVoter	Random vote label model.
apply.spark.SparkLFApplier	LF applier for a Spark RDD.
lf.nlp_spark.SparkNLPLabelingFunction	Special labeling function type for SpaCy-based LFs running on Spark.
filter_unlabeled_dataframe	Filter out examples not covered by any labeling function.
labeling_function	Decorator to define a LabelingFunction object from a function.
lf.nlp.nlp_labeling_function	Decorator to define an NLPLabelingFunction object from a function.
lf.nlp_spark.spark_nlp_labeling_function	Decorator to define a SparkNLPLabelingFunction object from a function.