Snorkel Slicing Package

Programmatic data set slicing: SF creation, monitoring utilities, and representation learning for slices.

apply.dask.DaskSFApplier	SF applier for a Dask DataFrame.
sf.nlp.NLPSlicingFunction	Special labeling function type for spaCy-based LFs.
apply.dask.PandasParallelSFApplier	Parallel SF applier for a Pandas DataFrame.
PandasSFApplier	SF applier for a Pandas DataFrame.
SFApplier	SF applier for a list of data points.
SliceAwareClassifier	A slice-aware classifier that supports training + scoring on slice labels.
SliceCombinerModule	A module for combining the weighted representations learned by slices.
SlicingFunction	Base class for slicing functions.
apply.spark.SparkSFApplier	alias of snorkel.labeling.apply.spark.SparkLFApplier
add_slice_labels	Modify a dataloader in-place, adding labels for slice tasks.
convert_to_slice_tasks	Add slice labels to dataloader and creates new slice tasks (including base slice).
sf.nlp.nlp_slicing_function	Decorator to define a NLPSlicingFunction child object from a function.
slice_dataframe	Return a dataframe with examples corresponding to specified SlicingFunction.
slicing_function	Decorator to define a SlicingFunction object from a function.