templates

LF template schema

Template-based LFs can be written in notebook and added to the core platform like below:

from templates import KeywordTemplateSchema
keyword_template = KeywordTemplateSchema(
    field = "text",
    keywords = ["keyword1", "keyword2"],
    operator = "CONTAINS",
)

from snorkelflow.lfs import LF
lf = LF(name="my_lf", label=0, templates=[keyword_template.to_dict()])

sf.add_lf(node, lf)

Template schema

BoundingPolygonTemplateSchema(*args, **kwargs)	Bounding Polygon template
BoundingRectangleTemplateSchema(*args, **kwargs)	Bounding Rectangle template
CrowdWorkerTemplateSchema(*args, **kwargs)	Crowd Worker template
CustomSVMSequenceTemplateSchema(*args, **kwargs)	Custom SMV Sequence Template
DictTemplateSchema(*args, **kwargs)	Dictionary template
EmbeddingNNTemplateSchema(*args, **kwargs)	Template schema for EmbeddingsNearestNeighbor
ExternalModelTemplateSchema(*args, **kwargs)	External Model template
FieldLengthTemplateSchema(*args, **kwargs)	Field Length template
FullTextRegexTemplateSchema(*args, **kwargs)	Full Text Regex template
FuzzyKeywordTemplateSchema(*args, **kwargs)	Fuzzy Keyword template
ImageImageComparatorTemplateSchema(*args, ...)	Image Image Comparator template
ImageModelBasedTemplateSchema(*args, **kwargs)	Model Based template
ImagePatchComparatorTemplateSchema(*args, ...)	Image Patch Comparator template
ImageTextComparatorTemplateSchema(*args, ...)	Image Text Comparator template
IpAddressTemplateSchema(*args, **kwargs)	IP Address template
KeywordContextTemplateSchema(*args, **kwargs)	Keyword Context template
KeywordLocationSchema(*args, **kwargs)	Keyword Location template
KeywordTemplateSchema(*args, **kwargs)	Keyword template
LexiconOverlapTemplateSchema(*args, **kwargs)	Lexicon Overlap template
ModelBasedTemplateSchema(*args, **kwargs)	Model Based template
MultiPolarModelBasedTemplateSchema(*args, ...)	Multipolar Model Based template
MultiPolarSequenceModelTemplateSchema(*args, ...)	Multipolar Sequence Model template
MultipolarCrowdWorkerTemplateSchema(*args, ...)	Multipolar Crowd Worker template
MultipolarImageImageComparatorTemplateSchema(...)	Multipolar Image Image Comparator template
MultipolarImageModelBasedTemplateSchema(...)	Model Based template
MultipolarImagePatchComparatorTemplateSchema(...)	Multipolar Image Patch Comparator template
MultipolarImageTextComparatorTemplateSchema(...)	Multipolar Image Text Comparator template
NumericComparatorTemplateSchema(*args, **kwargs)	Numeric Comparator template
NumericTemplateSchema(*args, **kwargs)	Numeric template
PatternMatchTemplateSchema(*args, **kwargs)
RegexTemplateSchema(*args, **kwargs)	Regex template
RichDocBoundingBoxTemplateSchema(*args, **kwargs)
RichDocExpressionTemplateSchema(*args, **kwargs)
SQLQueryTemplateSchema(*args, **kwargs)	SQL Query template
SequenceContextTemplateSchema(*args, **kwargs)	Sequence Context template
SequenceEntityDictTemplateSchema(*args, **kwargs)	Sequence Entity Dictionary template
SequenceFuzzyKeywordTemplateSchema(*args, ...)	Sequence Fuzzy Keyword template
SequenceKeywordTemplateSchema(*args, **kwargs)	Sequence Keyword template
SequenceModelTemplateSchema(*args, **kwargs)	Sequence Model template
SequenceNERTemplateSchema(*args, **kwargs)	Sequence NER template
SequenceRegexTemplateSchema(*args, **kwargs)	Sequence Regex template
SequenceSpacyPropTemplateSchema(*args, **kwargs)	Sequence Spacy Property template
SequenceSubstringExpansionTemplateSchema(...)	Sequence Substring Expansion template
SequenceTokenTypeTemplateSchema(*args, **kwargs)	Sequence Token Type template
SequenceWordVectorSchema(*args, **kwargs)	Sequence Word Vector template
SpacyOverlapTemplateSchema(*args, **kwargs)	Spacy Overlap template
SpanContentTemplateSchema(*args, **kwargs)	Span Content template
SpanContextTemplateSchema(*args, **kwargs)	Span Context template
SpanFontSizeTemplateSchema(*args, **kwargs)
SpanLocationTemplateSchema(*args, **kwargs)	Span Location template
SpanPageTemplateSchema(*args, **kwargs)
SpanRegexAlignmentTemplateSchema(*args, **kwargs)
SpanRegexPositionTemplateSchema(*args, **kwargs)
SpanRegexProximityTemplateSchema(*args, **kwargs)
SpanRegexRowTemplateSchema(*args, **kwargs)
TableOneAttributeSchema(*args, **kwargs)	Table One Attribute template
TableTwoAttributeSchema(*args, **kwargs)	Table Two Attribute template
TimestampTemplateSchema(*args, **kwargs)	Timestamp template
TwoAttributeNumericTemplateSchema(*args, ...)	Two Attribute Numeric template
UtteranceContentTemplateSchema(*args, **kwargs)	Utterance Content template
UtteranceContextTemplateSchema(*args, **kwargs)	Utterance Context template
UtteranceLocationTemplateSchema(*args, **kwargs)	Utterance Location template
UtteranceSimilarityTemplateSchema(*args, ...)	Utterance Similarity template