tfdv.update_schema
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Updates input schema to conform to the input statistics.
tfdv.update_schema(
schema: schema_pb2.Schema,
statistics: statistics_pb2.DatasetFeatureStatisticsList,
infer_feature_shape: Optional[bool] = True,
max_string_domain_size: Optional[int] = 100
) -> schema_pb2.Schema
Args |
---|
schema | A Schema protocol buffer. |
statistics | A DatasetFeatureStatisticsList protocol buffer. Schema inference is currently supported only for lists with a single DatasetFeatureStatistics proto or lists with multiple DatasetFeatureStatistics protos corresponding to data slices that include the default slice (i.e., the slice with all examples). If a list with multiple DatasetFeatureStatistics protos is used, this function will update the schema to conform to the statistics corresponding to the default slice. |
infer_feature_shape | DEPRECATED, do not use. If a feature specifies a shape, the shape will always be validated. If the feature does not specify a shape, this function will not try inferring a shape from the given statistics. |
max_string_domain_size | Maximum size of the domain of a string feature in order to be interpreted as a categorical feature. |
Returns |
---|
A Schema protocol buffer. |
Raises |
---|
TypeError | If the input argument is not of the expected type. |
ValueError | If the input statistics proto contains multiple datasets, none of which corresponds to the default slice. |
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Last updated 2024-10-18 UTC.
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