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v0.30.0 Aug. 3, 2021
Enhancements
LogTransformer
andTargetDistributionDataCheck
Log transformer data check #2487repr
toComponentGraph
Add repr to ComponentGraph and use in PipelineBase #2565URL
andEmailAddress
Logical Types Add Components to Create Features from URL and Email Logical Types #2550NaN
values inTextFeaturizer
Address NaN values in Text Featurizer #2532SelectByType
transformer Add SelectDtypeColumns component #2531HighlyNullDataCheck
Separate thresholds for pct null rows and columns inHighlyNullDataCheck
#2562NaN
natural language values Support for NaN types for NLP in AutoMLSearch #2577Fixes
URL
,NaturalLanguage
, andEmailAddress
inpartial_dependence
Don't allow certain logical types in partial_dependence #2573Changes
PipelineBase
implementation for creating pipelines from a list of components RemoveComponentGraph.from_list
and update PipelineBase impl creating from lists #2549get_hyperparameter_ranges
toPipelineBase
class from automl/utils module Moveget_hyperparameter_ranges
toPipelineBase
class from automl/utils module #2546ComponentGraph
'sget_parents
toget_inputs
RenameComponentGraph
'sget_parents
toget_inputs
#2540ComponentGraph.linearized_component_graph
andComponentGraph.from_list
Removelinearized_component_graph
andComponentGraph.from_list
#2556ComponentGraph
to enforce requiring.x
and.y
inputs for each component in the graph Update ComponentGraph to enforce needing .x and .y for each component specified in the graph #2563Documentation Changes
DaskEngine
andCFEngine
parallel engines Parallel automl docs #2560TextFeaturizer
docstring and tutorial Improve TextFeaturizer Documentation #2568Testing Changes
split_data
does not shuffle for time series problems Test split_data does not shuffle for Time Series #2552Breaking Changes
get_hyperparameter_ranges
toPipelineBase
class from automl/utils module Moveget_hyperparameter_ranges
toPipelineBase
class from automl/utils module #2546ComponentGraph
'sget_parents
toget_inputs
RenameComponentGraph
'sget_parents
toget_inputs
#2540ComponentGraph.linearized_component_graph
andComponentGraph.from_list
Removelinearized_component_graph
andComponentGraph.from_list
#2556ComponentGraph
to enforce requiring.x
and.y
inputs for each component in the graph Update ComponentGraph to enforce needing .x and .y for each component specified in the graph #2563