lale.lib.rasl package

Submodules

• lale.lib.rasl.aggregate module
  • Aggregate
    • Aggregate.transform()
• lale.lib.rasl.alias module
  • Alias
    • Alias.transform()
• lale.lib.rasl.batched_bagging_classifier module
  • BatchedBaggingClassifier
    • BatchedBaggingClassifier.fit()
    • BatchedBaggingClassifier.partial_fit()
    • BatchedBaggingClassifier.predict()
• lale.lib.rasl.batching module
  • Batching
    • Batching.fit()
    • Batching.predict()
    • Batching.transform()
• lale.lib.rasl.concat_features module
  • ConcatFeatures
    • ConcatFeatures.transform()
• lale.lib.rasl.convert module
  • Convert
    • Convert.transform()
    • Convert.transform_X_y()
• lale.lib.rasl.datasets module
  • arff_data_loader()
  • csv_data_loader()
  • mockup_data_loader()
  • openml_data_loader()
• lale.lib.rasl.filter module
  • Filter
    • Filter.transform()
• lale.lib.rasl.functions module
  • ColumnMonoidFactory
    • ColumnMonoidFactory.from_monoid()
    • ColumnMonoidFactory.to_monoid()
  • ColumnSelector
  • DictMonoid
    • DictMonoid.combine()
    • DictMonoid.is_absorbing
  • categorical
  • categorical_column
    • categorical_column.from_monoid()
    • categorical_column.to_monoid()
  • count_distinct_column
    • count_distinct_column.from_monoid()
    • count_distinct_column.to_monoid()
  • date_time
  • filter_isnan()
  • filter_isnotnan()
  • filter_isnotnull()
  • filter_isnull()
  • make_categorical_column
• lale.lib.rasl.group_by module
  • GroupBy
    • GroupBy.transform()
• lale.lib.rasl.hashing_encoder module
  • HashingEncoder
    • HashingEncoder.fit()
    • HashingEncoder.partial_fit()
    • HashingEncoder.transform()
• lale.lib.rasl.join module
  • Join
    • Join.transform()
• lale.lib.rasl.map module
  • Map
    • Map.fit()
    • Map.transform()
• lale.lib.rasl.metrics module
  • MetricMonoidFactory
    • MetricMonoidFactory.score_data()
    • MetricMonoidFactory.score_data_batched()
    • MetricMonoidFactory.score_estimator()
    • MetricMonoidFactory.score_estimator_batched()
    • MetricMonoidFactory.to_monoid()
  • accuracy_score()
  • balanced_accuracy_score()
  • f1_score()
  • get_scorer()
  • r2_score()
• lale.lib.rasl.min_max_scaler module
  • MinMaxScaler
    • MinMaxScaler.fit()
    • MinMaxScaler.partial_fit()
    • MinMaxScaler.transform()
• lale.lib.rasl.monoid module
  • Monoid
    • Monoid.combine()
    • Monoid.is_absorbing
  • MonoidFactory
    • MonoidFactory.from_monoid()
    • MonoidFactory.to_monoid()
  • MonoidableOperator
    • MonoidableOperator.fit()
    • MonoidableOperator.partial_fit()
• lale.lib.rasl.one_hot_encoder module
  • OneHotEncoder
    • OneHotEncoder.fit()
    • OneHotEncoder.partial_fit()
    • OneHotEncoder.transform()
• lale.lib.rasl.orderby module
  • OrderBy
    • OrderBy.transform()
• lale.lib.rasl.ordinal_encoder module
  • OrdinalEncoder
    • OrdinalEncoder.fit()
    • OrdinalEncoder.partial_fit()
    • OrdinalEncoder.transform()
• lale.lib.rasl.project module
  • Project
    • Project.fit()
    • Project.partial_fit()
    • Project.transform()
  • get_column_factory()
• lale.lib.rasl.relational module
  • Relational
    • Relational.fit()
    • Relational.transform()
• lale.lib.rasl.scan module
  • Scan
    • Scan.transform()
• lale.lib.rasl.scores module
  • FClassif
    • FClassif.from_monoid()
    • FClassif.to_monoid()
  • FOnewayData
    • FOnewayData.combine()
  • ScoreMonoidFactory
    • ScoreMonoidFactory.score()
• lale.lib.rasl.select_k_best module
  • SelectKBest
    • SelectKBest.fit()
    • SelectKBest.partial_fit()
    • SelectKBest.transform()
• lale.lib.rasl.simple_imputer module
  • SimpleImputer
    • SimpleImputer.fit()
    • SimpleImputer.partial_fit()
    • SimpleImputer.transform()
• lale.lib.rasl.sort_index module
  • SortIndex
    • SortIndex.transform()
    • SortIndex.transform_X_y()
• lale.lib.rasl.spark_explainer module
  • SparkExplainer
• lale.lib.rasl.split_xy module
  • SplitXy
    • SplitXy.transform()
    • SplitXy.transform_X_y()
• lale.lib.rasl.standard_scaler module
  • StandardScaler
    • StandardScaler.fit()
    • StandardScaler.partial_fit()
    • StandardScaler.transform()
  • scale()
• lale.lib.rasl.target_encoder module
  • TargetEncoder
    • TargetEncoder.fit()
    • TargetEncoder.partial_fit()
    • TargetEncoder.transform()
• lale.lib.rasl.task_graphs module
  • Prio
    • Prio.arity
    • Prio.batch_priority()
    • Prio.bottom()
    • Prio.task_priority()
  • PrioBatch
    • PrioBatch.arity
    • PrioBatch.task_priority()
  • PrioResourceAware
    • PrioResourceAware.arity
    • PrioResourceAware.task_priority()
  • PrioStep
    • PrioStep.arity
    • PrioStep.task_priority()
  • cross_val_score()
  • cross_validate()
  • fit_with_batches()
  • is_associative()
  • is_incremental()
  • is_pretrained()

Module contents

RASL operators and functions (experimental).

Relational Algebra Operators

• lale.lib.rasl. Aggregate

• lale.lib.rasl. Alias

• lale.lib.rasl. Filter

• lale.lib.rasl. GroupBy

• lale.lib.rasl. Join

• lale.lib.rasl. Map

• lale.lib.rasl. OrderBy

• lale.lib.rasl. Project

• lale.lib.rasl. Relational

Transformers

• lale.lib.rasl. Batching

• lale.lib.rasl. ConcatFeatures

• lale.lib.rasl. Convert

• lale.lib.rasl. Scan

• lale.lib.rasl. SortIndex

• lale.lib.rasl. SplitXy

Scikit-learn Operators

• lale.lib.rasl. MinMaxScaler

• lale.lib.rasl. OneHotEncoder

• lale.lib.rasl. OrdinalEncoder

• lale.lib.rasl. HashingEncoder

• lale.lib.rasl. SelectKBest

• lale.lib.rasl. SimpleImputer

• lale.lib.rasl. StandardScaler

• lale.lib.rasl. TargetEncoder

Estimators

• lale.lib.rasl. BatchedBaggingClassifier

Functions

• lale.lib.rasl. categorical

• lale.lib.rasl. date_time

• lale.lib.rasl. SparkExplainer

Data Loaders

• lale.lib.rasl. csv_data_loader

• lale.lib.rasl. mockup_data_loader

• lale.lib.rasl. openml_data_loader

Metrics

• lale.lib.rasl. accuracy_score

• lale.lib.rasl. balanced_accuracy_score

• lale.lib.rasl. f1_score

• lale.lib.rasl. get_scorer

• lale.lib.rasl. r2_score

Other Facilities

• lale.lib.rasl. Prio

• lale.lib.rasl. PrioBatch

• lale.lib.rasl. PrioResourceAware

• lale.lib.rasl. PrioStep

• lale.lib.rasl. cross_val_score

• lale.lib.rasl. cross_validate

• lale.lib.rasl. fit_with_batches

• lale.lib.rasl. is_associative

• lale.lib.rasl. is_incremental