simpleml.pipelines package¶
Import modules to register class names in global registry
Define convenience classes composed of different mixins
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class
simpleml.pipelines.
ChronologicalSplitGeneratorPipeline
(**kwargs)[source]¶ Bases:
simpleml.pipelines.validation_split_mixins.ChronologicalSplitMixin
,simpleml.pipelines.base_pipeline.GeneratorPipeline
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created_timestamp
¶
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dataset
¶
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dataset_id
¶
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filepaths
¶
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has_external_files
¶
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hash_
¶
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id
¶
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metadata_
¶
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modified_timestamp
¶
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name
¶
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params
¶
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project
¶
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registered_name
¶
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version
¶
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version_description
¶
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class
simpleml.pipelines.
ChronologicalSplitPipeline
(**kwargs)[source]¶ Bases:
simpleml.pipelines.validation_split_mixins.ChronologicalSplitMixin
,simpleml.pipelines.base_pipeline.Pipeline
-
created_timestamp
¶
-
dataset
¶
-
dataset_id
¶
-
filepaths
¶
-
has_external_files
¶
-
hash_
¶
-
id
¶
-
metadata_
¶
-
modified_timestamp
¶
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name
¶
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params
¶
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project
¶
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registered_name
¶
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version
¶
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version_description
¶
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class
simpleml.pipelines.
ExplicitSplitGeneratorPipeline
(has_external_files=True, transformers=[], external_pipeline_class='default', fitted=False, **kwargs)[source]¶ Bases:
simpleml.pipelines.base_pipeline.GeneratorPipeline
,simpleml.pipelines.validation_split_mixins.ExplicitSplitMixin
-
created_timestamp
¶
-
dataset
¶
-
dataset_id
¶
-
filepaths
¶
-
has_external_files
¶
-
hash_
¶
-
id
¶
-
metadata_
¶
-
modified_timestamp
¶
-
name
¶
-
params
¶
-
project
¶
-
registered_name
¶
-
version
¶
-
version_description
¶
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class
simpleml.pipelines.
ExplicitSplitPipeline
(has_external_files=True, transformers=[], external_pipeline_class='default', fitted=False, **kwargs)[source]¶ Bases:
simpleml.pipelines.base_pipeline.Pipeline
,simpleml.pipelines.validation_split_mixins.ExplicitSplitMixin
-
created_timestamp
¶
-
dataset
¶
-
dataset_id
¶
-
filepaths
¶
-
has_external_files
¶
-
hash_
¶
-
id
¶
-
metadata_
¶
-
modified_timestamp
¶
-
name
¶
-
params
¶
-
project
¶
-
registered_name
¶
-
version
¶
-
version_description
¶
-
-
class
simpleml.pipelines.
NoSplitGeneratorPipeline
(has_external_files=True, transformers=[], external_pipeline_class='default', fitted=False, **kwargs)[source]¶ Bases:
simpleml.pipelines.base_pipeline.GeneratorPipeline
,simpleml.pipelines.validation_split_mixins.NoSplitMixin
-
created_timestamp
¶
-
dataset
¶
-
dataset_id
¶
-
filepaths
¶
-
has_external_files
¶
-
hash_
¶
-
id
¶
-
metadata_
¶
-
modified_timestamp
¶
-
name
¶
-
params
¶
-
project
¶
-
registered_name
¶
-
version
¶
-
version_description
¶
-
-
class
simpleml.pipelines.
NoSplitPipeline
(has_external_files=True, transformers=[], external_pipeline_class='default', fitted=False, **kwargs)[source]¶ Bases:
simpleml.pipelines.base_pipeline.Pipeline
,simpleml.pipelines.validation_split_mixins.NoSplitMixin
-
created_timestamp
¶
-
dataset
¶
-
dataset_id
¶
-
filepaths
¶
-
has_external_files
¶
-
hash_
¶
-
id
¶
-
metadata_
¶
-
modified_timestamp
¶
-
name
¶
-
params
¶
-
project
¶
-
registered_name
¶
-
version
¶
-
version_description
¶
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class
simpleml.pipelines.
RandomSplitGeneratorPipeline
(train_size, test_size=None, validation_size=0.0, random_state=123, shuffle=True, **kwargs)[source]¶ Bases:
simpleml.pipelines.validation_split_mixins.RandomSplitMixin
,simpleml.pipelines.base_pipeline.GeneratorPipeline
-
created_timestamp
¶
-
dataset
¶
-
dataset_id
¶
-
filepaths
¶
-
has_external_files
¶
-
hash_
¶
-
id
¶
-
metadata_
¶
-
modified_timestamp
¶
-
name
¶
-
params
¶
-
project
¶
-
registered_name
¶
-
version
¶
-
version_description
¶
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class
simpleml.pipelines.
RandomSplitPipeline
(train_size, test_size=None, validation_size=0.0, random_state=123, shuffle=True, **kwargs)[source]¶ Bases:
simpleml.pipelines.validation_split_mixins.RandomSplitMixin
,simpleml.pipelines.base_pipeline.Pipeline
-
created_timestamp
¶
-
dataset
¶
-
dataset_id
¶
-
filepaths
¶
-
has_external_files
¶
-
hash_
¶
-
id
¶
-
metadata_
¶
-
modified_timestamp
¶
-
name
¶
-
params
¶
-
project
¶
-
registered_name
¶
-
version
¶
-
version_description
¶
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