simpleml.pipelines.production_pipelines.base_production_pipeline module¶

class simpleml.pipelines.production_pipelines.base_production_pipeline.AbstractBaseProductionPipeline(has_external_files=True, transformers=[], **kwargs)[source]¶

Bases: simpleml.pipelines.base_pipeline.BasePipeline

Abstract Base class for all Production Pipeline objects.

class simpleml.pipelines.production_pipelines.base_production_pipeline.BaseChronologicalSplitProductionPipeline(**kwargs)[source]¶

Bases: simpleml.pipelines.validation_split_mixins.ChronologicalSplitMixin, simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline

author¶

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.production_pipelines.base_production_pipeline.BaseExplicitSplitProductionPipeline(has_external_files=True, transformers=[], **kwargs)[source]¶

Bases: simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline, simpleml.pipelines.validation_split_mixins.ExplicitSplitMixin

author¶

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.production_pipelines.base_production_pipeline.BaseNoSplitProductionPipeline(has_external_files=True, transformers=[], **kwargs)[source]¶

Bases: simpleml.pipelines.production_pipelines.base_production_pipeline.BaseProductionPipeline, simpleml.pipelines.validation_split_mixins.NoSplitMixin

author¶

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.production_pipelines.base_production_pipeline.BaseProductionPipeline(has_external_files=True, transformers=[], **kwargs)[source]¶

Bases: simpleml.pipelines.production_pipelines.base_production_pipeline.AbstractBaseProductionPipeline

Base class for all Production Pipeline objects.

dataset_id: foreign key relation to the dataset used as input

author¶

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.production_pipelines.base_production_pipeline.BaseRandomSplitProductionPipeline(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.production_pipelines.base_production_pipeline.BaseProductionPipeline

author¶

created_timestamp¶

dataset¶

dataset_id¶

filepaths¶

has_external_files¶

hash_¶

id¶

metadata_¶

modified_timestamp¶

name¶

params¶

project¶

registered_name¶

version¶

version_description¶