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This is the MML suggest plugin, providing methods to compile pipelines from previous knowledge.

Project description

MML Suggest plugin

This plugin provides a method to compile pipeline blueprints for new tasks.

Install

Note: this plugin depends on another plugin (mml-similarity) which is installed automatically - though this has no side effects.

pip install mml-suggest

Usage

To leverage existing models and task distances these must be reused:

mml suggest pivot.name=my_target_task +reuse.fed=my_distance_project reuse.models=[some_proj,another_proj,...]

This will compile a pipeline blueprint for my_target_task based on the fed task similarities from my_distance_project leveraging all models previously trained in the specified projects.

To use the blueprint call

mml train pivot.name=my_target_task reuse.blueprint=my_blueprint_proj#the_blueprint_number mode.use_blueprint=true

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