MLBazaar / MLBazaar/MLBlocks

Implement a native way to selectively apply a primitive to only some columns

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new feature
Dominant language
Python
Stars
124
Forks
33
PR merge metrics
No merged PRs in 30d

Description

Add a way to indicate that a primitive does not need to be applied to the whole input, but only to a part of it.

The selection of which columns to apply the primitive to should be done by either column name or index, and it should be possible to pass the selection in the live variables, allowing the implementation of detector primitives that do the selection in a previous step.

Contributor guide

Open the contributing guide

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start by tracing how primitives receive their full input and how live variables are passed through the pipeline. Done means a primitive can be applied only to columns selected by name or index, with that selection supplied through live variables for detector-driven selection.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
machine-learning
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Mostly clear
Newbie friendliness
35/100

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