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[DRAFT] [Megathread] Removing the sklearn extensions from the openml-python code base

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評価

難易度
5/5
見積もり時間
1週間以上
初心者へのやさしさ
20/100
issue の種類
リファクタリング
明瞭さ
説明が足りない
活発さ
停滞
技術スタック
python

調査の方向性

This is a megathread proposing broad removal of the sklearn extensions, but it names no files, tests, or entry points. Start by identifying all sklearn-extension code and its tests, then map the removal scope and compatibility considerations. Done means the extension code and related content are removed consistently without breaking the remaining openml-python functionality.

索引モデルが issue の本文から書いたものです。

説明

We are not planning to support the sklearn extensions in the future.

Currently, the code related to the sklearn extensions within openml-python provides a straightforward way to upload models and results from running sklearn models on OpenML.

Note:

  • Even without these extensions, users cannot upload such data to OpenML.
  • The sklearn extensions are in the code base of openml-python, unlike the code for other extensions.

Justification for Removing the Extensions from openml-python

As a result of a recent survey by us (to be published) and our interactions with OpenML and its users, we have obtained a strong signal that this feature is not widely used, if at all, by the broader community. Yet, at the same time, it takes up an enormous amount of overhead during maintenance of OpenML with many lines of code, many tests, and multiple reasons for not being able to upgrade dependencies stemming only from the sklearn extension. Moreover, the sklearn extension has not been maintained or upgraded for a long time.

Previously, a part of the mission statement of OpenML was to enable the reproduction of, for example, old runs via this extension. We do not believe this to be an essential mission statement of the openml-python code. More importantly, the extensions are holding us back and are requiring too many of our already limited resources.

The Way Forward

openml-python will remove all code related to the sklearn extension in a future version

  • One will still be able to reproduce the old runs (to some extent) and use the sklearn extension with an older version of openml-python
  • If there are users of the sklearn extension, or we see renewed need for this extension, a new project can be created -- similar to the other extensions. However, the current openml-python team does not commit to supporting this extension.

These issues will serve as a megathread to reference all code removed related to the sklearn extension and any other content that may enable future readers to recreate the sklearn extension in a separate repository.

主要言語
Python
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