lightly-ai / lightly-ai/lightly

EPIC: Refactor pip package

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package
Dominant language
Python
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Forks
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Avg merge
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Merged PRs (30d)
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Description

Current state:

Currently, we offer 3 levels of SSL parts:

Target state:

We remove the mid-level representations (delete that code). We provide more examples on the high-level: One example pytorch lightning module for every implemented paper

Steps towards it

Always merge into the development branch: https://github.com/lightly-ai/lightly/tree/master-refactor-SSL-models

First step:
Second step:
Third step:
  • delete mid-level models in lightly/lightly/models

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 reviewing the mid-level model implementations under lightly/lightly/models and compare them with the low-level modules and high-level benchmark example linked in the issue. Map the remaining mid-level models and CLI references, then verify that each implemented paper has a corresponding high-level PyTorch Lightning example and that the mid-level model code is removed without breaking tests.

Written by the indexing model from the issue text.

Assessment

Tech stack
python, pytorch
Domain
machine-learning
Issue type
Refactor
Difficulty
5/5
Estimated time
Over a week
Activity status
Quiet
Clarity
Mostly clear
Newbie friendliness
25/100

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