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EPIC: Refactor pip package #493
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What is still unclear for me is which versions will belong to which steps. We should have clear plans when what will deprecate. In particular, we need published python versions where deprecations warning are raised, but the old models still work. E.g:
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Requirements for 1.2.0, goal: mid-level models are removed
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The cli still uses SelfSupervisedEmbedding objects. We should decide whether we want to continue using it or also change to low level. |
Current state:
Currently, we offer 3 levels of SSL parts:
lightly/lightly/models/modules/heads.py
Line 12 in 8dde4d6
lightly/lightly/models/moco.py
Line 13 in 8dde4d6
lightly/docs/source/getting_started/benchmarks/cifar10_benchmark.py
Line 144 in 8dde4d6
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:
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