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Simple and stackable Projector #232

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@mzweilin mzweilin commented Sep 29, 2023

What does this PR do?

This PR simplifies Projector by

  • Delete projector functions that assumes additive composition: linf_additive_range, lp_additive_range
  • Create a fake_clamp composer function to ensure that composed input does not violate the range after addition.
  • Make Projector stackable with functions, just like Composer.

Type of change

Please check all relevant options.

  • Improvement (non-breaking)
  • Bug fix (non-breaking)
  • New feature (non-breaking)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • This change requires a documentation update

Testing

Please describe the tests that you ran to verify your changes. Consider listing any relevant details of your test configuration.

  • pytest
  • CUDA_VISIBLE_DEVICES=0 python -m mart experiment=CIFAR10_CNN_Adv trainer=gpu trainer.precision=16 reports 70% (21 sec/epoch).
  • CUDA_VISIBLE_DEVICES=0,1 python -m mart experiment=CIFAR10_CNN_Adv trainer=ddp trainer.precision=16 trainer.devices=2 model.optimizer.lr=0.2 trainer.max_steps=2925 datamodule.ims_per_batch=256 datamodule.world_size=2 reports 70% (14 sec/epoch).

Before submitting

  • The title is self-explanatory and the description concisely explains the PR
  • My PR does only one thing, instead of bundling different changes together
  • I list all the breaking changes introduced by this pull request
  • I have commented my code
  • I have added tests that prove my fix is effective or that my feature works
  • New and existing unit tests pass locally with my changes
  • I have run pre-commit hooks with pre-commit run -a command without errors

Did you have fun?

Make sure you had fun coding 🙃

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