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Add Informer, speed up CI testing, and make self-attention operator replaceable #337

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merged 6 commits into from
Apr 2, 2024

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WenjieDu
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@WenjieDu WenjieDu commented Apr 2, 2024

What does this PR do?

  1. add Informer as an imputation model;
  2. speed up CI testing;
  3. make self-attention operator replaceable;
  4. remove deprecated pypots.modules

Before submitting

  • This PR is made to fix a typo or improve the docs (you can dismiss the other checks if this is the case).
  • Was this discussed/approved via a GitHub issue? Please add a link to it if that's the case.
  • I have commented my code, particularly in hard-to-understand areas.
  • I have written necessary tests and already run them locally.

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coveralls commented Apr 2, 2024

Pull Request Test Coverage Report for Build 8521696302

Details

  • 228 of 277 (82.31%) changed or added relevant lines in 16 files are covered.
  • 3 unchanged lines in 2 files lost coverage.
  • Overall coverage increased (+0.2%) to 80.819%

Changes Missing Coverage Covered Lines Changed/Added Lines %
pypots/nn/modules/transformer/attention.py 10 11 90.91%
pypots/nn/modules/transformer/layers.py 2 4 50.0%
pypots/imputation/informer/model.py 66 70 94.29%
pypots/imputation/informer/modules/submodules.py 102 144 70.83%
Files with Coverage Reduction New Missed Lines %
pypots/imputation/base.py 1 75.93%
pypots/nn/modules/transformer/layers.py 2 83.67%
Totals Coverage Status
Change from base Build 8511234308: 0.2%
Covered Lines: 6788
Relevant Lines: 8399

💛 - Coveralls

@WenjieDu WenjieDu merged commit 590d7be into main Apr 2, 2024
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2 participants