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Add Crossformer, Autoformer, PatchTST, DLinear, ETSformer, FEDformer as imputation models #331

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merged 16 commits into from
Apr 1, 2024

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WenjieDu
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@WenjieDu WenjieDu commented Apr 1, 2024

What does this PR do?

  1. add Crossformer as an imputation method;
  2. add Autoformer as an imputation method;
  3. add PatchTST as an imputation method;
  4. add DLinear as an imputation method;
  5. add ETSformer as an imputation method;
  6. add FEDformer as an imputation method;

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 1, 2024

Pull Request Test Coverage Report for Build 8505334559

Details

  • 986 of 1345 (73.31%) changed or added relevant lines in 26 files are covered.
  • 3 unchanged lines in 3 files lost coverage.
  • Overall coverage decreased (-1.4%) to 80.66%

Changes Missing Coverage Covered Lines Changed/Added Lines %
pypots/imputation/fedformer/modules/core.py 25 28 89.29%
pypots/imputation/crossformer/model.py 68 72 94.44%
pypots/imputation/dlinear/model.py 62 66 93.94%
pypots/imputation/etsformer/model.py 67 71 94.37%
pypots/imputation/fedformer/model.py 69 73 94.52%
pypots/imputation/etsformer/modules/submodules.py 230 237 97.05%
pypots/imputation/dlinear/modules/core.py 32 44 72.73%
pypots/imputation/crossformer/modules/submodules.py 90 127 70.87%
pypots/imputation/fedformer/modules/submodules.py 225 509 44.2%
Files with Coverage Reduction New Missed Lines %
pypots/imputation/csdi/model.py 1 83.72%
pypots/cli/env.py 1 65.31%
pypots/imputation/usgan/model.py 1 88.0%
Totals Coverage Status
Change from base Build 8477330697: -1.4%
Covered Lines: 6602
Relevant Lines: 8185

💛 - Coveralls

@WenjieDu WenjieDu merged commit b5d5d1c into main Apr 1, 2024
8 of 10 checks passed
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2 participants