Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

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

Merged
merged 16 commits into from
Apr 1, 2024

Conversation

WenjieDu
Copy link
Owner

@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.

@coveralls
Copy link
Collaborator

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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

Successfully merging this pull request may close these issues.

None yet

2 participants