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Add Koopa, SCINet, RevIN, MICN and TiDE, and update the docs #412

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merged 29 commits into from
May 13, 2024
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WenjieDu
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What does this PR do?

  1. fixing Add Koopa #377;
  2. fixing Add SCINet #405;
  3. fixing Add RevIN #404;
  4. fixing Add MICN #395;
  5. fixing Add TiDE #393;
  6. fixing Positional encoding not applied in v0.5 imputation Nonstationary-Transformer and Pyraformer #411;
  7. updating the docs and references;

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.

WenjieDu added 29 commits May 6, 2024 23:14
Add SCINet modules and implement it as an imputation model
Add RevIN modules and implement it as an imputation model
Add Koopa modules and implement it as an imputation model
Add MICN modules and implement it as an imputation model
* docs: rename issue label "new model" to "new algo";

* docs: update docs and references;
Add TiDE modules and implement it as an imputation model
@WenjieDu WenjieDu marked this pull request as ready for review May 13, 2024 13:58
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coveralls commented May 13, 2024

Pull Request Test Coverage Report for Build 9064214275

Details

  • 1103 of 1181 (93.4%) changed or added relevant lines in 37 files are covered.
  • 5 unchanged lines in 2 files lost coverage.
  • Overall coverage increased (+1.1%) to 83.606%

Changes Missing Coverage Covered Lines Changed/Added Lines %
pypots/nn/modules/koopa/backbone.py 38 39 97.44%
pypots/imputation/micn/core.py 33 35 94.29%
pypots/imputation/koopa/model.py 71 74 95.95%
pypots/imputation/micn/model.py 67 70 95.71%
pypots/imputation/revinscinet/model.py 70 73 95.89%
pypots/imputation/scinet/model.py 70 73 95.89%
pypots/imputation/tide/model.py 67 70 95.71%
pypots/nn/modules/revin/layers.py 41 46 89.13%
pypots/nn/modules/scinet/layers.py 98 107 91.59%
pypots/nn/modules/scinet/backbone.py 93 107 86.92%
Files with Coverage Reduction New Missed Lines %
pypots/nn/modules/etsformer/layers.py 2 96.6%
pypots/nn/modules/timesnet/layers.py 3 95.45%
Totals Coverage Status
Change from base Build 8998539337: 1.1%
Covered Lines: 9292
Relevant Lines: 11114

💛 - Coveralls

@WenjieDu WenjieDu merged commit 236018d into main May 13, 2024
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2 participants