sktime/pytorch-forecasting

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Time series forecasting with PyTorch

Stars: 5k
Forks: 911
Open beginner issues: 4
Indexed issues: 631
Avg merge: 3d 13h
Merged PRs (30d): 12

Dominant language: Python
License: MIT
Last GitHub push: Sep 17, 2026
Latest indexed: Sep 19, 2026
Contributing guide: Contributing guide
Code of conduct: Code of conduct
Beginner labels: good first issue help wanted

Beginner friendly Everything

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631 open issues indexed

[ENH] Add augmentation support to `TslibDataModule` Open

enhancement module:datasets&dataloaders ptf-v2

Difficulty 5/5 Over a week Newbie friendliness 35/100

sktime/pytorch-forecasting#2417 · 2 comments · Opened Sep 8, 2026
[ENH] New API design for `pytorch-forecasting` v2 Open

enhancement module:datasets&dataloaders module:models module:test_framework ptf-v2

sktime/pytorch-forecasting#2407 · 1 comment · 1 assignee · Opened Sep 3, 2026
[ENH] Add Google Colab Integration for Tutorial Doc Open

enhancement

sktime/pytorch-forecasting#2406 · 1 comment · 1 assignee · Opened Sep 3, 2026
[MNT] Add `TestPyPI` release workflow Open

maintenance

Difficulty 5/5 Over a week Newbie friendliness 35/100

sktime/pytorch-forecasting#2403 · Opened Sep 2, 2026
[MNT] Pin github actions to full commit SHA Open

maintenance

Difficulty 2/5 1-3 hours Newbie friendliness 76/100

sktime/pytorch-forecasting#2399 · Opened Aug 29, 2026
[DOC] Add DLinear v2 tutorial notebook Open

enhancement

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

sktime/pytorch-forecasting#2390 · Opened Aug 21, 2026
[ENH] Adding Support of Distribution Loss in v2 Models. Open

enhancement

sktime/pytorch-forecasting#2389 · 3 comments · 1 assignee · Opened Aug 20, 2026
[ENH] Move `embeddings.py` to the `_embeddings` folder Open

enhancement

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

sktime/pytorch-forecasting#2388 · Opened Aug 20, 2026
[BUG] unsafe unpickling in v2 beta code - reported by @hackchang Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 45/100

sktime/pytorch-forecasting#2380 · 2 comments · Opened Aug 13, 2026
[DOC] Add usage examples to all models in v1 and v2 Open

documentation good first issue ptf-v1 ptf-v2

Difficulty 4/5 3-5 days Newbie friendliness 55/100

sktime/pytorch-forecasting#2377 · 3 comments · Opened Aug 9, 2026
[ENH] Automate dependency updates with a scheduled Action Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 65/100

sktime/pytorch-forecasting#2372 · 1 comment · Opened Aug 7, 2026
[BUG] `index` is not being returned correctly in v2 Open

bug module:datasets&dataloaders ptf-v2

sktime/pytorch-forecasting#2367 · 1 assignee · Opened Aug 2, 2026
[DOC] replace `conda` as recommended env manager with `uv` and/or `venv` Open

documentation good first issue

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

sktime/pytorch-forecasting#2364 · 1 comment · Opened Aug 1, 2026
[BUG] `y` not being normalized when using `EncoderNormalizer` in `EncoderDecoderDataModule` Open

bug good first issue module:datasets&dataloaders ptf-v2

Difficulty 3/5 1-2 days Newbie friendliness 72/100

sktime/pytorch-forecasting#2360 · 2 comments · Opened Jul 29, 2026
[ENH] Add `target_scale` support to `EncoderDecoderDataModule` Open

enhancement module:datasets&dataloaders ptf-v2

sktime/pytorch-forecasting#2359 · 1 assignee · Opened Jul 29, 2026
[DOC] Add more tutorials for v2 Open

documentation good first issue

Difficulty 4/5 3-5 days Newbie friendliness 45/100

sktime/pytorch-forecasting#2354 · 3 comments · Opened Jul 25, 2026
[DOC] Update `tslib` tutorial for v2 Open

documentation good first issue

sktime/pytorch-forecasting#2353 · 1 comment · 1 assignee · Opened Jul 25, 2026
[ENH] Enable model caching irrespective of data being passed at refit in v2 Open

enhancement module:models

sktime/pytorch-forecasting#2338 · 3 comments · 1 assignee · Opened Jul 10, 2026
Remove @yarnabrina as a code owner Open

Difficulty 2/5 1-3 hours Newbie friendliness 55/100

sktime/pytorch-forecasting#2336 · Opened Jul 8, 2026
[ENH] Add `_tags.py` to registry Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 45/100

sktime/pytorch-forecasting#2333 · 1 comment · Opened Jul 4, 2026
[ENH] Implement a unified hyperparameter tuning interface decoupled from model classes for v2 Open

enhancement

sktime/pytorch-forecasting#2332 · 1 assignee · Opened Jul 3, 2026
[ENH] Add preprocessing to `tslib` datamodule Open

enhancement module:datasets&dataloaders ptf-v2

sktime/pytorch-forecasting#2330 · 12 comments · 1 assignee · Opened Jul 3, 2026
[ENH] Improve the coverage of test framework for `ptf-v2` Open

enhancement module:test_framework ptf-v2

sktime/pytorch-forecasting#2328 · 1 comment · 1 assignee · Opened Jul 1, 2026
[ENH] Add `MultiLoss` and multi-target support to `ptf-v2` Open

enhancement ptf-v2

sktime/pytorch-forecasting#2308 · 1 assignee · Opened Jun 10, 2026
[ENH] Add FAQ's section for v2 Open

documentation enhancement good first issue ptf-v2

Difficulty 4/5 3-5 days Newbie friendliness 48/100

sktime/pytorch-forecasting#2305 · 1 comment · 1 reaction · Opened Jun 8, 2026
[ENH] Umbrella Issue for Documentation for `pytorch-forecasting` v2 Open

documentation enhancement ptf-v2

Difficulty 5/5 Over a week Newbie friendliness 25/100

sktime/pytorch-forecasting#2304 · 1 reaction · Opened Jun 8, 2026
[ENH] Add a developer's Guide Open

documentation enhancement good first issue ptf-v2

Difficulty 3/5 1-2 days Newbie friendliness 68/100

sktime/pytorch-forecasting#2301 · Opened Jun 2, 2026
[ENH] Create a unified Test framework and a Base class for Data Modules in v2 Open

enhancement module:datasets&dataloaders module:test_framework ptf-v2

sktime/pytorch-forecasting#2298 · 5 comments · 1 assignee · Opened May 29, 2026
[BUG] MultiLoss crashes for multi-target datasets in M-mode due to incorrect target unpacking Open

Difficulty 3/5 1-2 days Newbie friendliness 30/100

sktime/pytorch-forecasting#2291 · 2 comments · Opened May 23, 2026
[ENH] shorten package import path on v2 release? Open

enhancement ptf-v2

Difficulty 5/5 Over a week Newbie friendliness 25/100

sktime/pytorch-forecasting#2289 · 3 comments · Opened May 22, 2026
[ENH] Create migration guide for v1 and v2 Open

enhancement ptf-v2

Difficulty 3/5 1-2 days Newbie friendliness 48/100

sktime/pytorch-forecasting#2288 · 2 reactions · Opened May 22, 2026
[BUG] NHiTS fails when TimeSeriesDataSet includes static real variables Open

bug

Difficulty 3/5 1-2 days Newbie friendliness 52/100

sktime/pytorch-forecasting#2281 · 3 comments · Opened May 12, 2026
[ENH] Expose Encoder Scaling Parameters in `TimeSeriesDataSet` + Provide Inverse‑Scaling Utility Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

sktime/pytorch-forecasting#2271 · 5 comments · Opened Apr 23, 2026
[BUG] Potential sequence length bug in preprocessed record Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

sktime/pytorch-forecasting#2265 · 1 comment · Opened Apr 18, 2026
[BUG] : Incorrect time index propagation in v2 datamodule output Open

bug

Difficulty 3/5 1-2 days Newbie friendliness 68/100

sktime/pytorch-forecasting#2263 · Opened Apr 18, 2026
[BUG]: Static categorical/continuous features are not separated in v2 output Open

bug

Difficulty 3/5 1-2 days Newbie friendliness 35/100

sktime/pytorch-forecasting#2261 · Opened Apr 16, 2026
[ENH] Add Moirai-MoE foundation model to v2 interface Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

sktime/pytorch-forecasting#2260 · Opened Apr 15, 2026
[ENH] Add gradient_clip_val to BaseModel v2 so clipping is model-owned and checkpoint-portable Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 48/100

sktime/pytorch-forecasting#2237 · 2 comments · Opened Mar 26, 2026
TslibDataModule.setup() re-entrancy guard checks wrong attribute name, causing full dataset recreation on every call Open

bug

Difficulty 1/5 Under an hour Newbie friendliness 65/100

sktime/pytorch-forecasting#2218 · 1 comment · Opened Mar 20, 2026
[ENH] Add NNLossWrapper to support standard PyTorch nn.Module losses in pytorch-forecasting Open

Difficulty 3/5 1-2 days Newbie friendliness 72/100

sktime/pytorch-forecasting#2214 · 1 comment · Opened Mar 20, 2026
Runtime crash in Samformer initialization when metadata is None Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 45/100

sktime/pytorch-forecasting#2212 · 3 comments · Opened Mar 19, 2026
[DOC] Migrate docstrings in models/timexer/ to numpydoc format Open

documentation

Difficulty 3/5 1-2 days Newbie friendliness 45/100

sktime/pytorch-forecasting#2200 · 2 comments · Opened Mar 16, 2026
[BUG] get_model_cls() called but never defined in _BasePtForecaster_Common Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 72/100

sktime/pytorch-forecasting#2187 · 1 comment · Opened Mar 14, 2026
[ENH] Rework N-HiTS v2 aligned with BaseModel standards Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 35/100

sktime/pytorch-forecasting#2185 · Opened Mar 13, 2026
[ENH] Architectural Proposal: Data Pipeline Subclassing for Foundation Models (TTM Case Study) Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

sktime/pytorch-forecasting#2184 · 1 comment · Opened Mar 13, 2026
Improve documentation homepage with quick example and clearer feature overview Open

Difficulty 2/5 Half a day Newbie friendliness 48/100

sktime/pytorch-forecasting#2176 · Opened Mar 12, 2026
[BUG] TslibDataModule ignores target_normalizer/add_target_scales - Tslib v2 models never receive target_scale Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 48/100

sktime/pytorch-forecasting#2164 · 2 comments · Opened Mar 9, 2026
[ENH] Add v2 interface support for TIDE Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

sktime/pytorch-forecasting#2162 · 2 comments · Opened Mar 9, 2026
[ENH] Add SegRNN model to ptf-v2 Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 40/100

sktime/pytorch-forecasting#2159 · Opened Mar 8, 2026
[ENH] Add TSMixer (or NLinear) model implementation Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

sktime/pytorch-forecasting#2157 · Opened Mar 8, 2026

sktime/pytorch-forecasting

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