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Merge pull request #690 from WenjieDu/dev
Release v0.14
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‎.github/workflows/testing_ci.yml‎

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fail-fast: false
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matrix:
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os: [ubuntu-latest, windows-latest, macOS-latest]
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python-version: ["3.8", "3.11"]
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python-version: ["3.8", "3.11"] # torch-geometric dependencies config below not compatible with 3.12
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pytorch-version: ["2.3.0"]
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steps:
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run: |
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rm -rf testing_results && rm -rf tests/__pycache__ && rm -rf tests/*/__pycache__
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python tests/global_test_config.py
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python -m pytest -rA tests/*/* --ignore tests/*/llms -s -n auto --cov=pypots --dist=loadgroup --cov-config=.coveragerc
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pytest -rA -s tests/*/* -n auto --cov=pypots --dist=loadgroup --cov-config=.coveragerc
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- name: Generate the LCOV report
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run: |

‎.readthedocs.yaml‎

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- pip install torch-geometric==2.3.1 torch-scatter==2.1.1 torch-sparse==0.6.17 -f "https://data.pyg.org/whl/torch-1.13.1+cpu.html"
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- pip install -r requirements/requirements.txt
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- pip install pypots
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- pip install sphinx==7.4.7 docutils==0.21.2 sphinxcontrib-bibtex==2.6.2 sphinxcontrib-gtagjs sphinx-autodoc-typehints furo==2024.7.18
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- pip install sphinx==7.4.7 docutils==0.21.2 sphinxcontrib-bibtex==2.6.2 sphinxcontrib-gtagjs sphinx-autodoc-typehints furo==2024.7.18 transformers==4.49.0
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- git clone https://github.com/WenjieDu/TSDB TSDB_repo --depth 1 && pip install ./TSDB_repo
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- git clone https://github.com/WenjieDu/PyGrinder PyGrinder_repo --depth 1 && pip install ./PyGrinder_repo
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- git clone https://github.com/WenjieDu/BenchPOTS BenchPOTS_repo --depth 1 && pip install ./BenchPOTS_repo

‎README.md‎

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| LLM&TSFM | <a href="https://time-series.ai"><img src="https://time-series.ai/static/figs/robot.svg" width="26px"> Time-Series.AI</a> [^36] | ✅ | ✅ | ✅ | ✅ | ✅ | <a href="https://time-series.ai">Join waitlist</a> |
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| LLM | Time-LLM🧑‍🔧[^45] | ✅ | ✅ | | | | `2024 - ICLR` |
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| TSFM | MOMENT[^47] | ✅ | ✅ | | | | `2024 - ICML` |
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| Neural Net | TEFN🧑‍🔧[^39] | ✅ | ✅ | ✅ | | | `2024 - arXiv` |
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| Neural Net | TEFN🧑‍🔧[^39] | ✅ | ✅ | ✅ | | ✅ | `2024 - arXiv` |
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| Neural Net | FITS🧑‍🔧[^41] | ✅ | ✅ | | | | `2024 - ICLR` |
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| Neural Net | TimeMixer[^37] | ✅ | ✅ | | | | `2024 - ICLR` |
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| Neural Net | iTransformer🧑‍🔧[^24] | ✅ | | ✅ | | | `2024 - ICLR` |
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| Neural Net | ModernTCN[^38] | ✅ | | | | | `2024 - ICLR` |
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| Neural Net | ImputeFormer🧑‍🔧[^34] | ✅ | | | | | `2024 - KDD` |
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| Neural Net | SAITS[^1] | ✅ | | ✅ | | | `2023 - ESWA` |
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| Neural Net | ImputeFormer🧑‍🔧[^34] | ✅ | | | | ✅ | `2024 - KDD` |
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| Neural Net | SAITS[^1] | ✅ | | ✅ | | ✅ | `2023 - ESWA` |
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| LLM | GPT4TS[^46] | ✅ | ✅ | | | | `2023 - NeurIPS` |
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| Neural Net | FreTS🧑‍🔧[^23] | ✅ | | | | | `2023 - NeurIPS` |
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| Neural Net | Koopa🧑‍🔧[^29] | ✅ | | | | | `2023 - NeurIPS` |
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| Neural Net | Crossformer🧑‍🔧[^16] | ✅ | | | | | `2023 - ICLR` |
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| Neural Net | TimesNet[^14] | ✅ | | ✅ | | | `2023 - ICLR` |
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| Neural Net | PatchTST🧑‍🔧[^18] | ✅ | | | | | `2023 - ICLR` |
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| Neural Net | PatchTST🧑‍🔧[^18] | ✅ | | | | ✅ | `2023 - ICLR` |
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| Neural Net | ETSformer🧑‍🔧[^19] | ✅ | | | | | `2023 - ICLR` |
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| Neural Net | MICN🧑‍🔧[^27] | ✅ | | | | | `2023 - ICLR` |
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| Neural Net | DLinear🧑‍🔧[^17] | ✅ | | | | | `2023 - AAAI` |
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| Neural Net | TiDE🧑‍🔧[^28] | ✅ | | | | | `2023 - TMLR` |
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| Neural Net | CSAI[^42] | ✅ | | ✅ | | | `2023 - arXiv` |
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| Neural Net | SegRNN🧑‍🔧[^43] | ✅ | | | | | `2023 - arXiv` |
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| Neural Net | SegRNN🧑‍🔧[^43] | ✅ | | | | ✅ | `2023 - arXiv` |
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| Neural Net | TS2Vec[^48] | | | ✅ | | | `2022 - AAAI` |
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| Neural Net | SCINet🧑‍🔧[^30] | ✅ | | | | | `2022 - NeurIPS` |
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| Neural Net | Nonstationary Tr.🧑‍🔧[^25] | ✅ | | | | | `2022 - NeurIPS` |
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| Neural Net | Pyraformer🧑‍🔧[^26] | ✅ | | | | | `2022 - ICLR` |
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| Neural Net | Raindrop[^5] | | | ✅ | | | `2022 - ICLR` |
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| Neural Net | FEDformer🧑‍🔧[^20] | ✅ | | | | | `2022 - ICML` |
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| Neural Net | Autoformer🧑‍🔧[^15] | ✅ | | | | | `2021 - NeurIPS` |
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| Neural Net | Autoformer🧑‍🔧[^15] | ✅ | | | | ✅ | `2021 - NeurIPS` |
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| Neural Net | CSDI[^12] | ✅ | ✅ | | | | `2021 - NeurIPS` |
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| Neural Net | Informer🧑‍🔧[^21] | ✅ | | | | | `2021 - AAAI` |
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| Neural Net | US-GAN[^10] | ✅ | | | | | `2021 - AAAI` |

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