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Treat keyboard interruption during training as a warning, and update the docs #391

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Treat keyboard interruption during training as a warning, and update the docs #391

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docs: update README;
WenjieDu May 7, 2024
7eb6d71
feat: treat keyboard interruption during training as warning;
WenjieDu May 8, 2024
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Merge branch '(docs)update_docs' into dev
WenjieDu May 8, 2024
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64 changes: 32 additions & 32 deletions README.md
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Expand Up @@ -11,7 +11,7 @@
<img alt="Python version" src="https://img.shields.io/badge/Python-v3.7+-E97040?logo=python&logoColor=white">
</a>
<a href="https://github.com/WenjieDu/PyPOTS">
<img alt="powered by Pytorch" src="https://img.shields.io/badge/PyTorch-❤️-F8C6B5?logo=pytorch&logoColor=white">
<img alt="powered by Pytorch" src="https://img.shields.io/badge/PyTorch-%E2%9D%A4%EF%B8%8F-F8C6B5?logo=pytorch&logoColor=white">
</a>
<a href="https://github.com/WenjieDu/PyPOTS/releases">
<img alt="the latest release version" src="https://img.shields.io/github/v/release/wenjiedu/pypots?color=EE781F&include_prereleases&label=Release&logo=github&logoColor=white">
Expand Down Expand Up @@ -53,7 +53,7 @@
<img alt="arXiv DOI" src="https://img.shields.io/badge/DOI-10.48550/arXiv.2305.18811-F8F7F0">
</a>
<a href="https://github.com/WenjieDu/PyPOTS/blob/main/README_zh.md">
<img alt="README in Chinese" src="https://img.shields.io/badge/README-🇨🇳中文版-FCEFE8">
<img alt="README in Chinese" src="https://img.shields.io/badge/README-%F0%9F%87%A8%F0%9F%87%B3中文版-FCEFE8">
</a>
</p>

Expand Down Expand Up @@ -107,36 +107,36 @@ The task types are abbreviated as follows:
**`ANOD`**: Anomaly Detection.
The paper references and links are all listed at the bottom of this file.

| **Type** | **Algo** | **IMPU** | **FORE** | **CLAS** | **CLUS** | **ANOD** | **Year - Venue** |
|:--------------|:-----------------------------------|:--------:|:--------:|:--------:|:--------:|:--------:|:-----------------|
| Neural Net | iTransformer[^24] | ✅ | | | | | 2024 - ICLR |
| Neural Net | SAITS[^1] | ✅ | | | | | 2023 - ESWA |
| Neural Net | FreTS[^23] | ✅ | | | | | 2023 - NeurIPS |
| Neural Net | Crossformer[^16] | ✅ | | | | | 2023 - ICLR |
| Neural Net | TimesNet[^14] | ✅ | | | | | 2023 - ICLR |
| Neural Net | PatchTST[^18] | ✅ | | | | | 2023 - ICLR |
| Neural Net | ETSformer[^19] | ✅ | | | | | 2023 - ICLR |
| Neural Net | DLinear[^17] | ✅ | | | | | 2023 - AAAI |
| Neural Net | Nonstationary <br>Transformer[^25] | ✅ | | | | | 2022 - NeurIPS |
| Neural Net | FiLM[^22] | ✅ | | | | | 2022 - NeurIPS |
| Neural Net | Pyraformer[^26] | | | ✅ | | | 2022 - ICLR |
| Neural Net | Raindrop[^5] | | | ✅ | | | 2022 - ICLR |
| Neural Net | FEDformer[^20] | ✅ | | | | | 2022 - ICML |
| Neural Net | Autoformer[^15] | ✅ | | | | | 2021 - NeurIPS |
| Neural Net | CSDI[^12] | ✅ | ✅ | | | | 2021 - NeurIPS |
| Neural Net | Informer[^21] | ✅ | | | | | 2021 - AAAI |
| Neural Net | US-GAN[^10] | ✅ | | | | | 2021 - AAAI |
| Neural Net | CRLI[^6] | | | | ✅ | | 2021 - AAAI |
| Probabilistic | BTTF[^8] | | ✅ | | | | 2021 - TPAMI |
| Neural Net | GP-VAE[^11] | ✅ | | | | | 2020 - AISTATS |
| Neural Net | VaDER[^7] | | | | ✅ | | 2019 - GigaSci. |
| Neural Net | M-RNN[^9] | ✅ | | | | | 2019 - TBME |
| Neural Net | BRITS[^3] | ✅ | | ✅ | | | 2018 - NeurIPS |
| Neural Net | GRU-D[^4] | ✅ | | ✅ | | | 2018 - Sci. Rep. |
| Neural Net | Transformer[^2] | ✅ | | | | | 2017 - NeurIPS |
| Naive | LOCF/NOCB | ✅ | | | | | |
| Naive | Mean | ✅ | | | | | |
| Naive | Median | ✅ | | | | | |
| **Type** | **Algo** | **IMPU** | **FORE** | **CLAS** | **CLUS** | **ANOD** | **Year - Venue** |
|:--------------|:-----------------------------------|:--------:|:--------:|:--------:|:--------:|:--------:|:-------------------|
| Neural Net | iTransformer[^24] | ✅ | | | | | `2024 - ICLR` |
| Neural Net | SAITS[^1] | ✅ | | | | | `2023 - ESWA` |
| Neural Net | FreTS[^23] | ✅ | | | | | `2023 - NeurIPS` |
| Neural Net | Crossformer[^16] | ✅ | | | | | `2023 - ICLR` |
| Neural Net | TimesNet[^14] | ✅ | | | | | `2023 - ICLR` |
| Neural Net | PatchTST[^18] | ✅ | | | | | `2023 - ICLR` |
| Neural Net | ETSformer[^19] | ✅ | | | | | `2023 - ICLR` |
| Neural Net | DLinear[^17] | ✅ | | | | | `2023 - AAAI` |
| Neural Net | Nonstationary <br>Transformer[^25] | ✅ | | | | | `2022 - NeurIPS` |
| Neural Net | FiLM[^22] | ✅ | | | | | `2022 - NeurIPS` |
| Neural Net | Pyraformer[^26] | | | ✅ | | | `2022 - ICLR` |
| Neural Net | Raindrop[^5] | | | ✅ | | | `2022 - ICLR` |
| Neural Net | FEDformer[^20] | ✅ | | | | | `2022 - ICML` |
| Neural Net | Autoformer[^15] | ✅ | | | | | `2021 - NeurIPS` |
| Neural Net | CSDI[^12] | ✅ | ✅ | | | | `2021 - NeurIPS` |
| Neural Net | Informer[^21] | ✅ | | | | | `2021 - AAAI` |
| Neural Net | US-GAN[^10] | ✅ | | | | | `2021 - AAAI` |
| Neural Net | CRLI[^6] | | | | ✅ | | `2021 - AAAI` |
| Probabilistic | BTTF[^8] | | ✅ | | | | `2021 - TPAMI` |
| Neural Net | GP-VAE[^11] | ✅ | | | | | `2020 - AISTATS` |
| Neural Net | VaDER[^7] | | | | ✅ | | `2019 - GigaSci.` |
| Neural Net | M-RNN[^9] | ✅ | | | | | `2019 - TBME` |
| Neural Net | BRITS[^3] | ✅ | | ✅ | | | `2018 - NeurIPS` |
| Neural Net | GRU-D[^4] | ✅ | | ✅ | | | `2018 - Sci. Rep.` |
| Neural Net | Transformer[^2] | ✅ | | | | | `2017 - NeurIPS` |
| Naive | LOCF/NOCB | ✅ | | | | | |
| Naive | Mean | ✅ | | | | | |
| Naive | Median | ✅ | | | | | |


## ❖ PyPOTS Ecosystem
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61 changes: 30 additions & 31 deletions README_zh.md
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Expand Up @@ -11,7 +11,7 @@
<img alt="Python version" src="https://img.shields.io/badge/Python-v3.7+-E97040?logo=python&logoColor=white">
</a>
<a href="https://github.com/WenjieDu/PyPOTS">
<img alt="powered by Pytorch" src="https://img.shields.io/badge/PyTorch-❤️-F8C6B5?logo=pytorch&logoColor=white">
<img alt="powered by Pytorch" src="https://img.shields.io/badge/PyTorch-%E2%9D%A4%EF%B8%8F-F8C6B5?logo=pytorch&logoColor=white">
</a>
<a href="https://github.com/WenjieDu/PyPOTS/releases">
<img alt="the latest release version" src="https://img.shields.io/github/v/release/wenjiedu/pypots?color=EE781F&include_prereleases&label=Release&logo=github&logoColor=white">
Expand Down Expand Up @@ -53,7 +53,7 @@
<img alt="arXiv DOI" src="https://img.shields.io/badge/DOI-10.48550/arXiv.2305.18811-F8F7F0">
</a>
<a href="https://github.com/WenjieDu/PyPOTS/blob/main/README.md">
<img alt="README in English" src="https://img.shields.io/badge/README-🇺🇸in_English-FCEFE8">
<img alt="README in English" src="https://img.shields.io/badge/README-%F0%9F%87%BA%F0%9F%87%B8in_English-FCEFE8">
</a>
</p>

Expand Down Expand Up @@ -95,35 +95,34 @@ PyPOTS当前支持多变量POTS数据的插补，预测，分类，聚类以及

| **类型** | **算法** | **插补** | **预测** | **分类** | **聚类** | **异常检测** | **年份 - 刊物** |
|:--------------|:-----------------------------------|:------:|:------:|:------:|:------:|:--------:|:-----------------|
| Neural Net | iTransformer[^24] | ✅ | | | | | 2024 - ICLR |
| Neural Net | SAITS[^1] | ✅ | | | | | 2023 - ESWA |
| Neural Net | FreTS[^23] | ✅ | | | | | 2023 - NeurIPS |
| Neural Net | Koopa[^27] | ✅ | | | | | 2023 - NeurIPS |
| Neural Net | Crossformer[^16] | ✅ | | | | | 2023 - ICLR |
| Neural Net | TimesNet[^14] | ✅ | | | | | 2023 - ICLR |
| Neural Net | PatchTST[^18] | ✅ | | | | | 2023 - ICLR |
| Neural Net | ETSformer[^19] | ✅ | | | | | 2023 - ICLR |
| Neural Net | DLinear[^17] | ✅ | | | | | 2023 - AAAI |
| Neural Net | Nonstationary <br>Transformer[^25] | ✅ | | | | | 2022 - NeurIPS |
| Neural Net | FiLM[^22] | ✅ | | | | | 2022 - NeurIPS |
| Neural Net | Pyraformer[^26] | | | ✅ | | | 2022 - ICLR |
| Neural Net | Raindrop[^5] | | | ✅ | | | 2022 - ICLR |
| Neural Net | FEDformer[^20] | ✅ | | | | | 2022 - ICML |
| Neural Net | Autoformer[^15] | ✅ | | | | | 2021 - NeurIPS |
| Neural Net | CSDI[^12] | ✅ | ✅ | | | | 2021 - NeurIPS |
| Neural Net | Informer[^21] | ✅ | | | | | 2021 - AAAI |
| Neural Net | US-GAN[^10] | ✅ | | | | | 2021 - AAAI |
| Neural Net | CRLI[^6] | | | | ✅ | | 2021 - AAAI |
| Probabilistic | BTTF[^8] | | ✅ | | | | 2021 - TPAMI |
| Neural Net | GP-VAE[^11] | ✅ | | | | | 2020 - AISTATS |
| Neural Net | VaDER[^7] | | | | ✅ | | 2019 - GigaSci. |
| Neural Net | M-RNN[^9] | ✅ | | | | | 2019 - TBME |
| Neural Net | BRITS[^3] | ✅ | | ✅ | | | 2018 - NeurIPS |
| Neural Net | GRU-D[^4] | ✅ | | ✅ | | | 2018 - Sci. Rep. |
| Neural Net | Transformer[^2] | ✅ | | | | | 2017 - NeurIPS |
| Naive | LOCF/NOCB | ✅ | | | | | |
| Naive | Mean | ✅ | | | | | |
| Naive | Median | ✅ | | | | | |
| Neural Net | iTransformer[^24] | ✅ | | | | | `2024 - ICLR` |
| Neural Net | SAITS[^1] | ✅ | | | | | `2023 - ESWA` |
| Neural Net | FreTS[^23] | ✅ | | | | | `2023 - NeurIPS` |
| Neural Net | Crossformer[^16] | ✅ | | | | | `2023 - ICLR` |
| Neural Net | TimesNet[^14] | ✅ | | | | | `2023 - ICLR` |
| Neural Net | PatchTST[^18] | ✅ | | | | | `2023 - ICLR` |
| Neural Net | ETSformer[^19] | ✅ | | | | | `2023 - ICLR` |
| Neural Net | DLinear[^17] | ✅ | | | | | `2023 - AAAI` |
| Neural Net | Nonstationary <br>Transformer[^25] | ✅ | | | | | `2022 - NeurIPS` |
| Neural Net | FiLM[^22] | ✅ | | | | | `2022 - NeurIPS` |
| Neural Net | Pyraformer[^26] | | | ✅ | | | `2022 - ICLR` |
| Neural Net | Raindrop[^5] | | | ✅ | | | `2022 - ICLR` |
| Neural Net | FEDformer[^20] | ✅ | | | | | `2022 - ICML` |
| Neural Net | Autoformer[^15] | ✅ | | | | | `2021 - NeurIPS` |
| Neural Net | CSDI[^12] | ✅ | ✅ | | | | `2021 - NeurIPS` |
| Neural Net | Informer[^21] | ✅ | | | | | `2021 - AAAI` |
| Neural Net | US-GAN[^10] | ✅ | | | | | `2021 - AAAI` |
| Neural Net | CRLI[^6] | | | | ✅ | | `2021 - AAAI` |
| Probabilistic | BTTF[^8] | | ✅ | | | | `2021 - TPAMI` |
| Neural Net | GP-VAE[^11] | ✅ | | | | | `2020 - AISTATS` |
| Neural Net | VaDER[^7] | | | | ✅ | | `2019 - GigaSci.` |
| Neural Net | M-RNN[^9] | ✅ | | | | | `2019 - TBME` |
| Neural Net | BRITS[^3] | ✅ | | ✅ | | | `2018 - NeurIPS` |
| Neural Net | GRU-D[^4] | ✅ | | ✅ | | | `2018 - Sci. Rep.` |
| Neural Net | Transformer[^2] | ✅ | | | | | `2017 - NeurIPS` |
| Naive | LOCF/NOCB | ✅ | | | | | |
| Naive | Mean | ✅ | | | | | |
| Naive | Median | ✅ | | | | | |


## ❖ PyPOTS生态系统
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