{"id":26997191,"url":"https://github.com/adityalab/pets","last_synced_at":"2025-04-04T02:17:09.589Z","repository":{"id":199355197,"uuid":"702655508","full_name":"AdityaLab/pets","owner":"AdityaLab","description":null,"archived":false,"fork":false,"pushed_at":"2023-10-29T19:16:04.000Z","size":497,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2023-10-29T20:30:09.615Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/AdityaLab.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2023-10-09T18:25:34.000Z","updated_at":"2023-10-29T20:30:09.616Z","dependencies_parsed_at":null,"dependency_job_id":"dfbc962f-d539-4bdb-bd6a-071bb0ac762a","html_url":"https://github.com/AdityaLab/pets","commit_stats":null,"previous_names":["adityalab/pets"],"tags_count":0,"template":null,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdityaLab%2Fpets","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdityaLab%2Fpets/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdityaLab%2Fpets/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdityaLab%2Fpets/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AdityaLab","download_url":"https://codeload.github.com/AdityaLab/pets/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247107826,"owners_count":20884797,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-04-04T02:17:09.206Z","updated_at":"2025-04-04T02:17:09.581Z","avatar_url":"https://github.com/AdityaLab.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Performative Time-Series Forecasting\r\n\r\n## Publication\r\n\r\nImplementation of the paper \"Performative Time-Series Forecasting.\"\r\n\r\nAuthors: Leo Zhiyuan Zhao, Alexander Rodríguez, B.Aditya Prakash\r\n\r\nPaper + Appendix: [https://arxiv.org/abs/2310.06077](https://arxiv.org/abs/2310.06077)\r\n\r\n## Training\r\n\r\nMETR-LA Dataset download link: [https://zenodo.org/record/5146275/files/METR-LA.csv?download=1](https://zenodo.org/record/5146275/files/METR-LA.csv?download=1)\r\n\r\nExample to run the covid dataset:\r\n\r\n```\r\npython3 run_covid.py --seed 0 --dev cuda:0 --model rnn --fps 0\r\n```\r\n\r\nExample to run the metrla dataset:\r\n\r\n```\r\npython3 run_metrla.py --seed 0 --dev cuda:0 --model rnn --fps 0\r\n```\r\n\r\nExample to run the metrla dataset out-of-distribution test:\r\n\r\n```\r\npython3 run_metrla_ood.py --seed 0 --dev cuda:0 --model rnn --fps 0\r\n```\r\n\r\nImplemented Models: ```{rnn, lstnet, transformer, informer}```\r\n\r\n```fps=0``` is running conventional forecasting models, ```fps=1``` is running fps.\r\n\r\n\r\n## Contact\r\n\r\nIf you have any questions about the code, please contact Leo Zhiyuan Zhao at  ```leozhao1997[at]gatech[dot]edu```.\r\n\r\n## Citation\r\n\r\nIf you find our work useful, please cite our work:\r\n\r\n```\r\n@article{zhao2023performative,\r\n  title={Performative Time-Series Forecasting},\r\n  author={Zhao, Zhiyuan and Rodriguez, Alexander and Prakash, B Aditya},\r\n  journal={arXiv preprint arXiv:2310.06077},\r\n  year={2023}\r\n}\r\n```\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fadityalab%2Fpets","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fadityalab%2Fpets","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fadityalab%2Fpets/lists"}