{"id":18401727,"url":"https://github.com/borealisai/dcf","last_synced_at":"2025-04-12T17:50:12.583Z","repository":{"id":224245573,"uuid":"757566793","full_name":"BorealisAI/dcf","owner":"BorealisAI","description":null,"archived":false,"fork":false,"pushed_at":"2024-02-14T22:55:29.000Z","size":38882,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-02-16T03:36:11.348Z","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":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/BorealisAI.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null}},"created_at":"2024-02-14T18:52:44.000Z","updated_at":"2024-08-26T08:43:36.000Z","dependencies_parsed_at":"2024-02-24T19:54:11.114Z","dependency_job_id":null,"html_url":"https://github.com/BorealisAI/dcf","commit_stats":null,"previous_names":["borealisai/dcf"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BorealisAI%2Fdcf","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BorealisAI%2Fdcf/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BorealisAI%2Fdcf/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BorealisAI%2Fdcf/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/BorealisAI","download_url":"https://codeload.github.com/BorealisAI/dcf/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248610362,"owners_count":21132920,"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":"2024-11-06T02:39:47.996Z","updated_at":"2025-04-12T17:50:12.488Z","avatar_url":"https://github.com/BorealisAI.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# DynaConF\n\nThis is the code accompying the paper \"DynaConF: Dynamic Forecasting of Non-Stationary Time Series\".\n\n## Dependencies\n\nInstall dependencies:\n```bash\nconda env create --file environment.yml\n```\n\n## Synthetic Data Experiments\n\nGenerate synthetic data:\n```bash\nrun/generate_synthetic.sh\n```\n\nRun univariate baselines:\n```bash\nrun/synthetic_baselines.sh\n```\n\nRun multivariate baselines:\n```bash\nrun/synthetic_baselines_mv.sh\n```\n\nRun our models NAR (StatiConF) and NNAR (DynaConF):\n```bash\nrun/synthetic_our.sh\n```\n\nGenerate the result tables\n```bash\nrun/table_synthetic.sh\n```\nResults are stored in `./output/synthetic/`.\n\n## Real-World Data (Set 1) Experiments\n\nAll the real-world datasets in Set 1 are from GluonTS.\n\nRun our models NAR (StatiConF) and NNAR (DynaConF):\n```bash\nrun/benchmark_our_static.sh\n```\nand then\n```bash\nrun/benchmark_our_dynamic.sh\n```\n\nGenerate the result tables\n```bash\nrun/table_benchmark.sh\n```\nResults are stored in `./output/benchmark/`.\n\n## Real-World Data (Set 2) Experiments\n\nAll the real-world datasets in Set 2 are publically available. Information of these datasets are in `./datasets/licenses.csv`. We also include the processed datasets in `./datasets/`, which can be used by copying the unzipped folder to `~/.mxnet/gluon-ts/datasets/`.\n\nRun our models NAR (StatiConF) and NNAR (DynaConF):\n```bash\nrun/benchmark_new_our_static.sh\n```\nand then\n```bash\nrun/benchmark_new_our_dynamic.sh\n```\n\nRun the baseslines\n```bash\nrun/benchmark_new_baselines.sh\n```\n\nGenerate the result tables\n```bash\nrun/table_benchmark_new.sh\n```\nResults are stored in `./output/benchmark/`.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fborealisai%2Fdcf","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fborealisai%2Fdcf","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fborealisai%2Fdcf/lists"}