{"id":15958518,"url":"https://github.com/jafagervik/tinydas","last_synced_at":"2025-04-04T10:49:05.304Z","repository":{"id":276684491,"uuid":"832560220","full_name":"Jafagervik/TinyDAS","owner":"Jafagervik","description":"Tinygrad meets DAS data","archived":false,"fork":false,"pushed_at":"2025-03-20T09:44:44.000Z","size":195,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-20T10:35:09.689Z","etag":null,"topics":["ai","autoencoder","das","ml","tinygrad"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Jafagervik.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,"publiccode":null,"codemeta":null}},"created_at":"2024-07-23T09:13:28.000Z","updated_at":"2025-03-20T09:44:47.000Z","dependencies_parsed_at":"2025-02-09T20:57:03.554Z","dependency_job_id":null,"html_url":"https://github.com/Jafagervik/TinyDAS","commit_stats":null,"previous_names":["jafagervik/tinydas"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Jafagervik%2FTinyDAS","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Jafagervik%2FTinyDAS/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Jafagervik%2FTinyDAS/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Jafagervik%2FTinyDAS/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Jafagervik","download_url":"https://codeload.github.com/Jafagervik/TinyDAS/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247166145,"owners_count":20894652,"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":["ai","autoencoder","das","ml","tinygrad"],"created_at":"2024-10-07T14:04:57.245Z","updated_at":"2025-04-04T10:49:05.300Z","avatar_url":"https://github.com/Jafagervik.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# TinyDAS - Tinygrad meets the PubDAS dataset\n\n## How to get data\n\n[See this pdf](https://dev.iris.edu/hq/files/initiatives/das_rcn/DAS-RCN-2022_12_02-Spica.pdf)\n\nOr sign up to GLOBUS and go [here](https://app.globus.org/file-manager?origin_id=706e304c-5def-11ec-9b5c-f9dfb1abb183\u0026origin_path=%2FFORESEE%2F\u0026two_pane=false)\n## Modules\n\nThe following is an explanation of the project structure\n\n### Dataset\n\nLoads the HDF5 data in from the `data` folder and exports it to a pytorch esc dataset\n\n### Dataloader\n\nUses parallel workers to load single datafiles in parallel\n\n### Models\n\nSee examples in the tinydas/models folder\n\nAll autoencoders are based on the BaseAE class\n\n### Finding anomalies\n\nWill upload jupyter notebooks soon\n\n### Hyperparameters\n\nThey are stored in yaml files under the `configs` directory.\nName of the config is the name of the model in lowercase\n\n## How to run\n\n`python main.py -t train -m ae`\n\nor alternatively\n\n`python main.py -t detect -m ae`\n\n# NOTES:\n\n* Utils for loss scaling and clipping exist in this repo, but is kinda wonky for training certain models. However, F16 inference is easy:\n\n1. Select model\n2. Load model\n3. model.half()\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjafagervik%2Ftinydas","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjafagervik%2Ftinydas","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjafagervik%2Ftinydas/lists"}