{"id":28102115,"url":"https://github.com/jesse-sealand/skylite","last_synced_at":"2025-05-13T19:34:23.978Z","repository":{"id":291428198,"uuid":"977577596","full_name":"jesse-sealand/skylite","owner":"jesse-sealand","description":"Manage model artifacts throughout the model development process.","archived":false,"fork":false,"pushed_at":"2025-05-04T15:31:56.000Z","size":4,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-05-04T16:20:08.356Z","etag":null,"topics":["model-development","modeling","organization-tool","python"],"latest_commit_sha":null,"homepage":"https://skylite.readthedocs.io/en/latest/","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/jesse-sealand.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":null,"funding":null,"license":"LICENSE.txt","code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-05-04T14:26:21.000Z","updated_at":"2025-05-04T15:31:59.000Z","dependencies_parsed_at":"2025-05-04T16:20:15.943Z","dependency_job_id":null,"html_url":"https://github.com/jesse-sealand/skylite","commit_stats":null,"previous_names":["jesse-sealand/skylite"],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jesse-sealand%2Fskylite","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jesse-sealand%2Fskylite/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jesse-sealand%2Fskylite/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jesse-sealand%2Fskylite/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jesse-sealand","download_url":"https://codeload.github.com/jesse-sealand/skylite/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254013171,"owners_count":21999370,"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":["model-development","modeling","organization-tool","python"],"created_at":"2025-05-13T19:32:19.789Z","updated_at":"2025-05-13T19:34:23.970Z","avatar_url":"https://github.com/jesse-sealand.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Skylite\n\nThe aim of this project is to create a minimalist approach to managing artifacts generated throughout the model development process.\n\n## Table of Contents\n\n- [Main Features](#main-features)\n- [Where to get it](#where-to-get-it)\n- [Dependencies](#dependencies)\n- [Change log](#change-log)\n- [License](#license)\n- [Documentation](#documentation)\n\n## Main Features\n\n- **Project**:\nA Project is the single element that manages all of your tasks.\n\n- **Store**:\nA Store is the single element that manages all artifacts of a single type, across all projects.\n\n## Where to get it\nThe source code is currently hosted on GitHub at:\nhttps://github.com/jesse-sealand/skylite\n\nThe latest released version are available at\n[Python Package Index (PyPI)](https://pypi.org/project/skylite/).\n\n```sh\npip install skylite\n```\n\n## Examples\n\n```python\nfrom skylite import Exchange\n\n# Settings\nhome_directory = '~/Documents'\nsettings = {\n    \"exchange_name\": \"Exchange\",\n    \"available_stores\": [\"data-store\", \"model-store\", \"result-store\", \"project-store\"],\n}\n\n# Setup\nSkyLight = Exchange(home_directory, settings)\nSkyLight.open_exchange()\n\n\n# Create Project\nPROJECT_NAME = 'aerial-imagery5'\nSkyLight.create_project(PROJECT_NAME)\n\nsky_proj = SkyLight.open_project(PROJECT_NAME)\n\n# Start adding model artifacts when modeling\nfor i in range(0,10):\n\n    # Create new instance of Trial\n    sky_proj.create_trial()\n\n    \"\"\"\n    Perform Modeling / scoring / analysis\n    \"\"\"\n\n    # Store artifacts for this Trial\n    data_dict = {'train': df,\n                'test': df,\n                'score': df}\n    \n    model_dict = {'model': clf}\n\n    results_dict = {'accuracy': 0.98,\n                    'f1-score': 0.75\n                    }\n\n    sky_proj.store_objects('data-store', data_dict)\n    sky_proj.store_objects('model-store', model_dict)\n    sky_proj.store_objects('result-store', results_dict)\n\n\n    # close instance of trial and save artifacts\n    sky_proj.close_trial()\n\n```\n\n## Dependencies\n\n- [TinyDB](https://tinydb.readthedocs.io/en/latest/) A tiny, document oriented database.\n\n\n## Change Log\n\nSee the [change log] for a detailed list of changes in each version.\n\n\n## License\n\nThis extension is [licensed under the MIT License].\n\n[change log]: https://github.com/jesse-sealand/skylite/blob/main/CHANGELOG.md\n[licensed under the mit license]: https://github.com/jesse-sealand/skylite/blob/main/LICENSE.txt\n\n## Documentation\nThe official documentation is hosted on [Read the Docs](http://skylite.readthedocs.io/).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjesse-sealand%2Fskylite","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjesse-sealand%2Fskylite","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjesse-sealand%2Fskylite/lists"}