{"id":27881818,"url":"https://github.com/src-d/modelforge","last_synced_at":"2025-05-05T05:05:26.469Z","repository":{"id":57442631,"uuid":"97114192","full_name":"src-d/modelforge","owner":"src-d","description":"Python library to share machine learning models easily and reliably.","archived":false,"fork":false,"pushed_at":"2019-11-05T15:25:19.000Z","size":386,"stargazers_count":18,"open_issues_count":3,"forks_count":14,"subscribers_count":8,"default_branch":"master","last_synced_at":"2025-05-05T05:05:20.987Z","etag":null,"topics":["git","machine-learning","model","registry","sharing"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/src-d.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}},"created_at":"2017-07-13T11:16:05.000Z","updated_at":"2024-05-15T07:44:44.000Z","dependencies_parsed_at":"2022-09-26T17:21:17.860Z","dependency_job_id":null,"html_url":"https://github.com/src-d/modelforge","commit_stats":null,"previous_names":[],"tags_count":48,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/src-d%2Fmodelforge","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/src-d%2Fmodelforge/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/src-d%2Fmodelforge/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/src-d%2Fmodelforge/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/src-d","download_url":"https://codeload.github.com/src-d/modelforge/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252442485,"owners_count":21748451,"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":["git","machine-learning","model","registry","sharing"],"created_at":"2025-05-05T05:05:25.992Z","updated_at":"2025-05-05T05:05:26.445Z","avatar_url":"https://github.com/src-d.png","language":"Python","readme":"# Modelforge [![docs on gitbook](https://img.shields.io/badge/docs-gitbook-brightgreen.svg)](https://docs.sourced.tech/modelforge/) [![Build Status](https://travis-ci.com/src-d/modelforge.svg)](https://travis-ci.com/src-d/modelforge) [![codecov](https://codecov.io/github/src-d/modelforge/coverage.svg)](https://codecov.io/gh/src-d/modelforge) [![PyPI](https://img.shields.io/pypi/v/modelforge.svg)](https://pypi.python.org/pypi/modelforge)\n\nModelforge is a foundation for sharing trained machine learning models. It is a set of command line\ntools and a Python library. Modelforge maintains model files in a third-party remote storage service\n(\"cloud\") using the backend mechanism. Model metadata (download links, names, descriptions, versions,\netc.) resides in a Git repository called the \"Index\", and documentation is automatically generated\nthere. Modelforge does no assumptions about the models: they can be of any origin, such as TensorFlow,\nscikit-learn, or your custom. The underlying model storage format -\n[Advanced Scientific Data Format](https://github.com/spacetelescope/asdf) - can wrap any data\neasily and efficiently, but it's the developer's responsibility to convert.\n\nLearn more about:\n\n* [Why?](doc/why.md) - what problem Modelforge tries to solve.\n* [Modelforge model](doc/model.md) - what is a model in Modelforge context.\n* [Model storage format](doc/model_storage_format.md) - low-level serialization details.\n* [Backends](doc/backends.md) - extension system to upload and download models from clouds.\n* [Git Index](doc/git_index.md) - how documentation about the models is generated from the structured metadata.\n* [Command line tools](doc/cmdline.md) - how to perform typical operations.\n* [API](doc/api.md) - Modelforge API for developers.\n\n#### Who uses Modelforge?\n\n* source{d}, in [src-d/ml](https://github.com/src-d/ml) and [src-d/lookout-sdk-ml](https://github.com/src-d/lookout-sdk-ml); the public index is [src-d/models](https://github.com/src-d/models).\n\n## Install\n\nYou can run Modelforge through Docker:\n```\ndocker run -it --rm srcd/modelforge --help\n```\n\nor install it using the [Python package manager](https://github.com/pypa/pip):\n\n```\npip3 install modelforge\n```\n\n## Usage\n\nThe project exposes two interfaces: [command line](doc/cmdline.md) and [API](doc/api.md).\n\n## Contributions\n\nContributions are pretty much welcome! Please follow the [contributions guide](doc/contributing.md)\nand the [code of conduct](doc/code_of_conduct.md).\n\nIf you wish to make your MLonCode model available in [src-d/models](https://github.com/src-d/models),\nplease  fork that repository and run `modelforge publish` to upload your model on your fork. Then\ncreate a pull request. You should provide read access to the model file for everybody. If you\nconsider using our Google Cloud Storage bucket, feel free to contact us through GitHub issues.\n\n## License\n\n[Apache 2.0](LICENSE).\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsrc-d%2Fmodelforge","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsrc-d%2Fmodelforge","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsrc-d%2Fmodelforge/lists"}