{"id":25278216,"url":"https://github.com/lebellig/flow-matching","last_synced_at":"2025-04-30T16:23:09.773Z","repository":{"id":154379206,"uuid":"603589247","full_name":"lebellig/flow-matching","owner":"lebellig","description":"Annotated Flow Matching paper","archived":false,"fork":false,"pushed_at":"2024-09-14T07:35:25.000Z","size":297,"stargazers_count":178,"open_issues_count":1,"forks_count":8,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-30T17:46:15.738Z","etag":null,"topics":["deep-learning","flow-matching","generative-ai","machine-learning","pytorch","pytorch-lightning"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/lebellig.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,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2023-02-19T00:55:45.000Z","updated_at":"2025-03-27T08:14:40.000Z","dependencies_parsed_at":"2024-11-09T05:22:07.499Z","dependency_job_id":null,"html_url":"https://github.com/lebellig/flow-matching","commit_stats":null,"previous_names":["lebellig/flow-matching","gle-bellier/flow-matching"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lebellig%2Fflow-matching","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lebellig%2Fflow-matching/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lebellig%2Fflow-matching/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lebellig%2Fflow-matching/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/lebellig","download_url":"https://codeload.github.com/lebellig/flow-matching/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251740413,"owners_count":21636048,"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":["deep-learning","flow-matching","generative-ai","machine-learning","pytorch","pytorch-lightning"],"created_at":"2025-02-12T17:11:58.132Z","updated_at":"2025-04-30T16:23:09.750Z","avatar_url":"https://github.com/lebellig.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Flow Matching for Generative Modeling\n_notebook by Georges Le Bellier_  - [Twitter](https://twitter.com/_lebellig), [Website](https://gle-bellier.github.io)\n\n⚠️ This is not the official implementation of the original paper.\n\n![flow(1)](https://github.com/user-attachments/assets/59cc48cb-608e-4f21-8683-12d74162f36a)\n\n\nThis notebook centers around the **Flow Matching for Generative Modeling** article [1] and proposes an implementation of _Flow Matching_ in the case of _Optimal Transport conditional Vector Fields_. The implementation proposed in [2] was consulted and it inspired the use of the _Zuko_ [3] package for ODE solving and sampling. Moreover, this notebook adopts the notations of the original article and thus the numbers of the equations are the same as in the paper.\n\n## References:\n\n📄 [1] **Flow Matching for Generative Modeling** by Yaron Lipman, Ricky T. Q. Chen, Heli Ben-Hamu, Maximilian Nickel, Matt Le - [Article](https://arxiv.org/abs/2210.02747)\n\n🐍 [2] **Flow Matching in 100 LOC** by François Rozet - [Implementation](https://gist.github.com/francois-rozet/fd6a820e052157f8ac6e2aa39e16c1aa)\n\n🐍 [3] **Zuko** package - [Website](https://zuko.readthedocs.io/en/stable/index.html)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flebellig%2Fflow-matching","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flebellig%2Fflow-matching","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flebellig%2Fflow-matching/lists"}