{"id":34081986,"url":"https://github.com/ae-bii/neural-geometry","last_synced_at":"2025-12-14T12:01:51.705Z","repository":{"id":239267594,"uuid":"784496510","full_name":"ae-bii/neural-geometry","owner":"ae-bii","description":"Latent Space Geometry for Neural Networks in Python","archived":false,"fork":false,"pushed_at":"2024-07-18T02:47:38.000Z","size":29031,"stargazers_count":17,"open_issues_count":2,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-09-28T18:23:55.499Z","etag":null,"topics":["deep-learning","machine-learning","manifold-optimization","neural-network","python"],"latest_commit_sha":null,"homepage":"https://ae-bii.github.io/neural-geometry/","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/ae-bii.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","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":"2024-04-10T00:48:40.000Z","updated_at":"2025-08-04T16:03:58.000Z","dependencies_parsed_at":"2024-07-15T21:15:37.701Z","dependency_job_id":null,"html_url":"https://github.com/ae-bii/neural-geometry","commit_stats":null,"previous_names":["ae-bii/nlgm-implementation","ae-bii/nlgm","ae-bii/neural-geometry"],"tags_count":3,"template":false,"template_full_name":null,"purl":"pkg:github/ae-bii/neural-geometry","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ae-bii%2Fneural-geometry","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ae-bii%2Fneural-geometry/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ae-bii%2Fneural-geometry/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ae-bii%2Fneural-geometry/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ae-bii","download_url":"https://codeload.github.com/ae-bii/neural-geometry/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ae-bii%2Fneural-geometry/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":27727936,"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","status":"online","status_checked_at":"2025-12-14T02:00:11.348Z","response_time":56,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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","machine-learning","manifold-optimization","neural-network","python"],"created_at":"2025-12-14T12:01:50.021Z","updated_at":"2025-12-14T12:01:51.696Z","avatar_url":"https://github.com/ae-bii.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003ch3 align=\"center\"\u003e\n    \u003cimg src=\"https://raw.githubusercontent.com/ae-bii/neural-geometry/main/assets/nlgm_banner.png\" alt=\"nlgm banner\"/\u003e\n\u003c/h3\u003e\n\n--------------------------------------------------------------------------------\n\n\u003e [!WARNING]\n\u003e This package is still in its early stages. Updates may cause breaking changes.\n\nNeural Geometry is a Python library designed to explore and manipulate the geometric properties of neural network latent spaces. It provides a set of tools and methods to understand the complex, high-dimensional spaces that neural networks operate in, inspired by recent approaches (e.g. Borde et al., [2023](https://arxiv.org/pdf/2309.04810.pdf)).\n\n\nThe primary features of Neural Geometry include:\n\n- An implementation of the neural latent geometry search framework. This framework provides a unique approach to product manifold inference, which can be beneficial in various fields such as machine learning and data analysis.\n- A selection of optimization methods to cater to different needs and requirements. These methods can be used to fine-tune the performance of the neural latent geometry search framework.\n\nThis package is designed to be compatible with popular scientific computing libraries such as NumPy and PyTorch, making it a versatile tool for researchers and developers working in these environments. Comprehensive documentation is available at [docs](https://ae-bii.github.io/neural-geometry/).\n\n## Installation\n\nTo install Neural Geometry, you can use pip:\n\n```bash\npip install neural-geometry\n```\n\nYou can install optional packages for development or visualization using:\n\n```bash\npip install .[dev,vis]                # install from pyproject.toml\npip install neural-geometry[dev,vis]  # install from pypi\n```\n\n## Usage\n\nAfter installing, you can import the package and use it by following the [example](examples/example.py).\n\n## Contributing\n\nContributions to Neural Geometry are welcome! To contribute:\n\n1. Fork the repository.\n2. Install the pre-commit hooks using `pre-commit install`.\n3. Create a new branch for your changes.\n4. Make your changes in your branch.\n5. Submit a pull request.\n\nBefore submitting your pull request, please make sure your changes pass all tests.\n\n## License\n\nNeural Geometry is licensed under the MIT License. See the [LICENSE](LICENSE) file for more details.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fae-bii%2Fneural-geometry","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fae-bii%2Fneural-geometry","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fae-bii%2Fneural-geometry/lists"}