{"data":{"slug":"facebookresearch-lingua","name":"lingua","tagline":"Meta Lingua: a lean efficient easy-to-hack codebase to research LLMs","github_url":"https://github.com/facebookresearch/lingua","owner":"facebookresearch","repo":"lingua","owner_avatar_url":"https://avatars.githubusercontent.com/u/16943930?v=4","primary_language":"Python","stars":4764,"forks":270,"topics":[],"archived":false,"github_pushed_at":"2025-07-18T09:36:44+00:00","maintenance_label":"Dormant","stars_delta_30d":1,"url":"https://www.graphcanon.com/tools/facebookresearch-lingua","markdown_url":"https://www.graphcanon.com/tools/facebookresearch-lingua.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/facebookresearch-lingua","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=facebookresearch-lingua","description":"Meta Lingua: a lean, efficient, and easy-to-hack codebase to research LLMs.","homepage_url":null,"license":"BSD-3-Clause","open_issues":14,"watchers":35,"ai_summary":"A Python-based repository designed for researching large language models, offering an accessible and modifiable environment.","readme_excerpt":"## Quick start\n\nThe following commands launch a SLURM job that creates an environment for Meta Lingua.\nThe env creation should take around 5 minutes without counting downloads. \n\n```bash\ngit clone https://github.com/facebookresearch/lingua\ncd lingua\n\nbash setup/create_env.sh\n\n---\n\n## License\n\nMeta Lingua is licensed under BSD-3-Clause license. Refer to the LICENSE file in the top level directory.","github_created_at":"2024-10-16T19:16:50+00:00","created_at":"2026-07-11T10:35:22.802542+00:00","updated_at":"2026-09-20T04:23:10.380377+00:00","categories":[{"slug":"llm-frameworks","name":"LLM Frameworks","url":"https://www.graphcanon.com/categories/llm-frameworks","markdown_url":"https://www.graphcanon.com/categories/llm-frameworks.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/llm-frameworks"}],"tags":[{"slug":"large-language-models","name":"large-language-models"},{"slug":"python-framework","name":"python-framework"},{"slug":"research-tools","name":"research-tools"}],"trust":{"provenance":{"is_fork":false,"github_id":873818808,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-06T18:01:06.958Z","maintenance":{"label":"Dormant","score":18,"methodology":"github_public_v1","releases_90d":0,"days_since_push":415,"last_release_at":null,"stars_delta_30d":1,"open_issues_delta_30d":1},"security_summary":{"status":"ok","scanner":"osv@v1","low_count":0,"high_count":0,"last_scan_at":"2026-07-11T10:35:24.663Z","medium_count":0,"scan_profile":"deps","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-09-06T18:01:07.418Z"},"languages":{"value":["python"],"source":"github.language","observed_at":"2026-09-06T18:01:07.418Z"},"license_spdx":{"value":"BSD-3-Clause","source":"github.license","observed_at":"2026-09-06T18:01:07.418Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":null,"constraints":null,"when_to_use":["Use Lingua when your preference lies in a lean Python-based framework that emphasizes modifiability for LLM research.","Ideal if you aim to conduct experiments with large language models without the overhead of larger, less flexible frameworks."],"when_not_to_use":["Avoid Lingua if your project requires extensive pre-built functionalities that this lightweight framework does not provide out-of-the-box.","Not recommended for researchers or developers seeking a comprehensive suite of tools and who prefer a more feature-rich environment over modifiability."],"source":"enrich:decision_facts","observed_at":"2026-07-15T08:39:54.398Z"},"constraint_facets":null,"decision_summary":[{"label":"Adopt for","value":"Lingua is a Meta-developed Python framework focused on ease of modification and streamlined efficiency."}]}}