{"data":{"slug":"lightly-ai-lightly-train","name":"lightly-train","tagline":"All-in-one training for vision models: pretraining, fine-tuning, distillation.","github_url":"https://github.com/lightly-ai/lightly-train","owner":"lightly-ai","repo":"lightly-train","owner_avatar_url":"https://avatars.githubusercontent.com/u/50146475?v=4","primary_language":"Python","stars":1650,"forks":107,"topics":["computer-vision","contrastive-learning","deep-learning","depth-estimation","dinov2","dinov3","distillation","embeddings","eomt","object-detection","pretrained-models","python","pytorch","real-time","rtdetrv2","self-supervised","self-supervised-learning","semantic-segmentation","vision-transformer","yolo"],"archived":false,"github_pushed_at":"2026-08-14T22:14:07+00:00","maintenance_label":"Active","stars_delta_30d":28,"url":"https://www.graphcanon.com/tools/lightly-ai-lightly-train","markdown_url":"https://www.graphcanon.com/tools/lightly-ai-lightly-train.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/lightly-ai-lightly-train","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=lightly-ai-lightly-train","description":"All-in-one training for vision models (YOLO, ViTs, RT-DETR, DINOv3): pretraining, fine-tuning, distillation.","homepage_url":"https://docs.lightly.ai/train","license":"AGPL-3.0","open_issues":68,"watchers":10,"ai_summary":"A Python-based repository providing comprehensive tools and methods for the training of various computer vision models including YOLO, ViTs, RT-DETR, and DINOv3 with support for pretraining, fine-tuning, and knowledge distillation techniques.","readme_excerpt":"## Installation\n\nInstall Lightly**Train** on Python 3.8+ for Windows, Linux or MacOS with:\n\n```bash\npip install lightly-train\n```\n\n---\n\n## License\n\nLightly**Train** offers flexible licensing options to suit your specific needs:\n\n- **AGPL-3.0 License**: Perfect for open-source projects, academic research, and\n  community contributions. Share your innovations with the world while benefiting from\n  community improvements.\n\n- **Commercial License**: Ideal for businesses and organizations that need proprietary\n  development freedom. Enjoy all the benefits of LightlyTrain while keeping your code\n  and models private. Includes model training and runtime license.\n\n- **Free Community License**: Available for students, researchers, startups in early\n  stages, or anyone exploring or experimenting with LightlyTrain. Empower the next\n  generation of innovators with full access to the world of pretraining.\n\n---\n\n### Commercial Pricing\n\n| Plan           | Price           | Eligibility                            |\n| -------------- | --------------- | -------------------------------------- |\n| **Startup**    | \\$5,000 / year  | < \\$1M revenue **or** < 10 employees   |\n| **Growth**     | \\$10,000 / year | < \\$10M revenue **or** < 100 employees |\n| **Enterprise** | Custom          | > \\$10M revenue **or** > 100 employees |\n\nAll commercial plans include a license for model training, edge deployment, and\ninference. Enterprise plans include priority support, a joint Slack channel,\nco-development engineering, and influence on the product roadmap.\n\n[Contact us](https://www.lightly.ai/contact) to get started — we'll find the right\noption for your project!","github_created_at":"2025-04-10T08:23:51+00:00","created_at":"2026-07-11T11:30:32.492163+00:00","updated_at":"2026-08-22T12:01:08.978924+00:00","categories":[{"slug":"computer-vision","name":"Computer Vision","url":"https://www.graphcanon.com/categories/computer-vision","markdown_url":"https://www.graphcanon.com/categories/computer-vision.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/computer-vision"},{"slug":"model-training","name":"Model Training","url":"https://www.graphcanon.com/categories/model-training","markdown_url":"https://www.graphcanon.com/categories/model-training.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/model-training"}],"tags":[{"slug":"computer-vision","name":"computer-vision"},{"slug":"contrastive-learning","name":"contrastive-learning"},{"slug":"deep-learning","name":"deep-learning"},{"slug":"depth-estimation","name":"depth-estimation"},{"slug":"dinov2","name":"dinov2"},{"slug":"dinov3","name":"dinov3"},{"slug":"distillation","name":"distillation"},{"slug":"embeddings","name":"embeddings"}],"trust":{"provenance":{"is_fork":false,"github_id":963801533,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-08-22T12:01:08.225Z","maintenance":{"label":"Active","score":82,"methodology":"github_public_v1","releases_90d":7,"days_since_push":7,"last_release_at":"2026-07-28T19:22:21Z","stars_delta_30d":28,"open_issues_delta_30d":5},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T11:30:33.769Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-08-22T12:01:08.687Z"},"has_cli":{"value":true,"source":"pyproject.toml:[project.scripts]","observed_at":"2026-08-22T12:01:08.687Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-08-22T12:01:08.687Z"},"license_spdx":{"value":"AGPL-3.0","source":"github.license","observed_at":"2026-08-22T12:01:08.687Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":{"notes":[],"min_ram_gb":8,"requires_docker":false},"constraints":{"min_ram_gb":8,"requires_docker":false},"when_to_use":[],"when_not_to_use":[],"source":"enrich:decision_facts","observed_at":"2026-07-12T04:34:43.390Z"},"constraint_facets":{"min_ram_gb":8,"requires_docker":false},"decision_summary":[{"label":"Requirements","value":"Min 8 GB RAM"},{"label":"Adopt for","value":"Lightly-train is a Python-based framework focused on training vision models including YOLO, ViTs, RT-DETR, and DINOv3, offering comprehensive features like pretraining, fine-tuning, and distillation."}]}}