{"data":{"slug":"nebuly-ai-optimate","name":"optimate","tagline":"A collection of libraries to optimise AI model performances","github_url":"https://github.com/nebuly-ai/optimate","owner":"nebuly-ai","repo":"optimate","owner_avatar_url":"https://avatars.githubusercontent.com/u/83510798?v=4","primary_language":"Python","stars":8328,"forks":613,"topics":["ai","analytics","artificial-intelligence","deeplearning","large-language-models","llm"],"archived":false,"github_pushed_at":"2024-07-22T02:07:03+00:00","maintenance_label":"Dormant","stars_delta_30d":-1,"url":"https://www.graphcanon.com/tools/nebuly-ai-optimate","markdown_url":"https://www.graphcanon.com/tools/nebuly-ai-optimate.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/nebuly-ai-optimate","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=nebuly-ai-optimate","description":"A collection of libraries to optimise AI model performances","homepage_url":"https://www.nebuly.com/","license":"Apache-2.0","open_issues":109,"watchers":88,"ai_summary":"OptiMate is a legacy repository of libraries for optimizing AI models, including Speedster for inference cost reduction, Nos for infrastructure cost reduction, and ChatLLaMA for hardware and data cost reduction.","readme_excerpt":"# OptiMate\n\n**[Legacy]**\n\nThis repository is now in a legacy phase and is no longer actively maintained. Although the source code is still available in the Git history, there will be no additional updates or official support.\n\n**[About Nebuly]**\n\nOur team is fully committed on creating the best user-experience platform for LLMs so that companies can understand user behavior at scale when interacting with their LLM-based products. \n- To learn more on how to get started, visit our [official documentation](https://docs.nebuly.com/welcome/overview)\n- If you need enterprise support, please contact us [here](https://www.nebuly.com/nebuly-book-a-demo)\n\n**[About optimate]**\n\nWe have open-sourced a couple of internal projects to the community, but we are not currently maintaining them. Optimate is a collection of libraries designed to help you optimize your AI models. It is an open-source project developed by Nebuly AI but is **not actively maintained**.\n\nThe tools available to assist you in your optimization are:\n\n✅ [Speedster](https://github.com/nebuly-ai/optimate/tree/main/optimization/speedster): reduce inference costs by leveraging SOTA optimization techniques that best couple your AI models with the underlying hardware (GPUs and CPUs)\n\n✅ [Nos](https://github.com/nebuly-ai/nos): reduce infrastructure costs by leveraging real-time dynamic partitioning and elastic quotas to maximize the utilization of your Kubernetes GPU cluster\n\n✅ [ChatLLaMA](https://github.com/nebuly-ai/optimate/tree/main/optimization/chatllama): reduce hardware and data costs by leveraging fine-tuning optimization techniques and RLHF alignment","github_created_at":"2022-02-12T17:17:14+00:00","created_at":"2026-07-07T17:34:18.291327+00:00","updated_at":"2026-09-20T04:33:50.093788+00:00","categories":[{"slug":"inference-serving","name":"Inference & Serving","url":"https://www.graphcanon.com/categories/inference-serving","markdown_url":"https://www.graphcanon.com/categories/inference-serving.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/inference-serving"},{"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":"ai","name":"ai"},{"slug":"analytics","name":"analytics"},{"slug":"artificial-intelligence","name":"artificial-intelligence"},{"slug":"deeplearning","name":"deeplearning"},{"slug":"large-language-models","name":"large-language-models"},{"slug":"llm","name":"llm"}],"trust":{"provenance":{"is_fork":false,"github_id":458588993,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-18T08:50:51.737Z","maintenance":{"label":"Dormant","score":18,"methodology":"github_public_v1","releases_90d":0,"days_since_push":788,"last_release_at":"2023-03-27T13:47:20Z","stars_delta_30d":-1,"open_issues_delta_30d":-1},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-09-18T08:50:53.347Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-09-18T08:50:50.601Z"},"languages":{"value":["python"],"source":"github.language","observed_at":"2026-09-18T08:50:50.601Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-09-18T08:50:50.601Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":{"notes":["OptiMate is a legacy project and no longer actively maintained, so users should be prepared to handle any issues without official support."],"min_ram_gb":null,"requires_docker":false},"constraints":{"min_ram_gb":null,"requires_docker":false},"when_to_use":["When you need to leverage legacy optimization techniques for reducing inference costs with Speedster, infrastructure costs with Nos, and hardware and data costs with ChatLLaMA.","If you are working with existing models and want to apply optimization techniques that are no longer being updated but still effective for certain use cases."],"when_not_to_use":["If you require the latest optimization techniques and ongoing support, as OptiMate is in a legacy phase and no longer actively maintained.","When you need to integrate with modern AI frameworks that require the latest updates and patches, as OptiMate does not receive these updates."],"source":"enrich:decision_facts","observed_at":"2026-09-18T10:54:46.896Z"},"constraint_facets":{"min_ram_gb":null,"requires_docker":false},"decision_summary":[{"label":"Requirements","value":"OptiMate is a legacy project and no longer actively maintained, so users should be prepared to handle any issues without official support."},{"label":"Adopt for","value":"OptiMate is a legacy collection of Python libraries for optimizing AI models, including Speedster for inference cost reduction, Nos for infrastructure cost reduction, and ChatLLaMA for hardware and data cost reduction."},{"label":"License detail","value":"OptiMate is licensed under Apache-2.0, allowing for free use, modification, and distribution."}]}}