{"id":21287918,"url":"https://github.com/llm-db/fineinfer","last_synced_at":"2025-07-11T13:31:16.737Z","repository":{"id":227662272,"uuid":"764042404","full_name":"llm-db/FineInfer","owner":"llm-db","description":"Deferred Continuous Batching in Resource-Efficient Large Language Model Serving (EuroMLSys 2024)","archived":false,"fork":false,"pushed_at":"2024-05-28T20:47:42.000Z","size":55,"stargazers_count":9,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2024-06-07T23:22:49.226Z","etag":null,"topics":["fine-tuning","inference","llm","lora","peft","pytorch"],"latest_commit_sha":null,"homepage":"https://dl.acm.org/doi/10.1145/3642970.3655835","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/llm-db.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2024-02-27T11:31:37.000Z","updated_at":"2024-06-07T08:05:52.000Z","dependencies_parsed_at":null,"dependency_job_id":"74cc9c57-5bbd-4264-8c2f-eb37721da4ff","html_url":"https://github.com/llm-db/FineInfer","commit_stats":null,"previous_names":["fineinfer/fineinfer","llm-db/fineinfer"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/llm-db%2FFineInfer","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/llm-db%2FFineInfer/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/llm-db%2FFineInfer/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/llm-db%2FFineInfer/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/llm-db","download_url":"https://codeload.github.com/llm-db/FineInfer/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":225724160,"owners_count":17514144,"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":["fine-tuning","inference","llm","lora","peft","pytorch"],"created_at":"2024-11-21T12:17:41.336Z","updated_at":"2024-11-21T12:17:41.982Z","avatar_url":"https://github.com/llm-db.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003ch1 align=\"center\"\u003e\nFineInfer\n\u003c/h1\u003e\n\n\u003cp align=\"center\"\u003e\n| \u003ca href=\"https://dl.acm.org/doi/10.1145/3642970.3655835\"\u003e\u003cb\u003ePaper\u003c/b\u003e\u003c/a\u003e |\n\u003c/p\u003e\n\nFineInfer is a research prototype for fine-tuning and serving large language models.\n\nFineInfer supports concurrent parameter-efficient fine-tuning and inference through the following features:\n* Deferred continuous batching\n* Hybrid system architecture\n* Heterogeneous batching\n\n## Get Started\n[Installation and examples](https://github.com/llm-db/FineInfer/tree/main/benchmarks/fineinfer)\n\nThe current version removes some previous features and functionalities. If you need them, please download [previous versions](https://github.com/llm-db/FineInfer/releases).\n\n## Citation\n```\n@inproceedings{FineInfer,\n  author = {He, Yongjun and Lu, Yao and Alonso, Gustavo},\n  title = {Deferred Continuous Batching in Resource-Efficient Large Language Model Serving},\n  year = {2024},\n  booktitle = {Proceedings of the 4th Workshop on Machine Learning and Systems},\n  pages = {98–106},\n  series = {EuroMLSys '24}\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fllm-db%2Ffineinfer","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fllm-db%2Ffineinfer","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fllm-db%2Ffineinfer/lists"}