{"id":18906982,"url":"https://github.com/jordandeklerk/starcoder2-finetune-code-completion","last_synced_at":"2025-10-24T08:12:46.658Z","repository":{"id":230929649,"uuid":"780478971","full_name":"jordandeklerk/Starcoder2-Finetune-Code-Completion","owner":"jordandeklerk","description":"Finetuning Starcoder2-3B for Code Completion on a single A100 GPU","archived":false,"fork":false,"pushed_at":"2024-11-04T23:40:26.000Z","size":589,"stargazers_count":7,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-28T16:21:29.320Z","etag":null,"topics":["artificial-intelligence","code-llms","finetuning-large-language-models","llms","lora","machine-learning","peft","starcoder2"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/jordandeklerk.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":"2024-04-01T15:12:27.000Z","updated_at":"2024-11-04T23:43:04.000Z","dependencies_parsed_at":"2024-04-01T17:00:26.449Z","dependency_job_id":"34a70f66-3981-4913-93f0-c25f7164bf8a","html_url":"https://github.com/jordandeklerk/Starcoder2-Finetune-Code-Completion","commit_stats":null,"previous_names":["jordandeklerk/starcoder2-finetune-code-completion"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jordandeklerk%2FStarcoder2-Finetune-Code-Completion","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jordandeklerk%2FStarcoder2-Finetune-Code-Completion/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jordandeklerk%2FStarcoder2-Finetune-Code-Completion/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jordandeklerk%2FStarcoder2-Finetune-Code-Completion/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jordandeklerk","download_url":"https://codeload.github.com/jordandeklerk/Starcoder2-Finetune-Code-Completion/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":249006477,"owners_count":21197282,"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":["artificial-intelligence","code-llms","finetuning-large-language-models","llms","lora","machine-learning","peft","starcoder2"],"created_at":"2024-11-08T09:19:23.947Z","updated_at":"2025-10-24T08:12:41.614Z","avatar_url":"https://github.com/jordandeklerk.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Highlights\n\n\u003cimg src=\"./images/starcoder.png\" width=\"750\"\u003e\u003c/img\u003e\n\nThis project demonstrates the process of fine-tuning the Starcoder2-3B model, a code-generating LLM, on proprietary code, which we could imagine as a company's internal codebase, to better align with internal coding standards and leverage specialized libraries. Given the substantial size of these models, traditional fine-tuning approaches can be excessively demanding on computational resources. However, we'll introduce techniques to effectively fine-tune these models on just a single GPU using QLoRA, PEFT, and Bits and Bytes, ensuring a more practical approach for resource-limited environments.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjordandeklerk%2Fstarcoder2-finetune-code-completion","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjordandeklerk%2Fstarcoder2-finetune-code-completion","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjordandeklerk%2Fstarcoder2-finetune-code-completion/lists"}