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Fine-tuningFreeOpen Source
STARCODER
Open-source code LLM supporting 80+ languages with 8K context
Apache-2.0
ABOUT
Developers need fast, local code completions without sending proprietary code to cloud APIs, but most open-source code models lack multi-language support or specialized features like fill-in-the-middle. StarCoder delivers production-quality code generation across 80+ languages, trained on permissively licensed code from The Stack dataset with an 8K context window. Its fill-in-the-middle architecture enables precise code infilling at any cursor position.
INSTALL
pip install transformers accelerateINTEGRATION GUIDE
1. Generate idiomatic code snippets across 80+ programming languages from natural language prompts
2. Use fill-in-the-middle to complete code at any position within a file, not just at the cursor end
3. Fine-tune StarCoder on a private codebase for organization-specific code completion
4. Run local code generation without sending code to third-party APIs for security compliance
5. Augment code review workflows with automated bug detection and refactoring suggestions
TAGS
pythoncode-generationllmfine-tuningtransformersbigcodeopen-source