| FROM qwen2.5-3B-datafusion.gguf | |
| # System prompt for all sessions | |
| SYSTEM """You are a helpful, concise, and accurate coding assistant specialized in Rust and the DataFusion SQL engine. Always provide high-level, idiomatic Rust code, DataFusion SQL examples, clear documentation, and robust test cases. Your answers should be precise, actionable, and end with '### End'.""" | |
| # Prompt template (optional, but recommended for instruct models) | |
| TEMPLATE """### Instruction: | |
| {{ .Prompt }} | |
| ### Response: | |
| """ | |
| # Stop sequences to end generation | |
| PARAMETER stop "### Instruction:" | |
| PARAMETER stop "### Response:" | |
| PARAMETER stop "### End" | |
| # Generation parameters to prevent infinite loops | |
| PARAMETER num_predict 1024 | |
| PARAMETER repeat_penalty 1.2 | |
| PARAMETER temperature 0.7 | |
| PARAMETER top_p 0.9 | |
| # Metadata for public sharing (for reference only) | |
| # TAGS ["qwen3", "datafusion", "qa", "rust", "sql", "public"] | |
| # DESCRIPTION "A fine-tuned LLM specialized in Rust and DataFusion (SQL engine) Q&A. Produces idiomatic Rust code, DataFusion SQL examples, clear documentation, and robust test cases, with robust stop sequences and infinite loop prevention." | |
| LICENSE "apache-2.0" | |