--- base_model: unsloth/llama-3.2-3b-instruct-unsloth-bnb-4bit tags: - text-generation-inference - transformers - unsloth - llama - gguf license: apache-2.0 language: - en datasets: - gretelai/synthetic_text_to_sql --- ### Text-to-SQL Model A fine-tuned Llama 3.2 3B model specialized for converting natural language queries into SQL statements. This model transforms everyday questions into precise database queries, making data accessible to everyone. ### Desired Use Cases Perfect for applications requiring natural language to SQL conversion: Business Intelligence: "Show me sales by region for last quarter" Data Analytics: "Find customers who haven't purchased in 6 months" Reporting: "What are the top 10 products by revenue?" Database Querying: Making databases accessible to non-technical users ### Training Data Trained on the gretelai/synthetic_text_to_sql dataset, which provides: High-quality synthetic text-to-SQL pairs Diverse query patterns and complexity levels Multiple database schemas and domains Robust coverage of SQL operations and functions ### Model Performance IDK MAN, it does what it does brev. -UPDATE- YEA I didnt cook. I reckon it underfit during training/. I may have to re-do the data_prep then training and see what results the model gives us during inference and try to evaluate the model. # Uploaded model - **Developed by:** imahwashere - **License:** apache-2.0 - **Finetuned from model :** unsloth/llama-3.2-3b-instruct-unsloth-bnb-4bit This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library. [](https://github.com/unslothai/unsloth)