imahwashere/TexttoSQLish_Code

1---2base_model: unsloth/llama-3.2-3b-instruct-unsloth-bnb-4bit3tags:4- text-generation-inference5- transformers6- unsloth7- llama8- gguf9license: apache-2.010language:11- en12datasets:13- gretelai/synthetic_text_to_sql14---15 16### Text-to-SQL Model17A 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.18 19### Desired Use Cases20Perfect for applications requiring natural language to SQL conversion:21 22Business Intelligence: "Show me sales by region for last quarter"23Data Analytics: "Find customers who haven't purchased in 6 months"24Reporting: "What are the top 10 products by revenue?"25Database Querying: Making databases accessible to non-technical users26 27### Training Data28Trained on the gretelai/synthetic_text_to_sql dataset, which provides:29 30High-quality synthetic text-to-SQL pairs31Diverse query patterns and complexity levels32Multiple database schemas and domains33Robust coverage of SQL operations and functions34 35### Model Performance36IDK MAN, it does what it does brev.37-UPDATE-38YEA I didnt cook.39I reckon it underfit during training/. 40I 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.41 42# Uploaded  model43 44- **Developed by:** imahwashere45- **License:** apache-2.046- **Finetuned from model :** unsloth/llama-3.2-3b-instruct-unsloth-bnb-4bit47 48This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.49 50[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)