Hugging Face Overview
Model Overview
This model, ruslanmv/Meta-Llama-3.1-8B-Text-to-SQL, is a fine-tuned version of the Meta-Llama-3.1-8B base model, developed by ruslanmv. It utilizes 4-bit quantization, making it efficient for deployment and inference while preserving its generative capabilities. The model is specifically designed for text generation tasks, with a particular emphasis on translating natural language into SQL queries.
Key Capabilities
- Text-to-SQL Conversion: Excels at interpreting natural language instructions and generating corresponding SQL queries.
- Efficient Inference: Benefits from 4-bit quantization, allowing for more memory-efficient and faster execution.
- Coherent Text Generation: Capable of producing contextually accurate and grammatically sound text based on provided prompts.
- Apache 2.0 License: Freely available for use, modification, and distribution under the terms of the Apache 2.0 license.
Good For
- Database Interaction: Automating the generation of SQL queries from user-friendly text inputs.
- Application Development: Integrating natural language interfaces for database operations in various applications.
- Prototyping: Quickly generating SQL for data retrieval or manipulation tasks without manual query writing.
- Educational Purposes: Demonstrating text-to-SQL capabilities and fine-tuning techniques on large language models.