ManthanKulakarni/TinyLlama-1.1B-Text2SQL
TEXT GENERATIONConcurrency Cost:1Model Size:1.1BQuant:BF16Ctx Length:2kPublished:Dec 13, 2023License:apache-2.0Architecture:Transformer Open Weights Warm
ManthanKulakarni/TinyLlama-1.1B-Text2SQL is a 1.1 billion parameter language model, fine-tuned from TinyLlama/TinyLlama-1.1B-Chat-v1.0. This model is specifically optimized for Text-to-SQL tasks, enabling it to translate natural language queries into SQL commands. Its compact size and specialized fine-tuning make it suitable for applications requiring efficient SQL generation from text inputs.
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Overview
ManthanKulakarni/TinyLlama-1.1B-Text2SQL is a specialized language model, fine-tuned from the 1.1 billion parameter TinyLlama/TinyLlama-1.1B-Chat-v1.0. This model is designed to convert natural language text into SQL queries, making it a compact solution for database interaction through conversational interfaces.
Key Capabilities
- Text-to-SQL Conversion: Translates natural language prompts into executable SQL statements.
- Compact Size: Based on a 1.1 billion parameter architecture, offering efficiency for deployment in resource-constrained environments.
- Specialized Fine-tuning: Optimized for a specific domain (Text-to-SQL) rather than general-purpose chat.
Good for
- Applications requiring efficient natural language interaction with databases.
- Integrating SQL generation into chatbots or virtual assistants.
- Use cases where a smaller, specialized model is preferred over larger, more general LLMs for Text-to-SQL tasks.