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slim-sql-onnx

slim-sql-onnx is a small specialized function calling model that takes as input a table schema and a natural language query, and outputs a SQL statement that corresponds to the query, and can be run against a database table. This is a very small text-to-sql model designed for reasonable accuracy on single tables and relatively straightforward queries, and for easy integration into multi-step processes.

This is an ONNX int4 quantized version of slim-sql-1b-v0, providing a very fast, very small inference implementation, optimized for AI PCs using Intel GPU, CPU and NPU.

Model Description

  • Developed by: llmware
  • Model type: tinyllama
  • Parameters: 1.1 billion
  • Model Parent: llmware/slim-sql-1b-v0
  • Language(s) (NLP): English
  • License: Apache 2.0
  • Uses: Text-to-SQL conversion
  • RAG Benchmark Accuracy Score: NA
  • Quantization: int4

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