A capable language model for text to SQL generation for Postgres, Redshift and Snowflake that is on-par with the most capable generalist frontier models.
Model Description
Developed by: Defog, Inc Model type: [Text to SQL] License: [CC-by-SA-4.0] Finetuned from model: [Meta-Llama-3-8B-Instruct]
Demo Page
https://defog.ai/sqlcoder-demo/
Ideal prompt and inference parameters
Set temperature to 0, and do not do sampling.
Prompt
<|begin_of_text|><|start_header_id|>user<|end_header_id|>
Generate a SQL query to answer this question: `{user_question}`
{instructions}
DDL statements:
{create_table_statements}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
The following SQL query best answers the question `{user_question}`:
```sql
Evaluation
This model was evaluated on SQL-Eval, a PostgreSQL based evaluation framework developed by Defog for testing and alignment of model capabilities.
You can read more about the methodology behind SQLEval here.
Contact
Contact us on X at @defogdata, or on email at [email protected]
- Downloads last month
- 7,689
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social
visibility and check back later, or deploy to Inference Endpoints (dedicated)
instead.