File size: 1,415 Bytes
89e0738 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 |
---
license: cc-by-sa-4.0
tags:
- code
- autoquant
- awq
metrics:
- accuracy
pipeline_tag: text-generation
---
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/](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](https://defog.ai/blog/open-sourcing-sqleval/).
## Contact
Contact us on X at [@defogdata](https://twitter.com/defogdata), or on email at founders@defog.ai |