53 lines
1.6 KiB
Markdown
53 lines
1.6 KiB
Markdown
---
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license: cc-by-sa-4.0
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metrics:
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- accuracy
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pipeline_tag: text-generation
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tags:
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- code
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base_model: defog/llama-3-sqlcoder-8b
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---
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# QuantFactory/llama-3-sqlcoder-8b-GGUF
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This is quantized version of [defog/llama-3-sqlcoder-8b](https://huggingface.co/defog/llama-3-sqlcoder-8b) created using llama.cpp
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## Model Description
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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.
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Developed by: Defog, Inc
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Model type: [Text to SQL]
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License: [CC-by-SA-4.0]
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Finetuned from model: [Meta-Llama-3-8B-Instruct]
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## Demo Page
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[https://defog.ai/sqlcoder-demo/](https://defog.ai/sqlcoder-demo/)
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## Ideal prompt and inference parameters
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Set temperature to 0, and do not do sampling.
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### Prompt
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```
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<|begin_of_text|><|start_header_id|>user<|end_header_id|>
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Generate a SQL query to answer this question: `{user_question}`
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{instructions}
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DDL statements:
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{create_table_statements}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
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The following SQL query best answers the question `{user_question}`:
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```sql
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```
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## Evaluation
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This model was evaluated on SQL-Eval, a PostgreSQL based evaluation framework developed by Defog for testing and alignment of model capabilities.
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You can read more about the methodology behind SQLEval [here](https://defog.ai/blog/open-sourcing-sqleval/).
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## Contact defog
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Contact defog on X at [@defogdata](https://twitter.com/defogdata), or on email at founders@defog.ai |