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README.md
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library_name: transformers
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tags:
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- code
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library_name: transformers
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tags:
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- code
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---
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# Update notice
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The model weights were updated at 3 AM UTC on Sep 12, 2024.
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# Model Card for DR-TEXT2SQL-CodeLlama2-7B
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A capable large language model for natural language to SQL generation.
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## Model Details
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### Model Description
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This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
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Developed by: eglym
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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: [CodeLlama-7B]
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Uses
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This model is intended to be used by non-technical users to understand data inside their SQL databases. It is meant as an analytics tool, and not as a database admin tool.
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This model has not been trained to reject malicious requests from users with write access to databases, and should only be used by users with read-only access.
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How to Get Started with the Model
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Use the code here to get started with the model.
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Prompt
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Please use the following prompt for optimal results. Please remember to use do_sample=False and num_beams=4 for optimal results.
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### Task
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Generate a SQL query to answer [QUESTION]{user_question}[/QUESTION]
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### Answer
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Given the database schema, here is the SQL query that [QUESTION]{user_question}[/QUESTION]
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[SQL]
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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.
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Results
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We classified each generated question into one of 6 categories. The table displays the percentage of questions answered correctly by each model, broken down by category.
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```bash
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easy medium hard extra all
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count 250 440 174 170 1034
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compare etype exec
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===================== EXECUTION ACCURACY =====================
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exec 0.352 0.045 0.006 0.000 0.105
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```
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