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README.md
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- Finetuned to generate pandas codes given a dataframe and user query.
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- ~100 datasets were taken from kaggle https://www.kaggle.com/datasets?search=Tabular+data
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- These dataset were used to generate 390 sets of data queries and pandas code answers via llama3-70b https://www.kaggle.com/code/samsonleegh/sampling-data-qns-and-pandas-ans-from-dataset
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- Finetuned llama3-8b-4bit with LoRA 16 adapters on 350 queries and answers pair https://colab.research.google.com/drive/
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- Compare ROUGE score of original vs finetuned model on 40 queries and answers pair
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## ROUGE Score Comparison
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| Metric | llama3-8b | llama3-8b finetuned |
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- Finetuned to generate pandas codes given a dataframe and user query.
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- ~100 datasets were taken from kaggle https://www.kaggle.com/datasets?search=Tabular+data
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- These dataset were used to generate 390 sets of data queries and pandas code answers via llama3-70b https://www.kaggle.com/code/samsonleegh/sampling-data-qns-and-pandas-ans-from-dataset
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- Finetuned llama3-8b-4bit with LoRA 16 adapters on 350 queries and answers pair https://colab.research.google.com/drive/1UkqjHIq-mP22AfHZCWz4kiU7hcWaXfgi?usp=sharing
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- Compare ROUGE score of original vs finetuned model on 40 queries and answers pair
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## ROUGE Score Comparison
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| Metric | llama3-8b | llama3-8b finetuned |
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