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+ ---
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+ license: llama2
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+ library_name: transformers
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+ tags:
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+ - code
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+ model-index:
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+ - name: Pandalyst_7B_v1.1
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+ results:
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+ - task:
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+ type: text-generation
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+ metrics:
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+ - name: exec@1
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+ type: exec@1
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+ value: 0.76
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+ verified: false
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+ language:
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+ - en
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+ ---
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+
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+
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+ ## Pandalyst: A large language model for mastering data analysis using pandas
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+
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+ <p align="center">
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+ <img src="https://raw.githubusercontent.com/zhengyanzhao1997/Pandalyst/master/imgs/pandalyst.png" width="300"/>
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+ </p>
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+
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+ <p align="center">
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+ 🐱 <a href="https://github.com/zhengyanzhao1997/Pandalyst" target="_blank">Github Repo</a> <br>
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+ </p>
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+
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+ **What is Pandalyst**
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+ - Pandalyst is a general large language model specifically trained to process and analyze data using the pandas library.
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+
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+ **How is Pandalyst**
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+ - Pandalyst has strong generalization capabilities for data tables in different fields and different data analysis needs.
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+
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+ **Why is Pandalyst**
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+ - Pandalyst is open source and free to use, and its small parameter size (7B/13B) allows us to easily deploy it on local PC.
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+ - Pandalyst can handle complex data tables (multiple columns and multiple rows), allowing us to enter enough context to describe our table in detail.
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+ - Pandalyst has very competitive performance, significantly outperforming models of the same size and even outperforming some of the strongest closed-source models.
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+
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+
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+ ## News
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+ - 🔥[2023/09/30] We released **Pandalyst-7B-V1.1** , which was trained on **CodeLlama-7b-Python** and achieves the **76.1 exec@1** in our **PandaTest_V1.0** and surpasses **Pandalyst-13B-V1.0**, **WizardCoder-Python-13B-V1.0** and **ChatGPT-3.5 (2023/06/13)**.
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+ - 🔥[2023/09/28] We released **Pandalyst-13B-V1.0** , which was trained on **WizardCoder-Python-13B-V1.0** and achieves the **70.7 exec@1** in our **PandaTest_V1.0** and surpasses **WizardCoder-Python-13B-V1.0** and **ChatGPT-3.5 (2023/06/13)**.
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+
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+
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+ | Model | Checkpoint | Base Model | PandaTest_V1.0 | EASY | HARD | License |
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+ |--------------------|---------------------------------------------------------------------------------------------|------------|----------------|---------------------|---------------------| ----- |
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+ | Pandalyst-13B-V1.0 | 🤗 <a href="https://huggingface.co/pipizhao/Pandalyst_13B_V1.0" target="_blank">HF Link</a> | WizardCoder-Python-13B-V1.0 | 70.7 | 75.6 | 65.9 | <a href="https://ai.meta.com/resources/models-and-libraries/llama-downloads/" target="_blank">Llama2</a> |
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+ | Pandalyst-7B-V1.1 | 🤗 <a href="https://huggingface.co/pipizhao/Pandalyst-7B-V1.1" target="_blank">HF Link</a> | CodeLlama-7b-Python | 76.1 | 85.2 | 67.0 | <a href="https://ai.meta.com/resources/models-and-libraries/llama-downloads/" target="_blank">Llama2</a> |
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+
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+
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+ ## Usage
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+ Please refer to <a href="https://github.com/zhengyanzhao1997/Pandalyst" target="_blank">Github</a>.