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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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## Pandalyst: A large language model for mastering data analysis using pandas |
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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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<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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**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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**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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**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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## 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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| 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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## Usage |
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Please refer to <a href="https://github.com/zhengyanzhao1997/Pandalyst" target="_blank">Github</a>. |
