Pandalyst: A large language model for mastering data analysis using pandas
What is Pandalyst
- Pandalyst is a general large language model specifically trained to process and analyze data using the pandas library.
How is Pandalyst
- Pandalyst has strong generalization capabilities for data tables in different fields and different data analysis needs.
Why is Pandalyst
- Pandalyst is open source and free to use, and its small parameter size (7B/13B) allows us to easily deploy it on local PC.
- Pandalyst can handle complex data tables (multiple columns and multiple rows), allowing us to enter enough context to describe our table in detail.
- Pandalyst has very competitive performance, significantly outperforming models of the same size and even outperforming some of the strongest closed-source models.
News
- 🔥[2023/10/15] Now we can plot 📈! and much more powerful! We released Pandalyst-7B-V1.2, which was trained on CodeLlama-7b-Python and it surpasses ChatGPT-3.5 (2023/06/13), Pandalyst-7B-V1.1 and WizardCoder-Python-13B-V1.0 in our PandaTest_V1.0.
- 🤖️[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 WizardCoder-Python-13B-V1.0 and ChatGPT-3.5 (2023/06/13).
| Model | Checkpoint | Support plot | License |
|---|---|---|---|
| 🔥Pandalyst-7B-V1.2 | 🤗 HF Link | ✅ | Llama2 |
| Pandalyst-7B-V1.1 | 🤗 HF Link | ❌ | Llama2 |
Usage and Human evaluation
Please refer to Github.