|
--- |
|
license: llama2 |
|
library_name: transformers |
|
tags: |
|
- code |
|
model-index: |
|
- name: Pandalyst_13B_v1.0 |
|
results: |
|
- task: |
|
type: text-generation |
|
metrics: |
|
- name: exec@1 |
|
type: exec@1 |
|
value: 0.71 |
|
verified: false |
|
language: |
|
- en |
|
--- |
|
|
|
|
|
## Pandalyst: A large language model for mastering data analysis using pandas |
|
|
|
<p align="center"> |
|
<img src="https://raw.githubusercontent.com/zhengyanzhao1997/Pandalyst/master/imgs/pandalyst.png" width="300"/> |
|
</p> |
|
|
|
<p align="center"> |
|
π± <a href="https://github.com/zhengyanzhao1997/Pandalyst" target="_blank">Github Repo</a> <br> |
|
</p> |
|
|
|
**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 |
|
|
|
- π₯[2023/09/28] We released **Pandalyst-13B-V1.0** , which 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)**. |
|
|
|
| Model | Checkpoint | PandaTest_V1.0 | PandaTest_V1.0_EASY | PandaTest_V1.0_HARD | License | |
|
|--------------------|------------------------------------------------------------------------------------------------------|----------------|---------------------|---------------------| ----- | |
|
| Pandalyst-13B-V1.0 | π€ <a href="https://huggingface.co./pipizhao/Pandalyst_13B_V1.0" target="_blank">HF Link</a> | 70.7 | 75.6 | 65.9 | <a href="https://ai.meta.com/resources/models-and-libraries/llama-downloads/" target="_blank">Llama2</a> | |
|
| Pandalyst-7B-V1.0 | coming soon | - | - | - | <a href="https://ai.meta.com/resources/models-and-libraries/llama-downloads/" target="_blank">Llama2</a> | |
|
|
|
|
|
## Usage |
|
Please refer to <a href="https://github.com/zhengyanzhao1997/Pandalyst" target="_blank">Github</a>. |