Improve: Update model card with abstract, correct license, and add tags/resources
#3
by
nielsr
HF Staff
- opened
README.md
CHANGED
|
@@ -1,13 +1,24 @@
|
|
| 1 |
---
|
| 2 |
base_model: OpenGVLab/InternVL2-4B
|
| 3 |
library_name: transformers
|
| 4 |
-
license:
|
| 5 |
pipeline_tag: image-text-to-text
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 6 |
---
|
| 7 |
|
| 8 |
# OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis
|
| 9 |
|
| 10 |
-
This model is described in the paper [OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis](https://huggingface.co/papers/2412.19723)
|
|
|
|
|
|
|
|
|
|
| 11 |
|
| 12 |
<div align="center">
|
| 13 |
|
|
@@ -23,8 +34,8 @@ We introduce OS-Genesis, an interaction-driven pipeline that synthesizes high-qu
|
|
| 23 |
## Quick Start
|
| 24 |
OS-Genesis-8B-WA is a mobile action model finetuned from [InternVL2-8B](https://huggingface.co/OpenGVLab/InternVL2-8B).
|
| 25 |
|
| 26 |
-
###
|
| 27 |
-
In the following table, we provide an overview of the OS-Genesis
|
| 28 |
|
| 29 |
| Model Name | Base Model | Training Data | HF Link |
|
| 30 |
| :-------------: | :-------------------------------------------------------------------------------------: | :----------------------------------------------------------------------------: | :---------------------------------------------------------: |
|
|
@@ -150,8 +161,23 @@ print(f'User: {question}
|
|
| 150 |
Assistant: {response}')
|
| 151 |
```
|
| 152 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 153 |
|
| 154 |
-
## Citation
|
| 155 |
If you find this repository helpful, feel free to cite our paper:
|
| 156 |
```bibtex
|
| 157 |
@article{sun2024osgenesis,
|
|
|
|
| 1 |
---
|
| 2 |
base_model: OpenGVLab/InternVL2-4B
|
| 3 |
library_name: transformers
|
| 4 |
+
license: mit
|
| 5 |
pipeline_tag: image-text-to-text
|
| 6 |
+
tags:
|
| 7 |
+
- vlm
|
| 8 |
+
- gui-agent
|
| 9 |
+
- multimodal
|
| 10 |
+
- android
|
| 11 |
+
- web
|
| 12 |
+
- computer-vision
|
| 13 |
+
- natural-language-processing
|
| 14 |
---
|
| 15 |
|
| 16 |
# OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis
|
| 17 |
|
| 18 |
+
This model is described in the paper [OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis](https://huggingface.co/papers/2412.19723).
|
| 19 |
+
|
| 20 |
+
## Abstract
|
| 21 |
+
Graphical User Interface (GUI) agents powered by Vision-Language Models (VLMs) have demonstrated human-like computer control capability. Despite their utility in advancing digital automation, a critical bottleneck persists: collecting high-quality trajectory data for training. Common practices for collecting such data rely on human supervision or synthetic data generation through executing pre-defined tasks, which are either resource-intensive or unable to guarantee data quality. Moreover, these methods suffer from limited data diversity and significant gaps between synthetic data and real-world environments. To address these challenges, we propose OS-Genesis, a novel GUI data synthesis pipeline that reverses the conventional trajectory collection process. Instead of relying on pre-defined tasks, OS-Genesis enables agents first to perceive environments and perform step-wise interactions, then retrospectively derive high-quality tasks to enable trajectory-level exploration. A trajectory reward model is then employed to ensure the quality of the generated trajectories. We demonstrate that training GUI agents with OS-Genesis significantly improves their performance on highly challenging online benchmarks. In-depth analysis further validates OS-Genesis's efficiency and its superior data quality and diversity compared to existing synthesis methods. Our codes, data, and checkpoints are available at this https URL .
|
| 22 |
|
| 23 |
<div align="center">
|
| 24 |
|
|
|
|
| 34 |
## Quick Start
|
| 35 |
OS-Genesis-8B-WA is a mobile action model finetuned from [InternVL2-8B](https://huggingface.co/OpenGVLab/InternVL2-8B).
|
| 36 |
|
| 37 |
+
### OS-Genesis WebArena Family Models
|
| 38 |
+
In the following table, we provide an overview of the OS-Genesis WA Family Models used for evaluating the WebArena Benchmark.
|
| 39 |
|
| 40 |
| Model Name | Base Model | Training Data | HF Link |
|
| 41 |
| :-------------: | :-------------------------------------------------------------------------------------: | :----------------------------------------------------------------------------: | :---------------------------------------------------------: |
|
|
|
|
| 161 |
Assistant: {response}')
|
| 162 |
```
|
| 163 |
|
| 164 |
+
## More Resources
|
| 165 |
+
### Raw collected triples
|
| 166 |
+
|
| 167 |
+
In addition to our complete trajectory data on HuggingFace, we also provide collected raw `<s_pre, a, s_post>` triples. You can use them to reproduce the process of reverse task synthesis directly, without re-collecting them from emulators yourself ๐. The screenshots and corresponding texts (with SoM info contained) are provided below:
|
| 168 |
+
|
| 169 |
+
| Data Type | Screenshots | Data JSON |
|
| 170 |
+
| :-------------: | :-------------------------------------------------------------------------------------: | :----------------------------------------------------------------------------: |
|
| 171 |
+
| Mobile | [Screenshots](https://drive.google.com/file/d/1ILyz_-DDOdAk32kue1lEPaV50YzQ5c4v/view?usp=sharing) | [Data JSON](https://drive.google.com/file/d/1dSxNf-co4LGh93NoiUgWKdbcf8Mo_VWG/view?usp=sharing) |
|
| 172 |
+
| Web | [Screenshots](https://drive.google.com/file/d/1X2QktZ51OUofZ43vDGB4RuAPlXbdf5ua/view?usp=sharing) | [Data JSON](https://drive.google.com/file/d/1mDxhonGnd3wZbNQgWMVpYEkPW26_FVg8/view?usp=sharing) |
|
| 173 |
+
|
| 174 |
+
Feel free to email me if you require additional data of this kind.
|
| 175 |
+
|
| 176 |
+
## FAQ โ
|
| 177 |
+
|
| 178 |
+
We have collected some questions from emails, Hugging Face, and WeChat communications. Please check the [FAQ](https://github.com/OS-Copilot/OS-Genesis/blob/main/faq.md) ๐ค
|
| 179 |
|
| 180 |
+
## Citation ๐
|
| 181 |
If you find this repository helpful, feel free to cite our paper:
|
| 182 |
```bibtex
|
| 183 |
@article{sun2024osgenesis,
|