resp-agent-models / README.md
nielsr's picture
nielsr HF Staff
Improve model card and add metadata
e79ef1b verified
|
raw
history blame
3.18 kB
---
language:
- en
license: mit
pipeline_tag: audio-text-to-text
tags:
- respiratory-sound
- medical-ai
- audio-generation
- audio-classification
---
# Resp-Agent Models
Model weights for **Resp-Agent**, an autonomous multimodal system for respiratory sound generation and disease diagnosis presented in the paper: **[Resp-Agent: An Agent-Based System for Multimodal Respiratory Sound Generation and Disease Diagnosis](https://huggingface.co/papers/2602.15909)** (ICLR 2026).
πŸ“¦ **GitHub Repository**: [zpforlove/Resp-Agent](https://github.com/zpforlove/Resp-Agent)
## πŸ“ Contents
| Model | Size | Description |
|-------|------|-------------|
| **Diagnoser/checkpoints/longformer** | 952 MB | Fine-tuned Longformer for EHR + audio analysis |
| **Diagnoser/pretrained_models** | 695 MB | BEATs & Tokenizer pretrained weights |
| **Generator/checkpoints/llm** | 3.8 GB | Fine-tuned LLM for audio generation |
| **Generator/checkpoints/flow** | 2.0 GB | CFM flow matching model |
| **Generator/pretrained_models** | 695 MB | BEATs & Tokenizer pretrained weights |
| **audio_descriptions.jsonl** | 87 MBΓ—2 | Audio description data |
> **Note**: DeepSeek-R1 model is **NOT** included here. Please download separately from:
> πŸ”— [deepseek-ai/DeepSeek-R1-Distill-Qwen-7B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B)
## πŸš€ Quick Download
```python
from huggingface_hub import snapshot_download
# Download all models
snapshot_download(
repo_id="AustinZhang/resp-agent-models",
local_dir="./",
ignore_patterns=["*.md", ".gitattributes"]
)
# Download DeepSeek-R1 separately
snapshot_download(
repo_id="deepseek-ai/DeepSeek-R1-Distill-Qwen-7B",
local_dir="./Diagnoser/checkpoints/deepseek-r1"
)
```
## πŸ“‚ Expected Directory Structure
After downloading, your project should look like:
```
Resp-Agent/
β”œβ”€β”€ Diagnoser/
β”‚ β”œβ”€β”€ checkpoints/
β”‚ β”‚ β”œβ”€β”€ deepseek-r1/ # From deepseek-ai/DeepSeek-R1-Distill-Qwen-7B
β”‚ β”‚ └── longformer/ # From this repo
β”‚ └── pretrained_models/ # From this repo
└── Generator/
β”œβ”€β”€ checkpoints/
β”‚ β”œβ”€β”€ llm/ # From this repo
β”‚ └── flow/ # From this repo
└── pretrained_models/ # From this repo
```
## πŸ“ Citation
If you find this work useful, please cite our paper:
```bibtex
@inproceedings{
zhang2026respagent,
title={Resp-Agent: An Agent-Based System for Multimodal Respiratory Sound Generation and Disease Diagnosis},
author={Pengfei ZHANG and Tianxin Xie and Minghao Yang and Li Liu},
booktitle={The Fourteenth International Conference on Learning Representations},
year={2026},
url={https://openreview.net/forum?id=ZkoojtEm3W}
}
```
## πŸ™ Acknowledgements
- [BEATs](https://github.com/microsoft/unilm/tree/master/beats) - Audio pre-training framework
- [DeepSeek-R1](https://github.com/deepseek-ai/DeepSeek-R1) - Reasoning model
- [Longformer](https://github.com/allenai/longformer) - Long document transformer
## πŸ“„ License
These model weights are released for academic research purposes only under the MIT License.