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README.md
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license: cc-by-nc-sa-4.0
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---
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license: cc-by-nc-sa-4.0
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language:
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- zh
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- en
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base_model:
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- Qwen/Qwen2.5-VL-7B-Instruct
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- Osilly/Vision-R1-7B
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tags:
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- medical
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---
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---
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# SkinGPT-R1-test
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**SkinGPT-R1** is a dermatological reasoning vision Language model (VLM).
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## ⚠️ Disclaimer
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This model is **for research and educational use only**. It is **NOT a substitute for professional medical advice, diagnosis, or treatment**.
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## 🛠️ Environment Setup
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To ensure compatibility, we strongly recommend creating a fresh Conda environment.
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### 1. Create Conda Environment
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Create a new environment named skingpt-r1 with Python 3.10:
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```bash
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conda create -n skingpt-r1 python=3.10 -y
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conda activate skingpt-r1
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```
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### 2. Install Dependencies
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```bash
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pip install -r requirements.txt
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```
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### (Optional) For faster inference on NVIDIA GPUs:
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```bash
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pip install flash-attn --no-build-isolation
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```
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## 🚀 Usage
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### Quick Start
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If you just installed the environment and want to check if it works:
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Open ***demo.py*** and Change the ***IMAGE_PATH*** variable to your image file.
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```bash
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python demo.py
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```
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### Interactive Chat
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To have a multi-turn conversation (e.g., asking follow-up questions about the diagnosis) in your terminal:
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```bash
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python chat.py --image ./test_images/lesion.jpg
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```
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### FastAPI Backend Deployment
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To deploy the model as a backend service (supporting image uploads and session management):
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#### Start the Server
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```bash
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python app.py
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```
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#### API Workflow
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Manage sessions via state_id to support multi-user history.
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Upload: POST /v1/upload/{state_id} — Uploads an image for the session.
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Chat: POST /v1/predict/{state_id} — Sends text (JSON: {"message": "..."}) and gets a response.
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Reset: POST /v1/reset/{state_id} — Clears session history and images.
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#### Client Example
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```python
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import requests
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API_URL = "http://localhost:5900"
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STATE_ID = "patient_001"
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# 1. Upload Image
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with open("skin_image.jpg", "rb") as f:
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requests.post(f"{API_URL}/v1/upload/{STATE_ID}", files={"file": f})
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# 2. Ask for Diagnosis
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response = requests.post(
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f"{API_URL}/v1/predict/{STATE_ID}",
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json={"message": "Please analyze this image."}
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)
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print("AI:", response.json()["message"])
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# 3. Ask Follow-up
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response = requests.post(
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f"{API_URL}/v1/predict/{STATE_ID}",
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json={"message": "What treatment do you recommend?"}
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)
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print("AI:", response.json()["message"])
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```
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