ToolAgent/README.md

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# GLM-4.6V-Flash Server
基于 vLLM 的 OpenAI 兼容 API 服务。
## Requirements
- NVIDIA GPU with ≥44 GiB memory (e.g. L20)
- CUDA driver ≥570.x (CUDA 12.8)
- Python 3.12
## Installation
```bash
bash install.sh
```
或手动三步:
```bash
pip install torch==2.10.0 torchvision==0.25.0 \
--index-url https://download.pytorch.org/whl/cu128
pip install vllm==0.18.0 flashinfer-python==0.6.6
pip install transformers==5.12.0
```
## 启动
```bash
python server.py
```
或指定 GPU
```bash
CUDA_VISIBLE_DEVICES=2 python server.py
```
## 验证
```bash
curl http://localhost:8000/v1/models
curl http://localhost:8000/v1/chat/completions \
-H "Content-Type: application/json" \
-d '{"model":"GLM-4.6V-Flash","messages":[{"role":"user","content":"hello"}]}'
```