## 使用方法 ```python import torch from PIL import Image from transformers import AutoModel, AutoTokenizer model = AutoModel.from_pretrained('openbmb/MiniCPM-V/', trust_remote_code=True) tokenizer = AutoTokenizer.from_pretrained('openbmb/MiniCPM-V', trust_remote_code=True) model.eval().cuda() image = Image.open('xx.jpg').convert('RGB') question = '请描述一下该图像' res, context, _ = model.chat( image=image, question=question, context=None, tokenizer=tokenizer, sampling=True, temperature=0.7 ) print(res) ```