import torch from PIL import Image from modelscope import AutoModel, AutoTokenizer model_path = '/share/fshare/common/models/OpenBMB/MiniCPM-V-2_6' model = AutoModel.from_pretrained(model_path, trust_remote_code=True).to(dtype=torch.bfloat16) model = model.to(device='cuda:3') model = model.eval() tokenizer = AutoTokenizer.from_pretrained(model_path, trust_remote_code=True) image = Image.open('demo.jpeg').convert('RGB') question = '图片里有什么?' msgs = [{'role': 'user', 'content': [image, question]}] res = model.chat( image=None, msgs=msgs, tokenizer=tokenizer ) print(res)