from huggingface_hub import InferenceClient client = InferenceClient(api_key="hf_xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx") image_url = "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" for message in client.chat_completion( model="meta-llama/Llama-3.2-11B-Vision-Instruct", messages=[ { "role": "user", "content": [ {"type": "image_url", "image_url": {"url": image_url}}, {"type": "text", "text": "Describe this image in one sentence."}, ], } ], max_tokens=500, stream=True, ): print(message.choices[0].delta.content, end="")