from PIL import Image import requests from io import BytesIO image_url = "https://raw.githubusercontent.com/scb10x/typhoon-ocr/main/assets/test-image.png" response = requests.get(image_url) image = Image.open(BytesIO(response.content)).convert("RGB") inputs = processor(images=image, return_tensors="pt") inputs = {k: v.to(device) for k, v in inputs.items()} generated_ids = model.generate(**inputs, max_new_tokens=256) result = processor.batch_decode(generated_ids, skip_special_tokens=True)[0] print(result)