| # Usage | |
| ```python | |
| model = AutoModelForCausalLM.from_pretrained("ragavsachdeva/magiv3", torch_dtype=torch.float16, trust_remote_code=True).cuda().eval() | |
| processor = AutoProcessor.from_pretrained("ragavsachdeva/magiv3", trust_remote_code=True) | |
| model.predict_detections_and_associations(images, processor) | |
| model.predict_ocr(images, processor) | |
| model.predict_character_grounding(images, captions, processor) | |
| ``` | |