from transformers import AutoModel, AutoTokenizer, AutoProcessor

model = AutoModel.from_pretrained("foundation-models/minicpm-v-4.5-schematic-merged", trust_remote_code=True, torch_dtype="bfloat16")
tokenizer = AutoTokenizer.from_pretrained("foundation-models/minicpm-v-4.5-schematic-merged", trust_remote_code=True)
processor = AutoProcessor.from_pretrained("foundation-models/minicpm-v-4.5-schematic-merged", trust_remote_code=True)

LoRA adapter

To use the adapter only: foundation-models/minicpm-v-4.5-schematic-lora.