from transformers import AutoProcessor, AutoModelForImageTextToText

model = AutoModelForImageTextToText.from_pretrained("Qwen/Qwen3-VL-30B-A3B-Instruct", torch_dtype="auto", device_map="auto")

model.language_model.layers.{0...47}.mlp.experts.down_proj    | MISMATCH | Reinit due to size mismatch ckpt: torch.Size([128, 768, 2048]) vs model:torch.Size([128, 2048, 768])  
model.language_model.layers.{0...47}.mlp.experts.gate_up_proj | MISMATCH | Reinit due to size mismatch ckpt: torch.Size([128, 2048, 1536]) vs model:torch.Size([128, 1536, 2048])