from collections import OrderedDict def vit_convert(timm_dict): mmseg_dict = OrderedDict() for k, v in timm_dict.items(): if k.startswith('head'): continue if k.startswith('norm'): new_k = k.replace('norm.', 'ln1.') elif k.startswith('patch_embed'): if 'proj' in k: new_k = k.replace('proj', 'projection') elif k.startswith('blocks'): new_k = k.replace('blocks.', 'layers.') if 'norm' in new_k: new_k = new_k.replace('norm', 'ln') elif 'mlp.fc1' in new_k: new_k = new_k.replace('mlp.fc1', 'ffn.layers.0.0') elif 'mlp.fc2' in new_k: new_k = new_k.replace('mlp.fc2', 'ffn.layers.1') elif 'attn.qkv' in new_k: new_k = new_k.replace('attn.qkv.', 'attn.attn.in_proj_') elif 'attn.proj' in new_k: new_k = new_k.replace('attn.proj', 'attn.attn.out_proj') else: new_k = k mmseg_dict[new_k] = v return mmseg_dict