code: def ViT_base_patch16_224(**kwargs):
      model = VisualTransformer(
          image_size=224,
          patch_size=16,
          in_channels=3,
          embed_dim=768,
          depth=12,
          num_heads=12,
          attn_head_size=64,
          mlp_ratio=4.0,
          qkv_bias=True,
          dropout=0,
          attention_dropout=0,
          train_from_scratch=False,
      )
      return model
  
imports: import copy
  import paddle
  import paddle.nn
  from disco_diffusion_ernievil_base.vit_b_16x.ernievil2.transformers.droppath import DropPath
label_desc: Use image node_id 4 for calling a global function with example usage: ViT_base_patch16_224() and returns: model