import os from .clip_encoder import CLIPVisionTower from .imagebind import ImageBindWrapper from .open_clip_encoder import OpenCLIPVisionTower # from .hf_vision import HFVisionTower from .siglip_encoder import SigLipVisionTower from .clip_encoder import CLIPVisionTower, CLIPVisionTowerS2 from .eva_clip.eva_clip_encoder import EvaClipVisionTower from .dev_eva_clip.eva_vit import EvaViTWrapper def build_vision_tower(vision_tower_cfg, **kwargs): vision_tower = getattr(vision_tower_cfg, 'mm_vision_tower', getattr(vision_tower_cfg, 'vision_tower', None)) is_absolute_path_exists = os.path.exists(vision_tower) use_s2 = getattr(vision_tower_cfg, 's2', False) if "siglip" in vision_tower: return SigLipVisionTower(vision_tower, vision_tower_cfg=vision_tower_cfg, **kwargs) # if "eva" in vision_tower: # return EvaClipVisionTower(vision_tower, args=vision_tower_cfg, **kwargs) if is_absolute_path_exists or vision_tower.startswith("openai") or vision_tower.startswith("laion") or "ShareGPT4V" in vision_tower: if use_s2: return CLIPVisionTowerS2(vision_tower, args=vision_tower_cfg, **kwargs) else: return CLIPVisionTower(vision_tower, args=vision_tower_cfg, **kwargs) raise ValueError(f'Unknown vision tower: {vision_tower}') def build_gen_vision_tower(vision_tower_cfg, **kwargs): vision_tower = getattr(vision_tower_cfg, 'gen_vision_tower') is_absolute_path_exists = os.path.exists(vision_tower) use_s2 = getattr(vision_tower_cfg, 's2', False) if "siglip" in vision_tower: return SigLipVisionTower(vision_tower, vision_tower_cfg=vision_tower_cfg, **kwargs) if "eva" in vision_tower: return EvaClipVisionTower(vision_tower, args=vision_tower_cfg, **kwargs) if is_absolute_path_exists or vision_tower.startswith("openai") or vision_tower.startswith("laion") or "ShareGPT4V" in vision_tower: if use_s2: return CLIPVisionTowerS2(vision_tower, args=vision_tower_cfg, **kwargs) else: return CLIPVisionTower(vision_tower, args=vision_tower_cfg, **kwargs) raise ValueError(f'Unknown vision tower: {vision_tower}')