import os from .clip_encoder import CLIPVisionTower, CLIPVisionTowerS2 from .siglip_encoder import SigLipVisionTower 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' not in vision_tower.lower(): 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) else: if is_absolute_path_exists or vision_tower.startswith("google") or vision_tower.startswith('bczhou'): return SigLipVisionTower(vision_tower, vision_tower_cfg, **kwargs) raise ValueError(f'Unknown vision tower: {vision_tower}')