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 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) elif "siglip" in vision_tower: return SigLipVisionTower(vision_tower, vision_tower_cfg=vision_tower_cfg, **kwargs) elif vision_tower.startswith("hf:"): return HFVisionTower(vision_tower, args=vision_tower_cfg, **kwargs) elif vision_tower in ["imagebind_huge"]: return ImageBindWrapper(vision_tower, args=vision_tower_cfg, **kwargs) elif vision_tower.startswith("open_clip_hub"): return OpenCLIPVisionTower(vision_tower, args=vision_tower_cfg, **kwargs) # elif "internal-eva" in vision_tower.lower() or "eva02" in vision_tower.lower(): # return EvaClipVisionTower(vision_tower, args=vision_tower_cfg, **kwargs) # elif vision_tower in ["EVA-CLIP-8B", "EVA-CLIP-8B-plus"]: # return EvaViTWrapper(vision_tower, args=vision_tower_cfg, **kwargs) raise ValueError(f"Unknown vision tower: {vision_tower}")