from safetensors import safe_open with safe_open("flux1-depth-dev_fp4_merged_model.safetensors", framework="pt") as f: keys = f.keys() has_vae = any('vae' in k or 'decoder' in k for k in keys) has_clip = any('text_encoder' in k or 'clip' in k for k in keys) has_unet = any('unet' in k or 'transformer' in k for k in keys) print(f"VAE: {has_vae}, CLIP: {has_clip}, UNet: {has_unet}")