import os import re from fairseq import checkpoint_utils def get_index_path_from_model(sid): sid0strip = re.sub(r'\.pth|\.onnx$', '', sid) sid0name = os.path.split(sid0strip)[-1] # Extract only the name, not the directory # Check if the sid0strip has the specific ending format _eXXX_sXXX if re.match(r'.+_e\d+_s\d+$', sid0name): base_model_name = sid0name.rsplit('_', 2)[0] else: base_model_name = sid0name return next( ( f for f in [ os.path.join(root, name) for root, _, files in os.walk(os.getenv("index_root"), topdown=False) for name in files if name.endswith(".index") and "trained" not in name ] if base_model_name in f ), "", ) def load_hubert(config): models, _, _ = checkpoint_utils.load_model_ensemble_and_task( ["assets/hubert/hubert_base.pt"], suffix="", ) hubert_model = models[0] hubert_model = hubert_model.to(config.device) if config.is_half: hubert_model = hubert_model.half() else: hubert_model = hubert_model.float() return hubert_model.eval()