| | |
| | | from pathlib import Path |
| | | from typing import Any, Dict, Iterable, List, NamedTuple, Set, Tuple, Union |
| | | import copy |
| | | from functools import lru_cache |
| | | |
| | | import numpy as np |
| | | import kaldi_native_fbank as knf |
| | |
| | | self.cmvn_file = cmvn_file |
| | | |
| | | if self.cmvn_file: |
| | | self.cmvn = self.load_cmvn() |
| | | self.cmvn = load_cmvn(self.cmvn_file) |
| | | self.fbank_fn = None |
| | | self.fbank_beg_idx = 0 |
| | | self.reset_status() |
| | |
| | | inputs = (inputs + means) * vars |
| | | return inputs |
| | | |
| | | def load_cmvn( |
| | | self, |
| | | ) -> np.ndarray: |
| | | with open(self.cmvn_file, "r", encoding="utf-8") as f: |
| | | lines = f.readlines() |
| | | @lru_cache() |
| | | def load_cmvn(cmvn_file: Union[str, Path]) -> np.ndarray: |
| | | """load cmvn file to numpy array. |
| | | |
| | | Args: |
| | | cmvn_file (Union[str, Path]): cmvn file path. |
| | | |
| | | Raises: |
| | | FileNotFoundError: cmvn file not exits. |
| | | |
| | | Returns: |
| | | np.ndarray: cmvn array. shape is (2, dim).The first row is means, the second row is vars. |
| | | """ |
| | | |
| | | cmvn_file = Path(cmvn_file) |
| | | if not cmvn_file.exists(): |
| | | raise FileNotFoundError("cmvn file not exits") |
| | | |
| | | with open(cmvn_file, "r", encoding="utf-8") as f: |
| | | lines = f.readlines() |
| | | means_list = [] |
| | | vars_list = [] |
| | | for i in range(len(lines)): |