# Copyright 2021 Piotr Żelasko # 2022 Xiaomi Corp. (authors: Fangjun Kuang) # # See ../../../../LICENSE for clarification regarding multiple authors # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import glob import logging import re from pathlib import Path import lhotse from lhotse import CutSet, load_manifest_lazy class GigaSpeech: def __init__(self, manifest_dir: str): """ Args: manifest_dir: It is expected to contain the following files: - gigaspeech_XL_split_2000/gigaspeech_cuts_XL.*.jsonl.gz - gigaspeech_cuts_L_raw.jsonl.gz - gigaspeech_cuts_M_raw.jsonl.gz - gigaspeech_cuts_S_raw.jsonl.gz - gigaspeech_cuts_XS_raw.jsonl.gz - gigaspeech_cuts_DEV_raw.jsonl.gz - gigaspeech_cuts_TEST_raw.jsonl.gz """ self.manifest_dir = Path(manifest_dir) def train_XL_cuts(self) -> CutSet: logging.info("About to get train-XL cuts") filenames = list( glob.glob( f"{self.manifest_dir}/gigaspeech_XL_split_2000/gigaspeech_cuts_XL.*.jsonl.gz" # noqa ) ) pattern = re.compile(r"gigaspeech_cuts_XL.([0-9]+).jsonl.gz") idx_filenames = [(int(pattern.search(f).group(1)), f) for f in filenames] idx_filenames = sorted(idx_filenames, key=lambda x: x[0]) sorted_filenames = [f[1] for f in idx_filenames] logging.info(f"Loading {len(sorted_filenames)} splits") return lhotse.combine(lhotse.load_manifest_lazy(p) for p in sorted_filenames) def train_L_cuts(self) -> CutSet: f = self.manifest_dir / "gigaspeech_cuts_L_raw.jsonl.gz" logging.info(f"About to get train-L cuts from {f}") return CutSet.from_jsonl_lazy(f) def train_M_cuts(self) -> CutSet: f = self.manifest_dir / "gigaspeech_cuts_M_raw.jsonl.gz" logging.info(f"About to get train-M cuts from {f}") return CutSet.from_jsonl_lazy(f) def train_S_cuts(self) -> CutSet: f = self.manifest_dir / "gigaspeech_cuts_S_raw.jsonl.gz" logging.info(f"About to get train-S cuts from {f}") return CutSet.from_jsonl_lazy(f) def train_XS_cuts(self) -> CutSet: f = self.manifest_dir / "gigaspeech_cuts_XS_raw.jsonl.gz" logging.info(f"About to get train-XS cuts from {f}") return CutSet.from_jsonl_lazy(f) def test_cuts(self) -> CutSet: f = self.manifest_dir / "gigaspeech_cuts_TEST.jsonl.gz" logging.info(f"About to get TEST cuts from {f}") return load_manifest_lazy(f) def dev_cuts(self) -> CutSet: f = self.manifest_dir / "gigaspeech_cuts_DEV.jsonl.gz" logging.info(f"About to get DEV cuts from {f}") return load_manifest_lazy(f)