jaeeunbaik 915e8e399c Add CHiME-4 dataset, RIR and Self-Distillation
- Added CHiME-4 dataset integration in asr_datamodule.py
- Added Hugging Face upload script
- Added RIR augmentation
- Added Self-Distillation Training
2025-08-27 16:11:20 +09:00

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Python
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# 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 logging
from pathlib import Path
from lhotse import CutSet, load_manifest_lazy
class LibriSpeech:
def __init__(self, manifest_dir: str):
"""
Args:
manifest_dir:
It is expected to contain the following files::
- librispeech_cuts_dev-clean.jsonl.gz
- librispeech_cuts_dev-other.jsonl.gz
- librispeech_cuts_test-clean.jsonl.gz
- librispeech_cuts_test-other.jsonl.gz
- librispeech_cuts_train-clean-100.jsonl.gz
- librispeech_cuts_train-clean-360.jsonl.gz
- librispeech_cuts_train-other-500.jsonl.gz
"""
self.manifest_dir = Path(manifest_dir)
def train_clean_100_cuts(self) -> CutSet:
f = self.manifest_dir / "librispeech_cuts_train-clean-100.jsonl.gz"
logging.info(f"About to get train-clean-100 cuts from {f}")
return load_manifest_lazy(f)
def train_clean_360_cuts(self) -> CutSet:
f = self.manifest_dir / "librispeech_cuts_train-clean-360.jsonl.gz"
logging.info(f"About to get train-clean-360 cuts from {f}")
return load_manifest_lazy(f)
def train_other_500_cuts(self) -> CutSet:
f = self.manifest_dir / "librispeech_cuts_train-other-500.jsonl.gz"
logging.info(f"About to get train-other-500 cuts from {f}")
return load_manifest_lazy(f)
def test_clean_cuts(self) -> CutSet:
f = self.manifest_dir / "librispeech_cuts_test-clean.jsonl.gz"
logging.info(f"About to get test-clean cuts from {f}")
return load_manifest_lazy(f)
def test_other_cuts(self) -> CutSet:
f = self.manifest_dir / "librispeech_cuts_test-other.jsonl.gz"
logging.info(f"About to get test-other cuts from {f}")
return load_manifest_lazy(f)
def dev_clean_cuts(self) -> CutSet:
f = self.manifest_dir / "librispeech_cuts_dev-clean.jsonl.gz"
logging.info(f"About to get dev-clean cuts from {f}")
return load_manifest_lazy(f)
def dev_other_cuts(self) -> CutSet:
f = self.manifest_dir / "librispeech_cuts_dev-other.jsonl.gz"
logging.info(f"About to get dev-other cuts from {f}")
return load_manifest_lazy(f)
def train_all_shuf_cuts(self) -> CutSet:
logging.info(
"About to get the shuffled train-clean-100, \
train-clean-360 and train-other-500 cuts"
)
return load_manifest_lazy(
self.manifest_dir / "librispeech_cuts_train-all-shuf.jsonl.gz"
)