Validate generated manifest files. (#338)

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Fangjun Kuang 2022-05-03 07:02:54 +08:00 committed by GitHub
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#!/usr/bin/env python3
# Copyright 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.
"""
This script checks the following assumptions of the generated manifest:
- Single supervision per cut
- Supervision time bounds are within cut time bounds
We will add more checks later if needed.
Usage example:
python3 ./local/validate_manifest.py \
./data/fbank/cuts_train-clean-100.json.gz
"""
import argparse
import logging
from pathlib import Path
from lhotse import load_manifest, CutSet
from lhotse.cut import Cut
def get_args():
parser = argparse.ArgumentParser()
parser.add_argument(
"manifest",
type=Path,
help="Path to the manifest file",
)
return parser.parse_args()
def validate_one_supervision_per_cut(c: Cut):
if len(c.supervisions) != 1:
raise ValueError(f"{c.id} has {len(c.supervisions)} supervisions")
def validate_supervision_and_cut_time_bounds(c: Cut):
s = c.supervisions[0]
if s.start < c.start:
raise ValueError(
f"{c.id}: Supervision start time {s.start} is less "
f"than cut start time {c.start}"
)
if s.end > c.end:
raise ValueError(
f"{c.id}: Supervision end time {s.end} is larger "
f"than cut end time {c.end}"
)
def main():
args = get_args()
manifest = args.manifest
logging.info(f"Validating {manifest}")
assert manifest.is_file(), f"{manifest} does not exist"
cut_set = load_manifest(manifest)
assert isinstance(cut_set, CutSet)
for c in cut_set:
validate_one_supervision_per_cut(c)
validate_supervision_and_cut_time_bounds(c)
if __name__ == "__main__":
formatter = (
"%(asctime)s %(levelname)s [%(filename)s:%(lineno)d] %(message)s"
)
logging.basicConfig(format=formatter, level=logging.INFO)
main()

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@ -118,6 +118,24 @@ if [ $stage -le 3 ] && [ $stop_stage -ge 3 ]; then
./local/compute_fbank_librispeech.py
touch data/fbank/.librispeech.done
fi
if [ ! -e data/fbank/.librispeech-validated.done ]; then
log "Validating data/fbank for LibriSpeech"
parts=(
train-clean-100
train-clean-360
train-other-500
test-clean
test-other
dev-clean
dev-other
)
for part in ${parts[@]}; do
python3 ./local/validate_manifest.py \
data/fbank/cuts_${part}.json.gz
done
touch data/fbank/.librispeech-validated.done
fi
fi
if [ $stage -le 4 ] && [ $stop_stage -ge 4 ]; then