crop audio files

.gitignore

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+nemo_manifest.json
+**/*.wav

crop_audio_files.py

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+# Description: This file contains the functions to read the ctm file and the audio file and crop the audio file based on the ctm file.
+
+import csv
+import os
+from typing import List, Tuple, Any
+from phonemizer import phonemize
+from phonemizer.separator import Separator
+import soundfile as sf
+
+TCtmLine = Tuple[str, int, float, float, str]
+
+def read_ctm_file(ctm_file: str) -> List[TCtmLine]:
+    with open(ctm_file, 'r') as f:
+        ctm = f.readlines()
+
+    ctm = [line.strip().split() for line in ctm]
+    ctm = [(line[0], int(line[1]), float(line[2]), float(line[3]), line[4]) for line in ctm]
+
+    return ctm
+
+def copy_sample(data: Any, sample_rate: int, start: float, end: float):
+    start = int(start * sample_rate)
+    end = int(end * sample_rate)
+    return data[start:end]
+
+# [id, audio data, sample rate, extension, words]
+TSegment = Tuple[str, Any, int, str, str]
+
+def crop_audio_file(audio_file: str, ctm_file: str, target_len_secs: float, epsilon: float = 0.4) -> List[TSegment]:
+    data, sample_rate = sf.read(audio_file)
+    ctm = read_ctm_file(ctm_file)
+
+    crops = []
+    cur_start = 0.0
+    cur_end = 0.0
+    cur_words = []
+
+    filename, ext = os.path.splitext(os.path.basename(audio_file))
+    ext = ext[1:]
+
+    for i, (_, _, start, duration, word) in enumerate(ctm):
+        if cur_end - cur_start + duration > target_len_secs - epsilon:
+            crop_id = f'{filename}-{len(crops)}'
+            audio_sample = copy_sample(data, sample_rate, cur_start, cur_end)
+            words = " ".join(cur_words)
+            crop = (crop_id, audio_sample, sample_rate, ext, words)
+            crops.append(crop)
+            cur_words = []
+            cur_start = start
+
+        cur_words.append(word)
+        cur_end = start + duration
+
+    return crops
+
+def crop_audio_files(input_audio_dir: str, ctm_files_dir: str, output_audio_dir: str, output_metadata_file: str, target_len_secs: float) -> int:
+    filename = lambda f: os.path.splitext(os.path.basename(f))[0]
+
+    audio_files = {filename(f): os.path.join(input_audio_dir, f) for f in os.listdir(input_audio_dir) }
+    ctm_files = [os.path.join(ctm_files_dir, f) for f in os.listdir(ctm_files_dir)]
+
+    ctm_to_audio = {ctm_file: audio_files[filename(ctm_file)]  for ctm_file in ctm_files}
+
+    crops = [crop for ctm_file in ctm_files for crop in crop_audio_file(ctm_to_audio[ctm_file], ctm_file, target_len_secs)]
+
+    crop_words = [crop[4] for crop in crops]
+    crop_phonemes = phonemize(crop_words, language='en-us', backend='espeak', separator=Separator(phone=None, word=' ', syllable='|'), strip=True, preserve_punctuation=True, njobs=24)
+    crops = [(crop,  phonemes) for crop, phonemes in zip(crops, crop_phonemes)]
+
+    crops = sorted(crops, key=lambda x: x[0][0])
+
+    with open(output_metadata_file, 'w') as f:
+        csv_writer = csv.writer(f)
+        csv_writer.writerow(['id', 'split', 'words', 'phonemes'])
+        for i, ((crop_id, audio_data, sample_rate, ext, words), phonemes) in enumerate(crops):
+            output_path = os.path.join(output_audio_dir, f'{crop_id}.{ext}')
+            sf.write(output_path, audio_data, sample_rate)
+
+            split = 'train' if i % 10 < 9 else 'test'
+            csv_writer.writerow([crop_id, split, words, phonemes])
+
+    return len(crops)
+
+if __name__ == "__main__":
+    input_audio_dir = 'data/audio'
+    ctm_files_dir = 'data/ctm/words'
+    output_audio_dir = 'data/audio_cropped'
+    output_metadata_file = 'metadata_cropped.csv'
+    target_len_secs = 15.6
+
+    n = crop_audio_files(input_audio_dir, ctm_files_dir, output_audio_dir, output_metadata_file, target_len_secs)
+    print(f'{n} crops created')
+    print(f'Check {output_metadata_file} and {output_audio_dir} for the croped metadata and audio files, respectively.')

data/audio_cropped.tar.gz

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+version https://git-lfs.github.com/spec/v1
+oid sha256:ce416a6449838330a50a636be01303b82bd315d35f52a96c76c5f98496f7a470
+size 824061430

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data/ctm/segments/0210b86a-135c-41d7-bc29-d47d50555928.ctm

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data/ctm/segments/022ae7c1-6611-4fa7-bd17-fa2085c33ec9.ctm

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data/ctm/segments/026af252-b624-4d10-8484-3dde92575bc3.ctm

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data/ctm/segments/0281b738-edf0-4fb1-8843-931379cbf047.ctm

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data/ctm/segments/02a30803-712e-464e-8f72-e5bbc710fb04.ctm

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data/ctm/segments/02c8f0ec-214d-4f4d-9af6-e956f7ad5971.ctm

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data/ctm/segments/02cdc839-d677-4555-9841-6afbbcc9dab1.ctm

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data/ctm/segments/02f612cc-b4f4-4d6f-adf2-d85733714fb0.ctm

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data/ctm/segments/0322e79a-3e8f-45dc-b37b-b075b6e5b56f.ctm

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data/ctm/segments/0367f606-3e13-414f-a33e-094d510ee6ee.ctm

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data/ctm/segments/0375720c-4d52-414f-8630-3718670906e6.ctm

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data/ctm/segments/03cded3b-7e46-4ff5-9427-c401ef0f1926.ctm

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data/ctm/segments/0401e049-2fb4-4692-a11d-0f0537ddc8bf.ctm

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data/ctm/segments/0404679a-cfbd-475a-906e-e615565253aa.ctm

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data/ctm/segments/040d0039-9bf9-4d83-83f0-829fd3f3b8df.ctm

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data/ctm/segments/04e1a1cd-6546-4729-8dbe-5d1ceb0b392a.ctm

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data/ctm/segments/05933f16-7bd2-4eca-8553-a5af77372743.ctm

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data/ctm/segments/06bda71f-100e-4c8c-84da-7f90add822ca.ctm

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data/ctm/segments/06d6c89b-c8e6-44a7-811e-2cfbeecda1ba.ctm

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data/ctm/segments/0718118d-6755-4a9a-9f8d-dbc1f6cd4ac0.ctm

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data/ctm/segments/072aa0cf-10ae-4c36-b532-ca6744bd396d.ctm

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data/ctm/segments/07720aeb-9044-4ba8-8760-e06229cb67df.ctm

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data/ctm/segments/0780366e-39e8-406a-9643-fbc1e0b082f0.ctm

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data/ctm/segments/07d04b63-df6e-4a51-9157-1be487c886d4.ctm

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data/ctm/segments/081160e6-9ce7-4512-999d-19ba4779329f.ctm

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data/ctm/segments/082b59d1-cd28-4cd7-9012-29dc4a3c3dac.ctm

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