update
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108
scripts/convert_callback_dataset.py
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108
scripts/convert_callback_dataset.py
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import json
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import os
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import shutil
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import sys
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import zipfile
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import yaml
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"""
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target
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{
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"global": {
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"lang": ""
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},
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"query_data": [
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"file": "",
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"duration": 2.0,
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"voice": [
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{
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"answer": "",
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"start": 0.0,
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"end": 1.0
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}
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]
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]
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}
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"""
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def situation_a(meta, dataset_folder, output_folder):
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"""
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{
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"combined": {
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"en": [
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{
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"wav": "*.wav",
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"transcriptions": [
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{
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"text": "",
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"start": 0.0,
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"end": 1.0
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}
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],
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"duration": 2.0
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}
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]
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}
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}
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"""
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meta = meta["combined"]
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for lang, arr in meta.items():
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print("processing", lang)
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assert len(lang) == 2
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lang_folder = os.path.join(output_folder, lang)
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os.makedirs(lang_folder, exist_ok=True)
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data = {"global": {"lang": lang}, "query_data": []}
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query_data = data["query_data"]
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for item in arr:
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os.makedirs(
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os.path.join(lang_folder, os.path.dirname(item["wav"])),
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exist_ok=True,
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)
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mp3_file = item["wav"][:-4] + ".mp3"
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shutil.copyfile(
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os.path.join(dataset_folder, mp3_file),
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os.path.join(lang_folder, mp3_file),
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)
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query_data_item = {
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"file": mp3_file,
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"duration": float(item["duration"]),
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"voice": [],
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}
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query_data.append(query_data_item)
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voice = query_data_item["voice"]
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for v in item["transcriptions"]:
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voice.append(
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{
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"answer": v["text"],
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"start": float(v["start"]),
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"end": float(v["end"]),
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}
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)
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with open(os.path.join(lang_folder, "data.yaml"), "w") as f:
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yaml.dump(data, f, indent=2, allow_unicode=True, encoding="utf-8")
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with zipfile.ZipFile(
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os.path.join(output_folder, lang + ".zip"), "w"
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) as ziper:
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dirname = lang_folder
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for path, _, files in os.walk(dirname):
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for file in files:
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ziper.write(
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os.path.join(path, file),
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os.path.join(path[len(dirname) :], file),
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zipfile.ZIP_DEFLATED,
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)
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if __name__ == "__main__":
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if len(sys.argv) < 3:
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print("指定 数据集文件夹路径 输出路径")
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sys.exit(1)
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dataset_folder = sys.argv[1]
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output_folder = sys.argv[2]
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with open(os.path.join(dataset_folder, "meta.json")) as f:
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meta = json.load(f)
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situation_a(meta, dataset_folder, output_folder)
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