mnansary
commited on
Commit
•
71a8029
1
Parent(s):
3050906
mode added for example generation
Browse files- CommonVoiceBangla.py +74 -55
CommonVoiceBangla.py
CHANGED
@@ -18,7 +18,7 @@
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import csv
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import os
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import urllib
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-
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import datasets
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import requests
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from datasets.utils.py_utils import size_str
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@@ -37,7 +37,7 @@ _CITATION = """\
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}
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"""
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_HOMEPAGE = "https://commonvoice.mozilla.org/
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_LICENSE = "https://creativecommons.org/publicdomain/zero/1.0/"
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@@ -71,7 +71,7 @@ class CommonVoiceConfig(datasets.BuilderConfig):
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class CommonVoice(datasets.GeneratorBasedBuilder):
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DEFAULT_CONFIG_NAME = "
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DEFAULT_WRITER_BATCH_SIZE = 1000
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BUILDER_CONFIGS = [
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@@ -165,14 +165,16 @@ class CommonVoice(datasets.GeneratorBasedBuilder):
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path_to_data = "/".join([bundle_version, self.config.name])
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path_to_clips = "/".join([path_to_data, "clips"]) if path_to_data else "clips"
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={
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"local_extracted_archive": local_extracted_archive,
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"archive_iterator": dl_manager.iter_archive(archive_path),
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"metadata_filepath": "
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"path_to_clips": path_to_clips,
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},
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),
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datasets.SplitGenerator(
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@@ -182,6 +184,7 @@ class CommonVoice(datasets.GeneratorBasedBuilder):
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"archive_iterator": dl_manager.iter_archive(archive_path),
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"metadata_filepath": "/".join([path_to_data, "test.tsv"]) if path_to_data else "test.tsv",
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"path_to_clips": path_to_clips,
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},
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),
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datasets.SplitGenerator(
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@@ -191,26 +194,7 @@ class CommonVoice(datasets.GeneratorBasedBuilder):
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"archive_iterator": dl_manager.iter_archive(archive_path),
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"metadata_filepath": "/".join([path_to_data, "dev.tsv"]) if path_to_data else "dev.tsv",
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"path_to_clips": path_to_clips,
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),
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datasets.SplitGenerator(
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name="other",
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gen_kwargs={
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"local_extracted_archive": local_extracted_archive,
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"archive_iterator": dl_manager.iter_archive(archive_path),
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"metadata_filepath": "/".join([path_to_data, "other.tsv"]) if path_to_data else "other.tsv",
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"path_to_clips": path_to_clips,
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},
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),
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datasets.SplitGenerator(
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name="invalidated",
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gen_kwargs={
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"local_extracted_archive": local_extracted_archive,
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"archive_iterator": dl_manager.iter_archive(archive_path),
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"metadata_filepath": "/".join([path_to_data, "invalidated.tsv"])
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if path_to_data
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else "invalidated.tsv",
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"path_to_clips": path_to_clips,
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},
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),
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]
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@@ -221,40 +205,75 @@ class CommonVoice(datasets.GeneratorBasedBuilder):
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archive_iterator,
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metadata_filepath,
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path_to_clips,
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):
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"""Yields examples."""
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data_fields = list(self._info().features.keys())
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metadata = {}
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metadata_found = False
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row["path"]
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-
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import csv
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import os
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import urllib
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import shutil
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import datasets
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import requests
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from datasets.utils.py_utils import size_str
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}
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"""
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_HOMEPAGE = "https://commonvoice.mozilla.org/bn/datasets"
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_LICENSE = "https://creativecommons.org/publicdomain/zero/1.0/"
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class CommonVoice(datasets.GeneratorBasedBuilder):
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DEFAULT_CONFIG_NAME = "bn"
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DEFAULT_WRITER_BATCH_SIZE = 1000
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BUILDER_CONFIGS = [
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path_to_data = "/".join([bundle_version, self.config.name])
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path_to_clips = "/".join([path_to_data, "clips"]) if path_to_data else "clips"
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={
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"local_extracted_archive": local_extracted_archive,
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"archive_iterator": dl_manager.iter_archive(archive_path),
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"metadata_filepath": "train.tsv",
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"path_to_clips": path_to_clips,
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"mode":"train",
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},
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),
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datasets.SplitGenerator(
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"archive_iterator": dl_manager.iter_archive(archive_path),
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"metadata_filepath": "/".join([path_to_data, "test.tsv"]) if path_to_data else "test.tsv",
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"path_to_clips": path_to_clips,
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"mode":"test",
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},
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),
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datasets.SplitGenerator(
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"archive_iterator": dl_manager.iter_archive(archive_path),
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"metadata_filepath": "/".join([path_to_data, "dev.tsv"]) if path_to_data else "dev.tsv",
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"path_to_clips": path_to_clips,
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"mode":"dev",
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},
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),
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]
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archive_iterator,
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metadata_filepath,
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path_to_clips,
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mode
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):
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"""Yields examples."""
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data_fields = list(self._info().features.keys())
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metadata = {}
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metadata_found = False
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if mode in ["dev","test"]:
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for path, f in archive_iterator:
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if path == metadata_filepath:
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metadata_found = True
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lines = (line.decode("utf-8") for line in f)
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reader = csv.DictReader(lines, delimiter="\t", quoting=csv.QUOTE_NONE)
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for row in reader:
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# set absolute path for mp3 audio file
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if not row["path"].endswith(".mp3"):
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row["path"] += ".mp3"
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row["path"] = os.path.join(path_to_clips, row["path"])
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# accent -> accents in CV 8.0
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if "accents" in row:
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row["accent"] = row["accents"]
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del row["accents"]
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# if data is incomplete, fill with empty values
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for field in data_fields:
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if field not in row:
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row[field] = ""
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metadata[row["path"]] = row
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elif path.startswith(path_to_clips):
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assert metadata_found, "Found audio clips before the metadata TSV file."
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if not metadata:
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break
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if path in metadata:
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result = metadata[path]
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# set the audio feature and the path to the extracted file
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path = os.path.join(local_extracted_archive, path) if local_extracted_archive else path
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result["audio"] = {"path": path, "bytes": f.read()}
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# set path to None if the audio file doesn't exist locally (i.e. in streaming mode)
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result["path"] = path if local_extracted_archive else None
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yield path, result
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else:
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metadata_found = True
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with open(metadata_filepath, "rb") as file_obj:
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lines = (line.decode("utf-8") for line in file_obj)
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reader = csv.DictReader(lines, delimiter="\t", quoting=csv.QUOTE_NONE)
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for row in reader:
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# set absolute path for mp3 audio file
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if not row["path"].endswith(".mp3"):
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row["path"] += ".mp3"
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row["path"] = os.path.join(path_to_clips, row["path"])
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# accent -> accents in CV 8.0
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if "accents" in row:
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row["accent"] = row["accents"]
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del row["accents"]
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# if data is incomplete, fill with empty values
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for field in data_fields:
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if field not in row:
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row[field] = ""
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metadata[row["path"]] = row
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for path, f in archive_iterator:
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if path.startswith(path_to_clips):
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assert metadata_found, "Found audio clips before the metadata TSV file."
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if not metadata:
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break
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if path in metadata:
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result = metadata[path]
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# set the audio feature and the path to the extracted file
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path = os.path.join(local_extracted_archive, path) if local_extracted_archive else path
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result["audio"] = {"path": path, "bytes": f.read()}
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# set path to None if the audio file doesn't exist locally (i.e. in streaming mode)
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result["path"] = path if local_extracted_archive else None
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yield path, result
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