Datasets:
Commit
•
e61ab46
1
Parent(s):
063f48e
Revert Convert dataset to Parquet (#8)
Browse files- Revert "Convert dataset to Parquet (#5)" (7525156719ec5f837353bfa2e489e2779c63a84f)
- README.md +19 -25
- main/train-00000-of-00027.parquet +0 -3
- main/train-00001-of-00027.parquet +0 -3
- main/train-00002-of-00027.parquet +0 -3
- main/train-00003-of-00027.parquet +0 -3
- main/train-00004-of-00027.parquet +0 -3
- main/train-00005-of-00027.parquet +0 -3
- main/train-00006-of-00027.parquet +0 -3
- main/train-00007-of-00027.parquet +0 -3
- main/train-00008-of-00027.parquet +0 -3
- main/train-00009-of-00027.parquet +0 -3
- main/train-00010-of-00027.parquet +0 -3
- main/train-00011-of-00027.parquet +0 -3
- main/train-00012-of-00027.parquet +0 -3
- main/train-00013-of-00027.parquet +0 -3
- main/train-00014-of-00027.parquet +0 -3
- main/train-00015-of-00027.parquet +0 -3
- main/train-00016-of-00027.parquet +0 -3
- main/train-00017-of-00027.parquet +0 -3
- main/train-00018-of-00027.parquet +0 -3
- main/train-00019-of-00027.parquet +0 -3
- main/train-00020-of-00027.parquet +0 -3
- main/train-00021-of-00027.parquet +0 -3
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- main/train-00024-of-00027.parquet +0 -3
- main/train-00025-of-00027.parquet +0 -3
- main/train-00026-of-00027.parquet +0 -3
- vctk.py +133 -0
README.md
CHANGED
@@ -9,6 +9,7 @@ license:
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- cc-by-4.0
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multilinguality:
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- monolingual
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size_categories:
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- 10K<n<100K
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source_datasets:
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@@ -19,9 +20,21 @@ task_categories:
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- text-to-audio
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task_ids: []
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paperswithcode_id: vctk
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-
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dataset_info:
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config_name: main
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features:
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- name: speaker_id
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dtype: string
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@@ -45,32 +58,13 @@ dataset_info:
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dtype: string
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- name: comment
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dtype: string
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splits:
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- name: train
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-
num_bytes:
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num_examples: 88156
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-
download_size:
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dataset_size:
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configs:
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- config_name: main
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data_files:
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- split: train
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path: main/train-*
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default: true
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train-eval-index:
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- config: main
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task: automatic-speech-recognition
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task_id: speech_recognition
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splits:
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train_split: train
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col_mapping:
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file: path
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text: text
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metrics:
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- type: wer
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name: WER
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- type: cer
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name: CER
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---
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# Dataset Card for VCTK
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- cc-by-4.0
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multilinguality:
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- monolingual
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+
pretty_name: VCTK
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size_categories:
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- 10K<n<100K
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source_datasets:
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- text-to-audio
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task_ids: []
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paperswithcode_id: vctk
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+
train-eval-index:
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- config: main
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task: automatic-speech-recognition
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task_id: speech_recognition
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splits:
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train_split: train
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col_mapping:
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file: path
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text: text
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metrics:
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- type: wer
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name: WER
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+
- type: cer
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name: CER
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dataset_info:
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features:
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- name: speaker_id
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dtype: string
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dtype: string
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- name: comment
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dtype: string
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+
config_name: main
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splits:
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- name: train
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+
num_bytes: 40103111
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num_examples: 88156
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+
download_size: 11747302977
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dataset_size: 40103111
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---
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# Dataset Card for VCTK
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main/train-00000-of-00027.parquet
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vctk.py
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# coding=utf-8
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# Copyright 2021 The TensorFlow Datasets Authors and the HuggingFace Datasets Authors.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# Lint as: python3
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"""VCTK dataset."""
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import os
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import re
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import datasets
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from datasets.tasks import AutomaticSpeechRecognition
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_CITATION = """\
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@inproceedings{Veaux2017CSTRVC,
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title = {CSTR VCTK Corpus: English Multi-speaker Corpus for CSTR Voice Cloning Toolkit},
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author = {Christophe Veaux and Junichi Yamagishi and Kirsten MacDonald},
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year = 2017
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}
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"""
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_DESCRIPTION = """\
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The CSTR VCTK Corpus includes speech data uttered by 110 English speakers with various accents.
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"""
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_URL = "https://datashare.ed.ac.uk/handle/10283/3443"
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40 |
+
_DL_URL = "https://datashare.is.ed.ac.uk/bitstream/handle/10283/3443/VCTK-Corpus-0.92.zip"
|
41 |
+
|
42 |
+
|
43 |
+
class VCTK(datasets.GeneratorBasedBuilder):
|
44 |
+
"""VCTK dataset."""
|
45 |
+
|
46 |
+
VERSION = datasets.Version("0.9.2")
|
47 |
+
|
48 |
+
BUILDER_CONFIGS = [
|
49 |
+
datasets.BuilderConfig(name="main", version=VERSION, description="VCTK dataset"),
|
50 |
+
]
|
51 |
+
|
52 |
+
def _info(self):
|
53 |
+
return datasets.DatasetInfo(
|
54 |
+
description=_DESCRIPTION,
|
55 |
+
features=datasets.Features(
|
56 |
+
{
|
57 |
+
"speaker_id": datasets.Value("string"),
|
58 |
+
"audio": datasets.features.Audio(sampling_rate=48_000),
|
59 |
+
"file": datasets.Value("string"),
|
60 |
+
"text": datasets.Value("string"),
|
61 |
+
"text_id": datasets.Value("string"),
|
62 |
+
"age": datasets.Value("string"),
|
63 |
+
"gender": datasets.Value("string"),
|
64 |
+
"accent": datasets.Value("string"),
|
65 |
+
"region": datasets.Value("string"),
|
66 |
+
"comment": datasets.Value("string"),
|
67 |
+
}
|
68 |
+
),
|
69 |
+
supervised_keys=("file", "text"),
|
70 |
+
homepage=_URL,
|
71 |
+
citation=_CITATION,
|
72 |
+
task_templates=[AutomaticSpeechRecognition(audio_column="audio", transcription_column="text")],
|
73 |
+
)
|
74 |
+
|
75 |
+
def _split_generators(self, dl_manager):
|
76 |
+
root_path = dl_manager.download_and_extract(_DL_URL)
|
77 |
+
|
78 |
+
return [
|
79 |
+
datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"root_path": root_path}),
|
80 |
+
]
|
81 |
+
|
82 |
+
def _generate_examples(self, root_path):
|
83 |
+
"""Generate examples from the VCTK corpus root path."""
|
84 |
+
|
85 |
+
meta_path = os.path.join(root_path, "speaker-info.txt")
|
86 |
+
txt_root = os.path.join(root_path, "txt")
|
87 |
+
wav_root = os.path.join(root_path, "wav48_silence_trimmed")
|
88 |
+
# NOTE: "comment" is handled separately in logic below
|
89 |
+
fields = ["speaker_id", "age", "gender", "accent", "region"]
|
90 |
+
|
91 |
+
key = 0
|
92 |
+
with open(meta_path, encoding="utf-8") as meta_file:
|
93 |
+
_ = next(iter(meta_file))
|
94 |
+
for line in meta_file:
|
95 |
+
data = {}
|
96 |
+
line = line.strip()
|
97 |
+
search = re.search(r"\(.*\)", line)
|
98 |
+
if search is None:
|
99 |
+
data["comment"] = ""
|
100 |
+
else:
|
101 |
+
start, _ = search.span()
|
102 |
+
data["comment"] = line[start:]
|
103 |
+
line = line[:start]
|
104 |
+
values = line.split()
|
105 |
+
for i, field in enumerate(fields):
|
106 |
+
if field == "region":
|
107 |
+
data[field] = " ".join(values[i:])
|
108 |
+
else:
|
109 |
+
data[field] = values[i] if i < len(values) else ""
|
110 |
+
speaker_id = data["speaker_id"]
|
111 |
+
speaker_txt_path = os.path.join(txt_root, speaker_id)
|
112 |
+
speaker_wav_path = os.path.join(wav_root, speaker_id)
|
113 |
+
# NOTE: p315 does not have text
|
114 |
+
if not os.path.exists(speaker_txt_path):
|
115 |
+
continue
|
116 |
+
for txt_file in sorted(os.listdir(speaker_txt_path)):
|
117 |
+
filename, _ = os.path.splitext(txt_file)
|
118 |
+
_, text_id = filename.split("_")
|
119 |
+
for i in [1, 2]:
|
120 |
+
wav_file = os.path.join(speaker_wav_path, f"{filename}_mic{i}.flac")
|
121 |
+
# NOTE: p280 does not have mic2 files
|
122 |
+
if not os.path.exists(wav_file):
|
123 |
+
continue
|
124 |
+
with open(os.path.join(speaker_txt_path, txt_file), encoding="utf-8") as text_file:
|
125 |
+
text = text_file.readline().strip()
|
126 |
+
more_data = {
|
127 |
+
"file": wav_file,
|
128 |
+
"audio": wav_file,
|
129 |
+
"text": text,
|
130 |
+
"text_id": text_id,
|
131 |
+
}
|
132 |
+
yield key, {**data, **more_data}
|
133 |
+
key += 1
|