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Datasets:
PolyAI
/
minds14

Tasks:
Automatic Speech Recognition
Modalities:
Audio
Text
Formats:
parquet
Sub-tasks:
keyword-spotting
Languages:
English
French
Italian
Size:
10K - 100K
ArXiv:
Tags:
speech-recognition
Libraries:
Datasets
Dask
License:
Dataset card Data Studio Files
xet
Community
37
cichyt lhoestq HF Staff commited on
Commit
40ce77c
·
verified ·
1 Parent(s): 75900a7

Convert dataset to Parquet (#35)

Browse files

- Convert dataset to Parquet (d0dff3d7ed5d11250031dacc20578b7f608c496f)
- Add 'de-DE' config data files (393520bdf3684094f25bd09553dc041d8bb02757)
- Add 'en-AU' config data files (2cb47ac877c22601a1867acdbbc4b56ab0536979)
- Add 'en-GB' config data files (24004248052ff93fdaf5e235d9952b068b912706)
- Add 'en-US' config data files (28a8ee8911625fe71b2e0462c3dc14132d1058fa)
- Add 'es-ES' config data files (4e8a06375e0ae7be8eea1a9993c9c74067c569a7)
- Add 'fr-FR' config data files (503add62a47ae2a1f15c17d70936acff62535b6a)
- Add 'it-IT' config data files (d59477c2717574d5126198e2a7024a7b3faecf50)
- Add 'ko-KR' config data files (e89e338041a84dccab5525964e3b55bf5fd38e2e)
- Add 'nl-NL' config data files (5375d310dd878db6dcd19d6e9ae6832339977905)
- Add 'pl-PL' config data files (1c693ac5e3a3a3b444b121289dc7364e5ba888e3)
- Add 'pt-PT' config data files (96959e7e15408ea50098ae9a3f006573d9083c55)
- Add 'ru-RU' config data files (8123482db0c6a7b82694c1b92760a7e40e05c428)
- Add 'zh-CN' config data files (6419c8e7f90143679481a50b65577f36d4e07f19)
- Add 'all' config data files (166e0022e0958e562f18cab7a032551ca28eb5ec)
- Delete loading script (03a827423dcdc28c05951aa1988048e8d9208d18)
- Delete data file (33bae54058f2bb0899d7db78338316a9d22061e1)
- Update README.md (b9c10582bc16fb6ad90e25af09bd54a991b2d01b)


Co-authored-by: Quentin Lhoest <[email protected]>

Files changed (18) hide show
  1. README.md +873 -2
  2. data/MInDS-14.zip → all/train-00000-of-00002.parquet +2 -2
  3. all/train-00001-of-00002.parquet +3 -0
  4. cs-CZ/train-00000-of-00001.parquet +3 -0
  5. de-DE/train-00000-of-00001.parquet +3 -0
  6. en-AU/train-00000-of-00001.parquet +3 -0
  7. en-GB/train-00000-of-00001.parquet +3 -0
  8. en-US/train-00000-of-00001.parquet +3 -0
  9. es-ES/train-00000-of-00001.parquet +3 -0
  10. fr-FR/train-00000-of-00001.parquet +3 -0
  11. it-IT/train-00000-of-00001.parquet +3 -0
  12. ko-KR/train-00000-of-00001.parquet +3 -0
  13. minds14.py +0 -170
  14. nl-NL/train-00000-of-00001.parquet +3 -0
  15. pl-PL/train-00000-of-00001.parquet +3 -0
  16. pt-PT/train-00000-of-00001.parquet +3 -0
  17. ru-RU/train-00000-of-00001.parquet +3 -0
  18. zh-CN/train-00000-of-00001.parquet +3 -0
README.md CHANGED
@@ -48,6 +48,878 @@ language_bcp47:
48
  - zh
49
  tags:
50
  - speech-recognition
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
51
  ---
52
 
53
  # MInDS-14
@@ -101,9 +973,8 @@ An example of a datainstance of the config `fr-FR` looks as follows:
101
 
102
  ```
103
  {
104
- "path": "/home/patrick/.cache/huggingface/datasets/downloads/extracted/3ebe2265b2f102203be5e64fa8e533e0c6742e72268772c8ac1834c5a1a921e3/fr-FR~ADDRESS/response_4.wav",
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  "audio": {
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- "path": "/home/patrick/.cache/huggingface/datasets/downloads/extracted/3ebe2265b2f102203be5e64fa8e533e0c6742e72268772c8ac1834c5a1a921e3/fr-FR~ADDRESS/response_4.wav",
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  "array": array(
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  [0.0, 0.0, 0.0, ..., 0.0, 0.00048828, -0.00024414], dtype=float32
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  ),
 
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  - zh
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  tags:
50
  - speech-recognition
51
+ configs:
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+ - config_name: all
53
+ data_files:
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+ - split: train
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+ path: all/train-*
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+ - config_name: cs-CZ
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+ data_files:
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+ - split: train
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+ path: cs-CZ/train-*
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+ - config_name: de-DE
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+ data_files:
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+ - split: train
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+ path: de-DE/train-*
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+ - config_name: en-AU
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+ data_files:
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+ - split: train
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+ path: en-AU/train-*
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+ - config_name: en-GB
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+ data_files:
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+ - split: train
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+ path: en-GB/train-*
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+ - config_name: en-US
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+ data_files:
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+ - split: train
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+ path: en-US/train-*
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+ - config_name: es-ES
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+ data_files:
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+ - split: train
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+ path: es-ES/train-*
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+ - config_name: fr-FR
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+ data_files:
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+ - split: train
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+ path: fr-FR/train-*
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+ - config_name: it-IT
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+ data_files:
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+ - split: train
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+ path: it-IT/train-*
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+ - config_name: ko-KR
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+ data_files:
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+ - split: train
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+ path: ko-KR/train-*
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+ - config_name: nl-NL
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+ data_files:
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+ - split: train
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+ path: nl-NL/train-*
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+ - config_name: pl-PL
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+ data_files:
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+ - split: train
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+ path: pl-PL/train-*
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+ - config_name: pt-PT
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+ data_files:
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+ - split: train
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+ path: pt-PT/train-*
104
+ - config_name: ru-RU
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+ data_files:
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+ - split: train
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+ path: ru-RU/train-*
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+ - config_name: zh-CN
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+ data_files:
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+ - split: train
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+ path: zh-CN/train-*
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+ dataset_info:
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+ - config_name: all
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+ features:
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+ - name: path
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+ dtype: string
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+ - name: audio
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+ dtype:
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+ audio:
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+ sampling_rate: 8000
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+ download_size: 566674935
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+ - config_name: cs-CZ
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+ features:
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+ - name: path
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+ dtype: string
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+ - name: audio
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+ dtype:
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+ audio:
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+ sampling_rate: 8000
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+ - name: transcription
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+ splits:
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+ num_bytes: 53448213.0
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+ download_size: 41073246
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+ audio:
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+ sampling_rate: 8000
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  ---
924
 
925
  # MInDS-14
 
973
 
974
  ```
975
  {
976
+ "path": "fr-FR~ADDRESS/response_4.wav",
977
  "audio": {
 
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  "array": array(
979
  [0.0, 0.0, 0.0, ..., 0.0, 0.00048828, -0.00024414], dtype=float32
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  ),
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minds14.py DELETED
@@ -1,170 +0,0 @@
1
- # coding=utf-8
2
- # Copyright 2022 The PolyAI and HuggingFace Datasets Authors and the current dataset script contributor.
3
- #
4
- # Licensed under the Apache License, Version 2.0 (the "License");
5
- # you may not use this file except in compliance with the License.
6
- # You may obtain a copy of the License at
7
- #
8
- # http://www.apache.org/licenses/LICENSE-2.0
9
- #
10
- # Unless required by applicable law or agreed to in writing, software
11
- # distributed under the License is distributed on an "AS IS" BASIS,
12
- # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13
- # See the License for the specific language governing permissions and
14
- # limitations under the License.
15
-
16
- import csv
17
- import os
18
-
19
- import datasets
20
-
21
- logger = datasets.logging.get_logger(__name__)
22
-
23
-
24
- """ MInDS-14 Dataset"""
25
-
26
- _CITATION = """\
27
- @article{gerz2021multilingual,
28
- title={Multilingual and cross-lingual intent detection from spoken data},
29
- author={Gerz, Daniela and Su, Pei-Hao and Kusztos, Razvan and Mondal, Avishek and Lis, Michal and Singhal, Eshan and Mrk{\v{s}}i{\'c}, Nikola and Wen, Tsung-Hsien and Vuli{\'c}, Ivan},
30
- journal={arXiv preprint arXiv:2104.08524},
31
- year={2021}
32
- }
33
- """
34
-
35
- _DESCRIPTION = """\
36
- MINDS-14 is training and evaluation resource for intent
37
- detection task with spoken data. It covers 14
38
- intents extracted from a commercial system
39
- in the e-banking domain, associated with spoken examples in 14 diverse language varieties.
40
- """
41
-
42
- _ALL_CONFIGS = sorted([
43
- "cs-CZ", "de-DE", "en-AU", "en-GB", "en-US", "es-ES", "fr-FR", "it-IT", "ko-KR", "nl-NL", "pl-PL", "pt-PT", "ru-RU", "zh-CN"
44
- ])
45
-
46
-
47
- _DESCRIPTION = "MINDS-14 is a dataset for the intent detection task with spoken data. It covers 14 intents extracted from a commercial system in the e-banking domain, associated with spoken examples in 14 diverse language varieties."
48
-
49
- _HOMEPAGE_URL = "https://arxiv.org/abs/2104.08524"
50
-
51
- _DATA_URL = "data/MInDS-14.zip"
52
-
53
-
54
- class Minds14Config(datasets.BuilderConfig):
55
- """BuilderConfig for xtreme-s"""
56
-
57
- def __init__(
58
- self, name, description, homepage, data_url
59
- ):
60
- super(Minds14Config, self).__init__(
61
- name=self.name,
62
- version=datasets.Version("1.0.0", ""),
63
- description=self.description,
64
- )
65
- self.name = name
66
- self.description = description
67
- self.homepage = homepage
68
- self.data_url = data_url
69
-
70
-
71
- def _build_config(name):
72
- return Minds14Config(
73
- name=name,
74
- description=_DESCRIPTION,
75
- homepage=_HOMEPAGE_URL,
76
- data_url=_DATA_URL,
77
- )
78
-
79
-
80
- class Minds14(datasets.GeneratorBasedBuilder):
81
-
82
- DEFAULT_WRITER_BATCH_SIZE = 1000
83
- BUILDER_CONFIGS = [_build_config(name) for name in _ALL_CONFIGS + ["all"]]
84
-
85
- def _info(self):
86
- langs = _ALL_CONFIGS
87
- features = datasets.Features(
88
- {
89
- "path": datasets.Value("string"),
90
- "audio": datasets.Audio(sampling_rate=8_000),
91
- "transcription": datasets.Value("string"),
92
- "english_transcription": datasets.Value("string"),
93
- "intent_class": datasets.ClassLabel(
94
- names=[
95
- "abroad",
96
- "address",
97
- "app_error",
98
- "atm_limit",
99
- "balance",
100
- "business_loan",
101
- "card_issues",
102
- "cash_deposit",
103
- "direct_debit",
104
- "freeze",
105
- "high_value_payment",
106
- "joint_account",
107
- "latest_transactions",
108
- "pay_bill",
109
- ]
110
- ),
111
- "lang_id": datasets.ClassLabel(names=langs),
112
- }
113
- )
114
-
115
- return datasets.DatasetInfo(
116
- description=_DESCRIPTION,
117
- features=features,
118
- supervised_keys=("audio", "transcription"),
119
- homepage=self.config.homepage,
120
- citation=_CITATION,
121
- )
122
-
123
- def _split_generators(self, dl_manager):
124
- langs = (
125
- _ALL_CONFIGS
126
- if self.config.name == "all"
127
- else [self.config.name]
128
- )
129
-
130
- archive_path = dl_manager.download_and_extract(self.config.data_url)
131
- audio_path = dl_manager.extract(
132
- os.path.join(archive_path, "MInDS-14", "audio.zip")
133
- )
134
- text_path = dl_manager.extract(
135
- os.path.join(archive_path, "MInDS-14", "text.zip")
136
- )
137
-
138
- text_path = {l: os.path.join(text_path, f"{l}.csv") for l in langs}
139
-
140
- return [
141
- datasets.SplitGenerator(
142
- name=datasets.Split.TRAIN,
143
- gen_kwargs={
144
- "audio_path": audio_path,
145
- "text_paths": text_path,
146
- },
147
- )
148
- ]
149
-
150
-
151
- def _generate_examples(self, audio_path, text_paths):
152
- key = 0
153
- for lang in text_paths.keys():
154
- text_path = text_paths[lang]
155
- with open(text_path, encoding="utf-8") as csv_file:
156
- csv_reader = csv.reader(csv_file, delimiter=",", skipinitialspace=True)
157
- next(csv_reader)
158
- for row in csv_reader:
159
- file_path, transcription, english_transcription, intent_class = row
160
-
161
- file_path = os.path.join(audio_path, *file_path.split("/"))
162
- yield key, {
163
- "path": file_path,
164
- "audio": file_path,
165
- "transcription": transcription,
166
- "english_transcription": english_transcription,
167
- "intent_class": intent_class.lower(),
168
- "lang_id": _ALL_CONFIGS.index(lang),
169
- }
170
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