Duplicate from PolyAI/minds14

Co-authored-by: Patrick von Platen <patrickvonplaten@users.noreply.huggingface.co>

.gitattributes

@@ -0,0 +1,38 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bin.* filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
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+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zstandard filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
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README.md

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+---
+annotations_creators:
+- expert-generated
+- crowdsourced
+- machine-generated
+language_creators:
+- crowdsourced
+- expert-generated
+language:
+- en
+- fr
+- it
+- es
+- pt
+- de
+- nl
+- ru
+- pl
+- cs
+- ko
+- zh
+license:
+- cc-by-4.0
+multilinguality:
+- multilingual
+size_categories:
+- 10K<n<100K
+task_categories:
+- automatic-speech-recognition
+task_ids:
+- keyword-spotting
+pretty_name: MInDS-14
+language_bcp47:
+- en
+- en-GB
+- en-US
+- en-AU
+- fr
+- it
+- es
+- pt
+- de
+- nl
+- ru
+- pl
+- cs
+- ko
+- zh
+tags:
+- speech-recognition
+configs:
+- config_name: all
+  data_files:
+  - split: train
+    path: all/train-*
+- config_name: cs-CZ
+  data_files:
+  - split: train
+    path: cs-CZ/train-*
+- config_name: de-DE
+  data_files:
+  - split: train
+    path: de-DE/train-*
+- config_name: en-AU
+  data_files:
+  - split: train
+    path: en-AU/train-*
+- config_name: en-GB
+  data_files:
+  - split: train
+    path: en-GB/train-*
+- config_name: en-US
+  data_files:
+  - split: train
+    path: en-US/train-*
+- config_name: es-ES
+  data_files:
+  - split: train
+    path: es-ES/train-*
+- config_name: fr-FR
+  data_files:
+  - split: train
+    path: fr-FR/train-*
+- config_name: it-IT
+  data_files:
+  - split: train
+    path: it-IT/train-*
+- config_name: ko-KR
+  data_files:
+  - split: train
+    path: ko-KR/train-*
+- config_name: nl-NL
+  data_files:
+  - split: train
+    path: nl-NL/train-*
+- config_name: pl-PL
+  data_files:
+  - split: train
+    path: pl-PL/train-*
+- config_name: pt-PT
+  data_files:
+  - split: train
+    path: pt-PT/train-*
+- config_name: ru-RU
+  data_files:
+  - split: train
+    path: ru-RU/train-*
+- config_name: zh-CN
+  data_files:
+  - split: train
+    path: zh-CN/train-*
+dataset_info:
+- config_name: all
+  features:
+  - name: path
+    dtype: string
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
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+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
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+          '2': en-AU
+          '3': en-GB
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+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 628290192.68
+    num_examples: 8168
+  download_size: 566674935
+  dataset_size: 628290192.68
+- config_name: cs-CZ
+  features:
+  - name: path
+    dtype: string
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
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+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
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+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
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+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 40369391.0
+    num_examples: 574
+  download_size: 36473997
+  dataset_size: 40369391.0
+- config_name: de-DE
+  features:
+  - name: path
+    dtype: string
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
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+  - name: lang_id
+    dtype:
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+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
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+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 53448213.0
+    num_examples: 611
+  download_size: 41073246
+  dataset_size: 53448213.0
+- config_name: en-AU
+  features:
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+    dtype: string
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
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+  - name: lang_id
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+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 44154982.0
+    num_examples: 654
+  download_size: 37348052
+  dataset_size: 44154982.0
+- config_name: en-GB
+  features:
+  - name: path
+    dtype: string
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
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+          '8': ko-KR
+          '9': nl-NL
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+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 39143835.0
+    num_examples: 592
+  download_size: 34551079
+  dataset_size: 39143835.0
+- config_name: en-US
+  features:
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+    dtype: string
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
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+          '13': zh-CN
+  splits:
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+- config_name: es-ES
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+  - name: transcription
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+          '13': zh-CN
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+  - name: transcription
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+  splits:
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+    num_bytes: 77549349.0
+    num_examples: 604
+  download_size: 51738310
+  dataset_size: 77549349.0
+- config_name: ru-RU
+  features:
+  - name: path
+    dtype: string
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 38159953.0
+    num_examples: 539
+  download_size: 34494545
+  dataset_size: 38159953.0
+- config_name: zh-CN
+  features:
+  - name: path
+    dtype: string
+  - name: audio
+    dtype:
+      audio:
+        sampling_rate: 8000
+  - name: transcription
+    dtype: string
+  - name: english_transcription
+    dtype: string
+  - name: intent_class
+    dtype:
+      class_label:
+        names:
+          '0': abroad
+          '1': address
+          '2': app_error
+          '3': atm_limit
+          '4': balance
+          '5': business_loan
+          '6': card_issues
+          '7': cash_deposit
+          '8': direct_debit
+          '9': freeze
+          '10': high_value_payment
+          '11': joint_account
+          '12': latest_transactions
+          '13': pay_bill
+  - name: lang_id
+    dtype:
+      class_label:
+        names:
+          '0': cs-CZ
+          '1': de-DE
+          '2': en-AU
+          '3': en-GB
+          '4': en-US
+          '5': es-ES
+          '6': fr-FR
+          '7': it-IT
+          '8': ko-KR
+          '9': nl-NL
+          '10': pl-PL
+          '11': pt-PT
+          '12': ru-RU
+          '13': zh-CN
+  splits:
+  - name: train
+    num_bytes: 36522343.0
+    num_examples: 502
+  download_size: 32357378
+  dataset_size: 36522343.0
+---
+
+# MInDS-14
+
+## Dataset Description
+
+- **Fine-Tuning script:** [pytorch/audio-classification](https://github.com/huggingface/transformers/tree/main/examples/pytorch/audio-classification)
+- **Paper:** [Multilingual and Cross-Lingual Intent Detection from Spoken Data](https://arxiv.org/abs/2104.08524)
+- **Total amount of disk used:** ca. 500 MB 
+
+MINDS-14 is training and evaluation resource for 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.
+
+## Example
+
+MInDS-14 can be downloaded and used as follows:
+
+```py
+from datasets import load_dataset
+
+minds_14 = load_dataset("PolyAI/minds14", "fr-FR") # for French
+# to download all data for multi-lingual fine-tuning uncomment following line
+# minds_14 = load_dataset("PolyAI/all", "all")
+
+# see structure
+print(minds_14)
+
+# load audio sample on the fly
+audio_input = minds_14["train"][0]["audio"]  # first decoded audio sample
+intent_class = minds_14["train"][0]["intent_class"]  # first transcription
+intent = minds_14["train"].features["intent_class"].names[intent_class]
+
+# use audio_input and language_class to fine-tune your model for audio classification
+```
+
+## Dataset Structure
+
+We show detailed information the example configurations `fr-FR` of the dataset.
+All other configurations have the same structure.
+
+### Data Instances
+
+**fr-FR**
+
+- Size of downloaded dataset files: 471 MB
+- Size of the generated dataset: 300 KB
+- Total amount of disk used: 471 MB
+
+
+An example of a datainstance of the config `fr-FR` looks as follows:
+
+```
+{
+    "path": "fr-FR~ADDRESS/response_4.wav",
+    "audio": {
+        "array": array(
+            [0.0, 0.0, 0.0, ..., 0.0, 0.00048828, -0.00024414], dtype=float32
+        ),
+        "sampling_rate": 8000,
+    },
+    "transcription": "je souhaite changer mon adresse",
+    "english_transcription": "I want to change my address",
+    "intent_class": 1,
+    "lang_id": 6,
+}
+```
+
+### Data Fields
+The data fields are the same among all splits.
+
+- **path** (str): Path to the audio file
+- **audio** (dict): Audio object including loaded audio array, sampling rate and path ot audio
+- **transcription** (str): Transcription of the audio file
+- **english_transcription** (str): English transcription of the audio file
+- **intent_class** (int): Class id of intent
+- **lang_id** (int): Id of language
+
+### Data Splits
+Every config only has the `"train"` split containing of *ca.* 600 examples.
+
+## Dataset Creation
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+## Considerations for Using the Data
+
+### Social Impact of Dataset
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Discussion of Biases
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Other Known Limitations
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+## Additional Information
+
+### Dataset Curators
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Licensing Information
+
+All datasets are licensed under the [Creative Commons license (CC-BY)](https://creativecommons.org/licenses/).
+
+### Citation Information
+
+```
+@article{DBLP:journals/corr/abs-2104-08524,
+  author    = {Daniela Gerz and
+               Pei{-}Hao Su and
+               Razvan Kusztos and
+               Avishek Mondal and
+               Michal Lis and
+               Eshan Singhal and
+               Nikola Mrksic and
+               Tsung{-}Hsien Wen and
+               Ivan Vulic},
+  title     = {Multilingual and Cross-Lingual Intent Detection from Spoken Data},
+  journal   = {CoRR},
+  volume    = {abs/2104.08524},
+  year      = {2021},
+  url       = {https://arxiv.org/abs/2104.08524},
+  eprinttype = {arXiv},
+  eprint    = {2104.08524},
+  timestamp = {Mon, 26 Apr 2021 17:25:10 +0200},
+  biburl    = {https://dblp.org/rec/journals/corr/abs-2104-08524.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```
+
+### Contributions
+
+Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten) for adding this dataset

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