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add custom loading script

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  1. README.md +16 -0
  2. leyzer-fedcsis-translated.py +229 -0
README.md ADDED
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+ ---
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+ license: cc-by-4.0
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+ task_categories:
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+ - text-classification
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+ language:
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+ - pl
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+ tags:
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+ - natural-language-understanding
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+ size_categories:
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+ - 10K<n<100K
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+ ---
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+
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+ # Leyzer: A Dataset for Multilingual Virtual Assistants
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+ Leyzer is a multilingual text corpus designed to study multilingual and cross-lingual natural language understanding (NLU) models and the strategies of localization of
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+ virtual assistants. It consists of 20 domains across three languages: English, Spanish and Polish, with 186 intents and a wide range of samples, ranging from 1 to 672
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+ sentences per intent. For more stats please refer to wiki.
leyzer-fedcsis-translated.py ADDED
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+ # coding=utf-8
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+
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+ """Leyzer"""
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+
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+ import json
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+ import datasets
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+ import pandas as pd
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+
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+
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+ _DESCRIPTION = """\
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+ Leyzer is a multilingual text corpus designed to study multilingual and cross-lingual natural language
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+ understanding (NLU) models and the strategies of localization of virtual assistants. It consists of 20
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+ domains across three languages: English, Spanish and Polish, with 186 intents and a wide range of
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+ samples, ranging from 1 to 672 sentences per intent.
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+ """
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+
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+ _CITATION = """\
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+ @inproceedings{sowanski2020leyzer,
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+ title={Leyzer: A Dataset for Multilingual Virtual Assistants},
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+ author={Sowa{\'n}ski, Marcin and Janicki, Artur},
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+ booktitle={International Conference on Text, Speech, and Dialogue},
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+ pages={477--486},
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+ year={2020},
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+ organization={Springer}
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+ }
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+ """
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+
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+ _LICENSE = """\
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+
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+ """
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+
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+ _URL = "https://github.com/cartesinus/leyzer/raw/0.2.0/corpora/0.2.0/leyzer-0.2.0-fedcsis_translated.tar.gz"
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+
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+ _LANGUAGES = ['pl-PL']
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+
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+ _DOMAINS = ['Airconditioner', 'Calendar', 'Console', 'Contacts', 'Email', 'Facebook', 'Fitbit',
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+ 'Gdrive', 'Instagram', 'News', 'Phone', 'Slack', 'Speaker', 'Spotify', 'Translate',
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+ 'Twitter', 'Weather', 'Websearch', 'Wikipedia', 'Yelp', 'Youtube']
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+
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+ _INTENTS = ["AddAlbumToPlaylist", "AddEventOnDateWithName", "AddEventWithName",
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+ "AddSongToPlaylist", "AddSongToPlaylistWithName", "AddSongWithNameToPlaylistWithName",
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+ "AddWeight", "CallContact", "CallEmergency", "CallNumber", "ChangeLanguageToLanguage",
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+ "ChangeTemperature", "CheckCalendarEventName", "CheckCalendarOnDate", "CheckChannelHistory",
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+ "CheckLastMessages", "CheckMessagesFromUser", "CheckMessagesInChannel",
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+ "CheckUserStatus", "ConsoleCD", "ConsoleCP", "ConsoleEdit", "ConsoleLS",
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+ "ConsoleMV", "ConsoleRM", "CreateContactWithNameAndWithNumberAndWithType",
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+ "CreateFile", "CreateFileWithName", "CreatePlaylist", "CreatePlaylistWithName",
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+ "DecreaseVolume", "DecreaseVolumeByPercent", "DetectLanguage", "DownloadAsPdf",
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+ "EditContactWithName", "EditContactWithNumber", "EditNumberInContactWithName",
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+ "EditNumberInContactWithNameToNumberAndToType", "FindChannelWithQuery",
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+ "FindQuery", "FindQueryOnChannel", "FollowUser", "GetHumidity", "GetTemperature",
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+ "GetTemperatureFromDevice", "GoToElementNumber", "IncreaseVolume",
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+ "IncreaseVolumeByPercent", "MoonphaseInLocation", "MoonphaseInLocationOnDate",
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+ "MuteOff", "MuteOn", "NextSong", "NextVideo", "NotifyOnEventInLocation",
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+ "NotifyOnEventStart", "NotifyOnNewFromFollowing", "NotifyOnWeight", "NotifyWhenEventNameStart",
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+ "NotifyWhenPortalUpdates", "NotifyWhenPortalUpdatesInSection", "NotNotifyOnEventInLocation",
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+ "NotNotifyOnEventStart", "OpenCalendar", "OpenContacts", "OpenEmail", "OpenEngine",
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+ "OpenFacebook", "OpenFileWithName", "OpenGdrive", "OpenInstagram", "OpenMyContact",
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+ "OpenRestaurants", "OpenRestaurantsInLocation", "OpenSlack", "OpenSpotify",
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+ "OpenTwitter", "OpenWeather", "OpenWikipedia", "OpenYT", "Pause",
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+ "PlayAlbumOfTypeByArtist", "PlayPlaylist", "PlaySong", "PlaySongByArtist",
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+ "PostPicture", "PostPictureWithCaption", "PostPictureWithUrl",
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+ "PostPictureWithUrlAndWithCaption", "PostStatus", "PostWithLastPictureWithLocationAndWithHashtag",
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+ "PostWithPicturesFromDateAndWithLocation", "PreviousSong", "RandomPage",
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+ "RepeatOnOff", "ReplyToEmailFromAddress", "ScrollDown", "ScrollUp",
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+ "SearchByCategory", "SearchByCategoryInLocation", "SearchByQuery",
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+ "SearchByQueryInLocation", "SearchByRating", "SearchByRatingInLocation",
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+ "SearchByReviewCount", "SearchByReviewCountInLocation", "SearchImagesOnEngine",
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+ "SearchImagesWithTextOnEngine", "SearchImagesWithTextOnEngineWithWidthAndWithHeight",
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+ "SearchImagesWithTextOnEngineWithWidthAndWithHeightAndWithCondition", "SearchInLocation", "SearchQuery",
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+ "SearchRestaurant", "SearchText", "SearchTextOnEngine", "SeekByTime", "SendEmail",
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+ "SendEmailToAddress", "SendEmailToAddressWithSubject", "SendEmailToAddressWithSubjectAndWithMessage",
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+ "SendMessageToChannel", "SendMessageToUser", "SendPictureToChannel", "SendPictureToChannelWithCaption",
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+ "SendPictureWithUrlToChannel", "SendSlackMessage", "SendTwitterMessage", "SetDefaultLanguage",
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+ "SetDefaultLanguageToLanguage", "SetPurposeOnChannel", "SetStatusAway", "SetTemperatureBetweenValues",
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+ "SetTemperatureOnDevice", "SetTemperatureToValue", "SetTemperatureToValueOnDevice", "SetTopicInChannel",
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+ "ShareFileWithNameToAddress", "ShowAlbumWithName", "ShowBMI", "ShowChannelWithCategory",
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+ "ShowChannelWithName", "ShowContactWithEmail", "ShowContactWithName", "ShowContactWithNumber",
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+ "ShowContactWithNumberAndWithEmail", "ShowDanceability", "ShowEmailFromSender", "ShowEmailFromTime",
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+ "ShowEmailWithLabel", "ShowEmailWithPriority", "ShowEmailWithSubject", "ShowFilesFromTime",
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+ "ShowFilesWithSize", "ShowFilesWithStar", "ShowFilesWithType", "ShowLastNumberPictures",
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+ "ShowNewestFiles", "ShowNews", "ShowNewsFromSection", "ShowOldestFiles", "ShowPictures",
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+ "ShowPicturesFromDate", "ShowPicturesWithFilter", "ShowPicturesWithHashtag",
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+ "ShowPicturesWithLocation", "ShowSMS", "ShowSteps", "ShowStepsOnDate", "ShowSubscribedChannels",
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+ "ShowTwittsWithHashtag", "ShuffleOnOff", "SMSToContact", "SMSToContactWithMessage",
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+ "SortAlphabetical", "SortReverseAlphabetical", "SunriseAndSunsetInLocation",
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+ "SunriseAndSunsetInLocationAndOnDate", "SunriseInLocation", "SunsetInLocation",
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+ "TakePicture", "TranslateText", "TranslateTextFromLanguage", "TranslateTextFromLanguageToLanguage",
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+ "TranslateTextFromLanguageToLanguageWithEngine", "TranslateTextToLanguage",
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+ "TranslateToLanguage", "TurnOff", "TurnOn", "TurnOnOrOff", "UnfollowUser",
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+ "WeatherInLocation", "WeatherTomorrow", "WeatherTomorrowInLocation",
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+ "NotifyOnNewOnChannel"
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+ ]
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+
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+ _LEVELS = ['L0TC', 'L1TC', 'L2TC', 'REPHRASE']
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+
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+ _VPS = ['verb_pattern_01', 'verb_pattern_02', 'verb_pattern_03', 'verb_pattern_04',
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+ 'verb_pattern_05', 'verb_pattern_06', 'verb_pattern_07', 'verb_pattern_08',
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+ 'verb_pattern_09', 'verb_pattern_10', 'verb_pattern_11', 'verb_pattern_12', 'verb_pattern_13']
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+
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+
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+ class LeyzerConfig(datasets.BuilderConfig):
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+ """BuilderConfig for Leyzer."""
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+
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+ def __init__(self, dataset_version=None, *args, **kwargs):
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+ """BuilderConfig for Leyzer.
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+ Args:
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+ **kwargs: keyword arguments forwarded to super.
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+ """
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+ super(LeyzerConfig, self).__init__(*args, **kwargs)
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+ self.dataset_version = dataset_version if dataset_version else "1.0"
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+ self.data_url = _URL
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+
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+
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+ class Leyzer(datasets.GeneratorBasedBuilder):
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+ """Leyzer"""
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+
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+ # All individual locale datasets are served from the latest version.
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+ BUILDER_CONFIGS = [
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+ LeyzerConfig(
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+ name = name,
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+ dataset_version = '0.2.0',
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+ version = datasets.Version("0.2.0"),
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+ description = f"The Leyzer v0.2.0 corpora for {name}",
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+ ) for name in _LANGUAGES
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+ ]
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+ # Version 1.0
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+ BUILDER_CONFIGS.append(LeyzerConfig(
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+ name = "all",
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+ dataset_version = '0.2.0',
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+ version = datasets.Version("0.2.0"),
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+ description = f"The Leyzer v0.2.0 corpora for entire corpus",
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+ )
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+ )
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+
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+ DEFAULT_CONFIG_NAME = "all"
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+
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+ def _info(self):
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+ return datasets.DatasetInfo(
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+ description=_DESCRIPTION,
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+ features=datasets.Features(
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+ {
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+ "id": datasets.Value("string"),
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+ "locale": datasets.Value("string"),
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+ "partition": datasets.Value("string"),
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+ "domain": datasets.features.ClassLabel(names=_DOMAINS),
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+ "intent": datasets.features.ClassLabel(names=_INTENTS),
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+ "utterance": datasets.Value("string"),
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+ "bio": datasets.Value("string"),
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+ },
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+ ),
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+ supervised_keys=None,
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+ homepage="https://github.com/cartesinus/leyzer/",
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+ citation=_CITATION,
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+ license=_LICENSE,
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+
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+ archive = dl_manager.download(self.config.data_url)
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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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+ "files": dl_manager.iter_archive(archive),
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+ "split": "train",
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+ "lang": self.config.name,
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+ }
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+ ),
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+ datasets.SplitGenerator(
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+ name=datasets.Split.VALIDATION,
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+ gen_kwargs={
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+ "files": dl_manager.iter_archive(archive),
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+ "split": "valid",
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+ "lang": self.config.name,
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+ }
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+ ),
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+ datasets.SplitGenerator(
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+ name=datasets.Split.TEST,
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+ gen_kwargs={
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+ "files": dl_manager.iter_archive(archive),
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+ "split": "test",
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+ "lang": self.config.name,
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+ }
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+ ),
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+ ]
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+
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+ def _generate_examples(self, files, split, lang):
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+
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+ key_ = 0
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+
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+ if lang == "all":
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+ lang = _LANGUAGES.copy()
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+ else:
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+ lang = [lang]
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+
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+ for path, f in files:
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+ l = path.split("/")[-1].split(".")[0]
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+
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+ if not lang:
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+ break
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+ elif l in lang:
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+ lang.remove(l)
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+ else:
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+ continue
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+
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+ # Read the file
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+ lines = f.read().decode(encoding="utf-8").split("\n")
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+
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+ for line in lines:
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+ if not line:
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+ continue
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+
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+ data = json.loads(line)
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+
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+ if data["partition"] != split:
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+ continue
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+
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+ yield key_, {
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+ "id": data["id"],
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+ "locale": data["locale"],
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+ "partition": data["partition"],
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+ "domain": data["domain"],
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+ "intent": data["intent"],
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+ "utterance": data["utterance"],
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+ "bio": data["bio"],
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+ }
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+
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+ key_ += 1