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"""Leyzer""" |
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import json |
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import datasets |
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import pandas as pd |
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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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_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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_LICENSE = """\ |
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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.tar.gz" |
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_LANGUAGES = ['en-US', 'es-ES', 'pl-PL'] |
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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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_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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_LEVELS = ['L0TC', 'L1TC', 'L2TC', 'REPHRASE'] |
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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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class LeyzerConfig(datasets.BuilderConfig): |
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"""BuilderConfig for Leyzer.""" |
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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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class Leyzer(datasets.GeneratorBasedBuilder): |
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"""Leyzer""" |
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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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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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DEFAULT_CONFIG_NAME = "all" |
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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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def _split_generators(self, dl_manager): |
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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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def _generate_examples(self, files, split, lang): |
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key_ = 0 |
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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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for path, f in files: |
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l = path.split("/")[-1].split(".")[0] |
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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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lines = f.read().decode(encoding="utf-8").split("\n") |
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for line in lines: |
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if not line: |
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continue |
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data = json.loads(line) |
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if data["partition"] != split: |
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continue |
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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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key_ += 1 |
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