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