| |
|
|
| """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_translated.tar.gz" |
|
|
| _LANGUAGES = ['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""" |
|
|
| |
| 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 |
| ] |
| |
| 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 |
|
|
| |
| 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 |
|
|
