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import json |
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import datasets |
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_DESCRIPTION = "Catalan chatbot conversations from 10 different domains" |
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_HOMEPAGE = "https://zenodo.org/records/7276036" |
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_LICENSE = "CC BY 4.0" |
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_VERSION = "1.0.0" |
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_DATAPATH = "KitKat.json" |
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_CATEGORIES = [ |
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"allotjament", |
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"banca", |
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"menjar_domicili", |
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"comerc", |
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"lloguer_vehicles", |
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"transports", |
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"assegurances", |
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"ajuntament", |
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"clinica", |
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"telefonia", |
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] |
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class KitKat(datasets.GeneratorBasedBuilder): |
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""" KitKat: Conversacional dataset for Catalan. """ |
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VERSION = datasets.Version(_VERSION) |
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DEFAULT_CONFIG_NAME = "all" |
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BUILDER_CONFIGS = [datasets.BuilderConfig(name="all", version=VERSION, description="All categories.")] |
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for _CAT in _CATEGORIES: |
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BUILDER_CONFIGS.append( |
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datasets.BuilderConfig(name=_CAT, version=VERSION, description=f"Articles from category \"{_CAT}\"") |
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) |
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@staticmethod |
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def _info(): |
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features = datasets.Features( |
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{ |
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"id": datasets.Value("string"), |
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"category": datasets.Value("string"), |
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"conversation": [ |
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{ |
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"role": datasets.Value("string"), |
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"text": datasets.Value("string"), |
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"intent": datasets.Value("string"), |
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"slots": [ |
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{ |
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"tag": datasets.Value("string"), |
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"text": datasets.Value("string"), |
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"Start_char": datasets.Value("int32"), |
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"End_char": datasets.Value("int32"), |
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} |
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] |
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} |
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] |
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} |
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) |
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return datasets.DatasetInfo( |
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description=_DESCRIPTION, |
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features=features, |
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homepage=_HOMEPAGE, |
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license=_LICENSE, |
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) |
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@staticmethod |
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def _split_generators(dl_manager): |
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data_dir = dl_manager.download_and_extract(_DATAPATH) |
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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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"filepath": data_dir, |
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}, |
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), |
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] |
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def _generate_examples(self, filepath): |
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with open(filepath, encoding="utf-8") as f: |
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data = json.load(f) |
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_key = 0 |
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for category,conversations in data["xats"].items(): |
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if self.config.name in ["all", category]: |
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for conversation in conversations: |
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yield _key, { |
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"id": conversation["id"], |
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"category": category, |
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"conversation": [{"role":x["actor"], "text":x["text"], "slots":x["slots"], "intent":x["intent"]} for x in conversation["frases"]] |
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} |
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_key+=1 |
