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