File size: 2,137 Bytes
263a4a8 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 |
import json
import datasets
class TeleData(datasets.GeneratorBasedBuilder):
"""Tele-Data dataset with multiple subsets: arxiv, standard, web, and wiki"""
BUILDER_CONFIGS = [
datasets.BuilderConfig(name="arxiv", version=datasets.Version("1.0.0"), description="ArXiv data"),
datasets.BuilderConfig(name="standard", version=datasets.Version("1.0.0"), description="Standard data"),
datasets.BuilderConfig(name="web", version=datasets.Version("1.0.0"), description="Web data"),
datasets.BuilderConfig(name="wiki", version=datasets.Version("1.0.0"), description="Wiki data"),
datasets.BuilderConfig(name="full", version=datasets.Version("1.0.0"), description="Full dataset"),
]
DEFAULT_CONFIG_NAME = "full"
def _info(self):
features = datasets.Features({
"id": datasets.Value("string"),
"category": datasets.Value("string"),
"content": datasets.Value("string"),
"metadata": datasets.Value("string"),
})
return datasets.DatasetInfo(features=features)
def _split_generators(self, dl_manager):
if self.config.name == "full":
urls = [f"{name}/{name}.jsonl" for name in ["arxiv", "standard", "web", "wiki"]]
else:
urls = [f"{self.config.name}/{self.config.name}.jsonl"]
data_files = dl_manager.download_and_extract(urls)
return [
datasets.SplitGenerator(
name=datasets.Split.TRAIN,
gen_kwargs={"filepaths": data_files if isinstance(data_files, list) else [data_files]},
)
]
def _generate_examples(self, filepaths):
for filepath in filepaths:
with open(filepath, "r", encoding="utf-8") as f:
for id_, line in enumerate(f):
data = json.loads(line)
yield id_, {
"id": data["id"],
"category": data["category"],
"content": data["content"],
"metadata": json.dumps(data["metadata"]),
} |