pile_helm.py

import datasets
import os
import json


_CITATION = """

"""

_DESCRIPTION = """

"""

names = [
    "github",
    "arxiv",
    "wikipedia",
    "opensubtitles",
    "openwebtext2",
    "gutenberg",
    "dm-mathematics",
    "enron",
    "bibliotik",
    "pubmed-abstracts",
    "youtubesubtitles",
    "hackernews",
    "commoncrawl",
    "europarl",
    "uspto",
    "freelaw",
    "nih-exporter",
    "stackexchange",
    "pubmed-central",
    #"ubuntu-irc", # too small to split 10 ways according to helm code
    #"bookcorpus",
    #"philpapers",
]

class Builder(datasets.GeneratorBasedBuilder):
    VERSION = datasets.Version("1.0.0")

    BUILDER_CONFIGS = [
        datasets.BuilderConfig(name=name, version=datasets.Version("1.0.0"), description=_DESCRIPTION)
            for name in names
        ]

    def _info(self):
        features = datasets.Features(
            {
                "text": datasets.Value("string"),
            }
        )
        return datasets.DatasetInfo(
            description=_DESCRIPTION,
            features=features,
            homepage="",
            license="",
            citation=_CITATION,
        )

    def _split_generators(self, dl_manager):
        test_json = dl_manager.download(os.path.join(self.config.name, "test.jsonl"))

        return [
            datasets.SplitGenerator(
                name=datasets.Split.TEST,
                gen_kwargs={"path": test_json},
            ),
        ]

    # method parameters are unpacked from `gen_kwargs` as given in `_split_generators`
    def _generate_examples(self, path):
        with open(path, encoding="utf-8") as f:
            for key, row in enumerate(f):
                yield key, json.loads(row)