zhangir-azerbayev commited on
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Revert "Fix Dataset Viewer (#2)"

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This reverts commit 0a04f150620ad256bc01da0e83a85e4df0701186.

Files changed (2) hide show
  1. README.md +0 -25
  2. proof-pile-2.py +157 -0
README.md CHANGED
@@ -7,31 +7,6 @@ tags:
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  - math
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  size_categories:
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  - 10B<n<100B
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- configs:
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- - config_name: arxiv
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- data_files:
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- - split: train
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- path: arxiv/train/*.jsonl.zst
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- - split: validation
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- path: arxiv/validation/*.jsonl.zst
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- - split: test
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- path: arxiv/test/*.jsonl.zst
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- - config_name: open-web-math
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- data_files:
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- - split: train
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- path: open-web-math/train/*.jsonl.zst
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- - split: validation
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- path: open-web-math/validation/*.jsonl.zst
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- - split: test
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- path: open-web-math/test/*.jsonl.zst
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- - config_name: algebraic-stack
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- data_files:
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- - split: train
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- path: algebraic-stack/train/*.jsonl.zst
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- - split: validation
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- path: algebraic-stack/validation/*.jsonl.zst
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- - split: test
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- path: algebraic-stack/test/*.jsonl.zst
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  ---
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  <img src="proofpile_logo.jpg" width="500">
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  - math
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  size_categories:
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  - 10B<n<100B
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  <img src="proofpile_logo.jpg" width="500">
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proof-pile-2.py ADDED
@@ -0,0 +1,157 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ import json
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+ import os
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+ import zstandard as zstd
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+
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+ import datasets
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+
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+ _CITATION="""\
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+ @article{azerbayev2023llemma,
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+ title={Llemma: an open language model for mathematics},
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+ author={Zhangir Azerbayev and Hailey Schoelkopf and Keiran Paster and Marco Dos Santos and Stephen McAleer and Albert Q. Jiang and Jia Deng and Stella Biderman and Sean Welleck},
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+ eprint={xyz.xyz},
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+ archivePrefix={arXiv}
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+ year={2023}
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+ }
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+ """
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+
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+ _DESCRIPTION = """\
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+ A dataset of high quality mathematical text. """
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+ _HOMEPAGE = "https://github.com/EleutherAI/math-lm"
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+
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+
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+ SPLITS = ["train", "validation", "test"]
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+
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+ _DATA_PATHS = {
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+ "arxiv": {
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+ split: [f'arxiv/{split}/arXiv_{str(i).zfill(3)}.jsonl.zst' for i in range(100)]
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+ for split in SPLITS
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+ },
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+ "open-web-math": {
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+ split: [
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+ os.path.join(f"open-web-math/{split}", filename)
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+ for filename in os.listdir(f"open-web-math/{split}")
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+ ]
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+ for split in SPLITS
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+ },
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+ "algebraic-stack": {
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+ split: [
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+ os.path.join(f"algebraic-stack/{split}", filename)
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+ for filename in os.listdir(f"algebraic-stack/{split}")
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+ ]
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+ for split in SPLITS
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+ }
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+ }
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+
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+ class ProofPile2Config(datasets.BuilderConfig):
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+ """BuilderConfig for RedPajama sample."""
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+
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+ def __init__(self, *args, subsets, **kwargs):
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+ """BuilderConfig for ProofPile2.
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+ Args:
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+ **kwargs: keyword arguments forwarded to super.
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+ """
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+ super(ProofPile2Config, self).__init__(**kwargs)
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+ self.subsets = subsets
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+
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+
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+ class ProofPile2(datasets.GeneratorBasedBuilder):
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+ """A large dataset of mathematical text."""
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+ VERSION = datasets.Version("1.1.0")
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+
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+ # This is an example of a dataset with multiple configurations.
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+ # If you don't want/need to define several sub-sets in your dataset,
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+ # just remove the BUILDER_CONFIG_CLASS and the BUILDER_CONFIGS attributes.
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+
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+ # If you need to make complex sub-parts in the datasets with configurable options
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+ # You can create your own builder configuration class to store attribute, inheriting from ProofPile2Config
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+ # BUILDER_CONFIG_CLASS = MyBuilderConfig
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+
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+ # You will be able to load one or the other configurations in the following list with
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+ # data = datasets.load_dataset('my_dataset', 'first_domain')
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+ # data = datasets.load_dataset('my_dataset', 'second_domain')
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+ BUILDER_CONFIGS = [
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+ ProofPile2Config(
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+ name='default',
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+ subsets=list(_DATA_PATHS.keys()),
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+ version=VERSION,
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+ description="All subsets"
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+ ),
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+ ProofPile2Config(
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+ name='arxiv',
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+ subsets=["arxiv"],
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+ version=VERSION,
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+ description="ArXiv subset"
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+ ),
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+ ProofPile2Config(
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+ name='open-web-math',
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+ subsets=['open-web-math'],
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+ version=VERSION,
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+ description="OpenWebMath"
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+ ),
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+ ProofPile2Config(
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+ name='algebraic-stack',
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+ subsets=['algebraic-stack'],
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+ version=VERSION,
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+ description="Code subset"
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+ ),
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+ ]
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+
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+
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+ def _info(self):
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+ features = datasets.Features(
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+ {
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+ "text": datasets.Value("string"),
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+ "meta": datasets.Value("string")
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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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+ citation=_CITATION,
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+ return [
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+ datasets.SplitGenerator(
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+ name=datasets.Split.TRAIN,
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+ # These kwargs will be passed to _generate_examples
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+ gen_kwargs={
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+ "data_files": list(map(
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+ dl_manager.download,
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+ [x for subset in self.config.subsets for x in _DATA_PATHS[subset]["train"]]
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+ )),
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+ },
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+ ),
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+ datasets.SplitGenerator(
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+ name=datasets.Split.VALIDATION,
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+ # These kwargs will be passed to _generate_examples
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+ gen_kwargs={
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+ "data_files": list(map(
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+ dl_manager.download,
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+ [x for subset in self.config.subsets for x in _DATA_PATHS[subset]["validation"]]
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+ )),
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+ },
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+ ),
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+ datasets.SplitGenerator(
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+ name=datasets.Split.TEST,
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+ gen_kwargs={
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+ "data_files": list(map(
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+ dl_manager.download,
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+ [x for subset in self.config.subsets for x in _DATA_PATHS[subset]["test"]]
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+ )),
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+ },
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+ ),
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+ ]
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+ # method parameters are unpacked from `gen_kwargs` as given in `_split_generators`
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+ def _generate_examples(self, data_files):
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+ key = 0
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+ for name in data_files:
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+ with zstd.open(open(name, "rb"), "rt", encoding="utf-8") as f:
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+ for x in f.readlines():
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+ instance = json.loads(x)
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+ if instance:
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+ if "meta" not in instance:
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+ instance["meta"] = dict()
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+ yield key, {"text": instance["text"], "meta": json.dumps(instance["meta"])}
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+ key += 1