Datasets:
Commit
•
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Parent(s):
b949637
Convert dataset to Parquet (#4)
Browse files- Convert dataset to Parquet (a5b5596dd729018a649d622060fd4661d223ff82)
- Delete loading script (2bc4c749be3ed9562d979df68c281c4d7f72cf88)
- Delete data file (79a10361cd7684688aff13958cad92b1e3798133)
- Delete data file (e64a8ab398851bc9c9b2b7cc8e95ce4e10eae96a)
- Delete data file (e6d88c5d1c479c7482e6811396616770d035efbd)
README.md
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@@ -11,6 +11,35 @@ task_categories:
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task_ids: []
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tags:
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- conditional-text-generation
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---
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# GovReport dataset for summarization
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task_ids: []
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tags:
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- conditional-text-generation
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dataset_info:
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config_name: document
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features:
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- name: report
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dtype: string
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- name: summary
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dtype: string
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splits:
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- name: train
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num_bytes: 953321013
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num_examples: 17517
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- name: validation
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num_bytes: 55820431
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num_examples: 973
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- name: test
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num_bytes: 51591123
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num_examples: 973
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download_size: 506610432
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dataset_size: 1060732567
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configs:
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- config_name: document
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data_files:
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- split: train
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path: document/train-*
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- split: validation
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path: document/validation-*
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- split: test
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path: document/test-*
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default: true
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---
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# GovReport dataset for summarization
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test.zip → document/test-00000-of-00001.parquet
RENAMED
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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-
size
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:d4f4fa6f96f2cb43ffcdbf5e1d39d2ce1ebff5314d0a92413211103aae3d5957
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size 24000716
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train.zip → document/train-00000-of-00002.parquet
RENAMED
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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-
size
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:8b02abb5691b3fa1ba95f76331cadc8bb3e80195c626b4656b480d36e0c92242
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size 227793632
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document/train-00001-of-00002.parquet
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:ce7786d8626c94c58163b195b6d4c6ddaa01ff0a9c3574ac21399ae56c3dd3a3
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+
size 228706875
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valid.zip → document/validation-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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-
oid sha256:
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-
size
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:8098b61d7aef5b16de870963a2f074b69e625767715f9c5ce94e2fc860087398
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+
size 26109209
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govreport-summarization.py
DELETED
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-
import json
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import os
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import datasets
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from datasets.tasks import TextClassification
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_DESCRIPTION = """
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GovReport dataset for summarization.
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From paper: Efficient Attentions for Long Document Summarization" by L. Huang et al.
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See: https://arxiv.org/pdf/2104.02112.pdf
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See: https://github.com/luyang-huang96/LongDocSum
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"""
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_CITATION = """\
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@misc{huang2021efficient,
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title={Efficient Attentions for Long Document Summarization},
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author={Luyang Huang and Shuyang Cao and Nikolaus Parulian and Heng Ji and Lu Wang},
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year={2021},
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eprint={2104.02112},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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}
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"""
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_ABSTRACT = "summary"
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_ARTICLE = "report"
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class GovReportSummarizationConfig(datasets.BuilderConfig):
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"""BuilderConfig for GovReportSummarization."""
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def __init__(self, **kwargs):
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"""BuilderConfig for GovReportSummarization.
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Args:
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**kwargs: keyword arguments forwarded to super.
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"""
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super(GovReportSummarizationConfig, self).__init__(**kwargs)
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class GovReportSummarizationDataset(datasets.GeneratorBasedBuilder):
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"""GovReportSummarization Dataset."""
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_TRAIN_FILE = "train.zip"
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_VAL_FILE = "valid.zip"
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_TEST_FILE = "test.zip"
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BUILDER_CONFIGS = [
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GovReportSummarizationConfig(
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name="document",
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version=datasets.Version("1.0.0"),
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description="GovReport dataset for summarization, document",
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),
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]
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DEFAULT_CONFIG_NAME = "document"
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def _info(self):
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# Should return a datasets.DatasetInfo object
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=datasets.Features(
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{
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_ARTICLE: datasets.Value("string"),
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_ABSTRACT: datasets.Value("string"),
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#"id": datasets.Value("string"),
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}
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),
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supervised_keys=None,
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homepage="https://github.com/luyang-huang96/LongDocSum",
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citation=_CITATION,
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)
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-
def _split_generators(self, dl_manager):
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-
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train_path = os.path.join(dl_manager.download_and_extract(self._TRAIN_FILE), "train.txt")
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val_path = os.path.join(dl_manager.download_and_extract(self._VAL_FILE), "valid.txt")
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test_path = os.path.join(dl_manager.download_and_extract(self._TEST_FILE), "test.txt")
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-
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN, gen_kwargs={"filepath": train_path}
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),
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datasets.SplitGenerator(
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name=datasets.Split.VALIDATION, gen_kwargs={"filepath": val_path}
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),
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datasets.SplitGenerator(
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name=datasets.Split.TEST, gen_kwargs={"filepath": test_path}
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),
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]
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def _generate_examples(self, filepath):
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"""Generate GovReportSummarization examples."""
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with open(filepath, encoding="utf-8") as f:
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for id_, row in enumerate(f):
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data = json.loads(row)
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report = data["report"]
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summary = data["summary"]
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yield id_, {"report": report, "summary": summary}
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