gabrielaltay
commited on
Commit
•
bd204a8
1
Parent(s):
9dc332b
custom data loader
Browse files- hacdc-wikipedia.py +179 -0
hacdc-wikipedia.py
ADDED
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import gzip
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import json
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import os
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import datasets
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from datasets import Features, Sequence, Value
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logger = datasets.logging.get_logger(__name__)
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_FILES = [
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'kwnlp-enwiki-20220901-link-annotated-text1-p1p41242.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text2-p41243p151573.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text3-p151574p311329.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text4-p311330p558391.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text5-p558392p958045.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text6-p958046p1483661.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text7-p1483662p2134111.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text8-p2134112p2936260.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text9-p2936261p4045402.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text10-p4045403p5399366.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text11-p5399367p6899366.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text11-p6899367p7054859.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text12-p7054860p8554859.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text12-p8554860p9172788.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text13-p10672789p11659682.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text13-p9172789p10672788.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text14-p11659683p13159682.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text14-p13159683p14324602.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text15-p14324603p15824602.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text15-p15824603p17324602.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text15-p17324603p17460152.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text16-p17460153p18960152.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text16-p18960153p20460152.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text16-p20460153p20570392.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text17-p20570393p22070392.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text17-p22070393p23570392.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text17-p23570393p23716197.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text18-p23716198p25216197.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text18-p25216198p26716197.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text18-p26716198p27121850.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text19-p27121851p28621850.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text19-p28621851p30121850.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text19-p30121851p31308442.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text20-p31308443p32808442.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text20-p32808443p34308442.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text20-p34308443p35522432.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text21-p35522433p37022432.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text21-p37022433p38522432.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text21-p38522433p39996245.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text22-p39996246p41496245.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text22-p41496246p42996245.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text22-p42996246p44496245.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text22-p44496246p44788941.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text23-p44788942p46288941.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text23-p46288942p47788941.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text23-p47788942p49288941.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text23-p49288942p50564553.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text24-p50564554p52064553.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text24-p52064554p53564553.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text24-p53564554p55064553.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text24-p55064554p56564553.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text24-p56564554p57025655.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text25-p57025656p58525655.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text25-p58525656p60025655.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text25-p60025656p61525655.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text25-p61525656p62585850.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text26-p62585851p63975909.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text27-p63975910p65475909.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text27-p65475910p66975909.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text27-p66975910p68475909.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text27-p68475910p69975909.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text27-p69975910p71475909.jsonl.gz',
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'kwnlp-enwiki-20220901-link-annotated-text27-p71475910p71655058.jsonl.gz',
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]
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_VERSION = datasets.Version("1.0.0")
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_DESCRIPTION = "Wikipedia text with metadata"
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FEATURES = {
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"all": Features(
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{
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"page_id": Value("int64"),
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"page_title": Value("string"),
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"paragraphs": [
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{
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"plaintext": Value("string"),
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"section_idx": Value("int64"),
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"section_name": Value("string"),
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"target_page_ids": Sequence(Value("int64")),
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"anchor_spans": Sequence(Sequence(Value("int64"), length=2)),
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}
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],
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"revision_id": Value("int64"),
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"categories": Sequence(Value("string")),
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"item_id": Value("int64"),
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"in_link_count": Value("int64"),
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"out_link_count": Value("int64"),
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"tmpl_good_article": Value("bool"),
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"tmpl_featured_article": Value("bool"),
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"item_label": Value("string"),
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"item_description": Value("string"),
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"item_alias": Sequence(Value("string")),
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}
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),
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"text": Features(
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{
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"paragraph": Value("string")
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}
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),
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"text-intros": Features(
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{
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"paragraph": Value("string")
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}
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),
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}
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class HacdcWikimedia20220901(datasets.GeneratorBasedBuilder):
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BUILDER_CONFIGS = [
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datasets.BuilderConfig(name="all", version=_VERSION, description=_DESCRIPTION),
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datasets.BuilderConfig(name="text", version=_VERSION, description=_DESCRIPTION),
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datasets.BuilderConfig(
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name="text-intros", version=_VERSION, description=_DESCRIPTION
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),
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]
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DEFAULT_CONFIG_NAME = "all"
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def _info(self):
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=FEATURES[self.config.name],
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)
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def _split_generators(self, dl_manager):
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paths = [os.path.join("data", _FILES[0])]
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downloaded_files = dl_manager.download(paths)
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print("PATHS", paths)
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print("DLFILES", downloaded_files)
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return [
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datasets.SplitGenerator(name="every", gen_kwargs={"filepaths": downloaded_files}),
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]
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def _generate_examples(self, filepaths):
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"""Generate examples.
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Args:
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filepaths: a list of file paths
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Yields:
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dictionaries representing article data and metadata
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"""
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_id = 0
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for filepath in filepaths:
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logger.info("generating examples from = %s", filepath)
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print("FP", filepath)
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with gzip.open(filepath, "r") as fp:
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for line in fp:
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data = json.loads(line.decode("utf-8"))
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if self.config.name == "all":
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yield _id, data
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_id += 1
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continue
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for paragraph in data["paragraphs"]:
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if self.config.name == "text":
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yield _id, {"paragraph": paragraph["plaintext"]}
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_id += 1
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if self.config.name == "text-intros":
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if paragraph["section_idx"] == 0:
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yield _id, {"paragraph": paragraph["plaintext"]}
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_id += 1
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