Add scripts for all benchmark files
Browse files- Amazon-Review-2023.py +356 -71
Amazon-Review-2023.py
CHANGED
@@ -34,19 +34,44 @@ class RawReviewAmazonReview2023Config(datasets.BuilderConfig):
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self.data_dir = f'raw/review_categories/{self.domain}.jsonl'
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class
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def __init__(self, **kwargs):
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super(
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self.suffix = 'csv'
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self.kcore = self.name[:len('0core')]
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self.domain = self.name[len(f'0core_rating_only_'):]
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self.description = \
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f'This is the preprocessed
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f'The preprocessing includes {self.kcore} filtering and <user, item> interaction deduplication'
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self.data_dir = f'benchmark/{self.kcore}/rating_only/{self.domain}.csv'
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class AmazonReview2023(datasets.GeneratorBasedBuilder):
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BUILDER_CONFIGS = [
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# Raw item metadata
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@@ -120,69 +145,325 @@ class AmazonReview2023(datasets.GeneratorBasedBuilder):
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RawReviewAmazonReview2023Config(name='raw_review_Appliances'),
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RawReviewAmazonReview2023Config(name='raw_review_Movies_and_TV'),
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# Rating only - 0core
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# Rating only - 5core
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]
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def _info(self):
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@@ -226,12 +507,16 @@ class AmazonReview2023(datasets.GeneratorBasedBuilder):
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def _split_generators(self, dl_manager):
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dl_dir = dl_manager.download_and_extract(self.config.data_dir)
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-
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name='
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gen_kwargs={"filepath": dl_dir}
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def _generate_examples(self, filepath):
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with open(filepath, 'r', encoding='utf-8') as file:
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self.data_dir = f'raw/review_categories/{self.domain}.jsonl'
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class RatingOnlyAmazonReview2023Config(datasets.BuilderConfig):
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def __init__(self, **kwargs):
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super(RatingOnlyAmazonReview2023Config, self).__init__(**kwargs)
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self.suffix = 'csv'
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self.kcore = self.name[:len('0core')]
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self.domain = self.name[len(f'0core_rating_only_'):]
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self.description = \
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f'This is the preprocessed file that only contains <user, item, rating, timestamp> in domain: {self.domain}.\n' \
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f'The preprocessing includes {self.kcore} filtering and <user, item> interaction deduplication'
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self.data_dir = f'benchmark/{self.kcore}/rating_only/{self.domain}.csv'
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class BenchmarkAmazonReview2023Config(datasets.BuilderConfig):
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def __init__(self, **kwargs):
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super(BenchmarkAmazonReview2023Config, self).__init__(**kwargs)
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self.suffix = 'csv'
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self.split = None
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for potential_split in ['last_out_w_his', 'timestamp_w_his', 'last_out', 'timestamp']:
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if potential_split in self.name:
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self.split = potential_split
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break
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if self.split is None:
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ValueError(f'Cannot find valid split for {self.name}')
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self.kcore = self.name[:len('0core')]
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self.domain = self.name[len(f'0core_{self.split}_'):]
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self.description = \
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f'This is the preprocessed benchmark in domain: {self.domain}.' \
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f'The preprocessing includes {self.kcore} filtering, <user, item> interaction deduplication, ' \
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f'as well as split by {self.split}.'
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self.data_dir = {
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'train': f'benchmark/{self.kcore}/{self.split}/{self.domain}.train.csv',
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'valid': f'benchmark/{self.kcore}/{self.split}/{self.domain}.valid.csv',
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'test': f'benchmark/{self.kcore}/{self.split}/{self.domain}.test.csv'
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}
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class AmazonReview2023(datasets.GeneratorBasedBuilder):
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BUILDER_CONFIGS = [
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# Raw item metadata
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RawReviewAmazonReview2023Config(name='raw_review_Appliances'),
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RawReviewAmazonReview2023Config(name='raw_review_Movies_and_TV'),
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# Rating only - 0core
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_All_Beauty'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Toys_and_Games'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Cell_Phones_and_Accessories'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Industrial_and_Scientific'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Gift_Cards'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Musical_Instruments'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Electronics'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Handmade_Products'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Arts_Crafts_and_Sewing'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Baby_Products'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Health_and_Household'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Office_Products'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Digital_Music'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Grocery_and_Gourmet_Food'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Sports_and_Outdoors'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Home_and_Kitchen'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Subscription_Boxes'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Tools_and_Home_Improvement'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Pet_Supplies'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Video_Games'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Kindle_Store'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Clothing_Shoes_and_Jewelry'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Patio_Lawn_and_Garden'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Unknown'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Books'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Automotive'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_CDs_and_Vinyl'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Beauty_and_Personal_Care'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Amazon_Fashion'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Magazine_Subscriptions'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Software'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Health_and_Personal_Care'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Appliances'),
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RatingOnlyAmazonReview2023Config(name='0core_rating_only_Movies_and_TV'),
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# Rating only - 5core
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_All_Beauty'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Toys_and_Games'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Cell_Phones_and_Accessories'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Industrial_and_Scientific'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Gift_Cards'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Musical_Instruments'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Electronics'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Arts_Crafts_and_Sewing'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Baby_Products'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Health_and_Household'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Office_Products'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Grocery_and_Gourmet_Food'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Sports_and_Outdoors'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Home_and_Kitchen'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Tools_and_Home_Improvement'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Pet_Supplies'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Video_Games'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Kindle_Store'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Clothing_Shoes_and_Jewelry'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Patio_Lawn_and_Garden'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Unknown'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Books'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Automotive'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_CDs_and_Vinyl'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Beauty_and_Personal_Care'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Magazine_Subscriptions'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Software'),
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RatingOnlyAmazonReview2023Config(name='5core_rating_only_Movies_and_TV'),
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# Benchmark - last_out - 0core
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BenchmarkAmazonReview2023Config(name='0core_last_out_All_Beauty'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Toys_and_Games'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Cell_Phones_and_Accessories'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Industrial_and_Scientific'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Gift_Cards'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Musical_Instruments'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Electronics'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Handmade_Products'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Arts_Crafts_and_Sewing'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Baby_Products'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Health_and_Household'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Office_Products'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Digital_Music'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Grocery_and_Gourmet_Food'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Sports_and_Outdoors'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Home_and_Kitchen'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Subscription_Boxes'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Tools_and_Home_Improvement'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Pet_Supplies'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Video_Games'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Kindle_Store'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Clothing_Shoes_and_Jewelry'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Patio_Lawn_and_Garden'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Unknown'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Books'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Automotive'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_CDs_and_Vinyl'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Beauty_and_Personal_Care'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Amazon_Fashion'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Magazine_Subscriptions'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Software'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Health_and_Personal_Care'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Appliances'),
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BenchmarkAmazonReview2023Config(name='0core_last_out_Movies_and_TV'),
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# Benchmark - last_out - 5core
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BenchmarkAmazonReview2023Config(name='5core_last_out_All_Beauty'),
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BenchmarkAmazonReview2023Config(name='5core_last_out_Toys_and_Games'),
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BenchmarkAmazonReview2023Config(name='5core_last_out_Cell_Phones_and_Accessories'),
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BenchmarkAmazonReview2023Config(name='5core_last_out_Industrial_and_Scientific'),
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BenchmarkAmazonReview2023Config(name='5core_last_out_Gift_Cards'),
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BenchmarkAmazonReview2023Config(name='5core_last_out_Musical_Instruments'),
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BenchmarkAmazonReview2023Config(name='5core_last_out_Electronics'),
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BenchmarkAmazonReview2023Config(name='5core_last_out_Arts_Crafts_and_Sewing'),
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BenchmarkAmazonReview2023Config(name='5core_last_out_Baby_Products'),
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BenchmarkAmazonReview2023Config(name='5core_last_out_Health_and_Household'),
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BenchmarkAmazonReview2023Config(name='5core_last_out_Office_Products'),
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BenchmarkAmazonReview2023Config(name='5core_last_out_Grocery_and_Gourmet_Food'),
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BenchmarkAmazonReview2023Config(name='5core_last_out_Sports_and_Outdoors'),
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260 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Home_and_Kitchen'),
|
261 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Tools_and_Home_Improvement'),
|
262 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Pet_Supplies'),
|
263 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Video_Games'),
|
264 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Kindle_Store'),
|
265 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Clothing_Shoes_and_Jewelry'),
|
266 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Patio_Lawn_and_Garden'),
|
267 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Unknown'),
|
268 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Books'),
|
269 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Automotive'),
|
270 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_CDs_and_Vinyl'),
|
271 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Beauty_and_Personal_Care'),
|
272 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Magazine_Subscriptions'),
|
273 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Software'),
|
274 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Movies_and_TV'),
|
275 |
+
# Benchmark - last_out_w_his - 0core
|
276 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_All_Beauty'),
|
277 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Toys_and_Games'),
|
278 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Cell_Phones_and_Accessories'),
|
279 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Industrial_and_Scientific'),
|
280 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Gift_Cards'),
|
281 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Musical_Instruments'),
|
282 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Electronics'),
|
283 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Handmade_Products'),
|
284 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Arts_Crafts_and_Sewing'),
|
285 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Baby_Products'),
|
286 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Health_and_Household'),
|
287 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Office_Products'),
|
288 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Digital_Music'),
|
289 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Grocery_and_Gourmet_Food'),
|
290 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Sports_and_Outdoors'),
|
291 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Home_and_Kitchen'),
|
292 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Subscription_Boxes'),
|
293 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Tools_and_Home_Improvement'),
|
294 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Pet_Supplies'),
|
295 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Video_Games'),
|
296 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Kindle_Store'),
|
297 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Clothing_Shoes_and_Jewelry'),
|
298 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Patio_Lawn_and_Garden'),
|
299 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Unknown'),
|
300 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Books'),
|
301 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Automotive'),
|
302 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_CDs_and_Vinyl'),
|
303 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Beauty_and_Personal_Care'),
|
304 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Amazon_Fashion'),
|
305 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Magazine_Subscriptions'),
|
306 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Software'),
|
307 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Health_and_Personal_Care'),
|
308 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Appliances'),
|
309 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Movies_and_TV'),
|
310 |
+
# Benchmark - last_out_w_his - 5core
|
311 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_All_Beauty'),
|
312 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Toys_and_Games'),
|
313 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Cell_Phones_and_Accessories'),
|
314 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Industrial_and_Scientific'),
|
315 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Gift_Cards'),
|
316 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Musical_Instruments'),
|
317 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Electronics'),
|
318 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Arts_Crafts_and_Sewing'),
|
319 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Baby_Products'),
|
320 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Health_and_Household'),
|
321 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Office_Products'),
|
322 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Grocery_and_Gourmet_Food'),
|
323 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Sports_and_Outdoors'),
|
324 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Home_and_Kitchen'),
|
325 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Tools_and_Home_Improvement'),
|
326 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Pet_Supplies'),
|
327 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Video_Games'),
|
328 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Kindle_Store'),
|
329 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Clothing_Shoes_and_Jewelry'),
|
330 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Patio_Lawn_and_Garden'),
|
331 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Unknown'),
|
332 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Books'),
|
333 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Automotive'),
|
334 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_CDs_and_Vinyl'),
|
335 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Beauty_and_Personal_Care'),
|
336 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Magazine_Subscriptions'),
|
337 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Software'),
|
338 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Movies_and_TV'),
|
339 |
+
# Benchmark - timestamp - 0core
|
340 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_All_Beauty'),
|
341 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Toys_and_Games'),
|
342 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Cell_Phones_and_Accessories'),
|
343 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Industrial_and_Scientific'),
|
344 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Gift_Cards'),
|
345 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Musical_Instruments'),
|
346 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Electronics'),
|
347 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Handmade_Products'),
|
348 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Arts_Crafts_and_Sewing'),
|
349 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Baby_Products'),
|
350 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Health_and_Household'),
|
351 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Office_Products'),
|
352 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Digital_Music'),
|
353 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Grocery_and_Gourmet_Food'),
|
354 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Sports_and_Outdoors'),
|
355 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Home_and_Kitchen'),
|
356 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Subscription_Boxes'),
|
357 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Tools_and_Home_Improvement'),
|
358 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Pet_Supplies'),
|
359 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Video_Games'),
|
360 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Kindle_Store'),
|
361 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Clothing_Shoes_and_Jewelry'),
|
362 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Patio_Lawn_and_Garden'),
|
363 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Unknown'),
|
364 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Books'),
|
365 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Automotive'),
|
366 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_CDs_and_Vinyl'),
|
367 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Beauty_and_Personal_Care'),
|
368 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Amazon_Fashion'),
|
369 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Magazine_Subscriptions'),
|
370 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Software'),
|
371 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Health_and_Personal_Care'),
|
372 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Appliances'),
|
373 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_Movies_and_TV'),
|
374 |
+
# Benchmark - timestamp - 5core
|
375 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_All_Beauty'),
|
376 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Toys_and_Games'),
|
377 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Cell_Phones_and_Accessories'),
|
378 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Industrial_and_Scientific'),
|
379 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Gift_Cards'),
|
380 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Musical_Instruments'),
|
381 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Electronics'),
|
382 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Arts_Crafts_and_Sewing'),
|
383 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Baby_Products'),
|
384 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Health_and_Household'),
|
385 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Office_Products'),
|
386 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Grocery_and_Gourmet_Food'),
|
387 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Sports_and_Outdoors'),
|
388 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Home_and_Kitchen'),
|
389 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Tools_and_Home_Improvement'),
|
390 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Pet_Supplies'),
|
391 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Video_Games'),
|
392 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Kindle_Store'),
|
393 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Clothing_Shoes_and_Jewelry'),
|
394 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Patio_Lawn_and_Garden'),
|
395 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Unknown'),
|
396 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Books'),
|
397 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Automotive'),
|
398 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_CDs_and_Vinyl'),
|
399 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Beauty_and_Personal_Care'),
|
400 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Magazine_Subscriptions'),
|
401 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Software'),
|
402 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_Movies_and_TV'),
|
403 |
+
# Benchmark - timestamp_w_his - 0core
|
404 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_All_Beauty'),
|
405 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Toys_and_Games'),
|
406 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Cell_Phones_and_Accessories'),
|
407 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Industrial_and_Scientific'),
|
408 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Gift_Cards'),
|
409 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Musical_Instruments'),
|
410 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Electronics'),
|
411 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Handmade_Products'),
|
412 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Arts_Crafts_and_Sewing'),
|
413 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Baby_Products'),
|
414 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Health_and_Household'),
|
415 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Office_Products'),
|
416 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Digital_Music'),
|
417 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Grocery_and_Gourmet_Food'),
|
418 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Sports_and_Outdoors'),
|
419 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Home_and_Kitchen'),
|
420 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Subscription_Boxes'),
|
421 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Tools_and_Home_Improvement'),
|
422 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Pet_Supplies'),
|
423 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Video_Games'),
|
424 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Kindle_Store'),
|
425 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Clothing_Shoes_and_Jewelry'),
|
426 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Patio_Lawn_and_Garden'),
|
427 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Unknown'),
|
428 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Books'),
|
429 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Automotive'),
|
430 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_CDs_and_Vinyl'),
|
431 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Beauty_and_Personal_Care'),
|
432 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Amazon_Fashion'),
|
433 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Magazine_Subscriptions'),
|
434 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Software'),
|
435 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Health_and_Personal_Care'),
|
436 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Appliances'),
|
437 |
+
BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Movies_and_TV'),
|
438 |
+
# Benchmark - timestamp_w_his - 5core
|
439 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_All_Beauty'),
|
440 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Toys_and_Games'),
|
441 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Cell_Phones_and_Accessories'),
|
442 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Industrial_and_Scientific'),
|
443 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Gift_Cards'),
|
444 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Musical_Instruments'),
|
445 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Electronics'),
|
446 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Arts_Crafts_and_Sewing'),
|
447 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Baby_Products'),
|
448 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Health_and_Household'),
|
449 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Office_Products'),
|
450 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Grocery_and_Gourmet_Food'),
|
451 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Sports_and_Outdoors'),
|
452 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Home_and_Kitchen'),
|
453 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Tools_and_Home_Improvement'),
|
454 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Pet_Supplies'),
|
455 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Video_Games'),
|
456 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Kindle_Store'),
|
457 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Clothing_Shoes_and_Jewelry'),
|
458 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Patio_Lawn_and_Garden'),
|
459 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Unknown'),
|
460 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Books'),
|
461 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Automotive'),
|
462 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_CDs_and_Vinyl'),
|
463 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Beauty_and_Personal_Care'),
|
464 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Magazine_Subscriptions'),
|
465 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Software'),
|
466 |
+
BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Movies_and_TV'),
|
467 |
]
|
468 |
|
469 |
def _info(self):
|
|
|
507 |
|
508 |
def _split_generators(self, dl_manager):
|
509 |
dl_dir = dl_manager.download_and_extract(self.config.data_dir)
|
510 |
+
if isinstance(self.config, BenchmarkAmazonReview2023Config):
|
511 |
+
return [
|
512 |
+
datasets.SplitGenerator(name='train', gen_kwargs={"filepath": dl_dir['train']}),
|
513 |
+
datasets.SplitGenerator(name='valid', gen_kwargs={"filepath": dl_dir['valid']}),
|
514 |
+
datasets.SplitGenerator(name='test', gen_kwargs={"filepath": dl_dir['test']}),
|
515 |
+
]
|
516 |
+
else:
|
517 |
+
return [
|
518 |
+
datasets.SplitGenerator(name='full', gen_kwargs={"filepath": dl_dir})
|
519 |
+
]
|
520 |
|
521 |
def _generate_examples(self, filepath):
|
522 |
with open(filepath, 'r', encoding='utf-8') as file:
|