Add scripts for all benchmark files
Browse files- Amazon-Review-2023.py +356 -71
Amazon-Review-2023.py
CHANGED
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@@ -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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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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| 229 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Tools_and_Home_Improvement'),
|
| 230 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Pet_Supplies'),
|
| 231 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Video_Games'),
|
| 232 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Kindle_Store'),
|
| 233 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Clothing_Shoes_and_Jewelry'),
|
| 234 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Patio_Lawn_and_Garden'),
|
| 235 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Unknown'),
|
| 236 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Books'),
|
| 237 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Automotive'),
|
| 238 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_CDs_and_Vinyl'),
|
| 239 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Beauty_and_Personal_Care'),
|
| 240 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Amazon_Fashion'),
|
| 241 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Magazine_Subscriptions'),
|
| 242 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Software'),
|
| 243 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Health_and_Personal_Care'),
|
| 244 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Appliances'),
|
| 245 |
+
BenchmarkAmazonReview2023Config(name='0core_last_out_Movies_and_TV'),
|
| 246 |
+
# Benchmark - last_out - 5core
|
| 247 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_All_Beauty'),
|
| 248 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Toys_and_Games'),
|
| 249 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Cell_Phones_and_Accessories'),
|
| 250 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Industrial_and_Scientific'),
|
| 251 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Gift_Cards'),
|
| 252 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Musical_Instruments'),
|
| 253 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Electronics'),
|
| 254 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Arts_Crafts_and_Sewing'),
|
| 255 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Baby_Products'),
|
| 256 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Health_and_Household'),
|
| 257 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Office_Products'),
|
| 258 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Grocery_and_Gourmet_Food'),
|
| 259 |
+
BenchmarkAmazonReview2023Config(name='5core_last_out_Sports_and_Outdoors'),
|
| 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:
|