import json import datasets _AMAZON_REVIEW_2023_DESCRIPTION = """\ Amazon Review 2023 is an updated version of the Amazon Review 2018 dataset. This dataset mainly includes reviews (ratings, text) and item metadata (desc- riptions, category information, price, brand, and images). Compared to the pre- vious versions, the 2023 version features larger size, newer reviews (up to Sep 2023), richer and cleaner meta data, and finer-grained timestamps (from day to milli-second). """ class RawMetaAmazonReview2023Config(datasets.BuilderConfig): def __init__(self, **kwargs): super(RawMetaAmazonReview2023Config, self).__init__(**kwargs) self.suffix = 'jsonl' self.domain = self.name[len(f'raw_meta_'):] self.description = f'This is a subset for items in domain: {self.domain}.' self.data_dir = f'raw/meta_categories/meta_{self.domain}.jsonl' class RawReviewAmazonReview2023Config(datasets.BuilderConfig): def __init__(self, **kwargs): super(RawReviewAmazonReview2023Config, self).__init__(**kwargs) self.suffix = 'jsonl' self.domain = self.name[len(f'raw_review_'):] self.description = f'This is a subset for reviews in domain: {self.domain}.' self.data_dir = f'raw/review_categories/{self.domain}.jsonl' class RatingOnlyAmazonReview2023Config(datasets.BuilderConfig): def __init__(self, **kwargs): super(RatingOnlyAmazonReview2023Config, self).__init__(**kwargs) self.suffix = 'csv' self.kcore = self.name[:len('0core')] self.domain = self.name[len(f'0core_rating_only_'):] self.description = \ f'This is the preprocessed file that only contains in domain: {self.domain}.\n' \ f'The preprocessing includes {self.kcore} filtering and interaction deduplication' self.data_dir = f'benchmark/{self.kcore}/rating_only/{self.domain}.csv' class BenchmarkAmazonReview2023Config(datasets.BuilderConfig): def __init__(self, **kwargs): super(BenchmarkAmazonReview2023Config, self).__init__(**kwargs) self.suffix = 'csv' self.split = None for potential_split in ['last_out_w_his', 'timestamp_w_his', 'last_out', 'timestamp']: if potential_split in self.name: self.split = potential_split break if self.split is None: ValueError(f'Cannot find valid split for {self.name}') self.kcore = self.name[:len('0core')] self.domain = self.name[len(f'0core_{self.split}_'):] self.description = \ f'This is the preprocessed benchmark in domain: {self.domain}.' \ f'The preprocessing includes {self.kcore} filtering, interaction deduplication, ' \ f'as well as split by {self.split}.' self.data_dir = { 'train': f'benchmark/{self.kcore}/{self.split}/{self.domain}.train.csv', 'valid': f'benchmark/{self.kcore}/{self.split}/{self.domain}.valid.csv', 'test': f'benchmark/{self.kcore}/{self.split}/{self.domain}.test.csv' } class AmazonReview2023(datasets.GeneratorBasedBuilder): BUILDER_CONFIGS = [ # Raw item metadata RawMetaAmazonReview2023Config(name='raw_meta_All_Beauty'), RawMetaAmazonReview2023Config(name='raw_meta_Toys_and_Games'), RawMetaAmazonReview2023Config(name='raw_meta_Cell_Phones_and_Accessories'), RawMetaAmazonReview2023Config(name='raw_meta_Industrial_and_Scientific'), RawMetaAmazonReview2023Config(name='raw_meta_Gift_Cards'), RawMetaAmazonReview2023Config(name='raw_meta_Musical_Instruments'), RawMetaAmazonReview2023Config(name='raw_meta_Electronics'), RawMetaAmazonReview2023Config(name='raw_meta_Handmade_Products'), RawMetaAmazonReview2023Config(name='raw_meta_Arts_Crafts_and_Sewing'), RawMetaAmazonReview2023Config(name='raw_meta_Baby_Products'), RawMetaAmazonReview2023Config(name='raw_meta_Health_and_Household'), RawMetaAmazonReview2023Config(name='raw_meta_Office_Products'), RawMetaAmazonReview2023Config(name='raw_meta_Digital_Music'), RawMetaAmazonReview2023Config(name='raw_meta_Grocery_and_Gourmet_Food'), RawMetaAmazonReview2023Config(name='raw_meta_Sports_and_Outdoors'), RawMetaAmazonReview2023Config(name='raw_meta_Home_and_Kitchen'), RawMetaAmazonReview2023Config(name='raw_meta_Subscription_Boxes'), RawMetaAmazonReview2023Config(name='raw_meta_Tools_and_Home_Improvement'), RawMetaAmazonReview2023Config(name='raw_meta_Pet_Supplies'), RawMetaAmazonReview2023Config(name='raw_meta_Video_Games'), RawMetaAmazonReview2023Config(name='raw_meta_Kindle_Store'), RawMetaAmazonReview2023Config(name='raw_meta_Clothing_Shoes_and_Jewelry'), RawMetaAmazonReview2023Config(name='raw_meta_Patio_Lawn_and_Garden'), RawMetaAmazonReview2023Config(name='raw_meta_Unknown'), RawMetaAmazonReview2023Config(name='raw_meta_Books'), RawMetaAmazonReview2023Config(name='raw_meta_Automotive'), RawMetaAmazonReview2023Config(name='raw_meta_CDs_and_Vinyl'), RawMetaAmazonReview2023Config(name='raw_meta_Beauty_and_Personal_Care'), RawMetaAmazonReview2023Config(name='raw_meta_Amazon_Fashion'), RawMetaAmazonReview2023Config(name='raw_meta_Magazine_Subscriptions'), RawMetaAmazonReview2023Config(name='raw_meta_Software'), RawMetaAmazonReview2023Config(name='raw_meta_Health_and_Personal_Care'), RawMetaAmazonReview2023Config(name='raw_meta_Appliances'), RawMetaAmazonReview2023Config(name='raw_meta_Movies_and_TV'), # Raw review RawReviewAmazonReview2023Config(name='raw_review_All_Beauty'), RawReviewAmazonReview2023Config(name='raw_review_Toys_and_Games'), RawReviewAmazonReview2023Config(name='raw_review_Cell_Phones_and_Accessories'), RawReviewAmazonReview2023Config(name='raw_review_Industrial_and_Scientific'), RawReviewAmazonReview2023Config(name='raw_review_Gift_Cards'), RawReviewAmazonReview2023Config(name='raw_review_Musical_Instruments'), RawReviewAmazonReview2023Config(name='raw_review_Electronics'), RawReviewAmazonReview2023Config(name='raw_review_Handmade_Products'), RawReviewAmazonReview2023Config(name='raw_review_Arts_Crafts_and_Sewing'), RawReviewAmazonReview2023Config(name='raw_review_Baby_Products'), RawReviewAmazonReview2023Config(name='raw_review_Health_and_Household'), RawReviewAmazonReview2023Config(name='raw_review_Office_Products'), RawReviewAmazonReview2023Config(name='raw_review_Digital_Music'), RawReviewAmazonReview2023Config(name='raw_review_Grocery_and_Gourmet_Food'), RawReviewAmazonReview2023Config(name='raw_review_Sports_and_Outdoors'), RawReviewAmazonReview2023Config(name='raw_review_Home_and_Kitchen'), RawReviewAmazonReview2023Config(name='raw_review_Subscription_Boxes'), RawReviewAmazonReview2023Config(name='raw_review_Tools_and_Home_Improvement'), RawReviewAmazonReview2023Config(name='raw_review_Pet_Supplies'), RawReviewAmazonReview2023Config(name='raw_review_Video_Games'), RawReviewAmazonReview2023Config(name='raw_review_Kindle_Store'), RawReviewAmazonReview2023Config(name='raw_review_Clothing_Shoes_and_Jewelry'), RawReviewAmazonReview2023Config(name='raw_review_Patio_Lawn_and_Garden'), RawReviewAmazonReview2023Config(name='raw_review_Unknown'), RawReviewAmazonReview2023Config(name='raw_review_Books'), RawReviewAmazonReview2023Config(name='raw_review_Automotive'), RawReviewAmazonReview2023Config(name='raw_review_CDs_and_Vinyl'), RawReviewAmazonReview2023Config(name='raw_review_Beauty_and_Personal_Care'), RawReviewAmazonReview2023Config(name='raw_review_Amazon_Fashion'), RawReviewAmazonReview2023Config(name='raw_review_Magazine_Subscriptions'), RawReviewAmazonReview2023Config(name='raw_review_Software'), RawReviewAmazonReview2023Config(name='raw_review_Health_and_Personal_Care'), RawReviewAmazonReview2023Config(name='raw_review_Appliances'), RawReviewAmazonReview2023Config(name='raw_review_Movies_and_TV'), # Rating only - 0core RatingOnlyAmazonReview2023Config(name='0core_rating_only_All_Beauty'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Toys_and_Games'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Cell_Phones_and_Accessories'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Industrial_and_Scientific'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Gift_Cards'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Musical_Instruments'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Electronics'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Handmade_Products'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Arts_Crafts_and_Sewing'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Baby_Products'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Health_and_Household'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Office_Products'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Digital_Music'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Grocery_and_Gourmet_Food'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Sports_and_Outdoors'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Home_and_Kitchen'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Subscription_Boxes'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Tools_and_Home_Improvement'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Pet_Supplies'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Video_Games'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Kindle_Store'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Clothing_Shoes_and_Jewelry'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Patio_Lawn_and_Garden'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Unknown'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Books'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Automotive'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_CDs_and_Vinyl'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Beauty_and_Personal_Care'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Amazon_Fashion'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Magazine_Subscriptions'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Software'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Health_and_Personal_Care'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Appliances'), RatingOnlyAmazonReview2023Config(name='0core_rating_only_Movies_and_TV'), # Rating only - 5core RatingOnlyAmazonReview2023Config(name='5core_rating_only_All_Beauty'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Toys_and_Games'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Cell_Phones_and_Accessories'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Industrial_and_Scientific'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Gift_Cards'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Musical_Instruments'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Electronics'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Arts_Crafts_and_Sewing'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Baby_Products'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Health_and_Household'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Office_Products'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Grocery_and_Gourmet_Food'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Sports_and_Outdoors'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Home_and_Kitchen'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Tools_and_Home_Improvement'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Pet_Supplies'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Video_Games'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Kindle_Store'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Clothing_Shoes_and_Jewelry'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Patio_Lawn_and_Garden'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Unknown'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Books'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Automotive'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_CDs_and_Vinyl'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Beauty_and_Personal_Care'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Magazine_Subscriptions'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Software'), RatingOnlyAmazonReview2023Config(name='5core_rating_only_Movies_and_TV'), # Benchmark - last_out - 0core BenchmarkAmazonReview2023Config(name='0core_last_out_All_Beauty'), BenchmarkAmazonReview2023Config(name='0core_last_out_Toys_and_Games'), BenchmarkAmazonReview2023Config(name='0core_last_out_Cell_Phones_and_Accessories'), BenchmarkAmazonReview2023Config(name='0core_last_out_Industrial_and_Scientific'), BenchmarkAmazonReview2023Config(name='0core_last_out_Gift_Cards'), BenchmarkAmazonReview2023Config(name='0core_last_out_Musical_Instruments'), BenchmarkAmazonReview2023Config(name='0core_last_out_Electronics'), BenchmarkAmazonReview2023Config(name='0core_last_out_Handmade_Products'), BenchmarkAmazonReview2023Config(name='0core_last_out_Arts_Crafts_and_Sewing'), BenchmarkAmazonReview2023Config(name='0core_last_out_Baby_Products'), BenchmarkAmazonReview2023Config(name='0core_last_out_Health_and_Household'), BenchmarkAmazonReview2023Config(name='0core_last_out_Office_Products'), BenchmarkAmazonReview2023Config(name='0core_last_out_Digital_Music'), BenchmarkAmazonReview2023Config(name='0core_last_out_Grocery_and_Gourmet_Food'), BenchmarkAmazonReview2023Config(name='0core_last_out_Sports_and_Outdoors'), BenchmarkAmazonReview2023Config(name='0core_last_out_Home_and_Kitchen'), BenchmarkAmazonReview2023Config(name='0core_last_out_Subscription_Boxes'), BenchmarkAmazonReview2023Config(name='0core_last_out_Tools_and_Home_Improvement'), BenchmarkAmazonReview2023Config(name='0core_last_out_Pet_Supplies'), BenchmarkAmazonReview2023Config(name='0core_last_out_Video_Games'), BenchmarkAmazonReview2023Config(name='0core_last_out_Kindle_Store'), BenchmarkAmazonReview2023Config(name='0core_last_out_Clothing_Shoes_and_Jewelry'), BenchmarkAmazonReview2023Config(name='0core_last_out_Patio_Lawn_and_Garden'), BenchmarkAmazonReview2023Config(name='0core_last_out_Unknown'), BenchmarkAmazonReview2023Config(name='0core_last_out_Books'), BenchmarkAmazonReview2023Config(name='0core_last_out_Automotive'), BenchmarkAmazonReview2023Config(name='0core_last_out_CDs_and_Vinyl'), BenchmarkAmazonReview2023Config(name='0core_last_out_Beauty_and_Personal_Care'), BenchmarkAmazonReview2023Config(name='0core_last_out_Amazon_Fashion'), BenchmarkAmazonReview2023Config(name='0core_last_out_Magazine_Subscriptions'), BenchmarkAmazonReview2023Config(name='0core_last_out_Software'), BenchmarkAmazonReview2023Config(name='0core_last_out_Health_and_Personal_Care'), BenchmarkAmazonReview2023Config(name='0core_last_out_Appliances'), BenchmarkAmazonReview2023Config(name='0core_last_out_Movies_and_TV'), # Benchmark - last_out - 5core BenchmarkAmazonReview2023Config(name='5core_last_out_All_Beauty'), BenchmarkAmazonReview2023Config(name='5core_last_out_Toys_and_Games'), BenchmarkAmazonReview2023Config(name='5core_last_out_Cell_Phones_and_Accessories'), BenchmarkAmazonReview2023Config(name='5core_last_out_Industrial_and_Scientific'), BenchmarkAmazonReview2023Config(name='5core_last_out_Gift_Cards'), BenchmarkAmazonReview2023Config(name='5core_last_out_Musical_Instruments'), BenchmarkAmazonReview2023Config(name='5core_last_out_Electronics'), BenchmarkAmazonReview2023Config(name='5core_last_out_Arts_Crafts_and_Sewing'), BenchmarkAmazonReview2023Config(name='5core_last_out_Baby_Products'), BenchmarkAmazonReview2023Config(name='5core_last_out_Health_and_Household'), BenchmarkAmazonReview2023Config(name='5core_last_out_Office_Products'), BenchmarkAmazonReview2023Config(name='5core_last_out_Grocery_and_Gourmet_Food'), BenchmarkAmazonReview2023Config(name='5core_last_out_Sports_and_Outdoors'), BenchmarkAmazonReview2023Config(name='5core_last_out_Home_and_Kitchen'), BenchmarkAmazonReview2023Config(name='5core_last_out_Tools_and_Home_Improvement'), BenchmarkAmazonReview2023Config(name='5core_last_out_Pet_Supplies'), BenchmarkAmazonReview2023Config(name='5core_last_out_Video_Games'), BenchmarkAmazonReview2023Config(name='5core_last_out_Kindle_Store'), BenchmarkAmazonReview2023Config(name='5core_last_out_Clothing_Shoes_and_Jewelry'), BenchmarkAmazonReview2023Config(name='5core_last_out_Patio_Lawn_and_Garden'), BenchmarkAmazonReview2023Config(name='5core_last_out_Unknown'), BenchmarkAmazonReview2023Config(name='5core_last_out_Books'), BenchmarkAmazonReview2023Config(name='5core_last_out_Automotive'), BenchmarkAmazonReview2023Config(name='5core_last_out_CDs_and_Vinyl'), BenchmarkAmazonReview2023Config(name='5core_last_out_Beauty_and_Personal_Care'), BenchmarkAmazonReview2023Config(name='5core_last_out_Magazine_Subscriptions'), BenchmarkAmazonReview2023Config(name='5core_last_out_Software'), BenchmarkAmazonReview2023Config(name='5core_last_out_Movies_and_TV'), # Benchmark - last_out_w_his - 0core BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_All_Beauty'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Toys_and_Games'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Cell_Phones_and_Accessories'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Industrial_and_Scientific'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Gift_Cards'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Musical_Instruments'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Electronics'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Handmade_Products'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Arts_Crafts_and_Sewing'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Baby_Products'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Health_and_Household'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Office_Products'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Digital_Music'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Grocery_and_Gourmet_Food'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Sports_and_Outdoors'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Home_and_Kitchen'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Subscription_Boxes'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Tools_and_Home_Improvement'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Pet_Supplies'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Video_Games'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Kindle_Store'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Clothing_Shoes_and_Jewelry'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Patio_Lawn_and_Garden'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Unknown'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Books'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Automotive'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_CDs_and_Vinyl'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Beauty_and_Personal_Care'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Amazon_Fashion'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Magazine_Subscriptions'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Software'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Health_and_Personal_Care'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Appliances'), BenchmarkAmazonReview2023Config(name='0core_last_out_w_his_Movies_and_TV'), # Benchmark - last_out_w_his - 5core BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_All_Beauty'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Toys_and_Games'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Cell_Phones_and_Accessories'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Industrial_and_Scientific'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Gift_Cards'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Musical_Instruments'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Electronics'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Arts_Crafts_and_Sewing'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Baby_Products'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Health_and_Household'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Office_Products'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Grocery_and_Gourmet_Food'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Sports_and_Outdoors'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Home_and_Kitchen'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Tools_and_Home_Improvement'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Pet_Supplies'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Video_Games'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Kindle_Store'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Clothing_Shoes_and_Jewelry'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Patio_Lawn_and_Garden'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Unknown'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Books'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Automotive'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_CDs_and_Vinyl'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Beauty_and_Personal_Care'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Magazine_Subscriptions'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Software'), BenchmarkAmazonReview2023Config(name='5core_last_out_w_his_Movies_and_TV'), # Benchmark - timestamp - 0core BenchmarkAmazonReview2023Config(name='0core_timestamp_All_Beauty'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Toys_and_Games'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Cell_Phones_and_Accessories'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Industrial_and_Scientific'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Gift_Cards'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Musical_Instruments'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Electronics'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Handmade_Products'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Arts_Crafts_and_Sewing'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Baby_Products'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Health_and_Household'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Office_Products'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Digital_Music'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Grocery_and_Gourmet_Food'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Sports_and_Outdoors'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Home_and_Kitchen'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Subscription_Boxes'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Tools_and_Home_Improvement'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Pet_Supplies'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Video_Games'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Kindle_Store'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Clothing_Shoes_and_Jewelry'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Patio_Lawn_and_Garden'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Unknown'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Books'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Automotive'), BenchmarkAmazonReview2023Config(name='0core_timestamp_CDs_and_Vinyl'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Beauty_and_Personal_Care'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Amazon_Fashion'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Magazine_Subscriptions'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Software'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Health_and_Personal_Care'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Appliances'), BenchmarkAmazonReview2023Config(name='0core_timestamp_Movies_and_TV'), # Benchmark - timestamp - 5core BenchmarkAmazonReview2023Config(name='5core_timestamp_All_Beauty'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Toys_and_Games'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Cell_Phones_and_Accessories'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Industrial_and_Scientific'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Gift_Cards'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Musical_Instruments'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Electronics'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Arts_Crafts_and_Sewing'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Baby_Products'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Health_and_Household'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Office_Products'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Grocery_and_Gourmet_Food'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Sports_and_Outdoors'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Home_and_Kitchen'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Tools_and_Home_Improvement'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Pet_Supplies'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Video_Games'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Kindle_Store'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Clothing_Shoes_and_Jewelry'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Patio_Lawn_and_Garden'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Unknown'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Books'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Automotive'), BenchmarkAmazonReview2023Config(name='5core_timestamp_CDs_and_Vinyl'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Beauty_and_Personal_Care'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Magazine_Subscriptions'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Software'), BenchmarkAmazonReview2023Config(name='5core_timestamp_Movies_and_TV'), # Benchmark - timestamp_w_his - 0core BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_All_Beauty'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Toys_and_Games'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Cell_Phones_and_Accessories'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Industrial_and_Scientific'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Gift_Cards'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Musical_Instruments'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Electronics'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Handmade_Products'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Arts_Crafts_and_Sewing'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Baby_Products'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Health_and_Household'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Office_Products'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Digital_Music'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Grocery_and_Gourmet_Food'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Sports_and_Outdoors'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Home_and_Kitchen'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Subscription_Boxes'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Tools_and_Home_Improvement'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Pet_Supplies'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Video_Games'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Kindle_Store'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Clothing_Shoes_and_Jewelry'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Patio_Lawn_and_Garden'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Unknown'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Books'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Automotive'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_CDs_and_Vinyl'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Beauty_and_Personal_Care'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Amazon_Fashion'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Magazine_Subscriptions'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Software'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Health_and_Personal_Care'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Appliances'), BenchmarkAmazonReview2023Config(name='0core_timestamp_w_his_Movies_and_TV'), # Benchmark - timestamp_w_his - 5core BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_All_Beauty'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Toys_and_Games'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Cell_Phones_and_Accessories'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Industrial_and_Scientific'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Gift_Cards'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Musical_Instruments'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Electronics'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Arts_Crafts_and_Sewing'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Baby_Products'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Health_and_Household'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Office_Products'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Grocery_and_Gourmet_Food'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Sports_and_Outdoors'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Home_and_Kitchen'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Tools_and_Home_Improvement'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Pet_Supplies'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Video_Games'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Kindle_Store'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Clothing_Shoes_and_Jewelry'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Patio_Lawn_and_Garden'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Unknown'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Books'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Automotive'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_CDs_and_Vinyl'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Beauty_and_Personal_Care'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Magazine_Subscriptions'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Software'), BenchmarkAmazonReview2023Config(name='5core_timestamp_w_his_Movies_and_TV'), ] def _info(self): features = None if isinstance(self.config, RawMetaAmazonReview2023Config): features = datasets.Features({ 'main_category': datasets.Value('string'), 'title': datasets.Value('string'), 'average_rating': datasets.Value(dtype='float64'), 'rating_number': datasets.Value(dtype='int64'), 'features': datasets.Sequence(datasets.Value('string')), 'description': datasets.Sequence(datasets.Value('string')), 'price': datasets.Value('string'), 'images': datasets.Sequence({ 'hi_res': datasets.Value('string'), 'large': datasets.Value('string'), 'thumb': datasets.Value('string'), 'variant': datasets.Value('string') }), 'videos': datasets.Sequence({ 'title': datasets.Value('string'), 'url': datasets.Value('string'), 'user_id': datasets.Value('string') }), 'store': datasets.Value('string'), 'categories': datasets.Sequence(datasets.Value('string')), 'details': datasets.Value('string'), 'parent_asin': datasets.Value('string'), 'bought_together': datasets.Value('string'), # TODO: Check this type 'subtitle': datasets.Value('string'), 'author': datasets.Value('string') }) elif isinstance(self.config, RawReviewAmazonReview2023Config): # TODO: Check review features pass return datasets.DatasetInfo( description=_AMAZON_REVIEW_2023_DESCRIPTION + self.config.description, features=features ) def _split_generators(self, dl_manager): dl_dir = dl_manager.download_and_extract(self.config.data_dir) if isinstance(self.config, BenchmarkAmazonReview2023Config): return [ datasets.SplitGenerator(name='train', gen_kwargs={"filepath": dl_dir['train']}), datasets.SplitGenerator(name='valid', gen_kwargs={"filepath": dl_dir['valid']}), datasets.SplitGenerator(name='test', gen_kwargs={"filepath": dl_dir['test']}), ] else: return [ datasets.SplitGenerator(name='full', gen_kwargs={"filepath": dl_dir}) ] def _generate_examples(self, filepath): with open(filepath, 'r', encoding='utf-8') as file: if self.config.suffix == 'csv': colnames = file.readline().strip().split(',') for idx, line in enumerate(file): if self.config.suffix == 'jsonl': try: dp = json.loads(line) """ For item metadata, 'details' is free-form structured data Here we dump it to string to make huggingface datasets easy to store. """ if isinstance(self.config, RawMetaAmazonReview2023Config): if 'details' in dp: dp['details'] = json.dumps(dp['details']) if 'price' in dp: dp['price'] = str(dp['price']) for optional_key in ['subtitle', 'author']: if optional_key not in dp: dp[optional_key] = None for i in range(len(dp['images'])): for k in ['hi_res', 'large', 'thumb', 'variant']: if k not in dp['images'][i]: dp['images'][i][k] = None for i in range(len(dp['videos'])): for k in ['title', 'url', 'user_id']: if k not in dp['videos'][i]: dp['videos'][i][k] = None except: continue elif self.config.suffix == 'csv': line = line.strip().split(',') dp = {k: v for k, v in zip(colnames, line)} else: raise ValueError(f'Unknown suffix {self.config.suffix}.') yield idx, dp