| 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 <user, item, rating, timestamp> in domain: {self.domain}.\n' \ |
| f'The preprocessing includes {self.kcore} filtering and <user, item> interaction deduplication' |
| self.data_dir = f'benchmark/original/{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, <user, item> interaction deduplication, ' \ |
| f'as well as split by {self.split}.' |
| self.data_dir = { |
| 'train': f'benchmark/original/{self.kcore}/{self.split}/{self.domain}.train.csv', |
| 'valid': f'benchmark/original/{self.kcore}/{self.split}/{self.domain}.valid.csv', |
| 'test': f'benchmark/original/{self.kcore}/{self.split}/{self.domain}.test.csv' |
| } |
|
|
|
|
| class AmazonReview2023(datasets.GeneratorBasedBuilder): |
| BUILDER_CONFIGS = [ |
| |
| 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'), |
| |
| 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'), |
| |
| 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'), |
| |
| 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'), |
| |
| 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'), |
| |
| 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'), |
| |
| 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'), |
| |
| 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'), |
| |
| 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'), |
| |
| 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'), |
| |
| 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'), |
| |
| 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'), |
| 'subtitle': datasets.Value('string'), |
| 'author': datasets.Value('string') |
| }) |
| elif isinstance(self.config, RawReviewAmazonReview2023Config): |
| |
| 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 |
|
|
