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- # coding=utf-8
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- # Copyright 2021 The HuggingFace Datasets Authors and the current dataset script contributor.
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- #
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- # Licensed under the Apache License, Version 2.0 (the "License");
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- # you may not use this file except in compliance with the License.
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- # You may obtain a copy of the License at
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- #
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- # http://www.apache.org/licenses/LICENSE-2.0
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- #
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- # Unless required by applicable law or agreed to in writing, software
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- # distributed under the License is distributed on an "AS IS" BASIS,
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- # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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- # See the License for the specific language governing permissions and
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- # limitations under the License.
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- """Dataset class for ISIA Food-500 dataset."""
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-
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- import datasets
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- from datasets.tasks import ImageClassification
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-
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-
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- _BASE_URL = "http://123.57.42.89/Dataset_ict/ISIA_Food500_Dir/dataset/ISIA_Food500.zip"
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-
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- _METADATA_URL = "http://123.57.42.89/Dataset_ict/ISIA_Food500_Dir/dataset/metadata_ISIAFood_500.zip"
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-
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- _HOMEPAGE = "http://123.57.42.89/FoodComputing-Dataset/ISIA-Food500.html"
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-
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- _DESCRIPTION = "ABCDescription"
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-
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- _CITATION = "ABCCitation"
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-
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- _LICENSE = "ABCLicense"
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-
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- _NAMES = [
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- 'Abalone',
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- 'Aburaage',
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- 'Æbleflæsk',
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- 'Agedashi_tofu',
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- 'Aligot',
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- 'Almond_biscuit',
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- 'Aloo_gobi',
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- 'Ambrosia_(fruit_salad)',
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- 'Anago',
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- 'Andong_jjimdak',
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- 'Ants_climbing_a_tree',
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- 'Anzac_biscuit',
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- 'Apple_cobbler',
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- 'Apple_crisp',
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- 'Apple_dumpling',
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- 'Apple_pie',
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- 'Apple_sauce',
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- 'Apple_strudel',
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- 'Applesauce_cake',
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- 'Arab_salad',
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- 'Arancini',
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- 'Arròs_negre',
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- 'Asam_pedas',
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- 'Avocado_bread',
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- 'Avocado_fries',
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- 'Avocado_key_lime_pie',
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- 'Avocado_sauce',
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- 'Avocado_toast',
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- 'Ayam_bakar',
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- 'Ayam_betutu',
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- 'Ayam_goreng',
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- 'Babi_panggang',
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- 'Bacon_and_eggs',
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- 'Bacon_egg_and_cheese_sandwich',
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- 'Bacon_explosion',
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- 'Bacon_sandwich',
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- 'Baingan_bharta',
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- 'Baked_beans',
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- 'Banana_bread',
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- 'Banana_pancakes',
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- 'Banana_pudding',
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- 'Banana_salad',
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- 'Banana_split',
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- 'Bandeja_paisa',
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- 'Bangers_and_mash',
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- 'Banh_bo',
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- 'Bánh_canh',
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- 'Bánh_chuối',
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- 'Bean_pie',
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- 'Bean_salad',
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- 'Beef_bun',
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- 'Beef_chow_fun',
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- 'Beef_noodle_soup',
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- 'Beef_Wellington',
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- 'Beignet',
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- 'Bibimbap',
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- 'Bibingka',
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- 'Biryani',
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- 'Bisque_food',
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- 'Bistek',
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- 'Black_Forest_gateau',
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- 'Black_pepper_crab',
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- 'Blackberry_pie',
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- 'Blancmange',
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- 'BLT_sandwich',
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- 'Blueberry_pie',
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- 'Boiled_beef',
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- 'Boiled_peanuts',
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- 'Bon_bon_chicken',
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- 'Borscht',
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- 'Botan-ebi',
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- 'Botifarra',
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- 'Bouillabaisse',
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- 'Bourbon_chicken',
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- 'Bread_roll',
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- 'Broccoli_slaw',
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- 'Brown_stew_chicken',
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- 'Bruschetta',
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- 'Bubur_ayam',
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- 'Bubur_kacang_hijau',
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- 'Bugnes',
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- 'Bun_bo_hue',
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- 'Bún_ốc',
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- 'Bún_riêu',
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- 'Burrito',
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- 'Butadon',
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- 'Butter_cake',
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- 'Butter_pecan',
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- 'Butter_pie',
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- 'Buttercream',
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- 'Buttery_bread',
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- 'Cabbage_soup',
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- 'Caesar_salad',
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- 'Café_liégeois',
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- 'Calamari',
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- 'Caldo_verde',
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- 'Caprese_salad',
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- 'Carpaccio',
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- 'Carrot_bread',
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- 'Carrot_cake',
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- 'Carrot_cake_cookie',
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- 'Carrot_chips',
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- 'Carrot_juice',
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- 'Carrot_salad',
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- 'Carrot_soup',
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- 'Cassoulet',
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- 'Cebolada',
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- 'Ceviche',
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- 'Chakli',
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- 'Champurrado',
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- 'Char_kway_teow',
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- 'Charqui',
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- 'Chazuke',
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- 'Cheese_and_tomato_sandwich',
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- 'Cheese_bun',
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- 'Cheese_fries',
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- 'Cheese_maki',
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- 'Cheese_pudding',
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- 'Cheese_roll',
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- 'Cheesecake',
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- 'Cherry_cake',
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- 'Cherry_ice_cream',
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- 'Cherry_pie',
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- 'Chicken_and_waffles',
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- 'Chicken_cacciatore',
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- 'Chicken_curry',
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- 'Chicken_fingers',
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- 'Chicken_Kiev',
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- 'Chicken_marsala',
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- 'Chicken_noodle_soup',
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- 'Chicken_nugget',
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- 'Chicken_parmigiana',
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- 'Chicken_salad',
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- 'Chicken_soup',
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- 'Chiles_en_nogada',
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- 'Chili_con_carne',
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- 'Chilli_crab',
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- 'Chinese_chicken_salad',
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- 'Chocolate_covered_strawberries',
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- 'Chocolate_marshmallow_pie',
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- 'Chow_mein',
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- 'Chowder',
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- 'Christmas_cake',
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- 'Churro',
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- 'Ciambelle',
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- 'Çiğ_köfte',
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- 'Clam_chowder',
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- 'Claypot_chicken_rice',
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- 'Club_sandwich',
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- 'Cobbler_food',
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- 'Coconut_cake',
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- 'Coconut_cream',
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- 'Coconut_shrimp',
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- 'Coda_alla_vaccinara',
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- 'Coffee_jelly',
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- 'Colcannon',
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- 'Coleslaw',
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- 'Congee',
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- 'Corn_chip',
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- 'Corn_crab_soup',
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- 'Corn_dog',
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- 'Corn_soup',
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- 'Corn_stew',
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- 'Corn_tortilla',
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- 'Corned_beef_sandwich',
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- 'Cotoletta',
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- 'Crab_cake',
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- 'Crab_dip',
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- 'Crab_in_Padang_sauce',
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- 'Crab_puff',
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- 'Crab_rangoon',
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- 'Cream_of_broccoli_soup',
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- 'Cream_of_mushroom_soup',
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- 'Cream_pie',
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- 'Creamed_eggs_on_toast',
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- 'Croissant',
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- 'Crudo',
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- 'Crumble',
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- 'Cucumber_soup',
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- 'Cured_salmon',
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- 'Curry_goat',
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- 'Curry_Mee',
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- 'Curry_rice',
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- 'Currywurst',
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- 'Dandan_noodles',
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- 'Deep-fried_peanuts',
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- 'Denver_omelette',
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- 'Denver_sandwich',
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- 'Dhokla',
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- 'Di_san_xian',
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- 'Dinuguan',
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- 'Dirty_Rice',
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- 'Dong\'an_chicken',
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- 'Doufunao',
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- 'Doughnut',
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- 'Drunken_chicken',
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- 'Drunken_shrimp',
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- 'Duck_soup_noodles',
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- 'Edamame',
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- 'Eggplant_omelette',
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- 'Eisbein',
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- 'Es_campur',
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- 'Es_pisang_ijo',
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- 'Filet_mignon',
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- 'Fish_ball',
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- 'Fish_chowder',
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- 'Fish_head_casserole',
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- 'Fish_head_curry',
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- 'Fish_soup',
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- 'Fish_steak',
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- 'Fishcake',
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- 'Fondue',
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- 'Francesinha',
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- 'Frappe',
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- 'French_onion_soup',
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- 'French_toast',
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- 'Fricassee',
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- 'Fried_aubergine',
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- 'Fried_cheese',
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- 'Fried_chicken',
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- 'Fried_noodles',
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- 'Fried_onion',
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- 'Fried_rice',
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- 'Fried_Tofu',
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- 'Fruit_curd',
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- 'Fuqi_feipian',
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- 'Galbi',
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- 'Garlic_bread',
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- 'Gejang',
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- 'Ginger_beef',
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- 'Gołąbki',
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- 'Goulash',
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- 'Gravlax',
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- 'Greek_salad',
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- 'Green_bean_casserole',
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- 'Green_papaya_salad',
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- 'Grits',
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- 'Gulai_Ayam',
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- 'Gyutan',
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- 'Hae_mee',
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- 'Hainanese_chicken_rice',
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- 'Ham_and_cheese_sandwich',
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- 'Ham_salad',
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- 'Ham_sandwich',
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- 'hamburgers',
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- 'Har_gow',
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- 'Hiyayakko',
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- 'Hokkien_mee',
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- 'Hongshao_rou',
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- 'Hoppin\'_John',
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- 'Hot_and_sour_soup',
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- 'Huangqiao_sesame_cake',
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- 'Huevos_rancheros',
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- 'Hummus',
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- 'Ikan_bakar',
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- 'Ikan_goreng',
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- 'Israeli_salad',
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- 'Italian_tomato_pie',
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- 'Jajangmyeon',
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- 'Jambalaya',
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- 'Jambonneau',
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- 'Japchae',
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- 'Jewish_apple_cake',
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- 'Jiuniang',
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- 'Kachori',
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- 'Kadhi',
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- 'Kakuni',
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- 'Katsudon',
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- 'kebab',
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- 'Kedgeree',
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- 'Key_lime_pie',
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- 'Konnyaku',
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- 'Korean_fried_chicken',
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- 'Kung_Pao_chicken',
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- 'Kwetiau_goreng',
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- 'Laddu',
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- 'Laksa',
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- 'Lamb_chop',
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- 'Lasagna',
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- 'Lebkuchen',
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- 'Leek_soup',
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- 'Lemon_chicken',
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- 'Lemon_ice_box_pie',
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- 'Lemon_meringue_pie',
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- 'Lemon_tart',
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- 'Lemonade',
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- 'Lentil_soup',
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- 'Lettuce_soup',
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- 'Lo_mein',
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- 'Lobster_bisque',
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- 'Lohikeitto',
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- 'Macaron',
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- 'Mango_pomelo_sago',
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- 'Mango_pudding',
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- 'Mapo_doufu',
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- 'Meatloaf',
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- 'Mee_pok',
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- 'Mee_siam',
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- 'Melt_sandwich',
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- 'Menudo',
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- 'Mì_Quảng',
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- 'Michigan_hot_dog',
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- 'Mie_goreng',
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- 'Milk_Shake',
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- 'Minestrone',
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- 'Mirchi_ka_salan',
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- 'Mission_burrito',
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- 'Mongolian_beef',
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- 'Mousse',
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- 'Mozzarella_sticks',
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- 'Mushroom_gravy',
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- 'Mushy_peas',
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- 'Mutton_handi',
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- 'Mutton_korma',
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- 'Nachos',
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- 'Naengmyeon',
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- 'Nasi_goreng',
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- 'Nasi_kuning',
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- 'Nasi_liwet',
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- 'Nattō',
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- 'Noodle_soup',
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- 'Nuomici',
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- 'Okinawa_soba',
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- 'Olivier_salad',
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- 'Onigiri',
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- 'Onion_ring',
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- 'Orange_chicken',
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- 'Oyster_omelette',
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- 'Oysters_Rockefeller',
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- 'Pączki',
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- 'Paella',
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- 'Pakora',
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- 'Panzanella',
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- 'Pappa_al_pomodoro',
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- 'Parmigiana',
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- 'Pasta',
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- 'Pasta_al_pomodoro',
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- 'Pasta_alla_Norma',
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- 'Pasteis_de_Bacalhau',
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- 'Paupiette',
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- 'Payasam',
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- 'Pea_soup',
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- 'Peanut_butter_cookie',
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- 'Peanut_soup',
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- 'Pho',
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- 'Pickled_cucumber',
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- 'Pig\'s_ear',
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- 'Pig\'s_organ_soup',
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- 'Pig\'s_trotters',
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- 'Pineapple_tart',
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- 'Pipikaula',
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- 'Pizza_carbonara',
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- 'Pizza_pugliese',
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- 'Plateau_de_fruits_de_mer',
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- 'Plum_cake',
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- 'Pommes_dauphine',
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- 'Poori',
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- 'Porchetta',
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- 'Pork_ball',
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- 'Pork_blood_soup',
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- 'Pork_knuckle',
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- 'Pork_Knuckles_and_Ginger_Stew',
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- 'Pork_ribs',
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- 'Pork_tenderloin',
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- 'Pork_tenderloin_sandwich',
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- 'Pot_roast',
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- 'Potato_salad',
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- 'Poutine',
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- 'Prawn_cocktail',
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- 'Prawn_soup',
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- 'Princess_cake',
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- 'Profiterole',
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- 'Pudding_corn',
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- 'Pulled_pork',
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- 'Pumpkin_bread',
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- 'Pumpkin_pie',
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- 'Quesadilla',
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- 'Queso_flameado',
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- 'Quiche_Lorraine',
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- 'Rack_of_lamb',
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- 'Raita',
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- 'Ramen',
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- 'Red_bean_cake',
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- 'Red_bean_ice',
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- 'Red_beans_and_rice',
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- 'Red_slaw',
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- 'Refried_beans',
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- 'Rendang',
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- 'Rice_and_peas',
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- 'Rice_ball',
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- 'Rice_cakes',
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- 'Rice_pudding',
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- 'Rogan_josh',
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- 'Rou_jia_mo',
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- 'Rouladen',
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- 'Salmon_pie',
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- 'Sambar',
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- 'Samgyetang',
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- 'Samosa',
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- 'Sapo_tahu',
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- 'Sardine',
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- 'Sashimi',
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- 'Sauerbraten',
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- 'Sausage_and_peppers',
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- 'Sausage_bun',
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- 'Sausage_roll',
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- 'Sausage_sandwich',
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- 'Sauteed_mushrooms',
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- 'Scampi',
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- 'Schweinshaxe',
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- 'Seafood_boil',
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- 'Seafood_pizza',
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- 'Sesame_chicken',
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- 'Shaker_Lemon_Pie',
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- 'Shanghai_fried_noodles',
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- 'She-crab_soup',
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- 'Sheep\'s_trotters',
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- 'Shrimp_ball',
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- 'Shrimp_toast',
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- 'Shuizhu',
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- 'Sicilian_orange_salad',
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- 'Sliced_fish_soup',
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- 'Smoked_salmon',
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- 'Soba',
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- 'Soft-shell_crab',
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- 'Sopa_de_Mandioca',
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- 'Soused_herring',
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- 'Spanish_rice',
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- 'Spatzle',
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- 'Spiced_beef',
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- 'Spinach_salad',
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- 'Spinach_soup',
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- 'Squash_soup',
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- 'Steak_tartare',
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- 'Steamed_clams',
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- 'Steamed_meatball',
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- 'Steamed_rice',
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- 'Stew_peas',
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- 'Stinky_tofu',
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- 'Stir-fried_tomato_and_scrambled_eggs',
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- 'Strawberry_cake',
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- 'Strawberry_cheesecake',
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- 'Strawberry_ice_cream',
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- 'Strawberry_jam',
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- 'Strawberry_pie',
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- 'Strawberry_sundae',
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- 'Strawberry_tart',
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- 'Stuffed_avocado',
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- 'Stuffed_eggplant',
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- 'Stuffed_mushrooms',
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- 'Stuffed_peppers',
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- 'Stuffed_tomatoes',
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- 'Suanmeitang',
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- 'Succotash',
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- 'Suckling_pig',
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- 'Svíčková',
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- 'Sweet_potato_pie',
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- 'Sweet_saffron_rice',
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- 'Syrniki',
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- 'Tabbouleh',
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- 'Tacos',
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- 'Tafelspitz',
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- 'Takoyaki',
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- 'Taro_dumpling',
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- 'Tinga_dish',
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- 'Tiramisu',
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- 'Toad_in_the_hole',
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- 'Tobiko',
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- 'Tomato_and_egg_soup',
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- 'Tomato_bredie',
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- 'Tomato_omelette',
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- 'Tomato_soup',
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- 'Tonkatsu',
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- 'Tonkotsu_ramen',
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- 'Torta_caprese',
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- 'Tostada',
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- 'Tourtière',
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- 'Tsukemono',
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- 'Tuna_fish_sandwich',
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- 'Tuna_salad',
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- 'Turnip_cake',
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- 'Twix',
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- 'Unagi',
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- 'Vegetarian_chili',
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- 'Vichyssoise',
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- 'Vindaloo',
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- 'Vitello_tonnato',
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- 'Wakame',
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- 'Wenchang_chicken',
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- 'White_boiled_shrimp',
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- 'White_cut_chicken',
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- 'Whitebait',
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- 'Wonton_noodles',
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- 'Wotou',
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- 'Yeung_Chow_fried_rice',
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- 'Youtiao',
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- 'Yuxiangrousi',
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- 'Zhajiangmian',
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- 'Zongzi',
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- 'Zurcher_Geschnetzeltes',
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- ]
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-
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- _IMAGES_DIR = "ISIA_Food500/images"
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-
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- _TRAIN_DIR = "/train_feature.txt"
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-
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- _VALID_DIR = "/val_feature.txt"
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-
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- _TEST_DIR = "/test_feature.txt"
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-
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-
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- class Food500(datasets.GeneratorBasedBuilder):
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- """Food-500 Images dataset."""
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-
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- def _info(self):
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-
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- return datasets.DatasetInfo(
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- description=_DESCRIPTION,
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- features=datasets.Features(
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- {
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- "image": datasets.Image(),
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- "label": datasets.ClassLabel(names=_NAMES),
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- }
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- ),
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- supervised_keys=("image", "label"),
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- homepage=_HOMEPAGE,
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- citation=_CITATION,
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- license=_LICENSE,
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- task_templates=[ImageClassification(image_column="image", label_column="label")],
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- )
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-
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- def _split_generators(self, dl_manager):
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- archive_path = dl_manager.download(_BASE_URL)
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- split_metadata_path = dl_manager.download(_METADATA_URL)
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- a = dl_manager.iter_archive(split_metadata_path)
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- fp = ""
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- for file_path, file_obj in a:
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- fp = file_path
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- break
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- return [
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- datasets.SplitGenerator(
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- name=datasets.Split.TRAIN,
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- gen_kwargs={
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- "images": dl_manager.iter_archive(archive_path),
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- "metadata_path": fp + "?054121",
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- },
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- ),
581
- datasets.SplitGenerator(
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- name=datasets.Split.VALIDATION,
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- gen_kwargs={
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- "images": dl_manager.iter_archive(archive_path),
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- "metadata_path": split_metadata_path + _VALID_DIR,
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- },
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- ),
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- datasets.SplitGenerator(
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- name=datasets.Split.TEST,
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- gen_kwargs={
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- "images": dl_manager.iter_archive(archive_path),
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- "metadata_path": split_metadata_path + _TEST_DIR,
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- },
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- ),
595
- ]
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-
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- def _generate_examples(self, images, metadata_path):
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- """Generate images and labels for splits."""
599
- with open(metadata_path, encoding="utf-8") as f:
600
- files_to_keep = set(f.read().split("\n"))
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- for file_path, file_obj in images:
602
- if file_path.startswith(_IMAGES_DIR):
603
- if file_path[len(_IMAGES_DIR) : -len(".jpg")] in files_to_keep:
604
- label = file_path.split("/")[2]
605
- yield file_path, {
606
- "image": {"path": file_path, "bytes": file_obj.read()},
607
- "label": label,
608
- }