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app.py
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import gradio as gr
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from fastai.vision.all import load_learner
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food_labels = (
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'adhirasam',
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'aloo_gobi',
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'aloo_matar',
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'aloo_methi',
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'aloo_shimla_mirch',
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'aloo_tikki',
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'anarsa',
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'apple_pie',
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'ariselu',
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'baby_back_ribs',
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'Baden_Brägele_with_Bibliskäs',
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'baklava',
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'bandar_laddu',
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'basundi',
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'beef_carpaccio',
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'beef_tartare',
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'beet_salad',
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'beignets',
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'bhatura',
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'bhindi_masala',
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'Bibimbap_food',
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'biryani',
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'Blanquette_de_Veau',
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'Boeuf_Bourguignon',
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'boondi',
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'Bossam_food',
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'Bouillabaisse',
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'Braised_Beef_Rheinland_style',
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'Braunkohl_and_Bregenwurst',
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'bread_pudding',
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'breakfast_burrito',
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'bruschetta',
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'Budae_Jjigae_food',
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'Bulgogi_food',
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'butter_chicken',
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'Butter_Noodles',
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'caesar_salad',
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'cannoli',
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'caprese_salad',
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'carrot_cake',
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'Cassoulet',
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'ceviche',
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'chak_hao_kheer',
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'cham_cham',
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'chana_masala',
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'chapati',
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'cheesecake',
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'cheese_plate',
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'chhena_kheeri',
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'chicken_quesadilla',
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'chicken_razala',
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'chicken_tikka',
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'chicken_tikka_masala',
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'chicken_wings',
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'chikki',
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'chocolate_cake',
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'chocolate_mousse',
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'Chuncheon_Dakgalbi_food',
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'churros',
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'clam_chowder',
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'club_sandwich',
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'Coquilles_Saint_Jacques',
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'Coq_au_Vin',
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'crab_cakes',
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'creme_brulee',
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'croque_madame',
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'Crème_brûlée',
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'Crêpes',
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'cup_cakes',
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'daal_baati_churma',
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'daal_puri',
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'dal_makhani',
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'dal_tadka',
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'deviled_eggs',
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'dharwad_pedha',
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'donuts',
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'doodhpak',
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'double_ka_meetha',
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'Dumplings',
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'dum_aloo',
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'Döner_with_Curried_Sausage',
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'edamame',
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'eggs_benedict',
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'Escargots',
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'falafel',
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'filet_mignon',
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'fish_and_chips',
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'foie_gras',
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'Fondue_Savoyarde',
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'Frankfurter_Green_Sauce',
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'french_fries',
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'french_onion_soup',
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'french_toast',
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'fried_calamari',
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'fried_rice',
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'frozen_yogurt',
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'gajar_ka_halwa',
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'garlic_bread',
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'gavvalu',
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'German_Bread_Rolls',
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'ghevar',
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'Gimbap_food',
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'gnocchi',
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'greek_salad',
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'grilled_cheese_sandwich',
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'grilled_salmon',
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'guacamole',
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'gulab_jamun',
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'gyoza',
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'Gyudon',
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'hamburger',
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'Hamburger_Labskaus',
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'Hamburger_Pannfisch',
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'hot_and_sour_soup',
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'hot_dog',
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'huevos_rancheros',
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'hummus',
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'ice_cream',
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'imarti',
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'jalebi',
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'kachori',
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'kadai_paneer',
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'kadhi_pakoda',
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'kajjikaya',
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'kakinada_khaja',
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'kalakand',
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'Kalguksu_food',
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'karela_bharta',
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'Kare_raisu',
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'Katsudon',
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'Kimchi_Jjigae_food',
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'kofta',
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'kuzhi_paniyaram',
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'Königsberger_Meatballs',
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'lasagna',
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'lassi',
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'ledikeni',
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'litti_chokha',
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'lobster_bisque',
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'lobster_roll_sandwich',
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'lyangcha',
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'maach_jhol',
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'macaroni_and_cheese',
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'macarons',
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'makki_di_roti_sarson_da_saag',
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'malapua',
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'Manduguk_food',
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'misi_roti',
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'Miso_soup',
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'misti_doi',
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'modak',
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'Moules_Marinières',
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'mussels',
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'mysore_pak',
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'naan',
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'nachos',
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'navrattan_korma',
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'Ojingeo_Bokkeum_food',
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'Okonomiyaki',
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'omelette',
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'Omurice',
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'Onigiri',
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'onion_rings',
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'oysters',
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'pad_thai',
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'paella',
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'Pajeon_food',
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'palak_paneer',
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'pancakes',
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'paneer_butter_masala',
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'panna_cotta',
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'peking_duck',
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'phirni',
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'pho',
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'Pissaladière',
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'pithe',
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'pizza',
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'poha',
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'poornalu',
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'pootharekulu',
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'pork_chop',
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'Pork_Knuckle_with_Sauerkraut',
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'Potato_Fritters_or_Potato_Pancakes_Kartoffelpuffer_',
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'Potato_Salad',
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'poutine',
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'Pretzen_from_Bavaria',
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'prime_rib',
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'pulled_pork_sandwich',
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'Pumpernickel_from_Lower_Saxony',
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'qubani_ka_meetha',
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'rabri',
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'Ramen',
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'rasgulla',
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'ras_malai',
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'ravioli',
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'red_velvet_cake',
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'risotto',
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'Salade_niçoise',
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'Samgyetang_food',
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'samosa',
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'sandesh',
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'sashimi',
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'scallops',
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'seaweed_salad',
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'Shabu_Shabu',
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'shankarpali',
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'sheera',
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'sheer_korma',
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'shrikhand',
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'shrimp_and_grits',
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'Soba',
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'sohan_halwa',
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'sohan_papdi',
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'Soufflé',
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'Soupe_à_L_oignon',
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'spaghetti_bolognese',
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'spaghetti_carbonara',
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'spring_rolls',
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'steak',
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'Steak_Tartare',
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'strawberry_shortcake',
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'Sundae_food',
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'sushi',
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'Sushi_Sashimi',
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'sutar_feni',
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'tacos',
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'takoyaki',
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'Tarte_Flambée_with_a_French_Influence',
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'Tarte_Tatin',
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'Tartiflette',
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'Tempura',
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'tiramisu',
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'Tteokbokki_food',
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'tuna_tartare',
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'Udon',
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'unni_appam',
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'waffles',
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'Yakitori',
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'Yangnyeom_Tongdak_food'
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)
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model = load_learner('food-recognizer-r50-v0.pkl')
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def recognize_image(image):
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pred, idx, probs = model.predict(image)
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print(pred, probs)
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return dict(zip(food_labels, map(float, probs)))
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image = gr.inputs.Image(shape=(192,192))
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label = gr.outputs.Label(num_top_classes=5)
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examples = [
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'test1.jpg',
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'test2.jpg',
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'test3.jpg',
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'test4.jpg',
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'test5.jpg',
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'test6.jpg'
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]
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iface = gr.Interface(fn=recognize_image, inputs=image, outputs=label, examples=examples)
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iface.launch(inline=False)
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