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SeeFood101v1
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1 Parent(s): fcd6502

added first version of app.py

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Files changed (3) hide show
  1. app.py +36 -3
  2. classes.txt +101 -0
  3. labels.txt +101 -0
app.py CHANGED
@@ -1,7 +1,40 @@
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  import gradio as gr
 
 
 
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- def greet(name):
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- return "Hello " + name + "!!"
 
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- iface = gr.Interface(fn=greet, inputs="text", outputs="text")
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  iface.launch()
 
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  import gradio as gr
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+ import timm
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+ import torch
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+ import torchvision.transforms as transforms
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+ inference_model = timm.create_model('swin_large_patch4_window7_224', pretrained=False, num_classes=101)
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+ inference_model.load_state_dict(torch.load('model.pth'))
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+ inference_model.eval()
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+ with open('labels.txt', 'r') as f:
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+ idx_to_class = [s.strip() for s in f.readlines()]
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+
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+ preprocess = transforms.Compose([
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+ transforms.Resize(256),
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+ transforms.CenterCrop(224),
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+ transforms.ToTensor(),
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+ transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),
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+ ])
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+
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+ def inference(input_image):
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+ input_tensor = preprocess(input_image)
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+ input_batch = input_tensor.unsqueeze(0)
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+
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+ if torch.cuda.is_available():
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+ input_batch = input_batch.to('cuda')
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+ inference_model.to('cuda')
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+
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+ with torch.inference_mode():
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+ output = inference_model(input_batch)
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+
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+ probabilities = torch.nn.functional.softmax(output[0], dim=0)
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+ top5_prob, top5_catid = torch.topk(probabilities, 5)
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+ # Label:probability
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+ result = {idx_to_class[int(idx)]:val.item() for val, idx in zip(top5_prob.cpu(), top5_catid.cpu())}
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+
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+ return result
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+ iface = gr.Interface(fn=inference,
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+ inputs=gr.Image(type="pil"),
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+ outputs=gr.Label(num_top_classes=5))
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  iface.launch()
classes.txt ADDED
@@ -0,0 +1,101 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ apple_pie
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+ baby_back_ribs
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+ baklava
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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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+ bibimbap
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+ bread_pudding
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+ breakfast_burrito
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+ bruschetta
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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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+ ceviche
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+ cheesecake
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+ cheese_plate
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+ chicken_curry
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+ chicken_quesadilla
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+ chicken_wings
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+ chocolate_cake
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+ chocolate_mousse
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+ churros
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+ clam_chowder
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+ club_sandwich
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+ crab_cakes
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+ creme_brulee
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+ croque_madame
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+ cup_cakes
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+ deviled_eggs
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+ donuts
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+ dumplings
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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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+ 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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+ garlic_bread
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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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+ gyoza
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+ hamburger
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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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+ lasagna
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+ lobster_bisque
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+ lobster_roll_sandwich
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+ macaroni_and_cheese
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+ macarons
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+ miso_soup
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+ mussels
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+ nachos
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+ omelette
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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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+ pancakes
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+ panna_cotta
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+ peking_duck
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+ pho
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+ pizza
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+ pork_chop
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+ poutine
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+ prime_rib
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+ pulled_pork_sandwich
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+ ramen
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+ ravioli
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+ red_velvet_cake
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+ risotto
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+ samosa
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+ sashimi
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+ scallops
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+ seaweed_salad
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+ shrimp_and_grits
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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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+ strawberry_shortcake
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+ sushi
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+ tacos
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+ takoyaki
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+ tiramisu
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+ tuna_tartare
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+ waffles
labels.txt ADDED
@@ -0,0 +1,101 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ Apple pie
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+ Baby back ribs
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+ Baklava
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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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+ Bibimbap
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+ Bread pudding
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+ Breakfast burrito
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+ Bruschetta
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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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+ Ceviche
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+ Cheesecake
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+ Cheese plate
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+ Chicken curry
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+ Chicken quesadilla
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+ Chicken wings
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+ Chocolate cake
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+ Chocolate mousse
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+ Churros
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+ Clam chowder
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+ Club sandwich
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+ Crab cakes
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+ Creme brulee
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+ Croque madame
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+ Cup cakes
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+ Deviled eggs
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+ Donuts
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+ Dumplings
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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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+ 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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+ Garlic bread
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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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+ Gyoza
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+ Hamburger
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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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+ Lasagna
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+ Lobster bisque
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+ Lobster roll sandwich
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+ Macaroni and cheese
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+ Macarons
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+ Miso soup
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+ Mussels
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+ Nachos
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+ Omelette
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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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+ Pancakes
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+ Panna cotta
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+ Peking duck
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+ Pho
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+ Pizza
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+ Pork chop
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+ Poutine
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+ Prime rib
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+ Pulled pork sandwich
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+ Ramen
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+ Ravioli
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+ Red velvet cake
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+ Risotto
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+ Samosa
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+ Sashimi
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+ Scallops
89
+ Seaweed salad
90
+ Shrimp and grits
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+ Spaghetti bolognese
92
+ Spaghetti carbonara
93
+ Spring rolls
94
+ Steak
95
+ Strawberry shortcake
96
+ Sushi
97
+ Tacos
98
+ Takoyaki
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+ Tiramisu
100
+ Tuna tartare
101
+ Waffles