add-django

Dockerfile

@@ -24,4 +24,4 @@ WORKDIR /opt/src
 
 
 FROM copy-src as production
-CMD ["python3", "-m", "uvicorn", "main:app", "--workers", "1", "--host", "0.0.0.0", "--port", "7860"]
+CMD ["bash" "./run_app.sh"]

src/config.py

@@ -1,4 +0,0 @@
-import os
-
-MODEL_HDF5_PATH = os.getenv("MODEL_HDF5_PATH")
-

src/grubguesser/asgi.py

@@ -0,0 +1,16 @@
+"""
+ASGI config for grubguesser project.
+
+It exposes the ASGI callable as a module-level variable named ``application``.
+
+For more information on this file, see
+https://docs.djangoproject.com/en/4.0/howto/deployment/asgi/
+"""
+
+import os
+
+from django.core.asgi import get_asgi_application
+
+os.environ.setdefault("DJANGO_SETTINGS_MODULE", "grubguesser.settings")
+
+application = get_asgi_application()

src/grubguesser/forms.py

@@ -0,0 +1,11 @@
+from django import forms
+
+
+class URLInputForm(forms.Form):
+    post = forms.URLField(label="Paste image url here:")
+    label = forms.CharField(label="Type of Food:", required=False)
+
+
+class ImageUploadForm(forms.Form):
+    img = forms.ImageField(label="User uploaded image")
+    label = forms.CharField(label="Type of Food:", required=False)

src/grubguesser/settings.py

@@ -0,0 +1,135 @@
+"""
+Django settings for grubguesser project.
+
+Generated by 'django-admin startproject' using Django 4.0.3.
+
+For more information on this file, see
+https://docs.djangoproject.com/en/4.0/topics/settings/
+
+For the full list of settings and their values, see
+https://docs.djangoproject.com/en/4.0/ref/settings/
+"""
+
+import os
+from pathlib import Path
+
+# Build paths inside the project like this: BASE_DIR / 'subdir'.
+BASE_DIR = Path(__file__).resolve().parent
+
+
+# Quick-start development settings - unsuitable for production
+# See https://docs.djangoproject.com/en/4.0/howto/deployment/checklist/
+
+# SECURITY WARNING: keep the secret key used in production secret!
+SECRET_KEY = os.getenv("APP_PASSWORD")
+
+# SECURITY WARNING: don't run with debug turned on in production!
+DEBUG = os.getenv("DEBUG_MODE", "False").lower() == "true"
+
+ALLOWED_HOSTS: list = []
+
+app_name = os.getenv("HEROKU_APP_NAME")
+if app_name:
+    ALLOWED_HOSTS.append(f"{app_name}.herokuapp.com")
+
+
+# Application definition
+
+INSTALLED_APPS = [
+    "django.contrib.admin",
+    "django.contrib.auth",
+    "django.contrib.contenttypes",
+    "django.contrib.sessions",
+    "django.contrib.messages",
+    "django.contrib.staticfiles",
+    "grubguesser",
+]
+
+MIDDLEWARE = [
+    "django.middleware.security.SecurityMiddleware",
+    "django.contrib.sessions.middleware.SessionMiddleware",
+    "django.middleware.common.CommonMiddleware",
+    "django.middleware.csrf.CsrfViewMiddleware",
+    "django.contrib.auth.middleware.AuthenticationMiddleware",
+    "django.contrib.messages.middleware.MessageMiddleware",
+    "django.middleware.clickjacking.XFrameOptionsMiddleware",
+    "whitenoise.middleware.WhiteNoiseMiddleware",
+]
+
+ROOT_URLCONF = "grubguesser.urls"
+
+TEMPLATES = [
+    {
+        "BACKEND": "django.template.backends.django.DjangoTemplates",
+        "DIRS": [],
+        "APP_DIRS": True,
+        "OPTIONS": {
+            "context_processors": [
+                "django.template.context_processors.debug",
+                "django.template.context_processors.request",
+                "django.contrib.auth.context_processors.auth",
+                "django.contrib.messages.context_processors.messages",
+            ],
+        },
+    },
+]
+
+WSGI_APPLICATION = "grubguesser.wsgi.application"
+
+
+# Database
+# https://docs.djangoproject.com/en/4.0/ref/settings/#databases
+
+DATABASES: dict = {}
+
+
+# Password validation
+# https://docs.djangoproject.com/en/4.0/ref/settings/#auth-password-validators
+
+AUTH_PASSWORD_VALIDATORS = [
+    {
+        "NAME": "django.contrib.auth.password_validation.UserAttributeSimilarityValidator",  # noqa
+    },
+    {
+        "NAME": "django.contrib.auth.password_validation.MinimumLengthValidator",
+    },
+    {
+        "NAME": "django.contrib.auth.password_validation.CommonPasswordValidator",
+    },
+    {
+        "NAME": "django.contrib.auth.password_validation.NumericPasswordValidator",
+    },
+]
+
+
+# Internationalization
+# https://docs.djangoproject.com/en/4.0/topics/i18n/
+
+LANGUAGE_CODE = "en-us"
+
+TIME_ZONE = "UTC"
+
+USE_I18N = True
+
+USE_TZ = True
+
+
+# Static files (CSS, JavaScript, Images)
+# https://docs.djangoproject.com/en/4.0/howto/static-files/
+
+STATIC_ROOT = os.path.join(BASE_DIR, "staticfiles")
+STATIC_URL = "/static/"
+
+# Extra places for collectstatic to find static files.
+STATICFILES_DIRS = (os.path.join(BASE_DIR, "static"),)
+
+# Default primary key field type
+# https://docs.djangoproject.com/en/4.0/ref/settings/#default-auto-field
+
+DEFAULT_AUTO_FIELD = "django.db.models.BigAutoField"
+
+
+# Simplified static file serving.
+# https://warehouse.python.org/project/whitenoise/
+
+STATICFILES_STORAGE = "whitenoise.storage.CompressedManifestStaticFilesStorage"

src/grubguesser/templates/base.html

@@ -0,0 +1,136 @@
+{% load static %}
+<!DOCTYPE html>
+<html>
+<head>
+<meta name="viewport" content="width=device-width, initial-scale=1.0">
+<title>Grub Guesser - Feed me Seymour!</title>
+  <link rel="stylesheet" type="text/css" href="//maxcdn.bootstrapcdn.com/bootstrap/3.3.4/css/bootstrap.min.css" />
+  <link rel="shortcut icon" href="{% static 'gg-favicon.png'%}">
+  <script src="https://ajax.googleapis.com/ajax/libs/jquery/2.1.3/jquery.min.js"></script>
+  <script type="text/javascript" src="//maxcdn.bootstrapcdn.com/bootstrap/3.3.4/js/bootstrap.min.js"></script>
+  <style type="text/css">
+    .jumbotron {
+        background: #cc6600;
+        color: white;
+        padding-bottom: 80px
+    }
+    .btn-primary {
+        background: #cc6600;
+        border-color: #cc6600
+    }
+    .btn-primary:hover {
+        background: hsl(30, 100%, 30%)
+    }
+    .jumbotron p {
+        color: #d9ccee;
+        max-width: 75%;
+        margin: 1em auto 2em
+    }
+    .navbar+.jumbotron {
+        margin-top: -20px
+    }
+    .jumbotron .gg-logo {
+        display: block;
+        background: #b01302;
+        border-radius: 50%;
+        overflow: hidden;
+        width: 100px;
+        height: 100px;
+        margin: auto;
+        border: 2px solid white
+    }
+    .jumbotron .gg-logo img {
+        max-width: 100%
+    }
+    .navbar-inverse {
+        background: #C13100;
+        color: #FFFBD0;
+        position: fixed;
+        top: 0;
+        width: 100%;
+    }
+    .navbar-nav {
+        background: #C13100;
+        color: #FFFBD0;
+    }
+    .navbar-inverse .navbar-nav>.active>a, .navbar-inverse .navbar-nav>.active>a:focus, .navbar-inverse .navbar-nav>.active>a:hover {
+        background: #C13100;
+        color: #FFFBD0
+    }
+    .navbar-inverse .navbar-nav>.open>a, .navbar-inverse .navbar-nav>.open>a:focus, .navbar-inverse .navbar-nav>.open>a:hover {
+      background: #C13100;
+        color: #FFFBD0
+    }
+    .navbar-inverse .navbar-nav>li>a {
+        background: #C13100;
+        color: #FFFBD0
+    }
+    .dropdown-menu {
+        color:#000000;
+    }
+    .navbar-nav>li>form {
+        padding-top: 5px;
+        padding-bottom: 5px;
+    }
+    @media (min-width: 768px) {
+      .navbar-nav>li>form {
+          padding-top: 8px;
+          padding-bottom: 8px;
+      }
+    }
+    input {
+        margin:10px;
+        width: 375px
+    }
+  </style>
+</head>
+<body>
+<nav class="navbar navbar-default navbar-static-top navbar-inverse">
+  <div class="container">
+    <ul class="nav navbar-nav">
+      <li class="active">
+        <a href="/"><span class="glyphicon glyphicon-home"></span> Home</a>
+      </li>
+      <li class="dropdown">
+        <a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-expanded="false"><span class="glyphicon glyphicon-info-sign"></span> Predict Image from URL <span class="caret"></span></a>
+          <ul class="dropdown-menu" role="menu" style="width:600px">
+            <li>
+              <form method="POST" style="margin:10px 20px">
+                {% csrf_token %}
+                {{ url_form.as_p }}
+                <button class="btn btn-primary" type="submit" name="action" value="SubmitURL"> Submit</button>
+              </form>
+            </li>
+          </ul>
+      </li>
+      <li class="dropdown">
+        <a href="#" class="dropdown-toggle" data-toggle="dropdown" role="button" aria-expanded="false"><span class="glyphicon glyphicon-info-sign"></span> Upload an Image <span class="caret"></span></a>
+          <ul class="dropdown-menu" role="menu" style="width:600px">
+            <li>
+              <form enctype="multipart/form-data" method="POST" style="margin:10px 20px">
+                {% csrf_token %}
+                {{ image_form.as_p }}
+                <button class="btn btn-primary" type="submit" name="action" value="SubmitImage"> Submit</button>
+              </form>
+            </li>
+          </ul>
+      </li>
+      <li>
+        <form method="POST">
+          {% csrf_token %}
+          <button class="btn btn-primary" type="submit" name="action" value="LoadRandom" ><span class="glyphicon glyphicon-refresh"></span> Load Random Sample</button>
+        </form>
+      </li>
+    </ul>
+    <ul class="nav navbar-nav navbar-right">
+      <li class="navbar-right">
+        <a href="https://github.com/JonSolow/foodid"><span class="glyphicon glyphicon-book"></span>Model Source Github</a>
+      </li>
+    </ul>
+  </div>
+</nav>
+
+{% block content %}{% endblock %}
+
+</body>
+</html>

src/grubguesser/templates/index.html

@@ -0,0 +1,14 @@
+{% extends "base.html" %}
+{% load static %}
+
+{% block content %}
+<br>
+<div class="jumbotron text-center">
+  <div class="container">
+    <img class="img-responsive" src="{% static 'gg_logo_1.png'%}">
+    <h1>Welcome to Grub Guesser</h1>
+    <p>Grub Guesser is a model developed in Python using Keras and Tensorflow. <br> Try out a random sample image or paste a url to an image of your own!</p>
+    <a type="button" class="btn btn-lg btn-default" href="https://github.com/JonSolow/foodid"><span class="glyphicon glyphicon-download"></span> Model Source on GitHub</a>
+  </div>
+</div>
+{% endblock %}

src/grubguesser/templates/request.html

@@ -0,0 +1,55 @@
+{% extends "base.html" %}
+{% load static %}
+
+{% block content %}
+<br>
+<div class="jumbotron text-center">
+  <div class="container" style="margin-bottom:10px">
+    <img class="img-responsive" src="{% static 'gg_logo_1.png'%}" style="display:inline;">
+    <h1>Top 5 Model Guesses</h1>
+ </div>
+ <div class="container">
+        <div class="col-sm-8">
+            <img class="img-responsive center-block" src="{{img_src}}" style="height:440px">
+            <h2>Actual: {{actual_label}}</h2>
+        </div>
+        <div class="col-sm-4">
+            <table>
+                <tbody class="text-left" style="font-size: 2.5rem; font-weight: bold">
+                    <tr style="height:80px">
+                        <!-- <td style="padding-right:10px; color: {{color_labels.0}}"> &nbsp1. </td> -->
+                        <td style="color: {{color_labels.0}}">1. {{top_guesses.0}}</td>
+                        <!-- <td style="padding-right:10px; color: {{color_labels.5}}"> &nbsp6. </td>
+                        <td style="color: {{color_labels.5}}">{{top_guesses.5}}</td> -->
+                    </tr>
+                    <tr style="height:80px">
+                        <!-- <td style="padding-right:10px; color: {{color_labels.1}}"> &nbsp2. </td> -->
+                        <td style="color: {{color_labels.1}}">2. {{top_guesses.1}}</td>
+                        <!-- <td style="padding-right:10px; color: {{color_labels.6}}"> &nbsp7. </td>
+                        <td style="color: {{color_labels.6}}">{{top_guesses.6}}</td> -->
+                    </tr>
+                    <tr style="height:80px">
+                        <!-- <td style="padding-right:10px; color: {{color_labels.2}}"> &nbsp3. </td> -->
+                        <td style="color: {{color_labels.2}}">3. {{top_guesses.2}}</td>
+                        <!-- <td style="padding-right:10px; color: {{color_labels.7}}"> &nbsp8. </td>
+                        <td style="color: {{color_labels.7}}">{{top_guesses.7}}</td> -->
+                    </tr>
+                    <tr style="height:80px">
+                        <!-- <td style="padding-right:10px; color: {{color_labels.3}}"> &nbsp4. </td> -->
+                        <td style="color: {{color_labels.3}}">4. {{top_guesses.3}}</td>
+                        <!-- <td style="padding-right:10px; color: {{color_labels.8}}"> &nbsp9. </td>
+                        <td style="color: {{color_labels.8}}">{{top_guesses.8}}</td> -->
+                    </tr>
+                    <tr style="height:80px">
+                        <!-- <td style="padding-right:10px; color: {{color_labels.4}}"> &nbsp5. </td> -->
+                        <td style="color: {{color_labels.4}}">5. {{top_guesses.4}}</td>
+                        <!-- <td style="padding-right:10px; color: {{color_labels.9}}">10. </td>
+                        <td style="color: {{color_labels.9}}">{{top_guesses.9}}</td> -->
+                    </tr>
+                </tbody>
+            </table>
+            </div>
+        
+    </div>
+</div>
+{% endblock %}

src/grubguesser/urls.py

@@ -0,0 +1,21 @@
+"""grubguesser URL Configuration
+
+The `urlpatterns` list routes URLs to views. For more information please see:
+    https://docs.djangoproject.com/en/4.0/topics/http/urls/
+Examples:
+Function views
+    1. Add an import:  from my_app import views
+    2. Add a URL to urlpatterns:  path('', views.home, name='home')
+Class-based views
+    1. Add an import:  from other_app.views import Home
+    2. Add a URL to urlpatterns:  path('', Home.as_view(), name='home')
+Including another URLconf
+    1. Import the include() function: from django.urls import include, path
+    2. Add a URL to urlpatterns:  path('blog/', include('blog.urls'))
+"""
+from django.urls import path
+from grubguesser import views
+
+urlpatterns = [
+    path("", views.HomeView.as_view(), name="index"),
+]

src/grubguesser/views.py

@@ -0,0 +1,73 @@
+from django.shortcuts import render
+from django.views.generic import TemplateView
+from model_client import url_image_vars
+from sample_loader import get_random_sample_image
+from .forms import ImageUploadForm, URLInputForm
+from base64 import b64encode
+
+
+def get_default_form_context():
+    return {
+        "url_form": URLInputForm(),
+        "image_form": ImageUploadForm(),
+    }
+
+
+class HomeView(TemplateView):
+    template_name = "index.html"
+
+    def render_for_img_url_label(self, request, img_url: str, label: str):
+        img_src = img_url
+        top_guesses, color_labels = url_image_vars(img_url, label)
+        context_dict = get_default_form_context()
+        context_dict.update(
+            {
+                "img_src": img_src,
+                "top_guesses": top_guesses,
+                "actual_label": label or "Unknown",
+                "color_labels": color_labels,
+            }
+        )
+        return render(request, "request.html", context_dict)
+
+    def render_for_img_file_label(self, request, img_file, label: str):
+        decoded_img = b64encode(img_file.read()).decode("utf-8")
+        img_src = f"data:{img_file.content_type};base64,{decoded_img}"
+        top_guesses, color_labels = url_image_vars(img_file, label)
+        context_dict = get_default_form_context()
+        context_dict.update(
+            {
+                "top_guesses": top_guesses,
+                "actual_label": label or "Unknown",
+                "color_labels": color_labels,
+                "img_src": img_src,
+            }
+        )
+        return render(request, "request.html", context_dict)
+
+    def get(self, request):
+        context_dict = get_default_form_context()
+        return render(request, self.template_name, context_dict)
+
+    def post(self, request):
+        action = request.POST["action"]
+        context_dict = get_default_form_context()
+        if action == "SubmitURL":
+            form = URLInputForm(request.POST)
+            if form.is_valid():
+                img_url = form.cleaned_data["post"]
+                label = form.cleaned_data["label"]
+                return self.render_for_img_url_label(request, img_url, label)
+
+        if action == "SubmitImage":
+            form = ImageUploadForm(request.POST, request.FILES)
+            assert form.is_valid()
+            if form.is_valid():
+                image_field = form.cleaned_data["img"]
+                label = form.cleaned_data["label"]
+                return self.render_for_img_file_label(request, image_field, label)
+
+        if action == "LoadRandom":
+            img_url, label = get_random_sample_image()
+            return self.render_for_img_url_label(request, img_url, label)
+        return render(request, self.template_name, context_dict)

src/grubguesser/wsgi.py

@@ -0,0 +1,16 @@
+"""
+WSGI config for grubguesser project.
+
+It exposes the WSGI callable as a module-level variable named ``application``.
+
+For more information on this file, see
+https://docs.djangoproject.com/en/4.0/howto/deployment/wsgi/
+"""
+
+import os
+
+from django.core.wsgi import get_wsgi_application
+
+os.environ.setdefault("DJANGO_SETTINGS_MODULE", "grubguesser.settings")
+
+application = get_wsgi_application()

src/{handler.py → huggingface_client/handler.py}

@@ -1,9 +1,8 @@
-from fastapi import UploadFile
 from skimage.io import imread
 from io import BytesIO
 import numpy as np
 import urllib
-from tensorflow.keras.preprocessing.image import array_to_img, img_to_array
+from tensorflow.keras.utils import array_to_img, img_to_array
 
 from PIL import Image
 
@@ -32,7 +31,7 @@ def read_imagefile(file):
     return image
 
 
-def handle_file(file: UploadFile) -> np.ndarray:
+def handle_file(file) -> np.ndarray:
     img_data = read_imagefile(file)
     processed_img = preprocess(img_data)
     img_array = np.array([processed_img])

src/huggingface_client/labels.py

@@ -0,0 +1,103 @@
+CLASS_LABELS = [
+    "Apple pie",
+    "Baby back ribs",
+    "Baklava",
+    "Beef carpaccio",
+    "Beef tartare",
+    "Beet salad",
+    "Beignets",
+    "Bibimbap",
+    "Bread pudding",
+    "Breakfast burrito",
+    "Bruschetta",
+    "Caesar salad",
+    "Cannoli",
+    "Caprese salad",
+    "Carrot cake",
+    "Ceviche",
+    "Cheesecake",
+    "Cheese plate",
+    "Chicken curry",
+    "Chicken quesadilla",
+    "Chicken wings",
+    "Chocolate cake",
+    "Chocolate mousse",
+    "Churros",
+    "Clam chowder",
+    "Club sandwich",
+    "Crab cakes",
+    "Creme brulee",
+    "Croque madame",
+    "Cup cakes",
+    "Deviled eggs",
+    "Donuts",
+    "Dumplings",
+    "Edamame",
+    "Eggs benedict",
+    "Escargots",
+    "Falafel",
+    "Filet mignon",
+    "Fish and chips",
+    "Foie gras",
+    "French fries",
+    "French onion soup",
+    "French toast",
+    "Fried calamari",
+    "Fried rice",
+    "Frozen yogurt",
+    "Garlic bread",
+    "Gnocchi",
+    "Greek salad",
+    "Grilled cheese sandwich",
+    "Grilled salmon",
+    "Guacamole",
+    "Gyoza",
+    "Hamburger",
+    "Hot and sour soup",
+    "Hot dog",
+    "Huevos rancheros",
+    "Hummus",
+    "Ice cream",
+    "Lasagna",
+    "Lobster bisque",
+    "Lobster roll sandwich",
+    "Macaroni and cheese",
+    "Macarons",
+    "Miso soup",
+    "Mussels",
+    "Nachos",
+    "Omelette",
+    "Onion rings",
+    "Oysters",
+    "Pad thai",
+    "Paella",
+    "Pancakes",
+    "Panna cotta",
+    "Peking duck",
+    "Pho",
+    "Pizza",
+    "Pork chop",
+    "Poutine",
+    "Prime rib",
+    "Pulled pork sandwich",
+    "Ramen",
+    "Ravioli",
+    "Red velvet cake",
+    "Risotto",
+    "Samosa",
+    "Sashimi",
+    "Scallops",
+    "Seaweed salad",
+    "Shrimp and grits",
+    "Spaghetti bolognese",
+    "Spaghetti carbonara",
+    "Spring rolls",
+    "Steak",
+    "Strawberry shortcake",
+    "Sushi",
+    "Tacos",
+    "Takoyaki",
+    "Tiramisu",
+    "Tuna tartare",
+    "Waffles",
+    ]

src/huggingface_client/model.py

@@ -0,0 +1,4 @@
+from huggingface_hub import from_pretrained_keras
+
+
+MODEL = from_pretrained_keras("jsolow/grubguesser")

src/huggingface_client/predict.py

@@ -0,0 +1,23 @@
+from .model import MODEL
+from .handler import handle_file, handle_url
+from .labels import CLASS_LABELS
+
+
+
+def predict_model(img_array, n_top_guesses:int = 10):
+    class_prob = MODEL.predict(img_array)
+    top_values_index = (-class_prob).argsort()[0][:n_top_guesses]
+    top_guesses = [CLASS_LABELS[i].title() for i in top_values_index]
+    return top_guesses
+
+
+def predict_file(file):
+    handled_array = handle_file(file)
+    return predict_model(handled_array)
+
+
+
+def predict_url(url: str):
+    handled_array = handle_url(url)
+    return predict_model(handled_array)
+

src/labels.txt

@@ -1,101 +0,0 @@
-Apple pie
-Baby back ribs
-Baklava
-Beef carpaccio
-Beef tartare
-Beet salad
-Beignets
-Bibimbap
-Bread pudding
-Breakfast burrito
-Bruschetta
-Caesar salad
-Cannoli
-Caprese salad
-Carrot cake
-Ceviche
-Cheesecake
-Cheese plate
-Chicken curry
-Chicken quesadilla
-Chicken wings
-Chocolate cake
-Chocolate mousse
-Churros
-Clam chowder
-Club sandwich
-Crab cakes
-Creme brulee
-Croque madame
-Cup cakes
-Deviled eggs
-Donuts
-Dumplings
-Edamame
-Eggs benedict
-Escargots
-Falafel
-Filet mignon
-Fish and chips
-Foie gras
-French fries
-French onion soup
-French toast
-Fried calamari
-Fried rice
-Frozen yogurt
-Garlic bread
-Gnocchi
-Greek salad
-Grilled cheese sandwich
-Grilled salmon
-Guacamole
-Gyoza
-Hamburger
-Hot and sour soup
-Hot dog
-Huevos rancheros
-Hummus
-Ice cream
-Lasagna
-Lobster bisque
-Lobster roll sandwich
-Macaroni and cheese
-Macarons
-Miso soup
-Mussels
-Nachos
-Omelette
-Onion rings
-Oysters
-Pad thai
-Paella
-Pancakes
-Panna cotta
-Peking duck
-Pho
-Pizza
-Pork chop
-Poutine
-Prime rib
-Pulled pork sandwich
-Ramen
-Ravioli
-Red velvet cake
-Risotto
-Samosa
-Sashimi
-Scallops
-Seaweed salad
-Shrimp and grits
-Spaghetti bolognese
-Spaghetti carbonara
-Spring rolls
-Steak
-Strawberry shortcake
-Sushi
-Tacos
-Takoyaki
-Tiramisu
-Tuna tartare
-Waffles

src/main.py

@@ -1,44 +0,0 @@
-from fastapi import FastAPI, UploadFile, File, HTTPException, status, Header
-from fastapi.responses import RedirectResponse
-
-from handler import handle_file, handle_url
-from predict import predict_model
-
-
-app = FastAPI()
-
-@app.get("/")
-async def docs_redirect():
-    return RedirectResponse(url='/docs')
-
-
-@app.get("/predict_url")
-async def predict_url(url: str):
-    model_input = handle_url(url)
-    model_output = predict_model(model_input)
-    return model_output
-
-
-@app.get("/healthcheck")
-async def healthcheck():
-    return {"status": "alive"}
-
-
-def validate_image_content(content_type: str = Header(...)):
-    """Require request MIME-type to be image/*"""
-
-    content_main_type = content_type.split("/")[0]
-    if content_main_type != "image":
-        raise HTTPException(
-            status.HTTP_415_UNSUPPORTED_MEDIA_TYPE,
-            f"Unsupported media type: {content_type}."
-            " It must be image/",
-        )
-
-
-@app.post("/predict_file")
-async def predict_file(upload_file: UploadFile = File(...)):
-    validate_image_content(upload_file.content_type)
-    model_input = handle_file(await upload_file.read())
-    model_output = predict_model(model_input)
-    return model_output

src/manage.py

@@ -0,0 +1,22 @@
+#!/usr/bin/env python
+"""Django's command-line utility for administrative tasks."""
+import os
+import sys
+
+
+def main():
+    """Run administrative tasks."""
+    os.environ.setdefault("DJANGO_SETTINGS_MODULE", "grubguesser.settings")
+    try:
+        from django.core.management import execute_from_command_line
+    except ImportError as exc:
+        raise ImportError(
+            "Couldn't import Django. Are you sure it's installed and "
+            "available on your PYTHONPATH environment variable? Did you "
+            "forget to activate a virtual environment?"
+        ) from exc
+    execute_from_command_line(sys.argv)
+
+
+if __name__ == "__main__":
+    main()

src/model.py

@@ -1,62 +0,0 @@
-import numpy as np
-from tensorflow.keras.utils import get_file
-from config import MODEL_HDF5_PATH
-
-
-with open("labels.txt", "r") as f:
-    LABELS = list(filter(None, f.read().split("\n")))
-
-
-
-def initialize_model():
-    # import the necessary packages
-    from tensorflow.keras.models import Sequential
-    from tensorflow.keras.layers import BatchNormalization
-    from tensorflow.keras.layers import Conv2D, MaxPooling2D
-    from tensorflow.keras.layers import Flatten, Dropout, Dense
-
-    # CONV => RELU => POOL
-    cnn = Sequential()
-    inputShape = (224, 224, 3)
-    chanDim = -1
-    classes = 101
-    # Sequence of Convolution (scan filters), BatchNormalization (normalize numbers),
-    #  MaxPooling (shrink tensor down), Dropout (prevent overfit)
-    cnn.add(
-        Conv2D(32, (3, 3), padding="same", input_shape=inputShape, activation="relu")
-    )
-    cnn.add(BatchNormalization(axis=chanDim))
-    cnn.add(MaxPooling2D(pool_size=(3, 3)))
-    cnn.add(Dropout(rate=0.25))
-    cnn.add(Conv2D(64, (3, 3), padding="same", activation="relu"))
-    cnn.add(BatchNormalization(axis=chanDim))
-    cnn.add(Conv2D(64, (3, 3), padding="same", activation="relu"))
-    cnn.add(BatchNormalization(axis=chanDim))
-    cnn.add(MaxPooling2D(pool_size=(2, 2)))
-    cnn.add(Dropout(rate=0.25))
-    cnn.add(Conv2D(128, (3, 3), padding="same", activation="relu"))
-    cnn.add(BatchNormalization(axis=chanDim))
-    cnn.add(Conv2D(128, (3, 3), padding="same", activation="relu"))
-    cnn.add(BatchNormalization(axis=chanDim))
-    cnn.add(MaxPooling2D(pool_size=(2, 2)))
-    cnn.add(Dropout(rate=0.25))
-    cnn.add(Flatten())
-    cnn.add(Dense(1024, activation="relu"))
-    cnn.add(BatchNormalization())
-    cnn.add(Dropout(rate=0.5))
-    # softmax classifier
-    cnn.add(Dense(classes, activation="softmax"))
-
-    return cnn
-
-
-CNN = initialize_model()
-
-
-CNN.load_weights(
-    get_file(
-        "weights.hdf5",
-        MODEL_HDF5_PATH,
-        cache_dir="."
-    )
-)

src/model_client.py

@@ -0,0 +1,31 @@
+from typing import List, Optional, Tuple, Union
+
+from django.core.files.uploadedfile import InMemoryUploadedFile, TemporaryUploadedFile
+
+import logging
+
+from huggingface_client.predict import predict_file, predict_url
+
+
+
+def get_color_labels(guesses: List[str], actual_label: Optional[str]) -> List[str]:
+    if not actual_label:
+        return ["white"] * len(guesses)
+    return ["lime" if x == actual_label else "white" for x in guesses]
+
+
+def url_image_vars(
+    input_img: Union[str, InMemoryUploadedFile, TemporaryUploadedFile], label: str
+) -> Tuple[List[str], List[str]]:
+    actual_label = label.title()
+    if isinstance(input_img, str):
+        top_guesses = predict_url(input_img)
+    elif isinstance(input_img, (InMemoryUploadedFile, TemporaryUploadedFile)):
+        input_img.seek(0)
+        top_guesses = predict_file(input_img.read())
+    else:
+        logging.error(f"Unknown input type: {type(input_img)=}")
+        top_guesses = ["Unknown Input Type", "", "", "", ""]
+    color_labels = get_color_labels(top_guesses, actual_label)
+    return top_guesses, color_labels
+

src/predict.py

@@ -1,10 +0,0 @@
-from model import CNN, LABELS
-
-
-
-def predict_model(img_array):
-    class_prob = CNN.predict(img_array)
-    top_values_index = (-class_prob).argsort()[0][:10]
-    top_guesses = [LABELS[i].title() for i in top_values_index]
-
-    return top_guesses

src/requirements.in

@@ -1,6 +1,10 @@
+django
+gunicorn
+requests
+numpy
+joblib
+whitenoise
+pillow
+transformers
 tensorflow
-fastapi
-uvicorn
 scikit-image
-numpy
-python-multipart

src/requirements.txt

@@ -8,25 +8,31 @@ absl-py==1.4.0
     # via
     #   tensorboard
     #   tensorflow
-anyio==3.6.2
-    # via starlette
+asgiref==3.7.1
+    # via django
 astunparse==1.6.3
     # via tensorflow
+backports-zoneinfo==0.2.1
+    # via django
 cachetools==5.3.0
     # via google-auth
 certifi==2023.5.7
     # via requests
 charset-normalizer==3.1.0
     # via requests
-click==8.1.3
-    # via uvicorn
-fastapi==0.95.2
+django==4.2.1
     # via -r requirements.in
-flatbuffers==23.5.9
+filelock==3.12.0
+    # via
+    #   huggingface-hub
+    #   transformers
+flatbuffers==23.5.26
     # via tensorflow
+fsspec==2023.5.0
+    # via huggingface-hub
 gast==0.4.0
     # via tensorflow
-google-auth==2.18.1
+google-auth==2.19.0
     # via
     #   google-auth-oauthlib
     #   tensorboard
@@ -38,24 +44,24 @@ grpcio==1.54.2
     # via
     #   tensorboard
     #   tensorflow
-h11==0.14.0
-    # via uvicorn
+gunicorn==20.1.0
+    # via -r requirements.in
 h5py==3.8.0
     # via tensorflow
+huggingface-hub==0.14.1
+    # via transformers
 idna==3.4
-    # via
-    #   anyio
-    #   requests
-imageio==2.28.1
+    # via requests
+imageio==2.29.0
     # via scikit-image
 importlib-metadata==6.6.0
     # via markdown
 jax==0.4.10
     # via tensorflow
+joblib==1.2.0
+    # via -r requirements.in
 keras==2.12.0
     # via tensorflow
-lazy-loader==0.2
-    # via scikit-image
 libclang==16.0.0
     # via tensorflow
 markdown==3.4.3
@@ -80,6 +86,7 @@ numpy==1.23.5
     #   tensorboard
     #   tensorflow
     #   tifffile
+    #   transformers
 oauthlib==3.2.2
     # via requests-oauthlib
 opt-einsum==3.3.0
@@ -88,13 +95,16 @@ opt-einsum==3.3.0
     #   tensorflow
 packaging==23.1
     # via
+    #   huggingface-hub
     #   scikit-image
     #   tensorflow
+    #   transformers
 pillow==9.5.0
     # via
+    #   -r requirements.in
     #   imageio
     #   scikit-image
-protobuf==4.23.1
+protobuf==4.23.2
     # via
     #   tensorboard
     #   tensorflow
@@ -104,23 +114,28 @@ pyasn1==0.5.0
     #   rsa
 pyasn1-modules==0.3.0
     # via google-auth
-pydantic==1.10.7
-    # via fastapi
-python-multipart==0.0.6
-    # via -r requirements.in
 pywavelets==1.4.1
     # via scikit-image
+pyyaml==6.0
+    # via
+    #   huggingface-hub
+    #   transformers
+regex==2023.5.5
+    # via transformers
 requests==2.30.0
     # via
+    #   -r requirements.in
+    #   huggingface-hub
     #   requests-oauthlib
     #   tensorboard
+    #   transformers
 requests-oauthlib==1.3.1
     # via google-auth-oauthlib
 rsa==4.9
     # via google-auth
-scikit-image==0.20.0
+scikit-image==0.19.3
     # via -r requirements.in
-scipy==1.9.1
+scipy==1.10.1
     # via
     #   jax
     #   scikit-image
@@ -130,10 +145,8 @@ six==1.16.0
     #   google-auth
     #   google-pasta
     #   tensorflow
-sniffio==1.3.0
-    # via anyio
-starlette==0.27.0
-    # via fastapi
+sqlparse==0.4.4
+    # via django
 tensorboard==2.12.3
     # via tensorflow
 tensorboard-data-server==0.7.0
@@ -148,23 +161,31 @@ termcolor==2.3.0
     # via tensorflow
 tifffile==2023.4.12
     # via scikit-image
+tokenizers==0.13.3
+    # via transformers
+tqdm==4.65.0
+    # via
+    #   huggingface-hub
+    #   transformers
+transformers==4.29.2
+    # via -r requirements.in
 typing-extensions==4.5.0
     # via
-    #   pydantic
-    #   starlette
+    #   asgiref
+    #   huggingface-hub
     #   tensorflow
 urllib3==1.26.15
     # via
     #   google-auth
     #   requests
-uvicorn==0.22.0
-    # via -r requirements.in
 werkzeug==2.3.4
     # via tensorboard
 wheel==0.40.0
     # via
     #   astunparse
     #   tensorboard
+whitenoise==6.4.0
+    # via -r requirements.in
 wrapt==1.14.1
     # via tensorflow
 zipp==3.15.0

src/run_app.sh

@@ -0,0 +1 @@
+python3 -m gunicorn grubguesser.wsgi --reload --workers=1 -b 0.0.0.0:7860

src/sample_list.txt

@@ -0,0 +1,1000 @@
+sample_images/fish_and_chips/1168170.jpg
+sample_images/chocolate_cake/259749.jpg
+sample_images/filet_mignon/1193043.jpg
+sample_images/ramen/503328.jpg
+sample_images/pancakes/3607557.jpg
+sample_images/clam_chowder/3412571.jpg
+sample_images/bruschetta/908968.jpg
+sample_images/frozen_yogurt/2032662.jpg
+sample_images/paella/1494747.jpg
+sample_images/pizza/3475871.jpg
+sample_images/oysters/142616.jpg
+sample_images/tuna_tartare/3624042.jpg
+sample_images/beef_carpaccio/3914142.jpg
+sample_images/hummus/1888173.jpg
+sample_images/baby_back_ribs/3446846.jpg
+sample_images/beef_tartare/3782956.jpg
+sample_images/falafel/94008.jpg
+sample_images/ceviche/2754053.jpg
+sample_images/ice_cream/1504172.jpg
+sample_images/edamame/3800272.jpg
+sample_images/dumplings/1517770.jpg
+sample_images/french_onion_soup/373134.jpg
+sample_images/baby_back_ribs/2032061.jpg
+sample_images/dumplings/513541.jpg
+sample_images/chicken_quesadilla/2738733.jpg
+sample_images/cannoli/2060152.jpg
+sample_images/red_velvet_cake/133541.jpg
+sample_images/fish_and_chips/475763.jpg
+sample_images/falafel/652718.jpg
+sample_images/fish_and_chips/55493.jpg
+sample_images/chicken_quesadilla/371885.jpg
+sample_images/shrimp_and_grits/188249.jpg
+sample_images/ceviche/3122438.jpg
+sample_images/eggs_benedict/3596887.jpg
+sample_images/spaghetti_carbonara/1546914.jpg
+sample_images/baklava/3009508.jpg
+sample_images/gyoza/3250513.jpg
+sample_images/pancakes/2226088.jpg
+sample_images/lasagna/976466.jpg
+sample_images/scallops/3192548.jpg
+sample_images/oysters/3391415.jpg
+sample_images/red_velvet_cake/3227242.jpg
+sample_images/greek_salad/3787249.jpg
+sample_images/foie_gras/556139.jpg
+sample_images/chocolate_cake/641521.jpg
+sample_images/fried_rice/1054627.jpg
+sample_images/pulled_pork_sandwich/2120438.jpg
+sample_images/greek_salad/359977.jpg
+sample_images/deviled_eggs/3395530.jpg
+sample_images/pizza/331644.jpg
+sample_images/macaroni_and_cheese/1692489.jpg
+sample_images/beignets/48150.jpg
+sample_images/french_onion_soup/3766155.jpg
+sample_images/onion_rings/321297.jpg
+sample_images/greek_salad/1961350.jpg
+sample_images/caesar_salad/2521424.jpg
+sample_images/chicken_curry/392185.jpg
+sample_images/bruschetta/829232.jpg
+sample_images/chocolate_mousse/3607716.jpg
+sample_images/onion_rings/2573722.jpg
+sample_images/cheesecake/3049427.jpg
+sample_images/cannoli/1628010.jpg
+sample_images/paella/2809000.jpg
+sample_images/tiramisu/3369477.jpg
+sample_images/cup_cakes/60474.jpg
+sample_images/shrimp_and_grits/1955741.jpg
+sample_images/french_fries/3586758.jpg
+sample_images/ramen/291516.jpg
+sample_images/huevos_rancheros/3606775.jpg
+sample_images/chocolate_mousse/60139.jpg
+sample_images/bibimbap/1952881.jpg
+sample_images/steak/2921355.jpg
+sample_images/eggs_benedict/3665428.jpg
+sample_images/bibimbap/3434800.jpg
+sample_images/huevos_rancheros/1800868.jpg
+sample_images/tiramisu/3412914.jpg
+sample_images/strawberry_shortcake/587263.jpg
+sample_images/carrot_cake/2183129.jpg
+sample_images/fried_rice/331282.jpg
+sample_images/nachos/1075209.jpg
+sample_images/panna_cotta/481801.jpg
+sample_images/bruschetta/239704.jpg
+sample_images/fish_and_chips/2192937.jpg
+sample_images/donuts/2804713.jpg
+sample_images/crab_cakes/2611772.jpg
+sample_images/shrimp_and_grits/899184.jpg
+sample_images/tuna_tartare/2014856.jpg
+sample_images/apple_pie/3746599.jpg
+sample_images/hot_and_sour_soup/3204149.jpg
+sample_images/croque_madame/195657.jpg
+sample_images/beef_tartare/2752297.jpg
+sample_images/fried_rice/2186269.jpg
+sample_images/crab_cakes/3068010.jpg
+sample_images/chicken_curry/1409451.jpg
+sample_images/baby_back_ribs/1873449.jpg
+sample_images/carrot_cake/2277561.jpg
+sample_images/pizza/212995.jpg
+sample_images/spaghetti_carbonara/1853583.jpg
+sample_images/pancakes/473383.jpg
+sample_images/prime_rib/2596724.jpg
+sample_images/ceviche/3143954.jpg
+sample_images/bruschetta/3718167.jpg
+sample_images/fried_calamari/2178804.jpg
+sample_images/nachos/1168757.jpg
+sample_images/pizza/1060407.jpg
+sample_images/onion_rings/890921.jpg
+sample_images/ice_cream/3743054.jpg
+sample_images/chicken_curry/3351502.jpg
+sample_images/bibimbap/548018.jpg
+sample_images/beet_salad/454409.jpg
+sample_images/pho/452762.jpg
+sample_images/grilled_cheese_sandwich/1551096.jpg
+sample_images/pulled_pork_sandwich/3703370.jpg
+sample_images/pho/1139062.jpg
+sample_images/hot_and_sour_soup/3177114.jpg
+sample_images/escargots/1224760.jpg
+sample_images/spaghetti_carbonara/1545299.jpg
+sample_images/churros/2537428.jpg
+sample_images/deviled_eggs/662604.jpg
+sample_images/lobster_bisque/1111396.jpg
+sample_images/chicken_wings/705250.jpg
+sample_images/ice_cream/3410886.jpg
+sample_images/baklava/1448425.jpg
+sample_images/huevos_rancheros/1287764.jpg
+sample_images/pizza/300157.jpg
+sample_images/macaroni_and_cheese/3008448.jpg
+sample_images/peking_duck/1012816.jpg
+sample_images/caprese_salad/1807742.jpg
+sample_images/pancakes/3900036.jpg
+sample_images/deviled_eggs/2122001.jpg
+sample_images/huevos_rancheros/613887.jpg
+sample_images/club_sandwich/1096667.jpg
+sample_images/paella/932110.jpg
+sample_images/cheesecake/1890669.jpg
+sample_images/ravioli/2878865.jpg
+sample_images/tacos/2893468.jpg
+sample_images/pad_thai/2227933.jpg
+sample_images/macaroni_and_cheese/2897942.jpg
+sample_images/caesar_salad/3244439.jpg
+sample_images/sashimi/2114915.jpg
+sample_images/grilled_salmon/3058966.jpg
+sample_images/carrot_cake/1389512.jpg
+sample_images/french_fries/2269039.jpg
+sample_images/fish_and_chips/64762.jpg
+sample_images/clam_chowder/21937.jpg
+sample_images/escargots/451050.jpg
+sample_images/french_onion_soup/3485582.jpg
+sample_images/huevos_rancheros/1979878.jpg
+sample_images/dumplings/2178767.jpg
+sample_images/waffles/549187.jpg
+sample_images/mussels/819222.jpg
+sample_images/ceviche/2565501.jpg
+sample_images/mussels/2625250.jpg
+sample_images/waffles/2834849.jpg
+sample_images/sashimi/2594076.jpg
+sample_images/chocolate_mousse/1622112.jpg
+sample_images/bread_pudding/1777993.jpg
+sample_images/fish_and_chips/820685.jpg
+sample_images/samosa/2773043.jpg
+sample_images/samosa/3125094.jpg
+sample_images/grilled_salmon/3237769.jpg
+sample_images/tacos/322915.jpg
+sample_images/baklava/2718099.jpg
+sample_images/oysters/3361558.jpg
+sample_images/ramen/3067372.jpg
+sample_images/spaghetti_bolognese/2494379.jpg
+sample_images/frozen_yogurt/3735306.jpg
+sample_images/tuna_tartare/2958593.jpg
+sample_images/churros/95272.jpg
+sample_images/grilled_salmon/2652526.jpg
+sample_images/pulled_pork_sandwich/1651676.jpg
+sample_images/chocolate_mousse/3449482.jpg
+sample_images/edamame/70117.jpg
+sample_images/ramen/753557.jpg
+sample_images/hamburger/577684.jpg
+sample_images/nachos/2232364.jpg
+sample_images/edamame/1620027.jpg
+sample_images/lobster_roll_sandwich/2177217.jpg
+sample_images/risotto/228300.jpg
+sample_images/creme_brulee/3315681.jpg
+sample_images/lobster_bisque/1008682.jpg
+sample_images/waffles/1676746.jpg
+sample_images/hot_dog/3495622.jpg
+sample_images/dumplings/323499.jpg
+sample_images/peking_duck/3027643.jpg
+sample_images/ice_cream/519165.jpg
+sample_images/omelette/3902864.jpg
+sample_images/hot_dog/2503827.jpg
+sample_images/garlic_bread/3697388.jpg
+sample_images/sushi/3325565.jpg
+sample_images/hummus/929626.jpg
+sample_images/french_onion_soup/3475000.jpg
+sample_images/pancakes/1800178.jpg
+sample_images/french_onion_soup/2656204.jpg
+sample_images/gnocchi/2605818.jpg
+sample_images/miso_soup/3919372.jpg
+sample_images/red_velvet_cake/2011498.jpg
+sample_images/edamame/70183.jpg
+sample_images/ceviche/953430.jpg
+sample_images/chicken_curry/390080.jpg
+sample_images/strawberry_shortcake/319500.jpg
+sample_images/takoyaki/1022404.jpg
+sample_images/lobster_roll_sandwich/283653.jpg
+sample_images/samosa/730084.jpg
+sample_images/caesar_salad/1369936.jpg
+sample_images/shrimp_and_grits/2797598.jpg
+sample_images/red_velvet_cake/569810.jpg
+sample_images/strawberry_shortcake/844054.jpg
+sample_images/ice_cream/2985290.jpg
+sample_images/caesar_salad/267740.jpg
+sample_images/tiramisu/3517382.jpg
+sample_images/takoyaki/3310286.jpg
+sample_images/lasagna/3098534.jpg
+sample_images/lasagna/3762742.jpg
+sample_images/frozen_yogurt/3550815.jpg
+sample_images/risotto/727450.jpg
+sample_images/gnocchi/3382390.jpg
+sample_images/red_velvet_cake/3317730.jpg
+sample_images/hamburger/1816650.jpg
+sample_images/bruschetta/2160577.jpg
+sample_images/paella/752587.jpg
+sample_images/huevos_rancheros/2609320.jpg
+sample_images/chocolate_mousse/2036876.jpg
+sample_images/frozen_yogurt/2738125.jpg
+sample_images/baby_back_ribs/1352978.jpg
+sample_images/carrot_cake/1452452.jpg
+sample_images/paella/964623.jpg
+sample_images/escargots/1902762.jpg
+sample_images/chicken_quesadilla/823085.jpg
+sample_images/lobster_bisque/2149820.jpg
+sample_images/chocolate_mousse/899470.jpg
+sample_images/cheese_plate/1358652.jpg
+sample_images/sushi/1676252.jpg
+sample_images/dumplings/2372842.jpg
+sample_images/nachos/3293771.jpg
+sample_images/caprese_salad/1847628.jpg
+sample_images/crab_cakes/2780770.jpg
+sample_images/ravioli/128223.jpg
+sample_images/chocolate_cake/3257568.jpg
+sample_images/chocolate_cake/2340379.jpg
+sample_images/donuts/3701283.jpg
+sample_images/risotto/1239465.jpg
+sample_images/bibimbap/1888221.jpg
+sample_images/edamame/2198173.jpg
+sample_images/pho/2844050.jpg
+sample_images/baklava/3455436.jpg
+sample_images/ramen/3295452.jpg
+sample_images/pancakes/2893734.jpg
+sample_images/croque_madame/1594573.jpg
+sample_images/steak/2685931.jpg
+sample_images/dumplings/514100.jpg
+sample_images/greek_salad/2772598.jpg
+sample_images/seaweed_salad/758365.jpg
+sample_images/chocolate_cake/71490.jpg
+sample_images/edamame/2545734.jpg
+sample_images/oysters/446176.jpg
+sample_images/pancakes/3608337.jpg
+sample_images/mussels/3118008.jpg
+sample_images/tacos/1983024.jpg
+sample_images/beef_tartare/1835611.jpg
+sample_images/pancakes/863585.jpg
+sample_images/oysters/3333073.jpg
+sample_images/caesar_salad/3716003.jpg
+sample_images/pho/3087779.jpg
+sample_images/foie_gras/1590207.jpg
+sample_images/hot_and_sour_soup/3824797.jpg
+sample_images/carrot_cake/869679.jpg
+sample_images/pizza/2572488.jpg
+sample_images/cannoli/3487659.jpg
+sample_images/caprese_salad/3049523.jpg
+sample_images/ramen/2598193.jpg
+sample_images/macaroni_and_cheese/3256717.jpg
+sample_images/edamame/453226.jpg
+sample_images/carrot_cake/664311.jpg
+sample_images/foie_gras/865452.jpg
+sample_images/french_toast/1349772.jpg
+sample_images/tiramisu/2473828.jpg
+sample_images/onion_rings/2322074.jpg
+sample_images/grilled_cheese_sandwich/2889391.jpg
+sample_images/foie_gras/3677569.jpg
+sample_images/ramen/398993.jpg
+sample_images/fried_calamari/3134017.jpg
+sample_images/tuna_tartare/3122272.jpg
+sample_images/clam_chowder/1601126.jpg
+sample_images/bruschetta/710425.jpg
+sample_images/sushi/2800107.jpg
+sample_images/crab_cakes/3468933.jpg
+sample_images/lasagna/3874120.jpg
+sample_images/ravioli/709670.jpg
+sample_images/fried_calamari/1389368.jpg
+sample_images/grilled_cheese_sandwich/1355521.jpg
+sample_images/bibimbap/3431728.jpg
+sample_images/greek_salad/54573.jpg
+sample_images/donuts/2702384.jpg
+sample_images/prime_rib/3025684.jpg
+sample_images/churros/3546196.jpg
+sample_images/caprese_salad/1502492.jpg
+sample_images/paella/2438403.jpg
+sample_images/macaroni_and_cheese/172982.jpg
+sample_images/grilled_salmon/3851924.jpg
+sample_images/filet_mignon/279236.jpg
+sample_images/macaroni_and_cheese/637469.jpg
+sample_images/pancakes/2829729.jpg
+sample_images/cheese_plate/878085.jpg
+sample_images/cannoli/726697.jpg
+sample_images/pancakes/2563821.jpg
+sample_images/baby_back_ribs/2897079.jpg
+sample_images/guacamole/2614565.jpg
+sample_images/gyoza/347465.jpg
+sample_images/macarons/2103619.jpg
+sample_images/pork_chop/1125422.jpg
+sample_images/foie_gras/1896875.jpg
+sample_images/bibimbap/3316386.jpg
+sample_images/pancakes/3642018.jpg
+sample_images/caprese_salad/3579079.jpg
+sample_images/samosa/3492341.jpg
+sample_images/ice_cream/1488989.jpg
+sample_images/edamame/1721784.jpg
+sample_images/steak/653303.jpg
+sample_images/strawberry_shortcake/3632935.jpg
+sample_images/churros/3513246.jpg
+sample_images/cheesecake/708439.jpg
+sample_images/gyoza/2388184.jpg
+sample_images/lobster_bisque/1262226.jpg
+sample_images/pulled_pork_sandwich/608734.jpg
+sample_images/edamame/1426533.jpg
+sample_images/samosa/1583992.jpg
+sample_images/chicken_quesadilla/3009173.jpg
+sample_images/frozen_yogurt/453269.jpg
+sample_images/edamame/2293007.jpg
+sample_images/caesar_salad/2269300.jpg
+sample_images/cheese_plate/654994.jpg
+sample_images/sushi/858157.jpg
+sample_images/paella/904487.jpg
+sample_images/samosa/626821.jpg
+sample_images/deviled_eggs/885350.jpg
+sample_images/tuna_tartare/568199.jpg
+sample_images/grilled_salmon/3601246.jpg
+sample_images/sashimi/1593443.jpg
+sample_images/spring_rolls/2776715.jpg
+sample_images/scallops/1036780.jpg
+sample_images/grilled_salmon/3732483.jpg
+sample_images/chocolate_mousse/2475136.jpg
+sample_images/garlic_bread/2500649.jpg
+sample_images/paella/1081232.jpg
+sample_images/spring_rolls/3725958.jpg
+sample_images/foie_gras/3473853.jpg
+sample_images/pork_chop/2560929.jpg
+sample_images/ice_cream/2040874.jpg
+sample_images/ceviche/2450809.jpg
+sample_images/omelette/1940523.jpg
+sample_images/panna_cotta/2616026.jpg
+sample_images/macarons/3323983.jpg
+sample_images/chicken_curry/2947167.jpg
+sample_images/gnocchi/1600493.jpg
+sample_images/dumplings/2385016.jpg
+sample_images/spaghetti_carbonara/154021.jpg
+sample_images/lobster_roll_sandwich/2486975.jpg
+sample_images/donuts/222806.jpg
+sample_images/poutine/2657558.jpg
+sample_images/beignets/2249116.jpg
+sample_images/omelette/2353178.jpg
+sample_images/cup_cakes/951611.jpg
+sample_images/crab_cakes/3504994.jpg
+sample_images/hot_dog/115411.jpg
+sample_images/omelette/955537.jpg
+sample_images/pork_chop/1071034.jpg
+sample_images/cup_cakes/137560.jpg
+sample_images/cheese_plate/1769785.jpg
+sample_images/pulled_pork_sandwich/800659.jpg
+sample_images/macarons/1075.jpg
+sample_images/ravioli/1155126.jpg
+sample_images/fried_rice/28981.jpg
+sample_images/fried_rice/3902013.jpg
+sample_images/oysters/1670024.jpg
+sample_images/filet_mignon/3144085.jpg
+sample_images/spaghetti_carbonara/3916536.jpg
+sample_images/cheese_plate/1597591.jpg
+sample_images/ice_cream/3135306.jpg
+sample_images/greek_salad/33170.jpg
+sample_images/pork_chop/1337951.jpg
+sample_images/huevos_rancheros/2854900.jpg
+sample_images/pork_chop/2751178.jpg
+sample_images/frozen_yogurt/801625.jpg
+sample_images/bibimbap/3622080.jpg
+sample_images/waffles/1554866.jpg
+sample_images/fried_rice/61401.jpg
+sample_images/gyoza/341182.jpg
+sample_images/breakfast_burrito/1318619.jpg
+sample_images/shrimp_and_grits/2540818.jpg
+sample_images/spring_rolls/732464.jpg
+sample_images/tiramisu/627976.jpg
+sample_images/lobster_roll_sandwich/2299697.jpg
+sample_images/club_sandwich/1290943.jpg
+sample_images/spaghetti_bolognese/2377001.jpg
+sample_images/seaweed_salad/2684780.jpg
+sample_images/seaweed_salad/627232.jpg
+sample_images/carrot_cake/2115502.jpg
+sample_images/lasagna/2555366.jpg
+sample_images/pho/2564969.jpg
+sample_images/guacamole/244609.jpg
+sample_images/cup_cakes/8898.jpg
+sample_images/paella/700738.jpg
+sample_images/chicken_quesadilla/3614780.jpg
+sample_images/risotto/3841341.jpg
+sample_images/beignets/657579.jpg
+sample_images/red_velvet_cake/2601161.jpg
+sample_images/ramen/1368561.jpg
+sample_images/lasagna/2664248.jpg
+sample_images/guacamole/496267.jpg
+sample_images/frozen_yogurt/1512742.jpg
+sample_images/waffles/1845952.jpg
+sample_images/tuna_tartare/3274262.jpg
+sample_images/caesar_salad/1700074.jpg
+sample_images/prime_rib/1917065.jpg
+sample_images/tiramisu/353454.jpg
+sample_images/carrot_cake/759507.jpg
+sample_images/escargots/3589932.jpg
+sample_images/waffles/2969913.jpg
+sample_images/strawberry_shortcake/574064.jpg
+sample_images/fried_calamari/1822912.jpg
+sample_images/nachos/1117309.jpg
+sample_images/donuts/3014911.jpg
+sample_images/strawberry_shortcake/81547.jpg
+sample_images/chicken_wings/2687060.jpg
+sample_images/escargots/81395.jpg
+sample_images/french_fries/885543.jpg
+sample_images/falafel/1579072.jpg
+sample_images/baklava/763258.jpg
+sample_images/hummus/1071114.jpg
+sample_images/hamburger/3563379.jpg
+sample_images/fish_and_chips/1961695.jpg
+sample_images/miso_soup/2702196.jpg
+sample_images/crab_cakes/2126255.jpg
+sample_images/gnocchi/1696103.jpg
+sample_images/sushi/988559.jpg
+sample_images/falafel/1264312.jpg
+sample_images/prime_rib/1570554.jpg
+sample_images/ice_cream/2769826.jpg
+sample_images/fish_and_chips/1563192.jpg
+sample_images/shrimp_and_grits/3890680.jpg
+sample_images/clam_chowder/3137442.jpg
+sample_images/spaghetti_bolognese/3215075.jpg
+sample_images/hamburger/398340.jpg
+sample_images/pulled_pork_sandwich/904515.jpg
+sample_images/cheesecake/2332717.jpg
+sample_images/pho/108075.jpg
+sample_images/lasagna/2467378.jpg
+sample_images/caesar_salad/1046195.jpg
+sample_images/lobster_roll_sandwich/946365.jpg
+sample_images/eggs_benedict/2496776.jpg
+sample_images/steak/3548389.jpg
+sample_images/seaweed_salad/1775079.jpg
+sample_images/shrimp_and_grits/1530531.jpg
+sample_images/tuna_tartare/90780.jpg
+sample_images/ice_cream/1482943.jpg
+sample_images/mussels/3113057.jpg
+sample_images/nachos/217585.jpg
+sample_images/dumplings/923590.jpg
+sample_images/caesar_salad/355980.jpg
+sample_images/chicken_wings/2573245.jpg
+sample_images/filet_mignon/2204089.jpg
+sample_images/lobster_bisque/813441.jpg
+sample_images/samosa/2111434.jpg
+sample_images/fried_calamari/601291.jpg
+sample_images/breakfast_burrito/3582859.jpg
+sample_images/falafel/1785678.jpg
+sample_images/paella/1297738.jpg
+sample_images/hot_dog/2295811.jpg
+sample_images/chicken_wings/644288.jpg
+sample_images/cheese_plate/1023521.jpg
+sample_images/eggs_benedict/2526121.jpg
+sample_images/prime_rib/2910802.jpg
+sample_images/macaroni_and_cheese/1825607.jpg
+sample_images/bruschetta/1018048.jpg
+sample_images/omelette/3125509.jpg
+sample_images/filet_mignon/2610109.jpg
+sample_images/beignets/3333828.jpg
+sample_images/edamame/814753.jpg
+sample_images/caprese_salad/129865.jpg
+sample_images/spaghetti_carbonara/1223435.jpg
+sample_images/cannoli/1087676.jpg
+sample_images/edamame/401098.jpg
+sample_images/cup_cakes/3685871.jpg
+sample_images/shrimp_and_grits/1078946.jpg
+sample_images/prime_rib/131503.jpg
+sample_images/deviled_eggs/546418.jpg
+sample_images/grilled_cheese_sandwich/3533671.jpg
+sample_images/club_sandwich/2256162.jpg
+sample_images/ravioli/722639.jpg
+sample_images/takoyaki/398037.jpg
+sample_images/chocolate_cake/2585626.jpg
+sample_images/mussels/3402102.jpg
+sample_images/pho/2001863.jpg
+sample_images/lasagna/3628964.jpg
+sample_images/tiramisu/909253.jpg
+sample_images/apple_pie/1514110.jpg
+sample_images/fried_calamari/80030.jpg
+sample_images/bread_pudding/375776.jpg
+sample_images/beef_tartare/948352.jpg
+sample_images/bibimbap/1117690.jpg
+sample_images/filet_mignon/3661944.jpg
+sample_images/ice_cream/580476.jpg
+sample_images/red_velvet_cake/153479.jpg
+sample_images/filet_mignon/1038503.jpg
+sample_images/nachos/2533863.jpg
+sample_images/club_sandwich/3298554.jpg
+sample_images/crab_cakes/1005068.jpg
+sample_images/grilled_salmon/2802649.jpg
+sample_images/bruschetta/1714870.jpg
+sample_images/escargots/2064789.jpg
+sample_images/falafel/1898638.jpg
+sample_images/fried_calamari/756355.jpg
+sample_images/filet_mignon/3608344.jpg
+sample_images/lasagna/2704381.jpg
+sample_images/red_velvet_cake/2593077.jpg
+sample_images/filet_mignon/2046519.jpg
+sample_images/shrimp_and_grits/552618.jpg
+sample_images/guacamole/2222704.jpg
+sample_images/edamame/1530694.jpg
+sample_images/sushi/1795747.jpg
+sample_images/clam_chowder/3399924.jpg
+sample_images/poutine/3073839.jpg
+sample_images/french_toast/95614.jpg
+sample_images/donuts/317068.jpg
+sample_images/chicken_curry/617523.jpg
+sample_images/ice_cream/3523878.jpg
+sample_images/chicken_curry/1351520.jpg
+sample_images/cannoli/1975469.jpg
+sample_images/huevos_rancheros/1510794.jpg
+sample_images/hamburger/2034553.jpg
+sample_images/panna_cotta/467863.jpg
+sample_images/caesar_salad/2877666.jpg
+sample_images/bruschetta/938199.jpg
+sample_images/lobster_bisque/517646.jpg
+sample_images/beef_carpaccio/898749.jpg
+sample_images/edamame/3181559.jpg
+sample_images/fried_rice/2349818.jpg
+sample_images/waffles/389675.jpg
+sample_images/dumplings/7421.jpg
+sample_images/french_onion_soup/297334.jpg
+sample_images/red_velvet_cake/1297812.jpg
+sample_images/baby_back_ribs/1495381.jpg
+sample_images/deviled_eggs/1970158.jpg
+sample_images/fried_calamari/38346.jpg
+sample_images/cannoli/1763885.jpg
+sample_images/club_sandwich/3900686.jpg
+sample_images/fish_and_chips/3589353.jpg
+sample_images/beef_tartare/2580153.jpg
+sample_images/french_fries/566728.jpg
+sample_images/french_fries/2838364.jpg
+sample_images/grilled_salmon/3922365.jpg
+sample_images/creme_brulee/2661416.jpg
+sample_images/poutine/2754839.jpg
+sample_images/croque_madame/2348177.jpg
+sample_images/fish_and_chips/1164299.jpg
+sample_images/greek_salad/233254.jpg
+sample_images/ice_cream/1756584.jpg
+sample_images/cup_cakes/1157931.jpg
+sample_images/huevos_rancheros/1691890.jpg
+sample_images/pho/2872388.jpg
+sample_images/creme_brulee/2960858.jpg
+sample_images/filet_mignon/256822.jpg
+sample_images/cannoli/1922681.jpg
+sample_images/eggs_benedict/900631.jpg
+sample_images/ceviche/597917.jpg
+sample_images/chocolate_mousse/1008451.jpg
+sample_images/fried_rice/2834370.jpg
+sample_images/grilled_salmon/3376638.jpg
+sample_images/filet_mignon/134179.jpg
+sample_images/escargots/3051922.jpg
+sample_images/chicken_wings/1220851.jpg
+sample_images/beet_salad/2199309.jpg
+sample_images/hummus/288902.jpg
+sample_images/caprese_salad/1375670.jpg
+sample_images/chicken_wings/726396.jpg
+sample_images/mussels/3471255.jpg
+sample_images/tacos/1737798.jpg
+sample_images/waffles/2923372.jpg
+sample_images/oysters/3814235.jpg
+sample_images/chicken_wings/2522049.jpg
+sample_images/peking_duck/907389.jpg
+sample_images/fried_rice/332814.jpg
+sample_images/ceviche/1716967.jpg
+sample_images/garlic_bread/471541.jpg
+sample_images/chicken_quesadilla/1872009.jpg
+sample_images/club_sandwich/797815.jpg
+sample_images/spaghetti_carbonara/2282781.jpg
+sample_images/french_fries/1394977.jpg
+sample_images/shrimp_and_grits/440236.jpg
+sample_images/edamame/1318975.jpg
+sample_images/baby_back_ribs/1150028.jpg
+sample_images/caesar_salad/1348525.jpg
+sample_images/gnocchi/3193637.jpg
+sample_images/nachos/101954.jpg
+sample_images/creme_brulee/47184.jpg
+sample_images/oysters/2635092.jpg
+sample_images/steak/66207.jpg
+sample_images/apple_pie/2214366.jpg
+sample_images/donuts/1536111.jpg
+sample_images/oysters/1044823.jpg
+sample_images/macarons/1529761.jpg
+sample_images/french_fries/2783225.jpg
+sample_images/gyoza/448142.jpg
+sample_images/seaweed_salad/967376.jpg
+sample_images/fish_and_chips/5705.jpg
+sample_images/oysters/2682469.jpg
+sample_images/fried_calamari/2397782.jpg
+sample_images/oysters/3865179.jpg
+sample_images/fried_rice/2872060.jpg
+sample_images/bread_pudding/3434169.jpg
+sample_images/gnocchi/2402288.jpg
+sample_images/hamburger/272642.jpg
+sample_images/cup_cakes/665426.jpg
+sample_images/strawberry_shortcake/2451314.jpg
+sample_images/apple_pie/2477191.jpg
+sample_images/cannoli/2535080.jpg
+sample_images/hot_dog/3142993.jpg
+sample_images/garlic_bread/3165078.jpg
+sample_images/breakfast_burrito/1000920.jpg
+sample_images/ceviche/442941.jpg
+sample_images/cheesecake/3278890.jpg
+sample_images/macarons/3798098.jpg
+sample_images/onion_rings/1949982.jpg
+sample_images/strawberry_shortcake/3626999.jpg
+sample_images/risotto/580259.jpg
+sample_images/grilled_cheese_sandwich/1475505.jpg
+sample_images/caesar_salad/1050382.jpg
+sample_images/sushi/3257589.jpg
+sample_images/macaroni_and_cheese/610691.jpg
+sample_images/macaroni_and_cheese/663594.jpg
+sample_images/beef_carpaccio/499131.jpg
+sample_images/hot_dog/76618.jpg
+sample_images/dumplings/3363745.jpg
+sample_images/hamburger/281733.jpg
+sample_images/pancakes/420861.jpg
+sample_images/creme_brulee/829640.jpg
+sample_images/grilled_salmon/1771963.jpg
+sample_images/fried_calamari/1123519.jpg
+sample_images/baby_back_ribs/2272205.jpg
+sample_images/tacos/1910630.jpg
+sample_images/cheesecake/2439835.jpg
+sample_images/baby_back_ribs/1005066.jpg
+sample_images/fried_calamari/3550738.jpg
+sample_images/club_sandwich/2643704.jpg
+sample_images/prime_rib/1283817.jpg
+sample_images/greek_salad/2151262.jpg
+sample_images/grilled_cheese_sandwich/1854869.jpg
+sample_images/panna_cotta/3562574.jpg
+sample_images/onion_rings/57508.jpg
+sample_images/bruschetta/2477638.jpg
+sample_images/panna_cotta/985635.jpg
+sample_images/fried_calamari/2007862.jpg
+sample_images/pizza/1220156.jpg
+sample_images/hamburger/2836933.jpg
+sample_images/hummus/339879.jpg
+sample_images/donuts/3049824.jpg
+sample_images/dumplings/3532122.jpg
+sample_images/pork_chop/1408421.jpg
+sample_images/chicken_curry/3050643.jpg
+sample_images/churros/2562650.jpg
+sample_images/club_sandwich/3582066.jpg
+sample_images/tuna_tartare/2116073.jpg
+sample_images/dumplings/3781725.jpg
+sample_images/tuna_tartare/3394841.jpg
+sample_images/carrot_cake/1070211.jpg
+sample_images/chicken_curry/205916.jpg
+sample_images/risotto/3668243.jpg
+sample_images/beef_tartare/2654675.jpg
+sample_images/eggs_benedict/3516091.jpg
+sample_images/ceviche/1584989.jpg
+sample_images/risotto/493827.jpg
+sample_images/ramen/1476274.jpg
+sample_images/cheese_plate/1777806.jpg
+sample_images/gyoza/1391144.jpg
+sample_images/churros/2037510.jpg
+sample_images/guacamole/1019363.jpg
+sample_images/steak/673127.jpg
+sample_images/fish_and_chips/2583722.jpg
+sample_images/tuna_tartare/3771542.jpg
+sample_images/caprese_salad/840906.jpg
+sample_images/hamburger/1317285.jpg
+sample_images/chicken_wings/44776.jpg
+sample_images/grilled_salmon/2023671.jpg
+sample_images/garlic_bread/1647989.jpg
+sample_images/poutine/2354170.jpg
+sample_images/french_toast/331736.jpg
+sample_images/red_velvet_cake/1373641.jpg
+sample_images/miso_soup/2699022.jpg
+sample_images/creme_brulee/216644.jpg
+sample_images/nachos/1568961.jpg
+sample_images/french_fries/2737860.jpg
+sample_images/fish_and_chips/1973869.jpg
+sample_images/macaroni_and_cheese/2177740.jpg
+sample_images/fried_calamari/1952068.jpg
+sample_images/steak/2619782.jpg
+sample_images/frozen_yogurt/1620424.jpg
+sample_images/poutine/2205207.jpg
+sample_images/baklava/1264253.jpg
+sample_images/cheese_plate/3106234.jpg
+sample_images/fish_and_chips/210499.jpg
+sample_images/tiramisu/538788.jpg
+sample_images/macaroni_and_cheese/2715762.jpg
+sample_images/panna_cotta/1710156.jpg
+sample_images/escargots/225653.jpg
+sample_images/bruschetta/2188008.jpg
+sample_images/macaroni_and_cheese/2449426.jpg
+sample_images/guacamole/3223459.jpg
+sample_images/ramen/326043.jpg
+sample_images/dumplings/3485502.jpg
+sample_images/crab_cakes/3670.jpg
+sample_images/shrimp_and_grits/3197830.jpg
+sample_images/cannoli/2985044.jpg
+sample_images/crab_cakes/70919.jpg
+sample_images/macaroni_and_cheese/714369.jpg
+sample_images/hot_dog/335113.jpg
+sample_images/beef_tartare/2265986.jpg
+sample_images/chicken_wings/76731.jpg
+sample_images/steak/690477.jpg
+sample_images/pancakes/359152.jpg
+sample_images/cheesecake/1092082.jpg
+sample_images/cheese_plate/3912932.jpg
+sample_images/club_sandwich/869999.jpg
+sample_images/caesar_salad/2593985.jpg
+sample_images/beef_tartare/1743614.jpg
+sample_images/apple_pie/1854241.jpg
+sample_images/seaweed_salad/1886174.jpg
+sample_images/gnocchi/330166.jpg
+sample_images/shrimp_and_grits/2030234.jpg
+sample_images/pizza/2003290.jpg
+sample_images/cannoli/2338677.jpg
+sample_images/gyoza/3245704.jpg
+sample_images/bread_pudding/3196664.jpg
+sample_images/foie_gras/3384537.jpg
+sample_images/lobster_bisque/2544717.jpg
+sample_images/mussels/1456992.jpg
+sample_images/takoyaki/2332481.jpg
+sample_images/beignets/957130.jpg
+sample_images/foie_gras/2949484.jpg
+sample_images/mussels/273189.jpg
+sample_images/risotto/1226468.jpg
+sample_images/garlic_bread/661873.jpg
+sample_images/prime_rib/842936.jpg
+sample_images/ramen/2339284.jpg
+sample_images/mussels/556142.jpg
+sample_images/churros/2371997.jpg
+sample_images/gyoza/2350002.jpg
+sample_images/escargots/329198.jpg
+sample_images/gnocchi/293829.jpg
+sample_images/apple_pie/1526484.jpg
+sample_images/caesar_salad/130246.jpg
+sample_images/lasagna/3609916.jpg
+sample_images/strawberry_shortcake/3043860.jpg
+sample_images/hamburger/85915.jpg
+sample_images/beignets/1242023.jpg
+sample_images/apple_pie/3720779.jpg
+sample_images/fish_and_chips/3635042.jpg
+sample_images/pho/898135.jpg
+sample_images/peking_duck/704368.jpg
+sample_images/ceviche/1469050.jpg
+sample_images/ice_cream/3532895.jpg
+sample_images/filet_mignon/3802696.jpg
+sample_images/pancakes/3816498.jpg
+sample_images/pad_thai/380868.jpg
+sample_images/seaweed_salad/365450.jpg
+sample_images/crab_cakes/2704452.jpg
+sample_images/pulled_pork_sandwich/272941.jpg
+sample_images/gyoza/2323610.jpg
+sample_images/beef_carpaccio/2224490.jpg
+sample_images/ceviche/3406403.jpg
+sample_images/panna_cotta/3413766.jpg
+sample_images/onion_rings/2727446.jpg
+sample_images/pancakes/1042445.jpg
+sample_images/cheesecake/2522718.jpg
+sample_images/peking_duck/1893881.jpg
+sample_images/bruschetta/3092131.jpg
+sample_images/takoyaki/3282391.jpg
+sample_images/french_toast/395267.jpg
+sample_images/apple_pie/812047.jpg
+sample_images/waffles/153584.jpg
+sample_images/baklava/1029051.jpg
+sample_images/sushi/1654256.jpg
+sample_images/hummus/709420.jpg
+sample_images/beef_tartare/683016.jpg
+sample_images/cheese_plate/3544634.jpg
+sample_images/frozen_yogurt/25464.jpg
+sample_images/fried_rice/855247.jpg
+sample_images/bread_pudding/3871497.jpg
+sample_images/escargots/3057366.jpg
+sample_images/lobster_roll_sandwich/962425.jpg
+sample_images/omelette/281036.jpg
+sample_images/deviled_eggs/1923960.jpg
+sample_images/hot_and_sour_soup/2760407.jpg
+sample_images/prime_rib/1520728.jpg
+sample_images/cup_cakes/206408.jpg
+sample_images/chicken_curry/1560488.jpg
+sample_images/beef_carpaccio/2502843.jpg
+sample_images/french_fries/3184259.jpg
+sample_images/tacos/1777864.jpg
+sample_images/hot_and_sour_soup/3174858.jpg
+sample_images/tiramisu/524973.jpg
+sample_images/pad_thai/788616.jpg
+sample_images/greek_salad/2004121.jpg
+sample_images/bread_pudding/120781.jpg
+sample_images/ravioli/655833.jpg
+sample_images/ceviche/2328743.jpg
+sample_images/pancakes/253922.jpg
+sample_images/mussels/1445945.jpg
+sample_images/hot_dog/2310992.jpg
+sample_images/pulled_pork_sandwich/2148902.jpg
+sample_images/huevos_rancheros/1920552.jpg
+sample_images/chocolate_mousse/2310232.jpg
+sample_images/pulled_pork_sandwich/3825873.jpg
+sample_images/beef_tartare/2884746.jpg
+sample_images/lobster_bisque/2358791.jpg
+sample_images/macaroni_and_cheese/3399102.jpg
+sample_images/sashimi/1070787.jpg
+sample_images/beef_carpaccio/1044312.jpg
+sample_images/baby_back_ribs/3581600.jpg
+sample_images/tiramisu/1662188.jpg
+sample_images/steak/912108.jpg
+sample_images/churros/776000.jpg
+sample_images/french_toast/3513889.jpg
+sample_images/pulled_pork_sandwich/992038.jpg
+sample_images/lobster_bisque/65607.jpg
+sample_images/pork_chop/3553986.jpg
+sample_images/shrimp_and_grits/1870791.jpg
+sample_images/baklava/558342.jpg
+sample_images/poutine/756270.jpg
+sample_images/ravioli/237327.jpg
+sample_images/seaweed_salad/2678051.jpg
+sample_images/cheese_plate/2967561.jpg
+sample_images/cheese_plate/33708.jpg
+sample_images/grilled_cheese_sandwich/1101184.jpg
+sample_images/lobster_bisque/3282626.jpg
+sample_images/frozen_yogurt/3266829.jpg
+sample_images/beef_carpaccio/3868777.jpg
+sample_images/ceviche/1863783.jpg
+sample_images/chocolate_cake/126340.jpg
+sample_images/samosa/1024186.jpg
+sample_images/baby_back_ribs/1427390.jpg
+sample_images/nachos/1710310.jpg
+sample_images/grilled_cheese_sandwich/2974529.jpg
+sample_images/fried_rice/2763606.jpg
+sample_images/crab_cakes/2724489.jpg
+sample_images/beet_salad/477056.jpg
+sample_images/cup_cakes/2387290.jpg
+sample_images/french_onion_soup/2729004.jpg
+sample_images/gnocchi/2746458.jpg
+sample_images/poutine/1215105.jpg
+sample_images/guacamole/346511.jpg
+sample_images/tacos/281538.jpg
+sample_images/tacos/3308866.jpg
+sample_images/edamame/3031267.jpg
+sample_images/cannoli/3830551.jpg
+sample_images/red_velvet_cake/3696503.jpg
+sample_images/lobster_roll_sandwich/785083.jpg
+sample_images/risotto/504168.jpg
+sample_images/prime_rib/1816297.jpg
+sample_images/lobster_bisque/2979039.jpg
+sample_images/bread_pudding/3058253.jpg
+sample_images/oysters/1717597.jpg
+sample_images/grilled_salmon/3149788.jpg
+sample_images/croque_madame/3556471.jpg
+sample_images/frozen_yogurt/647326.jpg
+sample_images/chocolate_mousse/1617802.jpg
+sample_images/onion_rings/2254620.jpg
+sample_images/falafel/3376916.jpg
+sample_images/cheesecake/3476761.jpg
+sample_images/takoyaki/377590.jpg
+sample_images/chicken_quesadilla/2364093.jpg
+sample_images/churros/3531551.jpg
+sample_images/poutine/3050934.jpg
+sample_images/hummus/2735302.jpg
+sample_images/ravioli/1290195.jpg
+sample_images/gyoza/3433423.jpg
+sample_images/gyoza/403076.jpg
+sample_images/caprese_salad/2930536.jpg
+sample_images/huevos_rancheros/3900589.jpg
+sample_images/creme_brulee/2000973.jpg
+sample_images/eggs_benedict/3792846.jpg
+sample_images/macaroni_and_cheese/3519796.jpg
+sample_images/croque_madame/3584334.jpg
+sample_images/bread_pudding/3333038.jpg
+sample_images/caesar_salad/1918486.jpg
+sample_images/poutine/1594696.jpg
+sample_images/macaroni_and_cheese/3155068.jpg
+sample_images/samosa/1088007.jpg
+sample_images/takoyaki/1161535.jpg
+sample_images/chicken_wings/1493300.jpg
+sample_images/filet_mignon/1666949.jpg
+sample_images/peking_duck/293439.jpg
+sample_images/cheese_plate/3293044.jpg
+sample_images/tiramisu/152790.jpg
+sample_images/carrot_cake/3889387.jpg
+sample_images/carrot_cake/2643464.jpg
+sample_images/macaroni_and_cheese/2760529.jpg
+sample_images/chicken_quesadilla/1994905.jpg
+sample_images/ravioli/2106789.jpg
+sample_images/grilled_cheese_sandwich/672855.jpg
+sample_images/grilled_cheese_sandwich/2520949.jpg
+sample_images/grilled_cheese_sandwich/3044491.jpg
+sample_images/sashimi/3670207.jpg
+sample_images/bread_pudding/1404136.jpg
+sample_images/prime_rib/1160521.jpg
+sample_images/filet_mignon/384251.jpg
+sample_images/caprese_salad/3352476.jpg
+sample_images/french_toast/2017411.jpg
+sample_images/creme_brulee/2766155.jpg
+sample_images/chicken_quesadilla/3731711.jpg
+sample_images/risotto/483749.jpg
+sample_images/poutine/3047736.jpg
+sample_images/churros/2697646.jpg
+sample_images/french_toast/253913.jpg
+sample_images/beef_tartare/3718617.jpg
+sample_images/onion_rings/774706.jpg
+sample_images/creme_brulee/3379434.jpg
+sample_images/pho/149799.jpg
+sample_images/grilled_cheese_sandwich/1484401.jpg
+sample_images/deviled_eggs/55117.jpg
+sample_images/strawberry_shortcake/397562.jpg
+sample_images/panna_cotta/3067767.jpg
+sample_images/french_toast/1606269.jpg
+sample_images/pancakes/3889048.jpg
+sample_images/macaroni_and_cheese/1027098.jpg
+sample_images/bread_pudding/3306095.jpg
+sample_images/red_velvet_cake/97406.jpg
+sample_images/bibimbap/573996.jpg
+sample_images/cheese_plate/564929.jpg
+sample_images/edamame/3432193.jpg
+sample_images/chocolate_mousse/1042851.jpg
+sample_images/cannoli/1982314.jpg
+sample_images/greek_salad/222202.jpg
+sample_images/gnocchi/3832332.jpg
+sample_images/frozen_yogurt/2720129.jpg
+sample_images/fish_and_chips/626758.jpg
+sample_images/garlic_bread/3177101.jpg
+sample_images/breakfast_burrito/3750414.jpg
+sample_images/macarons/3261547.jpg
+sample_images/ceviche/2013289.jpg
+sample_images/panna_cotta/3001135.jpg
+sample_images/hot_dog/1596409.jpg
+sample_images/caprese_salad/3753434.jpg
+sample_images/french_onion_soup/962989.jpg
+sample_images/samosa/1754253.jpg
+sample_images/pulled_pork_sandwich/985218.jpg
+sample_images/bread_pudding/1658714.jpg
+sample_images/caesar_salad/1655236.jpg
+sample_images/filet_mignon/2861763.jpg
+sample_images/miso_soup/3316198.jpg
+sample_images/waffles/1055825.jpg
+sample_images/sashimi/79501.jpg
+sample_images/ice_cream/669677.jpg
+sample_images/red_velvet_cake/195989.jpg
+sample_images/bibimbap/216516.jpg
+sample_images/scallops/986280.jpg
+sample_images/pancakes/3239937.jpg
+sample_images/chocolate_cake/2372754.jpg
+sample_images/bruschetta/552733.jpg
+sample_images/frozen_yogurt/1155025.jpg
+sample_images/shrimp_and_grits/433649.jpg
+sample_images/donuts/3234687.jpg
+sample_images/beef_carpaccio/3156761.jpg
+sample_images/french_toast/122362.jpg
+sample_images/creme_brulee/2271190.jpg
+sample_images/apple_pie/3809728.jpg
+sample_images/french_toast/2069063.jpg
+sample_images/filet_mignon/3270177.jpg
+sample_images/miso_soup/312662.jpg
+sample_images/cannoli/1220585.jpg
+sample_images/carrot_cake/3000921.jpg
+sample_images/gnocchi/343838.jpg
+sample_images/hot_dog/1154965.jpg
+sample_images/ice_cream/33485.jpg
+sample_images/beef_tartare/3780975.jpg
+sample_images/nachos/3554143.jpg
+sample_images/nachos/3234783.jpg
+sample_images/pork_chop/280765.jpg
+sample_images/bread_pudding/614955.jpg
+sample_images/baklava/120691.jpg
+sample_images/pho/2236360.jpg
+sample_images/carrot_cake/2524264.jpg
+sample_images/shrimp_and_grits/2025628.jpg
+sample_images/dumplings/2834398.jpg
+sample_images/frozen_yogurt/1666374.jpg
+sample_images/bread_pudding/2118042.jpg
+sample_images/french_fries/2858185.jpg
+sample_images/pork_chop/1597626.jpg
+sample_images/lobster_roll_sandwich/1309325.jpg
+sample_images/churros/3799876.jpg
+sample_images/cheesecake/972877.jpg
+sample_images/french_toast/1008722.jpg
+sample_images/carrot_cake/3354237.jpg
+sample_images/pho/344698.jpg
+sample_images/fried_calamari/735945.jpg
+sample_images/panna_cotta/2105260.jpg
+sample_images/sashimi/3090849.jpg
+sample_images/omelette/1019294.jpg
+sample_images/deviled_eggs/1446781.jpg
+sample_images/chicken_wings/2619083.jpg

src/sample_loader.py

@@ -0,0 +1,15 @@
+import numpy as np
+import os
+from typing import Tuple
+
+
+SAMPLE_IMAGE_S3_PATH = os.getenv("SAMPLE_IMAGE_S3_PATH", ".")
+
+
+def get_random_sample_image() -> Tuple[str, str]:
+    rnd_img_sub_path: str = np.random.choice(
+        np.loadtxt("sample_list.txt", dtype=object)
+    )
+    rnd_img = os.path.join(SAMPLE_IMAGE_S3_PATH, rnd_img_sub_path)
+    label = rnd_img.split("/")[-2].replace("_", " ").title()
+    return rnd_img, label

src/start.sh

@@ -1 +0,0 @@
-python3 -m uvicorn main:app --workers 1 --host 0.0.0.0 --port 7860