Add django app

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 ["python3", "-m", "gunicorn", "grubguesser.wsgi", "--reload", "--workers=1, "--host", "0.0.0.0", "--port", "7860"]

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.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/labels.txt

@@ -0,0 +1,101 @@
+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/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_client.py

@@ -0,0 +1,92 @@
+from time import time
+from typing import List, Optional, Tuple, Union
+import json
+import os
+import requests
+from urllib.parse import urljoin
+
+from django.core.files.uploadedfile import InMemoryUploadedFile, TemporaryUploadedFile
+
+import logging
+
+
+MODEL_ENDPOINT_URL = os.getenv("MODEL_ENDPOINT_URL", "https://0.0.0.0:2000")
+
+
+def try_make_request(request_kwargs, request_type: str):
+    try:
+        request_kwargs["timeout"] = 3
+        if request_type.lower() == "get":
+            response = requests.get(**request_kwargs)
+        elif request_type.lower() == "post":
+            response = requests.post(**request_kwargs)
+        else:
+            raise Exception("Request Type not Supported.  Only get, post supported.")
+
+        return json.loads(response.content)
+    except requests.exceptions.ConnectionError:
+        logging.warning("Failed Model prediction", exc_info=True)
+        return ["Image Failed to Predict", "Try Another Image", "", "", ""]
+    except Exception:
+        logging.warning("Failed Model prediction", exc_info=True)
+        return ["Image Failed to Predict", "Try Another Image", "", "", ""]
+
+
+def predict_url(url: str) -> List[str]:
+    params = {"url": url}
+    headers = {"content-type": "application/json", "Accept-Charset": "UTF-8"}
+    request_url = urljoin(MODEL_ENDPOINT_URL, "predict_url")
+    request_kwargs = dict(url=request_url, params=params, headers=headers)
+    return try_make_request(request_kwargs, "get")
+
+
+def predict_file(image_file) -> List[str]:
+    image_file.seek(0)
+    file_ob = {
+        "upload_file": (image_file.name, image_file.read(), image_file.content_type)
+    }
+    request_url = urljoin(MODEL_ENDPOINT_URL, "predict_file")
+    request_kwargs = dict(url=request_url, files=file_ob)
+    return try_make_request(request_kwargs, "post")
+
+
+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 not is_healthy():
+        logging.error("Model failed healthcheck")
+        top_guesses = ["Model Offline", "Try Again Later", "", "", ""]
+    elif isinstance(input_img, str):
+        top_guesses = predict_url(input_img)
+    elif isinstance(input_img, (InMemoryUploadedFile, TemporaryUploadedFile)):
+        top_guesses = predict_file(input_img)
+    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
+
+
+def is_healthy() -> bool:
+    request_url = urljoin(MODEL_ENDPOINT_URL, "healthcheck")
+    try:
+        response = requests.get(url=request_url, timeout=1)
+    except Exception:
+        logging.error("Failed to make healthcheck request")
+        return False
+    if response.status_code == 200:
+        try:
+            response_content = json.loads(response.content)
+        except Exception:
+            logging.error("Failed to load healthcheck content")
+            return False
+        if response_content == {"status": "alive"}:
+            return True
+    return False

src/requirements.in

@@ -1,6 +1,8 @@
-tensorflow
-fastapi
-uvicorn
-scikit-image
+django
+gunicorn
+requests
 numpy
-python-multipart
+joblib
+whitenoise
+pillow
+transformers

src/requirements.txt

@@ -4,171 +4,69 @@
 #
 #    pip-compile --resolver=backtracking requirements.in
 #
-absl-py==1.4.0
-    # via
-    #   tensorboard
-    #   tensorflow
-anyio==3.6.2
-    # via starlette
-astunparse==1.6.3
-    # via tensorflow
-cachetools==5.3.0
-    # via google-auth
+asgiref==3.7.1
+    # via django
+backports-zoneinfo==0.2.1
+    # via django
 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
-    # via tensorflow
-gast==0.4.0
-    # via tensorflow
-google-auth==2.18.1
-    # via
-    #   google-auth-oauthlib
-    #   tensorboard
-google-auth-oauthlib==1.0.0
-    # via tensorboard
-google-pasta==0.2.0
-    # via tensorflow
-grpcio==1.54.2
+filelock==3.12.0
     # via
-    #   tensorboard
-    #   tensorflow
-h11==0.14.0
-    # via uvicorn
-h5py==3.8.0
-    # via tensorflow
+    #   huggingface-hub
+    #   transformers
+fsspec==2023.5.0
+    # via huggingface-hub
+gunicorn==20.1.0
+    # via -r requirements.in
+huggingface-hub==0.14.1
+    # via transformers
 idna==3.4
-    # via
-    #   anyio
-    #   requests
-imageio==2.28.1
-    # via scikit-image
-importlib-metadata==6.6.0
-    # via markdown
-jax==0.4.10
-    # via tensorflow
-keras==2.12.0
-    # via tensorflow
-lazy-loader==0.2
-    # via scikit-image
-libclang==16.0.0
-    # via tensorflow
-markdown==3.4.3
-    # via tensorboard
-markupsafe==2.1.2
-    # via werkzeug
-ml-dtypes==0.1.0
-    # via jax
-networkx==3.1
-    # via scikit-image
+    # via requests
+joblib==1.2.0
+    # via -r requirements.in
 numpy==1.23.5
     # via
     #   -r requirements.in
-    #   h5py
-    #   imageio
-    #   jax
-    #   ml-dtypes
-    #   opt-einsum
-    #   pywavelets
-    #   scikit-image
-    #   scipy
-    #   tensorboard
-    #   tensorflow
-    #   tifffile
-oauthlib==3.2.2
-    # via requests-oauthlib
-opt-einsum==3.3.0
-    # via
-    #   jax
-    #   tensorflow
+    #   transformers
 packaging==23.1
     # via
-    #   scikit-image
-    #   tensorflow
+    #   huggingface-hub
+    #   transformers
 pillow==9.5.0
-    # via
-    #   imageio
-    #   scikit-image
-protobuf==4.23.1
-    # via
-    #   tensorboard
-    #   tensorflow
-pyasn1==0.5.0
-    # via
-    #   pyasn1-modules
-    #   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
-requests==2.30.0
+pyyaml==6.0
     # via
-    #   requests-oauthlib
-    #   tensorboard
-requests-oauthlib==1.3.1
-    # via google-auth-oauthlib
-rsa==4.9
-    # via google-auth
-scikit-image==0.20.0
-    # via -r requirements.in
-scipy==1.9.1
-    # via
-    #   jax
-    #   scikit-image
-six==1.16.0
+    #   huggingface-hub
+    #   transformers
+regex==2023.5.5
+    # via transformers
+requests==2.30.0
     # via
-    #   astunparse
-    #   google-auth
-    #   google-pasta
-    #   tensorflow
-sniffio==1.3.0
-    # via anyio
-starlette==0.27.0
-    # via fastapi
-tensorboard==2.12.3
-    # via tensorflow
-tensorboard-data-server==0.7.0
-    # via tensorboard
-tensorflow==2.12.0
+    #   -r requirements.in
+    #   huggingface-hub
+    #   transformers
+sqlparse==0.4.4
+    # via django
+tokenizers==0.13.3
+    # via transformers
+tqdm==4.65.0
+    # via
+    #   huggingface-hub
+    #   transformers
+transformers==4.29.2
     # via -r requirements.in
-tensorflow-estimator==2.12.0
-    # via tensorflow
-tensorflow-io-gcs-filesystem==0.32.0
-    # via tensorflow
-termcolor==2.3.0
-    # via tensorflow
-tifffile==2023.4.12
-    # via scikit-image
 typing-extensions==4.5.0
     # via
-    #   pydantic
-    #   starlette
-    #   tensorflow
+    #   asgiref
+    #   huggingface-hub
 urllib3==1.26.15
-    # via
-    #   google-auth
-    #   requests
-uvicorn==0.22.0
+    # via requests
+whitenoise==6.4.0
     # via -r requirements.in
-werkzeug==2.3.4
-    # via tensorboard
-wheel==0.40.0
-    # via
-    #   astunparse
-    #   tensorboard
-wrapt==1.14.1
-    # via tensorflow
-zipp==3.15.0
-    # via importlib-metadata
 
 # The following packages are considered to be unsafe in a requirements file:
 # setuptools

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
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+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
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+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
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+sample_images/filet_mignon/384251.jpg
+sample_images/caprese_salad/3352476.jpg
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+sample_images/creme_brulee/2766155.jpg
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+sample_images/french_toast/253913.jpg
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+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
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+sample_images/pancakes/3889048.jpg
+sample_images/macaroni_and_cheese/1027098.jpg
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+sample_images/red_velvet_cake/97406.jpg
+sample_images/bibimbap/573996.jpg
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+sample_images/edamame/3432193.jpg
+sample_images/chocolate_mousse/1042851.jpg
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+sample_images/fish_and_chips/626758.jpg
+sample_images/garlic_bread/3177101.jpg
+sample_images/breakfast_burrito/3750414.jpg
+sample_images/macarons/3261547.jpg
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+sample_images/samosa/1754253.jpg
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+sample_images/bread_pudding/1658714.jpg
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+sample_images/waffles/1055825.jpg
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+sample_images/carrot_cake/3000921.jpg
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+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