Building an AI-powered Image Generation Application with Django and OpenAI API
Integrate OpenAI API with Django to build an Image Generation App
In this blog, we will explore how to build an image generation app that utilizes the powerful OpenAI GPT-3 model to generate images based on the user’s input text. We will be using Django, a popular Python web framework, to build the application.
Table of Contents:
- Introduction
- Prerequisites
- Setting Up the Django Project and OpenAI API
- Creating the Image Generation App
- Building the Views and Templates
- Testing the Application
- Conclusion
Introduction
Image generation has become a popular application of machine learning, and OpenAI’s GPT-3 model has made it easier than ever to generate high-quality images based on textual input. In this tutorial, we will be building an image generation application that uses GPT-3 and Django to allow users to generate images based on their text input.
Prerequisites:
- Python 3. x
- Django framework
- OpenAI API key (for using GPT-3)
Setting Up the Django Project
To start, we will create a new Django project using the following command:
django-admin startproject image_generator
Creating the Image Generation App
Next, we will create a Django app called “api” to hold all the image generation functionality of our project.
python manage.py startproject api
We will also add this app to our project’s INSTALLED_APPS list in the settings.py file.
# Application definition
INSTALLED_APPS = [
"django.contrib.admin",
"django.contrib.auth",
"django.contrib.contenttypes",
"django.contrib.sessions",
"django.contrib.messages",
"django.contrib.staticfiles",
"api",
]
To obtain your OpenAI API key, please follow these steps:
- Go to the OpenAI website.
- Click on the “View” button to access your API keys.
- Create a new API key or access an existing one.
To use OpenAI’s GPT-3 model, we need to also install the OpenAI Python library using the following command:
pip install openai
We will create a model for our image generation app to store generated images along with their associated text input. This will allow users to view their previously generated images.
Building the Views and Templates
In this process, we will develop views and templates for our image generation application to enable users to enter their text and generate images accordingly.
views.py
# views.py
import openai
from PIL import Image
import requests
from django.http import HttpResponse
from django.shortcuts import render
openai.api_key = 'Your API Key '
import openai
def generate_image(request):
text_input = request.GET.get('text_input')
image_url = None
if text_input is not None:
if '\n' in text_input:
prompt = text_input
else:
features_input = request.GET.get('features_input')
if features_input is not None:
prompt = f"{text_input}\n{features_input}"
else:
prompt = text_input
response = openai.Image.create(
prompt=prompt,
n=1,
size='512x512',
)
image_url = response['data'][0]['url']
context = {'image_url': image_url}
return render(request, 'generate.html', context)
The code in the views.pyis responsible for handling the logic behind the image generation process. It first imports the necessary modules and libraries, such as the OpenAI API key and the Django HttpResponse library.
It then defines a function named generate_image that retrieves the user input from the HTML form, sends it to the OpenAI API to generate an image, and returns a HttpResponse containing the generated image.
urls.py
from django.urls import path
from . import views
urlpatterns = [
path('', views.generate_image, name='generate_image'),
]
This urls.pyabove defines the URL patterns for the app in a Django project. It imports the path function from the ‘django.urls’ module and the ‘views’ module from the current package.
It then creates a list of URL patterns using the ‘urlpatterns’ variable. The single URL pattern defined in this code uses an empty string as the URL path and maps it to the ‘generate_image’ function in the ‘views’ module.
templates/generate.html
<!DOCTYPE html>
<html>
<head>
<title>Generate Image</title>
<style>
* {
box-sizing: border-box;
}
body {
font-family: Arial, sans-serif;
background-color: #eee;
margin: 0;
display: flex;
justify-content: center;
align-items: center;
height: 100vh;
}
.chat {
max-width: 600px;
margin: 0 auto;
background-color: #fff;
border: 1px solid #ccc;
box-shadow: 0 0 10px rgba(0, 0, 0, 0.1);
height: 100%;
display: flex;
flex-direction: column;
}
.chat-header {
background-color: #075E54;
color: #fff;
padding: 10px;
display: flex;
align-items: center;
justify-content: space-between;
}
.chat-header h3 {
margin: 0;
font-size: 18px;
}
.chat-messages {
flex: 1;
overflow-y: scroll;
padding: 10px;
}
.chat-message {
display: flex;
margin-bottom: 20px;
max-width: 70%;
}
.chat-message img {
max-width: 100%;
}
.chat-message-content {
background-color: #DCF8C6;
color: #000;
border-radius: 10px;
padding: 10px;
margin-left: 10px;
font-size: 16px;
word-wrap: break-word;
line-height: 1.5;
box-shadow: 0 0 10px rgba(0, 0, 0, 0.1);
position: relative;
}
.chat-message-content::before {
content: "";
display: block;
position: absolute;
top: 50%;
left: -10px;
width: 0;
height: 0;
border-top: 10px solid transparent;
border-bottom: 10px solid transparent;
border-right: 10px solid #DCF8C6;
transform: translateY(-50%);
}
.chat-input {
display: flex;
align-items: center;
padding: 10px;
background-color: #F4F4F4;
border-top: 1px solid #ccc;
position: fixed;
bottom: 0;
left: 0;
width: 100%;
}
.chat-input button[type="submit"] {
padding: 10px 20px;
background-color: #075E54;
color: #fff;
border: none;
font-size: 16px;
cursor: pointer;
transition: background-color 0.3s ease-in-out;
}
.chat-input button[type="submit"]:hover {
background-color: #044C39;
</style
</head>
<body>
<div class="chatbot">
<br><br>
<div class="messages">
<div class="message">
<p>Hello, how can I help you today?</p>
</div>
</div>
<form method="get" action="{% url 'generate_image' %}">
<input type="text" name="text_input" placeholder="generate your image here..." width="20px">
<button >Generate</button>
</form>
{% if image_url %}
<div class="messages">
<div class="message">
<p><img src="{{ image_url }}"></p>
</div>
</div>
{% endif %}
</div>
</body>
</html>
The generate.htmlcode is the HTML file that creates the app interface with an input field and a “Generate” button. Users can enter text in the input field to generate an image, and the image will be displayed in the interface.
The interface is styled using CSS, with a background color, font style, and layout for the different elements in the template.
Testing the Application
to test our application, we will run the Django server and generate a few images based on a user input text.
Conclusion
In this tutorial, we have explored how to build an image generation application that uses OpenAI’s GPT-3 model to generate images based on user text input. We have also covered the entire process, from setting up the Django project to creating the image generation app and building the views and templates. With this application, users can easily generate high-quality images based on their text input, opening up new possibilities in the world of image generation.
you can clone and download the complete project here
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