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:

  1. Go to the OpenAI website.
  2. Click on the “View” button to access your API keys.
  3. 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

Comments

  • Wheesltof said:
    • krys foxy porn drunk stepsister porn best japanese porn horror porn video little dick gay porn steaming porn incest anal porn fresh porn videos free porn sex videos vaneyoga porn five nights at freddy's porn addison grey porn paola saulino porn former porn stars isabella dos santos porn <a href=https://xperiaprotection.ru/>hot teen porn video </a> zatch bell porn minecraft girl porn big titty porn daphne rosen hd porn asain women porn free oldyoung porn big butt black women porn billy and mandy porn dj hannah b porn bank robbery porn porn memes tumblr boner porn leggins porn ben 10 sultry summer porn comic black amuter porn <a href=https://xperiaprotection.ru/>free black shemale porn </a> transguy porn sons girlfriend porn kayla synz porn andi james porn videos gay beast porn leone porn rossi porn asian cumshot porn free amateur gay porn charley hart porn gina valentina porn pics brother sister roleplay porn sylvia porn phat black porn riding porn videos <a href=https://vslibrary.ru/>xvideos com porn </a> latina sex porn kayla clement porn resident evil 5 sheva porn animated girl porn lesbian porn tube dwarf girl porn eloa lombard porn rimming porn stroke porn captioned porn tumblr government porn bailee madison porn full length porn parodies bobby clark gay porn twink porn free <a href=https://toner-ru.ru/>superhead porn videos </a> jordy porn 100000 porn videos foamy the squirrel porn young masturbation porn erica lauren porn pics glamour porn hd succubus vr porn bfwm porn diaper pooping porn porn star titties elisse porn sydney hail porn scat porn brutal porn sites beetlejuice porn <a href=https://mbou5.ru/>ebony shit porn </a> missy mae porn pics best teen porn tumblr footjob porn games hot henti porn brazzers yoga porn amatuer porn tube porn gig gina rome porn porn star wars anime porn naruto skitty porn king nasir porn vane yoga porn top asian porn site highest rated porn movies real homemade gay porn porn database anime porn star lesbian crush porn haiti porn jack off porn porn hub blowjob hardcore porn movie horse mask porn whats a porn vanessa videl porn melissa monet porn videos gay machine porn tube porn film melons porn tube men at play porn gay black porn site levi ackerman porn high def porn video nudist porn videos banger bros porn mlp animated porn eskimo porn white slave porn uc irvine porn great porn gifs chunky milf porn nikita porn star how do i stop watching porn how to find porn on imgur matty porn paige turnah hd porn best free shemale porn porn male ben bateman porn porn exgirlfriend porn movie you tube porn nub porn download app manyuu hikenchou porn
    • Posted on Oct. 17, 2023, 2:39 p.m.
    • Reply
    • 0 replies

  • BigDick_Mbou5tof said:
    • climax porn jizzle porn shimiken porn juzinha porn slave punishment porn laney grey porn asian selfie porn play porn video bill henson gay porn vixen porn video butt3rflyforu porn dogs fucking women porn angelina graovac porn latin rose porn big titty goth gf porn <a href=http://mbou5.ru/>healslut porn </a> psychology porn gay porn myvidster porn fat women boy to girl porn amature mom son porn amouranth porn video indian summer porn bellringers porn porn hub hoodie real mother porn ahsoka porn indian taboo porn big boob women porn porn video streamin bondage porn pic <a href=https://mbou5.ru/>massage room porn </a> voyeur porn sites reddit gif porn black lesbian porn gif public lesbian porn lingerie model porn vintage interracial porn headmaster porn porn star vids brandi sparks porn porn bhb porn movie covers imani porn las vegas gay porn bbw midget porn frank the tank porn <a href=https://mbou5.ru/>taboo teen porn </a> first person porn gif cheyenne hunter porn league porn karina grand porn loli porn comics lesbian chloro porn gay porn movies fanfic porn doggy style porn ultrawoman porn hermaphrodite porn stars disney world porn virgin creampie porn twistedgrim porn male milking porn <a href=http://mbou5.ru/>360 degree video porn </a> deep porn porn sex tubes www.free mobile porn wife's hot friend porn katawa shoujo porn amateur zoo porn hd cartoon porn porn tf2 sophie perez porn besella porn ball slapping porn teen cock porn xray porn mamamoo porn ice cream porn <a href=https://mbou5.ru/>best porn stars of 2015 </a> tera cox porn bbw big ass porn wenona porn star lili porn sleeping mom son porn rainbow kiss porn zelda and link porn asain porn site small teen porn tube kaisa nord porn ebony teacher porn interracial porn amateur ree petra porn oldje.com porn yaoi porn comic gay dude porn aunt nephew porn bella rey porn maria bello porn black nipples porn porn video twitter sexy gay latino porn consensual porn gru porn hd porn solo russian lolita porn chica boom porn violet summers porn pics does porn cause premature ejaculation asian anal porn katarina rina porn free celebrity porn movies free beast porn moms teach sex porn elizabeth evans porn porn in space fluffer porn videos full length porn carla gugino porn creator of porn chinese interracial porn big white dicks porn porn video downloader dxd porn free hardcore porn download puffy porn little girl pussy porn adrian maya porn hawaiian amateur porn sissy porn video free porn wife nude porn sites mia malkova free porn porn greatest amateur porn casting
    • Posted on Oct. 18, 2023, 4:40 p.m.
    • Reply
    • 0 replies

  • BigDick_Mbou5tof said:
    • homemade mom son porn tit slapping porn young small porn naked anime porn cartoon animated porn porn for married couples pfree porn negative effects of porn job porn super crown porn naked girl porn tumblr porn masturbation precum porn black amatuer homemade porn sexy aunty porn <a href=http://mbou5.ru/>rhyheim gay porn </a> adolescente porn teens do porn lacey chabert porn clarissa porn real son and mom porn fallout ghoul porn sisters feet porn r6 caveira porn teacher of magic porn taxi cab porn vr asian porn ferret porn pure bbw porn tsunade naruto porn chanel preston porn pics <a href=http://mbou5.ru/>chandler knight porn </a> gay porn full videos hard core black porn erik drda porn hollywood porn actress does porn cause social anxiety kissmefirst porn whore porn play porn xxx porn tube videos asian jav porn june lovejoy porn young vintage porn mom son vacation porn pinky squirt porn live porn apps <a href=http://mbou5.ru/>redtube porn stars </a> don t cum inside me porn celestia vega first porn linda ray porn jenifer porn sister blackmail porn british joi porn retro nurse porn fucking my sister porn fox girl porn bbc porn hub caramel kitten porn porn jigsaw puzzles ohio porn hadise porn mileena kane porn <a href=http://mbou5.ru/>ashley blue porn </a> smoking pregnant porn granny asian porn blonde yoga porn rfc porn safe and free porn free porn vidios best step porn ceara lynch porn throat porn porn trabajo top ten porn sites sprite porn xxx teen porn movies april snow porn relaxing porn <a href=http://mbou5.ru/>barely legal amateur porn </a> anime public porn adrien agreste porn pamela anderson porn cam videos porn passionate interracial porn girls do porn episode guide free webcam porn gay growth porn feeling porn freaks porn strippers porn video tiny forced porn sister inlaw porn stomach porn teens porn film asia carerra porn isa mazzei porn girls do porn 390 large labia porn poke abby porn reluctant blowjob porn hood thot porn teen titans porn comic dave navarro porn muff porn amateur reddit porn hardcore indian porn couch porn gif free grandma porn japanesse porn fortnite porn cuddle team leader casey stone porn xxx hard core porn country gay porn fnaf chica porn majol porn family guy porn mom seduces son porn giselle palmer porn porn animators lee porn elsa and anna porn isabelle goncalves porn charlotte flair porn massage seduction porn weaboo porn free lesbian grinding porn lilit a porn deca anabolic onionbooty porn richie black porn star porn bot arg autumn falls porn hub japanese porn cartoons orgy porn movies
    • Posted on Oct. 22, 2023, 5:07 a.m.
    • Reply
    • 0 replies

  • BigDick_Mbou5tof said:
    • brielleday porn girls do porn 292 sweet ass porn thai bar girl porn new hd porn tube gay porn stealth first time fuck porn kenzie madison porn demi lowe porn the upper floor porn shoplifter porn full silvia santez porn girls do porn 195 lily love porn pics margaret nolan porn <a href=http://mbou5.ru/>newivy porn </a> sylvester stallone porn real insest porn black ebony homemade porn asian teen porn gifs porn in the morning summer saga porn goldie ray porn gay dildo porn missbnasty porn thick thigh asian porn hd porn stream cutest porn stars ebony porn xnxx jessica creepshow porn reparations porn <a href=http://mbou5.ru/>brother sister cartoon porn </a> free porn sites reddit porn games sites octodad porn jasmin spice porn free porn cum inside communist porn porn viagra rape porn xxx garrett ross revenge porn cartoon porn 8 vr riding porn neck fetish porn porn steven universe the matrix porn velma cosplay porn <a href=http://mbou5.ru/>blonde milf porn gif </a> horror porn tumblr porn back kingaura porn making of gay porn chrissy nova porn mature mom porn videos floppy tits porn trade gay porn beautiful couple porn download hd porn movies derek parker porn ebony porn lesbians free porn hd videos mikomi hokina porn porn grey <a href=http://mbou5.ru/>nipple insertion porn </a> over 60 porn kfc porn diana vazquez porn nat foxx porn fantsy porn jet setting jasmine porn vicats porn bald pussy porn harmony bliss porn which of the following statements about anabolic steroids is false? free porn 2021 carmen electra porn vid dopamine porn sex porn video old woman and young man porn <a href=https://mbou5.ru/>black slave rape porn </a> sharing is caring porn hermaphrodites porn pictures 3d anaglyphic porn remastered porn addicted to porn war of plunder porn popeye porn hottest porn 2016 vertical video porn spicy big booty porn tammy lamb porn furry porn games for android daddy fuck daughter porn croatia porn rule 35 porn reddit porn with sound karlee grey porn pics vr feet porn public amateur porn porn ahegao 1940's porn abella porn dayanna sweet porn new granny porn mia khalifa back in porn rosanag porn miley cyrus fake porn best curvy porn power pack porn comic fate kaleid liner prisma illya porn russia jones porn natural mom porn cameron diaz porn black man porn video halley porn porn hd 2016 robot porn japanese porn jav porn stars with natural breasts porn-bang thick light skin girl porn crazy sex porn 3d mom and son porn shae summers porn k9 porn videos best spanish porn yaoyorozu porn witch trainer porn game lesbian vibrator porn kiera winters porn elizabeth hawkenson porn porn asian teacher amateur neighbor porn melissa carey porn rimming gay porn
    • Posted on Oct. 23, 2023, 1:45 p.m.
    • Reply
    • 0 replies

  • clltnzhxfm said:
    • Building an AI-powered Image Generation Application with Django and OpenAI API <a href="http://www.g3ve7854f9312qi4r2mma0bo1z5jw8d5s.org/">aclltnzhxfm</a> [url=http://www.g3ve7854f9312qi4r2mma0bo1z5jw8d5s.org/]uclltnzhxfm[/url] clltnzhxfm http://www.g3ve7854f9312qi4r2mma0bo1z5jw8d5s.org/
    • Posted on Jan. 12, 2024, 4:02 p.m.
    • Reply
    • 0 replies

  • tzgyckfz said:
    • Building an AI-powered Image Generation Application with Django and OpenAI API tzgyckfz http://www.g5ch68d4sa65qkq4t53c77399ermg83is.org/ <a href="http://www.g5ch68d4sa65qkq4t53c77399ermg83is.org/">atzgyckfz</a> [url=http://www.g5ch68d4sa65qkq4t53c77399ermg83is.org/]utzgyckfz[/url]
    • Posted on Feb. 29, 2024, 1:59 a.m.
    • Reply
    • 0 replies

  • qgjrzvgmdz said:
    • Building an AI-powered Image Generation Application with Django and OpenAI API qgjrzvgmdz http://www.geon8040965vy8pd6r82r7653uvqqia4s.org/ <a href="http://www.geon8040965vy8pd6r82r7653uvqqia4s.org/">aqgjrzvgmdz</a> [url=http://www.geon8040965vy8pd6r82r7653uvqqia4s.org/]uqgjrzvgmdz[/url]
    • Posted on April 6, 2024, 12:05 a.m.
    • Reply
    • 0 replies

Leave a Comment