Skip to main content

A project that combines a Flask backend with an ML service to generate images from text.

Project description

Text to Image Generator

The project aims to create images from text using a pre-trained deep learning model.

This project contains two main components:

  1. A FastAPI backend serving HTML, CSS, and JavaScript.
  2. A machine learning service using the stabilityai/sdxl-turbo model to generate images from text.

Project Structure

Fastapi Backend

The Flask backend serves the frontend application, which includes HTML, CSS, and JavaScript files. It provides the user interface where users can input their question and document, and view the generated answer.

Deep Learning Service

The deep learning service utilizes the stabilityai/sdxl-turbo model. This service accepts a question and a document as input, processes them using the model, and returns an answer based on the content of the document.

Backend

The FastApi backend will be accessible at http://localhost:8000. It serves the front end application where users can input their text and receive the image..

Features

FastApi Backend:

Serves the frontend and handles user interactions.

ML Service:

Uses a state-of-the-art language model to provide answers based on the provided documents.

Docker Support:

Both components can be easily deployed using Docker and Docker Compose. CORS Handling: Ensures smooth interaction between the backend and the ML service

Running the project

Using Docker Compose

To build and run the project with Docker Compose, use the following command:

docker-compose up --build

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

text_to_image_generator-0.0.1.tar.gz (1.8 MB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

Text_to_Image_Generator-0.0.1-py3-none-any.whl (3.2 kB view details)

Uploaded Python 3

File details

Details for the file text_to_image_generator-0.0.1.tar.gz.

File metadata

  • Download URL: text_to_image_generator-0.0.1.tar.gz
  • Upload date:
  • Size: 1.8 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.0.0 CPython/3.12.3

File hashes

Hashes for text_to_image_generator-0.0.1.tar.gz
Algorithm Hash digest
SHA256 fdf9361f8c90eb2388e7056c4364e5bb4a5e2512c0123d2df84376f2274789b5
MD5 432771431c66bcd688e3ad7d21bb83bc
BLAKE2b-256 3854964392fe9d2735cce99731ea7351cb67f5afd42e346630f871b82f23bb28

See more details on using hashes here.

File details

Details for the file Text_to_Image_Generator-0.0.1-py3-none-any.whl.

File metadata

File hashes

Hashes for Text_to_Image_Generator-0.0.1-py3-none-any.whl
Algorithm Hash digest
SHA256 f2ac033b4b1fb506f56378314b26b1241f55dea26be112de5031129cbdfc0259
MD5 9222240dc4b6c7d115650c938903baa2
BLAKE2b-256 f8547cae8db1419ba2d82a562c0cbe9699a53c7f5c755f164c10c7ec5c4a467b

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page