normantud / asanai

A GUI for TensorFlow.js

Dedication

This software is dedicated to my mother, who died on the 31st of march 2022 after a long and brave fight against cancer.

asanAI

A Browser-Based, No-Code, Offline-First Machine Learning Toolkit

Run in docker

Debian

bash docker.sh --local-port 5312

Other

LOCAL_PORT=5312
echo "LOCAL_PORT=$LOCAL_PORT" >> .env
sudo docker-compose build && sudo docker-compose up -d || echo "Failed to build container"
firefox localhost:$LOCAL_PORT/

Status

This is an beta.

Screenshots

Installation

Apache2 + PHP + MySQL

A MySQL instance is only needed for the login functionality. Apache and PHP serve the JS-files. All calculations are done within the browser.

Run this for exporting python files, e.g. for taurus:

mkdir -p /var/www/tmp
sudo chown -R www-user:$USER /var/www/tmp
sudo chmod -R 775 /var/www/tmp

Standing on the shoulders of giants

I use many different libraries to achieve this. This is a list of all the modules that I used in creating this program:

• TensorFlow.js

• Prism

• Jquery-UI

• d3.js

• MathJax

• temml

• Convolution arithmetic

• TensorFlow.js Examples

• MNIST

• ChardinJS

• Minify

• atrament.js

• Magic Wand

• JSManipulate

• hash-wasm

• plotly.js

• jscolor

• zip.js

• chatGPT

• sparkle.js

• Manicule

• Color Picker Icon

• Loading Icon

• Fire Alarm Button

• A green circle icon with a(n) arrow-right symbol from the Emoji One BW icon font.

• Smooth arrow animation

• Multitouch tap.png

• html2canvas

• Colorpicker.svg

• confetti.js

• Cosmo-Präsentation, Dr. Christoph Lehmann

• GNOME Desktop Icon Pack

• Aurora Background Easter Egg

PHP Settings

In php.ini, set

upload_max_filesize = 100M;
post_max_size = 100M;

Sponsored by

asanai's Issues

Custom images ZIP package cannot be restored

I am trying to upload this set of custom images (downloaded from "Own Images" tab: custom_images.zip

However, the upload fails without any error message. No images are being uploaded.

The other required files are as following:
labels.json
model.json
weights.json

Updating the copyright notice

Downloading custom image data returns empty zip file

Using the 'Save' button on the main Ribbon returns an empty zip file: "custom_images.zip"

TFJS debugger cannot be disabled

This might be on purpose though:

Version information on about page

Please add the version information and a link to the particular release note somewhere on the main application page.
E.g., a link to https://github.com/NormanTUD/asanAI/releases/tag/v1.5.5 under https://asanai.scads.ai/#imprint_ribbon

FCNN visualization does not respect the "show input-layer" option

'Stop training' does not work during the image loading process