Python ↔ HTML/JS GUI for deep learning training, built using Eel.

dl_train_gui acts as a container to the training code (no constraint on the deep learning framework), and provide a generic GUI for deep learning training task.

Chart(s) are created using billboard.js.

Inherit from or override the Program class (see sample).

The code at the sample is a dummy program that simulate training, you should implement the real training code.

Create instance of program here.

def create_default_program():
    return YOUR_PROGRAM_CLASS()

Following implementations required:

• init_train_params - define a list of hyperparameters to be populated on UI form
• set_train_params - set the values of hyperparameters from UI form into training code
• train - the entry point of training code

And hook to callbacks below:

• status_callback - to update the training status such as running, error, cancelled, etc. to UI
• epoch_callback - to update the epoch count and progress to UI
• epoch_end_callback - to indicate end of epoch and record performance
• init_vis_callback - to initialize chart visualization area on UI (optional)
• vis_callback - to update chart visualization on UI (optional)
• message_callback - to send miscellaneous messages to UI

PyInstaller is included in Eel.

Sample command can be found at this batch file, include all required packages with --hidden-import if intended to build as single executable.

Include required base packages: eel, tkinter, tkinter.filedialog

python -m eel run.py "dl_train_gui" --onefile --noconsole --name "dl_train_gui" --icon "dl_train_gui/web/img/neural_net.ico"^
 --hidden-import eel^
 --hidden-import tkinter^
 --hidden-import tkinter.filedialog

Read the documentation for PyInstaller for more options.

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If you use the software in your research project, please use the following citation (view metadata).

@software{kengboon_dl_train_gui,
    author = {Teo, Keng Boon},
    license = {Apache-2.0},
    title = {{dl_train_gui}: Deep Learning Training GUI},
    url = {https://github.com/kengboon/dl_train_gui}
}

Teo, K. B. Deep Learning Training GUI (dl_train_gui) [Computer software]. https://github.com/kengboon/dl_train_gui