I want to deploy my GANs model on a web-based UI for this I need to convert my model's checkpoints into js files to be called by web code. There are functions for saved_model and Keras to convert into pb files but none for js
my main concern is that I am confused about how to dump a session or variable weights in js files
You can save a keras model from python. There is a full tutorial here but basically it amounts to calling this after training:
tfjs.converters.save_keras_model(model, tfjs_target_dir)
then hosting the result somewhere publicly accessible (or on the same server as your web UI) then you can load your model into tensorflow.js as follows:
import * as tf from '@tensorflow/tfjs';
const model = await tf.loadLayersModel('https://foo.bar/tfjs_artifacts/model.json');