standard way to load and save fine-tuned models

[ARman-AT]

i have fine-tuned seamless model. i tried to pickle the model and i found out it's not possible so i was forced to save the stat_dict and every time i want to load my model i have to load the original one and then change it's stat_dict which takes a lot of ram. is there any work around for that?