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Notebooks

This directory contains all notebooks used for training or fine-tuning various models. Each notebook usually comes with a accompanying dockerfile.yml to elaborate the environment that the notebook was running in.

Texture Inversion

texture_inversioni_flax.ipynb: used to train stable diffusion model with texture inversion using Flax/JAX. It refers to this example of training texture inversion with Flax/JAX. This training associates a few bliss symbol png files with a token <bliss-symbol>. After the fine-tuning, the model didn't pick up any features of bliss symbols. This experiment is more for learning machine training and Azure.

Note: when using Azure to run this job, the sensitive information for connecting to the Azure subscription in the section 1 needs to be filled in before running. If using other platforms, this section should be replaced with the credential verification for that platform.

texture_inversion_dockerfile.yml: the docker environment used for running this training.

Conclusion: Texture inversion model is not useful in generating new Bliss symbols for brainstorming.