I describe how I made the website ThisWaifuDoesNotExist.net (TWDNE) for displaying random anime faces generated by StyleGAN neural networks, and how it went viral.
Upgrade of ThisWaifuDoesNotExist.net, using GPT-3 to regenerate text samples. This section describes the prompt used, and provides the shell script for generating GPT-3 anime reviews.
The previous pipeline used a multi-stage workflow: a finetuned (on anime plot thumbnails) small GPT-2 would generate short anime snippets, which were used to prompt the full-sized GPT-2-1.5b along with keywords. GPT-3 is powerful enough to dispense with the need for this—a short simple prompt cuing a review of ‘new’ anime is enough to generate anime reviews & plot summaries of greater quality.
Further, as GPT-3 is hosted behind the OpenAI API, samples can be generated by a short curl script to call the API with the prompt & hyperparameters, so the user does not (and cannot anyway, in light of GPT-3’s size) need to run GPUs etc locally.