Miscellaneous Resources
Contents
Miscellaneous Resources¶
Generally Useful¶
The Tao of CLIP - If you feel overwhelmed trying to understand how this all works or what different pytti options do, this may be helpful.
Prompt Engineering Tools¶
Visual Prompt Studies¶
Artist Studies - A great resource for prompt-engineering.
https://faraday.logge.top/ - Searchable Database of images generated by an EleutherAI discord bot
Linguistic Tools (English)¶
Academic/Theoretical Research and Tools¶
OpenAI Microscope - Model feature visualizations, useful to better understand how/what the AI “understands” about the world.
https://github.com/thunlp/PromptPapers
Mainly focuses on prompt engineering for decoder-only models (i.e. auto-regressive) like T5 and GPT
CLIP’s text model is a BERT-famiy, encoder-only model (auto-encoding).
Detailed discussion of modern language model architectures: https://huggingface.co/docs/transformers/model_summary