If you're using the Wapuuvatar plugin, Harrys Gravatar Cache 1.4.3 now caches the wapuu in addition to any other gravatars:

https://wordpress.org/plugins/harrys-gravatar-cache/

After activating it, you might need to flush any sitewide caching plugin you're using.