Revisit caching strategy

[jaimergp]

Our current cache implementations rely on functools.lru_cache decorators, which admit a size keyword with the number of items to memoize. We can customize this (now hardcoded) value if we drop the decorator syntax sugar and decorate the memoized methods at __init__ "manually".