How can I get a base64 encoded shaX on the cli?

sha1sum outputs a hex encoded format of the actual sha. I would like to see a base64 encoded variant. possibly some command that outputs the binary version that I can pipe, like so: echo -n "message" | <some command> | base64 or if it outputs it directly that's fine too.