How long does it take to learn PS based on zero?

It doesn't take a long time to learn PS from scratch, and you can get familiar with basic tools in one month.

But the most important thing to learn PS is not to be familiar with the tools, but how to use these tools flexibly to deal with the required renderings. This requires a gradual process, at least for more than half a year.