You can only reverse your hash function, if you output is at least as long as your input.
The kind of function you describe is useful, too, of course. You can build something like them out of almost any modern encryption method:
Encryption methods have to be reversible, so you can decrypt; and they are expected not to betray anything about their inputs, so there are probably some that have this avalanche property, or can be patched to have it fairly simply.