When people designing real spaceships say "deep space" they mean "beyond Earth orbit", but usually not past Mars.

In sci-fi deep space, yes, you'd have next to no solar power. (In fact, it's minimally useful in the solar system past Jupiter.) But if you can get there at all, you're probably not worried about that.