Love song of sorts about Odessa (Ukraine)

I loved this song as a kid, it's from a Russian film about WWII called "Two Soldiers" (I think). I don't really understand half the words to this song, but I love it nonetheless. I used to sing the refrain a whole lot. Check it out, quite catchy.