Is hashmap similar to graphs in Data Structures ?

Answer 1

No, hashmap (a map) consists of key -> value pairs. The map can have a key only once but a value can belong to multiple keys.

Answer 2

Java HashMap is similar to a python dictionary and to a dictionary in general