Correct if you are looking for the below one

The select is of a.* not b.*

if this is one you are at...

Delete the matched records from source table(Second) with First table

and then Insert into Source table with all records from First Table..

Avoid * and mention column names...

Check the rowsize also( approximate mamory of single row, multiply with 1.5 million ..cross check your space)...