While doing a trigger_dag from UI, DagRun gets created first and then WebServer starts creating TIs. Meanwhile, Scheduler also picks up the DagRun and starts creating the TIs, which results in IntegrityError as the Primary key constraint gets violated. This happens when a DAG has a good number of tasks.

Also, changing the TIs array with a set for faster lookups for Dags with too many tasks.