Add large broadcast example

[DanielAronovich]

• Added a new example: LargeBroadcastExample to the spark-plugin project, showcasing a large broadcast join operation.
• Introduced a new alert condition: in MemorySQLInputOutputAlerts.ts to detect and warn when a broadcast variable exceeds 1GB.