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Lock wait timeout exceeded (no replies)

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While using perl and mysql, the error shown is

"DBD::mysql::st finish failed: Lock wait timeout exceeded; try restarting transaction"

the table is having 20 million records and they are indexed.
while trying to delete 16000 records from that table, it is showing this error.
Exactly after 2 minutes, it is showing the error.
Any help?

Thanks
VP

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