Binary Log Files for MySQL are different and causing a fail of replications

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Issue

MySQL replication is failing due to a temporary loss of communication between master and slave. This causes a difference in binary log files, which prevents replication from restarting.

Environment

Red Hat Enterprise Linux (4,5,6)
MySQL

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