Kafka producer issue: UnknownTopicOrPartitionException

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I have a question related to kafka issue we are facing. After running my kafka brokers for a longer time the producer starts sending the send request to wrong partition leader and the wrong leader rejects the message(which is acceptable). But the producer never updates its meta-data about the current correct leader. Any help? I am using kafka 0.9.0.1

Below is the error message in my log files:

ERROR [ReplicaFetcherThread-18-2], Error for partition [topic1,2] to broker 2:org.apache.kafka.common.errors.UnknownTopicOrPartitionException: This server does not host this topic-partition. (kafka.server.ReplicaFetcherThread)

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