Connection timeout not resulting in retries

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We are facing some connection timeout errors being returned in the promise. We do not see the producer retrying to establish the connection even though the retires are set to 3 times.

Does the connection timeout error suspend the retries? Is there a way that we can ensure that retries are performed by the producer on facing connection timeout error.