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1. moving the coordinator in a separate thread 2. adding a waiting time between when the master its elected and the master can act. This has been done to avoid rapid elections of master that may produce schemas with different ids. Example of what could happpen without the delay: |--------------------------------------| |Node | Node1 | Node2 | Node3 | |Role | Master | Follower | Follower | |--------------------------------------| Node1 -> Send Message A{id=max(current_ids)} to kafka where the max(current_ids) = 10 --------------------------------------- Node1 its disconnected, the message its still in the producer queue of Node1 --------------------------------------- Node2 its elected master |--------------------------------------| |Node | Node1 | Node2 | Node3 | |Role | Follower | Master | Follower | |--------------------------------------| ---------------------------------------- Node2 produces a message B{id=max(current_ids)} to kafka Because the message A isn't yet delivered to Node2, the max(current_ids) returns still 10. And we have an ID clash. The solution its simple, each master should wait a reasonable high number of milliseconds before acting as a master. So that all the in-flight messages are delivered to kafka + the reasonable delay of the consumer for the master node before noticing that a message has been produced
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