Github user bjlovegithub commented on the issue:

    https://github.com/apache/flink/pull/2629
  
    Maybe this is a solution. We will not think about changing the type of 
`checkpointLock`, which is an `Object` ans quite efficient, and not change the 
order of  `broadcastBarriers` and `operator.snapshotState()`. By placing 
**pause** `EmitterThread` codes in `StreamTask.performCheckpoint()`, like this: 
 
    
    `   private boolean performCheckpoint(CheckpointMetaData 
checkpointMetaData) throws Exception {
    
                LOG.debug("Starting checkpoint {} on task {}", 
checkpointMetaData.getCheckpointId(), getName());
    
                synchronized (lock) {
                        if (isRunning) {
                                // stop working threads first.
                                for (StreamOperator operator : 
operatorChain.getAllOperators()) {
                                        if (operator instanceof 
AsyncWaitOperator) {
                                                operator.pauseEmitterThread();
                                        }
                                }
    
                                // broadcast barriers after snapshot operators' 
states.
                                operatorChain.broadcastCheckpointBarrier(
                                                
checkpointMetaData.getCheckpointId(), checkpointMetaData.getTimestamp()
                                );
    
                                checkpointState(checkpointMetaData);
    
                                return true;
                        } else {
                                return false;
                        }
                }
        }`


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