Github user uce commented on a diff in the pull request:

    https://github.com/apache/flink/pull/3120#discussion_r96232469
  
    --- Diff: 
flink-runtime/src/main/java/org/apache/flink/runtime/query/QueryableStateClient.java
 ---
    @@ -341,7 +341,34 @@ public void shutDown() {
                                        return previous;
                                }
                        } else {
    -                           return cachedFuture;
    +                           // do not retain futures which failed as they 
will remain in
    +                           // the cache even if the error cause is not 
present any more
    +                           // and a new lookup may succeed
    +                           boolean isFailedFuture = false;
    +                           if (cachedFuture.isCompleted()) {
    +                                   // find out if the future failed
    +                                   try {
    +                                           
cachedFuture.value().get().get();
    --- End diff --
    
    I think you can do `cachedFuture.value().get().isFailure()` instead of 
catching the Exception here. 


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