schizophrenicmaniac commented on PR #40500:
URL: https://github.com/apache/beam/pull/40500#issuecomment-6180445904

   @shunping The lock there was created fresh on each call (`lock = 
threading.Lock()` right before `acquire`), so it always succeeded and never 
actually protected anything. You're right that the state needs guarding though, 
since the shared manager handles calls from different processes on separate 
threads. I've added a lock on `_ModelHandlerManager` itself that covers the 
process id check and the `_max_models` update.


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