damccorm commented on code in PR #32237:
URL: https://github.com/apache/beam/pull/32237#discussion_r1725258052


##########
sdks/python/apache_beam/ml/inference/base.py:
##########
@@ -1305,7 +1346,12 @@ def expand(
     return results
 
   def with_exception_handling(
-      self, *, exc_class=Exception, use_subprocess=False, threshold=1):
+      self,
+      *,
+      exc_class=Exception,
+      use_subprocess=False,
+      threshold=1,
+      timeout=None):

Review Comment:
   I didn't type it to follow the main `with_exception_handling` pattern, but 
it probably is still a good idea - updated.
   
   I'll keep the name to match vanilla `with_exception_handling`, updated the 
doc string for that piece



##########
sdks/python/apache_beam/ml/inference/base.py:
##########
@@ -1283,13 +1304,33 @@ def expand(
             **resource_hints)
 
     if self._with_exception_handling:
+      # On timeouts, report back to the central model metadata
+      # that the model is invalid
+      model_tag = self._model_tag
+      share_across_processes = 
self._model_handler.share_model_across_processes(
+      )
+      timeout = self._timeout
+
+      def failure_callback(exception: Exception, element: Any):
+        if type(exception) is not TimeoutError:
+          return
+        model_metadata = load_model_status(model_tag, share_across_processes)
+        model_metadata.try_mark_current_model_invalid(timeout)
+        logging.warning("Operation timed out, etc…….")

Review Comment:
   Yikes, yes - that was a miss



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