AKhatun_WMF added a comment.

  Update:
   I tested a few options in the statbox, I am not sure how much this will 
represent the prod env, but here goes:
  
  coalesce  + 8G driver memory = failed as identified by Erik 
(SparkOutOfMemoryError at topSubgraphItems, application_1655808530211_109990)
  coalesce  + 16G driver memory = failed (SparkOutOfMemoryError at 
topSubgraphItems, application_1655808530211_110190)
  repartition  + 8G driver memory = failed (Reason: Executor heartbeat timed 
out after 176110 ms, application_1655808530211_110236)
  repartition  + 16G driver memory =  failed (Reason: Executor heartbeat timed 
out after 159925 ms, application_1655808530211_110343)
  repartition + 16G driver memory + 16G executor memory = failed (Reason: 
Executor heartbeat timed out after 145549 ms, application_1655808530211_110430)
  
  need to figure out the exact place that causes OOM

TASK DETAIL
  https://phabricator.wikimedia.org/T303831

EMAIL PREFERENCES
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