Github user viirya commented on the issue:

    https://github.com/apache/spark/pull/17282
  
    This fixing is not in correct direction. The root cause is `coalesce` uses 
wrong `jrdd_deserializer` when constructing new `RDD`.
    
    The correct fixing looks like:
    
    diff --git a/python/pyspark/rdd.py b/python/pyspark/rdd.py
    index a5e6e2b..291c1ca 100644
    --- a/python/pyspark/rdd.py
    +++ b/python/pyspark/rdd.py
    @@ -2072,10 +2072,12 @@ class RDD(object):
                 batchSize = min(10, self.ctx._batchSize or 1024)
                 ser = BatchedSerializer(PickleSerializer(), batchSize)
                 selfCopy = self._reserialize(ser)
    +            jrdd_deserializer = selfCopy._jrdd_deserializer
                 jrdd = selfCopy._jrdd.coalesce(numPartitions, shuffle)
             else:
    +            jrdd_deserializer = self._jrdd_deserializer
                 jrdd = self._jrdd.coalesce(numPartitions, shuffle)
    -        return RDD(jrdd, self.ctx, self._jrdd_deserializer)
    +        return RDD(jrdd, self.ctx, jrdd_deserializer)
     



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