viirya commented on a change in pull request #28648:
URL: https://github.com/apache/spark/pull/28648#discussion_r432963046



##########
File path: python/pyspark/context.py
##########
@@ -864,8 +865,21 @@ def union(self, rdds):
         first_jrdd_deserializer = rdds[0]._jrdd_deserializer
         if any(x._jrdd_deserializer != first_jrdd_deserializer for x in rdds):
             rdds = [x._reserialize() for x in rdds]
-        cls = SparkContext._jvm.org.apache.spark.api.java.JavaRDD
-        jrdds = SparkContext._gateway.new_array(cls, len(rdds))
+        gw = SparkContext._gateway
+        jvm = SparkContext._jvm
+        jrdd_cls = jvm.org.apache.spark.api.java.JavaRDD
+        jpair_rdd_cls = jvm.org.apache.spark.api.java.JavaPairRDD
+        jdouble_rdd_cls = jvm.org.apache.spark.api.java.JavaDoubleRDD
+        if is_instance_of(gw, rdds[0]._jrdd, jrdd_cls):
+            cls = jrdd_cls
+        elif is_instance_of(gw, rdds[0]._jrdd, jpair_rdd_cls):
+            cls = jpair_rdd_cls
+        elif is_instance_of(gw, rdds[0]._jrdd, jdouble_rdd_cls):
+            cls = jdouble_rdd_cls
+        else:
+            cls_name = rdds[0]._jrdd.getClass().getCanonicalName()
+            raise TypeError("Unsupported Java RDD class %s" % cls_name)
+        jrdds = gw.new_array(cls, len(rdds))

Review comment:
       hmm, I see. It's interesting. Generally I think it should work, but 
`AbstractJavaRDDLike` doesn't implement some `JavaRDD` methods, e.g. `union`. 
For now this fix is okay.




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