error when passing broadcast variable into UDF, Pyspark

error when passing broadcast variable into UDF, Pyspark



I have a function, which trys to pass a broadcast variable into UDF.



The function looks like:


def generate_lookup_code(self, lookup_map):

lookup_map_broadcast = spark_session.sparkContext.broadcast(lookup_map)
print("lookup_map has been broadcasted")

#### UDF function only return a constant string###
def _generate_code(bc_reasoncode_lookup_map):

reasoncode_lookup_map = bc_reasoncode_lookup_map.value
return "hello"


udfGenerateCode = F.udf(_generate_code, StringType())

input_df = input_df.withColumn('code', udfGenerateCode(lookup_map_broadcast))

input_df.show()



My intention is only trying to pass the broadcast variable to the UDF, however, I got the error:


'Broadcast' object has no attribute '_get_object_id'



I have no idea where is wrong?




1 Answer
1



You don't need to pass a broadcasted variable as a UDF argument, just reference it from the function:


lookup_map_broadcast = spark_session.sparkContext.broadcast(lookup_map)

def _generate_code():
reasoncode_lookup_map = lookup_map_broadcast.value
return "hello"

udfGenerateCode = F.udf(_generate_code, StringType())
input_df = input_df.withColumn('code', udfGenerateCode())



A UDF is called for each row and it can accept either a column or literal.



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