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Peng Zhong commented on SPARK-43084: ------------------------------------ Verified that udf working in streaming spark connect: {code:java} >>> from pyspark.sql.functions import col, udf >>> def negative(value): ... return -value ... >>> negativeUDF = udf(lambda z: negative(z)) >>> >>> query = ( ... spark ... .readStream ... .format("rate") ... .option("numPartitions", "1") ... .load() ... .select(col("timestamp"), negativeUDF(col("value")).alias("negValue")) ... .writeStream ... .format("memory") ... .queryName("rate_table") ... .trigger(processingTime="10 seconds") ... .start() ... )>>> >>> query.status {'message': 'Waiting for next trigger', 'isDataAvailable': True, 'isTriggerActive': False} >>> >>> spark.sql("select * from rate_table").show() +--------------------+--------+ | timestamp|negValue| +--------------------+--------+ |2023-04-12 11:04:...| 0| |2023-04-12 11:04:...| -1| |2023-04-12 11:04:...| -2| |2023-04-12 11:04:...| -3| |2023-04-12 11:04:...| -4| |2023-04-12 11:04:...| -5| |2023-04-12 11:04:...| -6| |2023-04-12 11:04:...| -7| |2023-04-12 11:04:...| -8| |2023-04-12 11:05:...| -9| |2023-04-12 11:05:...| -10| |2023-04-12 11:05:...| -11| |2023-04-12 11:05:...| -12| |2023-04-12 11:05:...| -13| |2023-04-12 11:05:...| -14| |2023-04-12 11:05:...| -15| |2023-04-12 11:05:...| -16| |2023-04-12 11:05:...| -17| +--------------------+--------+>>> {code} > Add Python state API (applyInPandasWithState) and verify UDFs > ------------------------------------------------------------- > > Key: SPARK-43084 > URL: https://issues.apache.org/jira/browse/SPARK-43084 > Project: Spark > Issue Type: Task > Components: Connect, Structured Streaming > Affects Versions: 3.5.0 > Environment: * Add Python state API (applyInPandasWithState) to > streaming Spark-connect. > * verify the UDFs work (it may not need any code changes). > Reporter: Raghu Angadi > Priority: Major > -- This message was sent by Atlassian Jira (v8.20.10#820010) --------------------------------------------------------------------- To unsubscribe, e-mail: issues-unsubscr...@spark.apache.org For additional commands, e-mail: issues-h...@spark.apache.org