Created
October 2, 2020 08:21
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package com.vho.hudisparkstreaming; | |
import org.apache.hudi.DataSourceWriteOptions; | |
import org.apache.hudi.config.HoodieWriteConfig; | |
import org.apache.hudi.hive.MultiPartKeysValueExtractor; | |
import org.apache.hudi.keygen.CustomKeyGenerator; | |
import org.apache.spark.sql.Dataset; | |
import org.apache.spark.sql.Row; | |
import org.apache.spark.sql.SparkSession; | |
import org.apache.spark.sql.streaming.*; | |
import static org.apache.hudi.common.model.HoodieTableType.COPY_ON_WRITE; | |
import static org.apache.spark.sql.functions.expr; | |
import static org.apache.spark.sql.functions.lit; | |
public class HudiNestedParitionSyncFailure { | |
public static void main(String[] args) { | |
SparkSession spark = SparkSession.builder() | |
.appName("hoodie spark streaming") | |
.master("local[*]") | |
.enableHiveSupport() | |
.config("spark.serializer", "org.apache.spark.serializer.KryoSerializer") | |
.getOrCreate(); | |
Dataset<Row> inputStream = spark.readStream().format("rate").option("rowsPerSecond", 10).load() | |
.withColumn("year", lit(2020)) | |
.withColumn("month", expr("cast(rand(5)*2 as int) + 1")) | |
.withColumn("day", expr("cast(rand(5)*3 as int) + 1")) | |
.withColumn("ts", expr("current_timestamp()")) | |
.withColumn("dt", expr("cast(concat(year, '-', month, '-', day) as date)")) | |
.withColumn("id", expr("cast(rand(5) * 5 as int) + 1")); | |
final String partitionPath = "year:SIMPLE,month:SIMPLE,day:SIMPLE"; | |
final String cowTablePath = "/tmp/hoodie/hoodie_streaming_cow"; | |
final String cowTableName = "hoodie_streaming_cow"; | |
DataStreamWriter<Row> writer = inputStream.writeStream() | |
.format("hudi") | |
.option("hoodie.insert.shuffle.parallelism", "2") | |
.option("hoodie.upsert.shuffle.parallelism", "2") | |
.option(DataSourceWriteOptions.TABLE_TYPE_OPT_KEY(), COPY_ON_WRITE.name()) | |
.option(DataSourceWriteOptions.RECORDKEY_FIELD_OPT_KEY(), "id") | |
.option(DataSourceWriteOptions.PARTITIONPATH_FIELD_OPT_KEY(), partitionPath) | |
.option(DataSourceWriteOptions.KEYGENERATOR_CLASS_OPT_KEY(), CustomKeyGenerator.class.getCanonicalName()) | |
.option(DataSourceWriteOptions.PRECOMBINE_FIELD_OPT_KEY(), "ts") | |
.option(DataSourceWriteOptions.HIVE_SYNC_ENABLED_OPT_KEY(), "true") | |
.option(DataSourceWriteOptions.HIVE_TABLE_OPT_KEY(), cowTableName) | |
.option(DataSourceWriteOptions.HIVE_PARTITION_FIELDS_OPT_KEY(), partitionPath) | |
.option(DataSourceWriteOptions.HIVE_PARTITION_EXTRACTOR_CLASS_OPT_KEY(), MultiPartKeysValueExtractor.class.getCanonicalName()) | |
.option(DataSourceWriteOptions.HIVE_STYLE_PARTITIONING_OPT_KEY(), "true") | |
.option(HoodieWriteConfig.TABLE_NAME, cowTableName) | |
.option("checkpointLocation", cowTablePath + "/.checkpoint") | |
.outputMode(OutputMode.Append()) | |
.trigger(Trigger.ProcessingTime("60 seconds")); | |
StreamingQuery stream = writer.start(cowTablePath); | |
try { | |
stream.awaitTermination(); | |
} catch (StreamingQueryException e) { | |
e.printStackTrace(); | |
stream.stop(); | |
} | |
} | |
} |
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