JoshuaZhuCN commented on issue #3981:
URL: https://github.com/apache/hudi/issues/3981#issuecomment-971393339


   @xushiyan Hi,Here is my test code:
   
   ```
   import com.leqee.sparktool.date.DateUtil
   import com.leqee.sparktool.hoodie.HoodieProp
   import com.leqee.sparktool.spark.SparkTool
   import org.apache.hudi.{DataSourceReadOptions, DataSourceWriteOptions, 
DataSourceOptionsHelper}
   import org.apache.spark.SparkConf
   import org.apache.spark.sql.{Row, SaveMode, SparkSession}
   import org.apache.spark.sql.functions.{col, lit}
   import org.apache.spark.sql.types.{IntegerType, StringType, StructField, 
StructType, TimestampType}
   import org.apache.spark.storage.StorageLevel.MEMORY_AND_DISK_SER
   import org.apache.hudi.common.config.HoodieMetadataConfig
   import org.apache.hudi.common.model.HoodieCleaningPolicy
   import org.apache.hudi.config._
   import org.apache.hudi.index.HoodieIndex
   import org.apache.hudi.keygen.constant.KeyGeneratorOptions
   
   object Test4 {
       def main(args: Array[String]): Unit = {
           val AD_DATE = "1980-01-01 00:00:00"
           val spark = SparkSession
               .builder()
               .config(
                   new SparkConf()
                       .set("spark.serializer", 
"org.apache.spark.serializer.KryoSerializer")
                   .   set("spark.master","local[2]")
               )
               .getOrCreate()
           //val hudi = 
HoodieBuilder.apply().withSparkSession(spark).withHoodieName("leqee").build()
   
           val data = Seq(
               Row(1, "A", 10, DateUtil.now()),
               Row(2, "B", 20, DateUtil.now()),
               Row(3, "C", 30, DateUtil.now()))
   
           val schema = StructType(List(
               StructField("id", IntegerType),
               StructField("name", StringType),
               StructField("age", IntegerType),
               StructField("dt", StringType)))
   
           val df = spark.createDataFrame(spark.sparkContext.makeRDD(data), 
schema)
   
           df.show(false)
   
           df.write.format("org.apache.hudi")
               .option(DataSourceWriteOptions.RECORDKEY_FIELD.key(), "id")
               .option(DataSourceWriteOptions.PRECOMBINE_FIELD.key(), "id")
               .option(HoodieWriteConfig.TBL_NAME.key(), "tb_hbase_test")
               .option(DataSourceWriteOptions.OPERATION.key, 
DataSourceWriteOptions.UPSERT_OPERATION_OPT_VAL)
               .option("hoodie.datasource.write.table.type", "MERGE_ON_READ")
               .option("hoodie.index.type", "HBASE")
               .option("hoodie.index.hbase.zkport", "2181")
               .option("hoodie.hbase.index.update.partition.path", "true")
               .option("hoodie.index.hbase.max.qps.fraction", "10000")
               .option("hoodie.index.hbase.min.qps.fraction", "1000")
               .option("hoodie.index.hbase.table", "hudi:tb_hbase_test")
               .option("hoodie.index.hbase.zknode.path", "/hbase")
               .option("hoodie.index.hbase.get.batch.size", "1000")
               .option("hoodie.index.hbase.zkquorum", "127.0.0.1")
               .option("hoodie.index.hbase.sleep.ms.for.get.batch", "100")
               .option("hoodie.index.hbase.sleep.ms.for.get.batch", "10")
               .option("hoodie.index.hbase.max.qps.per.region.server", "1000")
               .option("hoodie.index.hbase.zk.session_timeout_ms", "5000")
               .option("hoodie.index.hbase.desired_puts_time_in_secs", "3600")
               .option(HoodieProp.INDEX_HBASE_ZKPORT_PROP, 
HoodieProp.INDEX_HBASE_ZKPORT_VALUE_DEFAULT)
               
.option(HoodieProp.INDEX_HBASE_UPDATE_PARTITION_PATH_ENABLE_PROP, 
HoodieProp.INDEX_HBASE_UPDATE_PARTITION_PATH_ENABLE_VALUE_DEFAULT)
               .option(HoodieProp.INDEX_HBASE_QPS_ALLOCATOR_CLASS_NAME_PROP, 
HoodieProp.INDEX_HBASE_QPS_ALLOCATOR_CLASS_NAME_VALUE_DEFAULT)
               .option(HoodieProp.INDEX_HBASE_PUT_BATCH_SIZE_AUTO_COMPUTE_PROP, 
HoodieProp.INDEX_HBASE_PUT_BATCH_SIZE_AUTO_COMPUTE_VALUE_DEFAULT)
               .option(HoodieProp.INDEX_HBASE_ROLLBACK_SYNC_ENABLE_PROP, 
HoodieProp.INDEX_HBASE_ROLLBACK_SYNC_ENABLE_VALUE_DEFAULT)
               .option(HoodieProp.INDEX_HBASE_GET_BATCH_SIZE_PROP, 
HoodieProp.INDEX_HBASE_GET_BATCH_SIZE_VALUE_DEFAULT)
               .option(HoodieProp.INDEX_HBASE_ZKPATH_QPS_ROOT_PROP, 
HoodieProp.INDEX_HBASE_ZKPATH_QPS_ROOT_VALUE_DEFAULT)
               .option(HoodieProp.INDEX_HBASE_MAX_QPS_PER_REGION_SERVER_PROP, 
HoodieProp.INDEX_HBASE_MAX_QPS_PER_REGION_SERVER_VALUE_DEFAULT)
               .option(HoodieProp.INDEX_HBASE_MAX_QPS_FRACTION_PROP, 
HoodieProp.INDEX_HABSE_MAX_QPS_FRACTION_VALUE_DEFAULT)
               .option(HoodieProp.INDEX_HABSE_MIN_QPS_FRACTION_PROP, 
HoodieProp.INDEX_HBASE_MIN_QPS_FRACTION_VALUE_DEFAULT)
               .option(HoodieProp.INDEX_HBASE_ZK_CONNECTION_TIMEOUT_MS_PROP, 
HoodieProp.INDEX_HBASE_ZK_CONNECTION_TIMEOUT_MS_VALUE_DEFAULT)
               .option(HoodieProp.INDEX_HBASE_COMPUTE_QPS_DYNAMICALLY_PROP, 
HoodieProp.INDEX_HBASE_COMPUTE_QPS_DYNAMICALLY_VALUE_DEFAULT)
               .option(HoodieProp.INDEX_HBASE_QPS_FRACTION_PROP, 
HoodieProp.INDEX_HBASE_QPS_FRACTION_VALUE_DEFAULT)
               .option(HoodieProp.INDEX_HBASE_ZK_SESSION_TIMEOUT_MS_PROP, 
HoodieProp.INDEX_HBASE_ZK_SESSION_TIMEOUT_MS_VALUE_DEFAULT)
               .option(HoodieProp.INDEX_HBASE_PUT_BATCH_SIZE_PROP, 
HoodieProp.INDEX_HBASE_PUT_BATCH_SIZE_VALUE_DEFAULT)
               
.option(HoodieProp.INDEX_HBASE_DESIRED_PUTS_TIME_IN_SECONDS_PROP, 
HoodieProp.INDEX_HBASE_DESIRED_PUTS_TIME_IN_SECONDS_VALUE_DEFAULT)
               .mode(SaveMode.Overwrite)
               .save("hdfs://localhost:9000/hoodie/tb_hbase_test")
   
           println("===================Snapshot 
Read==============================")
           spark.read
               .format("hudi")
               .option("mergeSchema", "true")
               .option(DataSourceReadOptions.QUERY_TYPE.key(), 
DataSourceReadOptions.QUERY_TYPE_SNAPSHOT_OPT_VAL)
               .load("hdfs://localhost:9000/hoodie/tb_hbase_test/default/*")
               .show(false)
           
println("==============================================================")
           println("===================Incremental 
Read==============================")
           spark.read
               .format("hudi")
               .option("mergeSchema", "true")
               .option(DataSourceReadOptions.QUERY_TYPE.key(), 
DataSourceReadOptions.QUERY_TYPE_INCREMENTAL_OPT_VAL)
               .option(DataSourceReadOptions.BEGIN_INSTANTTIME.key(), AD_DATE)
               .load("hdfs://localhost:9000/hoodie/tb_hbase_test/default/*")
               .show(false)
           
println("==============================================================")
           
           spark.close()
       }
   }
   
   ```
   
   *** The output is as follows:
   ```
   /opt/java/bin/java 
-javaagent:/home/joshua/app/idea-IC-212.5457.46/lib/idea_rt.jar=38173:/home/joshua/app/idea-IC-212.5457.46/bin
 -Dfile.encoding=UTF-8 -classpath 
/opt/java/jre/lib/charsets.jar:/opt/java/jre/lib/deploy.jar:/opt/java/jre/lib/ext/cldrdata.jar:/opt/java/jre/lib/ext/dnsns.jar:/opt/java/jre/lib/ext/jaccess.jar:/opt/java/jre/lib/ext/jfxrt.jar:/opt/java/jre/lib/ext/localedata.jar:/opt/java/jre/lib/ext/nashorn.jar:/opt/java/jre/lib/ext/sunec.jar:/opt/java/jre/lib/ext/sunjce_provider.jar:/opt/java/jre/lib/ext/sunpkcs11.jar:/opt/java/jre/lib/ext/zipfs.jar:/opt/java/jre/lib/javaws.jar:/opt/java/jre/lib/jce.jar:/opt/java/jre/lib/jfr.jar:/opt/java/jre/lib/jfxswt.jar:/opt/java/jre/lib/jsse.jar:/opt/java/jre/lib/management-agent.jar:/opt/java/jre/lib/plugin.jar:/opt/java/jre/lib/resources.jar:/opt/java/jre/lib/rt.jar:/home/joshua/Code/SpartaQjzhu/DataSync/OntarioSync/target/classes:/home/joshua/Code/SpartaQjzhu/SparkTool/target/classes:/opt/apache-maven-3.6.1/repository/org/apac
 
he/commons/commons-lang3/3.5/commons-lang3-3.5.jar:/opt/apache-maven-3.6.1/repository/org/scala-lang/scala-library/2.11.12/scala-library-2.11.12.jar:/opt/apache-maven-3.6.1/repository/org/scala-lang/scala-reflect/2.11.12/scala-reflect-2.11.12.jar:/opt/apache-maven-3.6.1/repository/org/apache/spark/spark-core_2.11/2.4.7/spark-core_2.11-2.4.7.jar:/opt/apache-maven-3.6.1/repository/com/thoughtworks/paranamer/paranamer/2.8/paranamer-2.8.jar:/opt/apache-maven-3.6.1/repository/org/apache/avro/avro/1.8.2/avro-1.8.2.jar:/opt/apache-maven-3.6.1/repository/org/tukaani/xz/1.5/xz-1.5.jar:/opt/apache-maven-3.6.1/repository/org/apache/avro/avro-mapred/1.8.2/avro-mapred-1.8.2-hadoop2.jar:/opt/apache-maven-3.6.1/repository/org/apache/avro/avro-ipc/1.8.2/avro-ipc-1.8.2.jar:/opt/apache-maven-3.6.1/repository/com/twitter/chill_2.11/0.9.3/chill_2.11-0.9.3.jar:/opt/apache-maven-3.6.1/repository/com/esotericsoftware/kryo-shaded/4.0.2/kryo-shaded-4.0.2.jar:/opt/apache-maven-3.6.1/repository/com/esotericso
 
ftware/minlog/1.3.0/minlog-1.3.0.jar:/opt/apache-maven-3.6.1/repository/org/objenesis/objenesis/2.5.1/objenesis-2.5.1.jar:/opt/apache-maven-3.6.1/repository/com/twitter/chill-java/0.9.3/chill-java-0.9.3.jar:/opt/apache-maven-3.6.1/repository/org/apache/xbean/xbean-asm6-shaded/4.8/xbean-asm6-shaded-4.8.jar:/opt/apache-maven-3.6.1/repository/org/apache/spark/spark-launcher_2.11/2.4.7/spark-launcher_2.11-2.4.7.jar:/opt/apache-maven-3.6.1/repository/org/apache/spark/spark-kvstore_2.11/2.4.7/spark-kvstore_2.11-2.4.7.jar:/opt/apache-maven-3.6.1/repository/com/fasterxml/jackson/core/jackson-core/2.6.7/jackson-core-2.6.7.jar:/opt/apache-maven-3.6.1/repository/com/fasterxml/jackson/core/jackson-annotations/2.6.7/jackson-annotations-2.6.7.jar:/opt/apache-maven-3.6.1/repository/org/apache/spark/spark-network-common_2.11/2.4.7/spark-network-common_2.11-2.4.7.jar:/opt/apache-maven-3.6.1/repository/org/apache/spark/spark-network-shuffle_2.11/2.4.7/spark-network-shuffle_2.11-2.4.7.jar:/opt/apache-
 
maven-3.6.1/repository/org/apache/spark/spark-unsafe_2.11/2.4.7/spark-unsafe_2.11-2.4.7.jar:/opt/apache-maven-3.6.1/repository/javax/activation/activation/1.1.1/activation-1.1.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/curator/curator-recipes/2.6.0/curator-recipes-2.6.0.jar:/opt/apache-maven-3.6.1/repository/org/apache/zookeeper/zookeeper/3.4.6/zookeeper-3.4.6.jar:/opt/apache-maven-3.6.1/repository/javax/servlet/javax.servlet-api/3.1.0/javax.servlet-api-3.1.0.jar:/opt/apache-maven-3.6.1/repository/org/apache/commons/commons-math3/3.4.1/commons-math3-3.4.1.jar:/opt/apache-maven-3.6.1/repository/com/google/code/findbugs/jsr305/1.3.9/jsr305-1.3.9.jar:/opt/apache-maven-3.6.1/repository/org/slf4j/jul-to-slf4j/1.7.16/jul-to-slf4j-1.7.16.jar:/opt/apache-maven-3.6.1/repository/org/slf4j/jcl-over-slf4j/1.7.16/jcl-over-slf4j-1.7.16.jar:/opt/apache-maven-3.6.1/repository/org/slf4j/slf4j-log4j12/1.7.16/slf4j-log4j12-1.7.16.jar:/opt/apache-maven-3.6.1/repository/com/ning/compress-lzf/1.
 
0.3/compress-lzf-1.0.3.jar:/opt/apache-maven-3.6.1/repository/org/xerial/snappy/snappy-java/1.1.7.5/snappy-java-1.1.7.5.jar:/opt/apache-maven-3.6.1/repository/org/lz4/lz4-java/1.4.0/lz4-java-1.4.0.jar:/opt/apache-maven-3.6.1/repository/com/github/luben/zstd-jni/1.3.2-2/zstd-jni-1.3.2-2.jar:/opt/apache-maven-3.6.1/repository/org/roaringbitmap/RoaringBitmap/0.7.45/RoaringBitmap-0.7.45.jar:/opt/apache-maven-3.6.1/repository/org/roaringbitmap/shims/0.7.45/shims-0.7.45.jar:/opt/apache-maven-3.6.1/repository/commons-net/commons-net/3.1/commons-net-3.1.jar:/opt/apache-maven-3.6.1/repository/org/json4s/json4s-jackson_2.11/3.5.3/json4s-jackson_2.11-3.5.3.jar:/opt/apache-maven-3.6.1/repository/org/json4s/json4s-core_2.11/3.5.3/json4s-core_2.11-3.5.3.jar:/opt/apache-maven-3.6.1/repository/org/json4s/json4s-ast_2.11/3.5.3/json4s-ast_2.11-3.5.3.jar:/opt/apache-maven-3.6.1/repository/org/json4s/json4s-scalap_2.11/3.5.3/json4s-scalap_2.11-3.5.3.jar:/opt/apache-maven-3.6.1/repository/org/scala-lang
 
/modules/scala-xml_2.11/1.0.6/scala-xml_2.11-1.0.6.jar:/opt/apache-maven-3.6.1/repository/org/glassfish/jersey/core/jersey-client/2.22.2/jersey-client-2.22.2.jar:/opt/apache-maven-3.6.1/repository/javax/ws/rs/javax.ws.rs-api/2.0.1/javax.ws.rs-api-2.0.1.jar:/opt/apache-maven-3.6.1/repository/org/glassfish/hk2/hk2-api/2.4.0-b34/hk2-api-2.4.0-b34.jar:/opt/apache-maven-3.6.1/repository/org/glassfish/hk2/hk2-utils/2.4.0-b34/hk2-utils-2.4.0-b34.jar:/opt/apache-maven-3.6.1/repository/org/glassfish/hk2/external/aopalliance-repackaged/2.4.0-b34/aopalliance-repackaged-2.4.0-b34.jar:/opt/apache-maven-3.6.1/repository/org/glassfish/hk2/external/javax.inject/2.4.0-b34/javax.inject-2.4.0-b34.jar:/opt/apache-maven-3.6.1/repository/org/glassfish/hk2/hk2-locator/2.4.0-b34/hk2-locator-2.4.0-b34.jar:/opt/apache-maven-3.6.1/repository/org/javassist/javassist/3.18.1-GA/javassist-3.18.1-GA.jar:/opt/apache-maven-3.6.1/repository/org/glassfish/jersey/core/jersey-common/2.22.2/jersey-common-2.22.2.jar:/opt/
 
apache-maven-3.6.1/repository/javax/annotation/javax.annotation-api/1.2/javax.annotation-api-1.2.jar:/opt/apache-maven-3.6.1/repository/org/glassfish/jersey/bundles/repackaged/jersey-guava/2.22.2/jersey-guava-2.22.2.jar:/opt/apache-maven-3.6.1/repository/org/glassfish/hk2/osgi-resource-locator/1.0.1/osgi-resource-locator-1.0.1.jar:/opt/apache-maven-3.6.1/repository/org/glassfish/jersey/core/jersey-server/2.22.2/jersey-server-2.22.2.jar:/opt/apache-maven-3.6.1/repository/org/glassfish/jersey/media/jersey-media-jaxb/2.22.2/jersey-media-jaxb-2.22.2.jar:/opt/apache-maven-3.6.1/repository/javax/validation/validation-api/1.1.0.Final/validation-api-1.1.0.Final.jar:/opt/apache-maven-3.6.1/repository/org/glassfish/jersey/containers/jersey-container-servlet/2.22.2/jersey-container-servlet-2.22.2.jar:/opt/apache-maven-3.6.1/repository/org/glassfish/jersey/containers/jersey-container-servlet-core/2.22.2/jersey-container-servlet-core-2.22.2.jar:/opt/apache-maven-3.6.1/repository/io/netty/netty-a
 
ll/4.1.47.Final/netty-all-4.1.47.Final.jar:/opt/apache-maven-3.6.1/repository/io/netty/netty/3.9.9.Final/netty-3.9.9.Final.jar:/opt/apache-maven-3.6.1/repository/com/clearspring/analytics/stream/2.7.0/stream-2.7.0.jar:/opt/apache-maven-3.6.1/repository/io/dropwizard/metrics/metrics-core/3.1.5/metrics-core-3.1.5.jar:/opt/apache-maven-3.6.1/repository/io/dropwizard/metrics/metrics-jvm/3.1.5/metrics-jvm-3.1.5.jar:/opt/apache-maven-3.6.1/repository/io/dropwizard/metrics/metrics-json/3.1.5/metrics-json-3.1.5.jar:/opt/apache-maven-3.6.1/repository/io/dropwizard/metrics/metrics-graphite/3.1.5/metrics-graphite-3.1.5.jar:/opt/apache-maven-3.6.1/repository/com/fasterxml/jackson/core/jackson-databind/2.6.7.3/jackson-databind-2.6.7.3.jar:/opt/apache-maven-3.6.1/repository/com/fasterxml/jackson/module/jackson-module-scala_2.11/2.6.7.1/jackson-module-scala_2.11-2.6.7.1.jar:/opt/apache-maven-3.6.1/repository/com/fasterxml/jackson/module/jackson-module-paranamer/2.7.9/jackson-module-paranamer-2.7.9
 
.jar:/opt/apache-maven-3.6.1/repository/org/apache/ivy/ivy/2.4.0/ivy-2.4.0.jar:/opt/apache-maven-3.6.1/repository/oro/oro/2.0.8/oro-2.0.8.jar:/opt/apache-maven-3.6.1/repository/net/razorvine/pyrolite/4.13/pyrolite-4.13.jar:/opt/apache-maven-3.6.1/repository/net/sf/py4j/py4j/0.10.7/py4j-0.10.7.jar:/opt/apache-maven-3.6.1/repository/org/apache/spark/spark-tags_2.11/2.4.7/spark-tags_2.11-2.4.7.jar:/opt/apache-maven-3.6.1/repository/org/apache/commons/commons-crypto/1.0.0/commons-crypto-1.0.0.jar:/opt/apache-maven-3.6.1/repository/org/spark-project/spark/unused/1.0.0/unused-1.0.0.jar:/opt/apache-maven-3.6.1/repository/org/apache/spark/spark-sql_2.11/2.4.7/spark-sql_2.11-2.4.7.jar:/opt/apache-maven-3.6.1/repository/com/univocity/univocity-parsers/2.7.3/univocity-parsers-2.7.3.jar:/opt/apache-maven-3.6.1/repository/org/apache/spark/spark-sketch_2.11/2.4.7/spark-sketch_2.11-2.4.7.jar:/opt/apache-maven-3.6.1/repository/org/apache/spark/spark-catalyst_2.11/2.4.7/spark-catalyst_2.11-2.4.7.jar
 
:/opt/apache-maven-3.6.1/repository/org/antlr/antlr4-runtime/4.7/antlr4-runtime-4.7.jar:/opt/apache-maven-3.6.1/repository/org/apache/orc/orc-core/1.5.5/orc-core-1.5.5-nohive.jar:/opt/apache-maven-3.6.1/repository/org/apache/orc/orc-shims/1.5.5/orc-shims-1.5.5.jar:/opt/apache-maven-3.6.1/repository/io/airlift/aircompressor/0.10/aircompressor-0.10.jar:/opt/apache-maven-3.6.1/repository/org/apache/orc/orc-mapreduce/1.5.5/orc-mapreduce-1.5.5-nohive.jar:/opt/apache-maven-3.6.1/repository/org/apache/parquet/parquet-column/1.10.1/parquet-column-1.10.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/parquet/parquet-common/1.10.1/parquet-common-1.10.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/parquet/parquet-encoding/1.10.1/parquet-encoding-1.10.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/parquet/parquet-hadoop/1.10.1/parquet-hadoop-1.10.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/parquet/parquet-format/2.4.0/parquet-format-2.4.0.jar:/opt/apache-maven-3.6.1/reposit
 
ory/org/apache/parquet/parquet-jackson/1.10.1/parquet-jackson-1.10.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/arrow/arrow-vector/0.10.0/arrow-vector-0.10.0.jar:/opt/apache-maven-3.6.1/repository/org/apache/arrow/arrow-format/0.10.0/arrow-format-0.10.0.jar:/opt/apache-maven-3.6.1/repository/org/apache/arrow/arrow-memory/0.10.0/arrow-memory-0.10.0.jar:/opt/apache-maven-3.6.1/repository/joda-time/joda-time/2.9.9/joda-time-2.9.9.jar:/opt/apache-maven-3.6.1/repository/com/carrotsearch/hppc/0.7.2/hppc-0.7.2.jar:/opt/apache-maven-3.6.1/repository/com/vlkan/flatbuffers/1.2.0-3f79e055/flatbuffers-1.2.0-3f79e055.jar:/opt/apache-maven-3.6.1/repository/org/apache/spark/spark-avro_2.11/2.4.7/spark-avro_2.11-2.4.7.jar:/opt/apache-maven-3.6.1/repository/org/apache/spark/spark-mllib_2.11/2.4.7/spark-mllib_2.11-2.4.7.jar:/opt/apache-maven-3.6.1/repository/org/scala-lang/modules/scala-parser-combinators_2.11/1.1.0/scala-parser-combinators_2.11-1.1.0.jar:/opt/apache-maven-3.6.1/repository/org
 
/apache/spark/spark-graphx_2.11/2.4.7/spark-graphx_2.11-2.4.7.jar:/opt/apache-maven-3.6.1/repository/com/github/fommil/netlib/core/1.1.2/core-1.1.2.jar:/opt/apache-maven-3.6.1/repository/net/sourceforge/f2j/arpack_combined_all/0.1/arpack_combined_all-0.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/spark/spark-mllib-local_2.11/2.4.7/spark-mllib-local_2.11-2.4.7.jar:/opt/apache-maven-3.6.1/repository/org/scalanlp/breeze_2.11/0.13.2/breeze_2.11-0.13.2.jar:/opt/apache-maven-3.6.1/repository/org/scalanlp/breeze-macros_2.11/0.13.2/breeze-macros_2.11-0.13.2.jar:/opt/apache-maven-3.6.1/repository/net/sf/opencsv/opencsv/2.3/opencsv-2.3.jar:/opt/apache-maven-3.6.1/repository/com/github/rwl/jtransforms/2.4.0/jtransforms-2.4.0.jar:/opt/apache-maven-3.6.1/repository/org/spire-math/spire_2.11/0.13.0/spire_2.11-0.13.0.jar:/opt/apache-maven-3.6.1/repository/org/spire-math/spire-macros_2.11/0.13.0/spire-macros_2.11-0.13.0.jar:/opt/apache-maven-3.6.1/repository/org/typelevel/machinist_2.11/0.6.
 
1/machinist_2.11-0.6.1.jar:/opt/apache-maven-3.6.1/repository/com/chuusai/shapeless_2.11/2.3.2/shapeless_2.11-2.3.2.jar:/opt/apache-maven-3.6.1/repository/org/typelevel/macro-compat_2.11/1.1.1/macro-compat_2.11-1.1.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/spark/spark-streaming_2.11/2.4.7/spark-streaming_2.11-2.4.7.jar:/opt/apache-maven-3.6.1/repository/com/typesafe/config/1.3.1/config-1.3.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoop/hadoop-common/3.1.1/hadoop-common-3.1.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoop/hadoop-annotations/3.1.1/hadoop-annotations-3.1.1.jar:/opt/apache-maven-3.6.1/repository/com/google/guava/guava/11.0.2/guava-11.0.2.jar:/opt/apache-maven-3.6.1/repository/commons-cli/commons-cli/1.2/commons-cli-1.2.jar:/opt/apache-maven-3.6.1/repository/org/apache/httpcomponents/httpclient/4.5.2/httpclient-4.5.2.jar:/opt/apache-maven-3.6.1/repository/org/apache/httpcomponents/httpcore/4.4.4/httpcore-4.4.4.jar:/opt/apache-maven-3.6.1/r
 
epository/commons-codec/commons-codec/1.11/commons-codec-1.11.jar:/opt/apache-maven-3.6.1/repository/commons-io/commons-io/2.5/commons-io-2.5.jar:/opt/apache-maven-3.6.1/repository/commons-collections/commons-collections/3.2.2/commons-collections-3.2.2.jar:/opt/apache-maven-3.6.1/repository/org/eclipse/jetty/jetty-server/9.3.19.v20170502/jetty-server-9.3.19.v20170502.jar:/opt/apache-maven-3.6.1/repository/org/eclipse/jetty/jetty-http/9.3.19.v20170502/jetty-http-9.3.19.v20170502.jar:/opt/apache-maven-3.6.1/repository/org/eclipse/jetty/jetty-io/9.3.19.v20170502/jetty-io-9.3.19.v20170502.jar:/opt/apache-maven-3.6.1/repository/org/eclipse/jetty/jetty-util/9.3.19.v20170502/jetty-util-9.3.19.v20170502.jar:/opt/apache-maven-3.6.1/repository/org/eclipse/jetty/jetty-servlet/9.3.19.v20170502/jetty-servlet-9.3.19.v20170502.jar:/opt/apache-maven-3.6.1/repository/org/eclipse/jetty/jetty-security/9.3.19.v20170502/jetty-security-9.3.19.v20170502.jar:/opt/apache-maven-3.6.1/repository/org/eclipse/j
 
etty/jetty-webapp/9.3.19.v20170502/jetty-webapp-9.3.19.v20170502.jar:/opt/apache-maven-3.6.1/repository/org/eclipse/jetty/jetty-xml/9.3.19.v20170502/jetty-xml-9.3.19.v20170502.jar:/opt/apache-maven-3.6.1/repository/javax/servlet/jsp/jsp-api/2.1/jsp-api-2.1.jar:/opt/apache-maven-3.6.1/repository/com/sun/jersey/jersey-core/1.19/jersey-core-1.19.jar:/opt/apache-maven-3.6.1/repository/javax/ws/rs/jsr311-api/1.1.1/jsr311-api-1.1.1.jar:/opt/apache-maven-3.6.1/repository/com/sun/jersey/jersey-servlet/1.19/jersey-servlet-1.19.jar:/opt/apache-maven-3.6.1/repository/com/sun/jersey/jersey-json/1.19/jersey-json-1.19.jar:/opt/apache-maven-3.6.1/repository/com/sun/xml/bind/jaxb-impl/2.2.3-1/jaxb-impl-2.2.3-1.jar:/opt/apache-maven-3.6.1/repository/org/codehaus/jackson/jackson-jaxrs/1.9.2/jackson-jaxrs-1.9.2.jar:/opt/apache-maven-3.6.1/repository/org/codehaus/jackson/jackson-xc/1.9.2/jackson-xc-1.9.2.jar:/opt/apache-maven-3.6.1/repository/com/sun/jersey/jersey-server/1.19/jersey-server-1.19.jar:/op
 
t/apache-maven-3.6.1/repository/commons-logging/commons-logging/1.1.3/commons-logging-1.1.3.jar:/opt/apache-maven-3.6.1/repository/commons-lang/commons-lang/2.6/commons-lang-2.6.jar:/opt/apache-maven-3.6.1/repository/commons-beanutils/commons-beanutils/1.9.3/commons-beanutils-1.9.3.jar:/opt/apache-maven-3.6.1/repository/org/apache/commons/commons-configuration2/2.1.1/commons-configuration2-2.1.1.jar:/opt/apache-maven-3.6.1/repository/com/google/re2j/re2j/1.1/re2j-1.1.jar:/opt/apache-maven-3.6.1/repository/com/google/protobuf/protobuf-java/2.5.0/protobuf-java-2.5.0.jar:/opt/apache-maven-3.6.1/repository/com/google/code/gson/gson/2.2.4/gson-2.2.4.jar:/opt/apache-maven-3.6.1/repository/com/jcraft/jsch/0.1.54/jsch-0.1.54.jar:/opt/apache-maven-3.6.1/repository/org/apache/curator/curator-client/2.12.0/curator-client-2.12.0.jar:/opt/apache-maven-3.6.1/repository/org/apache/htrace/htrace-core4/4.1.0-incubating/htrace-core4-4.1.0-incubating.jar:/opt/apache-maven-3.6.1/repository/org/apache/k
 
erby/kerb-simplekdc/1.0.1/kerb-simplekdc-1.0.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/kerby/kerb-client/1.0.1/kerb-client-1.0.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/kerby/kerby-config/1.0.1/kerby-config-1.0.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/kerby/kerb-core/1.0.1/kerb-core-1.0.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/kerby/kerby-pkix/1.0.1/kerby-pkix-1.0.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/kerby/kerby-asn1/1.0.1/kerby-asn1-1.0.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/kerby/kerby-util/1.0.1/kerby-util-1.0.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/kerby/kerb-common/1.0.1/kerb-common-1.0.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/kerby/kerb-crypto/1.0.1/kerb-crypto-1.0.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/kerby/kerb-util/1.0.1/kerb-util-1.0.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/kerby/token-provider/1.0.1/token-provider-1.0.1.jar:/opt/apache-maven-3.6.1/reposito
 
ry/org/apache/kerby/kerb-admin/1.0.1/kerb-admin-1.0.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/kerby/kerb-server/1.0.1/kerb-server-1.0.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/kerby/kerb-identity/1.0.1/kerb-identity-1.0.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/kerby/kerby-xdr/1.0.1/kerby-xdr-1.0.1.jar:/opt/apache-maven-3.6.1/repository/org/codehaus/woodstox/stax2-api/3.1.4/stax2-api-3.1.4.jar:/opt/apache-maven-3.6.1/repository/com/fasterxml/woodstox/woodstox-core/5.0.3/woodstox-core-5.0.3.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoop/hadoop-hdfs/3.1.1/hadoop-hdfs-3.1.1.jar:/opt/apache-maven-3.6.1/repository/org/eclipse/jetty/jetty-util-ajax/9.3.19.v20170502/jetty-util-ajax-9.3.19.v20170502.jar:/opt/apache-maven-3.6.1/repository/commons-daemon/commons-daemon/1.0.13/commons-daemon-1.0.13.jar:/opt/apache-maven-3.6.1/repository/org/fusesource/leveldbjni/leveldbjni-all/1.8/leveldbjni-all-1.8.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoo
 
p/hadoop-client/3.1.1/hadoop-client-3.1.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoop/hadoop-hdfs-client/3.1.1/hadoop-hdfs-client-3.1.1.jar:/opt/apache-maven-3.6.1/repository/com/squareup/okhttp/okhttp/2.7.5/okhttp-2.7.5.jar:/opt/apache-maven-3.6.1/repository/com/squareup/okio/okio/1.6.0/okio-1.6.0.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoop/hadoop-yarn-api/3.1.1/hadoop-yarn-api-3.1.1.jar:/opt/apache-maven-3.6.1/repository/javax/xml/bind/jaxb-api/2.2.11/jaxb-api-2.2.11.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoop/hadoop-yarn-client/3.1.1/hadoop-yarn-client-3.1.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoop/hadoop-mapreduce-client-core/3.1.1/hadoop-mapreduce-client-core-3.1.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoop/hadoop-yarn-common/3.1.1/hadoop-yarn-common-3.1.1.jar:/opt/apache-maven-3.6.1/repository/com/sun/jersey/jersey-client/1.19/jersey-client-1.19.jar:/opt/apache-maven-3.6.1/repository/com/fasterxml/jackson/mod
 
ule/jackson-module-jaxb-annotations/2.7.8/jackson-module-jaxb-annotations-2.7.8.jar:/opt/apache-maven-3.6.1/repository/com/fasterxml/jackson/jaxrs/jackson-jaxrs-json-provider/2.7.8/jackson-jaxrs-json-provider-2.7.8.jar:/opt/apache-maven-3.6.1/repository/com/fasterxml/jackson/jaxrs/jackson-jaxrs-base/2.7.8/jackson-jaxrs-base-2.7.8.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoop/hadoop-mapreduce-client-jobclient/3.1.1/hadoop-mapreduce-client-jobclient-3.1.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoop/hadoop-mapreduce-client-common/3.1.1/hadoop-mapreduce-client-common-3.1.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoop/hadoop-auth/3.1.1/hadoop-auth-3.1.1.jar:/opt/apache-maven-3.6.1/repository/com/nimbusds/nimbus-jose-jwt/4.41.1/nimbus-jose-jwt-4.41.1.jar:/opt/apache-maven-3.6.1/repository/com/github/stephenc/jcip/jcip-annotations/1.0-1/jcip-annotations-1.0-1.jar:/opt/apache-maven-3.6.1/repository/net/minidev/json-smart/2.3/json-smart-2.3.jar:/opt/apache
 
-maven-3.6.1/repository/net/minidev/accessors-smart/1.2/accessors-smart-1.2.jar:/opt/apache-maven-3.6.1/repository/org/apache/curator/curator-framework/2.12.0/curator-framework-2.12.0.jar:/opt/apache-maven-3.6.1/repository/mysql/mysql-connector-java/8.0.20/mysql-connector-java-8.0.20.jar:/opt/apache-maven-3.6.1/repository/com/opencsv/opencsv/5.2/opencsv-5.2.jar:/opt/apache-maven-3.6.1/repository/org/apache/commons/commons-text/1.8/commons-text-1.8.jar:/opt/apache-maven-3.6.1/repository/org/apache/commons/commons-collections4/4.4/commons-collections4-4.4.jar:/opt/apache-maven-3.6.1/repository/com/alibaba/easyexcel/2.2.6/easyexcel-2.2.6.jar:/opt/apache-maven-3.6.1/repository/cglib/cglib/3.1/cglib-3.1.jar:/opt/apache-maven-3.6.1/repository/org/ow2/asm/asm/4.2/asm-4.2.jar:/opt/apache-maven-3.6.1/repository/org/ehcache/ehcache/3.4.0/ehcache-3.4.0.jar:/opt/apache-maven-3.6.1/repository/org/apache/poi/poi/3.17/poi-3.17.jar:/opt/apache-maven-3.6.1/repository/org/apache/poi/poi-ooxml/3.17/po
 
i-ooxml-3.17.jar:/opt/apache-maven-3.6.1/repository/com/github/virtuald/curvesapi/1.04/curvesapi-1.04.jar:/opt/apache-maven-3.6.1/repository/org/apache/poi/poi-ooxml-schemas/3.17/poi-ooxml-schemas-3.17.jar:/opt/apache-maven-3.6.1/repository/org/apache/xmlbeans/xmlbeans/3.1.0/xmlbeans-3.1.0.jar:/opt/apache-maven-3.6.1/repository/org/apache/hudi/hudi-spark-bundle_2.11/0.9.0/hudi-spark-bundle_2.11-0.9.0.jar:/opt/apache-maven-3.6.1/repository/org/apache/hive/hive-exec/2.3.8/hive-exec-2.3.8-core.jar:/opt/apache-maven-3.6.1/repository/org/apache/hive/hive-vector-code-gen/2.3.8/hive-vector-code-gen-2.3.8.jar:/opt/apache-maven-3.6.1/repository/org/apache/velocity/velocity/1.5/velocity-1.5.jar:/opt/apache-maven-3.6.1/repository/org/apache/hive/hive-llap-tez/2.3.8/hive-llap-tez-2.3.8.jar:/opt/apache-maven-3.6.1/repository/org/apache/hive/hive-common/2.3.8/hive-common-2.3.8.jar:/opt/apache-maven-3.6.1/repository/org/apache/hive/hive-storage-api/2.4.0/hive-storage-api-2.4.0.jar:/opt/apache-mave
 
n-3.6.1/repository/org/apache/orc/orc-core/1.3.4/orc-core-1.3.4.jar:/opt/apache-maven-3.6.1/repository/jline/jline/2.12/jline-2.12.jar:/opt/apache-maven-3.6.1/repository/org/apache/logging/log4j/log4j-web/2.6.2/log4j-web-2.6.2.jar:/opt/apache-maven-3.6.1/repository/com/tdunning/json/1.8/json-1.8.jar:/opt/apache-maven-3.6.1/repository/com/github/joshelser/dropwizard-metrics-hadoop-metrics2-reporter/0.1.2/dropwizard-metrics-hadoop-metrics2-reporter-0.1.2.jar:/opt/apache-maven-3.6.1/repository/org/apache/hive/hive-llap-client/2.3.8/hive-llap-client-2.3.8.jar:/opt/apache-maven-3.6.1/repository/org/apache/hive/hive-llap-common/2.3.8/hive-llap-common-2.3.8.jar:/opt/apache-maven-3.6.1/repository/org/apache/hive/hive-serde/2.3.8/hive-serde-2.3.8.jar:/opt/apache-maven-3.6.1/repository/org/apache/hive/hive-service-rpc/2.3.8/hive-service-rpc-2.3.8.jar:/opt/apache-maven-3.6.1/repository/tomcat/jasper-compiler/5.5.23/jasper-compiler-5.5.23.jar:/opt/apache-maven-3.6.1/repository/tomcat/jasper-run
 
time/5.5.23/jasper-runtime-5.5.23.jar:/opt/apache-maven-3.6.1/repository/commons-el/commons-el/1.0/commons-el-1.0.jar:/opt/apache-maven-3.6.1/repository/org/apache/thrift/libfb303/0.9.3/libfb303-0.9.3.jar:/opt/apache-maven-3.6.1/repository/org/apache/hive/hive-shims/2.3.8/hive-shims-2.3.8.jar:/opt/apache-maven-3.6.1/repository/org/apache/hive/shims/hive-shims-common/2.3.8/hive-shims-common-2.3.8.jar:/opt/apache-maven-3.6.1/repository/org/apache/hive/shims/hive-shims-0.23/2.3.8/hive-shims-0.23-2.3.8.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoop/hadoop-yarn-server-resourcemanager/2.7.2/hadoop-yarn-server-resourcemanager-2.7.2.jar:/opt/apache-maven-3.6.1/repository/com/google/inject/extensions/guice-servlet/3.0/guice-servlet-3.0.jar:/opt/apache-maven-3.6.1/repository/com/google/inject/guice/3.0/guice-3.0.jar:/opt/apache-maven-3.6.1/repository/javax/inject/javax.inject/1/javax.inject-1.jar:/opt/apache-maven-3.6.1/repository/aopalliance/aopalliance/1.0/aopalliance-1.0.jar:/opt
 
/apache-maven-3.6.1/repository/com/sun/jersey/contribs/jersey-guice/1.9/jersey-guice-1.9.jar:/opt/apache-maven-3.6.1/repository/org/mortbay/jetty/jetty-util/6.1.26/jetty-util-6.1.26.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoop/hadoop-yarn-server-common/2.7.2/hadoop-yarn-server-common-2.7.2.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoop/hadoop-yarn-server-applicationhistoryservice/2.7.2/hadoop-yarn-server-applicationhistoryservice-2.7.2.jar:/opt/apache-maven-3.6.1/repository/org/apache/hadoop/hadoop-yarn-server-web-proxy/2.7.2/hadoop-yarn-server-web-proxy-2.7.2.jar:/opt/apache-maven-3.6.1/repository/org/mortbay/jetty/jetty/6.1.26/jetty-6.1.26.jar:/opt/apache-maven-3.6.1/repository/org/apache/zookeeper/zookeeper/3.4.6/zookeeper-3.4.6-tests.jar:/opt/apache-maven-3.6.1/repository/org/apache/hive/shims/hive-shims-scheduler/2.3.8/hive-shims-scheduler-2.3.8.jar:/opt/apache-maven-3.6.1/repository/commons-httpclient/commons-httpclient/3.0.1/commons-httpclient-3.0.1.jar:
 
/opt/apache-maven-3.6.1/repository/org/antlr/antlr-runtime/3.5.2/antlr-runtime-3.5.2.jar:/opt/apache-maven-3.6.1/repository/org/antlr/ST4/4.0.4/ST4-4.0.4.jar:/opt/apache-maven-3.6.1/repository/org/apache/ant/ant/1.9.1/ant-1.9.1.jar:/opt/apache-maven-3.6.1/repository/org/apache/ant/ant-launcher/1.9.1/ant-launcher-1.9.1.jar:/opt/apache-maven-3.6.1/repository/org/codehaus/groovy/groovy-all/2.4.4/groovy-all-2.4.4.jar:/opt/apache-maven-3.6.1/repository/org/datanucleus/datanucleus-core/4.1.17/datanucleus-core-4.1.17.jar:/opt/apache-maven-3.6.1/repository/stax/stax-api/1.0.1/stax-api-1.0.1.jar:/opt/apache-maven-3.6.1/repository/net/hydromatic/eigenbase-properties/1.1.5/eigenbase-properties-1.1.5.jar:/opt/apache-maven-3.6.1/repository/org/codehaus/janino/janino/3.0.16/janino-3.0.16.jar:/opt/apache-maven-3.6.1/repository/org/codehaus/janino/commons-compiler/3.0.16/commons-compiler-3.0.16.jar:/opt/apache-maven-3.6.1/repository/org/apache/parquet/parquet-hadoop-bundle/1.10.1/parquet-hadoop-bun
 
dle-1.10.1.jar:/opt/apache-maven-3.6.1/repository/com/aliyun/oss/aliyun-sdk-oss/3.11.2/aliyun-sdk-oss-3.11.2.jar:/opt/apache-maven-3.6.1/repository/org/jdom/jdom2/2.0.6/jdom2-2.0.6.jar:/opt/apache-maven-3.6.1/repository/org/codehaus/jettison/jettison/1.1/jettison-1.1.jar:/opt/apache-maven-3.6.1/repository/com/aliyun/aliyun-java-sdk-core/4.5.10/aliyun-java-sdk-core-4.5.10.jar:/opt/apache-maven-3.6.1/repository/org/jacoco/org.jacoco.agent/0.8.5/org.jacoco.agent-0.8.5-runtime.jar:/opt/apache-maven-3.6.1/repository/org/ini4j/ini4j/0.5.4/ini4j-0.5.4.jar:/opt/apache-maven-3.6.1/repository/io/opentracing/opentracing-api/0.33.0/opentracing-api-0.33.0.jar:/opt/apache-maven-3.6.1/repository/io/opentracing/opentracing-util/0.33.0/opentracing-util-0.33.0.jar:/opt/apache-maven-3.6.1/repository/io/opentracing/opentracing-noop/0.33.0/opentracing-noop-0.33.0.jar:/opt/apache-maven-3.6.1/repository/com/aliyun/aliyun-java-sdk-ram/3.1.0/aliyun-java-sdk-ram-3.1.0.jar:/opt/apache-maven-3.6.1/repository/c
 
om/aliyun/aliyun-java-sdk-kms/2.11.0/aliyun-java-sdk-kms-2.11.0.jar:/opt/apache-maven-3.6.1/repository/org/aeonbits/owner/owner/1.0.12/owner-1.0.12.jar:/opt/apache-maven-3.6.1/repository/org/apache/logging/log4j/log4j-core/2.14.0/log4j-core-2.14.0.jar:/opt/apache-maven-3.6.1/repository/org/apache/logging/log4j/log4j-api/2.14.0/log4j-api-2.14.0.jar:/opt/apache-maven-3.6.1/repository/org/apache/logging/log4j/log4j-1.2-api/2.14.0/log4j-1.2-api-2.14.0.jar:/opt/apache-maven-3.6.1/repository/org/slf4j/slf4j-api/1.7.30/slf4j-api-1.7.30.jar:/opt/apache-maven-3.6.1/repository/org/apache/flume/flume-ng-clients/flume-ng-log4jappender/1.9.0/flume-ng-log4jappender-1.9.0.jar:/opt/apache-maven-3.6.1/repository/org/apache/flume/flume-ng-sdk/1.9.0/flume-ng-sdk-1.9.0.jar:/opt/apache-maven-3.6.1/repository/org/apache/thrift/libthrift/0.9.3/libthrift-0.9.3.jar:/opt/apache-maven-3.6.1/repository/org/apache/logging/log4j/log4j-flume-ng/2.14.0/log4j-flume-ng-2.14.0.jar:/opt/apache-maven-3.6.1/repository/c
 
om/sleepycat/je/5.0.73/je-5.0.73.jar:/opt/apache-maven-3.6.1/repository/org/codehaus/jackson/jackson-core-asl/1.9.13/jackson-core-asl-1.9.13.jar:/opt/apache-maven-3.6.1/repository/org/codehaus/jackson/jackson-mapper-asl/1.9.13/jackson-mapper-asl-1.9.13.jar:/opt/apache-maven-3.6.1/repository/org/anarres/lzo/lzo-hadoop/1.0.6/lzo-hadoop-1.0.6.jar:/opt/apache-maven-3.6.1/repository/com/google/code/findbugs/annotations/2.0.3/annotations-2.0.3.jar:/opt/apache-maven-3.6.1/repository/org/anarres/lzo/lzo-core/1.0.6/lzo-core-1.0.6.jar:/opt/apache-maven-3.6.1/repository/org/apache/commons/commons-email/1.5/commons-email-1.5.jar:/opt/apache-maven-3.6.1/repository/com/sun/mail/javax.mail/1.5.6/javax.mail-1.5.6.jar:/opt/apache-maven-3.6.1/repository/org/apache/commons/commons-compress/1.20/commons-compress-1.20.jar:/opt/apache-maven-3.6.1/repository/com/belerweb/pinyin4j/2.5.1/pinyin4j-2.5.1.jar:/home/joshua/Code/SpartaQjzhu
 com.leqee.ontariosync.function.Test4
   Using Spark's default log4j profile: 
org/apache/spark/log4j-defaults.properties
   +---+----+---+-----------------------+
   |id |name|age|dt                     |
   +---+----+---+-----------------------+
   |1  |A   |10 |2021-11-17 17:21:40.508|
   |2  |B   |20 |2021-11-17 17:21:40.508|
   |3  |C   |30 |2021-11-17 17:21:40.508|
   +---+----+---+-----------------------+
   
   ===================Snapshot Read==============================
   
+-------------------+--------------------+------------------+----------------------+-----------------+---+----+---+---+
   
|_hoodie_commit_time|_hoodie_commit_seqno|_hoodie_record_key|_hoodie_partition_path|_hoodie_file_name|id
 |name|age|dt |
   
+-------------------+--------------------+------------------+----------------------+-----------------+---+----+---+---+
   
+-------------------+--------------------+------------------+----------------------+-----------------+---+----+---+---+
   
   ==============================================================
   ===================Incremental Read==============================
   
+-------------------+--------------------+------------------+----------------------+--------------------------------------+---+----+---+-----------------------+
   
|_hoodie_commit_time|_hoodie_commit_seqno|_hoodie_record_key|_hoodie_partition_path|_hoodie_file_name
                     |id |name|age|dt                     |
   
+-------------------+--------------------+------------------+----------------------+--------------------------------------+---+----+---+-----------------------+
   |20211117172143     |20211117172143_0_1  |1                 |default         
      |f66c7e31-56ac-49cc-b147-9a1f27908c7f-0|1  |A   |10 |2021-11-17 
17:21:40.508|
   |20211117172143     |20211117172143_0_2  |2                 |default         
      |f66c7e31-56ac-49cc-b147-9a1f27908c7f-0|2  |B   |20 |2021-11-17 
17:21:40.508|
   |20211117172143     |20211117172143_0_3  |3                 |default         
      |f66c7e31-56ac-49cc-b147-9a1f27908c7f-0|3  |C   |30 |2021-11-17 
17:21:40.508|
   
+-------------------+--------------------+------------------+----------------------+--------------------------------------+---+----+---+-----------------------+
   
   ==============================================================
   
   
   ```
   
   
   
   


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