Created
August 12, 2021 23:03
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// spark-shell | |
import org.apache.hudi.QuickstartUtils._ | |
import scala.collection.JavaConversions._ | |
import org.apache.spark.sql.SaveMode._ | |
import org.apache.hudi.DataSourceReadOptions._ | |
import org.apache.hudi.DataSourceWriteOptions._ | |
import org.apache.hudi.config.HoodieWriteConfig._ | |
import org.apache.spark.sql.types._ | |
import org.apache.spark.sql.Row | |
val tableName = "hudi_trips_cow" | |
val basePath = "file:///tmp/hudi_trips_cow" | |
val schema = StructType( Array( | |
StructField("rowId", StringType,true), | |
StructField("partitionId", StringType,true), | |
StructField("preComb", LongType,true), | |
StructField("name", StringType,true), | |
StructField("versionId", StringType,true), | |
StructField("toBeDeletedStr", StringType,true), | |
StructField("intToLong", IntegerType,true), | |
StructField("longToInt", LongType,true) | |
)) | |
val data0 = Seq(Row("row_1", "part_0",0L,"bob","v_0","toBeDel0",0,1000000L), | |
Row("row_2", "part_0",0L,"john","v_0","toBeDel0",0,1000000L), | |
Row("row_3", "part_0",0L,"tom","v_0","toBeDel0",0,1000000L)) | |
var dfFromData0 = spark.createDataFrame(data0,schema) | |
dfFromData0.write.format("hudi"). | |
options(getQuickstartWriteConfigs). | |
option(PRECOMBINE_FIELD_OPT_KEY, "preComb"). | |
option(RECORDKEY_FIELD_OPT_KEY, "rowId"). | |
option(PARTITIONPATH_FIELD_OPT_KEY, "partitionId"). | |
option("hoodie.index.type","SIMPLE"). | |
option(TABLE_NAME, tableName). | |
mode(Overwrite). | |
save(basePath) | |
var tripsSnapshotDF1 = spark. | |
read. | |
format("hudi"). | |
load(basePath + "/*/*") | |
tripsSnapshotDF1.createOrReplaceTempView("hudi_trips_snapshot") | |
spark.sql("select rowId, partitionId, preComb, name, versionId, toBeDeletedStr, intToLong, longToInt from hudi_trips_snapshot").show() | |
val schemaAddedField = StructType( Array( | |
StructField("rowId", StringType,true), | |
StructField("partitionId", StringType,true), | |
StructField("preComb", LongType,true), | |
StructField("name", StringType,true), | |
StructField("versionId", StringType,true), | |
StructField("toBeDeletedStr", StringType,true), | |
StructField("intToLong", IntegerType,true), | |
StructField("longToInt", LongType,true), | |
StructField("newStrField", StringType,true) | |
)) | |
val data5 = Seq(Row("row_2", "part_1",5L,"john","v_3","toBeDel3",3,2000000L,"newField_1"), | |
Row("row_5", "part_1",5L,"maroon","v_2","toBeDel3",2,2000000L, "newFiled_1"), | |
Row("row_9", "part_1",5L,"michael","v_2","toBeDel3",2,2000000L, "newFiled_1")) | |
var dfFromData5 = spark.createDataFrame(data5,schemaAddedField) | |
dfFromData5.write.format("hudi"). | |
options(getQuickstartWriteConfigs). | |
option(PRECOMBINE_FIELD_OPT_KEY, "preComb"). | |
option(RECORDKEY_FIELD_OPT_KEY, "rowId"). | |
option(PARTITIONPATH_FIELD_OPT_KEY, "partitionId"). | |
option("hoodie.index.type","SIMPLE"). | |
option(TABLE_NAME, tableName). | |
mode(Append). | |
save(basePath) | |
tripsSnapshotDF1 = spark. | |
read. | |
format("hudi"). | |
load(basePath + "/*/*") | |
tripsSnapshotDF1.createOrReplaceTempView("hudi_trips_snapshot") | |
spark.sql("select rowId, partitionId, preComb, name, versionId, toBeDeletedStr, intToLong, longToInt, newStrField from hudi_trips_snapshot").show() |
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