Created
April 28, 2021 14:42
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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._ | |
val tableName = "hudi_trips_cow" | |
val basePath = "gs://dataproc-staging-us-central1-708638735970-brfkprvv/hudi_trips_cow" | |
val dataGen = new DataGenerator | |
// spark-shell | |
val inserts = convertToStringList(dataGen.generateInserts(500000)) | |
val df = spark.read.json(spark.sparkContext.parallelize(inserts, 10)) | |
df.write.format("hudi"). | |
option("hoodie.insert.shuffle.parallelism", "10"). | |
option("hoodie.upsert.shuffle.parallelism", "10"). | |
option(PRECOMBINE_FIELD_OPT_KEY, "ts"). | |
option(RECORDKEY_FIELD_OPT_KEY, "uuid"). | |
option(PARTITIONPATH_FIELD_OPT_KEY, "partitionpath"). | |
option(TABLE_NAME, tableName). | |
option(TABLE_TYPE_OPT_KEY, "MERGE_ON_READ"). | |
mode(Overwrite). | |
save(basePath) | |
var tripsSnapshotDF = spark. | |
read. | |
format("hudi"). | |
load(basePath + "/*/*/*/*") | |
//load(basePath) use "/partitionKey=partitionValue" folder structure for Spark auto partition discovery | |
tripsSnapshotDF.createOrReplaceTempView("hudi_trips_snapshot") | |
spark.sql("select fare, begin_lon, begin_lat, ts from hudi_trips_snapshot where fare > 20.0").show() | |
val updates = convertToStringList(dataGen.generateUpdates(500000)) | |
val df = spark.read.json(spark.sparkContext.parallelize(updates, 10)) | |
df.write.format("hudi"). | |
option("hoodie.insert.shuffle.parallelism", "10"). | |
option("hoodie.upsert.shuffle.parallelism", "10"). | |
option(PRECOMBINE_FIELD_OPT_KEY, "ts"). | |
option(RECORDKEY_FIELD_OPT_KEY, "uuid"). | |
option(PARTITIONPATH_FIELD_OPT_KEY, "partitionpath"). | |
option(TABLE_NAME, tableName). | |
option(TABLE_TYPE_OPT_KEY, "MERGE_ON_READ"). | |
mode(Append). | |
save(basePath) | |
tripsSnapshotDF = spark. | |
read. | |
format("hudi"). | |
load(basePath + "/*/*/*/*") | |
//load(basePath) use "/partitionKey=partitionValue" folder structure for Spark auto partition discovery | |
tripsSnapshotDF.createOrReplaceTempView("hudi_trips_snapshot") | |
spark.sql("select fare, begin_lon, begin_lat, ts from hudi_trips_snapshot where fare > 20.0").show() | |
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