Doris 实践 | Apache Doris Spark-Connecter实战
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2022-06-26 22:15
| 从https://github.com/apache/incubator-doris-spark-connector 下载并编译，编译的时候建议使用Doris官方提供的编译镜像编译。
$ docker pull apache/incubator-doris:build-env-ldb-toolchain-latest编译结果如下：
[root@xxx spark-doris-connector]# pwd
/data/incubator-doris-spark-connector/spark-doris-connector
[root@xxx spark-doris-connector]# ls target/ -trhl
总用量 7.7M
drwxr-xr-x 3 root root 4.0K 5月 11 22:32 maven-shared-archive-resources
-rw-r--r-- 1 root root 1 5月 11 22:32 classes.520860527.timestamp
drwxr-xr-x 5 root root 4.0K 5月 11 22:32 classes
drwxr-xr-x 5 root root 4.0K 5月 11 22:32 generated-sources
drwxr-xr-x 3 root root 4.0K 5月 11 22:32 maven-status
drwxr-xr-x 3 root root 4.0K 5月 11 22:32 thrift-dependencies
drwxr-xr-x 2 root root 4.0K 5月 11 22:32 maven-archiver
-rw-r--r-- 1 root root 174K 5月 11 22:32 spark-doris-connector-3.1_2.12-1.0.0-SNAPSHOT-sources.jar
-rw-r--r-- 1 root root 1 5月 11 22:32 test-classes.104362910.timestamp
drwxr-xr-x 4 root root 4.0K 5月 11 22:32 test-classes
drwxr-xr-x 3 root root 4.0K 5月 11 22:32 generated-test-sources
drwxr-xr-x 2 root root 4.0K 5月 11 22:32 surefire-reports
-rw-r--r-- 1 root root 551K 5月 11 22:32 original-spark-doris-connector-3.1_2.12-1.0.0-SNAPSHOT.jar
-rw-r--r-- 1 root root 7.0M 5月 11 22:32 spark-doris-connector-3.1_2.12-1.0.0-SNAPSHOT.jar
[root@xx spark-doris-connector]#从官网下载Spark，如果官网比较慢，这里有个腾讯的镜像地址，十分方便。https://mirrors.cloud.tencent.com/apache/spark/spark-3.1.2/
执行命令下载编译好的spark包，并解压。
#下载
wget https://mirrors.cloud.tencent.com/apache/spark/spark-3.1.2/spark-3.1.2-bin-hadoop3.2.tgz
#解压
tar -xzvf spark-3.1.2-bin-hadoop3.2.tgz
配置Spark环境。
vim /etc/profile
export SPARK_HOME=/your_parh/spark-3.1.2-bin-hadoop3.2
export PATH=$PATH:$SPARK_HOME/bin
source /etc/profile将编译好的spark-doris-connector-3.1_2.12-1.0.0-SNAPSHOT.jar复制到spark 的jars目录。
cp /your_path/spark-doris-connector/target/spark-doris-connector-3.1_2.12-1.0.0-SNAPSHOT.jar $SPARK_HOME/jarsScala 使用方式
执行 spark-shell，进入Spark交互环境。确定Spark的版本。
执行如下命令，通过Spark-Doris-Conneter 查询Doirs数据。
import org.apache.doris.spark._
val dorisSparkRDD = sc.dorisRDD(
tableIdentifier = Some("mongo_doris.data_sync_test"),
cfg = Some(Map(
"doris.fenodes" -> "127.0.0.1:8030",
"doris.request.auth.user" -> "root",
"doris.request.auth.password" -> ""
))
)
dorisSparkRDD.collect()doris.request.auth.password为密码。
doris.request.auth.user为用户名，
doris.fenodes为FE节点的IP和http_port，
data_sync_test为表名称，
mongo_doris为数据库名称，
执行完成后会将数据输出在控制台，如果看到数据输出则代表对接完成了。完整的情况如下：
scala> import org.apache.doris.spark._
import org.apache.doris.spark._
scala> val dorisSparkRDD = sc.dorisRDD(
| tableIdentifier = Some("mongo_doris.data_sync_test"),
| cfg = Some(Map(
| "doris.fenodes" -> "127.0.0.1:8030",
| "doris.request.auth.user" -> "root",
| "doris.request.auth.password" -> ""
| ))
| )
dorisSparkRDD: org.apache.spark.rdd.RDD[AnyRef] = ScalaDorisRDD[0] at RDD at AbstractDorisRDD.scala:32
scala> dorisSparkRDD.collect()
res0: Array[AnyRef] = Array([4, 1, alex, Document{{key1=1.0}}, 20.0, 3.14, 123456.0, 2022-05-10, false], [2, 1, alex, [1.0, 2.0, 3.0], 20.0, 3.14, 123456.0, 2022-05-09, false], [3, 1, alex, [Document{{key1=1.0}}], 20.0, 3.14, 123456.0, 2022-05-10, false])集群版Spark一般会将依赖Jar包上传到HDFS，然后通过spark.yarn.jars添加HDFS路径，Spark会从HDFS上读取Jar包。
spark.yarn.jars=local:/usr/lib/spark/jars/*,hdfs:///spark-jars/doris-spark-connector-3.1.2-2.12-1.0.0.jar
具体参照：https://github.com/apache/incubator-doris/discussions/9486
pyspark使用方式
输入如下命令进入pyspark
[root@xxx ~]# pyspark
Python 3.6.9 (default, Dec 8 2021, 21:08:43)
[GCC 8.4.0] on linux
Type "help", "copyright", "credits" or "license" for more information.
22/05/12 10:29:25 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
Using Spark's default log4j profile: org/apache/spark/log4j-defaults.properties
Setting default log level to "WARN".
To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).
22/05/12 10:29:26 WARN Utils: Service 'SparkUI' could not bind on port 4040. Attempting port 4041.
Welcome to
____ __
/ __/__ ___ _____/ /__
_\ \/ _ \/ _ `/ __/ '_/
/__ / .__/\_,_/_/ /_/\_\ version 3.1.2
/_/
Using Python version 3.6.9 (default, Dec 8 2021 21:08:43)
Spark context Web UI available at http://jiafeng:4041
Spark context available as 'sc' (master = local[*], app id = local-1652322566766).
SparkSession available as 'spark'.通过pysprk从Doris读取数据.
dorisSparkDF = spark.read.format("doris").option("doris.table.identifier", "mongo_doris.data_sync_test").option("doris.fenodes", "127.0.0.1:8030").option("user", "root").option("password", "").load()
# 显示5行数据
dorisSparkDF.show(5)4 . 完成运行结果如下:
>>> dorisSparkDF = spark.read.format("doris").option("doris.table.identifier", "mongo_doris.data_sync_test").option("doris.fenodes", "127.0.0.1:8030").option("user", "root").option("password", "").load()
>>> dorisSparkDF.show(5)
+---+---+---------+--------------------+----+------+------------+-----------+----------+
|_id| id|user_name| member_list| age|height|lucky_number|create_time|is_married|
+---+---+---------+--------------------+----+------+------------+-----------+----------+
| 3| 1| alex|[Document{{key1=1...|20.0| 3.14| 123456.0| 2022-05-10| false|
| 4| 1| alex|Document{{key1=1.0}}|20.0| 3.14| 123456.0| 2022-05-10| false|
| 2| 1| alex| [1.0, 2.0, 3.0]|20.0| 3.14| 123456.0| 2022-05-09| false|
+---+---+---------+--------------------+----+------+------------+-----------+----------+
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