测试flume,将数据送到hive表中,首先建表。
create table order_flume( order_id string, user_id string, eval_set string, order_number string, order_dow string, order_hour_of_day string, days_since_prior_order string) clustered by (order_id) into 5 buckets stored as orc; # 记得加 orc,不然后面会出错
flume conf 配置如下:
# Name the components on this agent a1.sources = r1 a1.sinks = k1 a1.channels = c1 # Describe/configure the source a1.sources.r1.type = exec a1.sources.r1.command = tail -f /root/code/flume_exec_test.txt # Describe the sink a1.sinks.k1.type = hive a1.sinks.k1.hive.metastore = thrift://master:9083 a1.sinks.k1.hive.database = hw a1.sinks.k1.hive.table = order_flume a1.sinks.k1.serializer = DELIMITED a1.sinks.k1.serializer.delimiter = "," a1.sinks.k1.serializer.serdeSeparator = ',' a1.sinks.k1.serializer.fieldnames = order_id,user_id,eval_set,order_number,order_dow,order_hour_of_day,days_since_prior_order # Use a channel which buffers events in memory a1.channels.c1.type = memory a1.channels.c1.capacity = 10000 # 设置大一点,默认是1000 a1.channels.c1.transactionCapacity = 1000 # 设置大一点,默认是100 # Bind the source and sink to the channel a1.sources.r1.channels = c1 a1.sinks.k1.channel = c1
这个时候如果启动flume的话会报错,需要将hive中的jar包移动到flume 中。
/usr/local/src/apache-hive-1.2.2-bin/hcatalog/share/hcatalog/* $FLUME_HOME/lib /usr/local/src/apache-hive-1.2.2-bin/lib/* $FLUME_HOME/lib
此时,在修改修改 hive-site.xml,将下面的值进行修改。
<property> <name>hive.support.concurrency</name> <value>true</value> </property> <property> <name>hive.exec.dynamic.partition.mode</name> <value>nonstrict</value> </property> <property> <name>hive.txn.manager</name> <value>org.apache.hadoop.hive.ql.lockmgr.DbTxnManager</value> </property> <property> <name>hive.compactor.initiator.on</name> <value>true</value> </property> <property> <name>hive.compactor.worker.threads</name> <value>1</value> </property>
上面的配置完成之后,先启动 hive metastore,在启动 flume。
# 一定要重启 # 先重启 mysql # 再重启 hadoop # 再启动 hive metstore # 再启动 flume service mysql restart start-dfs.sh start-yarn.sh hive --service metastore flume-ng agent -c conf -f conf/hive.conf -n a1 -Dflume.root.logger=INFO,console
一开始调试的时候,配置的都是对的,无论怎么跑都是连不上,都提示失败。
org.apache.flume.sink.hive.HiveWriter$ConnectException: Failed connecting to EndPoint {metaStoreUri='thrift://master:9083', database='hw', table='order_flume', partitionVals=[] } at org.apache.flume.sink.hive.HiveWriter.<init>(HiveWriter.java:99) at org.apache.flume.sink.hive.HiveSink.getOrCreateWriter(HiveSink.java:343) at org.apache.flume.sink.hive.HiveSink.drainOneBatch(HiveSink.java:295) at org.apache.flume.sink.hive.HiveSink.process(HiveSink.java:253) at org.apache.flume.sink.DefaultSinkProcessor.process(DefaultSinkProcessor.java:67) at org.apache.flume.SinkRunner$PollingRunner.run(SinkRunner.java:145) at java.lang.Thread.run(Thread.java:748) Caused by: org.apache.flume.sink.hive.HiveWriter$TxnBatchException: Failed acquiring Transaction Batch from EndPoint: {metaStoreUri='thrift://master:9083', database='hw', table='oreder_flume', partitionVals=[] } at org.apache.flume.sink.hive.HiveWriter.nextTxnBatch(HiveWriter.java:400) at org.apache.flume.sink.hive.HiveWriter.<init>(HiveWriter.java:90) ... 6 more Caused by: org.apache.hive.hcatalog.streaming.TransactionBatchUnAvailable: Unable to acquire transaction batch on end point: {metaStoreUri='thrift://master:9083', database='hw', table='order_flume', partitionVals=[] } at org.apache.hive.hcatalog.streaming.HiveEndPoint$TransactionBatchImpl.<init>(HiveEndPoint.java:514) at org.apache.hive.hcatalog.streaming.HiveEndPoint$TransactionBatchImpl.<init>(HiveEndPoint.java:464) at org.apache.hive.hcatalog.streaming.HiveEndPoint$ConnectionImpl.fetchTransactionBatchImpl(HiveEndPoint.java:351) at org.apache.hive.hcatalog.streaming.HiveEndPoint$ConnectionImpl.fetchTransactionBatch(HiveEndPoint.java:331) at org.apache.flume.sink.hive.HiveWriter$9.call(HiveWriter.java:395) at org.apache.flume.sink.hive.HiveWriter$9.call(HiveWriter.java:392) at org.apache.flume.sink.hive.HiveWriter$11.call(HiveWriter.java:428) at java.util.concurrent.FutureTask.run(FutureTask.java:266) at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149) at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624) ... 1 more Caused by: org.apache.thrift.TApplicationException: Internal error processing open_txns at org.apache.thrift.TApplicationException.read(TApplicationException.java:111) at org.apache.thrift.TServiceClient.receiveBase(TServiceClient.java:79) at org.apache.hadoop.hive.metastore.api.ThriftHiveMetastore$Client.recv_open_txns(ThriftHiveMetastore.java:4195) at org.apache.hadoop.hive.metastore.api.ThriftHiveMetastore$Client.open_txns(ThriftHiveMetastore.java:4182) at org.apache.hadoop.hive.metastore.HiveMetaStoreClient.openTxns(HiveMetaStoreClient.java:1988) at org.apache.hive.hcatalog.streaming.HiveEndPoint$TransactionBatchImpl.openTxnImpl(HiveEndPoint.java:523) at org.apache.hive.hcatalog.streaming.HiveEndPoint$TransactionBatchImpl.<init>(HiveEndPoint.java:507) ... 10 more
重启了几次还是同样的错误,后面尝试先启动 hive,去看一下其中表的情况,发现启动hive失败。
FAILED: LockException [Error 10280]: Error communicating with the metastore
再次尝试重启 metastore,在尝试启动 hive,一开始尝试2次,发现还是同样的错误,结果过了几分钟,再次重新启动后,发现它自己好了,一直没有弄明白为什么,可能是之前没重启成功,重新编辑一下 hive-site.xml文件,在次保存退出,在重启可能会好。
最终flume 链接 hive 成功,信息如下。
2019-07-20 12:26:28,968 (SinkRunner-PollingRunner-DefaultSinkProcessor) [INFO - org.apache.flume.sink.hive.HiveSink.getOrCreateWriter(HiveSink.java:342)] k1: Creating Writer to Hive end point : {metaStoreUri='thrift://master:9083', database='hw', table='order_flume', partitionVals=[] } 2019-07-20 12:26:30,747 (hive-k1-call-runner-0) [INFO - org.apache.hadoop.hive.metastore.HiveMetaStoreClient.open(HiveMetaStoreClient.java:377)] Trying to connect to metastore with URI thrift://master:9083 2019-07-20 12:26:30,865 (hive-k1-call-runner-0) [INFO - org.apache.hadoop.hive.metastore.HiveMetaStoreClient.open(HiveMetaStoreClient.java:473)] Connected to metastore. 2019-07-20 12:26:31,494 (SinkRunner-PollingRunner-DefaultSinkProcessor) [INFO - org.apache.hadoop.hive.metastore.HiveMetaStoreClient.open(HiveMetaStoreClient.java:377)] Trying to connect to metastore with URI thrift://master:9083 2019-07-20 12:26:31,516 (SinkRunner-PollingRunner-DefaultSinkProcessor) [INFO - org.apache.hadoop.hive.metastore.HiveMetaStoreClient.open(HiveMetaStoreClient.java:473)] Connected to metastore. 2019-07-20 12:26:35,677 (SinkRunner-PollingRunner-DefaultSinkProcessor) [INFO - org.apache.flume.sink.hive.HiveWriter.nextTxnBatch(HiveWriter.java:335)] Acquired Txn Batch TxnIds=[1...100] on endPoint = {metaStoreUri='thrift://master:9083', database='hw', table='order_flume', partitionVals=[] }. Switching to first txn 2019-07-20 12:26:38,808 (SinkRunner-PollingRunner-DefaultSinkProcessor) [INFO - org.apache.flume.sink.hive.HiveWriter.commitTxn(HiveWriter.java:275)] Committing Txn 1 on EndPoint: {metaStoreUri='thrift://master:9083', database='hw', table='order_flume', partitionVals=[] }