應用場景

當前應用會采用grpc大量發(fā)送數(shù)據(jù)，并且并發(fā)量并不固定

報錯日志

2022-10-31 22:20:51.630  INFO 8 --- [ueue4-thread-20] c.t.s.d.p.ParquetNoBlockDataReaderWriter : groupCount:1,count:300000,end read end read
2022-10-31 22:20:51.630  INFO 8 --- [ueue4-thread-20] c.t.privpy.sdk.task.data.DataSender      : MTU4NzA4NzE3MDkxNTUzNjg5Nw noFragment read data plain://ds02/xgboost_vertical-20221031221952-df1650ce/bins_Bob_13_0_tree0_depth0.parquet;type=int32 finished!
Exception in thread "send1-thread-7" 2022-10-31 22:20:51.634  INFO 8 --- [Queue3-thread-1] c.t.p.s.t.d.n.NoFragmentDataSender       : MTU4NzA4NzE3MDkxNTUzNjg5Nw read plain data plain://ds02/xgboost_vertical-20221031221952-df1650ce/bins_Bob_13_0_tree0_depth0.parquet;type=int32 success!
Exception in thread "NoFragRec7-thread-8" 2022-10-31 22:20:51.634  INFO 8 --- [ptor2-thread-10] c.t.p.s.t.d.n.NoFragmentDataSender       : MTU4NzA4NzE3MDkxNTUzNjg5Nw start cipher for plain data transfer plain://ds02/xgboost_vertical-20221031221952-df1650ce/bins_Bob_13_0_tree0_depth0.parquet;type=int32
io.grpc.netty.shaded.io.netty.util.internal.OutOfDirectMemoryError: failed to allocate 1256 byte(s) of direct memory (used: 68121888, max: 67108864)
        at io.grpc.netty.shaded.io.netty.util.internal.PlatformDependent.incrementMemoryCounter(PlatformDependent.java:754)
        at io.grpc.netty.shaded.io.netty.util.internal.PlatformDependent.allocateDirectNoCleaner(PlatformDependent.java:709)
        at io.grpc.netty.shaded.io.netty.buffer.UnpooledUnsafeNoCleanerDirectByteBuf.allocateDirect(UnpooledUnsafeNoCleanerDirectByteBuf.java:30)
        at io.grpc.netty.shaded.io.netty.buffer.UnpooledByteBufAllocator$InstrumentedUnpooledUnsafeNoCleanerDirectByteBuf.allocateDirect(UnpooledByteBufAllocator.java:186)
        at io.grpc.netty.shaded.io.netty.buffer.UnpooledDirectByteBuf.<init>(UnpooledDirectByteBuf.java:64)
        at io.grpc.netty.shaded.io.netty.buffer.UnpooledUnsafeDirectByteBuf.<init>(UnpooledUnsafeDirectByteBuf.java:41)
        at io.grpc.netty.shaded.io.netty.buffer.UnpooledUnsafeNoCleanerDirectByteBuf.<init>(UnpooledUnsafeNoCleanerDirectByteBuf.java:25)
        at io.grpc.netty.shaded.io.netty.buffer.UnpooledByteBufAllocator$InstrumentedUnpooledUnsafeNoCleanerDirectByteBuf.<init>(UnpooledByteBufAllocator.java:181)
        at io.grpc.netty.shaded.io.netty.buffer.UnpooledByteBufAllocator.newDirectBuffer(UnpooledByteBufAllocator.java:91)
        at io.grpc.netty.shaded.io.netty.buffer.AbstractByteBufAllocator.directBuffer(AbstractByteBufAllocator.java:187)
        at io.grpc.netty.shaded.io.netty.buffer.AbstractByteBufAllocator.directBuffer(AbstractByteBufAllocator.java:178)
        at io.grpc.netty.shaded.io.netty.buffer.AbstractByteBufAllocator.buffer(AbstractByteBufAllocator.java:115)
        at io.grpc.netty.shaded.io.netty.handler.codec.base64.Base64.encode(Base64.java:108)
        at io.grpc.netty.shaded.io.netty.handler.ssl.SslUtils.toBase64(SslUtils.java:375)
        at io.grpc.netty.shaded.io.netty.handler.ssl.PemX509Certificate.append(PemX509Certificate.java:128)
        at io.grpc.netty.shaded.io.netty.handler.ssl.PemX509Certificate.toPEM(PemX509Certificate.java:86)
        at io.grpc.netty.shaded.io.netty.handler.ssl.OpenSslKeyMaterialProvider.validateSupported(OpenSslKeyMaterialProvider.java:78)
        at io.grpc.netty.shaded.io.netty.handler.ssl.OpenSslKeyMaterialProvider.validateKeyMaterialSupported(OpenSslKeyMaterialProvider.java:44)
        at io.grpc.netty.shaded.io.netty.handler.ssl.OpenSslClientContext.<init>(OpenSslClientContext.java:193)
        at io.grpc.netty.shaded.io.netty.handler.ssl.SslContext.newClientContextInternal(SslContext.java:827)
        at io.grpc.netty.shaded.io.netty.handler.ssl.SslContextBuilder.build(SslContextBuilder.java:576)
        at com.tsingj.privpy.sdk.client.grpc.ChannelPool.getESManagedChannel(ChannelPool.java:211)
        at com.tsingj.privpy.sdk.client.grpc.EsClient.getNewChannel(EsClient.java:60)
        at com.tsingj.privpy.sdk.client.grpc.EsClient.getResultData(EsClient.java:289)
        at com.tsingj.privpy.sdk.task.data.nofragment.NoFragmentDataReceiver.lambda$new$2(NoFragmentDataReceiver.java:205)
        at com.tsingj.privpy.sdk.task.core.QueueWithConsumer.lambda$new$0(QueueWithConsumer.java:41)
        at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)
        at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)
        at java.lang.Thread.run(Thread.java:750)
Exception in thread "send1-thread-5" Exception in thread "send1-thread-1" io.grpc.netty.shaded.io.netty.util.internal.OutOfDirectMemoryError: failed to allocate 4096 byte(s) of direct memory (used: 68121888, max: 67108864)

分析

計算了一下，大概是64M，正好是jvm啟動時設(shè)置的參數(shù)大小。

java -server -Xms$XMS_VALUE -Xmx$XMX_VALUE -XX:+PrintGCDetails -XX:+PrintCommandLineFlags -XX:+UseG1GC -Djava.rmi.server.hostname=localhost -Dcom.sun.management.jmxremote.local.only=false -Dcom.sun.management.jmxremote.rmi.port=8890 -Dcom.sun.management.jmxremote.port=8890 -Dcom.sun.management.jmxremote.ssl=false -Dcom.sun.management.jmxremote.authenticate=false -XX:+PrintGCDetails -XX:+HeapDumpOnOutOfMemoryError -XX:+UnlockExperimentalVMOptions -XX:G1MaxNewSizePercent=40 -XX:MaxDirectMemorySize=64M -XX:HeapDumpPath=/opt/gemini/javadsheapdump$DS_ID$DS_INSTANCE_ID -Xloggc:/opt/gemini/javadsgclog$DS_ID$DS_INSTANCE_ID -jar /ds/ds_run.jar --logging.level.root=$LOG_LEVEL

visualVm安裝插件

觀察到，其中buffer Pools穩(wěn)定在40M+，重啟后恢復。

當前懷疑在發(fā)送突然超過DirectByteBuffer總大小時，發(fā)生了Om，并且會導致后續(xù)一直無法回收內(nèi)存。

當前策略

增大XX:MaxDirectMemorySize為512M，進行觀察。

-XX:MaxDirectMemorySize=512M

總結(jié)

以上為個人經(jīng)驗，希望能給大家一個參考，也希望大家多多支持腳本之家。

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