我是用了netty搭建了一个UDP接收日志,堆启动配置 Xmx256 Xms256 ,项目刚启动的时候,系统进程占用内存很正常,在250M左右。
长时间运行之后发现,进程占用内存不断增长,远远超过了我设置的堆内存大小,查看幸存者,伊甸园,老年代,gc都很正常,堆使用数据一切正常,甚至我怀疑元空间占用内存大,查询之后发现,元空间也只用很小,而且自从程序启动开始,浮动很小。为此,我又把JVM相关知识点又拿出来翻了一遍
那么多出来的内存使用是从哪里来的?
后来通过查询相关资料才发现,Java进程内存分为堆内存,堆外内存,堆外内存是不受JVM的GC管理的。
堆外内存又是哪里使用到的?
nio框架会使用到
难道netty没有自己的一套GC机制?
有的,但是netty的GC,只负责释放自己产生的内存,如果是使用过程中,自己创建的,是不在netty GC的范围内的。好,那么现在稳定定位到了,开始修改代码和程序启动参数。
java -jar -Xms256M -Xmx256M -XX:MaxDirectMemorySize=128M -Dspring.profiles.active=prod log-server.jar
-XX:MaxDirectMemorySize=128M 设置堆外内存为128M,来控制进程内存使用,并且在代码中手动 copy 出来的 ByteBuf 进行 clear (PS:后来发现这个操作不起效果,是我对于该方法的理解有误)
@Component public class UDPInboundHandler extends SimpleChannelInboundHandler<DatagramPacket> { private Logger logger = LoggerFactory.getLogger(UDPInboundHandler.class); @Autowired LogService logService; @Override protected void channelRead0(ChannelHandlerContext ctx, DatagramPacket packet) { String remoteAddr = packet.sender().getAddress().getHostAddress(); ByteBuf buf = packet.copy().content(); logService.process(buf, remoteAddr); buf.clear(); } }
这样运行一点时间后,嗯,内存增长速度慢下来不少,原本从两百兆涨到五百兆,只需要半天时间,现在,一天观察下来,才增长到四百多兆,但是,256+128=384M,也超过了我设置的堆内存+堆外内存的总和,而且代码开始报错了如下:
io.netty.util.internal.OutOfDirectMemoryError: failed to allocate 16777216 byte(s) of direct memory (used: 134217728, max: 134217728)
134217728 byte(s) = 128M 也就是说我的clear的操作并没有效果,堆外内存已经全部用光。OOM的报错已经刷屏,但是,在众多的异常日志中发现了这条日志
2019-09-25 18:20:00.551 {nioEventLoopGroup-2-1} ERROR io.netty.util.ResourceLeakDetector - LEAK: ByteBuf.release() was not called before it's garbage-collected. See http://netty.io/wiki/reference-counted-objects.html for more information. Recent access records: Created at: io.netty.buffer.PooledByteBufAllocator.newDirectBuffer(PooledByteBufAllocator.java:331) io.netty.buffer.AbstractByteBufAllocator.directBuffer(AbstractByteBufAllocator.java:185) io.netty.buffer.UnsafeByteBufUtil.copy(UnsafeByteBufUtil.java:436) io.netty.buffer.PooledUnsafeDirectByteBuf.copy(PooledUnsafeDirectByteBuf.java:309) io.netty.buffer.AbstractByteBuf.copy(AbstractByteBuf.java:1190) io.netty.buffer.WrappedByteBuf.copy(WrappedByteBuf.java:874) io.netty.channel.socket.DatagramPacket.copy(DatagramPacket.java:47) com.tutorgroup.base.logserver.server.UDPInboundHandler.channelRead0(UDPInboundHandler.java:24) com.tutorgroup.base.logserver.server.UDPInboundHandler.channelRead0(UDPInboundHandler.java:13) io.netty.channel.SimpleChannelInboundHandler.channelRead(SimpleChannelInboundHandler.java:105) io.netty.channel.AbstractChannelHandlerContext.invokeChannelRead(AbstractChannelHandlerContext.java:362) io.netty.channel.AbstractChannelHandlerContext.invokeChannelRead(AbstractChannelHandlerContext.java:348) io.netty.channel.AbstractChannelHandlerContext.fireChannelRead(AbstractChannelHandlerContext.java:340) io.netty.channel.DefaultChannelPipeline$HeadContext.channelRead(DefaultChannelPipeline.java:1434) io.netty.channel.AbstractChannelHandlerContext.invokeChannelRead(AbstractChannelHandlerContext.java:362) io.netty.channel.AbstractChannelHandlerContext.invokeChannelRead(AbstractChannelHandlerContext.java:348) io.netty.channel.DefaultChannelPipeline.fireChannelRead(DefaultChannelPipeline.java:965) io.netty.channel.nio.AbstractNioMessageChannel$NioMessageUnsafe.read(AbstractNioMessageChannel.java:93) io.netty.channel.nio.NioEventLoop.processSelectedKey(NioEventLoop.java:644) io.netty.channel.nio.NioEventLoop.processSelectedKeysOptimized(NioEventLoop.java:579) io.netty.channel.nio.NioEventLoop.processSelectedKeys(NioEventLoop.java:496) io.netty.channel.nio.NioEventLoop.run(NioEventLoop.java:458) io.netty.util.concurrent.SingleThreadEventExecutor$5.run(SingleThreadEventExecutor.java:897) io.netty.util.concurrent.FastThreadLocalRunnable.run(FastThreadLocalRunnable.java:30) java.lang.Thread.run(Thread.java:748)
ByteBuf 没有调用 release 方法,由于我的代码量比较小,项目中只有一处是用到了 ByteBuf ,所以我很快定位到了问题代码,但是如果项目很大,不知道是哪段代码导致的问题,怎么排查呢?查询相关资料后,我们再修改一下启动参数
java -jar -Xms256M -Xmx256M -XX:MaxDirectMemorySize=2M -Dio.netty.leakDetection.level=advanced -Dio.netty.leakDetection.maxRecords=10 -Dspring.profiles.active=prod log-server.jar
果不其然,代码又报错了,这次报错的信息很详细,已经定位到是哪个ByteBuf 变量了
2019-09-27 10:54:24.442 {nioEventLoopGroup-2-1} ERROR io.netty.util.ResourceLeakDetector - LEAK: ByteBuf.release() was not called before it's garbage-collected. See http://netty.io/wiki/reference-counted-objects.html for more information. Recent access records: #1: io.netty.buffer.AdvancedLeakAwareByteBuf.readBytes(AdvancedLeakAwareByteBuf.java:496) com.tutorgroup.base.logserver.service.LogService.getLogJSONArray(LogService.java:108) com.tutorgroup.base.logserver.service.LogService.process(LogService.java:51) com.tutorgroup.base.logserver.server.UDPInboundHandler.channelRead0(UDPInboundHandler.java:25) com.tutorgroup.base.logserver.server.UDPInboundHandler.channelRead0(UDPInboundHandler.java:13) io.netty.channel.SimpleChannelInboundHandler.channelRead(SimpleChannelInboundHandler.java:105) io.netty.channel.AbstractChannelHandlerContext.invokeChannelRead(AbstractChannelHandlerContext.java:362) io.netty.channel.AbstractChannelHandlerContext.invokeChannelRead(AbstractChannelHandlerContext.java:348) io.netty.channel.AbstractChannelHandlerContext.fireChannelRead(AbstractChannelHandlerContext.java:340) io.netty.channel.DefaultChannelPipeline$HeadContext.channelRead(DefaultChannelPipeline.java:1434) io.netty.channel.AbstractChannelHandlerContext.invokeChannelRead(AbstractChannelHandlerContext.java:362) io.netty.channel.AbstractChannelHandlerContext.invokeChannelRead(AbstractChannelHandlerContext.java:348) io.netty.channel.DefaultChannelPipeline.fireChannelRead(DefaultChannelPipeline.java:965) io.netty.channel.nio.AbstractNioMessageChannel$NioMessageUnsafe.read(AbstractNioMessageChannel.java:93) io.netty.channel.nio.NioEventLoop.processSelectedKey(NioEventLoop.java:644) io.netty.channel.nio.NioEventLoop.processSelectedKeysOptimized(NioEventLoop.java:579) io.netty.channel.nio.NioEventLoop.processSelectedKeys(NioEventLoop.java:496) io.netty.channel.nio.NioEventLoop.run(NioEventLoop.java:458) io.netty.util.concurrent.SingleThreadEventExecutor$5.run(SingleThreadEventExecutor.java:897) io.netty.util.concurrent.FastThreadLocalRunnable.run(FastThreadLocalRunnable.java:30) java.lang.Thread.run(Thread.java:748) Created at: io.netty.buffer.PooledByteBufAllocator.newDirectBuffer(PooledByteBufAllocator.java:331) io.netty.buffer.AbstractByteBufAllocator.directBuffer(AbstractByteBufAllocator.java:185) io.netty.buffer.UnsafeByteBufUtil.copy(UnsafeByteBufUtil.java:436) io.netty.buffer.UnpooledUnsafeDirectByteBuf.copy(UnpooledUnsafeDirectByteBuf.java:463) io.netty.buffer.AbstractByteBuf.copy(AbstractByteBuf.java:1190) io.netty.channel.socket.DatagramPacket.copy(DatagramPacket.java:47) com.tutorgroup.base.logserver.server.UDPInboundHandler.channelRead0(UDPInboundHandler.java:24) com.tutorgroup.base.logserver.server.UDPInboundHandler.channelRead0(UDPInboundHandler.java:13) io.netty.channel.SimpleChannelInboundHandler.channelRead(SimpleChannelInboundHandler.java:105) io.netty.channel.AbstractChannelHandlerContext.invokeChannelRead(AbstractChannelHandlerContext.java:362) io.netty.channel.AbstractChannelHandlerContext.invokeChannelRead(AbstractChannelHandlerContext.java:348) io.netty.channel.AbstractChannelHandlerContext.fireChannelRead(AbstractChannelHandlerContext.java:340) io.netty.channel.DefaultChannelPipeline$HeadContext.channelRead(DefaultChannelPipeline.java:1434) io.netty.channel.AbstractChannelHandlerContext.invokeChannelRead(AbstractChannelHandlerContext.java:362) io.netty.channel.AbstractChannelHandlerContext.invokeChannelRead(AbstractChannelHandlerContext.java:348) io.netty.channel.DefaultChannelPipeline.fireChannelRead(DefaultChannelPipeline.java:965) io.netty.channel.nio.AbstractNioMessageChannel$NioMessageUnsafe.read(AbstractNioMessageChannel.java:93) io.netty.channel.nio.NioEventLoop.processSelectedKey(NioEventLoop.java:644) io.netty.channel.nio.NioEventLoop.processSelectedKeysOptimized(NioEventLoop.java:579) io.netty.channel.nio.NioEventLoop.processSelectedKeys(NioEventLoop.java:496) io.netty.channel.nio.NioEventLoop.run(NioEventLoop.java:458) io.netty.util.concurrent.SingleThreadEventExecutor$5.run(SingleThreadEventExecutor.java:897) io.netty.util.concurrent.FastThreadLocalRunnable.run(FastThreadLocalRunnable.java:30) java.lang.Thread.run(Thread.java:748)
查阅相关资料,释放ByteBuf 方式,修改代码如下
@Component public class UDPInboundHandler extends SimpleChannelInboundHandler<DatagramPacket> { private Logger logger = LoggerFactory.getLogger(UDPInboundHandler.class); @Autowired LogService logService; @Override protected void channelRead0(ChannelHandlerContext ctx, DatagramPacket packet) { String remoteAddr = packet.sender().getAddress().getHostAddress(); ByteBuf buf = packet.copy().content(); try{ logService.process(buf, remoteAddr); buf.clear(); }catch (Exception e){ logger.error(e.getMessage(),e); } finally { ReferenceCountUtil.release(buf); } } }
ReferenceCountUtil.release() 是netty释放堆外内存的方法,加上这行代码后,问题完美解决。
参考资料:
http://static.muyus.com/html/3.html
https://www.jianshu.com/p/17e72bb01bf1