记一次 .NET 某电商定向爬虫 内存碎片化分析
一:背景
1. 讲故事
上个月有位朋友wx找到我,说他的程序存在内存泄漏问题,寻求如何解决?如下图所示:
从截图中可以看出,这位朋友对 windbg 的操作还是有些熟悉的,可能缺乏一定的实操经验,所以用了几个命令之后就不知道怎么排查下去了。
既然找到我,那就以我的个人经验在他的dump上继续分析寻找罪魁祸首,闲话不多说,上windbg说话。
二:Windbg 分析
1. 真的存在内存泄漏吗?
追这个系列的朋友应该知道,我无数次的用 !address -summary
和 !eeheap -gc
这两个命令来判断当前的内存泄漏是属于托管层还是非托管层。
0:000> !address -summary
--- Usage Summary ---------------- RgnCount ----------- Total Size -------- %ofBusy %ofTotal
Free 358 7dfc`67f60000 ( 125.986 TB) 98.43%
1087 203`88b6e000 ( 2.014 TB) 99.99% 1.57%
Image 1532 0`09f11000 ( 159.066 MB) 0.01% 0.00%
Heap 249 0`03453000 ( 52.324 MB) 0.00% 0.00%
Stack 66 0`01fc0000 ( 31.750 MB) 0.00% 0.00%
Other 10 0`001d1000 ( 1.816 MB) 0.00% 0.00%
TEB 22 0`0002c000 ( 176.000 kB) 0.00% 0.00%
PEB 1 0`00001000 ( 4.000 kB) 0.00% 0.00%
--- Type Summary (for busy) ------ RgnCount ----------- Total Size -------- %ofBusy %ofTotal
MEM_MAPPED 183 200`00d06000 ( 2.000 TB) 99.30% 1.56%
MEM_PRIVATE 1252 3`8d479000 ( 14.207 GB) 0.69% 0.01%
MEM_IMAGE 1532 0`09f11000 ( 159.066 MB) 0.01% 0.00%
--- State Summary ---------------- RgnCount ----------- Total Size -------- %ofBusy %ofTotal
MEM_FREE 358 7dfc`67f60000 ( 125.986 TB) 98.43%
MEM_RESERVE 749 200`28a9b000 ( 2.001 TB) 99.33% 1.56%
MEM_COMMIT 2218 3`6f5f5000 ( 13.740 GB) 0.67% 0.01%
0:000> !eeheap -gc
Number of GC Heaps: 1
generation 0 starts at 0x00000026DA8DA928
generation 1 starts at 0x00000026DA7FC348
generation 2 starts at 0x00000024C4691000
ephemeral segment allocation context: none
segment begin allocated size
00000024C4690000 00000024C4691000 00000024D468FF28 0xfffef28(268431144)
00000024EECF0000 00000024EECF1000 00000024FECF0000 0xffff000(268431360)
000000248D6F0000 000000248D6F1000 000000249D6EFEF8 0xfffeef8(268431096)
...
00000026D66D0000 00000026D66D1000 00000026DBA3CA30 0x536ba30(87472688)
Large object heap starts at 0x00000024D4691000
segment begin allocated size
00000024D4690000 00000024D4691000 00000024DC67C318 0x7feb318(134132504)
00000024E60F0000 00000024E60F1000 00000024EE0637C8 0x7f727c8(133638088)
0000002482140000 0000002482141000 000000248A08F338 0x7f4e338(133489464)
00000024A6770000 00000024A6771000 00000024AE76F6C0 0x7ffe6c0(134211264)
...
000000278E6D0000 000000278E6D1000 000000279635F2D0 0x7c8e2d0(130605776)
00000029233E0000 00000029233E1000 000000292AF672F8 0x7b862f8(129524472)
000000292B3E0000 000000292B3E1000 0000002931A5ED60 0x667dd60(107470176)
000000299B3E0000 000000299B3E1000 00000029A20095B0 0x6c285b0(113411504)
000000281E6D0000 000000281E6D1000 0000002825CD3F58 0x7602f58(123744088)
00000028266D0000 00000028266D1000 000000282D5CAD50 0x6ef9d50(116366672)
000000282E6D0000 000000282E6D1000 0000002833CA0880 0x55cf880(89979008)
00000029A33E0000 00000029A33E1000 00000029A684D300 0x346c300(54969088)
Total Size: Size: 0x353f96d88 (14293757320) bytes.
------------------------------
GC Heap Size: Size: 0x353f96d88 (14293757320) bytes.
从输出看,当前进程占用 MEM_COMMIT=13.7G
,托管堆内存占用 14293757320 = 13.3G
,很明显这属于简单模式的 托管内存泄漏
,根据经验,托管堆上可能有什么大对象,这里用 !dumpheap -stat
命令。
0:000> !dumpheap -stat
Statistics:
MT Count TotalSize Class Name
00007ff9ed6ea268 3956842 94964208 System.Collections.Generic.Dictionary`2+KeyCollection[[System.String, System.Private.CoreLib],[Serilog.Events.LogEventPropertyValue, Serilog]]
00007ff9ed5e6d28 3842435 166405016 Serilog.Parsing.MessageTemplateToken[]
00007ff9ed5e5e28 3842434 184436832 Serilog.Events.MessageTemplate
00007ff9ecccf090 4011012 203304420 System.Int32[]
00007ff9ed647078 3956849 253238336 Serilog.Events.LogEvent
00007ff9ed6e7b48 3956849 284893128 System.Collections.Generic.Dictionary`2[[System.String, System.Private.CoreLib],[Serilog.Events.LogEventPropertyValue, Serilog]]
00007ff9ed5e74e8 9259598 296307136 Serilog.Parsing.TextToken
00007ff9ed6471b0 12551808 301243392 Serilog.Events.ScalarValue
00007ff9ed6e8308 3956849 729078048 System.Collections.Generic.Dictionary`2+Entry[[System.String, System.Private.CoreLib],[Serilog.Events.LogEventPropertyValue, Serilog]][]
00007ff9eccb1e18 16546412 3987811940 System.String
00000024c3b8faf0 82904 7382993568 Free
我去,托管堆最大的对象居然是 Free
,大概占用 7.3G
, 这就🐂👃了,不按套路出牌哈,为了更好的理解,先来简要解释下 free
对象。
2. 简单解释 free
其实简而言之,free对象是被gc标记成已回收的空闲块但并未提交给操作系统释放的对象,那怎么去证明呢?可以先到托管堆上找一个free块。
0:000> !dumpheap -type Free
Address MT Size
00000024c4691000 00000024c3b8faf0 24 Free
00000024c46a2448 00000024c3b8faf0 24 Free
00000024c46b26d8 00000024c3b8faf0 40 Free
00000024c47e4418 00000024c3b8faf0 40 Free
00000024c4925680 00000024c3b8faf0 40 Free
00000024c49284a8 00000024c3b8faf0 64 Free
00000024c4947a90 00000024c3b8faf0 192 Free
00000024c4951f70 00000024c3b8faf0 48 Free
000000249d6ea3a8 00000024c3b8faf0 640 Free
用 !do 命令查看是否标记为free块
0:000> !do 000000249d6ea3a8
Free Object
Size: 640(0x280) bytes
用 dc 看一下这个 free 块的内容,是否有gc回收的痕迹。
0:000> dc 000000249d6ea3a8 000000249d6ea3a8+0x280
00000024`9d6ea3a8 c3b8faf0 00000024 00000268 00000000 ....$...h.......
00000024`9d6ea3b8 9d6ea6d0 00000024 00000000 00000000 ..n.$...........
00000024`9d6ea3c8 ed3ae2b8 00007ff9 9d6ea3a8 00000024 ..:.......n.$...
00000024`9d6ea3d8 00000000 00000000 edcc9118 00007ff9 ................
00000024`9d6ea3e8 00000000 00000000 00000000 00000000 ................
00000024`9d6ea3f8 00000000 00000000 00000000 00000000 ................
00000024`9d6ea408 eeb07a50 00007ff9 9d6ea3c8 00000024 Pz........n.$...
00000024`9d6ea418 00000000 00000000 ef292ee8 00007ff9 ..........).....
00000024`9d6ea428 9d6ea408 00000024 00000000 00000000 ..n.$...........
...
00000024`9d6ea4a8 eeb0a158 00007ff9 9d6ea420 00000024 X....... .n.$...
00000024`9d6ea4b8 00000000 00000000 00000000 00000000 ................
00000024`9d6ea4c8 ef293818 00007ff9 9d6ea4a8 00000024 .8).......n.$...
00000024`9d6ea4d8 00000000 00000000 ee8357e0 00007ff9 .........W......
...
00000024`9d6ea508 eed37b40 00007ff9 00000000 00000000 @{..............
00000024`9d6ea518 00000000 00000000 00000000 00000000 ................
00000024`9d6ea528 c4699b48 00000024 00000000 00000000 H.i.$...........
00000024`9d6ea538 00000000 07000440 00000001 00000000 ....@...........
00000024`9d6ea548 00000000 00000000 00000000 00000000 ................
00000024`9d6ea558 00000000 00000000 ef2af6e0 00007ff9 ..........*.....
00000024`9d6ea568 00000000 00000000 00000000 00000000 ................
00000024`9d6ea578 00000000 00000000 c4699b48 00000024 ........H.i.$...
00000024`9d6ea588 00000000 00000000 00000000 07000400 ................
...
00000024`9d6ea628 ef2afd08 ..*.
可以看到,这个free块生前是有一些残留的内容字符,好了,对 free 块有基本了解后,接下来我们继续探究下。
3. 到底是什么阻止了free块的合并?
按照正常逻辑,大多free块会在gc回收完之后合并内存时,那些被清空后的segment会被操作系统释放的,但这个dump并没有,也就说明这里有什么东西阻止了free块的合并,那到底是什么呢?有经验的朋友会说,可以观察下 gc 的句柄表,命令为 !gchandles -stat
。
0:000> !gchandles -stat
Statistics:
MT Count TotalSize Class Name
...
00007ff9ed15c0f0 1008 72576 System.Reflection.Emit.DynamicResolver
00007ff9ecbf6618 38 409344 System.Object[]
Total 1784 objects
Handles:
Strong Handles: 233
Pinned Handles: 16
Async Pinned Handles: 18
Ref Count Handles: 1
Weak Long Handles: 1327
Weak Short Handles: 144
Dependent Handles: 45
从输出看,这里并没有什么可疑的地方,那怎么办呢?实操经验多的话,这里还是有一些经验值得分享的,比如观察 free 在 heap 上的布局特征,往往就有重大发现。
4. 查看 free 块的布局特征
为了简化输出结果,我把范围限定到 heap 上某一个 segment 上,比如这里的:00000029233E0000 000000292AF672F8
,所以命令就是 !dumpheap 00000029233E0000 000000292AF672F8
0:000> !dumpheap 00000029233E0000 000000292AF672F8
Address MT Size
00000029233e1000 00000024c3b8faf0 8291896 Free
0000002923bc9638 00007ff9eccb1e18 108448
0000002923be3dd8 00000024c3b8faf0 29931248 Free
000000292586f4c8 00007ff9eccb1e18 301328
00000029258b8dd8 00000024c3b8faf0 41384784 Free
0000002928030928 00007ff9eccb1e18 301328
000000292807a238 00000024c3b8faf0 2542664 Free
00000029282e6e80 00007ff9eccb1e18 108448
0000002928301620 00000024c3b8faf0 29915032 Free
0000002929f88db8 00007ff9eccb1e18 301328
0000002929fd26c8 00000024c3b8faf0 2746688 Free
000000292a271008 00007ff9eccb1e18 291304
000000292a2b81f0 00000024c3b8faf0 1019600 Free
000000292a3b10c0 00007ff9eccb1e18 108448
000000292a3cb860 00000024c3b8faf0 10601048 Free
000000292ade7ab8 00007ff9eccb1e18 301328
000000292ae313c8 00000024c3b8faf0 280808 Free
000000292ae75cb0 00007ff9eccb1e18 280854
000000292aeba5c8 00000024c3b8faf0 416584 Free
000000292af20110 00007ff9eccb1e18 291304
Statistics:
MT Count TotalSize Class Name
00007ff9eccb1e18 10 2394118 System.String
00000024c3b8faf0 10 127130352 Free
Total 20 objects
真是一看吓一跳,free 和 object 呈交替状,这就是为什么free块不能被合并的真正原因,说实话这种教科书式的 内存碎片化
dump,真是可遇不可求,接下来就抽几个 free 之间的 object 对象,看看到底是被什么引用着导致gc回收不掉。
5. 寻找 object 的引用链
要想查看 object 到底被谁引用着,可以用 !gcroot
命令,这里我抽二个看看。
0:000> !gcroot 0000002923bc9638
Thread 1878:
00000024C39BE4B0 00007FFA4C0B3522 System.Threading.Tasks.Task.SpinThenBlockingWait(Int32, System.Threading.CancellationToken) [/_/src/System.Private.CoreLib/shared/System/Threading/Tasks/Task.cs @ 2922]
rbp+10: 00000024c39be520
-> 00000024C48AD6E0 System.Runtime.CompilerServices.AsyncTaskMethodBuilder`1+AsyncStateMachineBox`1[[System.Threading.Tasks.VoidTaskResult, System.Private.CoreLib],[Microsoft.Extensions.Hosting.HostingAbstractionsHostExtensions+d__4, Microsoft.Extensions.Hosting.Abstractions]]
-> 00000024C48AD200 Microsoft.Extensions.Hosting.Internal.Host
-> 00000024C48AC538 Microsoft.Extensions.Logging.Logger`1[[Microsoft.Extensions.Hosting.Internal.Host, Microsoft.Extensions.Hosting]]
-> 00000024C48AC658 Microsoft.Extensions.Logging.Logger
-> 00000024C48AC680 Microsoft.Extensions.Logging.LoggerInformation[]
-> 00000024C48AC6E0 Serilog.Extensions.Logging.SerilogLogger
-> 00000024C48AC808 Serilog.Core.Logger
-> 00000024C48AC760 Serilog.Core.Logger
-> 00000024C47AD468 Serilog.Core.Logger
-> 00000024C47ABF08 Serilog.Core.Sinks.SafeAggregateSink
-> 00000024C47ABF20 Serilog.Core.ILogEventSink[]
-> 00000024C479C548 Serilog.Sinks.Grafana.Loki.LokiSink
-> 00000024C479C778 Serilog.Sinks.Grafana.Loki.Infrastructure.BoundedQueue`1[[Serilog.Events.LogEvent, Serilog]]
-> 00000024C479C7B8 System.Collections.Generic.Queue`1[[Serilog.Events.LogEvent, Serilog]]
-> 00000026E8C1A800 Serilog.Events.LogEvent[]
-> 00000026148D3308 Serilog.Events.LogEvent
-> 00000026148D4EF0 Serilog.Events.MessageTemplate
-> 0000002923BC9638 System.String
Found 1 unique roots (run '!gcroot -all' to see all roots).
0:000> !gcroot 000000292586f4c8
Thread 1878:
00000024C39BE4B0 00007FFA4C0B3522 System.Threading.Tasks.Task.SpinThenBlockingWait(Int32, System.Threading.CancellationToken) [/_/src/System.Private.CoreLib/shared/System/Threading/Tasks/Task.cs @ 2922]
rbp+10: 00000024c39be520
-> 00000024C48AD6E0 System.Runtime.CompilerServices.AsyncTaskMethodBuilder`1+AsyncStateMachineBox`1[[System.Threading.Tasks.VoidTaskResult, System.Private.CoreLib],[Microsoft.Extensions.Hosting.HostingAbstractionsHostExtensions+d__4, Microsoft.Extensions.Hosting.Abstractions]]
-> 00000024C48AD200 Microsoft.Extensions.Hosting.Internal.Host
-> 00000024C48AC538 Microsoft.Extensions.Logging.Logger`1[[Microsoft.Extensions.Hosting.Internal.Host, Microsoft.Extensions.Hosting]]
-> 00000024C48AC658 Microsoft.Extensions.Logging.Logger
-> 00000024C48AC680 Microsoft.Extensions.Logging.LoggerInformation[]
-> 00000024C48AC6E0 Serilog.Extensions.Logging.SerilogLogger
-> 00000024C48AC808 Serilog.Core.Logger
-> 00000024C48AC760 Serilog.Core.Logger
-> 00000024C47AD468 Serilog.Core.Logger
-> 00000024C47ABF08 Serilog.Core.Sinks.SafeAggregateSink
-> 00000024C47ABF20 Serilog.Core.ILogEventSink[]
-> 00000024C479C548 Serilog.Sinks.Grafana.Loki.LokiSink
-> 00000024C479C778 Serilog.Sinks.Grafana.Loki.Infrastructure.BoundedQueue`1[[Serilog.Events.LogEvent, Serilog]]
-> 00000024C479C7B8 System.Collections.Generic.Queue`1[[Serilog.Events.LogEvent, Serilog]]
-> 00000026E8C1A800 Serilog.Events.LogEvent[]
-> 0000002614BB7AC8 Serilog.Events.LogEvent
-> 0000002616D3CC40 Serilog.Events.MessageTemplate
-> 000000292586F4C8 System.String
Found 1 unique roots (run '!gcroot -all' to see all roots).
从引用链看,这些 object 都是通过 Serilog
日志组件发送给 Grafana.Loki
,通过对引用链对象的追踪,我发现 System.Collections.Generic.Queue
有重大问题,截图如下:
对,这个 queue 居然有 395w 的积压,到底积压了什么东西,可以用 !wdo
看一下string内容。
看样子这是一个失败重试,分析到这里思路大概就清晰了,就是 Grafana.Loki
或者 Serilog
组件出了什么问题,导致日志发送不到 Loki 中或者发送速度过慢,然后不断的积压所致,接下来把分析到的这些信息和朋友做了一个沟通,截图如下:
三:总结
本次内存碎片化的主要原因在于 Serilog
对接 Loki
的过程中产生的395w的queue积压所致,但我也只能分析到这里了,至于为什么有积压,这个还得朋友进一步调试分析,我相信这个问题很快就能得到解决💪💪💪
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