监控一个python程序的显存,利用Windbg分析Magicodes.IE一次错误编写导致内存剧增
监控一个python程序的显存,利用Windbg分析Magicodes.IE一次错误编写导致内存剧增{app.MapGet("/excel" async content =>根据这些内存来看,似乎问题不是这里,大量的内存还是出现在非托管。我们利用Windows NT堆来看一下,其实在Windows中大多数的用户堆分配器都在ntdll.dll中的NT堆管理器API(RtlAllocateHeap/RtlFreeHeap)上建立,比如说C中的malloc/free和new/delete,另外还有COM框架中的SysAllocString以及在Win32中的LocalAlloc、GlobalAlloc和HeapAlloc,虽然说这些分配器都会创建不同的堆来存储它们的内存,但是他们最终都要调用ntdll.dll中的NT堆来实现。输出结果如上所示,NT堆内容好少....什么原因....好吧根据 maoni所说,似乎是验证出了问题。GC没有管辖这些内存,所以说还是我们编写的代码有问题,我们返
由于这近一年时间一直忙于写书和工作,一直没有水文,但是近期有几位朋友使用我们的Magicodes.IE反馈在导出过程中内存暴涨...好吧,不管怎样,不能苦了我们朋友,接下来我们通过windbg来看一下什么原因导致的。
接下来我们先通过address -summary
来看一下当前应用内存占用量。
MEM_COMMIT占用了4.384G,接下来我们利用
eeheap -gc
来检查托管堆。
根据这些内存来看,似乎问题不是这里,大量的内存还是出现在非托管。我们利用Windows NT堆来看一下,其实在Windows中大多数的用户堆分配器都在ntdll.dll中的NT堆管理器API(RtlAllocateHeap/RtlFreeHeap)上建立,比如说C中的malloc/free和new/delete,另外还有COM框架中的SysAllocString以及在Win32中的LocalAlloc、GlobalAlloc和HeapAlloc,虽然说这些分配器都会创建不同的堆来存储它们的内存,但是他们最终都要调用ntdll.dll中的NT堆来实现。
输出结果如上所示,NT堆内容好少....什么原因....好吧根据 maoni所说,似乎是验证出了问题。
GC没有管辖这些内存,所以说还是我们编写的代码有问题,我们返过来再考虑一个事情,“导出进行时,内存会大量增加,导出完成后内存会降低下去”。我们来看一下代码,如下所示,其实我们现在明白的是,在我们执行期间肯定是这些内存一直“持有”,并没有被释放掉。
app.MapGet("/excel" async content =>
{
string path = Path.Combine(Directory.GetCurrentDirectory "test.xlsx");
List<TestDto> list = new;
for (int i = 0; i < 400; i )
{
list.Add(new TestDto
{
ImageUrl = "https://gimg2.baidu.com/image_search/src=http://up.enterdesk.com/edpic_source/53/0a/da/530adad966630fce548cd408237ff200.jpg&refer=http://up.enterdesk.com&app=2002&size=f9999 10000&q=a80&n=0&g=0n&fmt=jpeg?sec=1641193100&t=417a589da8c9ba3103ed74c33fbd6c70"
});
}
Stopwatch stopwatch = Stopwatch.StartNew;
ExcelExporter exporter = new ExcelExporter;
await exporter.Export(path list);
stopwatch.Stop;
await content.Response.WriteAsync(stopwatch.Elapsed.TotalSeconds.ToString);
});
根据内存的表现和我们的理论,我们继续利用windbg来排查一下,现在其实我们可以发现,这些对象最终还是被GC收回了,带着理论我们继续构思,GC是知道哪些对象可以终结的对吧?并且它们在变成不可到达时调用它们的终结器,在GC中会利用finalization queue来记录这些终结对象。所以说我们是不是可以查一下?如下所示,我们来看一下。
0:000> !finalizequeue
----------------------------------
Statistics for all finalizable objects (including all objects ready for finalization):
MT Count TotalSize Class Name
00007ffc2dc23818 1 24 System.Net.Security.SafeCredentialReference
00007ffc2dac4238 1 24 System.WeakReference
00007ffc2d6eb908 1 24 System.WeakReference`1[[Microsoft.AspNetCore.Server.Kestrel.Core.KestrelServerOptions Microsoft.AspNetCore.Server.Kestrel.Core]]
00007ffc2d6e4120 1 24 System.WeakReference`1[[System.Runtime.Loader.AssemblyLoadContext System.Private.CoreLib]]
00007ffc2d572b68 1 24 System.WeakReference`1[[Microsoft.Extensions.DependencyInjection.ServiceProvider Microsoft.Extensions.DependencyInjection]]
00007ffc2d429258 1 24 System.WeakReference`1[[System.IO.FileSystemWatcher System.IO.FileSystem.Watcher]]
00007ffc2dd15c20 1 32 Microsoft.Win32.SafeHandles.SafeBCryptAlgorithmHandle
00007ffc2d6de4d8 1 32 Internal.Cryptography.Pal.Native.SafeLocalAllocHandle
00007ffc2d68fa00 1 32 Internal.Cryptography.Pal.Native.SafeCertStoreHandle
00007ffc2d3a5cc0 1 32 System.Net.Quic.Implementations.MsQuic.Internal.SafeMsQuicRegistrationHandle
00007ffc2db390c8 1 40 Interop WinHttp SafeWinHttpHandle
00007ffc2d69a420 1 40 Internal.Cryptography.Pal.Native.SafeCertContextHandle
00007ffc2d5bea18 1 40 System.Diagnostics.EventLog
00007ffc2dc29a38 1 48 System.Net.Security.SafeFreeCredential_SECURITY
00007ffc2d963f80 2 48 System.WeakReference`1[[System.Text.RegularExpressions.RegexReplacement System.Text.RegularExpressions]]
00007ffc2d7a3750 2 48 System.WeakReference`1[[Microsoft.AspNetCore.Server.Kestrel.Core.Internal.Infrastructure.KestrelConnection Microsoft.AspNetCore.Server.Kestrel.Core]]
00007ffc2d685e10 1 56 System.Runtime.CompilerServices.ConditionalWeakTable`2 Container[[System.Buffers.TlsOverPerCoreLockedStacksArrayPool`1 ThreadLocalArray[[System.Char System.Private.CoreLib]] System.Private.CoreLib] [System.Object System.Private.CoreLib]]
00007ffc2d44c4d0 1 56 System.Runtime.CompilerServices.ConditionalWeakTable`2 Container[[System.Buffers.TlsOverPerCoreLockedStacksArrayPool`1 ThreadLocalArray[[System.Byte System.Private.CoreLib]] System.Private.CoreLib] [System.Object System.Private.CoreLib]]
00007ffc2d96be68 1 64 CellStore`1[[System.Uri System.Private.Uri]]
00007ffc2d96b780 1 64 FlagCellStore
00007ffc2d96af48 1 64 CellStore`1[[System.Object System.Private.CoreLib]]
00007ffc2d96a5b8 1 64 CellStore`1[[OfficeOpenXml.ExcelCoreValue Magicodes.IE.EPPlus]]
00007ffc2d6ddab8 2 64 Internal.Cryptography.Pal.Native.SafeChainEngineHandle
00007ffc2d69d528 2 64 Internal.Win32.SafeHandles.SafeRegistryHandle
00007ffc2d685bc8 2 64 Microsoft.Win32.SafeHandles.SafeWaitHandle
00007ffc2d685280 3 72 System.Threading.ThreadInt64PersistentCounter ThreadLocalNodeFinalizationHelper
00007ffc2d5f5f50 3 72 System.Runtime.InteropServices.PosixSignalRegistration
00007ffc2d4299d0 1 72 Microsoft.Win32.SafeHandles.SafeFileHandle
00007ffc2d6e40b8 1 80 System.Runtime.Loader.DefaultAssemblyLoadContext
00007ffc2dac9ed0 2 96 PageIndex
00007ffc2d96d0c8 2 96 ColumnIndex
00007ffc2d464470 3 120 System.Gen2GcCallback
00007ffc2d40a620 1 120 System.IO.FileSystemWatcher
00007ffc2d96bc18 2 128 CellStore`1[[System.Int32 System.Private.CoreLib]]
00007ffc2dac20c8 2 144 System.Reflection.Emit.DynamicResolver
00007ffc2d680f10 3 144 System.Threading.LowLevelLock
00007ffc2d683c48 3 168 System.Threading.ThreadPoolWorkQueueThreadLocals
00007ffc2d681e80 1 176 System.Threading.LowLevelLifoSemaphore
00007ffc2dc25ef0 1 184 System.Collections.Concurrent.CDSCollectionETWBCLProvider
00007ffc2db8e658 1 184 System.Net.NetEventSource
00007ffc2db8c378 1 184 System.Net.NetEventSource
00007ffc2db38f90 1 184 System.Net.NetEventSource
00007ffc2d90c658 1 184 Microsoft.IO.RecyclableMemoryStreamManager Events
00007ffc2d689b48 1 184 Microsoft.AspNetCore.Certificates.Generation.CertificateManager CertificateManagerEventSource
00007ffc2d66f9f8 1 184 System.Diagnostics.Tracing.FrameworkEventSource
00007ffc2d66b720 1 184 System.Net.NetEventSource
00007ffc2d44d128 1 184 System.Buffers.ArrayPoolEventSource
00007ffc2d2e2ec8 1 184 System.Diagnostics.Tracing.NativeRuntimeEventSource
00007ffc2d694e10 1 192 System.Threading.Tasks.TplEventSource
00007ffc2d572ab0 1 192 Microsoft.Extensions.DependencyInjection.DependencyInjectionEventSource
00007ffc2d505f00 1 200 Microsoft.Extensions.Logging.EventSource.LoggingEventSource
00007ffc2db8ade8 1 224 System.Net.NameResolutionTelemetry
00007ffc2d428b08 7 224 System.Threading.PreAllocatedOverlapped
00007ffc2d563c78 1 232 System.Diagnostics.DiagnosticSourceEventSource
00007ffc2d61fe88 1 240 Microsoft.AspNetCore.Hosting.HostingEventSource
00007ffc2db6b788 8 256 System.Threading.TimerQueue AppDomainTimerSafeHandle
00007ffc2d690270 1 280 System.Net.Sockets.SocketsTelemetry
00007ffc2db6bc80 1 296 System.Net.Http.HttpTelemetry
00007ffc2d68b998 1 336 Microsoft.AspNetCore.Server.Kestrel.Core.Internal.Infrastructure.KestrelEventSource
00007ffc2dc21998 1 360 System.Net.Security.NetSecurityTelemetry
00007ffc2d2dae28 1 384 System.Diagnostics.Tracing.RuntimeEventSource
00007ffc2d66ad60 10 480 System.Net.Sockets.SafeSocketHandle
00007ffc2d2e0240 21 504 System.WeakReference`1[[System.Diagnostics.Tracing.EventSource System.Private.CoreLib]]
00007ffc2d2b0538 9 648 System.Threading.Thread
00007ffc2d77a188 2 704 Microsoft.AspNetCore.Server.Kestrel.Transport.Sockets.Internal.SocketReceiver
00007ffc2d90cec0 6 960 Microsoft.IO.RecyclableMemoryStream
00007ffc2d5fc658 10 1280 System.Net.Sockets.Socket
00007ffc2d68d898 4 1536 System.Net.Sockets.Socket AwaitableSocketAsyncEventArgs
00007ffc2d2dc778 42 4704 System.Diagnostics.Tracing.EventSource OverrideEventProvider
00007ffc2daec058 356 14240 System.Drawing.Bitmap
Total 553 objects
WOW!!!,看上面356个System.Drawing.Bitmap
在等待回收,看起来这是我们的影响因素,我们来查一下代码。
try
{
cell.Value = string.Empty;
Bitmap bitmap;
if (url.IsBase64StringValid)
{
bitmap = url.Base64StringToBitmap;
}
else
{
bitmap = Extension.GetBitmapByUrl(url);
}
if (bitmap == )
{
cell.Value = ExporterHeaderList[colIndex].ExportImageFieldAttribute.Alt;
}
else
{
ExcelPicture pic = CurrentExcelWorksheet.Drawings.AddPicture(Guid.NewGuid.ToString bitmap);
AddImage((rowIndex (ExcelExporterSettings.HeaderRowIndex > 1 ? ExcelExporterSettings.HeaderRowIndex : 0))
colIndex - ignoreCount pic ExporterHeaderList[colIndex].ExportImageFieldAttribute.YOffset ExporterHeaderList[colIndex].ExportImageFieldAttribute.XOffset);
CurrentExcelWorksheet.Row(rowIndex 1).Height = ExporterHeaderList[colIndex].ExportImageFieldAttribute.Height;
pic.SetSize(ExporterHeaderList[colIndex].ExportImageFieldAttribute.Width * 7 ExporterHeaderList[colIndex].ExportImageFieldAttribute.Height);
}
}
catch (Exception)
{
cell.Value = ExporterHeaderList[colIndex].ExportImageFieldAttribute.Alt;
}
在ExcelPicture对象中去使用Bitmap对象,对于在线图片源来说,我们会读取并存储到Bitmap中,但是我们发现并没有对该对象进行释放操作,所以导致大量的Bitmap一直没有释放,我们通过using来处理一下。
using (ExcelPicture pic = CurrentExcelWorksheet.Drawings.AddPicture(Guid.NewGuid.ToString bitmap))
{
AddImage((rowIndex (ExcelExporterSettings.HeaderRowIndex > 1 ? ExcelExporterSettings.HeaderRowIndex : 0))
colIndex - ignoreCount pic ExporterHeaderList[colIndex].ExportImageFieldAttribute.YOffset ExporterHeaderList[colIndex].ExportImageFieldAttribute.XOffset);
CurrentExcelWorksheet.Row(rowIndex 1).Height = ExporterHeaderList[colIndex].ExportImageFieldAttribute.Height;
pic.SetSize(ExporterHeaderList[colIndex].ExportImageFieldAttribute.Width * 7 ExporterHeaderList[colIndex].ExportImageFieldAttribute.Height);
}
一个带有终结器的新对象是必须要被添加进finalization queue中的,这个行为也被称为“终结注册(registering for finalization)”。当然我也建议你选择使用SOSEX扩展插件,它提供了finalization类似的内容,似乎看起来更直观一些,如下所示。
下载地址:http://www.stevestechspot.com/default.aspx
:000> .load D:\sosex_64\sosex.dll
This dump has no SOSEX heap index.
The heap index makes searching for references and roots much faster.
To create a heap index run !bhi
0:000> !finq -stat
Generation 0:
Count Total Size Type
----------------------------------------------------------------------------------
54 2160 System.Drawing.Bitmap
54 objects 2 160 bytes
Generation 1:
Count Total Size Type
----------------------------------------------------------------------------------
1 184 Microsoft.AspNetCore.Certificates.Generation.CertificateManager CertificateManagerEventSource
1 336 Microsoft.AspNetCore.Server.Kestrel.Core.Internal.Infrastructure.KestrelEventSource
4 1536 System.Net.Sockets.Socket AwaitableSocketAsyncEventArgs
1 32 Internal.Cryptography.Pal.Native.SafeCertStoreHandle
1 280 System.Net.Sockets.SocketsTelemetry
1 192 System.Threading.Tasks.TplEventSource
1 40 Internal.Cryptography.Pal.Native.SafeCertContextHandle
2 64 Internal.Win32.SafeHandles.SafeRegistryHandle
2 64 Internal.Cryptography.Pal.Native.SafeChainEngineHandle
1 32 Internal.Cryptography.Pal.Native.SafeLocalAllocHandle
1 80 System.Runtime.Loader.DefaultAssemblyLoadContext
1 24 System.WeakReference`1[[System.Runtime.Loader.AssemblyLoadContext System.Private.CoreLib]]
1 24 System.WeakReference`1[[Microsoft.AspNetCore.Server.Kestrel.Core.KestrelServerOptions Microsoft.AspNetCore.Server.Kestrel.Core]]
2 704 Microsoft.AspNetCore.Server.Kestrel.Transport.Sockets.Internal.SocketReceiver
2 48 System.WeakReference`1[[Microsoft.AspNetCore.Server.Kestrel.Core.Internal.Infrastructure.KestrelConnection Microsoft.AspNetCore.Server.Kestrel.Core]]
1 184 Microsoft.IO.RecyclableMemoryStreamManager Events
6 960 Microsoft.IO.RecyclableMemoryStream
2 48 System.WeakReference`1[[System.Text.RegularExpressions.RegexReplacement System.Text.RegularExpressions]]
1 64 CellStore`1[[OfficeOpenXml.ExcelCoreValue Magicodes.IE.EPPlus]]
1 64 CellStore`1[[System.Object System.Private.CoreLib]]
1 64 FlagCellStore
2 128 CellStore`1[[System.Int32 System.Private.CoreLib]]
1 64 CellStore`1[[System.Uri System.Private.Uri]]
2 96 ColumnIndex
2 144 System.Reflection.Emit.DynamicResolver
1 24 System.WeakReference
2 96 PageIndex
302 12080 System.Drawing.Bitmap
1 184 System.Net.NetEventSource
1 40 Interop WinHttp SafeWinHttpHandle
8 256 System.Threading.TimerQueue AppDomainTimerSafeHandle
1 296 System.Net.Http.HttpTelemetry
1 224 System.Net.NameResolutionTelemetry
1 184 System.Net.NetEventSource
1 184 System.Net.NetEventSource
1 360 System.Net.Security.NetSecurityTelemetry
1 24 System.Net.Security.SafeCredentialReference
1 184 System.Collections.Concurrent.CDSCollectionETWBCLProvider
1 48 System.Net.Security.SafeFreeCredential_SECURITY
1 32 Microsoft.Win32.SafeHandles.SafeBCryptAlgorithmHandle
499 objects 30 736 bytes
Generation 2:
0 objects 0 bytes
TOTAL: 553 objects 32 896 bytes
可能大家都会像我一开始有个疑问,你这个图片我看了...没有那么大,并且在windbg中也没有表现大小呀。首先我们先来看一下这个图片的质量。图片的像素为2560x1440,位深为24目前已知这些信息,我们计算一下未压缩的图片大小。
2560x1440x24/8
10M左右一张图,已知图片数x10M=3G,其实对于这个问题来说,这并不属于内存泄漏。