原文:NET Core微服务之路:实战SkyWalking+Exceptionless体验生产下追踪系统
前言
当一个APM或一个日志中心实际部署在生产环境中时,是有点力不从心的。
比如如下场景分析的问题:
- 从APM上说,知道某个节点出现异常,或延迟过过高,却不能及时知道日志反馈情况,总不可能去相应的节点上一个一个的翻日志文件吧。
- 从日志中心上说(特别是Exceptionless,能及时反馈出异常信息),知道某个节点出现异常日志,可不知道引起异常的源头在哪;或者出现延迟过高日志,却不能及时知道节点问题,还是链路问题;就算诸上问题都能应付,那么一行行的、一个个的日志文件和使用图形化的表述形式,谁会更加直观,当然,你说你可以一目十行,甚至百行来分析日志,那我挺佩服你的。
本节内容较多,所以笔者特列举了如下目录。
一:准备
1.SkyWalking和Exceptionless简单回顾
2.新建多个站点(物理节点)
3.附加SkyApm-dotnet程序集到宿主
二:将SkyApm-dotnet的日志输出到Exceptionless
4.SkyApm-dotnet的日志入口
5.继承ILoggerFactory获取全局ILogger对象
6.将Logger写入到Exceptionless
三:运行
7.SkyWalking和Exceptionless的结合分析
SkyWalking和Exceptionless简单回顾
前两篇就《NET Core微服务之路:SkyWalking+SkyApm-dotnet分布式链路追踪系统的分享》和《NET Core微服务之路:简单谈谈对ELK,Splunk,Exceptionless统一日志收集中心的心得体会》简单的介绍了SkyApm-dotnet和三个日志收集中心。为何最终会选择SkyWalking和Exceptionless来作为生产实战,很简单:
1.SkyWalking和Exceptionless的存储和检索都是使用的ElasticSearch,ES的强大之处不用介绍:“you know, for search”
2.SkyWalking作为国人(吴晟)开发的一套开源追踪系统,虽然比不上Pinpoint功能强大,但社区活跃且免费,相信开源的力量,会越来越完善,甚至更好。
3.Exceptionless作为.Net开源社区的新起之秀,目前也十分活跃,原生.Net语言支持,能做到日后无缝扩展。
新建多个站点(物理节点)
传统单体应用(或站点)没必须要做到APM追踪,因为她毫无意义。只有在分布式架构模式下,例如SOA、微服务等架构才有意义,比如说,你在两个地方分别部署了多个应用,当某个地方的应用出现了故障,你总不可能专门跑去一个一个文件的查阅日志吧,假如这个应用部署在火星呢(哈哈,开个玩笑)。
我们就SkyApm-dotnet中的Sample做一些二次修改和扩展,来模拟一个实际的分布式系统。
先看看这个系统的网络拓扑图:
asp-net-core-*为系统主要节点,而localhost:50000为Exceptionless的日志中心,114.215是数据库,具体每个线条的颜色请查阅SkyWalking手册。
asp-net-core-aspnetcore:我们可以把她理解为请求端,笔者在里面做了一个单请求,和一个并行请求,严格意义上来说,代码中不应该有try catch来进行重试,而是应该使用polly的Retry进行重试和异常处理,可以参考《NET Core微服务之路:弹性和瞬态故障处理库Polly的介绍》,代码参考如下:
[Route("api/[controller]")]
[ApiController]
public class ValuesController : ControllerBase
{
[HttpGet]
public async Task<string> Get()
{
var httpClient = new HttpClient();
var values = await httpClient.GetStringAsync("http://localhost:5001/api/values");
ExceptionlessClient.Default.SubmitLog(JsonConvert.SerializeObject(values), LogLevel.Debug);
return values;
} [HttpGet("getall")]
public string GetAll()
{
var list = new List<int>();
var listValue = new List<string>();
for (var i = ; i <= ; i++)
{
list.Add(i);
} Parallel.ForEach(list, (i, state) =>
{
try
{
using (var httpClient = new HttpClient())
{
listValue.Add(httpClient.GetStringAsync($"http://localhost:5001/api/values/{i}/other").Result);
}
}
catch (Exception)
{
// ignored
}
});
ExceptionlessClient.Default.SubmitLog(JsonConvert.SerializeObject(listValue), LogLevel.Debug);
return JsonConvert.SerializeObject(listValue);
}
}
asp-net-core-frontend:我们可以把她理解为一个网关,一个中继,或者一个权限验证等等,笔者没做太多处理,就单纯做了一个switch的参数选择桥接,参考代码如下:
[Route("api/[controller]")]
[ApiController]
public class ValuesController : ControllerBase
{
[HttpGet]
public async Task<string> Get()
{
var httpClient = new HttpClient();
var values = await httpClient.GetStringAsync("http://localhost:5002/api/values");
return values;
} [HttpGet("{id:int}/other")]
public async Task<string> Get(int id)
{
var httpClient = new HttpClient();
var values = "";
switch (id)
{
case :
values = await httpClient.GetStringAsync("http://localhost:5002/api/delay/100");
break;
case :
values = await httpClient.GetStringAsync("http://localhost:5002/api/Error");
break;
case :
values = await httpClient.GetStringAsync("http://localhost:5002/api/Values");
break;
case :
values = await httpClient.GetStringAsync("http://localhost:5002/api/Apps");
break;
case :
{
var userClient = new User.UserClient(new Channel("127.0.0.1:5050", ChannelCredentials.Insecure));
var response = await userClient.GetListAsync(new GetListRequest());
if (response.Code == )
{
return JsonConvert.SerializeObject(response.Data);
} break;
}
} return values;
}
}
asp-net-core-backend:我们可以把她理解为一个节点,笔者还创建了一个Grpc的服务节点,不知是因为目前SkyApm-dotnet探针没做Grpc的适配,还是笔者这边配置错误,目前并未实现Grpc的追踪,代码较多,就不一一的贴上来了,做个截图即可,源码在文章最后
附加SkyApm-dotnet程序集到宿主
我们在启动Aspnetcore应用的时候,可以通过Appsettings.*.json来配置应用的环境参数,比如ASPNETCORE_ENVIRONMENT,可以设置当前应用的环境是开发(Development)还是生产(Production),关于多环境的介绍,可以参考这篇文章https://docs.microsoft.com/en-us/aspnet/core/fundamentals/environments?view=aspnetcore-2.0。而SkyApm-dotnet的最大优势,就是达到了开箱即用,我们只需要通过ASPNETCORE_HOSTINGSTARTUPASSEMBLIES参数来指定SkyApm即可,当然,你可以使用set ASPNETCORE_HOSTINGSTARTUPASSEMBLIES=SkyApm.Agent.AspNetCore,也可以通过配置文件来启用SkyApm.Agent.AspNetCore。ASPNETCORE_HOSTINGSTARTUPASSEMBLIES是个什么鬼,我们来查一查微软官方的解释(地址https://docs.microsoft.com/en-us/aspnet/core/fundamentals/host/platform-specific-configuration?view=aspnetcore-2.0):
An IHostingStartup (hosting startup) implementation adds enhancements to an app at startup from an external assembly. For example, an external library can use a hosting startup implementation to provide additional configuration providers or services to an app. IHostingStartup is available in ASP.NET Core 2.0 or later.
通过追加外部程序集来增强宿主功能,例如,可以在外部程序集中提供额外的服务或配置,此项功能支持NET Core 2.0+。
当然,能加载也就能禁用 ,使用ASPNETCORE_PREVENTHOSTINGSTARTUP便可实现。除以上通过set的方式配置环境参数以外,还可以通过代码的方式来指定ASPNETCORE_HOSTINGSTARTUPASSEMBLIES启动扩展程序集。
Environment.SetEnvironmentVariable("ASPNETCORE_HOSTINGSTARTUPASSEMBLIES", "SkyAPM.Agent.AspNetCore");
对了,在WebHosting的环境变量定义中,默认提供了如下环境变量,有兴趣的朋友可深入研究。
SkyApm-dotnet的日志入口
在SkyApm-dotnet的配置文件中,默认是开启了本地日志的,像这样
"Logging": {
"Level": "Information",
"FilePath": "logs/skyapm-{Date}.log"
},
如果部署了多个SkyApm-dotnet探针到节点,那是不是要在多个节点上来查阅日志呢?答案肯定是拒绝的,如果这样下来,那么我们的日志收集中心就没有任何存在的意义了。所以,为了实现这个功能,找到了SkyApm.Logging.ILoggerFactory的接口,使用再次注入的方式,替换了原来默认的DefaultLoggerFactory(当然,如果有更好的方式,或者已经提供了接口,麻烦大家告知一下),这是默认日志注入的源码:
可以看到,SkyApm-dotnet的日志默认通过ServiceCollection进行注入,我们只需要实现ILoggerFactory便可实现自定义的日志处理方式。
继承ILoggerFactory获取全局ILogger对象
通过F12我们可以定位接口的具体源码定义,可以看到SkyApm.Logging中,定义了一个ILoggerFactory的接口定义,内部需实现一个Ilogger的创建,代码源码截图如下:
我们可以实现这个接口,定义为我们自己实现的处理方式。但是,其实我们可以将源码拷贝过来,因为我们仍然需要将日志保存在本地作为副本,而不是单纯将日志发送到日志中心,所以需要另起一个实现的名字,我这里取名叫SkyApmExtensionsLoggerFactory,源码如下:
namespace SkyApmExceptionless
{
public class SkyApmExtensionsLoggerFactory : SkyApm.Logging.ILoggerFactory
{
private const string OutputTemplate =
@"{Timestamp:yyyy-MM-dd HH:mm:ss.fff zzz} [{ServiceName}] [{Level}] {SourceContext} : {Message}{NewLine}{Exception}"; private readonly LoggerFactory _loggerFactory; public SkyApm.Logging.ILogger CreateLogger(Type type)
{
return new SkyApmExtensionsLogger(_loggerFactory.CreateLogger(type));
} public SkyApmExtensionsLoggerFactory(IConfigAccessor configAccessor)
{
_loggerFactory = new LoggerFactory(); var loggingConfig = configAccessor.Get<LoggingConfig>();
var instrumentationConfig = configAccessor.Get<InstrumentConfig>();
var level = EventLevel(loggingConfig.Level); _loggerFactory.AddSerilog(new LoggerConfiguration().MinimumLevel.Verbose().Enrich
.WithProperty("SourceContext", null).Enrich
.WithProperty(nameof(instrumentationConfig.ServiceName),
instrumentationConfig.ServiceName ?? instrumentationConfig.ApplicationCode).Enrich
.FromLogContext().WriteTo.RollingFile(loggingConfig.FilePath,
level,
OutputTemplate,
null,
,
,
null,
false,
false,
TimeSpan.FromMilliseconds()).CreateLogger());
} private static LogEventLevel EventLevel(string level)
{
return Enum.TryParse<LogEventLevel>(level, out var logEventLevel)
? logEventLevel
: LogEventLevel.Error;
}
}
}
从上面的代码加粗的代码中可以看到,通过ILoggerFactory创建了一个SkyApm.Logging.ILogger的实现SkyApmExtensionsLogger,这样,我们便拿到的SkyApm.Logging.ILoggerFactory的ILogger接口,接下来便是将ILogger的具体实现功能写到Exceptionless。
将Logger写入到Exceptionless
先看看SkyApm.Logging.ILogger的接口定义,源码截图如下:
超级简单,跟NLog,Log4net等等日志组件的接口定义大同小异,几乎可以说是一样的,包含Debug, Information, Warning, Error, Trace,接下来该怎么做,就变得十分简单了,不过,在写入这个日志前,先简单了解一下Exceptionless的用法。
1.创建一个日志。源码定义为Source,我觉得叫组比较容易理解,她就像一个分类器,指定她的名称是SkyApmExtensionsLogger,其次,可以提交不同的日志类型,Exceptionless定义了如下几种日志等级,其实有部分我们用不着。
ExceptionlessClient.Default.CreateLog(nameof(SkyApmExtensionsLogger), "Create logging started.", Exceptionless.Logging.LogLevel.Info).Submit();
2.创建一个会话Session。ession会话的作用在Exceptionless算是一个特殊功能的存在了,她可以自动发送会话开始,会话心跳和会话结束事件,使用非常简单,后面会截图介绍这个功能的作用。
ExceptionlessClient.Default.Configuration.UseSessions();
OK,Exceptionless就介绍这么点用法(详细更多用法可参考官网),已经可以满足日志的写入(或收集)了,接下来看看完整的源码:
using System;
using Exceptionless;
using Microsoft.Extensions.Logging; namespace SkyApmExceptionless
{
internal class SkyApmExtensionsLogger : SkyApm.Logging.ILogger
{
private readonly ILogger _readLogger; public SkyApmExtensionsLogger(ILogger readLogger)
{
_readLogger = readLogger;
ExceptionlessClient.Default.CreateLog(nameof(SkyApmExtensionsLogger), "Create logging started.", Exceptionless.Logging.LogLevel.Info).Submit();
ExceptionlessClient.Default.Configuration.UseSessions();
ExceptionlessClient.Default.Configuration.SetUserIdentity("SetUserIdentity", $"{nameof(SkyApmExtensionsLogger)} Groups");
} public void Debug(string message)
{
_readLogger.LogDebug(message);
ExceptionlessClient.Default
.CreateLog(nameof(SkyApmExtensionsLogger), message, Exceptionless.Logging.LogLevel.Debug).Submit();
} public void Information(string message)
{
_readLogger.LogInformation(message);
ExceptionlessClient.Default
.CreateLog(nameof(SkyApmExtensionsLogger), message, Exceptionless.Logging.LogLevel.Info).Submit();
} public void Warning(string message)
{
_readLogger.LogWarning(message);
ExceptionlessClient.Default
.CreateLog(nameof(SkyApmExtensionsLogger), message, Exceptionless.Logging.LogLevel.Warn).Submit();
} public void Error(string message, Exception exception)
{
_readLogger.LogError(message + Environment.NewLine + exception);
ExceptionlessClient.Default
.CreateLog(nameof(SkyApmExtensionsLogger), message + Environment.NewLine + exception,
Exceptionless.Logging.LogLevel.Error)
.Submit();
} public void Trace(string message)
{
_readLogger.LogTrace(message);
ExceptionlessClient.Default
.CreateLog(nameof(SkyApmExtensionsLogger), message, Exceptionless.Logging.LogLevel.Trace).Submit();
}
}
}
这样,通过SkyApm-dotnet生成的日志,将自动发送到Exceptionless日志中心去,是不是非常简单。当然,如果作者有更好的建议,欢迎分享和交流。
SkyWalking和Exceptionless的结合分析
通过上面的扩展和部署,我们已经可以开始跑起来玩一玩了,如果有小伙伴跑不通,或者懒得敲代码(哎...),源码在文章结尾,但如何配置环境还请自行搜索,以免浪费篇幅。
万恶的再来两张截图,哈哈,其实是先看看默认状态下SkyWalking和Exceptionless的初始界面。
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alt="">
让我们启动这个项目。嗯,很好,发现日志正在蹭蹭的上涨,再来一张万恶的全屏截图。
我们并没运行任何一个接口,也并没调用任何一个接口,这日志是哪来的呢,对,就是SkyApm-dotnet的日志,我们可以通过Session里面查看到SkyApmExtensionsLogger正在不断的追加日志,这是因为SkyApm-Agent正在运行追踪,这里也清晰的解释了Session事件在这个SkyApmExtensionsLogger中的作用(目前还在不断的追加中)。
再看看SkyWalking,很好,出现了三个服务(节点)
运行一下,代码在上面,万恶的全屏截图再来一张:
我们发现,在ListMode中有报错的情况,这样:
赶紧定位到日志,搜索Api/Error
嗯,这正是刚才刷新两次所产生的错误结果,也是笔者故意抛出的,查看一下详情
确实由于5001上面接受到了远程返回404错误,因为这个接口实际就不存在。
反之,你也可以通过Exceptionless的exception模块或其他日志来反查SkyWalking详情,但是这样的效率不高。
万恶的全屏截图已结束,感谢!
总结
通过APM和日志中心(例如SkyWalking和Exceptionless)进行整合分析的场景越来越被重视和使用,如果还是停留在单个日志分析,或者单个APM分析,那么随着节点数的增加,服务的规模增加,那将无法及时确定问题所在的。还有更多的结合用法,欢迎小伙伴们共同交流。
参考
Exceptionless : https://github.com/exceptionless/Exceptionless/wiki
SkyApm-dotnet Sample : https://github.com/SkyAPM/SkyAPM-dotnet/tree/master/sample
感谢阅读!