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Holmes

中文版

Self-aware Golang profile dumper.

Our online system often crashes at midnight (usually killed by the OS due to OOM). As lazy developers, we don't want to be woken up at midnight and waiting for the online error to recur.

holmes comes to rescue.

Design

Holmes collects the following stats every interval passed:

  • Goroutine number by runtime.NumGoroutine.
  • RSS used by the current process with gopsutil
  • CPU percent a total. eg total 8 core, use 4 core = 50% with gopsutil

In addition, holmes will collect RSS based on GC cycle, if you enable GC heap.

After warming up(10 times collects after starting application) phase finished, Holmes will compare the current stats with the average of previous collected stats(10 cycles). If the dump rule is matched, Holmes will dump the related profile to log(text mode) or binary file(binary mode).

When you get warning messages sent by your own monitor system, e.g, memory usage exceed 80%, OOM killed, CPU usage exceed 80%, goroutine num exceed 100k. The profile is already dumped to your dump path. You could just fetch the profile and see what actually happened without pressure.

How to use

    go get mosn.io/holmes

Dump goroutine when goroutine number spikes

h, _ := holmes.New(
    holmes.WithCollectInterval("5s"),
    holmes.WithDumpPath("/tmp"),
    holmes.WithTextDump(),
    holmes.WithDumpToLogger(true),
    holmes.WithGoroutineDump(10, 25, 2000, 10*1000,time.Minute),
)
h.EnableGoroutineDump()

// start the metrics collect and dump loop
h.Start()

// stop the dumper
h.Stop()
  • WithCollectInterval("5s") means the system metrics are collected once 5 seconds
  • WithDumpPath("/tmp") means the dump binary file(binary mode) will write content to /tmp dir.
  • WithTextDump() means not in binary mode, so it's text mode profiles
  • WithDumpToLogger() means profiles information will be outputted to logger.
  • WithGoroutineDump(10, 25, 2000, 100*1000,time.Minute) means dump will happen when current_goroutine_num > 10 && current_goroutine_num < 100*1000 && current_goroutine_num > 125% * previous_average_goroutine_num or current_goroutine_num > 2000, time.Minute means once a dump happened, the next dump will not happen before cooldown finish-1 minute.

    WithGoroutineDump(min int, diff int, abs int, max int, coolDown time.Duration) 100*1000 means max goroutine number, when current goroutines number is greater 100k, holmes would not dump goroutine profile. Cuz if goroutine num is huge, e.g, 100k goroutine dump will also become a heavy action: stw && stack dump. Max = 0 means no limit.

dump cpu profile when cpu load spikes

h, _ := holmes.New(
    holmes.WithCollectInterval("5s"),
    holmes.WithDumpPath("/tmp"),
    holmes.WithCPUDump(20, 25, 80, time.Minute),
    holmes.WithCPUMax(90),
)
h.EnableCPUDump()

// start the metrics collect and dump loop
h.Start()

// stop the dumper
h.Stop()
  • WithCollectInterval("5s") means the system metrics are collected once 5 seconds
  • WithDumpPath("/tmp") means the dump binary file(binary mode) will write content to /tmp dir.
  • WithBinaryDump() or WithTextDump() doesn't affect the CPU profile dump, because the pprof standard library doesn't support text mode dump.
  • WithCPUDump(10, 25, 80,time.Minute) means dump will happen when cpu usage > 10% && cpu usage > 125% * previous cpu usage recorded or cpu usage > 80%. time.Minute means once a dump happened, the next dump will not happen before cooldown finish-1 minute.
  • WithCPUMax means holmes would not dump all types profile when current cpu usage percent is greater than CPUMaxPercent.

dump heap profile when RSS spikes

h, _ := holmes.New(
    holmes.WithCollectInterval("5s"),
    holmes.WithDumpPath("/tmp"),
    holmes.WithTextDump(),
    holmes.WithMemDump(30, 25, 80,time.Minute),
)

h.EnableMemDump()

// start the metrics collect and dump loop
h.Start()

// stop the dumper
h.Stop()
  • WithCollectInterval("5s") means the system metrics are collected once 5 seconds
  • WithDumpPath("/tmp") means the dump binary file(binary mode) will write content to /tmp dir.
  • WithTextDump() means not in binary mode, so it's text mode profiles
  • WithMemDump(30, 25, 80, time.Minute) means dump will happen when memory usage > 10% && memory usage > 125% * previous memory usage or memory usage > 80%. time.Minute means once a dump happened, the next dump will not happen before cooldown finish-1 minute.

Dump heap profile when RSS spikes based GC cycle

In some situations we can not get useful information, such the application allocates heap memory and collects it between one CollectInterval. So we design a new heap memory monitor rule, which bases on GC cycle, to control holmes dump. It will dump twice heap profile continuously while RSS spike, then devs can compare the profiles through pprof base command.

	h, _ := holmes.New(
		holmes.WithDumpPath("/tmp"),
		holmes.WithLogger(holmes.NewFileLog("/tmp/holmes.log", mlog.INFO)),
		holmes.WithBinaryDump(),
		holmes.WithMemoryLimit(100*1024*1024), // 100MB
		holmes.WithGCHeapDump(10, 20, 40, time.Minute),
		// holmes.WithProfileReporter(reporter),
	)
	h.EnableGCHeapDump().Start()
	time.Sleep(time.Hour)

Set holmes configurations on fly

You can use Set method to modify holmes' configurations when the application is running.

    h.Set(
        WithCollectInterval("2s"),
        WithGoroutineDump(min, diff, abs, 90, time.Minute))

Reporter dump event

You can use Reporter to implement the following features:

  • Send alarm messages that include the scene information when holmes dump profiles.
  • Send profiles to the data center for saving or analyzing.
        type ReporterImpl struct{}
        func (r *ReporterImpl) 	Report(pType string, filename string, reason ReasonType, eventID string, sampleTime time.Time, pprofBytes []byte, scene Scene) error{
            // do something	
        }
        ......
        r := &ReporterImpl{} // a implement of holmes.ProfileReporter Interface.
    	h, _ := holmes.New(
            holmes.WithProfileReporter(reporter),
            holmes.WithDumpPath("/tmp"),
            holmes.WithLogger(holmes.NewFileLog("/tmp/holmes.log", mlog.INFO)),
            holmes.WithBinaryDump(),
            holmes.WithMemoryLimit(100*1024*1024), // 100MB
            holmes.WithGCHeapDump(10, 20, 40, time.Minute),
)

Enable holmes as pyroscope client

Holmes supports to upload your profile to pyroscope server. More details click here please.

Noted that NOT set TextDump when you enable holmes as pyroscope client.

Enable them all!

It's easy.

h, _ := holmes.New(
    holmes.WithCollectInterval("5s"),
    holmes.WithDumpPath("/tmp"),
    holmes.WithTextDump(),

    holmes.WithCPUDump(10, 25, 80, time.Minute),
    holmes.WithMemDump(30, 25, 80, time.Minute),
    holmes.WithGCHeapDump(10, 20, 40, time.Minute),
    holmes.WithGoroutineDump(500, 25, 20000, 0, time.Minute),
)

    h.EnableCPUDump().
    EnableGoroutineDump().
	EnableMemDump().
	EnableGCHeapDump().Start()

Running in docker or other cgroup limited environment

h, _ := holmes.New(
    holmes.WithCollectInterval("5s"),
    holmes.WithDumpPath("/tmp"),
    holmes.WithTextDump(),

    holmes.WithCPUDump(10, 25, 80,time.Minute),
    holmes.WithCGroup(true), // set cgroup to true
)

known risks

If golang version < 1.19, collect a goroutine itself may cause latency spike because of the long time STW. At golang 1.19, it has been optz by concurrent way at this CL.

Show cases

Click here

Contributing

See our contributor guide.

Community

Scan the QR code below with DingTalk(钉钉) to join the Holmes user group.

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