关于后端:Go-expvar包

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介绍与应用

expvar 是 exposed variable 的简写

expvar 包是 Golang 官网为裸露 Go 利用外部指标数据所提供的规范对外接口,能够辅助获取和调试全局变量。

其通过 init 函数将内置的 expvarHandler(一个规范 http HandlerFunc)注册到 http 包 ListenAndServe 创立的默认 Server 上

如以下案例:

package main

import (
    "encoding/json"
    "expvar"
    "fmt"
    "github.com/gin-gonic/gin"
    "net/http"
    "runtime"
    "time"
)

func main() {router := gin.Default() // 初始化一个 gin 实例

    router.GET("/debug/vars", GetCurrentRunningStats) // 接口路由,如果 url 不是 /debug/vars,则用 metricBeat 去获取会出问题
    s := &http.Server{
        Addr:           ":" + "6666",
        Handler:        router,
        ReadTimeout:    5 * time.Second,
        WriteTimeout:   5 * time.Second,
        MaxHeaderBytes: 1 << 20,
    }

    s.ListenAndServe() // 开始监听}

var CuMemoryPtr *map[string]string
var BTCMemoryPtr *map[string]interface{}

// 开始工夫
var start = time.Now()

// calculateUptime 计算运行工夫
func calculateUptime() interface{} {return time.Since(start).String()}

// currentGoVersion 以后 Golang 版本
func currentGoVersion() interface{} {return runtime.Version()
}

// getNumCPUs 获取 CPU 外围数量
func getNumCPUs() interface{} {return runtime.NumCPU()
}

// getGoOS 以后零碎类型
func getGoOS() interface{} {return runtime.GOOS}

// getNumGoroutins 以后 goroutine 数量
func getNumGoroutins() interface{} {return runtime.NumGoroutine()
}

// getNumCgoCall CGo 调用次数
func getNumCgoCall() interface{} {return runtime.NumCgoCall()
}

// 业务特定的内存数据
func getCuMemoryMap() interface{} {
    if CuMemoryPtr == nil {return 0} else {return len(*CuMemoryPtr)
    }
}

// 业务特定的内存数据
func getBTCMemoryMap() interface{} {
    if BTCMemoryPtr == nil {return 0} else {return len(*BTCMemoryPtr)
    }
}

var lastPause uint32

// getLastGCPauseTime 获取上次 GC 的暂停工夫
func getLastGCPauseTime() interface{} {
    var gcPause uint64
    ms := new(runtime.MemStats)

    statString := expvar.Get("memstats").String()
    if statString != "" {json.Unmarshal([]byte(statString), ms)

        if lastPause == 0 || lastPause != ms.NumGC {gcPause = ms.PauseNs[(ms.NumGC+255)%256]
            lastPause = ms.NumGC
        }
    }

    return gcPause
}

// GetCurrentRunningStats 返回以后运行信息
func GetCurrentRunningStats(c *gin.Context) {c.Writer.Header().Set("Content-Type", "application/json; charset=utf-8")

    first := true
    report := func(key string, value interface{}) {
        if !first {fmt.Fprintf(c.Writer, ",\n")
        }
        first = false
        if str, ok := value.(string); ok {fmt.Fprintf(c.Writer, "%q: %q", key, str)
        } else {fmt.Fprintf(c.Writer, "%q: %v", key, value)
        }
    }

    fmt.Fprintf(c.Writer, "{\n")
    expvar.Do(func(kv expvar.KeyValue) {report(kv.Key, kv.Value)
    })
    fmt.Fprintf(c.Writer, "\n}\n")

    c.String(http.StatusOK, "")
}

func init() { // 这些都是自定义变量,公布到 expvar 中,每次申请接口,expvar 会主动去获取这些变量,并返回
    expvar.Publish("运行工夫", expvar.Func(calculateUptime))
    expvar.Publish("version", expvar.Func(currentGoVersion))
    expvar.Publish("cores", expvar.Func(getNumCPUs))
    expvar.Publish("os", expvar.Func(getGoOS))
    expvar.Publish("cgo", expvar.Func(getNumCgoCall))
    expvar.Publish("goroutine", expvar.Func(getNumGoroutins))
    expvar.Publish("gcpause", expvar.Func(getLastGCPauseTime))
    expvar.Publish("CuMemory", expvar.Func(getCuMemoryMap))
    expvar.Publish("BTCMemory", expvar.Func(getBTCMemoryMap))
}

运行程序,并申请127.0.0.1:6666/debug/vars

<details>
<summary>后果如下:</summary>

{
    "BTCMemory": 0,
    "CuMemory": 0,
    "cgo": 1,
    "cmdline": ["/var/folders/9t/839s3jmj73bcgyp5x_xh3gw00000gn/T/go-build1753052226/b001/exe/1"],
    "cores": 8,
    "gcpause": 0,
    "goroutine": 3,
    "memstats": {
        "Alloc": 1516104,
        "TotalAlloc": 1516104,
        "Sys": 71961616,
        "Lookups": 0,
        "Mallocs": 12075,
        "Frees": 1237,
        "HeapAlloc": 1516104,
        "HeapSys": 66650112,
        "HeapIdle": 63930368,
        "HeapInuse": 2719744,
        "HeapReleased": 63930368,
        "HeapObjects": 10838,
        "StackInuse": 458752,
        "StackSys": 458752,
        "MSpanInuse": 46376,
        "MSpanSys": 49152,
        "MCacheInuse": 9600,
        "MCacheSys": 16384,
        "BuckHashSys": 4156,
        "GCSys": 4227128,
        "OtherSys": 555932,
        "NextGC": 4473924,
        "LastGC": 0,
        "PauseTotalNs": 0,
        "PauseNs": [
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        "PauseEnd": [
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        ],
        "NumGC": 0,
        "NumForcedGC": 0,
        "GCCPUFraction": 0,
        "EnableGC": true,
        "DebugGC": false,
        "BySize": [
            {
                "Size": 0,
                "Mallocs": 0,
                "Frees": 0
            },
            {
                "Size": 8,
                "Mallocs": 251,
                "Frees": 0
            },
            {
                "Size": 16,
                "Mallocs": 4258,
                "Frees": 0
            },
            {
                "Size": 24,
                "Mallocs": 490,
                "Frees": 0
            },
            {
                "Size": 32,
                "Mallocs": 1194,
                "Frees": 0
            },
            {
                "Size": 48,
                "Mallocs": 745,
                "Frees": 0
            },
            {
                "Size": 64,
                "Mallocs": 572,
                "Frees": 0
            },
            {
                "Size": 80,
                "Mallocs": 72,
                "Frees": 0
            },
            {
                "Size": 96,
                "Mallocs": 84,
                "Frees": 0
            },
            {
                "Size": 112,
                "Mallocs": 2268,
                "Frees": 0
            },
            {
                "Size": 128,
                "Mallocs": 79,
                "Frees": 0
            },
            {
                "Size": 144,
                "Mallocs": 19,
                "Frees": 0
            },
            {
                "Size": 160,
                "Mallocs": 164,
                "Frees": 0
            },
            {
                "Size": 176,
                "Mallocs": 11,
                "Frees": 0
            },
            {
                "Size": 192,
                "Mallocs": 16,
                "Frees": 0
            },
            {
                "Size": 208,
                "Mallocs": 73,
                "Frees": 0
            },
            {
                "Size": 224,
                "Mallocs": 5,
                "Frees": 0
            },
            {
                "Size": 240,
                "Mallocs": 4,
                "Frees": 0
            },
            {
                "Size": 256,
                "Mallocs": 30,
                "Frees": 0
            },
            {
                "Size": 288,
                "Mallocs": 28,
                "Frees": 0
            },
            {
                "Size": 320,
                "Mallocs": 50,
                "Frees": 0
            },
            {
                "Size": 352,
                "Mallocs": 11,
                "Frees": 0
            },
            {
                "Size": 384,
                "Mallocs": 30,
                "Frees": 0
            },
            {
                "Size": 416,
                "Mallocs": 25,
                "Frees": 0
            },
            {
                "Size": 448,
                "Mallocs": 3,
                "Frees": 0
            },
            {
                "Size": 480,
                "Mallocs": 0,
                "Frees": 0
            },
            {
                "Size": 512,
                "Mallocs": 9,
                "Frees": 0
            },
            {
                "Size": 576,
                "Mallocs": 18,
                "Frees": 0
            },
            {
                "Size": 640,
                "Mallocs": 57,
                "Frees": 0
            },
            {
                "Size": 704,
                "Mallocs": 8,
                "Frees": 0
            },
            {
                "Size": 768,
                "Mallocs": 1,
                "Frees": 0
            },
            {
                "Size": 896,
                "Mallocs": 19,
                "Frees": 0
            },
            {
                "Size": 1024,
                "Mallocs": 26,
                "Frees": 0
            },
            {
                "Size": 1152,
                "Mallocs": 23,
                "Frees": 0
            },
            {
                "Size": 1280,
                "Mallocs": 36,
                "Frees": 0
            },
            {
                "Size": 1408,
                "Mallocs": 1,
                "Frees": 0
            },
            {
                "Size": 1536,
                "Mallocs": 3,
                "Frees": 0
            },
            {
                "Size": 1792,
                "Mallocs": 22,
                "Frees": 0
            },
            {
                "Size": 2048,
                "Mallocs": 7,
                "Frees": 0
            },
            {
                "Size": 2304,
                "Mallocs": 3,
                "Frees": 0
            },
            {
                "Size": 2688,
                "Mallocs": 38,
                "Frees": 0
            },
            {
                "Size": 3072,
                "Mallocs": 6,
                "Frees": 0
            },
            {
                "Size": 3200,
                "Mallocs": 2,
                "Frees": 0
            },
            {
                "Size": 3456,
                "Mallocs": 3,
                "Frees": 0
            },
            {
                "Size": 4096,
                "Mallocs": 20,
                "Frees": 0
            },
            {
                "Size": 4864,
                "Mallocs": 2,
                "Frees": 0
            },
            {
                "Size": 5376,
                "Mallocs": 15,
                "Frees": 0
            },
            {
                "Size": 6144,
                "Mallocs": 6,
                "Frees": 0
            },
            {
                "Size": 6528,
                "Mallocs": 1,
                "Frees": 0
            },
            {
                "Size": 6784,
                "Mallocs": 2,
                "Frees": 0
            },
            {
                "Size": 6912,
                "Mallocs": 0,
                "Frees": 0
            },
            {
                "Size": 8192,
                "Mallocs": 3,
                "Frees": 0
            },
            {
                "Size": 9472,
                "Mallocs": 2,
                "Frees": 0
            },
            {
                "Size": 9728,
                "Mallocs": 3,
                "Frees": 0
            },
            {
                "Size": 10240,
                "Mallocs": 8,
                "Frees": 0
            },
            {
                "Size": 10880,
                "Mallocs": 8,
                "Frees": 0
            },
            {
                "Size": 12288,
                "Mallocs": 0,
                "Frees": 0
            },
            {
                "Size": 13568,
                "Mallocs": 0,
                "Frees": 0
            },
            {
                "Size": 14336,
                "Mallocs": 0,
                "Frees": 0
            },
            {
                "Size": 16384,
                "Mallocs": 0,
                "Frees": 0
            },
            {
                "Size": 18432,
                "Mallocs": 1,
                "Frees": 0
            }
        ]
    },
    "os": "darwin",
    "version": "go1.16.7",
    "运行工夫": "30.037286084s"
}

</details>

其中,expvar 包会默认携带memstats,该字段内含 各种内存堆栈以及 GC 的一些信息,具体可见源码正文

<details>
<summary>src/runtime/mstats.go</summary>

src/runtime/mstats.go

// A MemStats records statistics about the memory allocator.
type MemStats struct {
    // General statistics.

    // Alloc is bytes of allocated heap objects.
    //
    // This is the same as HeapAlloc (see below).
    Alloc uint64

    // TotalAlloc is cumulative bytes allocated for heap objects.
    //
    // TotalAlloc increases as heap objects are allocated, but
    // unlike Alloc and HeapAlloc, it does not decrease when
    // objects are freed.
    TotalAlloc uint64

    // Sys is the total bytes of memory obtained from the OS.
    //
    // Sys is the sum of the XSys fields below. Sys measures the
    // virtual address space reserved by the Go runtime for the
    // heap, stacks, and other internal data structures. It's
    // likely that not all of the virtual address space is backed
    // by physical memory at any given moment, though in general
    // it all was at some point.
    Sys uint64

    // Lookups is the number of pointer lookups performed by the
    // runtime.
    //
    // This is primarily useful for debugging runtime internals.
    Lookups uint64

    // Mallocs is the cumulative count of heap objects allocated.
    // The number of live objects is Mallocs - Frees.
    Mallocs uint64

    // Frees is the cumulative count of heap objects freed.
    Frees uint64

    // Heap memory statistics.
    //
    // Interpreting the heap statistics requires some knowledge of
    // how Go organizes memory. Go divides the virtual address
    // space of the heap into "spans", which are contiguous
    // regions of memory 8K or larger. A span may be in one of
    // three states:
    //
    // An "idle" span contains no objects or other data. The
    // physical memory backing an idle span can be released back
    // to the OS (but the virtual address space never is), or it
    // can be converted into an "in use" or "stack" span.
    //
    // An "in use" span contains at least one heap object and may
    // have free space available to allocate more heap objects.
    //
    // A "stack" span is used for goroutine stacks. Stack spans
    // are not considered part of the heap. A span can change
    // between heap and stack memory; it is never used for both
    // simultaneously.

    // HeapAlloc is bytes of allocated heap objects.
    //
    // "Allocated" heap objects include all reachable objects, as
    // well as unreachable objects that the garbage collector has
    // not yet freed. Specifically, HeapAlloc increases as heap
    // objects are allocated and decreases as the heap is swept
    // and unreachable objects are freed. Sweeping occurs
    // incrementally between GC cycles, so these two processes
    // occur simultaneously, and as a result HeapAlloc tends to
    // change smoothly (in contrast with the sawtooth that is
    // typical of stop-the-world garbage collectors).
    HeapAlloc uint64

    // HeapSys is bytes of heap memory obtained from the OS.
    //
    // HeapSys measures the amount of virtual address space
    // reserved for the heap. This includes virtual address space
    // that has been reserved but not yet used, which consumes no
    // physical memory, but tends to be small, as well as virtual
    // address space for which the physical memory has been
    // returned to the OS after it became unused (see HeapReleased
    // for a measure of the latter).
    //
    // HeapSys estimates the largest size the heap has had.
    HeapSys uint64

    // HeapIdle is bytes in idle (unused) spans.
    //
    // Idle spans have no objects in them. These spans could be
    // (and may already have been) returned to the OS, or they can
    // be reused for heap allocations, or they can be reused as
    // stack memory.
    //
    // HeapIdle minus HeapReleased estimates the amount of memory
    // that could be returned to the OS, but is being retained by
    // the runtime so it can grow the heap without requesting more
    // memory from the OS. If this difference is significantly
    // larger than the heap size, it indicates there was a recent
    // transient spike in live heap size.
    HeapIdle uint64

    // HeapInuse is bytes in in-use spans.
    //
    // In-use spans have at least one object in them. These spans
    // can only be used for other objects of roughly the same
    // size.
    //
    // HeapInuse minus HeapAlloc estimates the amount of memory
    // that has been dedicated to particular size classes, but is
    // not currently being used. This is an upper bound on
    // fragmentation, but in general this memory can be reused
    // efficiently.
    HeapInuse uint64

    // HeapReleased is bytes of physical memory returned to the OS.
    //
    // This counts heap memory from idle spans that was returned
    // to the OS and has not yet been reacquired for the heap.
    HeapReleased uint64

    // HeapObjects is the number of allocated heap objects.
    //
    // Like HeapAlloc, this increases as objects are allocated and
    // decreases as the heap is swept and unreachable objects are
    // freed.
    HeapObjects uint64

    // Stack memory statistics.
    //
    // Stacks are not considered part of the heap, but the runtime
    // can reuse a span of heap memory for stack memory, and
    // vice-versa.

    // StackInuse is bytes in stack spans.
    //
    // In-use stack spans have at least one stack in them. These
    // spans can only be used for other stacks of the same size.
    //
    // There is no StackIdle because unused stack spans are
    // returned to the heap (and hence counted toward HeapIdle).
    StackInuse uint64

    // StackSys is bytes of stack memory obtained from the OS.
    //
    // StackSys is StackInuse, plus any memory obtained directly
    // from the OS for OS thread stacks (which should be minimal).
    StackSys uint64

    // Off-heap memory statistics.
    //
    // The following statistics measure runtime-internal
    // structures that are not allocated from heap memory (usually
    // because they are part of implementing the heap). Unlike
    // heap or stack memory, any memory allocated to these
    // structures is dedicated to these structures.
    //
    // These are primarily useful for debugging runtime memory
    // overheads.

    // MSpanInuse is bytes of allocated mspan structures.
    MSpanInuse uint64

    // MSpanSys is bytes of memory obtained from the OS for mspan
    // structures.
    MSpanSys uint64

    // MCacheInuse is bytes of allocated mcache structures.
    MCacheInuse uint64

    // MCacheSys is bytes of memory obtained from the OS for
    // mcache structures.
    MCacheSys uint64

    // BuckHashSys is bytes of memory in profiling bucket hash tables.
    BuckHashSys uint64

    // GCSys is bytes of memory in garbage collection metadata.
    GCSys uint64

    // OtherSys is bytes of memory in miscellaneous off-heap
    // runtime allocations.
    OtherSys uint64

    // Garbage collector statistics.

    // NextGC is the target heap size of the next GC cycle.
    //
    // The garbage collector's goal is to keep HeapAlloc ≤ NextGC.
    // At the end of each GC cycle, the target for the next cycle
    // is computed based on the amount of reachable data and the
    // value of GOGC.
    NextGC uint64

    // LastGC is the time the last garbage collection finished, as
    // nanoseconds since 1970 (the UNIX epoch).
    LastGC uint64

    // PauseTotalNs is the cumulative nanoseconds in GC
    // stop-the-world pauses since the program started.
    //
    // During a stop-the-world pause, all goroutines are paused
    // and only the garbage collector can run.
    PauseTotalNs uint64

    // PauseNs is a circular buffer of recent GC stop-the-world
    // pause times in nanoseconds.
    //
    // The most recent pause is at PauseNs[(NumGC+255)%256]. In
    // general, PauseNs[N%256] records the time paused in the most
    // recent N%256th GC cycle. There may be multiple pauses per
    // GC cycle; this is the sum of all pauses during a cycle.
    PauseNs [256]uint64

    // PauseEnd is a circular buffer of recent GC pause end times,
    // as nanoseconds since 1970 (the UNIX epoch).
    //
    // This buffer is filled the same way as PauseNs. There may be
    // multiple pauses per GC cycle; this records the end of the
    // last pause in a cycle.
    PauseEnd [256]uint64

    // NumGC is the number of completed GC cycles.
    NumGC uint32

    // NumForcedGC is the number of GC cycles that were forced by
    // the application calling the GC function.
    NumForcedGC uint32

    // GCCPUFraction is the fraction of this program's available
    // CPU time used by the GC since the program started.
    //
    // GCCPUFraction is expressed as a number between 0 and 1,
    // where 0 means GC has consumed none of this program's CPU. A
    // program's available CPU time is defined as the integral of
    // GOMAXPROCS since the program started. That is, if
    // GOMAXPROCS is 2 and a program has been running for 10
    // seconds, its "available CPU" is 20 seconds. GCCPUFraction
    // does not include CPU time used for write barrier activity.
    //
    // This is the same as the fraction of CPU reported by
    // GODEBUG=gctrace=1.
    GCCPUFraction float64

    // EnableGC indicates that GC is enabled. It is always true,
    // even if GOGC=off.
    EnableGC bool

    // DebugGC is currently unused.
    DebugGC bool

    // BySize reports per-size class allocation statistics.
    //
    // BySize[N] gives statistics for allocations of size S where
    // BySize[N-1].Size < S ≤ BySize[N].Size.
    //
    // This does not report allocations larger than BySize[60].Size.
    BySize [61]struct {
        // Size is the maximum byte size of an object in this
        // size class.
        Size uint32

        // Mallocs is the cumulative count of heap objects
        // allocated in this size class. The cumulative bytes
        // of allocation is Size*Mallocs. The number of live
        // objects in this size class is Mallocs - Frees.
        Mallocs uint64

        // Frees is the cumulative count of heap objects freed
        // in this size class.
        Frees uint64
    }
}

</details>

对于各个字段的意义 可参考:

1、Alloc uint64 //Go 语言框架 堆空间调配的字节数
2、TotalAlloc uint64 // 从服务开始运行至今分配器为调配的堆空间总和,只减少,开释时不缩小
3、Sys uint64 // 服务当初应用的零碎内存
4、Lookups uint64 // 被 runtime 监督的指针数
5、Mallocs uint64 // 服务 malloc 的次数
6、Frees uint64 // 服务回收的 heap objects 的字节数
7、HeapAlloc uint64 // 服务调配的堆内存字节数
8、HeapSys uint64 // 零碎调配的作为运行栈的内存
9、HeapIdle uint64 // 申请但未调配的堆内存或者回收了的堆内存(闲暇)字节数
10、HeapInuse uint64 // 正在应用的堆内存字节数
10、HeapReleased uint64 // 返回给 OS 的堆内存,相似 C /C++ 中的 free
11、HeapObjects uint64 // 堆内存块申请的量
12、StackInuse uint64 // 正在应用的栈字节数
13、StackSys uint64 // 零碎调配的作为运行栈的内存
14、MSpanInuse uint64 // 用于测试用的构造体应用的字节数
15、MSpanSys uint64 // 零碎为测试用的构造体调配的字节数
16、MCacheInuse uint64 //mcache 构造体申请的字节数(不会被视为垃圾回收)
17、MCacheSys uint64 // 操作系统申请的堆空间用于 mcache 的字节数
18、BuckHashSys uint64 // 用于分析桶散列表的堆空间
19、GCSys uint64 // 垃圾回收标记元信息应用的内存
20、OtherSys uint64 //golang 零碎架构占用的额定空间
21、NextGC uint64 // 垃圾回收器检视的内存大小
22、LastGC uint64 // 垃圾回收器最初一次执行工夫。23、PauseTotalNs uint64 // 垃圾回收或者其余信息收集导致服务暂停的次数。24、PauseNs [256]uint64 // 一个循环队列,记录最近垃圾回收零碎中断的工夫
25、PauseEnd [256]uint64 // 一个循环队列,记录最近垃圾回收零碎中断的工夫开始点。26、NumForcedGC uint32 // 服务调用 runtime.GC()强制应用垃圾回收的次数。27、GCCPUFraction float64 // 垃圾回收占用服务 CPU 工作的工夫总和。如果有 100 个 goroutine,垃圾回收的工夫为 1S, 那么就占用了 100S。28、BySize // 内存分配器应用状况

以上参考 golang 程序的监控神器 —-expvar

社区同行开发的 expvarmon 工具,能够在命令行终端以图形化的形式 实时展现特定的指标数据的变动,(expvarmon 即 expvar monitor)

go get github.com/divan/expvarmon

启动方才的程序,而后执行如下命令,可实时查看利用指标变动(期间能够进行不同 qps 的申请)

expvarmon -ports="http://localhost:6666/debug/vars" -i 1s

参考 给 expvarmon 插上数据长久化的“翅膀”


官网库或出名我的项目中的应用

src/net/http/triv.go 中应用了这个包

另外
golang.org/x/tools@v0.1.6/cmd/godoc/main.go

golang.org/x/tools@v0.1.6/go/internal/gccgoimporter/gccgoinstallation_test.go

go/test/bench/garbage/parser.go

也有应用

以及后面提到的 expvarmon

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