/jetcache-go

JetCache-go is a Go cache framework. | 多级缓存 | 异步刷新 | 防穿透 | 指标采集 | 自动降级 | 批量查询 |

Primary LanguageGoBSD 2-Clause "Simplified" LicenseBSD-2-Clause

Build Status codeCov Go Repport Card License

Translations: English | 简体中文

介绍

jetcache-go是基于go-redis/cache拓展的通用缓存访问框架。 实现了类似Java版JetCache的核心功能,包括:

  • ✅ 二级缓存自由组合:本地缓存、分布式缓存、本地缓存+分布式缓存
  • Once接口采用单飞(singleflight)模式,高并发且线程安全
  • ✅ 默认采用MsgPack来编解码Value。可选sonic、原生json
  • ✅ 本地缓存默认实现了TinyLFUFreeCache
  • ✅ 分布式缓存默认实现了go-redis/v8的适配器,你也可以自定义实现
  • ✅ 可以自定义errNotFound,通过占位符替换,缓存空结果防止缓存穿透
  • ✅ 支持开启分布式缓存异步刷新
  • ✅ 指标采集,默认实现了通过日志打印各级缓存的统计指标(QPM、Hit、Miss、Query、QueryFail)
  • ✅ 分布式缓存查询故障自动降级
  • MGet接口支持Load函数。带分布缓存场景,采用Pipeline模式实现

安装

使用最新版本的jetcache-go,您可以在项目中导入该库:

go get github.com/mgtv-tech/jetcache-go

快速开始

package cache_test

import (
	"bytes"
	"context"
	"errors"
	"fmt"
	"time"

	"github.com/go-redis/redis/v8"

	"github.com/mgtv-tech/jetcache-go"
	"github.com/mgtv-tech/jetcache-go/local"
	"github.com/mgtv-tech/jetcache-go/remote"
	"github.com/mgtv-tech/jetcache-go/util"
)

var errRecordNotFound = errors.New("mock gorm.errRecordNotFound")

type object struct {
	Str string
	Num int
}

func mockDBGetObject(id int) (*object, error) {
	if id > 100 {
		return nil, errRecordNotFound
	}
	return &object{Str: "mystring", Num: 42}, nil
}

func mockDBMGetObject(ids []int) (map[int]*object, error) {
	ret := make(map[int]*object)
	for _, id := range ids {
		if id == 3 {
			continue
		}
		ret[id] = &object{Str: "mystring", Num: id}
	}
	return ret, nil
}

func Example_basicUsage() {
	ring := redis.NewRing(&redis.RingOptions{
		Addrs: map[string]string{
			"localhost": ":6379",
		},
	})

	mycache := cache.New(cache.WithName("any"),
		cache.WithRemote(remote.NewGoRedisV8Adaptor(ring)),
		cache.WithLocal(local.NewFreeCache(256*local.MB, time.Minute)),
		cache.WithErrNotFound(errRecordNotFound))

	ctx := context.TODO()
	key := util.JoinAny(":", "mykey", 1)
	obj, _ := mockDBGetObject(1)
	if err := mycache.Set(ctx, key, cache.Value(obj), cache.TTL(time.Hour)); err != nil {
		panic(err)
	}

	var wanted object
	if err := mycache.Get(ctx, key, &wanted); err == nil {
		fmt.Println(wanted)
	}
	// Output: {mystring 42}

	mycache.Close()
}

func Example_advancedUsage() {
	ring := redis.NewRing(&redis.RingOptions{
		Addrs: map[string]string{
			"localhost": ":6379",
		},
	})

	mycache := cache.New(cache.WithName("any"),
		cache.WithRemote(remote.NewGoRedisV8Adaptor(ring)),
		cache.WithLocal(local.NewFreeCache(256*local.MB, time.Minute)),
		cache.WithErrNotFound(errRecordNotFound),
		cache.WithRefreshDuration(time.Minute))

	ctx := context.TODO()
	key := util.JoinAny(":", "mykey", 1)
	obj := new(object)
	if err := mycache.Once(ctx, key, cache.Value(obj), cache.TTL(time.Hour), cache.Refresh(true),
		cache.Do(func(ctx context.Context) (any, error) {
			return mockDBGetObject(1)
		})); err != nil {
		panic(err)
	}
	fmt.Println(obj)
	//Output: &{mystring 42}

	mycache.Close()
}

func Example_mGetUsage() {
	ring := redis.NewRing(&redis.RingOptions{
		Addrs: map[string]string{
			"localhost": ":6379",
		},
	})

	mycache := cache.New(cache.WithName("any"),
		cache.WithRemote(remote.NewGoRedisV8Adaptor(ring)),
		cache.WithLocal(local.NewFreeCache(256*local.MB, time.Minute)),
		cache.WithErrNotFound(errRecordNotFound),
		cache.WithRemoteExpiry(time.Minute),
	)
	cacheT := cache.NewT[int, *object](mycache)

	ctx := context.TODO()
	key := "mget"
	ids := []int{1, 2, 3}

	ret := cacheT.MGet(ctx, key, ids, func(ctx context.Context, ids []int) (map[int]*object, error) {
		return mockDBMGetObject(ids)
	})

	var b bytes.Buffer
	for _, id := range ids {
		b.WriteString(fmt.Sprintf("%v", ret[id]))
	}
	fmt.Println(b.String())
	//Output: &{mystring 1}&{mystring 2}<nil>

	cacheT.Close()
}

配置选项

// Options are used to store cache options.
type Options struct {
    name                       string        // Cache name, used for log identification and metric reporting
    remote                     remote.Remote // Remote is distributed cache, such as Redis.
    local                      local.Local   // Local is memory cache, such as FreeCache.
    codec                      string        // Value encoding and decoding method. Default is "msgpack.Name". You can also customize it.
    errNotFound                error         // Error to return for cache miss. Used to prevent cache penetration.
    remoteExpiry               time.Duration // Remote cache ttl, Default is 1 hour.
    notFoundExpiry             time.Duration // Duration for placeholder cache when there is a cache miss. Default is 1 minute.
    offset                     time.Duration // Expiration time jitter factor for cache misses.
    refreshDuration            time.Duration // Interval for asynchronous cache refresh. Default is 0 (refresh is disabled).
    stopRefreshAfterLastAccess time.Duration // Duration for cache to stop refreshing after no access. Default is refreshDuration + 1 second.
    refreshConcurrency         int           // Maximum number of concurrent cache refreshes. Default is 4.
    statsDisabled              bool          // Flag to disable cache statistics.
    statsHandler               stats.Handler // Metrics statsHandler collector.
}

缓存指标收集和统计

您可以实现stats.Handler接口并注册到Cache组件来自定义收集指标,例如使用Prometheus 采集指标。我们默认实现了通过日志打印统计指标,如下所示:

2023/09/11 16:42:30.695294 statslogger.go:178: [INFO] jetcache-go stats last 1m0s.
cache       |         qpm|   hit_ratio|         hit|        miss|       query|  query_fail
------------+------------+------------+------------+------------+------------+------------
bench       |   216440123|     100.00%|   216439867|         256|         256|           0|
bench_local |   216440123|     100.00%|   216434970|        5153|           -|           -|
bench_remote|        5153|      95.03%|        4897|         256|           -|           -|
------------+------------+------------+------------+------------+------------+------------

自定义日志

import "github.com/mgtv-tech/jetcache-go/logger"

// Set your Logger
logger.SetDefaultLogger(l logger.Logger)

自定义编解码

import (
    "github.com/mgtv-tech/jetcache-go"
    "github.com/mgtv-tech/jetcache-go/encoding"
)

// Register your codec
encoding.RegisterCodec(codec Codec)

// Set your codec name
mycache := cache.New[string, any]("any",
    cache.WithRemote(...),
    cache.WithCodec(yourCodecName string))

使用场景说明

自动刷新缓存

jetcache-go提供了自动刷新缓存的能力,目的是为了防止缓存失效时造成的雪崩效应打爆数据库。对一些key比较少,实时性要求不高,加载开销非常大的缓存场景,适合使用自动刷新。下面的代码指定每分钟刷新一次,1小时如果没有访问就停止刷新。如果缓存是redis或者多级缓存最后一级是redis,缓存加载行为是全局唯一的,也就是说不管有多少台服务器,同时只有一个服务器在刷新,目的是为了降低后端的加载负担。

mycache := cache.New(cache.WithName("any"),
		// ...
		// cache.WithRefreshDuration 设置异步刷新时间间隔
		cache.WithRefreshDuration(time.Minute),
		// cache.WithStopRefreshAfterLastAccess 设置缓存 key 没有访问后的刷新任务取消时间
        cache.WithStopRefreshAfterLastAccess(time.Hour))

// `Once` 接口通过 `cache.Refresh(true)` 开启自动刷新
err := mycache.Once(ctx, key, cache.Value(obj), cache.Refresh(true), cache.Do(func(ctx context.Context) (any, error) {
    return mockDBGetObject(1)
}))

MGet批量查询

MGet 通过 golang的泛型机制 + Load 函数,非常友好的多级缓存批量查询ID对应的实体。如果缓存是redis或者多级缓存最后一级是redis,查询时采用Pipeline实现读写操作,提升性能。需要说明是,针对异常场景(IO异常、序列化异常等),我们设计思路是尽可能提供有损服务,防止穿透。

mycache := cache.New(cache.WithName("any"),
		// ...
		cache.WithRemoteExpiry(time.Minute),
	)
cacheT := cache.NewT[int, *object](mycache)

ctx := context.TODO()
key := "mykey"
ids := []int{1, 2, 3}

ret := cacheT.MGet(ctx, key, ids, func(ctx context.Context, ids []int) (map[int]*object, error) {
    return mockDBMGetObject(ids)
})

Codec编解码选择

jetcache-go默认实现了三种编解码方式,sonicMsgPack和原生json

选择指导:

  • 追求编解码性能: 例如本地缓存命中率极高,但本地缓存byte数组转对象的反序列化操作非常耗CPU,那么选择sonic
  • 兼顾性能和极致的存储空间: 选择MsgPack,MsgPack采用MsgPack编解码,内容>64个字节,会采用snappy压缩。

Tip:使用的时候记得按需导包来完成对应的编解码器注册

 _ "github.com/mgtv-tech/jetcache-go/encoding/sonic"