GeeCache is a distributed cache library based on Go language, inspired by groupcache. designed to enhance the performance of applications by providing a scalable and efficient caching mechanism. It incorporates features such as distributed nodes, HTTP communication, prevention of cache breakdown, and efficient data serialization using Protobuf.
- Distributed Nodes: Allows registration of nodes and utilizes consistent hashing for distributed caching.
- HTTP Communication: Implements an HTTP client for seamless communication between cache nodes.
- Preventing Cache Breakdown: Addresses cache breakdown using the
singleflightpackage to control multiple requests for the same key. - Protobuf for Communication: Enhances communication efficiency with binary serialization using Protobuf.
GeeCache is structured as follows:
Gee-Cache/
│
├── geecache/
│ ├── consistenthash
│ │ ├── consistenthash.go
│ │ └── consistenthash_test.go
│ ├── geecachepb
│ │ ├── geecachepb.pb.go
│ │ └── geecachepb.proto
│ ├── lru
│ │ ├── lru.go
│ │ └── lru_test.go
│ ├── singleflight
│ │ ├── singleflight.go
│ │ └── singleflight_test.go
│ ├── byteview.go
│ ├── cache.go
│ ├── geecache.go
│ ├── geecache_test.go
│ ├── http.go
│ ├── peer.go
│ ├── go.mod
│ └── go.sum
├── main.go
├── go.mod
├── go.sum
├── run.sh
└── README.md
Install GeeCache using the go get command:
go get -u github.com/qiannian0116/Gee-Cache/geecacheTo use local cache, you need to create a Group first, specifying the cache name and the callback function. The callback function is used to get data from the data source and add it to the cache when the cache is missed.
import (
"fmt"
"github.com/qiannian0116/Gee-Cache/geecache"
)
var db = map[string]string{
"Tom": "630",
"Jack": "589",
"Sam": "567",
}
func createGroup() *geecache.Group {
return geecache.NewGroup("scores", 2<<10, geecache.GetterFunc(
func(key string) ([]byte, error) {
fmt.Println("[SlowDB] search key", key)
if v, ok := db[key]; ok {
return []byte(v), nil
}
return nil, fmt.Errorf("%s not exist", key)
}))
}
func main() {
g := createGroup()
fmt.Println(g.Get("Tom"))
fmt.Println(g.Get("Tom"))
}Output:
[SlowDB] search key Tom
630 <nil>
630 <nil>
You can see that the first time you get Tom’s score, the callback function is called and the data is queried from the database; the second time, the data is returned directly from the cache, without querying the database again.
To use distributed cache, you need to create an HTTPPool, which is the core component for node-to-node communication. HTTPPool implements the PeerPicker interface, which is used to select nodes based on key, and also implements the PeerGetter interface, which is used to get cache values from remote nodes.
import (
"fmt"
"github.com/qiannian0116/Gee-Cache/geecache"
"log"
"net/http"
)
func startCacheServer(addr string, addrs []string, group *geecache.Group) {
peers := geecache.NewHTTPPool(addr)
peers.Set(addrs...)
group.RegisterPeers(peers)
log.Println("geecache is running at", addr)
log.Fatal(http.ListenAndServe(addr[7:], peers))
}
func startAPIServer(apiAddr string, group *geecache.Group) {
http.HandleFunc("/api", func(w http.ResponseWriter, r *http.Request) {
key := r.URL.Query().Get("key")
view, err := group.Get(key)
if err != nil {
http.Error(w, err.Error(), http.StatusInternalServerError)
return
}
w.Header().Set("Content-Type", "application/octet-stream")
w.Write(view.ByteSlice())
})
log.Println("fontend server is running at", apiAddr)
log.Fatal(http.ListenAndServe(apiAddr[7:], nil))
}
func main() {
var port int
var api bool
flag.IntVar(&port, "port", 8001, "Geecache server port")
flag.BoolVar(&api, "api", false, "Start a api server?")
flag.Parse()
apiAddr := "http://localhost:9999"
addrMap := map[int]string{
8001: "http://localhost:8001",
8002: "http://localhost:8002",
8003: "http://localhost:8003",
}
var addrs []string
for _, v := range addrMap {
addrs = append(addrs, v)
}
group := createGroup()
if api {
go startAPIServer(apiAddr, group)
}
startCacheServer(addrMap[port], addrs, group)
}In the command line, start three cache servers and one API server separately:
go run main.go -port=8001
go run main.go -port=8002
go run main.go -port=8003
go run main.go -api=1 -port=9999In the browser, visit http://localhost:9999/api?kay=Tom, you can see that it returns Tom’s score 630. In the cache server’s log, you can see the node-to-node communication and cache hit situation.
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