groupcache

groupcache

A modified version of group cache with support for context.Context, go modules, and explicit key removal and expiration. See the CHANGELOG for a complete list of modifications.

Summary

groupcache is a caching and cache-filling library, intended as a replacement for memcached in many cases.

For API docs and examples, see http://godoc.org/github.com/mailgun/groupcache

Modifications from original library

• Support for explicit key removal from a group. Remove() requests are first sent to the peer who owns the key, then the remove request is forwarded to every peer in the groupcache. NOTE: This is a best case design since it is possible a temporary network disruption could occur resulting in remove requests never making it their peers. In practice this scenario is very rare and the system remains very consistent. In case of an inconsistency placing a expiration time on your values will ensure the cluster eventually becomes consistent again.

• Support for expired values. SetBytes(), SetProto() and SetString() now accept an optional time.Time{} which represents a time in the future when the value will expire. Expiration is handled by the LRU Cache when a Get() on a key is requested. This means no network coordination of expired values is needed. However this does require that time on all nodes in the cluster is synchronized for consistent expiration of values.

• Now always populating the hotcache. A more complex algorithm is unnecessary when the LRU cache will ensure the most used values remain in the cache. The evict code ensures the hotcache never overcrowds the maincache.

Comparing Groupcache to memcached

Like memcached, groupcache:

• shards by key to select which peer is responsible for that key

Unlike memcached, groupcache:

• does not require running a separate set of servers, thus massively reducing deployment/configuration pain. groupcache is a client library as well as a server. It connects to its own peers.

• comes with a cache filling mechanism. Whereas memcached just says "Sorry, cache miss", often resulting in a thundering herd of database (or whatever) loads from an unbounded number of clients (which has resulted in several fun outages), groupcache coordinates cache fills such that only one load in one process of an entire replicated set of processes populates the cache, then multiplexes the loaded value to all callers.

• does not support versioned values. If key "foo" is value "bar", key "foo" must always be "bar".

Loading process

In a nutshell, a groupcache lookup of Get("foo") looks like:

(On machine #5 of a set of N machines running the same code)

1. Is the value of "foo" in local memory because it's super hot? If so, use it.

2. Is the value of "foo" in local memory because peer #5 (the current peer) is the owner of it? If so, use it.

3. Amongst all the peers in my set of N, am I the owner of the key "foo"? (e.g. does it consistent hash to 5?) If so, load it. If other callers come in, via the same process or via RPC requests from peers, they block waiting for the load to finish and get the same answer. If not, RPC to the peer that's the owner and get the answer. If the RPC fails, just load it locally (still with local dup suppression).

Example

import (
    "context"
    "fmt"
    "log"
    "time"

    "github.com/mailgun/groupcache/v2"
)

func ExampleUsage() {
    // Keep track of peers in our cluster and add our instance to the pool `http://192.168.1.1:8080`
    pool := groupcache.NewHTTPPoolOpts("http://192.168.1.1:8080", &groupcache.HTTPPoolOptions{})

    // Add more peers to the cluster (Ensure our instance is included)
    pool.Set("http://192.168.1.1:8080", "http://192.168.1.2:8080", "http://192.168.1.3:8080")

    server := http.Server{
        Addr:    "192.168.1.1:8080",
        Handler: pool,
    }

    // Start a HTTP server to listen for peer requests from the groupcache
    go func() {
        log.Printf("Serving....\n")
        if err := server.ListenAndServe(); err != nil {
            log.Fatal(err)
        }
    }()
    defer server.Shutdown(context.Background())

    // Create a new group cache with a max cache size of 3MB
    group := groupcache.NewGroup("users", 3000000, groupcache.GetterFunc(
        func(ctx context.Context, id string, dest groupcache.Sink) error {

            // Returns a protobuf struct `User`
            if user, err := fetchUserFromMongo(ctx, id); err != nil {
                return err
            }

            // Set the user in the groupcache to expire after 5 minutes
            if err := dest.SetProto(&user, time.Now().Add(time.Minute*5)); err != nil {
                return err
            }
            return nil
        },
    ))

    var user User

    ctx, cancel := context.WithTimeout(context.Background(), time.Millisecond*500)
    defer cancel()

    if err := group.Get(ctx, "12345", groupcache.ProtoSink(&user)); err != nil {
        log.Fatal(err)
    }

    fmt.Printf("-- User --\n")
    fmt.Printf("Id: %s\n", user.Id)
    fmt.Printf("Name: %s\n", user.Name)
    fmt.Printf("Age: %d\n", user.Age)
    fmt.Printf("IsSuper: %t\n", user.IsSuper)

    // Remove the key from the groupcache
    if err := group.Remove(ctx, "12345"); err != nil {
        log.Fatal(err)
    }
}

Note

The call to groupcache.NewHTTPPoolOpts() is a bit misleading. NewHTTPPoolOpts() creates a new pool internally within the groupcache package where it is uitilized by any groups created. The pool returned is only a pointer to the internallly registered pool so the caller can update the peers in the pool as needed.