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Merge pull request #2634 from helinwang/decouple
Make pserver able to get server index without etcd (decouple pserver with etcd)
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,181 @@ | ||
package pserver | ||
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import ( | ||
"context" | ||
"errors" | ||
"strconv" | ||
"strings" | ||
"time" | ||
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"github.com/PaddlePaddle/Paddle/go/utils/networkhelper" | ||
"github.com/coreos/etcd/clientv3" | ||
"github.com/coreos/etcd/clientv3/concurrency" | ||
log "github.com/sirupsen/logrus" | ||
) | ||
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// EtcdClient is the etcd client that the pserver uses for fault | ||
// tolerance, service registry and coordination. | ||
type EtcdClient struct { | ||
numPservers int | ||
etcdEndpoints string | ||
etcdClient *clientv3.Client | ||
// etcdTimeout is also used as retry intervals. | ||
etcdTimeout time.Duration | ||
// FIXME: ensure GetExternalIP gets the correct ip for trainers to connect. | ||
externalIP string | ||
// desired number of pservers in the job. | ||
// assume desired will not change during one training job. | ||
desired int | ||
} | ||
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// NewEtcdClient creates an EtcdClient | ||
func NewEtcdClient(endpoints string, numPservers int, timeout time.Duration) *EtcdClient { | ||
return &EtcdClient{ | ||
etcdTimeout: timeout, | ||
numPservers: numPservers, | ||
etcdEndpoints: endpoints, | ||
} | ||
} | ||
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// Register registers the pserver on etcd | ||
// | ||
// Register returns the index of the current pserver. | ||
func (e *EtcdClient) Register() (int, error) { | ||
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var err error | ||
e.externalIP, err = networkhelper.GetExternalIP() | ||
if err != nil { | ||
return 0, err | ||
} | ||
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// initialize connection to etcd. | ||
ep := strings.Split(e.etcdEndpoints, ",") | ||
for { | ||
cli, err := clientv3.New(clientv3.Config{ | ||
Endpoints: ep, | ||
DialTimeout: e.etcdTimeout, | ||
}) | ||
if err != nil { | ||
log.Errorf("connect to etcd error: %v", err) | ||
time.Sleep(e.etcdTimeout) | ||
continue | ||
} | ||
e.etcdClient = cli | ||
log.Debugf("inited client to %s", e.etcdEndpoints) | ||
break | ||
} | ||
// init /ps_desired using transaction, for multiple pservers may want to write | ||
// it at the same time. | ||
for { | ||
ctx, cancel := context.WithTimeout(context.Background(), time.Second) | ||
_, err := e.initDesiredPsercers(ctx, e.numPservers) | ||
cancel() | ||
if err != nil { | ||
log.Warn(err) | ||
time.Sleep(e.etcdTimeout) | ||
continue | ||
} | ||
break | ||
} | ||
// TODO: when implementing extending or reducing pservers, /ps_desired is | ||
// changed, then we need to watch /ps_desired node for events. For now, just | ||
// write once when init and read from it. | ||
// wait and set s.desired init value | ||
for { | ||
ctx, cancel := context.WithTimeout(context.Background(), time.Second) | ||
resp, err := e.etcdClient.Get(ctx, PsDesired) | ||
cancel() | ||
if err != nil { | ||
log.Errorf("getting %s error: %v", PsDesired, err) | ||
time.Sleep(e.etcdTimeout) | ||
continue | ||
} | ||
if len(resp.Kvs) != 0 { | ||
e.desired, err = strconv.Atoi(string(resp.Kvs[0].Value)) | ||
if err != nil { | ||
log.Errorf("value of %s invalid %v\n", PsDesired, err) | ||
time.Sleep(e.etcdTimeout) | ||
// NOTE: wait util ps_desired value change | ||
continue | ||
} | ||
break | ||
} | ||
} | ||
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var pserverIdx int | ||
// try register pserver node on etcd | ||
for { | ||
ctx, cancel := context.WithTimeout(context.Background(), time.Second) | ||
var err error | ||
pserverIdx, err = e.registerPserverEtcd(ctx) | ||
cancel() | ||
if err != nil { | ||
log.Warn(err) | ||
time.Sleep(e.etcdTimeout) | ||
continue | ||
} | ||
break | ||
} | ||
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return pserverIdx, nil | ||
} | ||
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func (e *EtcdClient) initDesiredPsercers(ctx context.Context, numPservers int) (*clientv3.TxnResponse, error) { | ||
return concurrency.NewSTM(e.etcdClient, func(c concurrency.STM) error { | ||
dsStr := c.Get(PsDesired) | ||
if dsStr == "" { | ||
c.Put(PsDesired, strconv.Itoa(numPservers)) | ||
} | ||
return nil | ||
}, concurrency.WithAbortContext(ctx), concurrency.WithIsolation(concurrency.RepeatableReads)) | ||
} | ||
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// registerPserverEtcd registers pserver node on etcd using transaction. | ||
func (e *EtcdClient) registerPserverEtcd(ctx context.Context) (int, error) { | ||
var idx int | ||
_, err := concurrency.NewSTM(e.etcdClient, func(c concurrency.STM) error { | ||
registered := false | ||
for i := 0; i < e.desired; i++ { | ||
psKey := "/ps/" + strconv.Itoa(i) | ||
log.Debugf("checking %s", psKey) | ||
ps := c.Get(psKey) | ||
log.Debugf("got value (%s) for key: %s", ps, psKey) | ||
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if ps == "" { | ||
resp, err := e.etcdClient.Grant(context.TODO(), 5) | ||
if err != nil { | ||
log.Fatal(err) | ||
} | ||
// find the first id and write info | ||
c.Put(psKey, e.externalIP, clientv3.WithLease(resp.ID)) | ||
log.Debugf("set pserver node %s with value %s", psKey, e.externalIP) | ||
ch, kaerr := e.etcdClient.KeepAlive(context.TODO(), resp.ID) | ||
if kaerr != nil { | ||
log.Errorf("keepalive etcd node error: %v", kaerr) | ||
return kaerr | ||
} | ||
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// Eat the keep alive message so etcd | ||
// will not expire the lease. | ||
go func(ch <-chan *clientv3.LeaseKeepAliveResponse) { | ||
ka := <-ch | ||
log.Debugf("keepalive: %d\n", ka.TTL) | ||
}(ch) | ||
log.Debug("register finished") | ||
idx = i | ||
registered = true | ||
break | ||
} | ||
} | ||
if registered == true { | ||
return nil | ||
} | ||
return errors.New("not registerd, may due to already have enough pservers") | ||
}, concurrency.WithAbortContext(ctx), concurrency.WithIsolation(concurrency.RepeatableReads)) | ||
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if err != nil { | ||
return 0, err | ||
} | ||
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return idx, nil | ||
} |
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