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