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@ -1,9 +1,19 @@
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package pserver
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package pserver
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import (
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import (
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"bufio"
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"bytes"
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"crypto/md5"
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"encoding/gob"
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"encoding/hex"
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"errors"
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"errors"
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"fmt"
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"fmt"
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"os"
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"strconv"
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"sync"
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"sync"
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"time"
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log "github.com/sirupsen/logrus"
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)
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)
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// ElementType is the type of elements of a Parameter.
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// ElementType is the type of elements of a Parameter.
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@ -14,6 +24,10 @@ const (
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Uninitialized = "pserver not fully initialized"
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Uninitialized = "pserver not fully initialized"
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)
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)
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const (
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checkpoint_path = "/checkpoints/"
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)
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// Supported element types
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// Supported element types
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const (
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const (
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Int32 ElementType = iota
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Int32 ElementType = iota
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@ -53,6 +67,24 @@ type Service struct {
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optMap map[string]*optimizer
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optMap map[string]*optimizer
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}
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}
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type Checkpoint struct {
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uuid string
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md5sum string
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timestamp string
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}
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//serialize ParameterWithConfig to byte stream
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func GetBytes(content ...interface{}) ([]byte, error) {
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var buf bytes.Buffer
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encoder := gob.NewEncoder(&buf)
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err := encoder.Encode(content)
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if err != nil {
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return nil, err
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}
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return buf.Bytes(), nil
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}
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// NewService creates a new service, will bypass etcd registration if no
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// NewService creates a new service, will bypass etcd registration if no
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// endpoints specified.
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// endpoints specified.
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func NewService(idx int) (*Service, error) {
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func NewService(idx int) (*Service, error) {
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@ -143,13 +175,50 @@ func (s *Service) GetParam(name string, parameter *Parameter) error {
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// Save tells the parameter server to save parameters.
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// Save tells the parameter server to save parameters.
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func (s *Service) Save(path string, dummy *int) error {
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func (s *Service) Save(path string, dummy *int) error {
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//FIXME: checkpoint is only used by pserver
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// and has a constant path of */checkpoints/{pserver_idx}*
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<-s.initialized
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<-s.initialized
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for opt, ok := range s.optMap {
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s.mu.Lock()
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if ok != nil {
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defer s.mu.Unlock()
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return fmt.Errorf("parameter optimizerMap error: ", ok)
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var paramWithConfig ParameterWithConfig
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for name, opt := range s.optMap {
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paramWithConfig.Param.Name = name
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paramWithConfig.Param.ElementType = opt.elementType
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paramWithConfig.Param.Content = opt.GetWeights()
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paramWithConfig.State = opt.GetStates()
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content, err := GetBytes(paramWithConfig)
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if err != nil {
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log.Errorln(err)
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}
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ck := Checkpoint{}
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h := md5.New()
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ck.md5sum = hex.EncodeToString(h.Sum(content))
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ck.timestamp = time.Now().String()
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ck.uuid = checkpoint_path + strconv.Itoa(s.idx)
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ckbytes, err := GetBytes(ck)
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if err != nil {
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log.Errorln(err)
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}
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// TODO: according design doc, need to save uuid to etcd in json format
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// {\"uuid\": [UUID], \"md5\", \"MD5 sum\", \"timestamp\": xxxx}
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log.Infof("parameter checkpoint %s", ckbytes)
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if _, err = os.Stat(ck.uuid); os.IsNotExist(err) {
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log.Info("checkpoint not exists.")
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} else {
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err = os.Remove(ck.uuid)
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log.Infof("remove %s", ck.uuid)
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}
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f, err := os.Create(ck.uuid)
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defer f.Close()
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if err != nil {
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log.Errorln(err)
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}
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writer := bufio.NewWriter(f)
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_, err = writer.Write(content)
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if err != nil {
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log.Errorln(err)
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}
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}
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state := opt.GetStates()
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weights := opt.GetWeights()
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}
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}
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return nil
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return nil
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}
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}
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