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Refactor studyjobcontroller (kubeflow#254)
* Refactor studyjob controller * Refactor * Go format files * More refactor * Rename studyjobcontroller to studyjob
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// Copyright 2018 The Kubeflow Authors | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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package studyjob | ||
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import ( | ||
"context" | ||
"log" | ||
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"github.com/kubeflow/katib/pkg" | ||
katibapi "github.com/kubeflow/katib/pkg/api" | ||
katibv1alpha1 "github.com/kubeflow/katib/pkg/api/operators/apis/studyjob/v1alpha1" | ||
"google.golang.org/grpc" | ||
) | ||
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func initializeStudy(instance *katibv1alpha1.StudyJob, ns string) error { | ||
if instance.Spec.SuggestionSpec == nil { | ||
instance.Status.Condition = katibv1alpha1.ConditionFailed | ||
return nil | ||
} | ||
if instance.Spec.SuggestionSpec.SuggestionAlgorithm == "" { | ||
instance.Spec.SuggestionSpec.SuggestionAlgorithm = "random" | ||
} | ||
instance.Status.Condition = katibv1alpha1.ConditionRunning | ||
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conn, err := grpc.Dial(pkg.ManagerAddr, grpc.WithInsecure()) | ||
if err != nil { | ||
log.Printf("Connect katib manager error %v", err) | ||
instance.Status.Condition = katibv1alpha1.ConditionFailed | ||
return nil | ||
} | ||
defer conn.Close() | ||
c := katibapi.NewManagerClient(conn) | ||
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studyConfig, err := getStudyConf(instance) | ||
if err != nil { | ||
return err | ||
} | ||
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log.Printf("Create Study %s", studyConfig.Name) | ||
//CreateStudy | ||
studyID, err := createStudy(c, studyConfig) | ||
if err != nil { | ||
return err | ||
} | ||
instance.Status.StudyID = studyID | ||
log.Printf("Study: %s Suggestion Spec %v", studyID, instance.Spec.SuggestionSpec) | ||
var sspec *katibv1alpha1.SuggestionSpec | ||
if instance.Spec.SuggestionSpec != nil { | ||
sspec = instance.Spec.SuggestionSpec | ||
} else { | ||
sspec = &katibv1alpha1.SuggestionSpec{} | ||
} | ||
sspec.SuggestionParameters = append(sspec.SuggestionParameters, | ||
katibapi.SuggestionParameter{ | ||
Name: "SuggestionCount", | ||
Value: "0", | ||
}) | ||
sPID, err := setSuggestionParam(c, studyID, sspec) | ||
if err != nil { | ||
return err | ||
} | ||
instance.Status.SuggestionParameterID = sPID | ||
instance.Status.SuggestionCount += 1 | ||
instance.Status.Condition = katibv1alpha1.ConditionRunning | ||
return nil | ||
} | ||
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func getStudyConf(instance *katibv1alpha1.StudyJob) (*katibapi.StudyConfig, error) { | ||
sconf := &katibapi.StudyConfig{ | ||
Metrics: []string{}, | ||
ParameterConfigs: &katibapi.StudyConfig_ParameterConfigs{ | ||
Configs: []*katibapi.ParameterConfig{}, | ||
}, | ||
} | ||
sconf.Name = instance.Spec.StudyName | ||
sconf.Owner = instance.Spec.Owner | ||
if instance.Spec.OptimizationGoal != nil { | ||
sconf.OptimizationGoal = *instance.Spec.OptimizationGoal | ||
} | ||
sconf.ObjectiveValueName = instance.Spec.ObjectiveValueName | ||
switch instance.Spec.OptimizationType { | ||
case katibv1alpha1.OptimizationTypeMinimize: | ||
sconf.OptimizationType = katibapi.OptimizationType_MINIMIZE | ||
case katibv1alpha1.OptimizationTypeMaximize: | ||
sconf.OptimizationType = katibapi.OptimizationType_MAXIMIZE | ||
default: | ||
sconf.OptimizationType = katibapi.OptimizationType_UNKNOWN_OPTIMIZATION | ||
} | ||
for _, m := range instance.Spec.MetricsNames { | ||
sconf.Metrics = append(sconf.Metrics, m) | ||
} | ||
for _, pc := range instance.Spec.ParameterConfigs { | ||
p := &katibapi.ParameterConfig{ | ||
Feasible: &katibapi.FeasibleSpace{}, | ||
} | ||
p.Name = pc.Name | ||
p.Feasible.Min = pc.Feasible.Min | ||
p.Feasible.Max = pc.Feasible.Max | ||
p.Feasible.List = pc.Feasible.List | ||
switch pc.ParameterType { | ||
case katibv1alpha1.ParameterTypeUnknown: | ||
p.ParameterType = katibapi.ParameterType_UNKNOWN_TYPE | ||
case katibv1alpha1.ParameterTypeDouble: | ||
p.ParameterType = katibapi.ParameterType_DOUBLE | ||
case katibv1alpha1.ParameterTypeInt: | ||
p.ParameterType = katibapi.ParameterType_INT | ||
case katibv1alpha1.ParameterTypeDiscrete: | ||
p.ParameterType = katibapi.ParameterType_DISCRETE | ||
case katibv1alpha1.ParameterTypeCategorical: | ||
p.ParameterType = katibapi.ParameterType_CATEGORICAL | ||
} | ||
sconf.ParameterConfigs.Configs = append(sconf.ParameterConfigs.Configs, p) | ||
} | ||
sconf.JobId = string(instance.UID) | ||
return sconf, nil | ||
} | ||
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func createStudy(c katibapi.ManagerClient, studyConfig *katibapi.StudyConfig) (string, error) { | ||
ctx := context.Background() | ||
createStudyreq := &katibapi.CreateStudyRequest{ | ||
StudyConfig: studyConfig, | ||
} | ||
createStudyreply, err := c.CreateStudy(ctx, createStudyreq) | ||
if err != nil { | ||
log.Printf("CreateStudy Error %v", err) | ||
return "", err | ||
} | ||
studyID := createStudyreply.StudyId | ||
log.Printf("Study ID %s", studyID) | ||
getStudyreq := &katibapi.GetStudyRequest{ | ||
StudyId: studyID, | ||
} | ||
getStudyReply, err := c.GetStudy(ctx, getStudyreq) | ||
if err != nil { | ||
log.Printf("Study: %s GetConfig Error %v", studyID, err) | ||
return "", err | ||
} | ||
log.Printf("Study ID %s StudyConf%v", studyID, getStudyReply.StudyConfig) | ||
return studyID, nil | ||
} | ||
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func setSuggestionParam(c katibapi.ManagerClient, studyID string, suggestionSpec *katibv1alpha1.SuggestionSpec) (string, error) { | ||
ctx := context.Background() | ||
pid := "" | ||
if suggestionSpec.SuggestionParameters != nil { | ||
sspr := &katibapi.SetSuggestionParametersRequest{ | ||
StudyId: studyID, | ||
SuggestionAlgorithm: suggestionSpec.SuggestionAlgorithm, | ||
} | ||
for _, p := range suggestionSpec.SuggestionParameters { | ||
sspr.SuggestionParameters = append( | ||
sspr.SuggestionParameters, | ||
&katibapi.SuggestionParameter{ | ||
Name: p.Name, | ||
Value: p.Value, | ||
}, | ||
) | ||
} | ||
setSuggesitonParameterReply, err := c.SetSuggestionParameters(ctx, sspr) | ||
if err != nil { | ||
log.Printf("Study %s SetConfig Error %v", studyID, err) | ||
return "", err | ||
} | ||
log.Printf("Study: %s setSuggesitonParameterReply %v", studyID, setSuggesitonParameterReply) | ||
pid = setSuggesitonParameterReply.ParamId | ||
} | ||
return pid, nil | ||
} | ||
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func getSuggestionParam(c katibapi.ManagerClient, paramID string) ([]*katibapi.SuggestionParameter, error) { | ||
ctx := context.Background() | ||
gsreq := &katibapi.GetSuggestionParametersRequest{ | ||
ParamId: paramID, | ||
} | ||
gsrep, err := c.GetSuggestionParameters(ctx, gsreq) | ||
if err != nil { | ||
return nil, err | ||
} | ||
return gsrep.SuggestionParameters, err | ||
} | ||
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func getSuggestion(c katibapi.ManagerClient, studyID string, suggestionSpec *katibv1alpha1.SuggestionSpec, sParamID string) (*katibapi.GetSuggestionsReply, error) { | ||
ctx := context.Background() | ||
getSuggestRequest := &katibapi.GetSuggestionsRequest{ | ||
StudyId: studyID, | ||
SuggestionAlgorithm: suggestionSpec.SuggestionAlgorithm, | ||
RequestNumber: int32(suggestionSpec.RequestNumber), | ||
//RequestNumber=0 means get all grids. | ||
ParamId: sParamID, | ||
} | ||
getSuggestReply, err := c.GetSuggestions(ctx, getSuggestRequest) | ||
if err != nil { | ||
log.Printf("Study: %s GetSuggestion Error %v", studyID, err) | ||
return nil, err | ||
} | ||
log.Printf("Study: %s CreatedTrials :", studyID) | ||
for _, t := range getSuggestReply.Trials { | ||
log.Printf("\t%v", t) | ||
} | ||
return getSuggestReply, nil | ||
} |
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@@ -0,0 +1,151 @@ | ||
// Copyright 2018 The Kubeflow Authors | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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package studyjob | ||
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import ( | ||
"bytes" | ||
"context" | ||
"fmt" | ||
"log" | ||
"text/template" | ||
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katibapi "github.com/kubeflow/katib/pkg/api" | ||
katibv1alpha1 "github.com/kubeflow/katib/pkg/api/operators/apis/studyjob/v1alpha1" | ||
k8syaml "k8s.io/apimachinery/pkg/util/yaml" | ||
) | ||
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func getWorkerKind(workerSpec *katibv1alpha1.WorkerSpec) (string, error) { | ||
var typeChecker interface{} | ||
BUFSIZE := 1024 | ||
_, m, err := getWorkerManifest( | ||
nil, | ||
"validation", | ||
&katibapi.Trial{ | ||
TrialId: "validation", | ||
ParameterSet: []*katibapi.Parameter{}, | ||
}, | ||
workerSpec, | ||
"", | ||
true, | ||
) | ||
if err != nil { | ||
return "", err | ||
} | ||
if err := k8syaml.NewYAMLOrJSONDecoder(m, BUFSIZE).Decode(&typeChecker); err != nil { | ||
log.Printf("Yaml decode validation error %v", err) | ||
return "", err | ||
} | ||
tcMap, ok := typeChecker.(map[string]interface{}) | ||
if !ok { | ||
return "", fmt.Errorf("Cannot get kind of worker %v", typeChecker) | ||
} | ||
wkind, ok := tcMap["kind"] | ||
if !ok { | ||
return "", fmt.Errorf("Cannot get kind of worker %v", typeChecker) | ||
} | ||
wkindS, ok := wkind.(string) | ||
if !ok { | ||
return "", fmt.Errorf("Cannot get kind of worker %v", typeChecker) | ||
} | ||
return wkindS, nil | ||
} | ||
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func getWorkerManifest(c katibapi.ManagerClient, studyID string, trial *katibapi.Trial, workerSpec *katibv1alpha1.WorkerSpec, kind string, dryrun bool) (string, *bytes.Buffer, error) { | ||
var wtp *template.Template = nil | ||
var err error | ||
if workerSpec != nil { | ||
if workerSpec.GoTemplate.RawTemplate != "" { | ||
wtp, err = template.New("Worker").Parse(workerSpec.GoTemplate.RawTemplate) | ||
} else if workerSpec.GoTemplate.TemplatePath != "" { | ||
wtp, err = template.ParseFiles(workerSpec.GoTemplate.TemplatePath) | ||
} | ||
if err != nil { | ||
return "", nil, err | ||
} | ||
} | ||
if wtp == nil { | ||
wtp, err = template.ParseFiles("/worker-template/defaultWorkerTemplate.yaml") | ||
if err != nil { | ||
return "", nil, err | ||
} | ||
} | ||
var wid string | ||
if dryrun { | ||
wid = "validation" | ||
} else { | ||
cwreq := &katibapi.RegisterWorkerRequest{ | ||
Worker: &katibapi.Worker{ | ||
StudyId: studyID, | ||
TrialId: trial.TrialId, | ||
Status: katibapi.State_PENDING, | ||
Type: kind, | ||
}, | ||
} | ||
cwrep, err := c.RegisterWorker(context.Background(), cwreq) | ||
if err != nil { | ||
return "", nil, err | ||
} | ||
wid = cwrep.WorkerId | ||
} | ||
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wi := WorkerInstance{ | ||
StudyID: studyID, | ||
TrialID: trial.TrialId, | ||
WorkerID: wid, | ||
} | ||
var b bytes.Buffer | ||
for _, p := range trial.ParameterSet { | ||
wi.HyperParameters = append(wi.HyperParameters, p) | ||
} | ||
err = wtp.Execute(&b, wi) | ||
if err != nil { | ||
return "", nil, err | ||
} | ||
return wid, &b, nil | ||
} | ||
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func getMetricsCollectorManifest(studyID string, trialID string, workerID string, namespace string, mcs *katibv1alpha1.MetricsCollectorSpec) (*bytes.Buffer, error) { | ||
var mtp *template.Template = nil | ||
var err error | ||
tmpValues := map[string]string{ | ||
"StudyID": studyID, | ||
"TrialID": trialID, | ||
"WorkerID": workerID, | ||
"NameSpace": namespace, | ||
} | ||
if mcs != nil { | ||
if mcs.GoTemplate.RawTemplate != "" { | ||
mtp, err = template.New("MetricsCollector").Parse(mcs.GoTemplate.RawTemplate) | ||
} else if mcs.GoTemplate.TemplatePath != "" { | ||
mtp, err = template.ParseFiles(mcs.GoTemplate.TemplatePath) | ||
} else { | ||
} | ||
if err != nil { | ||
return nil, err | ||
} | ||
} | ||
if mtp == nil { | ||
mtp, err = template.ParseFiles("/metricscollector-template/defaultMetricsCollectorTemplate.yaml") | ||
if err != nil { | ||
return nil, err | ||
} | ||
} | ||
var b bytes.Buffer | ||
err = mtp.Execute(&b, tmpValues) | ||
if err != nil { | ||
return nil, err | ||
} | ||
return &b, nil | ||
} |
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