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evaluatejob.go
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evaluatejob.go
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package argsbuilder
import (
"fmt"
"github.com/kubeflow/arena/pkg/apis/config"
"github.com/kubeflow/arena/pkg/apis/types"
"github.com/kubeflow/arena/pkg/util"
log "github.com/sirupsen/logrus"
"github.com/spf13/cobra"
"reflect"
"strings"
)
type EvaluateJobArgsBuilder struct {
args *types.EvaluateJobArgs
argValues map[string]interface{}
subBuilders map[string]ArgsBuilder
}
func NewEvaluateJobArgsBuilder(args *types.EvaluateJobArgs) ArgsBuilder {
e := &EvaluateJobArgsBuilder{
args: args,
argValues: map[string]interface{}{},
subBuilders: map[string]ArgsBuilder{},
}
e.AddSubBuilder(
NewSubmitSyncCodeArgsBuilder(&e.args.SubmitSyncCodeArgs),
)
return e
}
func (e *EvaluateJobArgsBuilder) GetName() string {
items := strings.Split(fmt.Sprintf("%v", reflect.TypeOf(*e)), ".")
return items[len(items)-1]
}
func (e *EvaluateJobArgsBuilder) AddSubBuilder(builders ...ArgsBuilder) ArgsBuilder {
for _, b := range builders {
e.subBuilders[b.GetName()] = b
}
return e
}
func (e *EvaluateJobArgsBuilder) AddArgValue(key string, value interface{}) ArgsBuilder {
for name := range e.subBuilders {
e.subBuilders[name].AddArgValue(key, value)
}
e.argValues[key] = value
return e
}
func (e *EvaluateJobArgsBuilder) AddCommandFlags(command *cobra.Command) {
for name := range e.subBuilders {
e.subBuilders[name].AddCommandFlags(command)
}
var (
envs []string
dataDir []string
dataSources []string
annotations []string
labels []string
tolerations []string
nodeSelectors []string
imagePullSecrets []string
)
// evaluate job arguments
command.Flags().StringVar(&e.args.Name, "name", "", "the evaluate job name")
command.Flags().StringVar(&e.args.Namespace, "namespace", "", "the evaluate job namespace")
command.Flags().StringVar(&e.args.ModelName, "model-name", "", "the model name to evaluate")
command.Flags().StringVar(&e.args.ModelVersion, "model-version", "", "the model version to evaluate")
command.Flags().StringVar(&e.args.ModelPath, "model-path", "", "the model path to evaluate in the container")
command.Flags().StringVar(&e.args.DatasetPath, "dataset-path", "", "the model version to evaluate")
command.Flags().StringVar(&e.args.MetricsPath, "metrics-path", "", "the evaluate result saved path")
command.Flags().StringVar(&e.args.Image, "image", "", "the evaluate image")
command.Flags().StringVar(&e.args.WorkingDir, "working-dir", "/root", "working directory to extract the code. If using syncMode, the $workingDir/code contains the code")
command.Flags().IntVar(&e.args.GPUCount, "gpus", 0, "the limit GPU count of each replica to run the evaluate job.")
command.Flags().StringVar(&e.args.Cpu, "cpu", "", "the request cpu of each replica to run the evaluate job.")
command.Flags().StringVar(&e.args.Memory, "memory", "", "the request memory of each replica to run the evaluate job.")
command.Flags().StringArrayVarP(&envs, "env", "e", []string{}, "the environment variables")
command.Flags().StringArrayVarP(&annotations, "annotation", "a", []string{}, `the annotations, usage: "--annotation=key=value" or "--annotation key=value"`)
command.Flags().StringArrayVarP(&labels, "label", "", []string{}, "the labels")
command.Flags().StringArrayVar(&tolerations, "toleration", []string{}, `tolerate some k8s nodes with taints,usage: "--toleration key=value:effect,operator" or "--toleration all" `)
// add option --selector, it's value will be get from viper
command.Flags().StringArrayVar(&nodeSelectors, "selector", []string{}, `assigning jobs to some k8s particular nodes, usage: "--selector=key=value" or "--selector key=value" `)
// add option --image-pull-secret it's value will be get from viper,Using a Private Registry
command.Flags().StringArrayVar(&imagePullSecrets, "image-pull-secret", []string{}, `giving names of imagePullSecret when you want to use a private registry, usage:"--image-pull-secret <name1>"`)
command.Flags().StringArrayVar(&dataDir, "data-dir", []string{}, "the data dir. If you specify /data, it means mounting hostpath /data into container path /data")
command.Flags().StringArrayVarP(&dataSources, "data", "d", []string{}, "specify the datasource to mount to the job, like <name_of_datasource>:<mount_point_on_job>")
e.AddArgValue("image-pull-secret", &imagePullSecrets).
AddArgValue("selector", &nodeSelectors).
AddArgValue("toleration", &tolerations).
AddArgValue("annotation", &annotations).
AddArgValue("label", &labels).
AddArgValue("data-dir", &dataDir).
AddArgValue("data", &dataSources).
AddArgValue("env", &envs)
}
func (e *EvaluateJobArgsBuilder) PreBuild() error {
for name := range e.subBuilders {
if err := e.subBuilders[name].PreBuild(); err != nil {
return err
}
}
// set data set
if err := e.setDataSources(); err != nil {
return err
}
return nil
}
func (e *EvaluateJobArgsBuilder) Build() error {
for name := range e.subBuilders {
if err := e.subBuilders[name].Build(); err != nil {
return err
}
}
if err := e.check(); err != nil {
return err
}
// set data dir
if err := e.setDataDirs(); err != nil {
return err
}
// set annotations
if err := e.setAnnotations(); err != nil {
return err
}
// set labels
if err := e.setLabels(); err != nil {
return err
}
// set image pull secrets
if err := e.setImagePullSecrets(); err != nil {
return err
}
if err := e.setEnvs(); err != nil {
return err
}
// set node selectors
if err := e.setNodeSelectors(); err != nil {
return err
}
// set toleration
if err := e.setTolerations(); err != nil {
return err
}
return nil
}
func (e *EvaluateJobArgsBuilder) check() error {
if e.args.ModelName == "" {
return fmt.Errorf("--model-name must be set ")
}
if e.args.ModelPath == "" {
return fmt.Errorf("--model-path must be set ")
}
if e.args.DatasetPath == "" {
return fmt.Errorf("--dataset-path must be set ")
}
if e.args.MetricsPath == "" {
return fmt.Errorf("--metrics-path must be set ")
}
return nil
}
// setDataSources is used to handle option --data
func (e *EvaluateJobArgsBuilder) setDataSources() error {
e.args.DataSources = map[string]string{}
argKey := "data"
var dataSet *[]string
value, ok := e.argValues[argKey]
if !ok {
return nil
}
dataSet = value.(*[]string)
log.Debugf("dataset: %v", *dataSet)
if len(*dataSet) <= 0 {
return nil
}
err := util.ValidateDatasets(*dataSet)
if err != nil {
return err
}
e.args.DataSources = transformSliceToMap(*dataSet, ":")
return nil
}
// setDataDirs is used to handle option --data-dir
func (e *EvaluateJobArgsBuilder) setDataDirs() error {
e.args.DataDirs = []types.DataDirVolume{}
argKey := "data-dir"
var dataDirs *[]string
value, ok := e.argValues[argKey]
if !ok {
return nil
}
dataDirs = value.(*[]string)
log.Debugf("dataDir: %v", *dataDirs)
for i, dataDir := range *dataDirs {
hostPath, containerPath, err := util.ParseDataDirRaw(dataDir)
if err != nil {
return err
}
e.args.DataDirs = append(e.args.DataDirs, types.DataDirVolume{
Name: fmt.Sprintf("evaluate-data-%d", i),
HostPath: hostPath,
ContainerPath: containerPath,
})
}
return nil
}
// setAnnotations is used to handle option --annotation
func (e *EvaluateJobArgsBuilder) setAnnotations() error {
e.args.Annotations = map[string]string{}
argKey := "annotation"
var annotations *[]string
item, ok := e.argValues[argKey]
if !ok {
return nil
}
annotations = item.(*[]string)
if len(*annotations) <= 0 {
return nil
}
if e.args.Annotations == nil {
e.args.Annotations = map[string]string{}
}
for key, val := range transformSliceToMap(*annotations, "=") {
e.args.Annotations[key] = val
}
return nil
}
// setLabels is used to handle option --label
func (e *EvaluateJobArgsBuilder) setLabels() error {
e.args.Labels = map[string]string{}
argKey := "label"
var labels *[]string
item, ok := e.argValues[argKey]
if !ok {
return nil
}
labels = item.(*[]string)
if len(*labels) <= 0 {
return nil
}
e.args.Labels = transformSliceToMap(*labels, "=")
return nil
}
// setNodeSelectors is used to handle option --selector
func (e *EvaluateJobArgsBuilder) setNodeSelectors() error {
e.args.NodeSelectors = map[string]string{}
argKey := "selector"
var nodeSelectors *[]string
value, ok := e.argValues[argKey]
if !ok {
return nil
}
nodeSelectors = value.(*[]string)
log.Debugf("node selectors: %v", *nodeSelectors)
e.args.NodeSelectors = transformSliceToMap(*nodeSelectors, "=")
return nil
}
// setTolerations is used to handle option --toleration
func (e *EvaluateJobArgsBuilder) setTolerations() error {
if e.args.Tolerations == nil {
e.args.Tolerations = []types.TolerationArgs{}
}
argKey := "toleration"
var tolerations *[]string
value, ok := e.argValues[argKey]
if !ok {
return nil
}
tolerations = value.(*[]string)
log.Debugf("tolerations: %v", *tolerations)
for _, taintKey := range *tolerations {
if taintKey == "all" {
e.args.Tolerations = append(e.args.Tolerations, types.TolerationArgs{
Operator: "Exists",
})
return nil
}
tolerationArg, err := parseTolerationString(taintKey)
if err != nil {
log.Debugf(err.Error())
continue
}
e.args.Tolerations = append(e.args.Tolerations, *tolerationArg)
}
return nil
}
// setImagePullSecrets is used to set
func (e *EvaluateJobArgsBuilder) setImagePullSecrets() error {
e.args.ImagePullSecrets = []string{}
argKey := "image-pull-secret"
var imagePullSecrets *[]string
value, ok := e.argValues[argKey]
if !ok {
return nil
}
imagePullSecrets = value.(*[]string)
if len(*imagePullSecrets) == 0 {
arenaConfig := config.GetArenaConfiger().GetConfigsFromConfigFile()
if temp, found := arenaConfig["imagePullSecrets"]; found {
log.Debugf("imagePullSecrets load from arenaConfigs: %v", temp)
e.args.ImagePullSecrets = strings.Split(temp, ",")
}
} else {
e.args.ImagePullSecrets = *imagePullSecrets
}
log.Debugf("imagePullSecrets: %v", e.args.ImagePullSecrets)
return nil
}
func (e *EvaluateJobArgsBuilder) setEnvs() error {
argKey := "env"
var envs *[]string
value, ok := e.argValues[argKey]
if !ok {
return nil
}
envs = value.(*[]string)
if e.args.Envs == nil {
e.args.Envs = map[string]string{}
}
for key, val := range transformSliceToMap(*envs, "=") {
e.args.Envs[key] = val
}
return nil
}