Merged in mapTaskDistrToSchedPolWhenSwitching (pull request #11)
MapTaskDistrToSchedPolWhenSwitching Approved-by: Akash Kothawale <akothaw1@binghamton.edu>
This commit is contained in:
parent
0f305ab796
commit
ae81125110
11 changed files with 255 additions and 65 deletions
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@ -4,6 +4,7 @@ import (
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"errors"
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"fmt"
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"github.com/mash/gokmeans"
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"github.com/montanaflynn/stats"
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"log"
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"sort"
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)
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@ -69,16 +70,31 @@ func getObservations(tasks []Task, taskObservation func(task Task) []float64) []
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return observations
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}
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// Size tasks based on the power consumption.
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// TODO: Size the cluster in a better way other than just taking an aggregate of the watts resource requirement.
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func clusterSize(tasks []Task, taskObservation func(task Task) []float64) float64 {
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size := 0.0
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// Sizing each task cluster using the average MMMPU requirement of the task in the cluster.
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func clusterSizeAvgMMMPU(tasks []Task, taskObservation func(task Task) []float64) float64 {
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mmmpuValues := []float64{}
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// Total sum of the Median of Median Max Power Usage values for all tasks.
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total := 0.0
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for _, task := range tasks {
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for _, observation := range taskObservation(task) {
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size += observation
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observations := taskObservation(task)
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if len(observations) > 0 {
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// taskObservation would give us the mmpu values. We would need to take the median of these
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// values to obtain the Median of Median Max Power Usage value.
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if medianValue, err := stats.Median(observations); err == nil {
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mmmpuValues = append(mmmpuValues, medianValue)
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total += medianValue
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} else {
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// skip this value
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// there is an error in the task config.
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log.Println(err)
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}
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} else {
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// There is only one observation for the task.
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mmmpuValues = append(mmmpuValues, observations[0])
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}
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}
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return size
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return total / float64(len(mmmpuValues))
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}
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// Order clusters in increasing order of task heaviness.
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@ -96,12 +112,12 @@ func labelAndOrder(clusters map[int][]Task, numberOfClusters int, taskObservatio
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}
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for i := 0; i < numberOfClusters-1; i++ {
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// Sizing the current cluster.
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sizeI := clusterSize(clusters[i], taskObservation)
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// Sizing the current cluster based on average Median of Median Max Power Usage of tasks.
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sizeI := clusterSizeAvgMMMPU(clusters[i], taskObservation)
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// Comparing with the other clusters.
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for j := i + 1; j < numberOfClusters; j++ {
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sizeJ := clusterSize(clusters[j], taskObservation)
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sizeJ := clusterSizeAvgMMMPU(clusters[j], taskObservation)
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if sizeI > sizeJ {
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sizedClusters[i].SizeScore++
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} else {
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@ -159,3 +175,59 @@ func GetResourceRequirement(taskID string) (TaskResources, error) {
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return TaskResources{}, errors.New("Invalid TaskID: " + taskID)
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}
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}
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// Determine the distribution of light power consuming and heavy power consuming tasks in a given window.
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func GetTaskDistributionInWindow(windowSize int, tasks []Task) (float64, error) {
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getTotalInstances := func(ts []Task, taskExceedingWindow struct {
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taskName string
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instsToDiscard int
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}) int {
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total := 0
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for _, t := range ts {
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if t.Name == taskExceedingWindow.taskName {
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total += (*t.Instances - taskExceedingWindow.instsToDiscard)
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continue
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}
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total += *t.Instances
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}
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return total
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}
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getTasksInWindow := func() (tasksInWindow []Task, taskExceedingWindow struct {
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taskName string
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instsToDiscard int
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}) {
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tasksTraversed := 0
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// Name of task, only few instances of which fall within the window.
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lastTaskName := ""
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for _, task := range tasks {
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tasksInWindow = append(tasksInWindow, task)
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tasksTraversed += *task.Instances
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lastTaskName = task.Name
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if tasksTraversed >= windowSize {
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taskExceedingWindow.taskName = lastTaskName
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taskExceedingWindow.instsToDiscard = tasksTraversed - windowSize
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break
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}
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}
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return
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}
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// Retrieving the tasks that are in the window.
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tasksInWIndow, taskExceedingWindow := getTasksInWindow()
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// Classifying the tasks based on Median of Median Max Power Usage values.
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taskClusters := ClassifyTasks(tasksInWIndow, 2)
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// First we'll need to check if the tasks in the window could be classified into 2 clusters.
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// If yes, then we proceed with determining the distribution.
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// Else, we throw an error stating that the distribution is even as only one cluster could be formed.
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if len(taskClusters[1].Tasks) == 0 {
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return -1.0, errors.New("Only one cluster could be formed.")
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}
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// The first cluster would corresponding to the light power consuming tasks.
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// The second cluster would corresponding to the high power consuming tasks.
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lpcTasksTotalInst := getTotalInstances(taskClusters[0].Tasks, taskExceedingWindow)
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hpcTasksTotalInst := getTotalInstances(taskClusters[1].Tasks, taskExceedingWindow)
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return float64(lpcTasksTotalInst) / float64(hpcTasksTotalInst), nil
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}
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@ -28,6 +28,7 @@ var schedPolicyName = flag.String("schedPolicy", "first-fit", "Name of the sched
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var listSchedPolicies = flag.Bool("listSchedPolicies", false, "List the names of the pluaggable scheduling policies.")
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var enableSchedPolicySwitch = flag.Bool("switchSchedPolicy", false, "Enable switching of scheduling policies at runtime.")
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var schedPolConfigFile = flag.String("schedPolConfig", "", "Config file that contains information for each scheduling policy.")
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var fixFirstSchedPol = flag.String("fixFirstSchedPol", "", "Name of the scheduling policy to be deployed first, regardless of the distribution of tasks, provided switching is enabled.")
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// Short hand args
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func init() {
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@ -42,6 +43,7 @@ func init() {
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flag.BoolVar(listSchedPolicies, "lsp", false, "Names of the pluaggable scheduling policies. (shorthand)")
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flag.BoolVar(enableSchedPolicySwitch, "ssp", false, "Enable switching of scheduling policies at runtime.")
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flag.StringVar(schedPolConfigFile, "spConfig", "", "Config file that contains information for each scheduling policy (shorthand).")
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flag.StringVar(fixFirstSchedPol, "fxFstSchedPol", "", "Name of the schedulin gpolicy to be deployed first, regardless of the distribution of tasks, provided switching is enabled (shorthand).")
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}
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func listAllSchedulingPolicies() {
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@ -135,7 +137,8 @@ func main() {
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schedulers.WithDone(done),
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schedulers.WithPCPLog(pcpLog),
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schedulers.WithLoggingChannels(logMType, logMsg),
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schedulers.WithSchedPolSwitchEnabled(*enableSchedPolicySwitch))
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schedulers.WithSchedPolSwitchEnabled(*enableSchedPolicySwitch),
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schedulers.WithNameOfFirstSchedPolToFix(*fixFirstSchedPol))
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driver, err := sched.NewMesosSchedulerDriver(sched.DriverConfig{
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Master: *master,
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Framework: &mesos.FrameworkInfo{
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@ -77,7 +77,6 @@ func (s *MaxGreedyMins) CheckFit(
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}
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func (s *MaxGreedyMins) ConsumeOffers(spc SchedPolicyContext, driver sched.SchedulerDriver, offers []*mesos.Offer) {
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log.Println("Max-GreedyMins scheduling...")
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baseSchedRef := spc.(*BaseScheduler)
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if baseSchedRef.schedPolSwitchEnabled {
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SortNTasks(baseSchedRef.tasks, baseSchedRef.numTasksInSchedWindow, def.SortByWatts)
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@ -112,8 +111,6 @@ func (s *MaxGreedyMins) ConsumeOffers(spc SchedPolicyContext, driver sched.Sched
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// If scheduling policy switching enabled, then
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// stop scheduling if the #baseSchedRef.schedWindowSize tasks have been scheduled.
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if baseSchedRef.schedPolSwitchEnabled && (s.numTasksScheduled >= baseSchedRef.schedWindowSize) {
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log.Printf("Stopped scheduling... Completed scheduling %d tasks.",
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s.numTasksScheduled)
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break // Offers will automatically get declined.
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}
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task := baseSchedRef.tasks[i]
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@ -141,11 +138,6 @@ func (s *MaxGreedyMins) ConsumeOffers(spc SchedPolicyContext, driver sched.Sched
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// Pack the rest of the offer with the smallest tasks
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for i := 0; i < len(baseSchedRef.tasks); i++ {
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// If scheduling policy switching enabled, then
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// stop scheduling if the #baseSchedRef.schedWindowSize tasks have been scheduled.
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if baseSchedRef.schedPolSwitchEnabled && (s.numTasksScheduled >= baseSchedRef.schedWindowSize) {
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break // Offers will automatically get declined.
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}
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task := baseSchedRef.tasks[i]
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wattsConsideration, err := def.WattsToConsider(task, baseSchedRef.classMapWatts, offer)
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if err != nil {
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@ -159,6 +151,11 @@ func (s *MaxGreedyMins) ConsumeOffers(spc SchedPolicyContext, driver sched.Sched
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}
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for *task.Instances > 0 {
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// If scheduling policy switching enabled, then
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// stop scheduling if the #baseSchedRef.schedWindowSize tasks have been scheduled.
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if baseSchedRef.schedPolSwitchEnabled && (s.numTasksScheduled >= baseSchedRef.schedWindowSize) {
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break // Offers will automatically get declined.
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}
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// TODO: Fix this so index doesn't need to be passed
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taken, taskToSchedule := s.CheckFit(spc, i, task, wattsConsideration, offer,
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&totalCPU, &totalRAM, &totalWatts)
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@ -183,6 +180,4 @@ func (s *MaxGreedyMins) ConsumeOffers(spc SchedPolicyContext, driver sched.Sched
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driver.DeclineOffer(offer.Id, mesosUtils.DefaultFilter)
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}
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}
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s.switchIfNecessary(spc)
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}
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@ -76,7 +76,6 @@ func (s *MaxMin) CheckFit(
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}
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func (s *MaxMin) ConsumeOffers(spc SchedPolicyContext, driver sched.SchedulerDriver, offers []*mesos.Offer) {
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log.Println("Max-Min scheduling...")
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baseSchedRef := spc.(*BaseScheduler)
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if baseSchedRef.schedPolSwitchEnabled {
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SortNTasks(baseSchedRef.tasks, baseSchedRef.numTasksInSchedWindow, def.SortByWatts)
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@ -116,8 +115,6 @@ func (s *MaxMin) ConsumeOffers(spc SchedPolicyContext, driver sched.SchedulerDri
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// stop scheduling if the #baseSchedRef.schedWindowSize tasks have been scheduled.
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if baseSchedRef.schedPolSwitchEnabled &&
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(s.numTasksScheduled >= baseSchedRef.schedWindowSize) {
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log.Printf("Stopped scheduling... Completed scheduling %d tasks.",
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s.numTasksScheduled)
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break // Offers will automatically get declined.
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}
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// We need to pick a min task or a max task
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@ -173,6 +170,4 @@ func (s *MaxMin) ConsumeOffers(spc SchedPolicyContext, driver sched.SchedulerDri
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driver.DeclineOffer(offer.Id, mesosUtils.DefaultFilter)
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}
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}
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s.switchIfNecessary(spc)
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}
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@ -58,6 +58,10 @@ type BaseScheduler struct {
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// Whether switching of scheduling policies at runtime has been enabled
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schedPolSwitchEnabled bool
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// Name of the first scheduling policy to be deployed, if provided.
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// This scheduling policy would be deployed first regardless of the distribution of tasks in the TaskQueue.
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// Note: Scheduling policy switching needs to be enabled.
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nameOfFstSchedPolToDeploy string
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// Size of window of tasks that can be scheduled in the next offer cycle.
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// The window size can be adjusted to make the most use of every resource offer.
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@ -186,19 +190,10 @@ func (s *BaseScheduler) ResourceOffers(driver sched.SchedulerDriver, offers []*m
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s.HostNameToSlaveID[offer.GetHostname()] = *offer.SlaveId.Value
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}
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}
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// If no resource offers have been received yet, and if scheduling policy switching has been enabled,
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// then we would need to compute the size of the scheduling window for the current scheduling policy.
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// Initially the size of the scheduling window is 0. So, based on the total available resources on the cluster,
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// the size of the window is determined and the scheduling policy is then applied for the corresponding number
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// of tasks.
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// Subsequently, the size of the scheduling window is determined at the end of each offer cycle.
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if s.schedPolSwitchEnabled && !s.hasReceivedResourceOffers {
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s.schedWindowSize, s.numTasksInSchedWindow = s.schedWindowResStrategy.Apply(func() interface{} {
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return s.tasks
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})
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}
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log.Printf("SchedWindowSize: %d, NumberOfTasksInWindow: %d", s.schedWindowSize, s.numTasksInSchedWindow)
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// Switch just before consuming the resource offers.
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s.curSchedPolicy.SwitchIfNecessary(s)
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s.Log(elecLogDef.GENERAL, fmt.Sprintf("SchedWindowSize[%d], #TasksInWindow[%d]",
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s.schedWindowSize, s.numTasksInSchedWindow))
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s.curSchedPolicy.ConsumeOffers(s, driver, offers)
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s.hasReceivedResourceOffers = true
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}
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@ -403,8 +398,9 @@ func (s *BaseScheduler) LogTaskStatusUpdate(status *mesos.TaskStatus) {
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s.Log(lmt, msg)
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}
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func (s *BaseScheduler) LogSchedPolicySwitch(name string, nextPolicy SchedPolicyState) {
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func (s *BaseScheduler) LogSchedPolicySwitch(taskDist float64, name string, nextPolicy SchedPolicyState) {
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if s.curSchedPolicy != nextPolicy {
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s.Log(elecLogDef.SPS, name)
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s.Log(elecLogDef.GENERAL, fmt.Sprintf("Switching... TaskDistribution[%d] ==> %s", taskDist, name))
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}
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}
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@ -34,7 +34,6 @@ type BinPackSortedWatts struct {
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}
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func (s *BinPackSortedWatts) ConsumeOffers(spc SchedPolicyContext, driver sched.SchedulerDriver, offers []*mesos.Offer) {
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log.Println("BPSW scheduling...")
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baseSchedRef := spc.(*BaseScheduler)
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if baseSchedRef.schedPolSwitchEnabled {
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SortNTasks(baseSchedRef.tasks, baseSchedRef.numTasksInSchedWindow, def.SortByWatts)
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@ -78,8 +77,6 @@ func (s *BinPackSortedWatts) ConsumeOffers(spc SchedPolicyContext, driver sched.
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// stop scheduling if the #baseSchedRef.schedWindowSize tasks have been scheduled.
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if baseSchedRef.schedPolSwitchEnabled &&
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(s.numTasksScheduled >= baseSchedRef.schedWindowSize) {
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log.Printf("Stopped scheduling... Completed scheduling %d tasks.",
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s.numTasksScheduled)
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break // Offers will automatically get declined.
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}
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// Does the task fit
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@ -107,7 +104,7 @@ func (s *BinPackSortedWatts) ConsumeOffers(spc SchedPolicyContext, driver sched.
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}
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}
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} else {
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break // Continue on to next offer.
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break // Continue on to next task
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}
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}
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}
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@ -123,6 +120,4 @@ func (s *BinPackSortedWatts) ConsumeOffers(spc SchedPolicyContext, driver sched.
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driver.DeclineOffer(offer.Id, mesosUtils.DefaultFilter)
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}
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}
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s.switchIfNecessary(spc)
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}
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@ -34,7 +34,6 @@ type FirstFit struct {
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}
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func (s *FirstFit) ConsumeOffers(spc SchedPolicyContext, driver sched.SchedulerDriver, offers []*mesos.Offer) {
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log.Println("FirstFit scheduling...")
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baseSchedRef := spc.(*BaseScheduler)
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baseSchedRef.LogOffersReceived(offers)
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@ -57,8 +56,6 @@ func (s *FirstFit) ConsumeOffers(spc SchedPolicyContext, driver sched.SchedulerD
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// If scheduling policy switching enabled, then
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// stop scheduling if the #baseSchedRef.schedWindowSize tasks have been scheduled.
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if baseSchedRef.schedPolSwitchEnabled && (s.numTasksScheduled >= baseSchedRef.schedWindowSize) {
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log.Printf("Stopped scheduling... Completed scheduling %d tasks.",
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s.numTasksScheduled)
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break // Offers will automatically get declined.
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}
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task := baseSchedRef.tasks[i]
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@ -104,6 +101,4 @@ func (s *FirstFit) ConsumeOffers(spc SchedPolicyContext, driver sched.SchedulerD
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driver.DeclineOffer(offer.Id, mesosUtils.DefaultFilter)
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}
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}
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s.switchIfNecessary(spc)
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}
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@ -124,6 +124,23 @@ func WithSchedPolSwitchEnabled(enableSchedPolicySwitch bool) schedulerOptions {
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}
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}
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func WithNameOfFirstSchedPolToFix(nameOfFirstSchedPol string) schedulerOptions {
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return func(s ElectronScheduler) error {
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if nameOfFirstSchedPol == "" {
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lmt := elecLogDef.WARNING
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msgColor := elecLogDef.LogMessageColors[lmt]
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msg := msgColor.Sprintf("First scheduling policy to deploy not mentioned. This is now going to be determined at runtime.")
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s.(*BaseScheduler).Log(lmt, msg)
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return nil
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}
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if _, ok := SchedPolicies[nameOfFirstSchedPol]; !ok {
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return errors.New("Invalid name of scheduling policy.")
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}
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s.(*BaseScheduler).nameOfFstSchedPolToDeploy = nameOfFirstSchedPol
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return nil
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}
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}
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// Launch tasks.
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func LaunchTasks(offerIDs []*mesos.OfferID, tasksToLaunch []*mesos.TaskInfo, driver sched.SchedulerDriver) {
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driver.LaunchTasks(offerIDs, tasksToLaunch, mesosUtils.DefaultFilter)
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@ -1,9 +1,9 @@
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package schedulers
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import (
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"bitbucket.org/sunybingcloud/electron/def"
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mesos "github.com/mesos/mesos-go/api/v0/mesosproto"
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sched "github.com/mesos/mesos-go/api/v0/scheduler"
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"math/rand"
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)
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type SchedPolicyContext interface {
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@ -14,6 +14,13 @@ type SchedPolicyContext interface {
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type SchedPolicyState interface {
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// Define the particular scheduling policy's methodology of resource offer consumption.
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ConsumeOffers(SchedPolicyContext, sched.SchedulerDriver, []*mesos.Offer)
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// Get information about the scheduling policy.
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GetInfo() (info struct {
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taskDist float64
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varCpuShare float64
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})
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// Switch scheduling policy if necessary.
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SwitchIfNecessary(SchedPolicyContext)
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}
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type baseSchedPolicyState struct {
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@ -29,26 +36,87 @@ type baseSchedPolicyState struct {
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VarianceCpuSharePerTask float64 `json:"varCpuShare"`
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}
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func (bsps *baseSchedPolicyState) switchIfNecessary(spc SchedPolicyContext) {
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func (bsps *baseSchedPolicyState) SwitchIfNecessary(spc SchedPolicyContext) {
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baseSchedRef := spc.(*BaseScheduler)
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// Switch scheduling policy only if feature enabled from CLI
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// Switching scheduling policy only if feature enabled from CLI
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if baseSchedRef.schedPolSwitchEnabled {
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// Name of the scheduling policy to switch to.
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switchToPolicyName := ""
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// Need to recompute size of the scheduling window for the next offer cycle.
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// The next scheduling policy will schedule at max schedWindowSize number of tasks.
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baseSchedRef.schedWindowSize, baseSchedRef.numTasksInSchedWindow =
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baseSchedRef.schedWindowResStrategy.Apply(func() interface{} { return baseSchedRef.tasks })
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// Switching to a random scheduling policy.
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// TODO: Switch based on some criteria.
|
||||
index := rand.Intn(len(SchedPolicies))
|
||||
for k, v := range SchedPolicies {
|
||||
if index == 0 {
|
||||
baseSchedRef.LogSchedPolicySwitch(k, v)
|
||||
spc.SwitchSchedPol(v)
|
||||
// Resetting the number of tasks scheduled.
|
||||
bsps.numTasksScheduled = 0
|
||||
break
|
||||
// Determine the distribution of tasks in the new scheduling window.
|
||||
taskDist, err := def.GetTaskDistributionInWindow(baseSchedRef.schedWindowSize, baseSchedRef.tasks)
|
||||
// If no resource offers have been received yet, and
|
||||
// the name of the first scheduling policy to be deployed is provided,
|
||||
// we switch to this policy regardless of the task distribution.
|
||||
if !baseSchedRef.hasReceivedResourceOffers && (baseSchedRef.nameOfFstSchedPolToDeploy != "") {
|
||||
switchToPolicyName = baseSchedRef.nameOfFstSchedPolToDeploy
|
||||
} else if err != nil {
|
||||
// All the tasks in the window were only classified into 1 cluster.
|
||||
// Max-Min and Max-GreedyMins would work the same way as Bin-Packing for this situation.
|
||||
// So, we have 2 choices to make. First-Fit or Bin-Packing.
|
||||
// If choose Bin-Packing, then there might be a performance degradation due to increase in
|
||||
// resource contention. So, First-Fit might be a better option to cater to the worst case
|
||||
// where all the tasks are power intensive tasks.
|
||||
// TODO: Another possibility is to do the exact opposite and choose Bin-Packing.
|
||||
// TODO[2]: Determine scheduling policy based on the distribution of tasks in the whole queue.
|
||||
switchToPolicyName = bp
|
||||
} else {
|
||||
// The tasks in the scheduling window were classified into 2 clusters, meaning that there is
|
||||
// some variety in the kind of tasks.
|
||||
// We now select the scheduling policy which is most appropriate for this distribution of tasks.
|
||||
first := schedPoliciesToSwitch[0]
|
||||
last := schedPoliciesToSwitch[len(schedPoliciesToSwitch)-1]
|
||||
if taskDist < first.sp.GetInfo().taskDist {
|
||||
switchToPolicyName = first.spName
|
||||
} else if taskDist > last.sp.GetInfo().taskDist {
|
||||
switchToPolicyName = last.spName
|
||||
} else {
|
||||
low := 0
|
||||
high := len(schedPoliciesToSwitch) - 1
|
||||
for low <= high {
|
||||
mid := (low + high) / 2
|
||||
if taskDist < schedPoliciesToSwitch[mid].sp.GetInfo().taskDist {
|
||||
high = mid - 1
|
||||
} else if taskDist > schedPoliciesToSwitch[mid].sp.GetInfo().taskDist {
|
||||
low = mid + 1
|
||||
} else {
|
||||
switchToPolicyName = schedPoliciesToSwitch[mid].spName
|
||||
break
|
||||
}
|
||||
}
|
||||
// We're here if low == high+1.
|
||||
// If haven't yet found the closest match.
|
||||
if switchToPolicyName == "" {
|
||||
lowDiff := schedPoliciesToSwitch[low].sp.GetInfo().taskDist - taskDist
|
||||
highDiff := taskDist - schedPoliciesToSwitch[high].sp.GetInfo().taskDist
|
||||
if lowDiff > highDiff {
|
||||
switchToPolicyName = schedPoliciesToSwitch[high].spName
|
||||
} else if highDiff > lowDiff {
|
||||
switchToPolicyName = schedPoliciesToSwitch[low].spName
|
||||
} else {
|
||||
// index doens't matter as the values at high and low are equidistant
|
||||
// from taskDist.
|
||||
switchToPolicyName = schedPoliciesToSwitch[high].spName
|
||||
}
|
||||
}
|
||||
}
|
||||
index--
|
||||
}
|
||||
// Switching scheduling policy.
|
||||
baseSchedRef.LogSchedPolicySwitch(taskDist, switchToPolicyName, SchedPolicies[switchToPolicyName])
|
||||
baseSchedRef.SwitchSchedPol(SchedPolicies[switchToPolicyName])
|
||||
// Resetting the number of tasks scheduled.
|
||||
bsps.numTasksScheduled = 0
|
||||
}
|
||||
}
|
||||
|
||||
func (bsps *baseSchedPolicyState) GetInfo() (info struct {
|
||||
taskDist float64
|
||||
varCpuShare float64
|
||||
}) {
|
||||
info.taskDist = bsps.TaskDistribution
|
||||
info.varCpuShare = bsps.VarianceCpuSharePerTask
|
||||
return info
|
||||
}
|
||||
|
|
|
@ -1,10 +1,12 @@
|
|||
package schedulers
|
||||
|
||||
import (
|
||||
"bitbucket.org/sunybingcloud/electron/utilities"
|
||||
"encoding/json"
|
||||
sched "github.com/mesos/mesos-go/api/v0/scheduler"
|
||||
"github.com/pkg/errors"
|
||||
"os"
|
||||
"sort"
|
||||
)
|
||||
|
||||
// Names of different scheduling policies.
|
||||
|
@ -23,6 +25,15 @@ var SchedPolicies map[string]SchedPolicyState = map[string]SchedPolicyState{
|
|||
mm: &MaxMin{},
|
||||
}
|
||||
|
||||
// Scheduling policies to choose when switching
|
||||
var schedPoliciesToSwitch map[int]struct {
|
||||
spName string
|
||||
sp SchedPolicyState
|
||||
} = make(map[int]struct {
|
||||
spName string
|
||||
sp SchedPolicyState
|
||||
})
|
||||
|
||||
// Initialize scheduling policy characteristics using the provided config file.
|
||||
func InitSchedPolicyCharacteristics(schedPoliciesConfigFilename string) error {
|
||||
var schedPolConfig map[string]baseSchedPolicyState
|
||||
|
@ -52,6 +63,31 @@ func InitSchedPolicyCharacteristics(schedPoliciesConfigFilename string) error {
|
|||
t.VarianceCpuSharePerTask = schedPolConfig[schedPolName].VarianceCpuSharePerTask
|
||||
}
|
||||
}
|
||||
|
||||
// Initialize schedPoliciesToSwitch to allow binary searching for scheduling policy switching.
|
||||
spInformation := map[string]float64{}
|
||||
for spName, sp := range SchedPolicies {
|
||||
spInformation[spName] = sp.GetInfo().taskDist
|
||||
}
|
||||
spInformationPairList := utilities.GetPairList(spInformation)
|
||||
// Sorting spInformationPairList in non-increasing order of taskDist.
|
||||
sort.SliceStable(spInformationPairList, func(i, j int) bool {
|
||||
return spInformationPairList[i].Value < spInformationPairList[j].Value
|
||||
})
|
||||
// Initializing scheduling policies that are setup for switching.
|
||||
index := 0
|
||||
for _, spInformationPair := range spInformationPairList {
|
||||
if spInformationPair.Value != 0 {
|
||||
schedPoliciesToSwitch[index] = struct {
|
||||
spName string
|
||||
sp SchedPolicyState
|
||||
}{
|
||||
spName: spInformationPair.Key,
|
||||
sp: SchedPolicies[spInformationPair.Key],
|
||||
}
|
||||
index++
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
return nil
|
||||
|
|
|
@ -77,5 +77,23 @@ func (s *fillNextOfferCycle) apply(taskQueue []def.Task) (int, int) {
|
|||
break
|
||||
}
|
||||
}
|
||||
// Hacking...
|
||||
// 2^window is window<=7
|
||||
// if newSchedWindow <= 7 {
|
||||
// newSchedWindow = int(math.Pow(2.0, float64(newSchedWindow)))
|
||||
// }
|
||||
// Another hack. Getting rid of window to see whether the idle power consumption can be amortized.
|
||||
// Setting window as the length of the entire queue.
|
||||
// Also setting numberOfTasksTraversed to the number of tasks in the entire queue.
|
||||
// TODO: Create another resizing strategy that sizes the window to the length of the entire pending queue.
|
||||
flattenedLength := 0
|
||||
numTasks := 0
|
||||
for _, ts := range taskQueue {
|
||||
numTasks++
|
||||
flattenedLength += *ts.Instances
|
||||
}
|
||||
newSchedWindow = flattenedLength
|
||||
numberOfTasksTraversed = numTasks
|
||||
|
||||
return newSchedWindow, numberOfTasksTraversed
|
||||
}
|
||||
|
|
Reference in a new issue