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elektron/schedulers/schedPolicy.go

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Merged in experimentation/schedPolicySwitcher (pull request #1) Experimentation/schedPolicySwitcher 1. Initial commit for consolidated loggers using observer pattern. 2. class factory for schedulers. 3. Using the scheduling policy class factory in schedulers/store.go and the scheduler builder helpers in schedulers/helpers.go, feature to be able to be able to plug a scheduling policy of your choice from the command line (right now only first-fit and bin-packing are possible. Will be updating the class factory to include other scheduling policies as well. 4. Removed TODO for using generic task sorters. Modified TODO for a config file input to run electron. 5. Added other schedulers to the factory 6. Partially retrofitted the other scheduling policies to use the logging library. 7. Retrofitted extrema and progressive to use the consolidated logging library. Fixed parameter issue with s.base.Disconnected(). Formatted project 8. Move statusUpdate(...) into base.go to remove redundant code. 9. Converted the baseScheduler into a state machine where the state is a scheduling policy that defines an approach to consume resource offers. 10. Added another command line argument to be used to enable switching of scheduling policies. Retrofitted scheduling policies to switch only if the particular feature has been enabled. changed argument to coLocated(...) to take base type rather than ElectronScheduler type. Also, prepended the prefix to the directory of the logs so that it would be easier to determine what the files in a directory correspond to without viewing the contents of the directory. Defined methods in ElectronScheduler. Each of these methods corresponds to a type of log that an ElectronScheduler would make. Each of these methods would need to be implemented by the scheduling policy. Electron has only one scheduler that implements the mesos scheduler interface. All the scheduling policies are just different implementations of ways to consume mesos resource offers. Retrofitted scheduling policies to now embed SchedPolicyState instead of baseScheduler. Approved-by: Pradyumna Kaushik <pkaushi1@binghamton.edu>
2018-01-19 21:20:43 +00:00
package schedulers
import (
"bitbucket.org/sunybingcloud/electron/def"
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mesos "github.com/mesos/mesos-go/api/v0/mesosproto"
sched "github.com/mesos/mesos-go/api/v0/scheduler"
Merged in experimentation/schedPolicySwitcher (pull request #1) Experimentation/schedPolicySwitcher 1. Initial commit for consolidated loggers using observer pattern. 2. class factory for schedulers. 3. Using the scheduling policy class factory in schedulers/store.go and the scheduler builder helpers in schedulers/helpers.go, feature to be able to be able to plug a scheduling policy of your choice from the command line (right now only first-fit and bin-packing are possible. Will be updating the class factory to include other scheduling policies as well. 4. Removed TODO for using generic task sorters. Modified TODO for a config file input to run electron. 5. Added other schedulers to the factory 6. Partially retrofitted the other scheduling policies to use the logging library. 7. Retrofitted extrema and progressive to use the consolidated logging library. Fixed parameter issue with s.base.Disconnected(). Formatted project 8. Move statusUpdate(...) into base.go to remove redundant code. 9. Converted the baseScheduler into a state machine where the state is a scheduling policy that defines an approach to consume resource offers. 10. Added another command line argument to be used to enable switching of scheduling policies. Retrofitted scheduling policies to switch only if the particular feature has been enabled. changed argument to coLocated(...) to take base type rather than ElectronScheduler type. Also, prepended the prefix to the directory of the logs so that it would be easier to determine what the files in a directory correspond to without viewing the contents of the directory. Defined methods in ElectronScheduler. Each of these methods corresponds to a type of log that an ElectronScheduler would make. Each of these methods would need to be implemented by the scheduling policy. Electron has only one scheduler that implements the mesos scheduler interface. All the scheduling policies are just different implementations of ways to consume mesos resource offers. Retrofitted scheduling policies to now embed SchedPolicyState instead of baseScheduler. Approved-by: Pradyumna Kaushik <pkaushi1@binghamton.edu>
2018-01-19 21:20:43 +00:00
)
type SchedPolicyContext interface {
// Change the state of scheduling.
SwitchSchedPol(s SchedPolicyState)
}
type SchedPolicyState interface {
// Define the particular scheduling policy's methodology of resource offer consumption.
ConsumeOffers(SchedPolicyContext, sched.SchedulerDriver, []*mesos.Offer)
// Get information about the scheduling policy.
GetInfo() (info struct {
taskDist float64
varCpuShare float64
})
// Switch scheduling policy if necessary.
SwitchIfNecessary(SchedPolicyContext)
Merged in experimentation/schedPolicySwitcher (pull request #1) Experimentation/schedPolicySwitcher 1. Initial commit for consolidated loggers using observer pattern. 2. class factory for schedulers. 3. Using the scheduling policy class factory in schedulers/store.go and the scheduler builder helpers in schedulers/helpers.go, feature to be able to be able to plug a scheduling policy of your choice from the command line (right now only first-fit and bin-packing are possible. Will be updating the class factory to include other scheduling policies as well. 4. Removed TODO for using generic task sorters. Modified TODO for a config file input to run electron. 5. Added other schedulers to the factory 6. Partially retrofitted the other scheduling policies to use the logging library. 7. Retrofitted extrema and progressive to use the consolidated logging library. Fixed parameter issue with s.base.Disconnected(). Formatted project 8. Move statusUpdate(...) into base.go to remove redundant code. 9. Converted the baseScheduler into a state machine where the state is a scheduling policy that defines an approach to consume resource offers. 10. Added another command line argument to be used to enable switching of scheduling policies. Retrofitted scheduling policies to switch only if the particular feature has been enabled. changed argument to coLocated(...) to take base type rather than ElectronScheduler type. Also, prepended the prefix to the directory of the logs so that it would be easier to determine what the files in a directory correspond to without viewing the contents of the directory. Defined methods in ElectronScheduler. Each of these methods corresponds to a type of log that an ElectronScheduler would make. Each of these methods would need to be implemented by the scheduling policy. Electron has only one scheduler that implements the mesos scheduler interface. All the scheduling policies are just different implementations of ways to consume mesos resource offers. Retrofitted scheduling policies to now embed SchedPolicyState instead of baseScheduler. Approved-by: Pradyumna Kaushik <pkaushi1@binghamton.edu>
2018-01-19 21:20:43 +00:00
}
type baseSchedPolicyState struct {
SchedPolicyState
// Keep track of the number of tasks that have been scheduled.
numTasksScheduled int
// Distribution of tasks that the scheduling policy is most appropriate for.
// This distribution corresponds to the ratio of low power consuming tasks to
// high power consuming tasks.
TaskDistribution float64 `json:"taskDist"`
// The average variance in cpu-share per task that this scheduling policy can cause.
// Note: This number corresponds to a given workload.
VarianceCpuSharePerTask float64 `json:"varCpuShare"`
}
func (bsps *baseSchedPolicyState) SwitchIfNecessary(spc SchedPolicyContext) {
baseSchedRef := spc.(*BaseScheduler)
// Switching scheduling policy only if feature enabled from CLI
if baseSchedRef.schedPolSwitchEnabled {
// Name of the scheduling policy to switch to.
switchToPolicyName := ""
// Need to recompute size of the scheduling window for the next offer cycle.
// The next scheduling policy will schedule at max schedWindowSize number of tasks.
baseSchedRef.schedWindowSize, baseSchedRef.numTasksInSchedWindow =
baseSchedRef.schedWindowResStrategy.Apply(func() interface{} { return baseSchedRef.tasks })
// 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
}
}
}
}
// 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
}