// Filters the minions to find the ones that fit based on the given predicate functions
// Each minion is passed through the predicate functions to determine if it is a fit
func findNodesThatFit(pod *api.Pod, podLister algorithm.PodLister, predicateFuncs map[string]algorithm.FitPredicate, nodes api.NodeList) (api.NodeList, FailedPredicateMap, error) {
filtered := []api.Node{}
machineToPods, err := predicates.MapPodsToMachines(podLister)
failedPredicateMap := FailedPredicateMap{}
if err != nil {
return api.NodeList{}, FailedPredicateMap{}, err
}
for _, node := range nodes.Items {
fits := true
for name, predicate := range predicateFuncs {
fit, err := predicate(pod, machineToPods[node.Name], node.Name)
if err != nil {
return api.NodeList{}, FailedPredicateMap{}, err
}
if !fit {
fits = false
if _, found := failedPredicateMap[node.Name]; !found {
failedPredicateMap[node.Name] = util.StringSet{}
}
failedPredicateMap[node.Name].Insert(name)
break
}
}
if fits {
filtered = append(filtered, node)
}
}
return api.NodeList{Items: filtered}, failedPredicateMap, nil
}
// LeastRequestedPriority is a priority function that favors nodes with fewer requested resources.
// It calculates the percentage of memory and CPU requested by pods scheduled on the node, and prioritizes
// based on the minimum of the average of the fraction of requested to capacity.
// Details: cpu((capacity - sum(requested)) * 10 / capacity) + memory((capacity - sum(requested)) * 10 / capacity) / 2
func LeastRequestedPriority(pod *api.Pod, podLister algorithm.PodLister, minionLister algorithm.MinionLister) (api.HostPriorityList, error) {
nodes, err := minionLister.List()
if err != nil {
return api.HostPriorityList{}, err
}
podsToMachines, err := predicates.MapPodsToMachines(podLister)
list := api.HostPriorityList{}
for _, node := range nodes.Items {
list = append(list, calculateResourceOccupancy(pod, node, podsToMachines[node.Name]))
}
return list, nil
}
// BalancedResourceAllocation favors nodes with balanced resource usage rate.
// BalancedResourceAllocation should **NOT** be used alone, and **MUST** be used together with LeastRequestedPriority.
// It calculates the difference between the cpu and memory fracion of capacity, and prioritizes the host based on how
// close the two metrics are to each other.
// Detail: score = 10 - abs(cpuFraction-memoryFraction)*10. The algorithm is partly inspired by:
// "Wei Huang et al. An Energy Efficient Virtual Machine Placement Algorithm with Balanced Resource Utilization"
func BalancedResourceAllocation(pod *api.Pod, podLister algorithm.PodLister, minionLister algorithm.MinionLister) (algorithm.HostPriorityList, error) {
nodes, err := minionLister.List()
if err != nil {
return algorithm.HostPriorityList{}, err
}
podsToMachines, err := predicates.MapPodsToMachines(podLister)
list := algorithm.HostPriorityList{}
for _, node := range nodes.Items {
list = append(list, calculateBalancedResourceAllocation(pod, node, podsToMachines[node.Name]))
}
return list, nil
}
// Filters the minions to find the ones that fit based on the given predicate functions
// Each minion is passed through the predicate functions to determine if it is a fit
func findNodesThatFit(pod *api.Pod, podLister algorithm.PodLister, predicateFuncs map[string]algorithm.FitPredicate, nodes api.NodeList, cloud cloudprovider.Interface) (api.NodeList, FailedPredicateMap, error) {
filtered := []api.Node{}
machineToPods, err := predicates.MapPodsToMachines(podLister)
failedPredicateMap := FailedPredicateMap{}
if err != nil {
return api.NodeList{}, FailedPredicateMap{}, err
}
for _, node := range nodes.Items {
fits := true
for name, predicate := range predicateFuncs {
fit, err := predicate(pod, machineToPods[node.Name], node.Name)
if err != nil {
return api.NodeList{}, FailedPredicateMap{}, err
}
if !fit {
fits = false
if _, found := failedPredicateMap[node.Name]; !found {
failedPredicateMap[node.Name] = util.StringSet{}
}
failedPredicateMap[node.Name].Insert(name)
break
}
}
if fits {
filtered = append(filtered, node)
}
}
if cloud != nil {
ext, supported := cloud.SchedulerExtension()
if supported {
filteredList, err := ext.Filter(pod, &api.NodeList{Items: filtered})
if err != nil {
return api.NodeList{}, FailedPredicateMap{}, err
}
filtered = filteredList.Items
}
}
return api.NodeList{Items: filtered}, failedPredicateMap, nil
}