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# The Kubernetes Scheduler
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The Kubernetes scheduler runs as a process alongside the other master
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components such as the API server. Its interface to the API server is to watch
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for Pods with an empty PodSpec.NodeName, and for each Pod, it posts a Binding
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indicating where the Pod should be scheduled.
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## The scheduling process
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The scheduler tries to find a node for each Pod, one at a time, as it notices
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these Pods via watch. There are three steps. First it applies a set of "predicates" that filter out
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inappropriate nodes. For example, if the PodSpec specifies resource limits, then the scheduler
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will filter out nodes that don't have at least that much resources available (computed
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as the capacity of the node minus the sum of the resource limits of the containers that
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are already running on the node). Second, it applies a set of "priority functions"
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that rank the nodes that weren't filtered out by the predicate check. For example,
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it tries to spread Pods across nodes while at the same time favoring the least-loaded
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nodes (where "load" here is sum of the resource limits of the containers running on the node,
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divided by the node's capacity).
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Finally, the node with the highest priority is chosen
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(or, if there are multiple such nodes, then one of them is chosen at random). The code
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for this main scheduling loop is in the function `Schedule()` in
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[plugin/pkg/scheduler/generic_scheduler.go](../../plugin/pkg/scheduler/generic_scheduler.go)
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## Scheduler extensibility
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The scheduler is extensible: the cluster administrator can choose which of the pre-defined
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scheduling policies to apply, and can add new ones. The built-in predicates and priorities are
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defined in [plugin/pkg/scheduler/algorithm/predicates/predicates.go](../../plugin/pkg/scheduler/algorithm/predicates/predicates.go) and
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[plugin/pkg/scheduler/algorithm/priorities/priorities.go](../../plugin/pkg/scheduler/algorithm/priorities/priorities.go), respectively.
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The policies that are applied when scheduling can be chosen in one of two ways. Normally,
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the policies used are selected by the functions `defaultPredicates()` and `defaultPriorities()` in
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[plugin/pkg/scheduler/algorithmprovider/defaults/defaults.go](../../plugin/pkg/scheduler/algorithmprovider/defaults/defaults.go).
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However, the choice of policies
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can be overridden by passing the command-line flag `--policy-config-file` to the scheduler, pointing to a JSON
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file specifying which scheduling policies to use. See
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[examples/scheduler-policy-config.json](../../examples/scheduler-policy-config.json) for an example
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config file. (Note that the config file format is versioned; the API is defined in
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[plugin/pkg/scheduler/api/](../../plugin/pkg/scheduler/api/)).
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Thus to add a new scheduling policy, you should modify predicates.go or priorities.go,
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and either register the policy in `defaultPredicates()` or `defaultPriorities()`, or use a policy config file.
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## Exploring the code
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If you want to get a global picture of how the scheduler works, you can start in
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[plugin/cmd/kube-scheduler/app/server.go](../../plugin/cmd/kube-scheduler/app/server.go)
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[![Analytics](https://kubernetes-site.appspot.com/UA-36037335-10/GitHub/docs/design/scheduler.md?pixel)]()
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