Add a blog post about QueueingHint

content/en/blog/_posts/2023-12-13-scheduler-queueinghint/index.md

@@ -0,0 +1,111 @@
+---
+layout: blog
+title: "Kubernetes v1.29: QueueingHint Brings a New Possibility to Optimize Our Scheduling"
+date: 2023-12-13:00:00-08:00
+slug: scheduler-queueinghint
+---
+
+**Author:** [Kensei Nakada](https://github.com/sanposhiho) (Mercari)
+
+The scheduler is the core component that decides which Node Pods run on.
+Basically, it schedules Pods **one by one**, 
+and thus the larger your cluster is, the more crucial the throughput of the scheduler is.
+
+The throughput of the scheduler is our eternal challenge, 
+over the years, SIG Scheduling have been putting effort to improve the scheduling throughput by many enhancements.
+
+In this blog post, I'll introduce a recent major improvement in the scheduler: a new
+[scheduling context element](/docs/concepts/scheduling-eviction/scheduling-framework/#extension-points)
+named _QueueingHint_.
+We'll go through the explanation of the basic background knowledge of the scheduler,
+and how QueueingHint improves our scheduling throughput.
+
+## Scheduling queue
+
+The scheduler stores all unscheduled Pods in an internal component that we call the Scheduling Queue.
+
+The Scheduling Queue is composed of three data structures: ActiveQ, BackoffQ and Unschedulable Pod Pool.
+- ActiveQ: It holds newly created Pods or Pods which are ready to be retried for scheduling.
+- BackoffQ: It holds Pods which are ready to be retried, but are waiting for a backoff period, which depends on the number of times the scheduled attempted to schedule the Pod.
+- Unschedulable Pod Pool: It holds Pods which should not be scheduled for now, because they have a Scheduling Gate or because the scheduler attempted to schedule them and nothing has changed in the cluster that could make the Pod schedulable.
+
+## Scheduling framework and plugins
+
+The Kubernetes scheduler is implemented following the Kubernetes
+[scheduling framework](/docs/concepts/scheduling-eviction/scheduling-framework/).
+
+And, each scheduling requirements are implemented as a plugin.
+(e.g., [Pod affinity](/docs/concepts/scheduling-eviction/assign-pod-node/#inter-pod-affinity-and-anti-affinity)
+is implemented in the `PodAffinity` plugin.)
+
+The first phase, called the _scheduling cycle_, takes Pods from activeQ **one by one**, runs all plugins' logic,
+and lastly decides in which Node to run the Pod, or concludes that the Pod cannot go to anywhere for now.
+
+If the scheduling is successful, the second phase, called the _binding cycle_, binds the Pod with
+the Node by communicating the decision to the API server.
+But, if it turns out that the Pod cannot go to anywhere during the scheduling cycle,
+the binding cycle isn't executed; instead the Pod is moved back to the scheduling queue.
+Although there are some exceptions, unscheduled Pods enter the _unschedulable pod pool_.
+
+Pods in Unschedulable Pod Pool are moved to ActiveQ/BackoffQ 
+only when Scheduling Queue identifies changes in the cluster that might be schedulable if we retry the scheduling.
+
+That is a crucial step because Scheduling Cycle is performed for Pods one by one -
+if we didn't have Unschedulable Pod Pool and kept retrying the scheduling of any Pods, 
+multiple Scheduling Cycles would be wasted for Pods with no chance to be scheduled.
+
+Then, how do they decide when to move a Pod back into the ActiveQ? How do they notice that Pods might be schedulable now?
+Here QueueingHints come into play.
+
+## QueueingHint
+
+QueueingHint is callback function per plugin to notice an object addition/update/deletion in the cluster (we call them cluster events)
+that may make Pods schedulable.
+
+Let's say the Pod `pod-a` has a required Pod affinity, and got rejected in scheduling cycle by the `PodAffinity` plugin
+because no Node has any Pod matching the Pod affinity specification for `pod-a`.
+
+![pod-a got rejected by PodAffinity](./queueinghint1.svg)
+
+When an unscheduled Pod is put into the unschedulable pod pool, the scheduling queue
+records which plugins caused the scheduling failure of the Pod.
+In this example, scheduling queue notes that `pod-a` was rejected by PodAffinity.
+
+`pod-a` will never be schedulable until the PodAffinity failure is resolved somehow.
+The Scheduling Queue uses the QueueingHints from plugins that rejected the Pod, which is PodAffinity in the example.
+
+A QueueingHint subscribes to a particular kind of cluster event and make a decision whether an incoming event could make the Pod schedulable.
+Thinking about when PodAffinity failure could be resolved,
+one possible scenario is that an existing Pod gets a new label which matches with `pod-a`'s PodAffinity.
+
+PodAffinity QueueingHint checks all Pod updates happening in the cluster, 
+and when it catches such update, the scheduling queue moves `pod-a` to activeQ/backoffQ.
+
+![pod-a is moved by PodAffinity QueueingHint](./queueinghint2.svg)
+
+We actually already have a similar functionality called `preCheck` inside the scheduling queue,
+which filter out cluster events based on Kubernetes core scheduling constraints - 
+for example, filtering out node related events when nodes aren't ready.
+
+But, it's not ideal because this hard-coded `preCheck` refers to in-tree plugins logic,
+and it causes issues for custom plugins (for example: [#110175](https://github.com/kubernetes/kubernetes/issues/110175)).
+
+## What's new in v1.29
+
+Within SIG Scheduling, we have been working on the development of QueueingHint since
+Kubernetes v1.28.
+In v1.28, only one alpha plugin (DRA) supported QueueingHint,
+and in v1.29, some stable plugins started to implement QueueingHints.
+
+QueueingHint is not something user-facing, but we have a feature gate (`SchedulerQueueingHints`) as a safety net 
+because QueueingHint changes a critical path of the scheduler and adds some memory overhead, depending on how busy a cluster is.
+
+## Getting involved
+
+These features are managed by Kubernetes [SIG Scheduling](https://github.com/kubernetes/community/tree/master/sig-scheduling).
+
+Please join us and share your feedback. 
+
+## How can I learn more?
+
+- [KEP-4247: Per-plugin callback functions for efficient requeueing in the scheduling queue](https://github.com/kubernetes/enhancements/blob/master/keps/sig-scheduling/4247-queueinghint/README.md)