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proposal for supporting numa policy on pod
Signed-off-by: KunWuLuan <kunwuluan@gmail.com>
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docs/proposals/scheduling/20240131-pod-level-numa-policy.md
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--- | ||
title: Pod Level numa topology policy | ||
authors: | ||
- "@kunwuluan" | ||
reviewers: | ||
- "@eahydra" | ||
- "@zwzhang0107" | ||
- "hormes" | ||
creation-date: 2024-01-31 | ||
last-updated: 2024-01-31 | ||
--- | ||
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# Pod Level numa topology policy | ||
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## Table of Contents | ||
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- [Pod Level numa topology policy](#pod-level-numa-topology-policy) | ||
- [Table of Contents](#table-of-contents) | ||
- [Summary](#summary) | ||
- [Motivation](#motivation) | ||
- [Proposal](#proposal) | ||
- [Goal](#goal) | ||
- [Non-Goal](#non-goal) | ||
- [Use Cases](#use-cases) | ||
- [API](#api) | ||
- [SingleNUMANodeExclusive](#singlenumanodeexclusive) | ||
- [Examples](#examples) | ||
- [Work with Node-Level Policy](#work-with-node-level-policy) | ||
- [CPU Policy for Different Policy](#cpu-policy-for-different-policy) | ||
- [Work with Device Joint Allocation](#work-with-device-joint-allocation) | ||
- [Changes In Scheduler](#changes-in-scheduler) | ||
- [NUMA Aware Resource](#numa-aware-resource) | ||
- [Arguments](#arguments) | ||
- [Filter](#filter) | ||
- [Hint](#hint) | ||
- [Score](#score) | ||
- [Graduation criteria](#graduation-criteria) | ||
- [Alternatives](#alternatives) | ||
- [Implementation History](#implementation-history) | ||
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## Summary | ||
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Introduce new api for pod level numa topology policy. With the new api, users can specify numa topology policy for each | ||
pod, so that pods that are more sensitive to latency can decide how they need to be orchestrated, rather than being passively | ||
scheduled according to the numa topology policy on the node. | ||
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## Motivation | ||
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With numa topology policy set on node, users need to set nodeSelector or nodeAffinity to place the application under the | ||
same numa. This means to split the nodes in cluster into static groups. In large clusters, with lots of nodes that can serve | ||
different purposes, it's not unreasonable to dedicate a node (or set of nodes) to a certain numa topology policy, and | ||
direct pods to those nodes using a nodeSelector. It's mostly problematic in smaller clusters where you don't have the | ||
luxury of special-purposing nodes like this and you want to binpack pods onto nodes as tightly as possible (while still | ||
reaping the benefits of topology-alignment). So we need a way to specify numa topology policy for each pod. | ||
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## Proposal | ||
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### Goal | ||
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- Allow users to specify numa topology policy on workloads. | ||
- Protect the QoS requirement for workloads with `SingleNUMANode` policy by preventing pods that cross | ||
numa and pods with `SingleNUMANode` policy from being deployed on the same numa. | ||
- New API should be compatible with numa topology policy on nodes. This means if users don't specify NUMA scheduling | ||
policy on workloads, numa topology policy on nodes should still work. | ||
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### Non-Goal | ||
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- Change the device and CPU, Memory allocation rules during NUMA-aware scheduling. | ||
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### Use Cases | ||
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- As a cluster user, I don't have privileges to set the numa topology policy on the node, and I want to set `SingleNUMANode` | ||
for my pods so that they can be binpacked as tightly as possible. | ||
- As a cluster admin, split my cluster into 2 small cluster according to numa topology policy may reduce gpu utilization. | ||
- As a cluster user, I hope there is a method for me to indicate that my workload do not want to be placed with a cross | ||
numa workload because these workloads may use too much memory and result in my inability to obtain the requested memory | ||
resources. | ||
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[//]: # (- As a cluster admin, I hope there is no inference between jobs with different numa topology policy. This option should be a global ) | ||
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[//]: # (setting so that I can enable and disable it easily.) | ||
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### API | ||
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We will introduce a new property in pod `scheduling.koordinator.sh/resource-spec`: `numaTopologyPolicy`. | ||
The value of this label can be `""`, `Restricted`, `SingleNUMANode`, `BestEffort`. The default value of this label is `""`. | ||
The meaning of these values is same with the value of policy on node. | ||
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#### SingleNUMANodeExclusive | ||
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To protect the QoS for the pod with `SingleNUMANode` policy, pods that cross numa should not be placed on the same numa | ||
with the pod being scheduled on one numa. Sometimes this may lead to situations where workloads that use multiple NUMAs | ||
could never be scheduled. Therefore, we allow some critical workloads to break this restriction. | ||
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We will introduce a new property in pod `scheduling.koordinator.sh/resource-spec`: | ||
`singleNUMANodeExclusive` to reach the goal, the value of this property can be: | ||
- `preferred`: a numa with a SingleNUMANode pod will not be scheduled another pod with multi-numa if there is another idle numa. | ||
- `required`: a numa with a SingleNUMANode pod can not be scheduled another pod with multi-numa. | ||
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If `SingleNUMANodeExclusive` not set by user, it will be treated as if 'exclusive' were used to ensure that 'SingleNUMANode' | ||
is not affected by other policies. | ||
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[//]: # (We will introduce a new argument in scheudler's config: `SingleNUMANodeExclusive`, the value of this property | ||
can be:) | ||
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[//]: # (- `none`: a numa with a SingleNUMANode pod can be scheduled another pod with multi-numa.) | ||
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[//]: # (- `besteffort`: a numa with a SingleNUMANode pod will not be scheduled another pod with multi-numa if there is | ||
another idle numa.) | ||
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[//]: # (- `exclusive`: a numa with a SingleNUMANode pod can not be scheduled another pod with multi-numa.) | ||
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[//]: # (`SingleNUMANodeExclusive` should not be set by users, because some users may set all his/her pods as exclusive | ||
so that all pods with restricted policy cannot be scheduled.) | ||
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#### Examples | ||
``` yaml | ||
metadata: | ||
annotations:|- | ||
{ | ||
"numaTopologyPolicy": "SingleNUMANode", | ||
} | ||
spec: | ||
containers: | ||
resource: | ||
requests: | ||
cpu: 1 | ||
limits: | ||
cpu: 1 | ||
``` | ||
This pod will be allocated with an exclusive cpu. | ||
``` yaml | ||
metadata: | ||
annotations:|- | ||
{ | ||
"numaTopologyPolicy": "SingleNUMANode", | ||
} | ||
spec: | ||
containers: | ||
resource: | ||
requests: | ||
cpu: 1 | ||
limits: | ||
cpu: 2 | ||
``` | ||
This pod will be allocated in shared pool. | ||
``` yaml | ||
metadata: | ||
annotations:|- | ||
{ | ||
"numaTopologyPolicy": "SingleNUMANode", | ||
} | ||
spec: | ||
containers: | ||
resource: | ||
requests: | ||
cpu: 1 | ||
nvidia.com/gpu: 1 | ||
limits: | ||
cpu: 1 | ||
nvidia.com/gpu: 1 | ||
``` | ||
GPU and cpu will be aligned in one NUMA node for this pod. | ||
``` yaml | ||
spec: | ||
containers: | ||
resource: | ||
requests: | ||
cpu: 1 | ||
nvidia.com/gpu: 1 | ||
limits: | ||
cpu: 1 | ||
nvidia.com/gpu: 1 | ||
``` | ||
We will not bind align gpu and cpu for this pod in one numa, because there is no | ||
numa topology policy on pod. | ||
### Work with Node-Level Policy | ||
We want to make the new API compatible with the numa topology policy on node. So if the policy on pod and on node are | ||
different, we will not place the pod on node. If the policy on node is `""`, means the node is able to place any workload, | ||
then we can schedule pod as we like. On the other hand, `""` in workload's policy means the pod do not have any requirement | ||
for scheduling, so it can be placed on any node. Just schedule it as we what we do before. | ||
So we have these rules: | ||
- If the policy on pod is not `""`, the scheduler will use the policy set on pod. | ||
Pod with a not-none policy can be scheduled on a node only if the policy | ||
on the node is `""` or the same as the policy on pod. | ||
- If the policy on pod is not set or is `""`, then the scheduler will use the policy set on node. | ||
| | SingleNUMANode node | Restricted node | Besteffort node | none node | | ||
|----------------|-----------------------|-----------------|-----------------|-----------| | ||
| SingleNUMANode | ✅ | ❌ | ❌ | ✅ | | ||
| Restricted | ❌ | ✅ | ❌ | ✅ | | ||
| Besteffort | ❌ | ❌ | ✅ | ✅ | | ||
| none | ✅ | ✅ | ✅ | ✅ | | ||
### CPU Policy for Different Policy | ||
First, we should maintain consistent behavior when schedule a pod without numa topology policy in annotations. For a pod | ||
with numa topology policy in annotations on a node without numa topology policy, our behavior will be consistent with that | ||
of the nodes with labels. | ||
### Work with Device Joint Allocation | ||
This should be compatible with Device Joint Allocation, because this feature should maintain consistent behavior with | ||
policy on node. | ||
### Changes In Scheduler | ||
#### NUMA Aware Resource | ||
##### Arguments | ||
Will add a property in arguments. Like the following: | ||
``` go | ||
// CPUBindPolicy defines the CPU binding policy | ||
type NUMAExclusivePolicy = string | ||
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const ( | ||
NUMAExclusiveBesteffort = "Preferred" | ||
NUMAExclusiveExclusive = "Reuqired" | ||
) | ||
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type NodeNUMAResourceArgs struct { | ||
... | ||
SingleNUMANodeExclusive NUMAExclusivePolicy | ||
} | ||
``` | ||
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This argument only work on pods with new label, so we can maintain the consistant behavior as before for the users who | ||
do not use the new label. | ||
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##### Filter | ||
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Topology manager should find the policy on pod and check if the policy on node is same as the policy on pod. If not, the | ||
node will be marked as `UnschedulableAndUnresolvable`. | ||
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If there is no numa topology policy on pod, we should maintain consistent behavior as before. | ||
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##### Hint | ||
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We will get policy from pod prior than node. | ||
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When try to find available hints, if the hint contains a SingleNUMANode pod and `SingleNUMANodeExclusive=Required`, | ||
we will skip the hint. | ||
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When calculate the scores for hints, if the hint contains a SingleNUMANode pod and `SingleNUMANodeExclusive=Preferred`, | ||
score for the hint will be set as 0. | ||
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##### Score | ||
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By default, scheduler will place pods with spread policy, pods that need to placed span multi numas can schedule failed | ||
when every numa node is placed with one SingleNUMANode pod. So we will prioritize placing SingleNUMANode pods together. | ||
Score will be calculated in the following way: | ||
`score=(100-(num-of-numanode)*10)+10*(requested/allocated)` | ||
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`(100-(num-of-numanode)*10)` is the base score, nodes that require multiple numas to satisfy will always score lower | ||
than nodes that can be satisfied with just one numa. | ||
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`10*(requested/allocated)` means nodes with high utilization score higher than those with low utilization. | ||
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## Graduation criteria | ||
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This plugin will not be enabled only when users enable it in scheduler framework and add a label in pods. | ||
So it is safe to be beta. | ||
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* Beta | ||
- [ ] Add E2E tests. | ||
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## Alternatives | ||
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## Implementation History |