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Using the Cluster Autoscaler with Agones #368
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Updated with exact details on the Taint being applied to the Node. Worked it out by digging through the code. |
This is great, I think one potential issue is when to scale up. For our servers, we use stateful Unity game servers and having an option where we can always leave one empty server running would be desired. I'm wondering what's the best way for demand to be fed into the autoscaler. Regarding scale down, the defaults of 10 minutes are fine for me, given that it will ensure that spin up times are reasonably fast. |
@GabeBigBoxVR you would essentially control scale up/down by scaling up and down your Fleets - you cluster would then adjust to the space the Fleet was taking up accordingly. It's actually quite a nice model, as you only need to influence one part of your config - the rest happens automatically. You can see some work on a Fleet autoscaler in #340 |
Updated with some more thoughts on Fleet scale down - see history for changes. |
One of the first parts for Node autoscaling (googleforgames#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
One of the first parts for Node autoscaling (googleforgames#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
One of the first parts for Node autoscaling (googleforgames#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
Updated with what I think this is the working design - much simpler details, and much less room for error. See history for changes if you want to see previous versions. The only leftover question I have is about how the scheduler will work, but I think that's a solvable problem, and just requires some research. |
One of the first parts for Node autoscaling (googleforgames#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
One of the first parts for Node autoscaling (googleforgames#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
One of the first parts for Node autoscaling (googleforgames#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
One of the first parts for Node autoscaling (googleforgames#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
One of the first parts for Node autoscaling (googleforgames#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
One of the first parts for Node autoscaling (googleforgames#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
One of the first parts for Node autoscaling (googleforgames#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
One of the first parts for Node autoscaling (googleforgames#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
One of the first parts for Node autoscaling (googleforgames#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
One of the first parts for Node autoscaling (googleforgames#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
One of the first parts for Node autoscaling (googleforgames#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
One of the first parts for Node autoscaling (googleforgames#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
One of the first parts for Node autoscaling (#368) - make sure we essentially bin pack our allocated game servers. This change makes allocation first prioritise allocation from `Nodes` that already have the most `Allocated` `GameServers`, and then in the case of a tie, to the `Nodes` that have the most `Ready` `GameServers`. This sets us up for the next part, such that when we scale down a Fleet, it removes `GameServers` from `Nodes` that have the least `GameServers` on them.
…inity with a HostName topology. This does a pretty decent job of grouping together GameServer Pods. It does tend to distribute more widely when large groups of GameServer Pods get created, but it's worth experimenting with the first, before going the more risky route of a custom scheduler (in which we've already found some issues). We may also find as GameServers shut down at the end of sessions, they start to group together when they reschedule, as at lower load, the scheduler tends to do a better job of packing. Working towards googleforgames#368
…inity with a HostName topology. This does a pretty decent job of grouping together GameServer Pods. It does tend to distribute more widely when large groups of GameServer Pods get created, but it's worth experimenting with the first, before going the more risky route of a custom scheduler (in which we've already found some issues). We may also find as GameServers shut down at the end of sessions, they start to group together when they reschedule, as at lower load, the scheduler tends to do a better job of packing. Working towards googleforgames#368
…inity with a HostName topology. This does a pretty decent job of grouping together GameServer Pods. It does tend to distribute more widely when large groups of GameServer Pods get created, but it's worth experimenting with the first, before going the more risky route of a custom scheduler (in which we've already found some issues). We may also find as GameServers shut down at the end of sessions, they start to group together when they reschedule, as at lower load, the scheduler tends to do a better job of packing. Working towards googleforgames#368
…inity with a HostName topology. This does a pretty decent job of grouping together GameServer Pods. It does tend to distribute more widely when large groups of GameServer Pods get created, but it's worth experimenting with the first, before going the more risky route of a custom scheduler (in which we've already found some issues). We may also find as GameServers shut down at the end of sessions, they start to group together when they reschedule, as at lower load, the scheduler tends to do a better job of packing. Working towards googleforgames#368
…inity with a HostName topology. This does a pretty decent job of grouping together GameServer Pods. It does tend to distribute more widely when large groups of GameServer Pods get created, but it's worth experimenting with the first, before going the more risky route of a custom scheduler (in which we've already found some issues). We may also find as GameServers shut down at the end of sessions, they start to group together when they reschedule, as at lower load, the scheduler tends to do a better job of packing. Working towards googleforgames#368
…inity with a HostName topology. This does a pretty decent job of grouping together GameServer Pods. It does tend to distribute more widely when large groups of GameServer Pods get created, but it's worth experimenting with the first, before going the more risky route of a custom scheduler (in which we've already found some issues). We may also find as GameServers shut down at the end of sessions, they start to group together when they reschedule, as at lower load, the scheduler tends to do a better job of packing. Working towards #368
This is the final piece for ensuring that the Kubernetes Autoscaler works with Agones. This ensures that `GameServer` Pods cannot be evicted from the cluster, via annotations that the autoscaler uses to determine that `GameServer` Pods are unsafe to be evicted. This annotation has also been placed on the controller, but can be turned off via Helm chart variables. I expect that cluster autoscaling, and the backing strategies will get tweaked for performance and resource usage as we get more real world experience with it, but this is working relatively nicely right now. Closes googleforgames#368
This is the final piece for ensuring that the Kubernetes Autoscaler works with Agones. This ensures that `GameServer` Pods cannot be evicted from the cluster, via annotations that the autoscaler uses to determine that `GameServer` Pods are unsafe to be evicted. This annotation has also been placed on the controller, but can be turned off via Helm chart variables. I expect that cluster autoscaling, and the backing strategies will get tweaked for performance and resource usage as we get more real world experience with it, but this is working relatively nicely right now. Closes googleforgames#368
This is the final piece for ensuring that the Kubernetes Autoscaler works with Agones. This ensures that `GameServer` Pods cannot be evicted from the cluster, via annotations that the autoscaler uses to determine that `GameServer` Pods are unsafe to be evicted. This annotation has also been placed on the controller, but can be turned off via Helm chart variables. I expect that cluster autoscaling, and the backing strategies will get tweaked for performance and resource usage as we get more real world experience with it, but this is working relatively nicely right now. Closes #368
Problem
Design
The overall design to use the open source cluster autoscaler revolves around using the cluster autoscaler
to remove empty nodes as they appear, but specifically disallows the autoscaler from attempting to evict
GameServer
Pods in an attempt to move them to a new Node.This gives us the following benefits:
GameServers
.Since the autoscaler can be implement with Agones GameServers -- this essentially means that scaling and autoscaling can be essentially managed at a Fleet level.
If you want a bigger cluster, increase the size of your Fleet, and your cluster will adjust. If you want a smaller cluster, shrink your fleet, and the cluster will adjust.
Implementation
Write a scheduler that bin packs all our pods into as tight a cluster as possible
A custom scheduler will be built that will prioritise the scheduling of
GameServer
Pods onto Nodes that have the mostGameServer
pods.This will ease scaling down, as it will mean the game servers aren't spread out of many Nodes, and there is wasted resource space.
(Unless there is a way to do this with the default scheduler, but I've not found one so far -- best I could find was PreferredDuringSchedulingIgnoredDuringExecution on HostName)
Prioritise Allocating GameServers from Nodes that already have Allocated GameServers
To also make it easier to scale down, we essentially want to bin-pack as many allocated game servers on a single node as much as possible.
To that end, the
allocate()
function will order theGameServers
it is considering by the number of otherGameServers
that exist on the same node as it.This ensures that we don't end up with (as much as possible) a "swiss cheese" problem, with Allocated game servers spread out across the cluster. Bin packing Allocated
GameServers
makes it much easier Fleets to scale down in a way that will leave empty nodes for the autoscaler to delete.
When Fleets get shrunk, prioritise removal from Nodes with the least number of GameServer Pods
Again, to make it easier to create empty nodes when scaling down Fleets, prioritise removing un-allocated
GameServer
Pods from Nodes with the least numberof
GameServers
Pods currently on them.Mark All GameServer Pods as not "safe-to-evict"
If a Pod has the annotation
cluster-autoscaler.kubernetes.io/safe-to-evict: false
, then the Node that the Pod is on cannot be removed.Therefore, all
GameServer
Pods should have the annotationcluster-autoscaler.kubernetes.io/safe-to-evict: false
, so the autoscaler will not attempt to evict them.Since we are bin packing through our custom scheduler, we won't actually have a need to move existing
GameServer
pods when nodes shrink, as we will only be leaving behind empty Nodes.Mark the Agones controller as
safe-to-evict: false
The Agones controller should have the annotation
cluster-autoscaler.kubernetes.io/safe-to-evict: false
, to ensure the autoscalerdoesn't try and move around the controller.
Documentation
Documentation of the above needs to be implemented, but also pointing to how to setup the autoscaler on different cloud providers, etc.
Research
History
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