Blog article on "Demystifying activator on the data path" #5709

skonto · 2023-10-11T12:51:10Z

Introduces a new article on how Knative Pod Autoscaler decides when to add Activator on path and dives into certain concepts of how autoscaling works.
Adds an example of a scaled service and follows the steps done from the autoscaler in order to deal with the traffic demand.
It is a common user question as to when a ksvc is in proxy mode and when it goes to serve mode. I think we need to clarify certain stuff for better adoption and this is a starting article.

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ReToCode

Quite some comments, feel free to take up what you think is useful. I like the approach and your work on this to make it more clear.

ReToCode · 2023-10-11T13:33:27Z

blog/docs/articles/demystifying-activator-on-path.md

+
+_In this blog post you will learn how to recognize when activator is on the data path and what it triggers that behavior._
+
+A knative service can operate in two modes:proxy mode and serve mode.


nit: Knative
and add a blank after :

ReToCode · 2023-10-11T13:34:07Z

blog/docs/articles/demystifying-activator-on-path.md

+_In this blog post you will learn how to recognize when activator is on the data path and what it triggers that behavior._
+
+A knative service can operate in two modes:proxy mode and serve mode.
+When in proxy mode Activator is on the data path and it will stay on path until certain conditions are met.


on the data path (which means the incoming requests are routed through the Activator component)

ReToCode · 2023-10-11T13:34:23Z

blog/docs/articles/demystifying-activator-on-path.md

+_In this blog post you will learn how to recognize when activator is on the data path and what it triggers that behavior._
+
+A knative service can operate in two modes:proxy mode and serve mode.
+When in proxy mode Activator is on the data path and it will stay on path until certain conditions are met.


certain conditions (more on this later)

ReToCode · 2023-10-11T13:34:34Z

blog/docs/articles/demystifying-activator-on-path.md

+
+A knative service can operate in two modes:proxy mode and serve mode.
+When in proxy mode Activator is on the data path and it will stay on path until certain conditions are met.
+When these conditions are met Activator is removed from the path and the service transitions to serve mode.


path -> data path

ReToCode · 2023-10-11T13:34:45Z

blog/docs/articles/demystifying-activator-on-path.md

+A knative service can operate in two modes:proxy mode and serve mode.
+When in proxy mode Activator is on the data path and it will stay on path until certain conditions are met.
+When these conditions are met Activator is removed from the path and the service transitions to serve mode.
+Although it was not always like that when a service scales from/to zero activator is added by default to the path.


path -> data path

ReToCode · 2023-10-11T13:44:07Z

blog/docs/articles/demystifying-activator-on-path.md

+hey -z 600s -c 20 -q 1 -host "autoscale-go.default.example.com" "http://192.168.39.43:32718?sleep=1000"
+```
+
+Initially activator when get a request in it sends stats to the autoscaler which tries to


Can you reword this a bit?

ReToCode · 2023-10-11T13:44:41Z

blog/docs/articles/demystifying-activator-on-path.md

+Since the pod is not up yet: EBS = 0*10 - floor(19.874) - 10 = -30
+
+
+Given the new statistics kpa decides to scale to 3 pods.


maybe add, "as one pod is set to a target of 10 requests"

ReToCode · 2023-10-11T13:44:59Z

blog/docs/articles/demystifying-activator-on-path.md

+{"severity":"INFO","timestamp":"2023-10-10T15:32:57.241421042Z","logger":"autoscaler","caller":"kpa/scaler.go:370","message":"Scaling from 1 to 3","commit":"f1617ef","knative.dev/controller":"knative.dev.serving.pkg.reconciler.autoscaling.kpa.Reconciler","knative.dev/kind":"autoscaling.internal.knative.dev.PodAutoscaler","knative.dev/traceid":"6dcf87c9-15d8-41d3-95ae-5ca9b3d90705","knative.dev/key":"default/autoscale-go-00001"}
+```
+
+But let's see why is this so. The log above comes from the multi-scaler which reports


But let's see why is this is the case.

ReToCode · 2023-10-11T13:45:39Z

blog/docs/articles/demystifying-activator-on-path.md

+The target value is the utilization in terms of concurrency and that is is 0.7*(revision_target).
+In this case this is 7. So we have for example for the panic window: ceil(19.874/7)=3
+
+**Note:** if RPS is used then the utilization factor is 0.75.


That might need more explaining

ReToCode · 2023-10-11T13:48:49Z

blog/docs/articles/demystifying-activator-on-path.md

@@ -0,0 +1,182 @@
+# Demystifying Activator on path


after reading the full text, it might be good to add the generic concept before going into the details. Something like

The activator acts as a component on the data-path to enable traffic buffering when a service is scaled-to-zero. One lesser known feature of activator is, that it can act as a request buffer that handles back-pressure with the goal to not overload a Knative service. For this, a Knative service can define how much traffic it can handle using annotations (link to docs here). The autoscaler component will use this information to calculate the amount of pods needed to handle the incoming traffic for a specific Knative service.

It might even be good to add some more generic info about the activator to the intro (like why it's needed for scale to zero), or maybe link out to the overview in the serving repo

ReToCode · 2023-10-11T13:49:58Z

/cc @rhuss

rhuss

Thanks @skonto , very important topic! Highly appreciated!

I would do a second round of review, so don't want to mix with Reto's comments. I just added some technical comments and using the suggestion feature of GitHub to directly allow to add proposals with one click.

Another recommendation I usually follow is to allow seamless reviews on GitHub for markdown/asciidoc to write every sentence in a single line without a line break. That makes diffs much easier to understand and works nicely with the suggestion feature.

More on this: https://asciidoctor.org/docs/asciidoc-recommended-practices/#one-sentence-per-line

blog/docs/articles/demystifying-activator-on-path.md

skonto · 2023-10-13T12:36:33Z

Thanks for the review guys. This is still in draft mode, I will ping you for the second round as I need to adjust the content a bit, some important stuff are still missing.

psschwei

nice post! will do a more thorough review once it's no longer WIP, but had a couple of general comments on the draft:

psschwei · 2023-11-14T18:59:55Z

blog/docs/articles/demystifying-activator-on-path.md

@@ -0,0 +1,182 @@
+# Demystifying Activator on path


It might even be good to add some more generic info about the activator to the intro (like why it's needed for scale to zero), or maybe link out to the overview in the serving repo

psschwei · 2023-11-14T19:51:26Z

blog/docs/articles/demystifying-activator-on-path.md

+When the pod is up we have:
+
+```bash
+$ oc get po


nit: probably should stick with either kubectl or oc for these commands

Oups :) Yeah makes sense.

replaced with kubectl.

psschwei · 2023-11-14T19:53:59Z

blog/docs/articles/demystifying-activator-on-path.md

+autoscale-go-00001   Proxy   2            autoscale-go-00001   autoscale-go-00001-private   Unknown   NoHealthyBackends
+```
+
+Let's send some traffic (experiment was run on Minikube):


maybe mention that you'll be using hey to send that traffic (with a link to the tool, as some readers might not know what it is)

psschwei · 2023-11-14T19:55:15Z

blog/docs/articles/demystifying-activator-on-path.md

+  "severity": "DEBUG",
+  "timestamp": "2023-10-10T15:29:37.241575214Z",
+  "logger": "autoscaler",
+  "caller": "scaling/autoscaler.go:286",
+  "message": "PodCount=1 Total1PodCapacity=10.000 ObsStableValue=0.000 ObsPanicValue=0.000 TargetBC=10.000 ExcessBC=0.000",
+  "commit": "f1617ef",
+  "knative.dev/key": "default/autoscale-go-00001"


may want to consider filtering out parts here that aren't relevant to what you want to show, as they might obscure the info you want to highlight to the reader

I cleaned up the log msgs.

github-actions · 2024-02-15T01:23:37Z

This Pull Request is stale because it has been open for 90 days with
no activity. It will automatically close after 30 more days of
inactivity. Reopen with /reopen. Mark as fresh by adding the
comment /remove-lifecycle stale.

rhuss · 2024-02-19T07:45:09Z

/remove-lifecycle stale

@skonto what is the status of your blog post? Are you still up for publishing it? That would be great as I think this is a very important topic that many people would be interested in.

skonto · 2024-03-19T10:16:26Z

@skonto what is the status of your blog post? Are you still up for publishing it?

@rhuss I talked with @dprotaso I will try to publish it this week.

skonto · 2024-03-19T11:01:07Z

It might even be good to add some more generic info about the activator to the intro (like why it's needed for scale to zero), or maybe link out to the overview in the serving repo

Added a link to the docs we have.

skonto · 2024-03-19T13:47:37Z

@psschwei @ReToCode @rhuss @dprotaso pls review so we can merge it. It will be nice to have this in as it includes a few stuff that recently some users have asked about.

ReToCode

other than that, LGTM.

blog/docs/articles/demystifying-activator-on-path.md

ReToCode

/lgtm
/approve

/hold not sure if you want others to comment. Otherwise feel free to unhold.

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psschwei · 2024-03-20T09:29:02Z

I'm taking a look now

psschwei

This is fantastic! I've left a number of nits / suggestions / minor tweaks in the comments below, but feel free to disregard any/all of them or tweak them as you see fit, they're more editorial suggestions than requested changes.

psschwei · 2024-03-20T09:23:28Z

blog/docs/articles/demystifying-activator-on-path.md

+
+_In this blog post, you will learn how to recognize when the activator is on the data path and what triggers that behavior._
+
+The [activator](https://github.com/knative/serving/tree/main/docs/scaling#activator) acts as a component on the data path to enable traffic buffering when a service is scaled to zero.


nit

Suggested change

The [activator](https://github.com/knative/serving/tree/main/docs/scaling#activator) acts as a component on the data path to enable traffic buffering when a service is scaled to zero.

The [activator](https://github.com/knative/serving/tree/main/docs/scaling#activator) is placed on on the data path to enable traffic buffering when a service is scaled to zero.

This reads a little clearer to me

psschwei · 2024-03-20T09:28:06Z

blog/docs/articles/demystifying-activator-on-path.md

+In detail, when serving traffic, a Knative service can operate in two modes: the `proxy` mode and the `serve` mode.
+When in proxy mode, the activator is on the data path (which means the incoming requests are routed through the activator component), and it will stay on the path until certain conditions are met (more on this later).
+If these conditions are met, the activator will be removed from the data path, and the service will transition to serve mode.
+For example, when a service scales from/to zero, the activator is added to the data path by default.
+This default setting often confuses users, as the activator will not be removed from the path unless enough capacity is available.
+This is by intention, as one of the activator's roles (as mentioned above) is to offer back pressure capabilities so that a Knative service is not overloaded by incoming traffic.


I would reverse the order of these two paragraphs -- the info on proxy/serve modes and activator on/off path is useful background (esp. for folks who don't know much about how the activator works), so I'd cover that first and then go into handling back pressure, etc.

blog/docs/articles/demystifying-activator-on-path.md

psschwei · 2024-03-20T09:35:50Z

blog/docs/articles/demystifying-activator-on-path.md

+The default pod autoscaler in Knative (KPA) is a sophisticated algorithm that uses metrics from pods to make scaling decisions.
+Let's see in detail what happens when a new Knative service is created.
+
+Once the user creates a new service the corresponding Knative reconciler creates a Knative `Configuration` and a Knative `Route` for that service. 


maybe also a link to the components spec

psschwei · 2024-03-20T09:46:45Z

blog/docs/articles/demystifying-activator-on-path.md

+Let's see in detail what happens when a new Knative service is created.
+
+Once the user creates a new service the corresponding Knative reconciler creates a Knative `Configuration` and a Knative `Route` for that service. 
+Then the Configuration reconciler creates a `Revision` resource and the reconciler for the latter will create a PodAutoscaler(PA) resource along with the K8s deployment for the service.


Suggested change

Then the Configuration reconciler creates a `Revision` resource and the reconciler for the latter will create a PodAutoscaler(PA) resource along with the K8s deployment for the service.

Then the Configuration reconciler creates a `Revision` resource and the reconciler for the latter will create a `PodAutoscaler` (PA) resource along with the K8s deployment for the service.

psschwei · 2024-03-20T10:20:02Z

blog/docs/articles/demystifying-activator-on-path.md

+!!! note 
+
+     The experiment was run on Minikube and the [hey](https://github.com/rakyll/hey) tool was used for generating the traffic.


I would move this note to right around the graphs, as that's the first place that results / data are mentioned

psschwei · 2024-03-20T10:20:33Z

blog/docs/articles/demystifying-activator-on-path.md

+
+     The experiment was run on Minikube and the [hey](https://github.com/rakyll/hey) tool was used for generating the traffic.
+
+Initially activator when receives a request, sends stats to the autoscaler which tries to scale from zero based on some initial scale (default 1):


Suggested change

Initially activator when receives a request, sends stats to the autoscaler which tries to scale from zero based on some initial scale (default 1):

Initially when the activator receives a request, it sends stats to the autoscaler which tries to scale from zero based on some initial scale (default 1):

psschwei · 2024-03-20T10:27:18Z

blog/docs/articles/demystifying-activator-on-path.md

+Roughly the final desired number is (there is more logic that covers corner cases and checking against min/max scale limits)
+derived from the dppc we saw earlier.


Suggested change

Roughly the final desired number is (there is more logic that covers corner cases and checking against min/max scale limits)

derived from the dppc we saw earlier.

Roughly the final desired number is derived from the dppc we saw earlier (there is more logic that covers corner cases and checking against min/max scale limits).

psschwei · 2024-03-20T10:27:41Z

blog/docs/articles/demystifying-activator-on-path.md

+Roughly the final desired number is (there is more logic that covers corner cases and checking against min/max scale limits)
+derived from the dppc we saw earlier.
+
+In this case the target value is 0.7*10=10. So we have for example for the panic window: dppc=ceil(19.874/7)=3


Suggested change

In this case the target value is 0.7*10=10. So we have for example for the panic window: dppc=ceil(19.874/7)=3

In this case the target value is 0.7*10=10. So we have for example for the panic window: `dppc=ceil(19.874/7)=3`

psschwei · 2024-03-20T10:32:13Z

blog/docs/articles/demystifying-activator-on-path.md

+Then when we reach the required pod count and metrics are stable we get EBC=3*10 - floor(19.968) - 10=0:
+
+```
+  "timestamp": "2023-10-10T15:33:59.24118625Z",
+  "logger": "autoscaler",
+  "message": "PodCount=3 Total1PodCapacity=10.000 ObsStableValue=19.602 ObsPanicValue=19.968 TargetBC=10.000 ExcessBC=0.000",
+```
+


Suggested change

Then when we reach the required pod count and metrics are stable we get EBC=3*10 - floor(19.968) - 10=0:

```

"timestamp": "2023-10-10T15:33:59.24118625Z",

"logger": "autoscaler",

"message": "PodCount=3 Total1PodCapacity=10.000 ObsStableValue=19.602 ObsPanicValue=19.968 TargetBC=10.000 ExcessBC=0.000",

```

Then when we reach the required pod count and metrics are stable we get:

"timestamp": "2023-10-10T15:33:59.24118625Z",
"logger": "autoscaler",
"message": "PodCount=3 Total1PodCapacity=10.000 ObsStableValue=19.602 ObsPanicValue=19.968 TargetBC=10.000 ExcessBC=0.000",

EBC=3*10 - floor(19.968) - 10=0

the formatting is weird here due to the multiple blocks, but general idea was to move the EBC calc after the logs, to make the structure the same as the other sections

skonto · 2024-03-20T18:37:24Z

@psschwei thanks for the comments I will unhold so @dprotaso can reference the blog post for his Kubecon talk and then I will polish it in a follow up PR shortly.

/unhold

* demystifying activator on path * some fixes * Apply suggestions from code review - Roland Co-authored-by: Roland Huß <[email protected]> * Update blog/docs/articles/demystifying-activator-on-path.md Co-authored-by: Roland Huß <[email protected]> * update * fix * add some diagrams * add timeline and several fixes * updates * address some comments * add ref to the sample app * grammar, typos and other fixes * more grammar fixes * change personal link * make title specific * more fixes * explain a bit what app was used for tests * address comments --------- Co-authored-by: Roland Huß <[email protected]>

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skonto changed the title ~~Blog article on "Demystifying activator on path"~~ [wip] Blog article on "Demystifying activator on path" Nov 14, 2023

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knative sks mode proxy or server? knative/serving#14860

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skonto changed the title ~~[wip] Blog article on "Demystifying activator on path"~~ Blog article on "Demystifying activator on path" Mar 19, 2024

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address some comments

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skonto changed the title ~~Blog article on "Demystifying activator on path"~~ Blog article on "Demystifying activator on the data path" Mar 19, 2024

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skonto mentioned this pull request Mar 21, 2024

Polish the article "Demysifying the activator on data path" #5922

Merged


		_In this blog post you will learn how to recognize when activator is on the data path and what it triggers that behavior._

		A knative service can operate in two modes:proxy mode and serve mode.

		Since the pod is not up yet: EBS = 0*10 - floor(19.874) - 10 = -30


		Given the new statistics kpa decides to scale to 3 pods.


		_In this blog post, you will learn how to recognize when the activator is on the data path and what triggers that behavior._

		The [activator](https://github.com/knative/serving/tree/main/docs/scaling#activator) acts as a component on the data path to enable traffic buffering when a service is scaled to zero.

	Then the Configuration reconciler creates a `Revision` resource and the reconciler for the latter will create a PodAutoscaler(PA) resource along with the K8s deployment for the service.
	Then the Configuration reconciler creates a `Revision` resource and the reconciler for the latter will create a `PodAutoscaler` (PA) resource along with the K8s deployment for the service.

		!!! note

		The experiment was run on Minikube and the [hey](https://github.com/rakyll/hey) tool was used for generating the traffic.


		The experiment was run on Minikube and the [hey](https://github.com/rakyll/hey) tool was used for generating the traffic.

		Initially activator when receives a request, sends stats to the autoscaler which tries to scale from zero based on some initial scale (default 1):

	Initially activator when receives a request, sends stats to the autoscaler which tries to scale from zero based on some initial scale (default 1):
	Initially when the activator receives a request, it sends stats to the autoscaler which tries to scale from zero based on some initial scale (default 1):

		Roughly the final desired number is (there is more logic that covers corner cases and checking against min/max scale limits)
		derived from the dppc we saw earlier.

	Roughly the final desired number is (there is more logic that covers corner cases and checking against min/max scale limits)
	derived from the dppc we saw earlier.
	Roughly the final desired number is derived from the dppc we saw earlier (there is more logic that covers corner cases and checking against min/max scale limits).

	In this case the target value is 0.7*10=10. So we have for example for the panic window: dppc=ceil(19.874/7)=3
	In this case the target value is 0.7*10=10. So we have for example for the panic window: `dppc=ceil(19.874/7)=3`

Blog article on "Demystifying activator on the data path" #5709

Blog article on "Demystifying activator on the data path" #5709

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