From 8aa05770ae3f1e2e439bf72fd8caa35354472c17 Mon Sep 17 00:00:00 2001
From: Aidan Reilly <74046732+aireilly@users.noreply.github.com>
Date: Wed, 13 Apr 2022 15:44:33 +0100
Subject: [PATCH] TELCODOCS-374: Updates for CNF-3107 NUMA-aware scheduling

---
 _topic_maps/_topic_map.yml                    |   2 +
 ...enShift_Topology-aware_Scheduling_0222.png | Bin 0 -> 89856 bytes
 modules/cnf-about-numa-aware-scheduling.adoc  |  23 ++
 ...nf-checking-numa-aware-scheduler-logs.adoc | 146 ++++++++++++
 modules/cnf-creating-nrop-cr.adoc             |  88 ++++++++
 ...nf-deploying-the-numa-aware-scheduler.adoc | 112 ++++++++++
 ...nstalling-numa-resources-operator-cli.adoc | 101 +++++++++
 ...lling-numa-resources-operator-console.adoc |  33 +++
 .../cnf-scheduling-numa-aware-workloads.adoc  | 185 ++++++++++++++++
 ...oubleshooting-missing-rte-config-maps.adoc | 116 ++++++++++
 ...-troubleshooting-numa-aware-workloads.adoc | 208 ++++++++++++++++++
 ...roubleshooting-resource-topo-exporter.adoc |  92 ++++++++
 .../cnf-numa-aware-scheduling.adoc            |  43 ++++
 13 files changed, 1149 insertions(+)
 create mode 100644 images/216_OpenShift_Topology-aware_Scheduling_0222.png
 create mode 100644 modules/cnf-about-numa-aware-scheduling.adoc
 create mode 100644 modules/cnf-checking-numa-aware-scheduler-logs.adoc
 create mode 100644 modules/cnf-creating-nrop-cr.adoc
 create mode 100644 modules/cnf-deploying-the-numa-aware-scheduler.adoc
 create mode 100644 modules/cnf-installing-numa-resources-operator-cli.adoc
 create mode 100644 modules/cnf-installing-numa-resources-operator-console.adoc
 create mode 100644 modules/cnf-scheduling-numa-aware-workloads.adoc
 create mode 100644 modules/cnf-troubleshooting-missing-rte-config-maps.adoc
 create mode 100644 modules/cnf-troubleshooting-numa-aware-workloads.adoc
 create mode 100644 modules/cnf-troubleshooting-resource-topo-exporter.adoc
 create mode 100644 scalability_and_performance/cnf-numa-aware-scheduling.adoc

diff --git a/_topic_maps/_topic_map.yml b/_topic_maps/_topic_map.yml
index 74afa36b87..33d59309f9 100644
--- a/_topic_maps/_topic_map.yml
+++ b/_topic_maps/_topic_map.yml
@@ -2269,6 +2269,8 @@ Topics:
   Distros: openshift-origin,openshift-enterprise
 - Name: Using Topology Manager
   File: using-topology-manager
+- Name: Scheduling NUMA-aware workloads
+  File: cnf-numa-aware-scheduling
   Distros: openshift-origin,openshift-enterprise
 - Name: Scaling the Cluster Monitoring Operator
   File: scaling-cluster-monitoring-operator
diff --git a/images/216_OpenShift_Topology-aware_Scheduling_0222.png b/images/216_OpenShift_Topology-aware_Scheduling_0222.png
new file mode 100644
index 0000000000000000000000000000000000000000..510a625a02041de243f4c213394a9da2ea70a39b
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diff --git a/modules/cnf-about-numa-aware-scheduling.adoc b/modules/cnf-about-numa-aware-scheduling.adoc
new file mode 100644
index 0000000000..a488189a78
--- /dev/null
+++ b/modules/cnf-about-numa-aware-scheduling.adoc
@@ -0,0 +1,23 @@
+// Module included in the following assemblies:
+//
+// *scalability_and_performance/cnf-numa-aware-scheduling.adoc
+
+:_content-type: CONCEPT
+[id="cnf-about-numa-aware-scheduling_{context}"]
+= About NUMA-aware scheduling
+
+Non-Uniform Memory Access (NUMA) is a compute platform architecture that allows different CPUs to access different regions of memory at different speeds. NUMA resource topology refers to the locations of CPUs, memory, and PCI devices relative to each other in the compute node. Co-located resources are said to be in the same _NUMA zone_. For high-performance applications, the cluster needs to process pod workloads in a single NUMA zone.
+
+NUMA architecture allows a CPU with multiple memory controllers to use any available memory across CPU complexes, regardless of where the memory is located. This allows for increased flexibility at the expense of performance. A CPU processing a workload using memory that is outside its NUMA zone is slower than a workload processed in a single NUMA zone. Also, for I/O-constrained workloads, the network interface on a distant NUMA zone slows down how quickly information can reach the application. High-performance workloads, such as telecommunications workloads, cannot operate to specification under these conditions. NUMA-aware scheduling aligns the requested cluster compute resources (CPUs, memory, devices) in the same NUMA zone to process latency-sensitive or high-performance workloads efficiently. NUMA-aware scheduling also improves pod density per compute node for greater resource efficiency.
+
+The default {product-title} pod scheduler scheduling logic considers the available resources of the entire compute node, not individual NUMA zones. If the most restrictive resource alignment is requested in the kubelet topology manager, error conditions can occur when admitting the pod to a node. Conversely, if the most restrictive resource alignment is not requested, the pod can be admitted to the node without proper resource alignment, leading to worse or unpredictable performance. For example, runaway pod creation with `Topology Affinity Error` statuses can occur when the pod scheduler makes suboptimal scheduling decisions for guaranteed pod workloads by not knowing if the pod's requested resources are available. Scheduling mismatch decisions can cause indefinite pod startup delays. Also, depending on the cluster state and resource allocation, poor pod scheduling decisions can cause extra load on the cluster because of failed startup attempts.
+
+The NUMA Resources Operator deploys a custom NUMA resources secondary scheduler and other resources to mitigate against the shortcomings of the default {product-title} pod scheduler. The following diagram provides a high-level overview of NUMA-aware pod scheduling.
+
+.NUMA-aware scheduling overview
+image::216_OpenShift_Topology-aware_Scheduling_0222.png[Diagram of NUMA-aware scheduling that shows how the various components interact with each other in the cluster]
+
+NodeResourceTopology API:: The `NodeResourceTopology` API describes the available NUMA zone resources in each compute node.
+NUMA-aware scheduler:: The NUMA-aware secondary scheduler receives information about the available NUMA zones from the `NodeResourceTopology` API and schedules high-performance workloads on a node where it can be optimally processed.
+Node topology exporter:: The node topology exporter exposes the available NUMA zone resources for each compute node to the `NodeResourceTopology` API. The node topology exporter daemon tracks the resource allocation from the kubelet by using the `PodResources` API.
+PodResources API:: The `PodResources` API is local to each node and exposes the resource topology and available resources to the kubelet.
diff --git a/modules/cnf-checking-numa-aware-scheduler-logs.adoc b/modules/cnf-checking-numa-aware-scheduler-logs.adoc
new file mode 100644
index 0000000000..bd55eb24ec
--- /dev/null
+++ b/modules/cnf-checking-numa-aware-scheduler-logs.adoc
@@ -0,0 +1,146 @@
+// Module included in the following assemblies:
+//
+// *scalability_and_performance/cnf-numa-aware-scheduling.adoc
+
+:_module-type: PROCEDURE
+[id="cnf-checking-numa-aware-scheduler-logs_{context}"]
+= Checking the NUMA-aware scheduler logs
+
+Troubleshoot problems with the NUMA-aware scheduler by reviewing the logs. If required, you can increase the scheduler log level by modifying the `spec.logLevel` field of the `NUMAResourcesScheduler` resource. Acceptable values are `Normal`, `Debug`, and `Trace`, with `Trace` being the most verbose option.
+
+[NOTE]
+====
+To change the log level of the secondary scheduler, delete the running scheduler resource and re-deploy it with the changed log level. The scheduler is unavailable for scheduling new workloads during this downtime.
+====
+
+.Prerequisites
+
+* Install the OpenShift CLI (`oc`).
+* Log in as a user with `cluster-admin` privileges.
+
+.Procedure
+
+. Delete the currently running `NUMAResourcesScheduler` resource:
+
+.. Get the active `NUMAResourcesScheduler` by running the following command:
++
+[source,terminal]
+----
+$ oc get NUMAResourcesScheduler
+----
++
+.Example output
+[source,terminal]
+----
+NAME                     AGE
+numaresourcesscheduler   90m
+----
+
+.. Delete the secondary scheduler resource by running the following command:
++
+[source,terminal]
+----
+$ oc delete NUMAResourcesScheduler numaresourcesscheduler
+----
++
+.Example output
+[source,terminal]
+----
+numaresourcesscheduler.nodetopology.openshift.io "numaresourcesscheduler" deleted
+----
+
+. Save the following YAML in the file `nro-scheduler-debug.yaml`. This example changes the log level to `Debug`:
++
+[source,yaml]
+----
+apiVersion: nodetopology.openshift.io/v1alpha1
+kind: NUMAResourcesScheduler
+metadata:
+  name: numaresourcesscheduler
+spec:
+  imageSpec: "registry.redhat.io/openshift4/noderesourcetopology-scheduler-container-rhel8:v4.10"
+  logLevel: Debug
+----
+
+. Create the updated `Debug` logging `NUMAResourcesScheduler` resource by running the following command:
++
+[source,terminal]
+----
+$ oc create -f nro-scheduler-debug.yaml
+----
++
+.Example output
+[source,terminal]
+----
+numaresourcesscheduler.nodetopology.openshift.io/numaresourcesscheduler created
+----
+
+.Verification steps
+
+. Check that the NUMA-aware scheduler was successfully deployed:
+
+.. Run the following command to check that the CRD is created succesfully:
++
+[source,terminal]
+----
+$ oc get crd | grep numaresourcesschedulers
+----
++
+.Example output
+[source,terminal]
+----
+NAME                                                              CREATED AT
+numaresourcesschedulers.nodetopology.openshift.io                 2022-02-25T11:57:03Z
+----
+
+.. Check that the new custom scheduler is available by running the following command:
++
+[source,terminal]
+----
+$ oc get numaresourcesschedulers.nodetopology.openshift.io
+----
++
+.Example output
+[source,terminal]
+----
+NAME                     AGE
+numaresourcesscheduler   3h26m
+----
+
+. Check that the logs for the scheduler shows the increased log level:
+
+.. Get the list of pods running in the `openshift-numaresources` namespace by running the following command:
++
+[source,terminal]
+----
+$ oc get pods -n openshift-numaresources
+----
++
+.Example output
+[source,terminal]
+----
+NAME                                               READY   STATUS    RESTARTS   AGE
+numaresources-controller-manager-d87d79587-76mrm   1/1     Running   0          46h
+numaresourcesoperator-worker-5wm2k                 2/2     Running   0          45h
+numaresourcesoperator-worker-pb75c                 2/2     Running   0          45h
+secondary-scheduler-7976c4d466-qm4sc               1/1     Running   0          21m
+----
+
+.. Get the logs for the secondary scheduler pod by running the following command:
++
+[source,terminal]
+----
+$ oc logs secondary-scheduler-7976c4d466-qm4sc -n openshift-numaresources
+----
++
+.Example output
+[source,terminal]
+----
+...
+I0223 11:04:55.614788       1 reflector.go:535] k8s.io/client-go/informers/factory.go:134: Watch close - *v1.Namespace total 11 items received
+I0223 11:04:56.609114       1 reflector.go:535] k8s.io/client-go/informers/factory.go:134: Watch close - *v1.ReplicationController total 10 items received
+I0223 11:05:22.626818       1 reflector.go:535] k8s.io/client-go/informers/factory.go:134: Watch close - *v1.StorageClass total 7 items received
+I0223 11:05:31.610356       1 reflector.go:535] k8s.io/client-go/informers/factory.go:134: Watch close - *v1.PodDisruptionBudget total 7 items received
+I0223 11:05:31.713032       1 eventhandlers.go:186] "Add event for scheduled pod" pod="openshift-marketplace/certified-operators-thtvq"
+I0223 11:05:53.461016       1 eventhandlers.go:244] "Delete event for scheduled pod" pod="openshift-marketplace/certified-operators-thtvq"
+----
diff --git a/modules/cnf-creating-nrop-cr.adoc b/modules/cnf-creating-nrop-cr.adoc
new file mode 100644
index 0000000000..bcefe6caa3
--- /dev/null
+++ b/modules/cnf-creating-nrop-cr.adoc
@@ -0,0 +1,88 @@
+// Module included in the following assemblies:
+//
+// *scalability_and_performance/cnf-numa-aware-scheduling.adoc
+
+:_module-type: PROCEDURE
+[id="cnf-creating-nrop-cr_{context}"]
+= Creating the NUMAResourcesOperator custom resource
+
+When you have installed the NUMA Resources Operator, then create the `NUMAResourcesOperator` custom resource (CR) that instructs the NUMA Resources Operator to install all the cluster infrastructure needed to support the NUMA-aware scheduler, including daemon sets and APIs.
+
+.Prerequisites
+
+* Install the OpenShift CLI (`oc`).
+* Log in as a user with `cluster-admin` privileges.
+* Install the NUMA Resources Operator.
+
+.Procedure
+
+. Create the `MachineConfigPool` custom resource that enables custom kubelet configurations for worker nodes:
+
+.. Save the following YAML in the `nro-machineconfig.yaml` file:
++
+[source,yaml]
+----
+apiVersion: machineconfiguration.openshift.io/v1
+kind: MachineConfigPool
+metadata:
+  labels:
+    cnf-worker-tuning: enabled
+    machineconfiguration.openshift.io/mco-built-in: ""
+    pools.operator.machineconfiguration.openshift.io/worker: ""
+  name: worker
+spec:
+  machineConfigSelector:
+    matchLabels:
+      machineconfiguration.openshift.io/role: worker
+  nodeSelector:
+    matchLabels:
+      node-role.kubernetes.io/worker: ""
+----
+
+.. Create the `MachineConfigPool` CR by running the following command:
++
+[source,terminal]
+----
+$ oc create -f nro-machineconfig.yaml
+----
+
+. Create the `NUMAResourcesOperator` custom resource:
+
+.. Save the following YAML in the `nrop.yaml` file:
++
+[source,yaml]
+----
+apiVersion: nodetopology.openshift.io/v1alpha1
+kind: NUMAResourcesOperator
+metadata:
+  name: numaresourcesoperator
+spec:
+  nodeGroups:
+  - machineConfigPoolSelector:
+      matchLabels:
+        pools.operator.machineconfiguration.openshift.io/worker: "" <1>
+----
+<1> Should match the label applied to worker nodes in the related `MachineConfigPool` CR.
+
+.. Create the `NUMAResourcesOperator` CR by running the following command:
++
+[source,terminal]
+----
+$ oc create -f nrop.yaml
+----
+
+.Verification
+
+Verify that the NUMA Resources Operator deployed successfully by running the following command:
+
+[source,terminal]
+----
+$ oc get numaresourcesoperators.nodetopology.openshift.io
+----
+
+.Example output
+[source,terminal]
+----
+NAME                    AGE
+numaresourcesoperator   10m
+----
diff --git a/modules/cnf-deploying-the-numa-aware-scheduler.adoc b/modules/cnf-deploying-the-numa-aware-scheduler.adoc
new file mode 100644
index 0000000000..47459acafe
--- /dev/null
+++ b/modules/cnf-deploying-the-numa-aware-scheduler.adoc
@@ -0,0 +1,112 @@
+// Module included in the following assemblies:
+//
+// *scalability_and_performance/cnf-numa-aware-scheduling.adoc
+
+:_module-type: PROCEDURE
+[id="cnf-deploying-the-numa-aware-scheduler_{context}"]
+= Deploying the NUMA-aware secondary pod scheduler
+
+After you install the NUMA Resources Operator, do the following to deploy the NUMA-aware secondary pod scheduler:
+
+* Configure the pod admittance policy for the required machine profile
+
+* Create the required machine config pool
+
+* Deploy the NUMA-aware secondary scheduler
+
+.Prerequisites
+
+* Install the OpenShift CLI (`oc`).
+
+* Log in as a user with `cluster-admin` privileges.
+
+* Install the NUMA Resources Operator.
+
+.Procedure
+. Create the `KubeletConfig` custom resource that configures the pod admittance policy for the machine profile:
+
+.. Save the following YAML in the `nro-kubeletconfig.yaml` file:
++
+[source,yaml]
+----
+apiVersion: machineconfiguration.openshift.io/v1
+kind: KubeletConfig
+metadata:
+  name: cnf-worker-tuning
+spec:
+  machineConfigPoolSelector:
+    matchLabels:
+      cnf-worker-tuning: enabled
+  kubeletConfig:
+    cpuManagerPolicy: "static"
+    cpuManagerReconcilePeriod: "5s"
+    reservedSystemCPUs: "0,1"
+    memoryManagerPolicy: "Static"
+    evictionHard:
+      memory.available: "100Mi"
+    kubeReserved:
+      memory: "512Mi"
+    reservedMemory:
+      - numaNode: 0
+  limits:
+    memory: "1124Mi"
+    systemReserved:
+      memory: "512Mi"
+    topologyManagerPolicy: "single-numa-node" <1>
+----
+<1> `topologyManagerPolicy` must be set to `single-numa-node`.
+
+.. Create the `KubeletConfig` custom resource (CR) by running the following command:
++
+[source,terminal]
+----
+$ oc create -f nro-kubeletconfig.yaml
+----
+
+. Create the `NUMAResourcesScheduler` custom resource that deploys the NUMA-aware custom pod scheduler:
+
+.. Save the following YAML in the `nro-scheduler.yaml` file:
++
+[source,yaml]
+----
+apiVersion: nodetopology.openshift.io/v1alpha1
+kind: NUMAResourcesScheduler
+metadata:
+  name: numaresourcesscheduler
+spec:
+  imageSpec: "registry.redhat.io/openshift4/noderesourcetopology-scheduler-container-rhel8:v4.10"
+----
+
+.. Create the `NUMAResourcesScheduler` CR by running the following command:
++
+[source,terminal]
+----
+$ oc create -f nro-scheduler.yaml
+----
+
+.Verification
+
+Verify that the required resources deployed successfully by running the following command:
+
+[source,terminal]
+----
+$ oc get all -n openshift-numaresources
+----
+
+.Example output
+[source,terminal]
+----
+NAME                                                    READY   STATUS    RESTARTS   AGE
+pod/numaresources-controller-manager-7575848485-bns4s   1/1     Running   0          13m
+pod/numaresourcesoperator-worker-dvj4n                  2/2     Running   0          16m
+pod/numaresourcesoperator-worker-lcg4t                  2/2     Running   0          16m
+pod/secondary-scheduler-56994cf6cf-7qf4q                1/1     Running   0          16m
+NAME                                          DESIRED   CURRENT   READY   UP-TO-DATE   AVAILABLE   NODE SELECTOR                     AGE
+daemonset.apps/numaresourcesoperator-worker   2         2         2       2            2           node-role.kubernetes.io/worker=   16m
+NAME                                               READY   UP-TO-DATE   AVAILABLE   AGE
+deployment.apps/numaresources-controller-manager   1/1     1            1           13m
+deployment.apps/secondary-scheduler                1/1     1            1           16m
+NAME                                                          DESIRED   CURRENT   READY   AGE
+replicaset.apps/numaresources-controller-manager-7575848485   1         1         1       13m
+replicaset.apps/secondary-scheduler-56994cf6cf                1         1         1       16m
+----
diff --git a/modules/cnf-installing-numa-resources-operator-cli.adoc b/modules/cnf-installing-numa-resources-operator-cli.adoc
new file mode 100644
index 0000000000..0bebeebb71
--- /dev/null
+++ b/modules/cnf-installing-numa-resources-operator-cli.adoc
@@ -0,0 +1,101 @@
+// Module included in the following assemblies:
+//
+// *scalability_and_performance/cnf-numa-aware-scheduling.adoc
+
+:_content-type: PROCEDURE
+[id="cnf-installing-numa-resources-operator-cli_{context}"]
+= Installing the NUMA Resources Operator using the CLI
+
+As a cluster administrator, you can install the Operator using the CLI.
+
+.Prerequisites
+
+* Install the OpenShift CLI (`oc`).
+
+* Log in as a user with `cluster-admin` privileges.
+
+.Procedure
+
+. Create a namespace for the NUMA Resources Operator:
+
+.. Save the following YAML in the `nro-namespace.yaml` file:
++
+[source,yaml]
+----
+apiVersion: v1
+kind: Namespace
+metadata:
+  name: openshift-numaresources
+----
+
+.. Create the `Namespace` CR by running the following command:
++
+[source,terminal]
+----
+$ oc create -f nro-namespace.yaml
+----
+
+. Create the operator group for the NUMA Resources Operator:
+
+.. Save the following YAML in the `nro-operatorgroup.yaml` file:
++
+[source,yaml]
+----
+apiVersion: operators.coreos.com/v1
+kind: OperatorGroup
+metadata:
+  name: numaresources-operator
+  namespace: openshift-numaresources
+spec:
+  targetNamespaces:
+  - openshift-numaresources
+----
+
+.. Create the `OperatorGroup` CR by running the following command:
++
+[source,terminal]
+----
+$ oc create -f nro-operatorgroup.yaml
+----
+
+. Create the subscription for the NUMA Resources Operator:
+
+.. Save the following YAML in the `nro-sub.yaml` file:
++
+[source,yaml]
+----
+apiVersion: operators.coreos.com/v1alpha1
+kind: Subscription
+metadata:
+  name: numaresources-operator
+  namespace: openshift-numaresources
+spec:
+  channel: "{product-version}"
+  name: numaresources-operator
+  source: redhat-operators
+  sourceNamespace: openshift-marketplace
+----
+
+.. Create the `Subscription` CR by running the following command:
++
+[source,terminal]
+----
+$ oc create -f nro-sub.yaml
+----
+
+.Verification
+
+. Verify that the installation succeeded by inspecting the CSV resource in the `openshift-numaresources` namespace. Run the following command:
++
+[source,terminal]
+----
+$ oc get csv -n openshift-numaresources
+----
++
+.Example output
+
+[source,terminal]
+----
+NAME                            DISPLAY                      VERSION   REPLACES   PHASE
+numaresources-operator.v4.10.0  NUMA Resources Operator      4.10.0               Succeeded
+----
diff --git a/modules/cnf-installing-numa-resources-operator-console.adoc b/modules/cnf-installing-numa-resources-operator-console.adoc
new file mode 100644
index 0000000000..b793ee53dc
--- /dev/null
+++ b/modules/cnf-installing-numa-resources-operator-console.adoc
@@ -0,0 +1,33 @@
+// Module included in the following assemblies:
+//
+// *scalability_and_performance/cnf-numa-aware-scheduling.adoc
+
+:_content-type: PROCEDURE
+[id="cnf-installing-numa-resources-operator-console_{context}"]
+= Installing the NUMA Resources Operator using the web console
+
+As a cluster administrator, you can install the NUMA Resources Operator using the web console.
+
+.Procedure
+
+. Install the NUMA Resources Operator using the {product-title} web console:
+
+.. In the {product-title} web console, click *Operators* -> *OperatorHub*.
+
+.. Choose *NUMA Resources Operator* from the list of available Operators, and then click *Install*.
+
+. Optional: Verify that the NUMA Resources Operator installed successfully:
+
+.. Switch to the *Operators* -> *Installed Operators* page.
+
+.. Ensure that *NUMA Resources Operator* is listed in the *default* project with a *Status* of *InstallSucceeded*.
++
+[NOTE]
+====
+During installation an Operator might display a *Failed* status. If the installation later succeeds with an *InstallSucceeded* message, you can ignore the *Failed* message.
+====
++
+If the Operator does not appear as installed, to troubleshoot further:
++
+* Go to the *Operators* -> *Installed Operators* page and inspect the *Operator Subscriptions* and *Install Plans* tabs for any failure or errors under *Status*.
+* Go to the *Workloads* -> *Pods* page and check the logs for pods in the `default` project.
diff --git a/modules/cnf-scheduling-numa-aware-workloads.adoc b/modules/cnf-scheduling-numa-aware-workloads.adoc
new file mode 100644
index 0000000000..997a4f0aea
--- /dev/null
+++ b/modules/cnf-scheduling-numa-aware-workloads.adoc
@@ -0,0 +1,185 @@
+// Module included in the following assemblies:
+//
+// *scalability_and_performance/cnf-numa-aware-scheduling.adoc
+
+:_content-type: PROCEDURE
+[id="cnf-scheduling-numa-aware-workloads_{context}"]
+= Scheduling workloads with the NUMA-aware scheduler
+
+You can schedule workloads with the NUMA-aware scheduler using `Deployment` CRs that specify the minimum required resources to process the workload.
+
+The following example deployment uses NUMA-aware scheduling for a sample workload.
+
+.Prerequisites
+
+* Install the OpenShift CLI (`oc`).
+
+* Log in as a user with `cluster-admin` privileges.
+
+* Install the NUMA Resources Operator and deploy the NUMA-aware secondary scheduler.
+
+.Procedure
+
+. Get the name of the NUMA-aware scheduler that is deployed in the cluster by running the following command:
++
+[source,terminal]
+----
+$ oc get numaresourcesschedulers.nodetopology.openshift.io numaresourcesscheduler -o json | jq '.status.schedulerName'
+----
++
+.Example output
+[source,terminal]
+----
+topo-aware-scheduler
+----
+
+. Create a `Deployment` CR that uses scheduler named `topo-aware-scheduler`, for example:
+
+.. Save the following YAML in the `nro-deployment.yaml` file:
++
+[source,yaml]
+----
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: numa-deployment-1
+  namespace: openshift-numaresources
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: test
+  template:
+    metadata:
+      labels:
+        app: test
+    spec:
+      schedulerName: topo-aware-scheduler <1>
+      containers:
+      - name: ctnr
+        image: quay.io/openshifttest/hello-openshift:openshift
+        imagePullPolicy: IfNotPresent
+        resources:
+          limits:
+            memory: "100Mi"
+            cpu: "10"
+          requests:
+            memory: "100Mi"
+            cpu: "10"
+      - name: ctnr2
+        image: gcr.io/google_containers/pause-amd64:3.0
+        imagePullPolicy: IfNotPresent
+        command: ["/bin/sh", "-c"]
+        args: [ "while true; do sleep 1h; done;" ]
+        resources:
+          limits:
+            memory: "100Mi"
+            cpu: "8"
+          requests:
+            memory: "100Mi"
+            cpu: "8"
+----
+<1> `schedulerName` must match the name of the NUMA-aware scheduler that is deployed in your cluster, for example `topo-aware-scheduler`.
+
+.. Create the `Deployment` CR by running the following command:
++
+[source,terminal]
+----
+$ oc create -f nro-deployment.yaml
+----
+
+.Verification
+
+. Verify that the deployment was successful:
++
+[source,terminal]
+----
+$ oc get pods -n openshift-numaresources
+----
++
+.Example output
+[source,terminal]
+----
+NAME                                                READY   STATUS    RESTARTS   AGE
+numa-deployment-1-56954b7b46-pfgw8                  2/2     Running   0          129m
+numaresources-controller-manager-7575848485-bns4s   1/1     Running   0          15h
+numaresourcesoperator-worker-dvj4n                  2/2     Running   0          18h
+numaresourcesoperator-worker-lcg4t                  2/2     Running   0          16h
+secondary-scheduler-56994cf6cf-7qf4q                1/1     Running   0          18h
+----
+
+. Verify that the `topo-aware-scheduler` is scheduling the deployed pod by running the following command:
++
+[source,terminal]
+----
+$ oc describe pod numa-deployment-1-56954b7b46-pfgw8 -n openshift-numaresources
+----
++
+.Example output
+[source,terminal]
+----
+Events:
+  Type    Reason          Age   From                  Message
+  ----    ------          ----  ----                  -------
+  Normal  Scheduled       130m  topo-aware-scheduler  Successfully assigned openshift-numaresources/numa-deployment-1-56954b7b46-pfgw8 to compute-0.example.com
+----
++
+[NOTE]
+====
+Deployments that request more resources than is available for scheduling will fail with a `MinimumReplicasUnavailable` error. The deployment succeeds when the required resources become available. Pods remain in the `Pending` state until the required resources are available.
+====
+
+. Verify that the expected allocated resources are listed for the node. Run the following command:
++
+[source,terminal]
+----
+$ oc describe noderesourcetopologies.topology.node.k8s.io
+----
++
+.Example output
+[source,terminal]
+----
+...
+
+Zones:
+  Costs:
+    Name:   node-0
+    Value:  10
+    Name:   node-1
+    Value:  21
+  Name:     node-0
+  Resources:
+    Allocatable:  39
+    Available:    21 <1>
+    Capacity:     40
+    Name:         cpu
+    Allocatable:  6442450944
+    Available:    6442450944
+    Capacity:     6442450944
+    Name:         hugepages-1Gi
+    Allocatable:  134217728
+    Available:    134217728
+    Capacity:     134217728
+    Name:         hugepages-2Mi
+    Allocatable:  262415904768
+    Available:    262206189568
+    Capacity:     270146007040
+    Name:         memory
+  Type:           Node
+----
+<1> The `Available` capacity is reduced because of the resources that have been allocated to the guaranteed pod.
++
+Resources consumed by guaranteed pods are subtracted from the available node resources listed under `noderesourcetopologies.topology.node.k8s.io`.
+
+. Resource allocations for pods with a `Best-effort` or `Burstable` quality of service (`qosClass`) are not reflected in the NUMA node resources under `noderesourcetopologies.topology.node.k8s.io`. If a pod's consumed resources are not reflected in the node resource calculation, verify that the pod has `qosClass` of `Guaranteed` by running the following command:
++
+[source,terminal]
+----
+$ oc get pod <pod_name> -n <pod_namespace> -o jsonpath="{ .status.qosClass }"
+----
++
+.Example output
+[source,terminal]
+----
+Guaranteed
+----
diff --git a/modules/cnf-troubleshooting-missing-rte-config-maps.adoc b/modules/cnf-troubleshooting-missing-rte-config-maps.adoc
new file mode 100644
index 0000000000..3421bf9bb7
--- /dev/null
+++ b/modules/cnf-troubleshooting-missing-rte-config-maps.adoc
@@ -0,0 +1,116 @@
+// Module included in the following assemblies:
+//
+// *scalability_and_performance/cnf-numa-aware-scheduling.adoc
+
+:_module-type: PROCEDURE
+[id="cnf-troubleshooting-missing-rte-config-maps_{context}"]
+= Correcting a missing resource topology exporter config map
+
+If you install the NUMA Resources Operator in a cluster with misconfigured cluster settings, in some circumstances, the Operator is shown as active but the logs of the resource topology exporter (RTE) daemon set pods show that the configuration for the RTE is missing, for example:
+
+[source,text]
+----
+Info: couldn't find configuration in "/etc/resource-topology-exporter/config.yaml"
+----
+
+This log message indicates that the `kubeletconfig` with the required configuration was not properly applied in the cluster, resulting in a missing RTE `configmap`. For example, the following cluster is missing a `numaresourcesoperator-worker` `configmap` custom resource (CR):
+
+[source,terminal]
+----
+$ oc get configmap
+----
+
+.Example output
+[source,terminal]
+----
+NAME                           DATA   AGE
+0e2a6bd3.openshift-kni.io      0      6d21h
+kube-root-ca.crt               1      6d21h
+openshift-service-ca.crt       1      6d21h
+topo-aware-scheduler-config    1      6d18h
+----
+
+In a correctly configured cluster, `oc get configmap` also returns a `numaresourcesoperator-worker` `configmap` CR.
+
+.Prerequisites
+
+* Install the {product-title} CLI (`oc`).
+
+* Log in as a user with cluster-admin privileges.
+
+* Install the NUMA Resources Operator and deploy the NUMA-aware secondary scheduler.
+
+.Procedure
+
+. Compare the values for `spec.machineConfigPoolSelector.matchLabels` in `kubeletconfig` and
+`metadata.labels` in the `MachineConfigPool` (`mcp`) worker CR using the following commands:
+
+..  Check the `kubeletconfig` labels by running the following command:
++
+[source,terminal]
+----
+$ oc get kubeletconfig -o yaml
+----
++
+.Example output
+[source,yaml]
+----
+machineConfigPoolSelector:
+  matchLabels:
+    cnf-worker-tuning: enabled
+----
+
+.. Check the `mcp` labels by running the following command:
++
+[source,terminal]
+----
+$ oc get mcp worker -o yaml
+----
++
+.Example output
+[source,yaml]
+----
+labels:
+  machineconfiguration.openshift.io/mco-built-in: ""
+  pools.operator.machineconfiguration.openshift.io/worker: ""
+----
++
+The `cnf-worker-tuning: enabled` label is not present in the `MachineConfigPool` object.
+
+. Edit the `MachineConfigPool` CR to include the missing label, for example:
++
+[source,terminal]
+----
+$ oc edit mcp worker -o yaml
+----
++
+.Example output
+[source,yaml]
+----
+labels:
+  machineconfiguration.openshift.io/mco-built-in: ""
+  pools.operator.machineconfiguration.openshift.io/worker: ""
+  cnf-worker-tuning: enabled
+----
+
+. Apply the label changes and wait for the cluster to apply the updated configuration. Run the following command:
+
+.Verification
+
+* Check that the missing `numaresourcesoperator-worker` `configmap` CR is applied:
++
+[source,terminal]
+----
+$ oc get configmap
+----
++
+.Example output
+[source,terminal]
+----
+NAME                           DATA   AGE
+0e2a6bd3.openshift-kni.io      0      6d21h
+kube-root-ca.crt               1      6d21h
+numaresourcesoperator-worker   1      5m
+openshift-service-ca.crt       1      6d21h
+topo-aware-scheduler-config    1      6d18h
+----
diff --git a/modules/cnf-troubleshooting-numa-aware-workloads.adoc b/modules/cnf-troubleshooting-numa-aware-workloads.adoc
new file mode 100644
index 0000000000..ef549fd37a
--- /dev/null
+++ b/modules/cnf-troubleshooting-numa-aware-workloads.adoc
@@ -0,0 +1,208 @@
+// Module included in the following assemblies:
+//
+// *scalability_and_performance/cnf-numa-aware-scheduling.adoc
+
+:_content-type: PROCEDURE
+[id="cnf-troubleshooting-numa-aware-workloads_{context}"]
+= Troubleshooting NUMA-aware scheduling
+
+To troubleshoot common problems with NUMA-aware pod scheduling, perform the following steps.
+
+.Prerequisites
+
+* Install the {product-title} CLI (`oc`).
+
+* Log in as a user with cluster-admin privileges.
+
+* Install the NUMA Resources Operator and deploy the NUMA-aware secondary scheduler.
+
+.Procedure
+
+. Verify that the `noderesourcetopologies` CRD is deployed in the cluster by running the following command:
++
+[source,terminal]
+----
+$ oc get crd | grep noderesourcetopologies
+----
++
+.Example output
+[source,terminal]
+----
+NAME                                                              CREATED AT
+noderesourcetopologies.topology.node.k8s.io                       2022-01-18T08:28:06Z
+----
+
+. Check that the NUMA-aware scheduler name matches the name specified in your NUMA-aware workloads by running the following command:
++
+[source,terminal]
+----
+$ oc get numaresourcesschedulers.nodetopology.openshift.io numaresourcesscheduler -o json | jq '.status.schedulerName'
+----
++
+.Example output
+[source,terminal]
+----
+topo-aware-scheduler
+----
+
+. Verify that NUMA-aware scheduable nodes have the `noderesourcetopologies` CR applied to them. Run the following command:
++
+[source,terminal]
+----
+$ oc get noderesourcetopologies.topology.node.k8s.io
+----
++
+.Example output
+[source,terminal]
+----
+NAME                    AGE
+compute-0.example.com   17h
+compute-1.example.com   17h
+----
++
+[NOTE]
+====
+The number of nodes should equal the number of worker nodes that are configured by the machine config pool (`mcp`) worker definition.
+====
+
+. Verify the NUMA zone granularity for all scheduable nodes by running the following command:
++
+[source,terminal]
+----
+$ oc get noderesourcetopologies.topology.node.k8s.io -o yaml
+----
++
+.Example output
+[source,yaml]
+----
+apiVersion: v1
+items:
+- apiVersion: topology.node.k8s.io/v1alpha1
+  kind: NodeResourceTopology
+  metadata:
+    annotations:
+      k8stopoawareschedwg/rte-update: periodic
+    creationTimestamp: "2022-06-16T08:55:38Z"
+    generation: 63760
+    name: worker-0
+    resourceVersion: "8450223"
+    uid: 8b77be46-08c0-4074-927b-d49361471590
+  topologyPolicies:
+  - SingleNUMANodeContainerLevel
+  zones:
+  - costs:
+    - name: node-0
+      value: 10
+    - name: node-1
+      value: 21
+    name: node-0
+    resources:
+    - allocatable: "38"
+      available: "38"
+      capacity: "40"
+      name: cpu
+    - allocatable: "134217728"
+      available: "134217728"
+      capacity: "134217728"
+      name: hugepages-2Mi
+    - allocatable: "262352048128"
+      available: "262352048128"
+      capacity: "270107316224"
+      name: memory
+    - allocatable: "6442450944"
+      available: "6442450944"
+      capacity: "6442450944"
+      name: hugepages-1Gi
+    type: Node
+  - costs:
+    - name: node-0
+      value: 21
+    - name: node-1
+      value: 10
+    name: node-1
+    resources:
+    - allocatable: "268435456"
+      available: "268435456"
+      capacity: "268435456"
+      name: hugepages-2Mi
+    - allocatable: "269231067136"
+      available: "269231067136"
+      capacity: "270573244416"
+      name: memory
+    - allocatable: "40"
+      available: "40"
+      capacity: "40"
+      name: cpu
+    - allocatable: "1073741824"
+      available: "1073741824"
+      capacity: "1073741824"
+      name: hugepages-1Gi
+    type: Node
+- apiVersion: topology.node.k8s.io/v1alpha1
+  kind: NodeResourceTopology
+  metadata:
+    annotations:
+      k8stopoawareschedwg/rte-update: periodic
+    creationTimestamp: "2022-06-16T08:55:37Z"
+    generation: 62061
+    name: worker-1
+    resourceVersion: "8450129"
+    uid: e8659390-6f8d-4e67-9a51-1ea34bba1cc3
+  topologyPolicies:
+  - SingleNUMANodeContainerLevel
+  zones: <1>
+  - costs:
+    - name: node-0
+      value: 10
+    - name: node-1
+      value: 21
+    name: node-0
+    resources: <2>
+    - allocatable: "38"
+      available: "38"
+      capacity: "40"
+      name: cpu
+    - allocatable: "6442450944"
+      available: "6442450944"
+      capacity: "6442450944"
+      name: hugepages-1Gi
+    - allocatable: "134217728"
+      available: "134217728"
+      capacity: "134217728"
+      name: hugepages-2Mi
+    - allocatable: "262391033856"
+      available: "262391033856"
+      capacity: "270146301952"
+      name: memory
+    type: Node
+  - costs:
+    - name: node-0
+      value: 21
+    - name: node-1
+      value: 10
+    name: node-1
+    resources:
+    - allocatable: "40"
+      available: "40"
+      capacity: "40"
+      name: cpu
+    - allocatable: "1073741824"
+      available: "1073741824"
+      capacity: "1073741824"
+      name: hugepages-1Gi
+    - allocatable: "268435456"
+      available: "268435456"
+      capacity: "268435456"
+      name: hugepages-2Mi
+    - allocatable: "269192085504"
+      available: "269192085504"
+      capacity: "270534262784"
+      name: memory
+    type: Node
+kind: List
+metadata:
+  resourceVersion: ""
+  selfLink: ""
+----
+<1> Each stanza under `zones` describes the resources for a single NUMA zone.
+<2> `resources` describes the current state of the NUMA zone resources. Check that resources listed under `items.zones.resources.available` correspond to the exclusive NUMA zone resources allocated to each guaranteed pod.
diff --git a/modules/cnf-troubleshooting-resource-topo-exporter.adoc b/modules/cnf-troubleshooting-resource-topo-exporter.adoc
new file mode 100644
index 0000000000..c25952cd3c
--- /dev/null
+++ b/modules/cnf-troubleshooting-resource-topo-exporter.adoc
@@ -0,0 +1,92 @@
+// Module included in the following assemblies:
+//
+// *scalability_and_performance/cnf-numa-aware-scheduling.adoc
+
+:_module-type: PROCEDURE
+[id="cnf-troubleshooting-resource-topo-exporter_{context}"]
+= Troubleshooting the resource topology exporter
+
+Troubleshoot `noderesourcetopologies` objects where unexpected results are occurring by inspecting the corresponding `resource-topology-exporter` logs.
+
+[NOTE]
+====
+It is recommended that NUMA resource topology exporter instances in the cluster are named for nodes they refer to. For example, a worker node with the name `worker` should have a corresponding `noderesourcetopologies` object called `worker`.
+====
+
+.Prerequisites
+
+* Install the OpenShift CLI (`oc`).
+* Log in as a user with `cluster-admin` privileges.
+
+.Procedure
+
+. Get the daemonsets managed by the NUMA Resources Operator. Each daemonset has a corresponding `nodeGroup` in the `NUMAResourcesOperator` CR. Run the following command:
++
+[source,terminal]
+----
+$ oc get numaresourcesoperators.nodetopology.openshift.io numaresourcesoperator -o jsonpath="{.status.daemonsets[0]}"
+----
++
+.Example output
+[source,json]
+----
+{"name":"numaresourcesoperator-worker","namespace":"openshift-numaresources"}
+----
+
+. Get the label for the daemonset of interest using the value for `name` from the previous step:
++
+[source,terminal]
+----
+$ oc get ds -n openshift-numaresources numaresourcesoperator-worker -o jsonpath="{.spec.selector.matchLabels}"
+----
++
+.Example output
+[source,json]
+----
+{"name":"resource-topology"}
+----
+
+. Get the pods using the `resource-topology` label by running the following command:
++
+[source,terminal]
+----
+$ oc get pods -n openshift-numaresources -l name=resource-topology -o wide
+----
++
+.Example output
+[source,terminal]
+----
+NAME                                 READY   STATUS    RESTARTS   AGE    IP            NODE
+numaresourcesoperator-worker-5wm2k   2/2     Running   0          2d1h   10.135.0.64   compute-0.example.com
+numaresourcesoperator-worker-pb75c   2/2     Running   0          2d1h   10.132.2.33   compute-1.example.com
+----
+
+. Examine the logs of the `resource-topology-exporter` container running on the worker pod that corresponds to the node you are troubleshooting. Run the following command:
++
+[source,terminal]
+----
+$ oc logs -n openshift-numaresources -c resource-topology-exporter numaresourcesoperator-worker-pb75c
+----
++
+.Example output
+[source,terminal]
+----
+I0221 13:38:18.334140       1 main.go:206] using sysinfo:
+reservedCpus: 0,1
+reservedMemory:
+  "0": 1178599424
+I0221 13:38:18.334370       1 main.go:67] === System information ===
+I0221 13:38:18.334381       1 sysinfo.go:231] cpus: reserved "0-1"
+I0221 13:38:18.334493       1 sysinfo.go:237] cpus: online "0-103"
+I0221 13:38:18.546750       1 main.go:72]
+cpus: allocatable "2-103"
+hugepages-1Gi:
+  numa cell 0 -> 6
+  numa cell 1 -> 1
+hugepages-2Mi:
+  numa cell 0 -> 64
+  numa cell 1 -> 128
+memory:
+  numa cell 0 -> 45758Mi
+  numa cell 1 -> 48372Mi
+----
diff --git a/scalability_and_performance/cnf-numa-aware-scheduling.adoc b/scalability_and_performance/cnf-numa-aware-scheduling.adoc
new file mode 100644
index 0000000000..3c83a828c4
--- /dev/null
+++ b/scalability_and_performance/cnf-numa-aware-scheduling.adoc
@@ -0,0 +1,43 @@
+:_content-type: ASSEMBLY
+[id="cnf-numa-aware-scheduling"]
+= Scheduling NUMA-aware workloads
+include::_attributes/common-attributes.adoc[]
+:context: numa-aware
+
+toc::[]
+
+Learn about NUMA-aware scheduling and how you can use it to deploy high performance workloads in an {product-title} cluster.
+
+:FeatureName: NUMA-aware scheduling
+include::snippets/technology-preview.adoc[leveloffset=+1]
+
+The NUMA Resources Operator allows you to schedule high-performance workloads in the same NUMA zone. It deploys a node resources exporting agent that reports on available cluster node NUMA resources, and a secondary scheduler that manages the workloads.
+
+include::modules/cnf-about-numa-aware-scheduling.adoc[leveloffset=+1]
+
+.Additional resources
+
+* For more information about running secondary pod schedulers in your cluster and how to deploy pods with a secondary pod scheduler, see xref:../nodes/scheduling/secondary_scheduler/nodes-secondary-scheduler-configuring.adoc#secondary-scheduler-configuring[Scheduling pods using a secondary scheduler].
+
+[id="installing-the-numa-resources-operator_{context}"]
+== Installing the NUMA Resources Operator
+
+NUMA Resources Operator deploys resources that allow you to schedule NUMA-aware workloads and deployments. You can install the NUMA Resources Operator using the {product-title} CLI or the web console.
+
+include::modules/cnf-installing-numa-resources-operator-cli.adoc[leveloffset=+2]
+
+include::modules/cnf-installing-numa-resources-operator-console.adoc[leveloffset=+2]
+
+include::modules/cnf-creating-nrop-cr.adoc[leveloffset=+1]
+
+include::modules/cnf-deploying-the-numa-aware-scheduler.adoc[leveloffset=+1]
+
+include::modules/cnf-scheduling-numa-aware-workloads.adoc[leveloffset=+1]
+
+include::modules/cnf-troubleshooting-numa-aware-workloads.adoc[leveloffset=+1]
+
+include::modules/cnf-checking-numa-aware-scheduler-logs.adoc[leveloffset=+2]
+
+include::modules/cnf-troubleshooting-resource-topo-exporter.adoc[leveloffset=+2]
+
+include::modules/cnf-troubleshooting-missing-rte-config-maps.adoc[leveloffset=+2]