1. Add CRDs for MetadataProfile

manifests/autotune/metadata-profiles/cluster_metadata_local_monitoring.json

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+{
+  "apiVersion": "recommender.com/v1",
+  "kind": "KruizeMetadataProfile",
+  "metadata": {
+    "name": "cluster-metadata-local-monitoring"
+  },
+  "profile_version": 1,
+  "k8s_type": "openshift",
+  "query_variables": [
+    {
+      "name": "namespacesAcrossCluster",
+      "datasource": "prometheus",
+      "value_type": "double",
+      "kubernetes_object": "container",
+      "aggregation_functions": [
+        {
+          "function": "sum",
+          "query": "sum by (namespace) (avg_over_time(kube_namespace_status_phase{namespace!=\"\"}[$MEASUREMENT_DURATION_IN_MIN$m]))"
+        }
+      ]
+    },
+    {
+      "name": "workloadsAcrossCluster",
+      "datasource": "prometheus",
+      "value_type": "double",
+      "kubernetes_object": "container",
+      "aggregation_functions": [
+        {
+          "function": "sum",
+          "query": "sum by (namespace, workload, workload_type) (avg_over_time(namespace_workload_pod:kube_pod_owner:relabel{workload!=\"\"}[$MEASUREMENT_DURATION_IN_MIN$m]))"
+        }
+      ]
+    },
+    {
+      "name": "containersAcrossCluster",
+      "datasource": "prometheus",
+      "value_type": "double",
+      "kubernetes_object": "container",
+      "aggregation_functions": [
+        {
+          "function": "sum",
+          "query": "sum by (container, image, workload, workload_type, namespace) (avg_over_time(kube_pod_container_info{container!=\"\"}[$MEASUREMENT_DURATION_IN_MIN$m]) * on (pod, namespace) group_left(workload, workload_type) avg_over_time(namespace_workload_pod:kube_pod_owner:relabel{workload!=\"\"}[$MEASUREMENT_DURATION_IN_MIN$m]))"
+        }
+      ]
+    }
+  ]
+}

manifests/autotune/metadata-profiles/cluster_metadata_local_monitoring.yaml

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+apiVersion: "recommender.com/v1"
+kind: "KruizeMetadataProfile"
+metadata:
+  name: "cluster-metadata-local-monitoring"
+profile_version: 1.0
+k8s_type: openshift
+query_variables:
+
+- name: namespacesAcrossCluster
+  datasource: prometheus
+  value_type: "double"
+  kubernetes_object: "namespace"
+  aggregation_functions:
+  - function: sum
+    query: 'sum by (namespace) (avg_over_time(kube_namespace_status_phase{namespace!=""}[$MEASUREMENT_DURATION_IN_MIN$d]))'
+
+- name: workloadsAcrossCluster
+  datasource: prometheus
+  value_type: "double"
+  kubernetes_object: "container"
+  aggregation_functions:
+  - function: sum
+    query: 'sum by (namespace, workload, workload_type) (avg_over_time(namespace_workload_pod:kube_pod_owner:relabel{workload!=""}[$MEASUREMENT_DURATION_IN_MIN$d]))'
+
+- name: containersAcrossCluster
+  datasource: prometheus
+  value_type: "double"
+  kubernetes_object: "container"
+  aggregation_functions:
+  - function: sum
+    query: 'sum by (container, image, workload, workload_type, namespace) (avg_over_time(kube_pod_container_info{container!=""}[$MEASUREMENT_DURATION_IN_MIN$d]) * on (pod, namespace) group_left(workload, workload_type) avg_over_time(namespace_workload_pod:kube_pod_owner:relabel{workload!=""}[$MEASUREMENT_DURATION_IN_MIN$d]))'

manifests/autotune/metadata-profiles/kruize-metadata-profile-crd.yaml

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+apiVersion: "recommender.com/v1"
+kind: CustomResourceDefinition
+metadata:
+  #name must match the spec fields below, and be in the form: <plural>.<group>
+  name: kruizemetadataprofiles.recommender.com
+spec:
+  # group name to use for REST API: /apis/<group>/<version>
+  group: "recommender.com"
+  names:
+    plural: kruizemetadataprofiles
+    singular: kruizemetadataprofile
+    #types can be identified with this tag
+    kind: KruizeMetadataProfile
+  scope: Namespaced
+  versions:
+    - name: v1
+      served: true
+      storage: true
+      schema:
+        openAPIV3Schema:
+          type: object
+          properties:
+            apiVersion:
+              description: 'APIVersion defines the versioned schema of this representation
+          of an object. Servers should convert recognized schemas to the latest
+          internal value, and may reject unrecognized values. More info: https://git.k8s.io/
+          community/contributors/devel/sig-architecture/api-conventions.md#resources'
+              type: string
+            kind:
+              description: 'Kind is a string value representing the REST resource this
+            object represents. Servers may infer this from the endpoint the client
+            submits requests to. Cannot be updated. In CamelCase. More info: https://git.k8s.io/
+            community/contributors/devel/sig-architecture/api-conventions.md#types-kinds'
+              type: string
+            profile_version:
+              description: 'Version of the profile'
+              type: number
+            k8s_type:
+              description: 'minikube or openshift'
+              type: string
+            query_variables:
+              description: 'Query variables to be used'
+              type: array
+              items:
+                type: object
+                properties:
+                  name:
+                    description: 'name of the variable'
+                    type: string
+                  datasource:
+                    description: 'datasource of the query'
+                    type: string
+                  value_type:
+                    description: 'can be double or integer'
+                    type: string
+                  kubernetes_object:
+                    description: 'k8s object that this query is tied to: "deployment", "pod", "namespace" or "container"'
+                    type: string
+                  query:
+                    description: 'one of the query or aggregation_functions is mandatory'
+                    type: string
+                  aggregation_functions:
+                    description: 'one of the query or aggregation_functions is mandatory'
+                    type: array
+                    items:
+                      type: object
+                      properties:
+                        function:
+                          description: 'aggregate functions associated with this variable'
+                          type: string
+                        query:
+                          description: 'query'
+                          type: string
+                        version:
+                          description: 'Any specific version that this query is tied to'
+                          type: string
+                      required:
+                        - function
+                        - query
+                required:
+                  - name
+                  - datasource
+                  - value_type
+          required:
+            - query_variables

manifests/autotune/metadata-profiles/kruize-metadata-profile-supported-queries.yaml

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+apiVersion: "recommender.com/v1"
+kind: "KruizeMetadataProfile"
+metadata:
+  name: "cluster-metadata-local-monitoring"
+profile_version: 1.0
+k8s_type: openshift
+query_variables:
+
+# list of namespaces across cluster
+- name: 'namespacesAcrossCluster'
+  datasource: prometheus
+  kubernetes_object: "container" # or namespace
+  aggregation_functions:
+  - function: sum
+    query: 'sum by (namespace) (avg_over_time(kube_namespace_status_phase{namespace!=""}[15d]))'
+
+
+# list of namespaces for specified org_id and cluster_id
+- name: 'namespacesForOrgAndClusterId'
+  datasource: prometheus
+  kubernetes_object: "container" # or namespace
+  aggregation_functions:
+  - function: sum
+    query: 'sum by (namespace) (avg_over_time(kube_namespace_status_phase{namespace!="", org_id="$org_id$", cluster_id="$cluster_id$"}[15d]))'
+
+
+# list of namespaces for user specified custom label
+- name: 'namespacesForAdditionalLabel' # or 'namespacesForCustomLabel'
+  datasource: prometheus
+  kubernetes_object: "container" # or namespace
+  aggregation_functions:
+  - function: sum
+    query: 'sum by (namespace) (avg_over_time(kube_namespace_status_phase{namespace!=""}[15d]))'
+
+
+# list of all the workloads across cluster
+- name: 'workloadsAcrossCluster'
+  datasource: prometheus
+  kubernetes_object: "container"
+  aggregation_functions:
+  - function: sum
+    query: 'sum by (namespace, workload, workload_type) (avg_over_time(namespace_workload_pod:kube_pod_owner:relabel{workload!=""}[15d]))'
+
+
+# list of workloads for specified org_id and cluster_id
+- name: 'workloadsForOrgAndClusterId'
+  datasource: prometheus
+  kubernetes_object: "container"
+  aggregation_functions:
+  - function: sum
+    query: 'sum by (namespace, workload, workload_type) (avg_over_time(namespace_workload_pod:kube_pod_owner:relabel{workload!="", org_id="$org_id$", cluster_id="$cluster_id$"}[15d]))'
+
+
+# list of workloads for user specified custom label
+- name: 'workloadsForAdditionalLabel' # or 'workloadsForCustomLabel'
+  datasource: prometheus
+  kubernetes_object: "container"
+  aggregation_functions:
+  - function: sum
+    query: 'sum by (namespace, workload, workload_type) (avg_over_time(namespace_workload_pod:kube_pod_owner:relabel{workload!="" ADDITIONAL_LABEL}[15d]))'
+
+
+# list of all the containers across cluster
+- name: 'containersAcrossCluster'
+  datasource: prometheus
+  kubernetes_object: "container"
+  aggregation_functions:
+  - function: sum
+    query: 'sum by (container, image, workload, workload_type, namespace) (avg_over_time(kube_pod_container_info{container!=""}[15d]) * on (pod, namespace) group_left(workload, workload_type) avg_over_time(namespace_workload_pod:kube_pod_owner:relabel{workload!=""}[15d]))'
+
+
+# list of containers for specified org_id and cluster_id
+- name: 'containersForOrgAndClusterId'
+  datasource: prometheus
+  kubernetes_object: "container"
+  aggregation_functions:
+  - function: sum
+    query: 'sum by (container, image, workload, workload_type, namespace) (avg_over_time(kube_pod_container_info{container!="", org_id="$org_id$", cluster_id="$cluster_id$"}[15d]) * on (pod, namespace) group_left(workload, workload_type) avg_over_time(namespace_workload_pod:kube_pod_owner:relabel{workload!="", org_id="$org_id$", cluster_id="$cluster_id$"}[15d]))'
+
+
+# list of containers for user specified custom label
+- name: 'containersForAdditionalLabel' # or 'containersForCustomLabel'
+  datasource: prometheus
+  kubernetes_object: "container"
+  aggregation_functions:
+  - function: sum
+    query: 'sum by (container, image, workload, workload_type, namespace) (avg_over_time(kube_pod_container_info{container!="" ADDITIONAL_LABEL}[15d]) * on (pod, namespace) group_left(workload, workload_type) avg_over_time(namespace_workload_pod:kube_pod_owner:relabel{workload!="" ADDITIONAL_LABEL}[15d]))'

manifests/autotune/metadata-profiles/metadata-profile-template.yaml

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+apiVersion: "recommender.com/v1"
+kind: "KruizeMetadataProfile"
+metadata:
+  name: "add_name_here"
+
+# Version of the profile.
+# This helps when queries change often
+profile_version: 1.0
+
+# Is this for a specific kubernetes type?
+# OPTIONAL.
+# If not present, assumed to be used universally.
+# If specified, it should have a corresponding config in
+# manifests/configmaps dir (i.e. supported target by Kruize)
+# Eg. manifests/configmaps/openshift-config.yaml
+k8s_type: openshift
+
+# Describe the query variables to be used
+# MANDATORY
+query_variables:
+
+# name of the variable
+# MANDATORY
+- name: namespacesAcrossCluster
+  # datasource of the query
+  # MANDATORY
+  datasource: prometheus
+  # value_type. Supported are "double" or "integer".
+  # MANDATORY
+  value_type: "double"
+
+  # Any k8s object that this query is tied to
+  # eg. "deployment", "pod", "container"
+  # OPTIONAL
+  kubernetes_object: "namespace"
+
+  # One of query or aggregation_functions mandatory
+  # Both can be present together
+  query: 'sum by (namespace) (avg_over_time(kube_namespace_status_phase{namespace!=""}[$MEASUREMENT_DURATION_IN_MIN$d]))'
+
+  # aggregate functions associated with this variable
+  # Eg. "avg", "sum", "max", "min"
+  aggregation_functions:
+    # MANDATORY
+    - function: sum
+      # query
+      # MANDATORY
+      query: 'sum by (namespace) (avg_over_time(kube_namespace_status_phase{namespace!=""}[$MEASUREMENT_DURATION_IN_MIN$d]))'
+
+      # Any specific versions that this query is tied to
+      # OPTIONAL
+      version: ">4.9"
+
+# list of all the workloads present in the cluster
+- name: workloadsAcrossCluster
+  datasource: prometheus
+  value_type: "double"
+  kubernetes_object: "container"
+  # sum of the pod ownership metrics, grouped by namespace, workload, and workload_type, filtering out empty workloads.
+  aggregation_functions:
+    - function: sum
+      query: 'sum by (namespace, workload, workload_type) (avg_over_time(namespace_workload_pod:kube_pod_owner:relabel{workload!=""}[$MEASUREMENT_DURATION_IN_MIN$d]))'