Version: release-0.9

Manage Weaviate with KubeBlocks

The popularity of generative AI (Generative AI) has aroused widespread attention and completely ignited the vector database (Vector Database) market. Weaviate is an open-source vector database that simplifies the development of AI applications. Built-in vector and hybrid search, easy-to-connect machine learning models, and a focus on data privacy enable developers of all levels to build, iterate, and scale AI capabilities faster.

This tutorial illustrates how to create and manage a Weaviate cluster by kubectl or a YAML file. You can find the YAML examples and guides in the GitHub repository.

Before you start

Install KubeBlocks.
View all the database types and versions available for creating a cluster.
Make sure the weaviate cluster definition is installed. If the cluster definition is not available, refer to this doc to enable it first.
```
kubectl get clusterdefinition weaviate
>
NAME         TOPOLOGIES   SERVICEREFS   STATUS      AGE
weaviate                                Available   30m
```
View all available versions for creating a cluster.
```
kubectl get clusterversions -l clusterdefinition.kubeblocks.io/name=weaviate
```
To keep things isolated, create a separate namespace called demo throughout this tutorial.
```
kubectl create namespace demo
```

Create a cluster

KubeBlocks implements a Cluster CRD to define a cluster. Here is an example of creating a Weaviate cluster.

cat <<EOF | kubectl apply -f -
apiVersion: apps.kubeblocks.io/v1alpha1
kind: Cluster
metadata:
  name: mycluster
  namespace: default
spec:
  affinity:
    podAntiAffinity: Preferred
    topologyKeys:
    - "kubernetes.io/hostname"
  clusterDefinitionRef: weaviate
  clusterVersionRef: weaviate-1.18.0
  componentSpecs:
  - componentDefRef: weaviate
    disableExporter: true
    name: weaviate
    replicas: 1
    resources:
      limits:
        cpu: "1"
        memory: 1Gi
      requests:
        cpu: "1"
        memory: 1Gi
    serviceAccountName: kb-mycluster
    volumeClaimTemplates:
    - name: data
      spec:
        accessModes:
        - ReadWriteOnce
        resources:
          requests:
            storage: 20Gi
  resources:
    cpu: "0"
    memory: "0"
  storage:
    size: "0"
  terminationPolicy: Delete
status: {}
EOF

Field	Definition
`spec.clusterDefinitionRef`	It specifies the name of the ClusterDefinition for creating a specific type of cluster.
`spec.clusterVersionRef`	It is the name of the cluster version CRD that defines the cluster version.
`spec.terminationPolicy`	It is the policy of cluster termination. The default value is `Delete`. Valid values are `DoNotTerminate`, `Halt`, `Delete`, `WipeOut`. - `DoNotTerminate` blocks deletion operation. - `Halt` deletes workload resources such as statefulset and deployment workloads but keep PVCs. - `Delete` is based on Halt and deletes PVCs. - `WipeOut` is based on Delete and wipe out all volume snapshots and snapshot data from a backup storage location.
`spec.affinity`	It defines a set of node affinity scheduling rules for the cluster's Pods. This field helps control the placement of Pods on nodes within the cluster.
`spec.affinity.podAntiAffinity`	It specifies the anti-affinity level of Pods within a component. It determines how pods should spread across nodes to improve availability and performance.
`spec.affinity.topologyKeys`	It represents the key of node labels used to define the topology domain for Pod anti-affinity and Pod spread constraints.
`spec.tolerations`	It is an array that specifies tolerations attached to the cluster's Pods, allowing them to be scheduled onto nodes with matching taints.
`spec.componentSpecs`	It is the list of components that define the cluster components. This field allows customized configuration of each component within a cluster.
`spec.componentSpecs.componentDefRef`	It is the name of the component definition that is defined in the cluster definition and you can get the component definition names with `kubectl get clusterdefinition weaviate -o json \\| jq '.spec.componentDefs[].name'`.
`spec.componentSpecs.name`	It specifies the name of the component.
`spec.componentSpecs.disableExporter`	It defines whether the monitoring function is enabled.
`spec.componentSpecs.replicas`	It specifies the number of replicas of the component.
`spec.componentSpecs.resources`	It specifies the resource requirements of the component.

KubeBlocks operator watches for the Cluster CRD and creates the cluster and all dependent resources. You can get all the resources created by the cluster with kubectl get all,secret,rolebinding,serviceaccount -l app.kubernetes.io/instance=mycluster -n demo.

kubectl get all,secret,rolebinding,serviceaccount -l app.kubernetes.io/instance=mycluster -n demo

Run the following command to see the created Weaviate cluster object:

kubectl get cluster mycluster -n demo -o yaml

Connect to a Weaviate cluster

Weaviate provides the HTTP protocol for client access on port 8080. You can visit the cluster by the local host.

curl http://localhost:8080/v1/meta | jq

Scale

Scale horizontally

Horizontal scaling changes the amount of pods. For example, you can scale out replicas from three to five.

From v0.9.0, besides replicas, KubeBlocks also supports scaling in and out instances, refer to Horizontal Scale for more details and examples.

Before you start

Check whether the cluster STATUS is Running. Otherwise, the following operations may fail.

kubectl get cluster mycluster -n demo
>
NAME        CLUSTER-DEFINITION   VERSION           TERMINATION-POLICY     STATUS    AGE
mycluster   weaviate             weaviate-1.18.0   Delete                 Running   47m

Steps

There are two ways to apply horizontal scaling.

OpsRequest
Edit cluster YAML file

Apply an OpsRequest to a specified cluster. Configure the parameters according to your needs.

The example below means adding two replicas.

kubectl apply -f - <<EOF
apiVersion: apps.kubeblocks.io/v1alpha1
kind: OpsRequest
metadata:
  name: ops-horizontal-scaling
  namespace: demo
spec:
  clusterName: mycluster
  type: HorizontalScaling
  horizontalScaling:
  - componentName: weaviate
    scaleOut:
      replicaChanges: 2
EOF

If you want to scale in replicas, replace scaleOut with scaleIn.

The example below means deleting two replicas.

kubectl apply -f - <<EOF
apiVersion: apps.kubeblocks.io/v1alpha1
kind: OpsRequest
metadata:
  name: ops-horizontal-scaling
  namespace: demo
spec:
  clusterName: mycluster
  type: HorizontalScaling
  horizontalScaling:
  - componentName: weaviate
    scaleIn:
      replicaChanges: 2
EOF

Check the operation status to validate the horizontal scaling status.

kubectl get ops -n demo
>
NAMESPACE   NAME                     TYPE                CLUSTER     STATUS    PROGRESS   AGE
demo        ops-horizontal-scaling   HorizontalScaling   mycluster   Succeed   3/3        6m

If an error occurs, you can troubleshoot with kubectl describe ops -n demo command to view the events of this operation.

Check whether the corresponding resources change.
```
kubectl describe cluster mycluster -n demo
```

Change the configuration of spec.componentSpecs.replicas in the YAML file. spec.componentSpecs.replicas stands for the pod amount and changing this value triggers a horizontal scaling of a cluster.

kubectl edit cluster mycluster -n demo
apiVersion: apps.kubeblocks.io/v1alpha1
kind: Cluster
metadata:
  name: mycluster
  namespace: demo
spec:
  clusterDefinitionRef: weaviate
  clusterVersionRef: weaviate-1.18.0
  componentSpecs:
  - name: weaviate
    componentDefRef: weaviate
    replicas: 2 # Change the amount
    volumeClaimTemplates:
    - name: data
      spec:
        accessModes:
          - ReadWriteOnce
        resources:
          requests:
            storage: 1Gi
 terminationPolicy: Delete

Check whether the corresponding resources change.
```
kubectl describe cluster mycluster -n demo
```

Handle the snapshot exception

If STATUS=ConditionsError occurs during the horizontal scaling process, you can find the cause from cluster.status.condition.message for troubleshooting. In the example below, a snapshot exception occurs.

Status:
  conditions: 
  - lastTransitionTime: "2024-04-25T17:40:26Z"
    message: VolumeSnapshot/mycluster-weaviate-scaling-dbqgp: Failed to set default snapshot
      class with error cannot find default snapshot class
    reason: ApplyResourcesFailed
    status: "False"
    type: ApplyResources

Reason

This exception occurs because the VolumeSnapshotClass is not configured. This exception can be fixed after configuring VolumeSnapshotClass, but the horizontal scaling cannot continue to run. It is because the wrong backup (volumesnapshot is generated by backup) and volumesnapshot generated before still exist. First, delete these two wrong resources and then KubeBlocks re-generates new resources.

Steps:

Configure the VolumeSnapshotClass by running the command below.

kubectl create -f - <<EOF
apiVersion: snapshot.storage.k8s.io/v1
kind: VolumeSnapshotClass
metadata:
  name: csi-aws-vsc
  annotations:
    snapshot.storage.kubernetes.io/is-default-class: "true"
driver: ebs.csi.aws.com
deletionPolicy: Delete
EOF

Delete the wrong backup (volumesnapshot is generated by backup) and volumesnapshot resources.

kubectl delete backup -l app.kubernetes.io/instance=mycluster

kubectl delete volumesnapshot -l app.kubernetes.io/instance=mycluster

Result

The horizontal scaling continues after backup and volumesnapshot are deleted and the cluster restores to running status.

Scale vertically

You can vertically scale a cluster by changing resource requirements and limits (CPU and storage). For example, you can change the resource class from 1C2G to 2C4G by performing vertical scaling.

Before you start

Check whether the cluster status is Running. Otherwise, the following operations may fail.

kubectl get cluster mycluster -n demo
>
NAME        CLUSTER-DEFINITION   VERSION           TERMINATION-POLICY     STATUS    AGE
mycluster   weaviate             weaviate-1.18.0   Delete                 Running   47m

Steps

There are two ways to apply vertical scaling.

OpsRequest
Edit cluster YAML file

Apply an OpsRequest to the specified cluster. Configure the parameters according to your needs.

kubectl apply -f - <<EOF
apiVersion: apps.kubeblocks.io/v1alpha1
kind: OpsRequest
metadata:
  name: ops-vertical-scaling
  namespace: demo
spec:
  clusterName: mycluster
  type: VerticalScaling
  verticalScaling:
  - componentName: weaviate
    requests:
      memory: "2Gi"
      cpu: "1"
    limits:
      memory: "4Gi"
      cpu: "2"
EOF

Check the operation status to validate the vertical scaling.

kubectl get ops -n demo
>
NAMESPACE   NAME                   TYPE              CLUSTER     STATUS    PROGRESS   AGE
demo        ops-vertical-scaling   VerticalScaling   mycluster   Succeed   3/3        6m

If an error occurs, you can troubleshoot with kubectl describe ops -n demo command to view the events of this operation.

Check whether the corresponding resources change.
```
kubectl describe cluster mycluster -n demo
```

Change the configuration of spec.componentSpecs.resources in the YAML file. spec.componentSpecs.resources controls the requirement and limit of resources and changing them triggers a vertical scaling.

apiVersion: apps.kubeblocks.io/v1alpha1
kind: Cluster
metadata:
  name: mycluster
  namespace: demo
spec:
  clusterDefinitionRef: weaviate
  clusterVersionRef: weaviate-1.18.0
  componentSpecs:
  - name: weaviate
    componentDefRef: weaviate
    replicas: 1
    resources: # Change the values of resources.
      requests:
        memory: "2Gi"
        cpu: "1"
      limits:
        memory: "4Gi"
        cpu: "2"
    volumeClaimTemplates:
    - name: data
      spec:
        accessModes:
          - ReadWriteOnce
        resources:
          requests:
            storage: 1Gi
  terminationPolicy: Delete

Check whether the corresponding resources change.
```
kubectl describe cluster mycluster -n demo
```

Volume Expansion

Before you start

Check whether the cluster status is Running. Otherwise, the following operations may fail.

kubectl get cluster mycluster -n demo
>
NAME        CLUSTER-DEFINITION   VERSION              TERMINATION-POLICY   STATUS    AGE
mycluster   weaviate             weaviate-1.18.0      Delete               Running   4m29s

Steps

There are two ways to apply volume expansion.

OpsRequest
Edit cluster YAML file

Change the value of storage according to your need and run the command below to expand the volume of a cluster.

kubectl apply -f - <<EOF
apiVersion: apps.kubeblocks.io/v1alpha1
kind: OpsRequest
metadata:
  name: ops-volume-expansion
  namespace: demo
spec:
  clusterName: mycluster
  type: VolumeExpansion
  volumeExpansion:
  - componentName: weaviate
    volumeClaimTemplates:
    - name: data
      storage: "40Gi"
EOF

Validate the volume expansion operation.

kubectl get ops -n demo
>
NAMESPACE   NAME                   TYPE              CLUSTER     STATUS    PROGRESS   AGE
demo        ops-volume-expansion   VolumeExpansion   mycluster   Succeed   3/3        6m

If an error occurs, you can troubleshoot with kubectl describe ops -n demo command to view the events of this operation.

Check whether the corresponding cluster resources change.
```
kubectl describe cluster mycluster -n demo
```

Change the value of spec.componentSpecs.volumeClaimTemplates.spec.resources in the cluster YAML file.

spec.componentSpecs.volumeClaimTemplates.spec.resources is the storage resource information of the pod and changing this value triggers the volume expansion of a cluster.

kubectl edit cluster mycluster -n demo
apiVersion: apps.kubeblocks.io/v1alpha1
kind: Cluster
metadata:
  name: mycluster
  namespace: demo
spec:
  clusterDefinitionRef: weaviate
  clusterVersionRef: weaviate-1.18.0
  componentSpecs:
  - name: weaviate
    componentDefRef: weaviate
    replicas: 2
    volumeClaimTemplates:
    - name: data
      spec:
        accessModes:
          - ReadWriteOnce
        resources:
          requests:
            storage: 40Gi # Change the volume storage size.
  terminationPolicy: Delete

Check whether the corresponding cluster resources change.
```
kubectl describe cluster mycluster -n demo
```

Stop/Start a cluster

You can stop/start a cluster to save computing resources. When a cluster is stopped, the computing resources of this cluster are released, which means the pods of Kubernetes are released, but the storage resources are reserved. Start this cluster again if you want to restore the cluster resources from the original storage by snapshots.

Stop a cluster

OpsRequest
Edit cluster YAML file

Run the command below to stop a cluster.

kubectl apply -f - <<EOF
apiVersion: apps.kubeblocks.io/v1alpha1
kind: OpsRequest
metadata:
  name: ops-stop
  namespace: demo
spec:
  clusterName: mycluster
  type: Stop
EOF

Configure replicas as 0 to delete pods.

apiVersion: apps.kubeblocks.io/v1alpha1
kind: Cluster
metadata:
    name: mycluster
    namespace: demo
spec:
  clusterDefinitionRef: weaviate
  clusterVersionRef: weaviate-1.18.0
  terminationPolicy: Delete
  componentSpecs:
  - name: weaviate
    componentDefRef: weaviate
    disableExporter: true  
    replicas: 0
    volumeClaimTemplates:
    - name: data
      spec:
        storageClassName: standard
        accessModes:
          - ReadWriteOnce
        resources:
          requests:
            storage: 20Gi

Start a cluster

OpsRequest
Edit cluster YAML file

Run the command below to start a cluster.

kubectl apply -f - <<EOF
apiVersion: apps.kubeblocks.io/v1alpha1
kind: OpsRequest
metadata:
  name: ops-start
  namespace: demo
spec:
  clusterName: mycluster
  type: Start
EOF 

Change replicas back to the original amount to start this cluster again.

apiVersion: apps.kubeblocks.io/v1alpha1
kind: Cluster
metadata:
    name: mycluster
    namespace: demo
spec:
  clusterDefinitionRef: weaviate
  clusterVersionRef: weaviate-1.18.0
  terminationPolicy: Delete
  componentSpecs:
  - name: weaviate
    componentDefRef: weaviate
    disableExporter: true  
    replicas: 1
    volumeClaimTemplates:
    - name: data
      spec:
        storageClassName: standard
        accessModes:
          - ReadWriteOnce
        resources:
          requests:
            storage: 20Gi

Restart

Restart a cluster.

kubectl apply -f - <<EOF
apiVersion: apps.kubeblocks.io/v1alpha1
kind: OpsRequest
metadata:
  name: ops-restart
  namespace: demo
spec:
  clusterName: mycluster
  type: Restart 
  restart:
  - componentName: weaviate
EOF

Check the pod and operation status to validate the restarting.
```
kubectl get pod -n demo

kubectl get ops ops-restart -n demo
```
During the restarting process, there are two status types for pods.
- STATUS=Terminating: it means the cluster restart is in progress.
- STATUS=Running: it means the cluster has been restarted.

Manage Weaviate with KubeBlocks

Before you start​

Create a cluster​

Connect to a Weaviate cluster​

Scale​

Scale horizontally​

Before you start​

Steps​

Handle the snapshot exception​

Scale vertically​

Before you start​

Steps​

Volume Expansion​

Before you start​

Steps​

Stop/Start a cluster​

Stop a cluster​

Start a cluster​

Restart​

Before you start

Create a cluster

Connect to a Weaviate cluster

Scale

Scale horizontally

Before you start

Steps

Handle the snapshot exception

Scale vertically

Before you start

Steps

Volume Expansion

Before you start

Steps

Stop/Start a cluster

Stop a cluster

Start a cluster

Restart