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However, the resource demands for model inference tasks can fluctuate significantly, especially during peak periods, posing a challenge to the system's computing capabilities. To address this varying load demand, we propose an elastic inference solution leveraging KubeEdge and Horizontal Pod Autoscaling (HPA) to enable dynamic scaling of inference tasks. + +KubeEdge is an edge computing framework that extends Kubernetes' capabilities to edge devices, allowing applications to be deployed and managed on edge nodes. By utilizing KubeEdge, we can distribute inference tasks across different edge devices and cloud resources, achieving efficient resource utilization and task processing. + +The core of collaborative inference lies in coordinating computing resources across various devices, allowing inference tasks to be dynamically allocated based on the current load. When the system detects an increase in load, the HPA mechanism automatically scales out the number of edge nodes or enhances resource configurations to meet the inference task demands. Conversely, when the load decreases, resource allocation is scaled down to reduce operational costs. This approach ensures optimal resource allocation while maintaining inference performance. + +##### Expected Outcomes + +1. Based on kubeedge to complete an elastic scaling AI inference example. +2. Based on kubeedge and sedna to complete the joint inference task elastic scaling development and output example. +3. Output blog. + +##### Recommended Skills + +1. Theoretical and practical knowledge of edge and cloud computing, specifically using the KubeEdge and Sedna frameworks. +2. Experience in deploying and managing Kubernetes, including configuring and tuning the HPA mechanism. +3. Expertise in developing and tuning deep learning models. +4. Programming experience, particularly in Python and Go. + +#### Kubeedge Elastic Inference Example + +##### Prerequisites + +- It needs to be used in conjunction with [edgemesh](https://github.com/kubeedge/edgemesh) +- The cluster needs to have [metrics-server](https://github.com/kubernetes-sigs/metrics-server) installed +- The edge nodes need to be configured with [metrics reporting](https://kubeedge.io/zh/docs/advanced/metrics) + +##### Why + +- Without edgemesh, when the number of instances in a deployment is greater than 1, there is no way to provide load - balancing capabilities on the edge side, thus making the HPA on the edge side of little use; the HPA capability requires monitoring the relevant metrics information of the pod and then performing dynamic scaling in and out in combination with the user's HPA configuration. + +##### Related Reference Links + +- AI Project Address: [LlamaEdge](https://github.com/LlamaEdge/LlamaEdge) + +- HPA Documentation: [horizontal-pod-autoscale](https://kubernetes.io/zh-cn/docs/tasks/run-application/horizontal-pod-autoscale/) + +- HPA Example: [hpa-example](https://kubernetes.io/zh-cn/docs/tasks/run-application/horizontal-pod-autoscale-walkthrough/) + +##### Tips + +- The CPU allocated to the container should preferably be greater than 4 cores, otherwise the inference will be very slow. The minimum memory is 1GB. +- The inference service port is exposed at 8080. + +##### Deployment Template + +```yaml +apiVersion: apps/v1 +kind: Deployment +metadata: + labels: + app: wasmedge-qwen-2-0-5b-allminilm-2 + name: wasmedge-qwen-2-0-5b-allminilm-2 + namespace: default +spec: + selector: + matchLabels: + app: wasmedge-qwen-2-0-5b-allminilm-2 + template: + metadata: + labels: + app: wasmedge-qwen-2-0-5b-allminilm-2 + spec: + containers: + - image: docker.io/secondstate/qwen-2-0.5b-allminilm-2:latest + imagePullPolicy: IfNotPresent + name: qwen-2-0-5b-container + resources: + limits: + cpu: 3000m + requests: + cpu: 3000m + affinity: + nodeAffinity: + requiredDuringSchedulingIgnoredDuringExecution: + nodeSelectorTerms: + - matchExpressions: + - key: kubernetes.io/hostname + operator: In + values: + - edgenode + schedulerName: default-scheduler + nodeName: nvidia-edge-node + tolerations: + - key: node-role.kubernetes.io/edge + operator: Exists + effect: NoSchedule +# Note: +# 1. The replicas field is not required. +# 2. The resources field is required. If it is not restricted, the resource utilization rate cannot be calculated. +``` + +The above solution is to directly run the Wasmedge server inside a regular container. + +**ToDo:** Another solution is to directly use the Wasm runtime to run it. We can try this later. When creating the Wasm image, a Wasm label needs to be added so that when containerd uses the underlying runtime, it will use the Wasm runtime. + +##### Configure HPA + +- Configure with `kubectl` + +```shell +kubectl autoscale deployment wasmedge-qwen-2-0-5b-allminilm-2 --cpu-percent=50 --min=1 --max=10 +``` + +- Configure with `yaml` + +```yaml +apiVersion: autoscaling/v2 +kind: HorizontalPodAutoscaler +metadata: + name: hpa + namespace: default +spec: + maxReplicas: 10 + metrics: + - resource: + name: cpu + target: + averageUtilization: 50 + type: Utilization + type: Resource + minReplicas: 1 + scaleTargetRef: + apiVersion: apps/v1 + kind: Deployment + name: wasmedge-qwen-2-0-5b-allminilm-2 +``` + +**Tips**: Applications using `HPA` should be used in conjunction with Service. Otherwise, even if `HPA` is performed, if the service access still uses the `hostNetwork`, the service access traffic will still be on only one machine, and the traffic cannot be load-balanced to other `pods`. + +#### Sedna integrates `HPA` + +##### Why Need `HPA` + +In the scenario of large - model inference, the resource requirements of inference tasks usually increase significantly with the increase in the number of accesses. In the current cloud - edge joint - inference architecture, the fixed single - instance configuration is difficult to effectively cope with such fluctuations, resulting in insufficient resource utilization or performance bottlenecks. By configuring `HPA` (Horizontal Pod Autoscaler) in the `deployment`, the number of inference instances can be automatically adjusted according to the real - time number of accesses, and resources can be dynamically expanded or reduced. This mechanism can increase instances during high - load periods and reduce instances during low - load periods, thereby improving concurrent processing capabilities, maximizing the optimization of resource utilization, and ensuring the high efficiency and scalability of the inference service. + +##### Overall Architecture + +![2601728373323_.pic](./images/joint-inference-hpa.png) + +##### Specific Implementation + +The HPA implementation of `sedna` is achieved based on the `sedna` joint inference controller. + +- With the help of `deployment`, use `HPA` to configure dynamic scaling for its instances. +- Using `deployment` allows for load balancing based on `Service`. +- The cloud and the edge can independently choose whether to enable the HPA mode. If they choose to enable it, the joint - inference controller will automatically create HPA resources for the cloud or the edge, which can be viewed by `kubectl get hpa -n {ns}`. +- Since the HPA capability of k8s provided a stable version in k8s version 1.23, it is necessary to upgrade the k8s API to version 1.23. + +##### The Joint Inference API Adds Support for the Definition of HPA + +```go +// HPA describes the desired functionality of the HorizontalPodAutoscaler. +type HPA struct { + // +optional + MinReplicas *int32 `json:"minReplicas,omitempty"` + + MaxReplicas int32 `json:"maxReplicas"` + + // +optional + Metrics []autoscalingv2.MetricSpec `json:"metrics,omitempty"` + + // +optional + Behavior *autoscalingv2.HorizontalPodAutoscalerBehavior `json:"behavior,omitempty"` +} + +// EdgeWorker describes the data a edge worker should have +type EdgeWorker struct { + Model SmallModel `json:"model"` + HardExampleMining HardExampleMining `json:"hardExampleMining"` + Template v1.PodTemplateSpec `json:"template"` + + // HPA describes the desired functionality of the HorizontalPodAutoscaler. + // +optional + HPA *HPA `json:"hpa"` +} + +// CloudWorker describes the data a cloud worker should have +type CloudWorker struct { + Model BigModel `json:"model"` + Template v1.PodTemplateSpec `json:"template"` + + // HPA describes the desired functionality of the HorizontalPodAutoscaler. + // +optional + HPA *HPA `json:"hpa"` +} +``` + +**According to the API definition, add the creation, update, and deletion logic of HPA resources in the joint - inference controller.** + +```go +func CreateHPA(client kubernetes.Interface, object CommonInterface, kind, scaleTargetRefName, workerType string, hpa *sednav1.HPA) error { + hpaName := "hpa-" + scaleTargetRefName + newHPA := &autoscalingv2.HorizontalPodAutoscaler{ + ObjectMeta: metav1.ObjectMeta{ + Name: hpaName, + Namespace: object.GetNamespace(), + OwnerReferences: []metav1.OwnerReference{ + *metav1.NewControllerRef(object, object.GroupVersionKind()), + }, + Labels: generateLabels(object, workerType), + }, + Spec: autoscalingv2.HorizontalPodAutoscalerSpec{ + MaxReplicas: hpa.MaxReplicas, + Metrics: hpa.Metrics, + MinReplicas: hpa.MinReplicas, + ScaleTargetRef: autoscalingv2.CrossVersionObjectReference{ + APIVersion: "apps/v1", + Kind: kind, + Name: scaleTargetRefName, + }, + Behavior: hpa.Behavior, + }, + } + _, err := client.AutoscalingV2().HorizontalPodAutoscalers(object.GetNamespace()).Create(context.TODO(), newHPA, metav1.CreateOptions{}) + if err != nil { + return fmt.Errorf("failed to create hpa for %s %s, err: %s", kind, hpaName, err) + } + return nil +} + +func UpdateHPA(client kubernetes.Interface, object CommonInterface, kind, scaleTargetRefName, workerType string, hpa *sednav1.HPA) error { + // get existing HPA + hpaName := "hpa-" + scaleTargetRefName + existingHPA, err := client.AutoscalingV2().HorizontalPodAutoscalers(object.GetNamespace()).Get(context.TODO(), hpaName, metav1.GetOptions{}) + if err != nil { + // create HPA if not found + if errors.IsNotFound(err) { + klog.Info("hpa not found, creating new hpa...") + return CreateHPA(client, object, kind, scaleTargetRefName, workerType, hpa) + } + return fmt.Errorf("failed to get hpa for %s %s, err: %s", kind, hpaName, err) + } + + // update HPA + existingHPA.ObjectMeta.Labels = generateLabels(object, workerType) + existingHPA.ObjectMeta.OwnerReferences = []metav1.OwnerReference{ + *metav1.NewControllerRef(object, object.GroupVersionKind()), + } + existingHPA.Spec.MaxReplicas = hpa.MaxReplicas + existingHPA.Spec.MinReplicas = hpa.MinReplicas + existingHPA.Spec.Metrics = hpa.Metrics + existingHPA.Spec.ScaleTargetRef = autoscalingv2.CrossVersionObjectReference{ + APIVersion: "apps/v1", + Kind: kind, + Name: scaleTargetRefName, + } + existingHPA.Spec.Behavior = hpa.Behavior + + // update HPA + _, err = client.AutoscalingV2().HorizontalPodAutoscalers(object.GetNamespace()).Update(context.TODO(), existingHPA, metav1.UpdateOptions{}) + if err != nil { + return fmt.Errorf("failed to update hpa for %s %s, err: %s", kind, hpaName, err) + } + + return nil +} + +func DeleteHPA(client kubernetes.Interface, namespace, name string) error { + // check if HPA exists + _, err := client.AutoscalingV2().HorizontalPodAutoscalers(namespace).Get(context.TODO(), name, metav1.GetOptions{}) + if err != nil { + // Return nil if HPA not found + if errors.IsNotFound(err) { + return nil + } + + return fmt.Errorf("failed to get hpa %s in namespace %s, err: %s", name, namespace, err) + } + + // delete HPA + err = client.AutoscalingV2().HorizontalPodAutoscalers(namespace).Delete(context.TODO(), name, metav1.DeleteOptions{}) + if err != nil { + return fmt.Errorf("failed to delete hpa %s in namespace %s, err: %s", name, namespace, err) + } + + return nil +} + +// create/update HPA +func (c *Controller) createOrUpdateWorker(service *sednav1.JointInferenceService, workerType string, bigModelHost string, bigModelPort int32, create bool) error { + ... + var hpa *sednav1.HPA + ... + + if create { + ... + // create HPA + if hpa != nil { + return runtime.CreateHPA(c.kubeClient, service, "Deployment", deploymentName, workerType, hpa) + } + } else { + ... + + // update HPA + if hpa != nil { + return runtime.UpdateHPA(c.kubeClient, service, "Deployment", deploymentName, workerType, hpa) + } else { + return runtime.DeleteHPA(c.kubeClient, service.GetNamespace(), "hpa-"+deploymentName) + } + } + return err +} +``` + +##### Sedna Joint Inference Example + +- Workers at the edge and in the cloud can choose to use or not use HPA. They can be configured simultaneously or separately. + +```yaml +apiVersion: sedna.io/v1alpha1 +kind: JointInferenceService +metadata: + name: helmet-detection-inference-example + namespace: default +spec: + edgeWorker: + hpa: + maxReplicas: 2 + metrics: + - resource: + name: cpu + target: + averageUtilization: 50 + type: Utilization + type: Resource + minReplicas: 1 + model: + name: "helmet-detection-inference-little-model" + hardExampleMining: + name: "IBT" + parameters: + - key: "threshold_img" + value: "0.9" + - key: "threshold_box" + value: "0.9" + template: + spec: + nodeName: edge1i70kbjod + hostNetwork: true + dnsPolicy: ClusterFirstWithHostNet + containers: + - image: kubeedge/sedna-example-joint-inference-helmet-detection-little:v0.5.0 + imagePullPolicy: IfNotPresent + name: little-model + env: # user defined environments + - name: input_shape + value: "416,736" + - name: "video_url" + value: "rtsp://localhost/video" + - name: "all_examples_inference_output" + value: "/data/output" + - name: "hard_example_cloud_inference_output" + value: "/data/hard_example_cloud_inference_output" + - name: "hard_example_edge_inference_output" + value: "/data/hard_example_edge_inference_output" + resources: # user defined resources + requests: + memory: 64M + cpu: 50m + limits: + memory: 2Gi + cpu: 500m + volumeMounts: + - name: outputdir + mountPath: /data/ + volumes: # user defined volumes + - name: outputdir + hostPath: + # user must create the directory in host + path: /joint_inference/output + type: Directory + + cloudWorker: + hpa: + maxReplicas: 5 + metrics: + - resource: + name: cpu + target: + averageUtilization: 20 + type: Utilization + type: Resource + minReplicas: 1 + model: + name: "helmet-detection-inference-big-model" + template: + spec: + nodeName: worker-01 + dnsPolicy: ClusterFirstWithHostNet + containers: + - image: kubeedge/sedna-example-joint-inference-helmet-detection-big:v0.5.0 + name: big-model + imagePullPolicy: IfNotPresent + env: # user defined environments + - name: "input_shape" + value: "544,544" + resources: # user defined resources + requests: + cpu: 1024m + memory: 2Gi + limits: + cpu: 1024m + memory: 2Gi +``` +##### Actual Demonstration Effect +```shell +[root@master-01 ~]# kubectl get hpa -w +NAME REFERENCE TARGETS MINPODS MAXPODS REPLICAS AGE +hpa-helmet-detection-inference-example-deployment-cloud Deployment/helmet-detection-inference-example-deployment-cloud 37%/20% 1 5 3 92s +hpa-helmet-detection-inference-example-deployment-edge Deployment/helmet-detection-inference-example-deployment-edge 348%/50% 1 2 2 92s +hpa-helmet-detection-inference-example-deployment-cloud Deployment/helmet-detection-inference-example-deployment-cloud 37%/20% 1 5 4 106s +hpa-helmet-detection-inference-example-deployment-edge Deployment/helmet-detection-inference-example-deployment-edge 535%/50% 1 2 2 106s +hpa-helmet-detection-inference-example-deployment-cloud Deployment/helmet-detection-inference-example-deployment-cloud 18%/20% 1 5 4 2m1s +hpa-helmet-detection-inference-example-deployment-edge Deployment/helmet-detection-inference-example-deployment-edge 769%/50% 1 2 2 2m1s +hpa-helmet-detection-inference-example-deployment-cloud Deployment/helmet-detection-inference-example-deployment-cloud 12%/20% 1 5 4 2m16s + + +[root@master-01 jointinference]# kubectl get po +NAME READY STATUS RESTARTS AGE +helmet-detection-inference-example-deployment-cloud-7dffd47c6fl 1/1 Running 0 4m34s +helmet-detection-inference-example-deployment-cloud-7dffd4dpnnh 1/1 Running 0 2m49s +helmet-detection-inference-example-deployment-cloud-7dffd4f4dtw 1/1 Running 0 4m19s +helmet-detection-inference-example-deployment-cloud-7dffd4kcvwd 1/1 Running 0 5m20s +helmet-detection-inference-example-deployment-cloud-7dffd4shk86 1/1 Running 0 5m50s +helmet-detection-inference-example-deployment-edge-7b6575c52s7k 1/1 Running 0 5m50s +helmet-detection-inference-example-deployment-edge-7b6575c59g48 1/1 Running 0 5m20s +``` +