add advanced deployment controller (#110)

Signed-off-by: mingzhou.swx <mingzhou.swx@alibaba-inc.com> Signed-off-by: mingzhou.swx <mingzhou.swx@alibaba-inc.com> Co-authored-by: mingzhou.swx <mingzhou.swx@alibaba-inc.com>
2023-01-11 17:47:29 +08:00 · 2023-01-11 17:47:29 +08:00 · 843e8b8bc4
parent 08dd7878ff
commit 843e8b8bc4
18 changed files with 1592 additions and 162 deletions
--- a/.github/workflows/e2e-advanced-deployment-1.19.yaml
+++ b/.github/workflows/e2e-advanced-deployment-1.19.yaml
@ -0,0 +1,110 @@
+name: E2E-Advanced-Deployment-1.19
+
+on:
+  push:
+    branches:
+      - master
+      - release-*
+  pull_request: {}
+  workflow_dispatch: {}
+
+env:
+  # Common versions
+  GO_VERSION: '1.17'
+  KIND_IMAGE: 'kindest/node:v1.19.16'
+  KIND_CLUSTER_NAME: 'ci-testing'
+
+jobs:
+
+  rollout:
+    runs-on: ubuntu-18.04
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          submodules: true
+      - name: Setup Go
+        uses: actions/setup-go@v2
+        with:
+          go-version: ${{ env.GO_VERSION }}
+      - name: Setup Kind Cluster
+        uses: helm/kind-action@v1.2.0
+        with:
+          node_image: ${{ env.KIND_IMAGE }}
+          cluster_name: ${{ env.KIND_CLUSTER_NAME }}
+          config: ./test/kind-conf.yaml
+      - name: Build image
+        run: |
+          export IMAGE="openkruise/kruise-rollout:e2e-${GITHUB_RUN_ID}"
+          docker build --pull --no-cache . -t $IMAGE
+          kind load docker-image --name=${KIND_CLUSTER_NAME} $IMAGE || { echo >&2 "kind not installed or error loading image: $IMAGE"; exit 1; }
+      - name: Install Kruise
+        run: |
+          set -ex
+          kubectl cluster-info
+          make helm
+          helm repo add openkruise https://openkruise.github.io/charts/
+          helm repo update
+          helm install kruise openkruise/kruise
+          for ((i=1;i<10;i++));
+          do
+            set +e
+            PODS=$(kubectl get pod -n kruise-system | grep '1/1' | grep kruise-controller-manager | wc -l)
+            set -e
+            if [ "$PODS" -eq "2" ]; then
+              break
+            fi
+            sleep 3
+          done
+          set +e
+          PODS=$(kubectl get pod -n kruise-system | grep '1/1' | grep kruise-controller-manager | wc -l)
+          set -e
+          if [ "$PODS" -eq "2" ]; then
+            echo "Wait for kruise-manager ready successfully"
+          else
+            echo "Timeout to wait for kruise-manager ready"
+            exit 1
+          fi
+      - name: Install Kruise Rollout
+        run: |
+          set -ex
+          kubectl cluster-info
+          IMG=openkruise/kruise-rollout:e2e-${GITHUB_RUN_ID} ./scripts/deploy_kind.sh
+          for ((i=1;i<10;i++));
+          do
+            set +e
+            PODS=$(kubectl get pod -n kruise-rollout | grep '1/1' | wc -l)
+            set -e
+            if [ "$PODS" -eq "1" ]; then
+              break
+            fi
+            sleep 3
+          done
+          set +e
+          PODS=$(kubectl get pod -n kruise-rollout | grep '1/1' | wc -l)
+          kubectl get node -o yaml
+          kubectl get all -n kruise-rollout -o yaml
+          set -e
+          if [ "$PODS" -eq "1" ]; then
+            echo "Wait for kruise-rollout ready successfully"
+          else
+            echo "Timeout to wait for kruise-rollout ready"
+            exit 1
+          fi
+      - name: Run E2E Tests
+        run: |
+          export KUBECONFIG=/home/runner/.kube/config
+          make ginkgo
+          set +e
+          ./bin/ginkgo -timeout 60m -v --focus='Advanced Deployment' test/e2e
+          retVal=$?
+          # kubectl get pod -n kruise-rollout --no-headers | grep manager | awk '{print $1}' | xargs kubectl logs -n kruise-rollout
+          restartCount=$(kubectl get pod -n kruise-rollout --no-headers | awk '{print $4}')
+          if [ "${restartCount}" -eq "0" ];then
+              echo "Kruise-rollout has not restarted"
+          else
+              kubectl get pod -n kruise-rollout --no-headers
+              echo "Kruise-rollout has restarted, abort!!!"
+              kubectl get pod -n kruise-rollout --no-headers| awk '{print $1}' | xargs kubectl logs -p -n kruise-rollout
+              exit 1
+          fi
+          exit $retVal
--- a/.github/workflows/e2e-advanced-deployment-1.23.yaml
+++ b/.github/workflows/e2e-advanced-deployment-1.23.yaml
@ -0,0 +1,110 @@
+name: E2E-Advanced-Deployment-1.23
+
+on:
+  push:
+    branches:
+      - master
+      - release-*
+  pull_request: {}
+  workflow_dispatch: {}
+
+env:
+  # Common versions
+  GO_VERSION: '1.17'
+  KIND_IMAGE: 'kindest/node:v1.23.3'
+  KIND_CLUSTER_NAME: 'ci-testing'
+
+jobs:
+
+  rollout:
+    runs-on: ubuntu-18.04
+    steps:
+      - uses: actions/checkout@v2
+        with:
+          submodules: true
+      - name: Setup Go
+        uses: actions/setup-go@v2
+        with:
+          go-version: ${{ env.GO_VERSION }}
+      - name: Setup Kind Cluster
+        uses: helm/kind-action@v1.2.0
+        with:
+          node_image: ${{ env.KIND_IMAGE }}
+          cluster_name: ${{ env.KIND_CLUSTER_NAME }}
+          config: ./test/kind-conf.yaml
+      - name: Build image
+        run: |
+          export IMAGE="openkruise/kruise-rollout:e2e-${GITHUB_RUN_ID}"
+          docker build --pull --no-cache . -t $IMAGE
+          kind load docker-image --name=${KIND_CLUSTER_NAME} $IMAGE || { echo >&2 "kind not installed or error loading image: $IMAGE"; exit 1; }
+      - name: Install Kruise
+        run: |
+          set -ex
+          kubectl cluster-info
+          make helm
+          helm repo add openkruise https://openkruise.github.io/charts/
+          helm repo update
+          helm install kruise openkruise/kruise
+          for ((i=1;i<10;i++));
+          do
+            set +e
+            PODS=$(kubectl get pod -n kruise-system | grep '1/1' | grep kruise-controller-manager | wc -l)
+            set -e
+            if [ "$PODS" -eq "2" ]; then
+              break
+            fi
+            sleep 3
+          done
+          set +e
+          PODS=$(kubectl get pod -n kruise-system | grep '1/1' | grep kruise-controller-manager | wc -l)
+          set -e
+          if [ "$PODS" -eq "2" ]; then
+            echo "Wait for kruise-manager ready successfully"
+          else
+            echo "Timeout to wait for kruise-manager ready"
+            exit 1
+          fi
+      - name: Install Kruise Rollout
+        run: |
+          set -ex
+          kubectl cluster-info
+          IMG=openkruise/kruise-rollout:e2e-${GITHUB_RUN_ID} ./scripts/deploy_kind.sh
+          for ((i=1;i<10;i++));
+          do
+            set +e
+            PODS=$(kubectl get pod -n kruise-rollout | grep '1/1' | wc -l)
+            set -e
+            if [ "$PODS" -eq "1" ]; then
+              break
+            fi
+            sleep 3
+          done
+          set +e
+          PODS=$(kubectl get pod -n kruise-rollout | grep '1/1' | wc -l)
+          kubectl get node -o yaml
+          kubectl get all -n kruise-rollout -o yaml
+          set -e
+          if [ "$PODS" -eq "1" ]; then
+            echo "Wait for kruise-rollout ready successfully"
+          else
+            echo "Timeout to wait for kruise-rollout ready"
+            exit 1
+          fi
+      - name: Run E2E Tests
+        run: |
+          export KUBECONFIG=/home/runner/.kube/config
+          make ginkgo
+          set +e
+          ./bin/ginkgo -timeout 60m -v --focus='Advanced Deployment' test/e2e
+          retVal=$?
+          # kubectl get pod -n kruise-rollout --no-headers | grep manager | awk '{print $1}' | xargs kubectl logs -n kruise-rollout
+          restartCount=$(kubectl get pod -n kruise-rollout --no-headers | awk '{print $4}')
+          if [ "${restartCount}" -eq "0" ];then
+              echo "Kruise-rollout has not restarted"
+          else
+              kubectl get pod -n kruise-rollout --no-headers
+              echo "Kruise-rollout has restarted, abort!!!"
+              kubectl get pod -n kruise-rollout --no-headers| awk '{print $1}' | xargs kubectl logs -p -n kruise-rollout
+              exit 1
+          fi
+          exit $retVal
--- a/api/v1alpha1/deployment_types.go
+++ b/api/v1alpha1/deployment_types.go
@ -31,16 +31,14 @@ type DeploymentStrategy struct {
 type RollingStyleType string

 const (
-	// PartitionRollingStyleType means rolling in batches just like CloneSet, and will NOT create any extra Deployment;
-	PartitionRollingStyleType RollingStyleType = "Partition"
-	// CanaryRollingStyleType means rolling in canary way, and will create a canary Deployment.
-	CanaryRollingStyleType RollingStyleType = "Canary"
+	// PartitionRollingStyle means rolling in batches just like CloneSet, and will NOT create any extra Deployment;
+	PartitionRollingStyle RollingStyleType = "Partition"
+	// CanaryRollingStyle means rolling in canary way, and will create a canary Deployment.
+	CanaryRollingStyle RollingStyleType = "Canary"
 )

 // DeploymentExtraStatus is extra status field for Advanced Deployment
 type DeploymentExtraStatus struct {
-	// ObservedGeneration record the generation of deployment this status observed.
-	ObservedGeneration int64 `json:"observedGeneration,omitempty"`
 	// UpdatedReadyReplicas the number of pods that has been updated and ready.
 	UpdatedReadyReplicas int32 `json:"updatedReadyReplicas,omitempty"`
 	// ExpectedUpdatedReplicas is an absolute number calculated based on Partition
@ -52,7 +50,7 @@ type DeploymentExtraStatus struct {
 }

 func SetDefaultDeploymentStrategy(strategy *DeploymentStrategy) {
-	if strategy.RollingStyle == CanaryRollingStyleType {
+	if strategy.RollingStyle == CanaryRollingStyle {
 		return
 	}
 	if strategy.RollingUpdate == nil {
--- a/config/default/manager_auth_proxy_patch.yaml
+++ b/config/default/manager_auth_proxy_patch.yaml
@ -14,4 +14,5 @@ spec:
        - "--health-probe-bind-address=:8081"
        - "--metrics-bind-address=127.0.0.1:8080"
        - "--leader-elect"
+        - "--feature-gates=AdvancedDeployment=true"
        - "--v=3"
--- a/config/manager/manager.yaml
+++ b/config/manager/manager.yaml
@ -29,6 +29,7 @@ spec:
        - /manager
        args:
        - --leader-elect
+        - --feature-gates=AdvancedDeployment=true
        image: controller:latest
        name: manager
        securityContext:
--- a/main.go
+++ b/main.go
@ -24,6 +24,7 @@ import (
 	kruisev1beta1 "github.com/openkruise/kruise-api/apps/v1beta1"
 	rolloutsv1alpha1 "github.com/openkruise/rollouts/api/v1alpha1"
 	br "github.com/openkruise/rollouts/pkg/controller/batchrelease"
+	"github.com/openkruise/rollouts/pkg/controller/deployment"
 	"github.com/openkruise/rollouts/pkg/controller/rollout"
 	"github.com/openkruise/rollouts/pkg/controller/rollouthistory"
 	utilclient "github.com/openkruise/rollouts/pkg/util/client"
@ -116,6 +117,10 @@ func main() {
 		setupLog.Error(err, "unable to create controller", "controller", "rollouthistory")
 		os.Exit(1)
 	}
+	if err = deployment.Add(mgr); err != nil {
+		setupLog.Error(err, "unable to create controller", "controller", "advanceddeployment")
+		os.Exit(1)
+	}

 	//+kubebuilder:scaffold:builder
 	setupLog.Info("setup webhook")
--- a/pkg/controller/deployment/controller.go
+++ b/pkg/controller/deployment/controller.go
@ -22,14 +22,15 @@ import (
 	"encoding/json"
 	"flag"
 	"reflect"
+	"time"

 	appsv1 "k8s.io/api/apps/v1"
 	v1 "k8s.io/api/core/v1"
 	"k8s.io/apimachinery/pkg/api/errors"
+	"k8s.io/apimachinery/pkg/util/validation/field"
 	"k8s.io/client-go/kubernetes/scheme"
 	v1core "k8s.io/client-go/kubernetes/typed/core/v1"
 	appslisters "k8s.io/client-go/listers/apps/v1"
-	corelisters "k8s.io/client-go/listers/core/v1"
 	toolscache "k8s.io/client-go/tools/cache"
 	"k8s.io/client-go/tools/record"
 	"k8s.io/klog/v2"
@ -51,9 +52,13 @@ import (
 )

 func init() {
-	flag.IntVar(&concurrentReconciles, "deployment-workers", concurrentReconciles, "Max concurrent workers for StatefulSet controller.")
+	flag.IntVar(&concurrentReconciles, "deployment-workers", concurrentReconciles, "Max concurrent workers for advanced deployment controller.")
 }

+const (
+	DefaultRetryDuration = 2 * time.Second
+)
+
 var (
 	concurrentReconciles = 3
 )
@ -75,10 +80,6 @@ func Add(mgr manager.Manager) error {
 // newReconciler returns a new reconcile.Reconciler
 func newReconciler(mgr manager.Manager) (reconcile.Reconciler, error) {
 	cacher := mgr.GetCache()
-	podInformer, err := cacher.GetInformerForKind(context.TODO(), v1.SchemeGroupVersion.WithKind("Pod"))
-	if err != nil {
-		return nil, err
-	}
 	dInformer, err := cacher.GetInformerForKind(context.TODO(), appsv1.SchemeGroupVersion.WithKind("Deployment"))
 	if err != nil {
 		return nil, err
@ -91,7 +92,6 @@ func newReconciler(mgr manager.Manager) (reconcile.Reconciler, error) {
 	// Lister
 	dLister := appslisters.NewDeploymentLister(dInformer.(toolscache.SharedIndexInformer).GetIndexer())
 	rsLister := appslisters.NewReplicaSetLister(rsInformer.(toolscache.SharedIndexInformer).GetIndexer())
-	podLister := corelisters.NewPodLister(podInformer.(toolscache.SharedIndexInformer).GetIndexer())

 	// Client & Recorder
 	genericClient := clientutil.GetGenericClientWithName("advanced-deployment-controller")
@ -107,7 +107,6 @@ func newReconciler(mgr manager.Manager) (reconcile.Reconciler, error) {
 		eventRecorder:    recorder,
 		dLister:          dLister,
 		rsLister:         rsLister,
-		podLister:        podLister,
 	}
 	return &ReconcileDeployment{Client: mgr.GetClient(), controllerFactory: factory}, nil
 }
@ -179,8 +178,22 @@ func (r *ReconcileDeployment) Reconcile(_ context.Context, request reconcile.Req
 		return reconcile.Result{}, nil
 	}

+	errList := field.ErrorList{}
 	err = dc.syncDeployment(context.Background(), deployment)
-	return ctrl.Result{}, err
+	if err != nil {
+		errList = append(errList, field.InternalError(field.NewPath("syncDeployment"), err))
+	}
+	err = dc.patchExtraStatus(deployment)
+	if err != nil {
+		errList = append(errList, field.InternalError(field.NewPath("patchExtraStatus"), err))
+	}
+	err = deploymentutil.DeploymentRolloutSatisfied(deployment, dc.strategy.Partition)
+	if err != nil {
+		klog.V(3).Infof("Deployment %v is still rolling: %v", klog.KObj(deployment), err)
+		return reconcile.Result{RequeueAfter: DefaultRetryDuration}, errList.ToAggregate()
+	}
+
+	return ctrl.Result{}, errList.ToAggregate()
 }

 type controllerFactory DeploymentController
@ -201,7 +214,7 @@ func (f *controllerFactory) NewController(deployment *appsv1.Deployment) *Deploy
 	}

 	// We do NOT process such deployment with canary rolling style
-	if strategy.RollingStyle == rolloutsv1alpha1.CanaryRollingStyleType {
+	if strategy.RollingStyle == rolloutsv1alpha1.CanaryRollingStyle {
 		return nil
 	}

@ -214,7 +227,6 @@ func (f *controllerFactory) NewController(deployment *appsv1.Deployment) *Deploy
 		eventRecorder:    f.eventRecorder,
 		dLister:          f.dLister,
 		rsLister:         f.rsLister,
-		podLister:        f.podLister,
 		strategy:         strategy,
 	}
 }
--- a/pkg/controller/deployment/deployment_controller.go
+++ b/pkg/controller/deployment/deployment_controller.go
@ -34,7 +34,6 @@ import (
 	"k8s.io/apimachinery/pkg/types"
 	clientset "k8s.io/client-go/kubernetes"
 	appslisters "k8s.io/client-go/listers/apps/v1"
-	corelisters "k8s.io/client-go/listers/core/v1"
 	"k8s.io/client-go/tools/record"
 	"k8s.io/klog/v2"

@ -66,8 +65,6 @@ type DeploymentController struct {
 	dLister appslisters.DeploymentLister
 	// rsLister can list/get replica sets from the shared informer's store
 	rsLister appslisters.ReplicaSetLister
-	// podLister can list/get pods from the shared informer's store
-	podLister corelisters.PodLister

 	// we will use this strategy to replace spec.strategy of deployment
 	strategy rolloutsv1alpha1.DeploymentStrategy
@ -88,7 +85,7 @@ func (dc *DeploymentController) getReplicaSetsForDeployment(ctx context.Context,

 // syncDeployment will sync the deployment with the given key.
 // This function is not meant to be invoked concurrently with the same key.
-func (dc *DeploymentController) syncDeployment(ctx context.Context, deployment *apps.Deployment) (err error) {
+func (dc *DeploymentController) syncDeployment(ctx context.Context, deployment *apps.Deployment) error {
 	startTime := time.Now()
 	klog.V(4).InfoS("Started syncing deployment", "deployment", klog.KObj(deployment), "startTime", startTime)
 	defer func() {
@ -106,64 +103,50 @@ func (dc *DeploymentController) syncDeployment(ctx context.Context, deployment *
 			d.Status.ObservedGeneration = d.Generation
 			dc.client.AppsV1().Deployments(d.Namespace).UpdateStatus(ctx, d, metav1.UpdateOptions{})
 		}
-		return
+		return nil
 	}

 	// List ReplicaSets owned by this Deployment, while reconciling ControllerRef
 	// through adoption/orphaning.
 	rsList, err := dc.getReplicaSetsForDeployment(ctx, d)
 	if err != nil {
-		return
+		return err
 	}

 	if d.DeletionTimestamp != nil {
 		return dc.syncStatusOnly(ctx, d, rsList)
 	}

-	defer func() {
-		err = dc.updateExtraStatus(deployment, rsList)
-	}()
-
-	// Update deployment conditions with an Unknown condition when pausing/resuming
-	// a deployment. In this way, we can be sure that we won't timeout when a user
-	// resumes a Deployment with a set progressDeadlineSeconds.
-	if err = dc.checkPausedConditions(ctx, d); err != nil {
-		return
-	}
-
-	if d.Spec.Paused {
-		err = dc.sync(ctx, d, rsList)
-		return
+	if dc.strategy.Paused {
+		return dc.sync(ctx, d, rsList)
 	}

 	scalingEvent, err := dc.isScalingEvent(ctx, d, rsList)
 	if err != nil {
-		return
+		return err
 	}

 	if scalingEvent {
-		err = dc.sync(ctx, d, rsList)
-		return
+		return dc.sync(ctx, d, rsList)
 	}

-	err = dc.rolloutRolling(ctx, d, rsList)
-	return
+	return dc.rolloutRolling(ctx, d, rsList)
 }

-// updateExtraStatus will update extra status for advancedStatus
-func (dc *DeploymentController) updateExtraStatus(deployment *apps.Deployment, rsList []*apps.ReplicaSet) error {
-	newRS, _, err := dc.getAllReplicaSetsAndSyncRevision(context.TODO(), deployment, rsList, false)
+// patchExtraStatus will update extra status for advancedStatus
+func (dc *DeploymentController) patchExtraStatus(deployment *apps.Deployment) error {
+	rsList, err := dc.getReplicaSetsForDeployment(context.TODO(), deployment)
 	if err != nil {
 		return err
 	}

 	updatedReadyReplicas := int32(0)
+	newRS := deploymentutil.FindNewReplicaSet(deployment, rsList)
 	if newRS != nil {
 		updatedReadyReplicas = newRS.Status.ReadyReplicas
 	}

 	extraStatus := &rolloutsv1alpha1.DeploymentExtraStatus{
-		ObservedGeneration:      deployment.Generation,
 		UpdatedReadyReplicas:    updatedReadyReplicas,
 		ExpectedUpdatedReplicas: deploymentutil.NewRSReplicasLimit(dc.strategy.Partition, deployment),
 	}
@ -179,8 +162,11 @@ func (dc *DeploymentController) updateExtraStatus(deployment *apps.Deployment, r
 		return nil // no need to update
 	}

-	extraStatusAnno = strings.Replace(extraStatusAnno, `"`, `\"`, -1)
-	body := []byte(fmt.Sprintf(`{"metadata":{"annotations":{"%s":"%s"}}}`, rolloutsv1alpha1.DeploymentExtraStatusAnnotation, extraStatusAnno))
-	_, err = dc.client.AppsV1().Deployments(deployment.Namespace).Patch(context.TODO(), deployment.Name, types.MergePatchType, body, metav1.PatchOptions{})
+	body := fmt.Sprintf(`{"metadata":{"annotations":{"%s":"%s"}}}`,
+		rolloutsv1alpha1.DeploymentExtraStatusAnnotation,
+		strings.Replace(extraStatusAnno, `"`, `\"`, -1))
+
+	_, err = dc.client.AppsV1().Deployments(deployment.Namespace).
+		Patch(context.TODO(), deployment.Name, types.MergePatchType, []byte(body), metav1.PatchOptions{})
 	return err
 }
--- a/pkg/controller/deployment/deployment_controller_test.go
+++ b/pkg/controller/deployment/deployment_controller_test.go
@ -0,0 +1,216 @@
+package deployment
+
+import (
+	"context"
+	"fmt"
+	"strconv"
+	"strings"
+	"testing"
+
+	apps "k8s.io/api/apps/v1"
+	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	intstrutil "k8s.io/apimachinery/pkg/util/intstr"
+	"k8s.io/client-go/informers"
+	"k8s.io/client-go/kubernetes/fake"
+	appslisters "k8s.io/client-go/listers/apps/v1"
+	"k8s.io/client-go/tools/record"
+	"k8s.io/utils/pointer"
+
+	rolloutsv1alpha1 "github.com/openkruise/rollouts/api/v1alpha1"
+	"github.com/openkruise/rollouts/pkg/controller/deployment/util"
+)
+
+func TestSyncDeployment(t *testing.T) {
+	tests := map[string]struct {
+		oldRSsReplicas    []int32
+		newRSReplicas     int32
+		dReplicas         int32
+		oldRSsAvailable   []int32
+		newRSAvailable    int32
+		dAvailable        int32
+		partition         intstrutil.IntOrString
+		maxSurge          intstrutil.IntOrString
+		maxUnavailable    intstrutil.IntOrString
+		expectOldReplicas int32
+		expectNewReplicas int32
+	}{
+		"rolling new: surge new first, limited by maxSurge": {
+			[]int32{6, 4}, 0, 10,
+			[]int32{0, 0}, 0, 0,
+			intstrutil.FromInt(4), intstrutil.FromInt(2), intstrutil.FromString("50%"),
+			10, 2,
+		},
+		"rolling new: surge new first, limited by partition": {
+			[]int32{6, 4}, 0, 10,
+			[]int32{0, 0}, 0, 0,
+			intstrutil.FromInt(4), intstrutil.FromInt(10), intstrutil.FromString("50%"),
+			10, 4,
+		},
+		"rolling old: limited by maxUnavailable": {
+			[]int32{6, 4}, 2, 10,
+			[]int32{6, 4}, 0, 10,
+			intstrutil.FromInt(4), intstrutil.FromInt(2), intstrutil.FromString("20%"),
+			8, 2,
+		},
+		"rolling new: limited by partition": {
+			[]int32{6, 2}, 2, 10,
+			[]int32{6, 2}, 0, 8,
+			intstrutil.FromInt(3), intstrutil.FromInt(5), intstrutil.FromString("40%"),
+			8, 3,
+		},
+		"rolling new: scaling down old first, limited by partition": {
+			[]int32{6, 4}, 0, 10,
+			[]int32{6, 4}, 0, 10,
+			intstrutil.FromInt(3), intstrutil.FromInt(0), intstrutil.FromString("40%"),
+			7, 0,
+		},
+		"rolling new: scaling down old first, limited by maxUnavailable": {
+			[]int32{6, 4}, 0, 10,
+			[]int32{6, 4}, 0, 10,
+			intstrutil.FromInt(5), intstrutil.FromInt(0), intstrutil.FromString("20%"),
+			8, 0,
+		},
+		"no op: partition satisfied, maxSurge>0, new pod unavailable": {
+			[]int32{3, 4}, 3, 10,
+			[]int32{3, 4}, 0, 7,
+			intstrutil.FromInt(3), intstrutil.FromInt(2), intstrutil.FromString("30%"),
+			7, 3,
+		},
+		"no op: partition satisfied, maxSurge>0, new pod available": {
+			[]int32{3, 4}, 3, 10,
+			[]int32{3, 4}, 3, 10,
+			intstrutil.FromInt(3), intstrutil.FromInt(2), intstrutil.FromString("30%"),
+			7, 3,
+		},
+		"rolling old: scale down old to satisfied replicas": {
+			[]int32{3}, 3, 5,
+			[]int32{3}, 3, 6,
+			intstrutil.FromInt(3), intstrutil.FromInt(2), intstrutil.FromString("25%"),
+			2, 3,
+		},
+		"scale up: scale down old first": {
+			[]int32{4}, 0, 5,
+			[]int32{4}, 0, 4,
+			intstrutil.FromInt(3), intstrutil.FromInt(0), intstrutil.FromInt(1),
+			5, 0,
+		},
+		"scale up": {
+			[]int32{5}, 5, 20,
+			[]int32{5}, 5, 10,
+			intstrutil.FromInt(3), intstrutil.FromInt(0), intstrutil.FromString("30%"),
+			10, 10,
+		},
+		"scale down": {
+			[]int32{12}, 8, 10,
+			[]int32{12}, 8, 20,
+			intstrutil.FromInt(5), intstrutil.FromInt(0), intstrutil.FromString("30%"),
+			6, 4,
+		},
+	}
+
+	for name, test := range tests {
+		t.Run(name, func(t *testing.T) {
+			fakeClient := fake.NewSimpleClientset()
+			fakeRecord := record.NewFakeRecorder(10)
+			informers := informers.NewSharedInformerFactory(fakeClient, 0)
+			rsInformer := informers.Apps().V1().ReplicaSets().Informer()
+			dInformer := informers.Apps().V1().Deployments().Informer()
+
+			var deployment apps.Deployment
+			var newRS apps.ReplicaSet
+			{
+				deployment = generateDeployment("busybox")
+				deployment.Spec.Replicas = pointer.Int32(test.dReplicas)
+				deployment.Status.ReadyReplicas = test.newRSReplicas
+				availableReplicas := test.newRSAvailable
+				for _, available := range test.oldRSsAvailable {
+					availableReplicas += available
+				}
+				deployment.Status.UpdatedReplicas = test.newRSReplicas
+				deployment.Status.Replicas = availableReplicas
+				deployment.Status.AvailableReplicas = availableReplicas
+				dInformer.GetIndexer().Add(&deployment)
+				_, err := fakeClient.AppsV1().Deployments(deployment.Namespace).Create(context.TODO(), &deployment, metav1.CreateOptions{})
+				if err != nil {
+					t.Fatalf("got unexpected error: %v", err)
+				}
+			}
+			{
+				for index, replicas := range test.oldRSsReplicas {
+					rs := generateRS(deployment)
+					rs.SetName(fmt.Sprintf("rs-%d", index))
+					rs.Spec.Replicas = pointer.Int32(replicas)
+					rs.Status.Replicas = replicas
+					if strings.HasPrefix(name, "scale") {
+						rs.Annotations = map[string]string{
+							util.DesiredReplicasAnnotation: strconv.Itoa(-1),
+							util.MaxReplicasAnnotation:     strconv.Itoa(int(test.dAvailable + test.maxSurge.IntVal)),
+						}
+					}
+					rs.Spec.Template.Spec.Containers[0].Image = fmt.Sprintf("old-version-%d", index)
+					rs.Status.ReadyReplicas = test.oldRSsAvailable[index]
+					rs.Status.AvailableReplicas = test.oldRSsAvailable[index]
+					rsInformer.GetIndexer().Add(&rs)
+					_, err := fakeClient.AppsV1().ReplicaSets(rs.Namespace).Create(context.TODO(), &rs, metav1.CreateOptions{})
+					if err != nil {
+						t.Fatalf("got unexpected error: %v", err)
+					}
+				}
+			}
+			{
+				newRS = generateRS(deployment)
+				newRS.SetName("rs-new")
+				newRS.Spec.Replicas = pointer.Int32(test.newRSReplicas)
+				if strings.HasPrefix(name, "scale") {
+					newRS.Annotations = map[string]string{
+						util.DesiredReplicasAnnotation: strconv.Itoa(-1),
+						util.MaxReplicasAnnotation:     strconv.Itoa(int(test.dAvailable + test.maxSurge.IntVal)),
+					}
+				}
+				newRS.Status.Replicas = test.newRSReplicas
+				newRS.Status.ReadyReplicas = test.newRSAvailable
+				newRS.Status.AvailableReplicas = test.newRSAvailable
+				rsInformer.GetIndexer().Add(&newRS)
+				_, err := fakeClient.AppsV1().ReplicaSets(newRS.Namespace).Create(context.TODO(), &newRS, metav1.CreateOptions{})
+				if err != nil {
+					t.Fatalf("got unexpected error: %v", err)
+				}
+			}
+
+			dc := &DeploymentController{
+				client:        fakeClient,
+				eventRecorder: fakeRecord,
+				dLister:       appslisters.NewDeploymentLister(dInformer.GetIndexer()),
+				rsLister:      appslisters.NewReplicaSetLister(rsInformer.GetIndexer()),
+				strategy: rolloutsv1alpha1.DeploymentStrategy{
+					RollingUpdate: &apps.RollingUpdateDeployment{
+						MaxSurge:       &test.maxSurge,
+						MaxUnavailable: &test.maxUnavailable,
+					},
+					Partition: test.partition,
+				},
+			}
+
+			err := dc.syncDeployment(context.TODO(), &deployment)
+			if err != nil {
+				t.Fatalf("got unexpected error: %v", err)
+			}
+			rss, err := dc.client.AppsV1().ReplicaSets(deployment.Namespace).List(context.TODO(), metav1.ListOptions{})
+			if err != nil {
+				t.Fatalf("got unexpected error: %v", err)
+			}
+			resultOld := int32(0)
+			resultNew := int32(0)
+			for _, rs := range rss.Items {
+				if rs.GetName() != "rs-new" {
+					resultOld += *rs.Spec.Replicas
+				} else {
+					resultNew = *rs.Spec.Replicas
+				}
+			}
+			if resultOld != test.expectOldReplicas || resultNew != test.expectNewReplicas {
+				t.Fatalf("expect new %d, but got new %d; expect old %d, but got old %d ", test.expectNewReplicas, resultNew, test.expectOldReplicas, resultOld)
+			}
+		})
+	}
+}
--- a/pkg/controller/deployment/progress.go
+++ b/pkg/controller/deployment/progress.go
@ -35,7 +35,7 @@ import (
 // for example a resync of the deployment after it was scaled up. In those cases,
 // we shouldn't try to estimate any progress.
 func (dc *DeploymentController) syncRolloutStatus(ctx context.Context, allRSs []*apps.ReplicaSet, newRS *apps.ReplicaSet, d *apps.Deployment) error {
-	newStatus := calculateStatus(allRSs, newRS, d)
+	newStatus := calculateStatus(allRSs, newRS, d, &dc.strategy)

 	// If there is no progressDeadlineSeconds set, remove any Progressing condition.
 	if !util.HasProgressDeadline(d) {
--- a/pkg/controller/deployment/rolling.go
+++ b/pkg/controller/deployment/rolling.go
@ -22,6 +22,7 @@ import (
 	"sort"

 	apps "k8s.io/api/apps/v1"
+	intstrutil "k8s.io/apimachinery/pkg/util/intstr"
 	"k8s.io/klog/v2"
 	"k8s.io/utils/integer"

@ -56,12 +57,6 @@ func (dc *DeploymentController) rolloutRolling(ctx context.Context, d *apps.Depl
 		return dc.syncRolloutStatus(ctx, allRSs, newRS, d)
 	}

-	if deploymentutil.DeploymentComplete(d, &d.Status) {
-		if err := dc.cleanupDeployment(ctx, oldRSs, d); err != nil {
-			return err
-		}
-	}
-
 	// Sync deployment status
 	return dc.syncRolloutStatus(ctx, allRSs, newRS, d)
 }
@ -76,7 +71,7 @@ func (dc *DeploymentController) reconcileNewReplicaSet(ctx context.Context, allR
 		scaled, _, err := dc.scaleReplicaSetAndRecordEvent(ctx, newRS, *(deployment.Spec.Replicas), deployment)
 		return scaled, err
 	}
-	newReplicasCount, err := deploymentutil.NewRSNewReplicas(deployment, allRSs, newRS)
+	newReplicasCount, err := deploymentutil.NewRSNewReplicas(deployment, allRSs, newRS, &dc.strategy)
 	if err != nil {
 		return false, err
 	}
@ -93,7 +88,14 @@ func (dc *DeploymentController) reconcileOldReplicaSets(ctx context.Context, all

 	allPodsCount := deploymentutil.GetReplicaCountForReplicaSets(allRSs)
 	klog.V(4).Infof("New replica set %s/%s has %d available pods.", newRS.Namespace, newRS.Name, newRS.Status.AvailableReplicas)
-	maxUnavailable := deploymentutil.MaxUnavailable(*deployment)
+	maxUnavailable := deploymentutil.MaxUnavailable(deployment, &dc.strategy)
+
+	// Old RSes should obey the limitation of partition.
+	ScaleDownOldLimit := ScaleDownLimitForOld(oldRSs, newRS, deployment, dc.strategy.Partition)
+	if ScaleDownOldLimit <= 0 {
+		// Old replica sets do not satisfied as partition expectation, scale up.
+		return dc.scaleUpOldReplicaSets(ctx, oldRSs, -ScaleDownOldLimit, deployment)
+	}

 	// Check if we can scale down. We can scale down in the following 2 cases:
 	// * Some old replica sets have unhealthy replicas, we could safely scale down those unhealthy replicas since that won't further
@ -128,6 +130,8 @@ func (dc *DeploymentController) reconcileOldReplicaSets(ctx context.Context, all
 	minAvailable := *(deployment.Spec.Replicas) - maxUnavailable
 	newRSUnavailablePodCount := *(newRS.Spec.Replicas) - newRS.Status.AvailableReplicas
 	maxScaledDown := allPodsCount - minAvailable - newRSUnavailablePodCount
+	// But, do not exceed the number of the desired partition.
+	maxScaledDown = integer.Int32Min(maxScaledDown, ScaleDownOldLimit)
 	if maxScaledDown <= 0 {
 		return false, nil
 	}
@ -191,7 +195,7 @@ func (dc *DeploymentController) cleanupUnhealthyReplicas(ctx context.Context, ol
 // scaleDownOldReplicaSetsForRollingUpdate scales down old replica sets when deployment strategy is "RollingUpdate".
 // Need check maxUnavailable to ensure availability
 func (dc *DeploymentController) scaleDownOldReplicaSetsForRollingUpdate(ctx context.Context, allRSs []*apps.ReplicaSet, oldRSs []*apps.ReplicaSet, deployment *apps.Deployment) (int32, error) {
-	maxUnavailable := deploymentutil.MaxUnavailable(*deployment)
+	maxUnavailable := deploymentutil.MaxUnavailable(deployment, &dc.strategy)

 	// Check if we can scale down.
 	minAvailable := *(deployment.Spec.Replicas) - maxUnavailable
@ -203,10 +207,15 @@ func (dc *DeploymentController) scaleDownOldReplicaSetsForRollingUpdate(ctx cont
 	}
 	klog.V(4).Infof("Found %d available pods in deployment %s, scaling down old RSes", availablePodCount, deployment.Name)

-	sort.Sort(deploymentutil.ReplicaSetsByCreationTimestamp(oldRSs))
+	// We expected scaled down the middle revision firstly.
+	sort.Sort(deploymentutil.ReplicaSetsBySmallerRevision(oldRSs))

 	totalScaledDown := int32(0)
 	totalScaleDownCount := availablePodCount - minAvailable
+	newRS := deploymentutil.FindNewReplicaSet(deployment, allRSs)
+	// Old RSes should obey the limitation of partition.
+	ScaleDownOldLimit := ScaleDownLimitForOld(oldRSs, newRS, deployment, dc.strategy.Partition)
+	totalScaleDownCount = integer.Int32Min(totalScaleDownCount, ScaleDownOldLimit)
 	for _, targetRS := range oldRSs {
 		if totalScaledDown >= totalScaleDownCount {
 			// No further scaling required.
@ -232,3 +241,39 @@ func (dc *DeploymentController) scaleDownOldReplicaSetsForRollingUpdate(ctx cont

 	return totalScaledDown, nil
 }
+
+// scaleUpOldReplicaSets is different from native deployment: consider partition limitation.
+func (dc *DeploymentController) scaleUpOldReplicaSets(ctx context.Context, oldRSs []*apps.ReplicaSet, scaledUpCount int32, deployment *apps.Deployment) (bool, error) {
+	if scaledUpCount <= 0 || len(oldRSs) == 0 {
+		return false, nil
+	}
+	// Scale up the biggest one or older.
+	sort.Sort(deploymentutil.ReplicaSetsBySizeOlder(oldRSs))
+	newScale := (*oldRSs[0].Spec.Replicas) + scaledUpCount
+	scaled, _, err := dc.scaleReplicaSetAndRecordEvent(ctx, oldRSs[0], newScale, deployment)
+	return scaled, err
+}
+
+// ScaleDownLimitForOld return the limitation of old replica sets under the partition settings.
+func ScaleDownLimitForOld(oldRSs []*apps.ReplicaSet, newRS *apps.ReplicaSet, deployment *apps.Deployment, partition intstrutil.IntOrString) int32 {
+	newRSUpdateLimit := deploymentutil.NewRSReplicasLimit(partition, deployment)
+	// Expected replicas of the new replica set under the partition settings.
+	newRSDesiredCount := integer.Int32Max(newRSUpdateLimit, *newRS.Spec.Replicas)
+	// Expected total replicas for old replica sets.
+	oldRSDesiredCount := *(deployment.Spec.Replicas) - newRSDesiredCount
+	// Actual total replicas for old replica sets.
+	oldPodsCount := deploymentutil.GetReplicaCountForReplicaSets(oldRSs)
+	// oldRSDesiredDiff is the gap between the reality and the desired.
+	scaleDownOldLimit := oldPodsCount - oldRSDesiredCount
+
+	klog.V(4).InfoS("Calculate scale down limit for ",
+		"Deployment", klog.KObj(deployment),
+		// About the new replica set
+		"Replicas(New)", *(newRS.Spec.Replicas), "DesiredReplicas(New)", newRSDesiredCount,
+		// About the old replica sets
+		"ReplicaS(Old)", oldPodsCount, "DesiredReplicas(Old)", oldRSDesiredCount, "ScaleDownLimit(Old)", scaleDownOldLimit,
+		// About the deployment
+		"Replicas(Deployment)", *(deployment.Spec.Replicas), "Partition(Deployment)", newRSUpdateLimit)
+
+	return scaleDownOldLimit
+}
--- a/pkg/controller/deployment/rolling_test.go
+++ b/pkg/controller/deployment/rolling_test.go
@ -0,0 +1,449 @@
+package deployment
+
+import (
+	"context"
+	"fmt"
+	"math/rand"
+	"strconv"
+	"testing"
+
+	apps "k8s.io/api/apps/v1"
+	v1 "k8s.io/api/core/v1"
+	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"k8s.io/apimachinery/pkg/types"
+	intstrutil "k8s.io/apimachinery/pkg/util/intstr"
+	"k8s.io/client-go/kubernetes/fake"
+	"k8s.io/client-go/tools/record"
+	"k8s.io/utils/pointer"
+
+	rolloutsv1alpha1 "github.com/openkruise/rollouts/api/v1alpha1"
+)
+
+func newDControllerRef(d *apps.Deployment) *metav1.OwnerReference {
+	isController := true
+	return &metav1.OwnerReference{
+		APIVersion: "apps/v1",
+		Kind:       "Deployment",
+		Name:       d.GetName(),
+		UID:        d.GetUID(),
+		Controller: &isController,
+	}
+}
+
+// generateRS creates a replica set, with the input deployment's template as its template
+func generateRS(deployment apps.Deployment) apps.ReplicaSet {
+	template := deployment.Spec.Template.DeepCopy()
+	return apps.ReplicaSet{
+		ObjectMeta: metav1.ObjectMeta{
+			UID:             randomUID(),
+			Name:            randomName("replicaset"),
+			Labels:          template.Labels,
+			OwnerReferences: []metav1.OwnerReference{*newDControllerRef(&deployment)},
+		},
+		Spec: apps.ReplicaSetSpec{
+			Replicas: new(int32),
+			Template: *template,
+			Selector: &metav1.LabelSelector{MatchLabels: template.Labels},
+		},
+	}
+}
+
+func randomUID() types.UID {
+	return types.UID(strconv.FormatInt(rand.Int63(), 10))
+}
+
+func randomName(prefix string) string {
+	return fmt.Sprintf("%s-%s", prefix, strconv.FormatInt(5, 10))
+}
+
+// generateDeployment creates a deployment, with the input image as its template
+func generateDeployment(image string) apps.Deployment {
+	podLabels := map[string]string{"name": image}
+	terminationSec := int64(30)
+	enableServiceLinks := v1.DefaultEnableServiceLinks
+	return apps.Deployment{
+		ObjectMeta: metav1.ObjectMeta{
+			Name:        image,
+			Annotations: make(map[string]string),
+		},
+		Spec: apps.DeploymentSpec{
+			Replicas: func(i int32) *int32 { return &i }(1),
+			Selector: &metav1.LabelSelector{MatchLabels: podLabels},
+			Template: v1.PodTemplateSpec{
+				ObjectMeta: metav1.ObjectMeta{
+					Labels: podLabels,
+				},
+				Spec: v1.PodSpec{
+					Containers: []v1.Container{
+						{
+							Name:                   image,
+							Image:                  image,
+							ImagePullPolicy:        v1.PullAlways,
+							TerminationMessagePath: v1.TerminationMessagePathDefault,
+						},
+					},
+					DNSPolicy:                     v1.DNSClusterFirst,
+					TerminationGracePeriodSeconds: &terminationSec,
+					RestartPolicy:                 v1.RestartPolicyAlways,
+					SecurityContext:               &v1.PodSecurityContext{},
+					EnableServiceLinks:            &enableServiceLinks,
+				},
+			},
+		},
+	}
+}
+
+func TestScaleDownLimitForOld(t *testing.T) {
+	tDeployment := apps.Deployment{Spec: apps.DeploymentSpec{Replicas: pointer.Int32(10)}}
+	tReplicaSet := &apps.ReplicaSet{Spec: apps.ReplicaSetSpec{Replicas: pointer.Int32(5)}}
+	tOldRSes := func() []*apps.ReplicaSet {
+		return []*apps.ReplicaSet{
+			{Spec: apps.ReplicaSetSpec{Replicas: pointer.Int32(2)}},
+			{Spec: apps.ReplicaSetSpec{Replicas: pointer.Int32(2)}},
+			{Spec: apps.ReplicaSetSpec{Replicas: pointer.Int32(2)}},
+		}
+	}
+	tests := map[string]struct {
+		deployment func() *apps.Deployment
+		oldRSes    func() []*apps.ReplicaSet
+		newRS      func() *apps.ReplicaSet
+		partition  intstrutil.IntOrString
+		expect     int32
+	}{
+		"ScaleDownLimit > 0": {
+			deployment: func() *apps.Deployment {
+				return tDeployment.DeepCopy()
+			},
+			oldRSes: func() []*apps.ReplicaSet {
+				return tOldRSes()
+			},
+			newRS: func() *apps.ReplicaSet {
+				return tReplicaSet.DeepCopy()
+			},
+			partition: intstrutil.FromInt(5),
+			expect:    1,
+		},
+		"ScaleDownLimit = 0": {
+			deployment: func() *apps.Deployment {
+				return tDeployment.DeepCopy()
+			},
+			oldRSes: func() []*apps.ReplicaSet {
+				return tOldRSes()
+			},
+			newRS: func() *apps.ReplicaSet {
+				newRS := tReplicaSet.DeepCopy()
+				newRS.Spec.Replicas = pointer.Int32(4)
+				return newRS
+			},
+			partition: intstrutil.FromInt(4),
+			expect:    0,
+		},
+		"ScaleDownLimit < 0": {
+			deployment: func() *apps.Deployment {
+				return tDeployment.DeepCopy()
+			},
+			oldRSes: func() []*apps.ReplicaSet {
+				return tOldRSes()
+			},
+			newRS: func() *apps.ReplicaSet {
+				newRS := tReplicaSet.DeepCopy()
+				newRS.Spec.Replicas = pointer.Int32(2)
+				return newRS
+			},
+			partition: intstrutil.FromInt(2),
+			expect:    -2,
+		},
+		"newRS replicas > partition": {
+			deployment: func() *apps.Deployment {
+				return tDeployment.DeepCopy()
+			},
+			oldRSes: func() []*apps.ReplicaSet {
+				return tOldRSes()
+			},
+			newRS: func() *apps.ReplicaSet {
+				return tReplicaSet.DeepCopy()
+			},
+			partition: intstrutil.FromInt(2),
+			expect:    1,
+		},
+		"newRS replicas < partition": {
+			deployment: func() *apps.Deployment {
+				return tDeployment.DeepCopy()
+			},
+			oldRSes: func() []*apps.ReplicaSet {
+				return tOldRSes()
+			},
+			newRS: func() *apps.ReplicaSet {
+				newRS := tReplicaSet.DeepCopy()
+				newRS.Spec.Replicas = pointer.Int32(2)
+				return newRS
+			},
+			partition: intstrutil.FromInt(5),
+			expect:    1,
+		},
+	}
+	for name, test := range tests {
+		t.Run(name, func(t *testing.T) {
+			result := ScaleDownLimitForOld(test.oldRSes(), test.newRS(), test.deployment(), test.partition)
+			if result != test.expect {
+				t.Fatalf("expect %d, but got %d", test.expect, result)
+			}
+		})
+	}
+}
+
+func TestReconcileNewReplicaSet(t *testing.T) {
+	tests := map[string]struct {
+		oldRSs     []int32
+		newRS      int32
+		deployment int32
+		partition  intstrutil.IntOrString
+		maxSurge   intstrutil.IntOrString
+		expect     int32
+	}{
+		"limited by partition": {
+			[]int32{2, 3}, 3, 10,
+			intstrutil.FromInt(4), intstrutil.FromInt(0), 4,
+		},
+		"limited by deployment replicas": {
+			[]int32{2, 3}, 3, 10,
+			intstrutil.FromInt(10), intstrutil.FromInt(0), 5,
+		},
+		"surge first": {
+			[]int32{10}, 0, 10,
+			intstrutil.FromInt(3), intstrutil.FromInt(2), 2,
+		},
+		"surge first, but limited by partition": {
+			[]int32{10}, 0, 10,
+			intstrutil.FromInt(2), intstrutil.FromInt(3), 2,
+		},
+		"partition satisfied, no scale": {
+			[]int32{7}, 3, 10,
+			intstrutil.FromInt(3), intstrutil.FromInt(3), 3,
+		},
+		"partition satisfied, no scale even though deployment replicas not reach": {
+			[]int32{5}, 3, 10,
+			intstrutil.FromInt(3), intstrutil.FromInt(3), 3,
+		},
+		"new replica set has been greater than partition, no scale down": {
+			[]int32{7}, 3, 10,
+			intstrutil.FromInt(1), intstrutil.FromInt(3), 3,
+		},
+		"total replicas are more than deployment desired, no scale down": {
+			[]int32{7}, 3, 10,
+			intstrutil.FromInt(6), intstrutil.FromInt(0), 3,
+		},
+	}
+
+	for name, test := range tests {
+		t.Run(name, func(t *testing.T) {
+			fakeClient := fake.NewSimpleClientset()
+			fakeRecord := record.NewFakeRecorder(10)
+			dc := &DeploymentController{
+				client:        fakeClient,
+				eventRecorder: fakeRecord,
+				strategy: rolloutsv1alpha1.DeploymentStrategy{
+					RollingUpdate: &apps.RollingUpdateDeployment{
+						MaxSurge: &test.maxSurge,
+					},
+					Partition: test.partition,
+				},
+			}
+
+			var deployment apps.Deployment
+			var newRS apps.ReplicaSet
+			var allRSs []*apps.ReplicaSet
+			{
+				deployment = generateDeployment("busybox")
+				deployment.Spec.Replicas = pointer.Int32(test.deployment)
+				_, err := fakeClient.AppsV1().Deployments(deployment.Namespace).Create(context.TODO(), &deployment, metav1.CreateOptions{})
+				if err != nil {
+					t.Fatalf("got unexpected error: %v", err)
+				}
+			}
+			{
+				for index, replicas := range test.oldRSs {
+					rs := generateRS(deployment)
+					rs.SetName(fmt.Sprintf("rs-%d", index))
+					rs.Spec.Replicas = pointer.Int32(replicas)
+					allRSs = append(allRSs, &rs)
+					_, err := fakeClient.AppsV1().ReplicaSets(rs.Namespace).Create(context.TODO(), &rs, metav1.CreateOptions{})
+					if err != nil {
+						t.Fatalf("got unexpected error: %v", err)
+					}
+				}
+			}
+			{
+				newRS = generateRS(deployment)
+				newRS.SetName("rs-new")
+				newRS.Spec.Replicas = pointer.Int32(test.newRS)
+				allRSs = append(allRSs, &newRS)
+				_, err := fakeClient.AppsV1().ReplicaSets(newRS.Namespace).Create(context.TODO(), &newRS, metav1.CreateOptions{})
+				if err != nil {
+					t.Fatalf("got unexpected error: %v", err)
+				}
+			}
+			_, err := dc.reconcileNewReplicaSet(context.TODO(), allRSs, &newRS, &deployment)
+			if err != nil {
+				t.Fatalf("got unexpected error: %v", err)
+			}
+			result, err := dc.client.AppsV1().ReplicaSets(deployment.Namespace).Get(context.TODO(), newRS.Name, metav1.GetOptions{})
+			if err != nil {
+				t.Fatalf("got unexpected error: %v", err)
+			}
+			if *result.Spec.Replicas != test.expect {
+				t.Fatalf("expect %d, but got %d", test.expect, *result.Spec.Replicas)
+			}
+		})
+	}
+}
+
+func TestReconcileOldReplicaSet(t *testing.T) {
+	tests := map[string]struct {
+		oldRSsReplicas    []int32
+		newRSReplicas     int32
+		dReplicas         int32
+		oldRSsAvailable   []int32
+		newRSAvailable    int32
+		dAvailable        int32
+		partition         intstrutil.IntOrString
+		maxSurge          intstrutil.IntOrString
+		maxUnavailable    intstrutil.IntOrString
+		expectOldReplicas int32
+	}{
+		"scale down: all unavailable, limited by partition": {
+			[]int32{6, 4}, 0, 10,
+			[]int32{0, 0}, 0, 0,
+			intstrutil.FromInt(4), intstrutil.FromInt(2), intstrutil.FromString("50%"),
+			6,
+		},
+		"scale down: all available, limited by maxUnavailable": {
+			[]int32{6, 4}, 0, 10,
+			[]int32{6, 4}, 0, 10,
+			intstrutil.FromInt(4), intstrutil.FromInt(2), intstrutil.FromString("20%"),
+			8,
+		},
+		"scale down: scale unavailable first, then scale available, limited by maxUnavailable": {
+			[]int32{6, 4}, 0, 10,
+			[]int32{6, 2}, 0, 8,
+			intstrutil.FromInt(5), intstrutil.FromInt(0), intstrutil.FromString("40%"),
+			6,
+		},
+		"scale down: scale unavailable first, then scale available, limited by partition": {
+			[]int32{6, 4}, 0, 10,
+			[]int32{6, 2}, 0, 8,
+			intstrutil.FromInt(3), intstrutil.FromInt(0), intstrutil.FromString("40%"),
+			7,
+		},
+		"no op: newRS replicas more than partition, limited by newRS replicas": {
+			[]int32{0, 5}, 5, 10,
+			[]int32{0, 5}, 5, 10,
+			intstrutil.FromInt(3), intstrutil.FromInt(0), intstrutil.FromString("40%"),
+			5,
+		},
+		"no op: limited by unavailable newRS": {
+			[]int32{3, 4}, 3, 10,
+			[]int32{3, 4}, 0, 7,
+			intstrutil.FromInt(5), intstrutil.FromInt(0), intstrutil.FromString("30%"),
+			7,
+		},
+		"scale up oldRS": {
+			[]int32{3, 0}, 3, 10,
+			[]int32{3, 0}, 3, 6,
+			intstrutil.FromInt(3), intstrutil.FromInt(0), intstrutil.FromString("30%"),
+			7,
+		},
+		"scale down oldRS": {
+			[]int32{3}, 3, 5,
+			[]int32{3}, 3, 6,
+			intstrutil.FromString("60%"), intstrutil.FromString("25%"), intstrutil.FromString("25%"),
+			2,
+		},
+	}
+
+	for name, test := range tests {
+		t.Run(name, func(t *testing.T) {
+			fakeClient := fake.NewSimpleClientset()
+			fakeRecord := record.NewFakeRecorder(10)
+			dc := &DeploymentController{
+				client:        fakeClient,
+				eventRecorder: fakeRecord,
+				strategy: rolloutsv1alpha1.DeploymentStrategy{
+					RollingUpdate: &apps.RollingUpdateDeployment{
+						MaxSurge:       &test.maxSurge,
+						MaxUnavailable: &test.maxUnavailable,
+					},
+					Partition: test.partition,
+				},
+			}
+
+			var deployment apps.Deployment
+			var newRS apps.ReplicaSet
+			var allRSs []*apps.ReplicaSet
+			var oldRSs []*apps.ReplicaSet
+			{
+				deployment = generateDeployment("busybox:latest")
+				deployment.Spec.Replicas = pointer.Int32(test.dReplicas)
+				deployment.Status.ReadyReplicas = test.newRSReplicas
+				availableReplicas := test.newRSAvailable
+				for _, available := range test.oldRSsAvailable {
+					availableReplicas += available
+				}
+				deployment.Status.UpdatedReplicas = test.newRSReplicas
+				deployment.Status.Replicas = availableReplicas
+				deployment.Status.AvailableReplicas = availableReplicas
+				_, err := fakeClient.AppsV1().Deployments(deployment.Namespace).Create(context.TODO(), &deployment, metav1.CreateOptions{})
+				if err != nil {
+					t.Fatalf("got unexpected error: %v", err)
+				}
+			}
+			{
+				for index, replicas := range test.oldRSsReplicas {
+					rs := generateRS(deployment)
+					rs.SetName(fmt.Sprintf("rs-%d", index))
+					rs.Spec.Replicas = pointer.Int32(replicas)
+					rs.Status.Replicas = replicas
+					rs.Spec.Template.Spec.Containers[0].Image = fmt.Sprintf("old-version-%d", index)
+					rs.Status.ReadyReplicas = test.oldRSsAvailable[index]
+					rs.Status.AvailableReplicas = test.oldRSsAvailable[index]
+					allRSs = append(allRSs, &rs)
+					oldRSs = append(oldRSs, &rs)
+					_, err := fakeClient.AppsV1().ReplicaSets(rs.Namespace).Create(context.TODO(), &rs, metav1.CreateOptions{})
+					if err != nil {
+						t.Fatalf("got unexpected error: %v", err)
+					}
+				}
+			}
+			{
+				newRS = generateRS(deployment)
+				newRS.SetName("rs-new")
+				newRS.Spec.Replicas = pointer.Int32(test.newRSReplicas)
+				newRS.Status.Replicas = test.newRSReplicas
+				newRS.Status.ReadyReplicas = test.newRSAvailable
+				newRS.Status.AvailableReplicas = test.newRSAvailable
+				allRSs = append(allRSs, &newRS)
+				_, err := fakeClient.AppsV1().ReplicaSets(newRS.Namespace).Create(context.TODO(), &newRS, metav1.CreateOptions{})
+				if err != nil {
+					t.Fatalf("got unexpected error: %v", err)
+				}
+			}
+			_, err := dc.reconcileOldReplicaSets(context.TODO(), allRSs, oldRSs, &newRS, &deployment)
+			if err != nil {
+				t.Fatalf("got unexpected error: %v", err)
+			}
+			rss, err := dc.client.AppsV1().ReplicaSets(deployment.Namespace).List(context.TODO(), metav1.ListOptions{})
+			if err != nil {
+				t.Fatalf("got unexpected error: %v", err)
+			}
+			result := int32(0)
+			for _, rs := range rss.Items {
+				if rs.GetName() != "rs-new" {
+					result += *rs.Spec.Replicas
+				}
+			}
+			if result != test.expectOldReplicas {
+				t.Fatalf("expect %d, but got %d", test.expectOldReplicas, result)
+			}
+		})
+	}
+}
--- a/pkg/controller/deployment/sync.go
+++ b/pkg/controller/deployment/sync.go
@ -28,7 +28,9 @@ import (
 	"k8s.io/apimachinery/pkg/api/errors"
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
 	"k8s.io/klog/v2"
+	"k8s.io/utils/integer"

+	rolloutsv1alpha1 "github.com/openkruise/rollouts/api/v1alpha1"
 	deploymentutil "github.com/openkruise/rollouts/pkg/controller/deployment/util"
 	"github.com/openkruise/rollouts/pkg/util"
 	labelsutil "github.com/openkruise/rollouts/pkg/util/labels"
@ -62,40 +64,6 @@ func (dc *DeploymentController) sync(ctx context.Context, d *apps.Deployment, rs
 	return dc.syncDeploymentStatus(ctx, allRSs, newRS, d)
 }

-// checkPausedConditions checks if the given deployment is paused or not and adds an appropriate condition.
-// These conditions are needed so that we won't accidentally report lack of progress for resumed deployments
-// that were paused for longer than progressDeadlineSeconds.
-func (dc *DeploymentController) checkPausedConditions(ctx context.Context, d *apps.Deployment) error {
-	if !deploymentutil.HasProgressDeadline(d) {
-		return nil
-	}
-	cond := deploymentutil.GetDeploymentCondition(d.Status, apps.DeploymentProgressing)
-	if cond != nil && cond.Reason == deploymentutil.TimedOutReason {
-		// If we have reported lack of progress, do not overwrite it with a paused condition.
-		return nil
-	}
-	pausedCondExists := cond != nil && cond.Reason == deploymentutil.PausedDeployReason
-
-	needsUpdate := false
-	if d.Spec.Paused && !pausedCondExists {
-		condition := deploymentutil.NewDeploymentCondition(apps.DeploymentProgressing, v1.ConditionUnknown, deploymentutil.PausedDeployReason, "Deployment is paused")
-		deploymentutil.SetDeploymentCondition(&d.Status, *condition)
-		needsUpdate = true
-	} else if !d.Spec.Paused && pausedCondExists {
-		condition := deploymentutil.NewDeploymentCondition(apps.DeploymentProgressing, v1.ConditionUnknown, deploymentutil.ResumedDeployReason, "Deployment is resumed")
-		deploymentutil.SetDeploymentCondition(&d.Status, *condition)
-		needsUpdate = true
-	}
-
-	if !needsUpdate {
-		return nil
-	}
-
-	var err error
-	_, err = dc.client.AppsV1().Deployments(d.Namespace).UpdateStatus(ctx, d, metav1.UpdateOptions{})
-	return err
-}
-
 // getAllReplicaSetsAndSyncRevision returns all the replica sets for the provided deployment (new and all old), with new RS's and deployment's revision updated.
 //
 // rsList should come from getReplicaSetsForDeployment(d).
@ -145,7 +113,7 @@ func (dc *DeploymentController) getNewReplicaSet(ctx context.Context, d *apps.De
 		rsCopy := existingNewRS.DeepCopy()

 		// Set existing new replica set's annotation
-		annotationsUpdated := deploymentutil.SetNewReplicaSetAnnotations(d, rsCopy, newRevision, true, maxRevHistoryLengthInChars)
+		annotationsUpdated := deploymentutil.SetNewReplicaSetAnnotations(d, rsCopy, &dc.strategy, newRevision, true, maxRevHistoryLengthInChars)
 		minReadySecondsNeedsUpdate := rsCopy.Spec.MinReadySeconds != d.Spec.MinReadySeconds
 		if annotationsUpdated || minReadySecondsNeedsUpdate {
 			rsCopy.Spec.MinReadySeconds = d.Spec.MinReadySeconds
@ -202,14 +170,19 @@ func (dc *DeploymentController) getNewReplicaSet(ctx context.Context, d *apps.De
 		},
 	}
 	allRSs := append(oldRSs, &newRS)
-	newReplicasCount, err := deploymentutil.NewRSNewReplicas(d, allRSs, &newRS)
+	newReplicasCount, err := deploymentutil.NewRSNewReplicas(d, allRSs, &newRS, &dc.strategy)
 	if err != nil {
 		return nil, err
 	}

-	*(newRS.Spec.Replicas) = newReplicasCount
+	// We ensure that newReplicasLowerBound is greater than 0 unless deployment is 0,
+	// this is because if we set new replicas as 0, the native deployment controller
+	// will flight with ours.
+	newReplicasLowerBound := deploymentutil.NewRSReplicasLowerBound(d, &dc.strategy)
+
+	*(newRS.Spec.Replicas) = integer.Int32Max(newReplicasCount, newReplicasLowerBound)
 	// Set new replica set's annotation
-	deploymentutil.SetNewReplicaSetAnnotations(d, &newRS, newRevision, false, maxRevHistoryLengthInChars)
+	deploymentutil.SetNewReplicaSetAnnotations(d, &newRS, &dc.strategy, newRevision, false, maxRevHistoryLengthInChars)
 	// Create the new ReplicaSet. If it already exists, then we need to check for possible
 	// hash collisions. If there is any other error, we need to report it in the status of
 	// the Deployment.
@ -320,7 +293,7 @@ func (dc *DeploymentController) scale(ctx context.Context, deployment *apps.Depl

 		allowedSize := int32(0)
 		if *(deployment.Spec.Replicas) > 0 {
-			allowedSize = *(deployment.Spec.Replicas) + deploymentutil.MaxSurge(*deployment)
+			allowedSize = *(deployment.Spec.Replicas)
 		}

 		// Number of additional replicas that can be either added or removed from the total
@ -355,7 +328,7 @@ func (dc *DeploymentController) scale(ctx context.Context, deployment *apps.Depl
 			// Estimate proportions if we have replicas to add, otherwise simply populate
 			// nameToSize with the current sizes for each replica set.
 			if deploymentReplicasToAdd != 0 {
-				proportion := deploymentutil.GetProportion(rs, *deployment, deploymentReplicasToAdd, deploymentReplicasAdded)
+				proportion := deploymentutil.GetProportion(rs, *deployment, &dc.strategy, deploymentReplicasToAdd, deploymentReplicasAdded)

 				nameToSize[rs.Name] = *(rs.Spec.Replicas) + proportion
 				deploymentReplicasAdded += proportion
@ -406,7 +379,7 @@ func (dc *DeploymentController) scaleReplicaSet(ctx context.Context, rs *apps.Re

 	sizeNeedsUpdate := *(rs.Spec.Replicas) != newScale

-	annotationsNeedUpdate := deploymentutil.ReplicasAnnotationsNeedUpdate(rs, *(deployment.Spec.Replicas), *(deployment.Spec.Replicas)+deploymentutil.MaxSurge(*deployment))
+	annotationsNeedUpdate := deploymentutil.ReplicasAnnotationsNeedUpdate(rs, *(deployment.Spec.Replicas), *(deployment.Spec.Replicas)+deploymentutil.MaxSurge(deployment, &dc.strategy))

 	scaled := false
 	var err error
@ -414,7 +387,7 @@ func (dc *DeploymentController) scaleReplicaSet(ctx context.Context, rs *apps.Re
 		oldScale := *(rs.Spec.Replicas)
 		rsCopy := rs.DeepCopy()
 		*(rsCopy.Spec.Replicas) = newScale
-		deploymentutil.SetReplicasAnnotations(rsCopy, *(deployment.Spec.Replicas), *(deployment.Spec.Replicas)+deploymentutil.MaxSurge(*deployment))
+		deploymentutil.SetReplicasAnnotations(rsCopy, *(deployment.Spec.Replicas), *(deployment.Spec.Replicas)+deploymentutil.MaxSurge(deployment, &dc.strategy))
 		rs, err = dc.client.AppsV1().ReplicaSets(rsCopy.Namespace).Update(ctx, rsCopy, metav1.UpdateOptions{})
 		if err == nil && sizeNeedsUpdate {
 			scaled = true
@ -465,7 +438,7 @@ func (dc *DeploymentController) cleanupDeployment(ctx context.Context, oldRSs []

 // syncDeploymentStatus checks if the status is up-to-date and sync it if necessary
 func (dc *DeploymentController) syncDeploymentStatus(ctx context.Context, allRSs []*apps.ReplicaSet, newRS *apps.ReplicaSet, d *apps.Deployment) error {
-	newStatus := calculateStatus(allRSs, newRS, d)
+	newStatus := calculateStatus(allRSs, newRS, d, &dc.strategy)

 	if reflect.DeepEqual(d.Status, newStatus) {
 		return nil
@ -478,7 +451,7 @@ func (dc *DeploymentController) syncDeploymentStatus(ctx context.Context, allRSs
 }

 // calculateStatus calculates the latest status for the provided deployment by looking into the provided replica sets.
-func calculateStatus(allRSs []*apps.ReplicaSet, newRS *apps.ReplicaSet, deployment *apps.Deployment) apps.DeploymentStatus {
+func calculateStatus(allRSs []*apps.ReplicaSet, newRS *apps.ReplicaSet, deployment *apps.Deployment, strategy *rolloutsv1alpha1.DeploymentStrategy) apps.DeploymentStatus {
 	availableReplicas := deploymentutil.GetAvailableReplicaCountForReplicaSets(allRSs)
 	totalReplicas := deploymentutil.GetReplicaCountForReplicaSets(allRSs)
 	unavailableReplicas := totalReplicas - availableReplicas
@ -505,7 +478,7 @@ func calculateStatus(allRSs []*apps.ReplicaSet, newRS *apps.ReplicaSet, deployme
 		status.Conditions = append(status.Conditions, conditions[i])
 	}

-	if availableReplicas >= *(deployment.Spec.Replicas)-deploymentutil.MaxUnavailable(*deployment) {
+	if availableReplicas >= *(deployment.Spec.Replicas)-deploymentutil.MaxUnavailable(deployment, strategy) {
 		minAvailability := deploymentutil.NewDeploymentCondition(apps.DeploymentAvailable, v1.ConditionTrue, deploymentutil.MinimumReplicasAvailable, "Deployment has minimum availability.")
 		deploymentutil.SetDeploymentCondition(&status, *minAvailability)
 	} else {
--- a/pkg/controller/deployment/util/deployment_util.go
+++ b/pkg/controller/deployment/util/deployment_util.go
@ -35,6 +35,7 @@ import (
 	"k8s.io/klog/v2"
 	"k8s.io/utils/integer"

+	rolloutsv1alpha1 "github.com/openkruise/rollouts/api/v1alpha1"
 	"github.com/openkruise/rollouts/pkg/util"
 )

@ -200,7 +201,7 @@ func Revision(obj runtime.Object) (int64, error) {

 // SetNewReplicaSetAnnotations sets new replica set's annotations appropriately by updating its revision and
 // copying required deployment annotations to it; it returns true if replica set's annotation is changed.
-func SetNewReplicaSetAnnotations(deployment *apps.Deployment, newRS *apps.ReplicaSet, newRevision string, exists bool, revHistoryLimitInChars int) bool {
+func SetNewReplicaSetAnnotations(deployment *apps.Deployment, newRS *apps.ReplicaSet, strategy *rolloutsv1alpha1.DeploymentStrategy, newRevision string, exists bool, revHistoryLimitInChars int) bool {
 	// First, copy deployment's annotations (except for apply and revision annotations)
 	annotationChanged := copyDeploymentAnnotationsToReplicaSet(deployment, newRS)
 	// Then, update replica set's revision annotation
@ -256,7 +257,7 @@ func SetNewReplicaSetAnnotations(deployment *apps.Deployment, newRS *apps.Replic
 		}
 	}
 	// If the new replica set is about to be created, we need to add replica annotations to it.
-	if !exists && SetReplicasAnnotations(newRS, *(deployment.Spec.Replicas), *(deployment.Spec.Replicas)+MaxSurge(*deployment)) {
+	if !exists && SetReplicasAnnotations(newRS, *(deployment.Spec.Replicas), *(deployment.Spec.Replicas)+MaxSurge(deployment, strategy)) {
 		annotationChanged = true
 	}
 	return annotationChanged
@ -382,12 +383,12 @@ func ReplicasAnnotationsNeedUpdate(rs *apps.ReplicaSet, desiredReplicas, maxRepl
 }

 // MaxUnavailable returns the maximum unavailable pods a rolling deployment can take.
-func MaxUnavailable(deployment apps.Deployment) int32 {
-	if !IsRollingUpdate(&deployment) || *(deployment.Spec.Replicas) == 0 {
+func MaxUnavailable(deployment *apps.Deployment, strategy *rolloutsv1alpha1.DeploymentStrategy) int32 {
+	if strategy == nil || strategy.RollingUpdate == nil || *(deployment.Spec.Replicas) == 0 {
 		return int32(0)
 	}
 	// Error caught by validation
-	_, maxUnavailable, _ := ResolveFenceposts(deployment.Spec.Strategy.RollingUpdate.MaxSurge, deployment.Spec.Strategy.RollingUpdate.MaxUnavailable, *(deployment.Spec.Replicas))
+	_, maxUnavailable, _ := ResolveFenceposts(strategy.RollingUpdate.MaxSurge, strategy.RollingUpdate.MaxUnavailable, *(deployment.Spec.Replicas))
 	if maxUnavailable > *deployment.Spec.Replicas {
 		return *deployment.Spec.Replicas
 	}
@ -395,32 +396,32 @@ func MaxUnavailable(deployment apps.Deployment) int32 {
 }

 // MinAvailable returns the minimum available pods of a given deployment
-func MinAvailable(deployment *apps.Deployment) int32 {
-	if !IsRollingUpdate(deployment) {
+func MinAvailable(deployment *apps.Deployment, strategy *rolloutsv1alpha1.DeploymentStrategy) int32 {
+	if strategy == nil || strategy.RollingUpdate == nil {
 		return int32(0)
 	}
-	return *(deployment.Spec.Replicas) - MaxUnavailable(*deployment)
+	return *(deployment.Spec.Replicas) - MaxUnavailable(deployment, strategy)
 }

 // MaxSurge returns the maximum surge pods a rolling deployment can take.
-func MaxSurge(deployment apps.Deployment) int32 {
-	if !IsRollingUpdate(&deployment) {
+func MaxSurge(deployment *apps.Deployment, strategy *rolloutsv1alpha1.DeploymentStrategy) int32 {
+	if strategy == nil || strategy.RollingUpdate == nil {
 		return int32(0)
 	}
 	// Error caught by validation
-	maxSurge, _, _ := ResolveFenceposts(deployment.Spec.Strategy.RollingUpdate.MaxSurge, deployment.Spec.Strategy.RollingUpdate.MaxUnavailable, *(deployment.Spec.Replicas))
+	maxSurge, _, _ := ResolveFenceposts(strategy.RollingUpdate.MaxSurge, strategy.RollingUpdate.MaxUnavailable, *(deployment.Spec.Replicas))
 	return maxSurge
 }

 // GetProportion will estimate the proportion for the provided replica set using 1. the current size
 // of the parent deployment, 2. the replica count that needs be added on the replica sets of the
 // deployment, and 3. the total replicas added in the replica sets of the deployment so far.
-func GetProportion(rs *apps.ReplicaSet, d apps.Deployment, deploymentReplicasToAdd, deploymentReplicasAdded int32) int32 {
+func GetProportion(rs *apps.ReplicaSet, d apps.Deployment, strategy *rolloutsv1alpha1.DeploymentStrategy, deploymentReplicasToAdd, deploymentReplicasAdded int32) int32 {
 	if rs == nil || *(rs.Spec.Replicas) == 0 || deploymentReplicasToAdd == 0 || deploymentReplicasToAdd == deploymentReplicasAdded {
 		return int32(0)
 	}

-	rsFraction := getReplicaSetFraction(*rs, d)
+	rsFraction := getReplicaSetFraction(*rs, d, strategy)
 	allowed := deploymentReplicasToAdd - deploymentReplicasAdded

 	if deploymentReplicasToAdd > 0 {
@ -437,13 +438,13 @@ func GetProportion(rs *apps.ReplicaSet, d apps.Deployment, deploymentReplicasToA

 // getReplicaSetFraction estimates the fraction of replicas a replica set can have in
 // 1. a scaling event during a rollout or 2. when scaling a paused deployment.
-func getReplicaSetFraction(rs apps.ReplicaSet, d apps.Deployment) int32 {
+func getReplicaSetFraction(rs apps.ReplicaSet, d apps.Deployment, strategy *rolloutsv1alpha1.DeploymentStrategy) int32 {
 	// If we are scaling down to zero then the fraction of this replica set is its whole size (negative)
 	if *(d.Spec.Replicas) == int32(0) {
 		return -*(rs.Spec.Replicas)
 	}

-	deploymentReplicas := *(d.Spec.Replicas) + MaxSurge(d)
+	deploymentReplicas := *(d.Spec.Replicas) + MaxSurge(&d, strategy)
 	annotatedReplicas, ok := getMaxReplicasAnnotation(&rs)
 	if !ok {
 		// If we cannot find the annotation then fallback to the current deployment size. Note that this
@ -622,8 +623,8 @@ func GetAvailableReplicaCountForReplicaSets(replicaSets []*apps.ReplicaSet) int3
 }

 // IsRollingUpdate returns true if the strategy type is a rolling update.
-func IsRollingUpdate(deployment *apps.Deployment) bool {
-	return deployment.Spec.Strategy.Type == apps.RollingUpdateDeploymentStrategyType
+func IsRollingUpdate(_ *apps.Deployment) bool {
+	return true
 }

 // DeploymentComplete considers a deployment to be complete once all of its desired replicas
@ -704,17 +705,19 @@ func DeploymentTimedOut(deployment *apps.Deployment, newStatus *apps.DeploymentS
 // When one of the followings is true, we're rolling out the deployment; otherwise, we're scaling it.
 // 1) The new RS is saturated: newRS's replicas == deployment's replicas
 // 2) Max number of pods allowed is reached: deployment's replicas + maxSurge == all RSs' replicas
-func NewRSNewReplicas(deployment *apps.Deployment, allRSs []*apps.ReplicaSet, newRS *apps.ReplicaSet) (int32, error) {
-	switch deployment.Spec.Strategy.Type {
-	case apps.RollingUpdateDeploymentStrategyType:
-		// Check if we can scale up.
-		maxSurge, err := intstrutil.GetScaledValueFromIntOrPercent(deployment.Spec.Strategy.RollingUpdate.MaxSurge, int(*(deployment.Spec.Replicas)), true)
-		if err != nil {
-			return 0, err
-		}
+func NewRSNewReplicas(deployment *apps.Deployment, allRSs []*apps.ReplicaSet, newRS *apps.ReplicaSet, strategy *rolloutsv1alpha1.DeploymentStrategy) (int32, error) {
 	// Find the total number of pods
 	currentPodCount := GetReplicaCountForReplicaSets(allRSs)
-		maxTotalPods := *(deployment.Spec.Replicas) + int32(maxSurge)
+	switch {
+	case currentPodCount > *newRS.Spec.Replicas:
+		// Do not scale down due to partition settings.
+		scaleUpLimit := NewRSReplicasLimit(strategy.Partition, deployment)
+		if *newRS.Spec.Replicas >= scaleUpLimit {
+			// Cannot scale up.
+			return *(newRS.Spec.Replicas), nil
+		}
+		// Do not scale up due to exceeded current replicas.
+		maxTotalPods := *(deployment.Spec.Replicas) + MaxSurge(deployment, strategy)
 		if currentPodCount >= maxTotalPods {
 			// Cannot scale up.
 			return *(newRS.Spec.Replicas), nil
@ -723,11 +726,11 @@ func NewRSNewReplicas(deployment *apps.Deployment, allRSs []*apps.ReplicaSet, ne
 		scaleUpCount := maxTotalPods - currentPodCount
 		// Do not exceed the number of desired replicas.
 		scaleUpCount = int32(integer.IntMin(int(scaleUpCount), int(*(deployment.Spec.Replicas)-*(newRS.Spec.Replicas))))
-		return *(newRS.Spec.Replicas) + scaleUpCount, nil
-	case apps.RecreateDeploymentStrategyType:
-		return *(deployment.Spec.Replicas), nil
+		// Do not exceed the number of partition replicas.
+		return integer.Int32Min(*(newRS.Spec.Replicas)+scaleUpCount, scaleUpLimit), nil
 	default:
-		return 0, fmt.Errorf("deployment type %v isn't supported", deployment.Spec.Strategy.Type)
+		// If there is ONLY ONE active replica set, just be in line with deployment replicas.
+		return *(deployment.Spec.Replicas), nil
 	}
 }

@ -813,6 +816,21 @@ func (o ReplicaSetsByRevision) Less(i, j int) bool {
 	-------------------------------- BEGIN --------------------------------------
 */

+// ReplicaSetsBySmallerRevision sorts a list of ReplicaSet by revision in desc, using their creation timestamp or name as a tie breaker.
+// By using the creation timestamp, this sorts from old to new replica sets.
+type ReplicaSetsBySmallerRevision []*apps.ReplicaSet
+
+func (o ReplicaSetsBySmallerRevision) Len() int      { return len(o) }
+func (o ReplicaSetsBySmallerRevision) Swap(i, j int) { o[i], o[j] = o[j], o[i] }
+func (o ReplicaSetsBySmallerRevision) Less(i, j int) bool {
+	revision1, err1 := Revision(o[i])
+	revision2, err2 := Revision(o[j])
+	if err1 != nil || err2 != nil || revision1 == revision2 {
+		return ReplicaSetsByCreationTimestamp(o).Less(i, j)
+	}
+	return revision1 > revision2
+}
+
 // FilterActiveReplicaSets returns replica sets that have (or at least ought to have) pods.
 func FilterActiveReplicaSets(replicaSets []*apps.ReplicaSet) []*apps.ReplicaSet {
 	activeFilter := func(rs *apps.ReplicaSet) bool {
@ -918,3 +936,32 @@ func NewRSReplicasLimit(partition intstrutil.IntOrString, deployment *apps.Deplo
 	}
 	return int32(replicaLimit)
 }
+
+// DeploymentRolloutSatisfied return nil if deployment has satisfied partition and replicas,
+// or will return an error.
+func DeploymentRolloutSatisfied(deployment *apps.Deployment, partition intstrutil.IntOrString) error {
+	if deployment.Status.ObservedGeneration < deployment.Generation {
+		return fmt.Errorf("deployment %v observed generation %d less than generation %d",
+			klog.KObj(deployment), deployment.Status.ObservedGeneration, deployment.Generation)
+	}
+	if deployment.Status.Replicas != *(deployment.Spec.Replicas) {
+		return fmt.Errorf("deployment %v status replicas %d not equals to replicas %d",
+			klog.KObj(deployment), deployment.Status.Replicas, *deployment.Spec.Replicas)
+	}
+	newRSReplicasLimit := NewRSReplicasLimit(partition, deployment)
+	if deployment.Status.UpdatedReplicas < newRSReplicasLimit {
+		return fmt.Errorf("deployment %v updated replicas %d less than partition %d",
+			klog.KObj(deployment), deployment.Status.UpdatedReplicas, newRSReplicasLimit)
+	}
+	return nil
+}
+
+// NewRSReplicasLowerBound ensure that newReplicasLowerBound is greater than 0 when create newRS
+// unless deployment is 0 or MaxSurge > 0, this is because if we set new replicas as 0, the native
+// deployment controller will flight with ours.
+func NewRSReplicasLowerBound(deployment *apps.Deployment, strategy *rolloutsv1alpha1.DeploymentStrategy) int32 {
+	if MaxSurge(deployment, strategy) > 0 {
+		return int32(0)
+	}
+	return integer.Int32Min(int32(1), *deployment.Spec.Replicas)
+}
--- a/pkg/controller/deployment/util/deployment_util_test.go
+++ b/pkg/controller/deployment/util/deployment_util_test.go
@ -33,6 +33,8 @@ import (
 	"k8s.io/apimachinery/pkg/util/intstr"
 	"k8s.io/utils/integer"
 	"k8s.io/utils/pointer"
+
+	rolloutsv1alpha1 "github.com/openkruise/rollouts/api/v1alpha1"
 )

 func newDControllerRef(d *apps.Deployment) *metav1.OwnerReference {
@ -481,9 +483,19 @@ func newString(s string) *string {
 }

 func TestNewRSNewReplicas(t *testing.T) {
+	newDeployment := generateDeployment("nginx")
+	newRC := generateRS(newDeployment)
+	rss := make([]*apps.ReplicaSet, 10)
+	for i := range rss {
+		rs := generateRS(newDeployment)
+		rs.Spec.Replicas = pointer.Int32(int32(i))
+		rss[i] = &rs
+	}
+
 	tests := []struct {
 		Name          string
-		strategyType  apps.DeploymentStrategyType
+		oldRSs        []*apps.ReplicaSet
+		partition     intstr.IntOrString
 		depReplicas   int32
 		newRSReplicas int32
 		maxSurge      int
@ -491,30 +503,47 @@ func TestNewRSNewReplicas(t *testing.T) {
 	}{
 		{
 			"can not scale up - to newRSReplicas",
-			apps.RollingUpdateDeploymentStrategyType,
+			[]*apps.ReplicaSet{rss[5]},
+			intstr.FromInt(1),
 			1, 5, 1, 5,
 		},
 		{
 			"scale up - to depReplicas",
-			apps.RollingUpdateDeploymentStrategyType,
+			[]*apps.ReplicaSet{rss[0]},
+			intstr.FromString("100%"),
 			6, 2, 10, 6,
 		},
 		{
-			"recreate - to depReplicas",
-			apps.RecreateDeploymentStrategyType,
-			3, 1, 1, 3,
+			"scale up - to int-type partition",
+			[]*apps.ReplicaSet{rss[8]},
+			intstr.FromInt(4),
+			10, 2, 10, 4,
+		},
+		{
+			"scala up without old - to depReplicas",
+			[]*apps.ReplicaSet{},
+			intstr.FromInt(2),
+			10, 2, 10, 10,
+		},
+		{
+			"cannot scale due to partition - to newRSReplica",
+			[]*apps.ReplicaSet{rss[8]},
+			intstr.FromInt(2),
+			10, 2, 10, 2,
+		},
+		{
+			"cannot scale because new replicas grater than partition - to newRSReplica",
+			[]*apps.ReplicaSet{rss[5]},
+			intstr.FromInt(2),
+			10, 5, 10, 5,
 		},
 	}
-	newDeployment := generateDeployment("nginx")
-	newRC := generateRS(newDeployment)
-	rs5 := generateRS(newDeployment)
-	*(rs5.Spec.Replicas) = 5

 	for _, test := range tests {
 		t.Run(test.Name, func(t *testing.T) {
 			*(newDeployment.Spec.Replicas) = test.depReplicas
-			newDeployment.Spec.Strategy = apps.DeploymentStrategy{Type: test.strategyType}
-			newDeployment.Spec.Strategy.RollingUpdate = &apps.RollingUpdateDeployment{
+			strategy := &rolloutsv1alpha1.DeploymentStrategy{
+				RollingUpdate: &apps.RollingUpdateDeployment{
 					MaxUnavailable: func(i int) *intstr.IntOrString {
 						x := intstr.FromInt(i)
 						return &x
@ -523,9 +552,12 @@ func TestNewRSNewReplicas(t *testing.T) {
 						x := intstr.FromInt(i)
 						return &x
 					}(test.maxSurge),
+				},
+				Partition: test.partition,
 			}
 			*(newRC.Spec.Replicas) = test.newRSReplicas
-			rs, err := NewRSNewReplicas(&newDeployment, []*apps.ReplicaSet{&rs5}, &newRC)
+			allRSs := append(test.oldRSs, &newRC)
+			rs, err := NewRSNewReplicas(&newDeployment, allRSs, &newRC, strategy)
 			if err != nil {
 				t.Errorf("In test case %s, got unexpected error %v", test.Name, err)
 			}
@ -1023,7 +1055,10 @@ func TestMaxUnavailable(t *testing.T) {
 	for _, test := range tests {
 		t.Log(test.name)
 		t.Run(test.name, func(t *testing.T) {
-			maxUnavailable := MaxUnavailable(test.deployment)
+			strategy := rolloutsv1alpha1.DeploymentStrategy{
+				RollingUpdate: test.deployment.Spec.Strategy.RollingUpdate,
+			}
+			maxUnavailable := MaxUnavailable(&test.deployment, &strategy)
 			if test.expected != maxUnavailable {
 				t.Fatalf("expected:%v, got:%v", test.expected, maxUnavailable)
 			}
@ -1045,7 +1080,10 @@ func TestAnnotationUtils(t *testing.T) {
 		for i := 10; i < 20; i++ {

 			nextRevision := fmt.Sprintf("%d", i+1)
-			SetNewReplicaSetAnnotations(&tDeployment, &tRS, nextRevision, true, 5)
+			strategy := rolloutsv1alpha1.DeploymentStrategy{
+				RollingUpdate: tDeployment.Spec.Strategy.RollingUpdate,
+			}
+			SetNewReplicaSetAnnotations(&tDeployment, &tRS, &strategy, nextRevision, true, 5)
 			//Now the ReplicaSets Revision Annotation should be i+1

 			if i >= 12 {
@ -1196,3 +1234,71 @@ func TestNewRSReplicasLimit(t *testing.T) {
 		}
 	}
 }
+
+func TestDeploymentRolloutSatisfied(t *testing.T) {
+	tPartition := intstr.FromInt(3)
+	tDeployment := apps.Deployment{
+		ObjectMeta: metav1.ObjectMeta{Generation: 2},
+		Spec:       apps.DeploymentSpec{Replicas: pointer.Int32(10)},
+		Status:     apps.DeploymentStatus{Replicas: 10, UpdatedReplicas: 3, ObservedGeneration: 2},
+	}
+	tests := map[string]struct {
+		deployment func() *apps.Deployment
+		partition  intstr.IntOrString
+		expect     bool
+	}{
+		"generation unsatisfied": {
+			deployment: func() *apps.Deployment {
+				d := tDeployment.DeepCopy()
+				d.Status.ObservedGeneration = 1
+				return d
+			},
+			partition: tPartition,
+			expect:    false,
+		},
+		"status.replicas greater than replicas": {
+			deployment: func() *apps.Deployment {
+				d := tDeployment.DeepCopy()
+				d.Status.Replicas = 11
+				return d
+			},
+			partition: tPartition,
+			expect:    false,
+		},
+		"status.replicas less than replicas": {
+			deployment: func() *apps.Deployment {
+				d := tDeployment.DeepCopy()
+				d.Status.Replicas = 9
+				return d
+			},
+			partition: tPartition,
+			expect:    false,
+		},
+		"partition greater than new replica set": {
+			deployment: func() *apps.Deployment {
+				d := tDeployment.DeepCopy()
+				d.Status.UpdatedReplicas = 2
+				return d
+			},
+			partition: tPartition,
+			expect:    false,
+		},
+		"partition less than new replicas set": {
+			deployment: func() *apps.Deployment {
+				d := tDeployment.DeepCopy()
+				d.Status.UpdatedReplicas = 5
+				return d
+			},
+			partition: tPartition,
+			expect:    true,
+		},
+	}
+	for name, test := range tests {
+		t.Run(name, func(t *testing.T) {
+			err := DeploymentRolloutSatisfied(test.deployment(), test.partition)
+			if (test.expect && err != nil) || (!test.expect && err == nil) {
+				t.Fatalf("expect error %v, but got %v", test.expect, err)
+			}
+		})
+	}
+}
--- a/test/e2e/deployment_test.go
+++ b/test/e2e/deployment_test.go
@ -0,0 +1,339 @@
+package e2e
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"reflect"
+	"time"
+
+	. "github.com/onsi/ginkgo"
+	. "github.com/onsi/gomega"
+	apps "k8s.io/api/apps/v1"
+	v1 "k8s.io/api/core/v1"
+	netv1 "k8s.io/api/networking/v1"
+	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"k8s.io/apimachinery/pkg/types"
+	"k8s.io/apimachinery/pkg/util/intstr"
+	"k8s.io/apimachinery/pkg/util/wait"
+	"k8s.io/client-go/util/retry"
+	"k8s.io/utils/pointer"
+	"sigs.k8s.io/controller-runtime/pkg/client"
+
+	rolloutsv1alpha1 "github.com/openkruise/rollouts/api/v1alpha1"
+	"github.com/openkruise/rollouts/pkg/util"
+)
+
+var _ = SIGDescribe("Advanced Deployment", func() {
+	var namespace string
+	defaultRetry := wait.Backoff{
+		Steps:    10,
+		Duration: 10 * time.Millisecond,
+		Factor:   1.0,
+		Jitter:   0.1,
+	}
+
+	CreateObject := func(object client.Object, options ...client.CreateOption) {
+		By(fmt.Sprintf("create deployment %v", client.ObjectKeyFromObject(object)))
+		object.SetNamespace(namespace)
+		Expect(k8sClient.Create(context.TODO(), object)).NotTo(HaveOccurred())
+	}
+
+	GetObject := func(namespace, name string, object client.Object) error {
+		key := types.NamespacedName{Namespace: namespace, Name: name}
+		return k8sClient.Get(context.TODO(), key, object)
+	}
+
+	UpdateDeployment := func(deployment *apps.Deployment, version string) *apps.Deployment {
+		By(fmt.Sprintf("update deployment %v to version: %v", client.ObjectKeyFromObject(deployment), version))
+		var clone *apps.Deployment
+		Expect(retry.RetryOnConflict(defaultRetry, func() error {
+			clone = &apps.Deployment{}
+			err := GetObject(deployment.Namespace, deployment.Name, clone)
+			if err != nil {
+				return err
+			}
+			clone.Spec.Template.Spec.Containers[0].Image = deployment.Spec.Template.Spec.Containers[0].Image
+			clone.Spec.Template.Spec.Containers[0].Env[0].Value = version
+			strategy := unmarshal(clone.Annotations[rolloutsv1alpha1.DeploymentStrategyAnnotation])
+			strategy.Paused = true
+			clone.Annotations[rolloutsv1alpha1.DeploymentStrategyAnnotation] = marshal(strategy)
+			return k8sClient.Update(context.TODO(), clone)
+		})).NotTo(HaveOccurred())
+
+		Eventually(func() bool {
+			clone = &apps.Deployment{}
+			err := GetObject(deployment.Namespace, deployment.Name, clone)
+			Expect(err).NotTo(HaveOccurred())
+			By(fmt.Sprintf("image: %s, version env: %s", clone.Spec.Template.Spec.Containers[0].Image, clone.Spec.Template.Spec.Containers[0].Env[0].Value))
+			return clone.Status.ObservedGeneration >= clone.Generation
+		}, time.Minute, time.Second).Should(BeTrue())
+		return clone
+	}
+
+	UpdatePartitionWithoutCheck := func(deployment *apps.Deployment, desired intstr.IntOrString) *apps.Deployment {
+		By(fmt.Sprintf("update deployment %v to desired: %v", client.ObjectKeyFromObject(deployment), desired))
+		var clone *apps.Deployment
+		Expect(retry.RetryOnConflict(defaultRetry, func() error {
+			clone = &apps.Deployment{}
+			err := GetObject(deployment.Namespace, deployment.Name, clone)
+			if err != nil {
+				return err
+			}
+			strategy := unmarshal(clone.Annotations[rolloutsv1alpha1.DeploymentStrategyAnnotation])
+			if reflect.DeepEqual(desired, strategy.Partition) {
+				return nil
+			}
+			strategy.Paused = false
+			strategy.Partition = desired
+			clone.Annotations[rolloutsv1alpha1.DeploymentStrategyAnnotation] = marshal(strategy)
+			return k8sClient.Update(context.TODO(), clone)
+		})).NotTo(HaveOccurred())
+		return clone
+	}
+
+	ListPods := func(namespace string, labelSelector *metav1.LabelSelector) ([]*v1.Pod, error) {
+		appList := &v1.PodList{}
+		selector, _ := metav1.LabelSelectorAsSelector(labelSelector)
+		err := k8sClient.List(context.TODO(), appList, &client.ListOptions{Namespace: namespace, LabelSelector: selector})
+		if err != nil {
+			return nil, err
+		}
+		apps := make([]*v1.Pod, 0)
+		for i := range appList.Items {
+			pod := &appList.Items[i]
+			if pod.DeletionTimestamp.IsZero() {
+				apps = append(apps, pod)
+			}
+		}
+		return apps, nil
+	}
+
+	ListReplicaSets := func(namespace string, labelSelector *metav1.LabelSelector) ([]*apps.ReplicaSet, error) {
+		appList := &apps.ReplicaSetList{}
+		selector, _ := metav1.LabelSelectorAsSelector(labelSelector)
+		err := k8sClient.List(context.TODO(), appList, &client.ListOptions{Namespace: namespace, LabelSelector: selector})
+		if err != nil {
+			return nil, err
+		}
+		apps := make([]*apps.ReplicaSet, 0)
+		for i := range appList.Items {
+			pod := &appList.Items[i]
+			if pod.DeletionTimestamp.IsZero() {
+				apps = append(apps, pod)
+			}
+		}
+		return apps, nil
+	}
+
+	CheckReplicas := func(deployment *apps.Deployment, replicas, available, updated int32) {
+		var clone *apps.Deployment
+		Eventually(func() bool {
+			clone = &apps.Deployment{}
+			err := GetObject(deployment.Namespace, deployment.Name, clone)
+			Expect(err).NotTo(HaveOccurred())
+			fmt.Printf("replicas %d, available: %d, updated: %d\n",
+				clone.Status.Replicas, clone.Status.AvailableReplicas, clone.Status.UpdatedReplicas)
+			return clone.Status.Replicas == replicas && clone.Status.AvailableReplicas == available && clone.Status.UpdatedReplicas == updated
+		}, 10*time.Minute, time.Second).Should(BeTrue())
+
+		Eventually(func() int {
+			pods, err := ListPods(deployment.Namespace, deployment.Spec.Selector)
+			Expect(err).NotTo(HaveOccurred())
+			return len(pods)
+		}, 10*time.Second, time.Second).Should(BeNumerically("==", replicas))
+
+		rss, err := ListReplicaSets(deployment.Namespace, deployment.Spec.Selector)
+		Expect(err).NotTo(HaveOccurred())
+		var rsReplicas, rsAvailable, rsUpdated int32
+		for _, rs := range rss {
+			if !rs.DeletionTimestamp.IsZero() {
+				continue
+			}
+			if util.EqualIgnoreHash(&rs.Spec.Template, &clone.Spec.Template) {
+				rsUpdated = rs.Status.Replicas
+			}
+			rsReplicas += rs.Status.Replicas
+			rsAvailable += rs.Status.AvailableReplicas
+		}
+		Expect(rsUpdated).Should(BeNumerically("==", updated))
+		Expect(rsReplicas).Should(BeNumerically("==", replicas))
+		Expect(rsAvailable).Should(BeNumerically("==", available))
+	}
+
+	ScaleDeployment := func(deployment *apps.Deployment, replicas int32) *apps.Deployment {
+		By(fmt.Sprintf("update deployment %v to replicas: %v", client.ObjectKeyFromObject(deployment), replicas))
+		var clone *apps.Deployment
+		Expect(retry.RetryOnConflict(defaultRetry, func() error {
+			clone = &apps.Deployment{}
+			err := GetObject(deployment.Namespace, deployment.Name, clone)
+			if err != nil {
+				return err
+			}
+			clone.Spec.Replicas = pointer.Int32(replicas)
+			return k8sClient.Update(context.TODO(), clone)
+		})).NotTo(HaveOccurred())
+
+		Eventually(func() bool {
+			clone = &apps.Deployment{}
+			err := GetObject(deployment.Namespace, deployment.Name, clone)
+			Expect(err).NotTo(HaveOccurred())
+			return clone.Status.ObservedGeneration >= clone.Generation
+		}, time.Minute, time.Second).Should(BeTrue())
+		return clone
+	}
+
+	UpdatePartitionWithCheck := func(deployment *apps.Deployment, desired intstr.IntOrString) {
+		By(fmt.Sprintf("update deployment %v to desired: %v, strategy: %v, and check",
+			client.ObjectKeyFromObject(deployment), deployment.Annotations[rolloutsv1alpha1.DeploymentStrategyAnnotation], desired))
+		clone := UpdatePartitionWithoutCheck(deployment, desired)
+		count := 5
+		for count > 0 {
+			desiredUpdatedReplicas, _ := intstr.GetScaledValueFromIntOrPercent(&desired, int(*deployment.Spec.Replicas), true)
+			CheckReplicas(deployment, *clone.Spec.Replicas, *clone.Spec.Replicas, int32(desiredUpdatedReplicas))
+			time.Sleep(time.Second)
+			count--
+		}
+	}
+
+	BeforeEach(func() {
+		namespace = randomNamespaceName("deployment")
+		ns := v1.Namespace{
+			ObjectMeta: metav1.ObjectMeta{
+				Name: namespace,
+			},
+		}
+		Expect(k8sClient.Create(context.TODO(), &ns)).Should(SatisfyAny(BeNil()))
+	})
+
+	AfterEach(func() {
+		By("[TEST] Clean up resources after an integration test")
+		k8sClient.DeleteAllOf(context.TODO(), &apps.Deployment{}, client.InNamespace(namespace))
+		k8sClient.DeleteAllOf(context.TODO(), &v1.Service{}, client.InNamespace(namespace))
+		k8sClient.DeleteAllOf(context.TODO(), &netv1.Ingress{}, client.InNamespace(namespace))
+		Expect(k8sClient.Delete(context.TODO(), &v1.Namespace{ObjectMeta: metav1.ObjectMeta{Name: namespace}}, client.PropagationPolicy(metav1.DeletePropagationForeground))).Should(Succeed())
+		time.Sleep(time.Second * 3)
+	})
+
+	KruiseDescribe("Advanced Deployment Checker", func() {
+		It("update with partition", func() {
+			deployment := &apps.Deployment{}
+			deployment.Namespace = namespace
+			Expect(ReadYamlToObject("./test_data/deployment/deployment.yaml", deployment)).ToNot(HaveOccurred())
+			CreateObject(deployment)
+			CheckReplicas(deployment, 5, 5, 5)
+			UpdateDeployment(deployment, "version2")
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(0))
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(1))
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(2))
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(3))
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(5))
+		})
+
+		It("update with scale up", func() {
+			deployment := &apps.Deployment{}
+			deployment.Namespace = namespace
+			Expect(ReadYamlToObject("./test_data/deployment/deployment.yaml", deployment)).ToNot(HaveOccurred())
+			CreateObject(deployment)
+			UpdateDeployment(deployment, "version2")
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(0))
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(1))
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(2))
+			deployment = ScaleDeployment(deployment, 10)
+			CheckReplicas(deployment, 10, 10, 4)
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(7))
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(10))
+		})
+
+		It("update with scale down", func() {
+			deployment := &apps.Deployment{}
+			deployment.Namespace = namespace
+			Expect(ReadYamlToObject("./test_data/deployment/deployment.yaml", deployment)).ToNot(HaveOccurred())
+			deployment.Spec.Replicas = pointer.Int32(10)
+			CreateObject(deployment)
+			UpdateDeployment(deployment, "version2")
+			UpdatePartitionWithCheck(deployment, intstr.FromString("0%"))
+			UpdatePartitionWithCheck(deployment, intstr.FromString("40%"))
+			deployment = ScaleDeployment(deployment, 5)
+			CheckReplicas(deployment, 5, 5, 2)
+			UpdatePartitionWithCheck(deployment, intstr.FromString("60%"))
+			UpdatePartitionWithCheck(deployment, intstr.FromString("100%"))
+		})
+
+		It("update with MaxSurge=1, MaxUnavailable=0", func() {
+			deployment := &apps.Deployment{}
+			deployment.Namespace = namespace
+			Expect(ReadYamlToObject("./test_data/deployment/deployment.yaml", deployment)).ToNot(HaveOccurred())
+			deployment.Annotations[rolloutsv1alpha1.DeploymentStrategyAnnotation] =
+				`{"rollingStyle":"Partition","rollingUpdate":{"maxUnavailable":0,"maxSurge":1}}`
+			CreateObject(deployment)
+			CheckReplicas(deployment, 5, 5, 5)
+			deployment.Spec.Template.Spec.Containers[0].Image = "failed_image:failed"
+			UpdateDeployment(deployment, "version2")
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(0))
+			UpdatePartitionWithoutCheck(deployment, intstr.FromInt(3))
+			CheckReplicas(deployment, 6, 5, 1)
+		})
+
+		It("update with MaxSurge=0, MaxUnavailable=1", func() {
+			deployment := &apps.Deployment{}
+			deployment.Namespace = namespace
+			Expect(ReadYamlToObject("./test_data/deployment/deployment.yaml", deployment)).ToNot(HaveOccurred())
+			deployment.Annotations[rolloutsv1alpha1.DeploymentStrategyAnnotation] =
+				`{"rollingStyle":"Partition","rollingUpdate":{"maxUnavailable":1,"maxSurge":0}}`
+			deployment.Spec.MinReadySeconds = 10
+			CreateObject(deployment)
+			UpdateDeployment(deployment, "version2")
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(0))
+			UpdatePartitionWithoutCheck(deployment, intstr.FromInt(3))
+			CheckReplicas(deployment, 5, 4, 1)
+			CheckReplicas(deployment, 5, 4, 2)
+			CheckReplicas(deployment, 5, 4, 3)
+			UpdatePartitionWithoutCheck(deployment, intstr.FromInt(5))
+			CheckReplicas(deployment, 5, 4, 4)
+			CheckReplicas(deployment, 5, 5, 5)
+		})
+
+		It("continuous update", func() {
+			deployment := &apps.Deployment{}
+			deployment.Namespace = namespace
+			Expect(ReadYamlToObject("./test_data/deployment/deployment.yaml", deployment)).ToNot(HaveOccurred())
+			CreateObject(deployment)
+			UpdateDeployment(deployment, "version2")
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(0))
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(2))
+			UpdateDeployment(deployment, "version3")
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(0))
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(3))
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(5))
+		})
+
+		It("rollback", func() {
+			deployment := &apps.Deployment{}
+			deployment.Namespace = namespace
+			Expect(ReadYamlToObject("./test_data/deployment/deployment.yaml", deployment)).ToNot(HaveOccurred())
+			CreateObject(deployment)
+			UpdateDeployment(deployment, "version2")
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(0))
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(2))
+			UpdateDeployment(deployment, "version3")
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(0))
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(3))
+			UpdateDeployment(deployment, "version2")
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(2))
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(3))
+			UpdatePartitionWithCheck(deployment, intstr.FromInt(5))
+		})
+	})
+})
+
+func unmarshal(strategyAnno string) *rolloutsv1alpha1.DeploymentStrategy {
+	strategy := &rolloutsv1alpha1.DeploymentStrategy{}
+	_ = json.Unmarshal([]byte(strategyAnno), strategy)
+	return strategy
+}
+
+func marshal(strategy *rolloutsv1alpha1.DeploymentStrategy) string {
+	strategyAnno, _ := json.Marshal(strategy)
+	return string(strategyAnno)
+}
--- a/test/e2e/rollout_test.go
+++ b/test/e2e/rollout_test.go
@ -1391,8 +1391,6 @@ var _ = SIGDescribe("Rollout", func() {
 			WaitRolloutNotFound(rollout.Name)
 			Expect(GetObject(workload.Name, workload)).NotTo(HaveOccurred())
 			fmt.Println(util.DumpJSON(workload))
-			Expect(workload.Spec.Paused).Should(BeTrue())
-			Expect(workload.Status.UpdatedReplicas).Should(BeNumerically("==", 0))
 			workload.Spec.Paused = false
 			UpdateDeployment(workload)
 			By("Update deployment paused=false")
--- a/test/e2e/test_data/deployment/deployment.yaml
+++ b/test/e2e/test_data/deployment/deployment.yaml
@ -0,0 +1,34 @@
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: sample
+  labels:
+    app: busybox
+  Annotations:
+    batchrelease.rollouts.kruise.io/control-info: '{"apiVersion":"rollouts.kruise.io/v1alpha1","kind":"BatchRelease","name":"rollouts-demo","uid":"45891961-8c29-4ea9-8e61-fd5a1fd19ffa","controller":true,"blockOwnerDeletion":true}'
+    rollouts.kruise.io/deployment-strategy: '{"rollingUpdate":{"maxUnavailable":"25%","maxSurge":"25%"}}'
+spec:
+  paused: true
+  replicas: 5
+  strategy:
+    type: Recreate
+  selector:
+    matchLabels:
+      app: busybox
+  template:
+    metadata:
+      labels:
+        app: busybox
+    spec:
+      containers:
+        - name: busybox
+          image: busybox:1.32
+          imagePullPolicy: IfNotPresent
+          command: ["/bin/sh", "-c", "sleep 10000"]
+          env:
+            - name: VERSION
+              value: version1
+          resources:
+            limits:
+              memory: "10Mi"
+              cpu: "10m"