[CI] Fix nightly CI for A2 series (#3825)

### What this PR does / why we need it?
For multi-node CI system, we need to ensure that cluster resources meet
the expected specifications before conducting multi-node
interoperability tests. Otherwise, unexpected errors may occur (for
example, we might mistakenly assume all nodes are ready and perform a
global cluster IP acquisition, which would cause an exception to be
thrown in Python because some nodes might not actually be ready at that
point). Therefore, we need to wait at the workflow level until all
resources meet the expected specifications.
### Does this PR introduce _any_ user-facing change?

### How was this patch tested?


- vLLM version: v0.11.0
- vLLM main:
vllm-project/vllm@2918c1b

---------

Signed-off-by: wangli <[email protected]>

Author: Potabk

.github/workflows/_e2e_nightly_multi_node.yaml

@@ -60,7 +60,7 @@ defaults:
 # only cancel in-progress runs of the same workflow
 # and ignore the lint / 8 cards test type
 concurrency:
-  group: ascend-nightly-${{ github.workflow_ref }}-${{ github.ref }}-${{ inputs.config_file_path }}
+  group: ascend-nightly-${{ github.workflow_ref }}-${{ github.ref }}-${{ inputs.soc_version }}
   cancel-in-progress: true
 
 jobs:
@@ -115,8 +115,39 @@ jobs:
 
         - name: Clear resources
           run: |
-            # pre clear the crd resources created by lws
-            kubectl delete leaderworkerset vllm -n "$NAMESPACE" --ignore-not-found
+            set -euo pipefail
+
+            CRD_NAME="${CRD_NAME:-vllm}"
+            TIMEOUT=${TIMEOUT:-120}
+            SLEEP_INTERVAL=2
+
+            echo "Deleting leaderworkerset [$CRD_NAME] in namespace [$NAMESPACE]..."
+            kubectl delete leaderworkerset "$CRD_NAME" -n "$NAMESPACE" --ignore-not-found
+
+            echo "Waiting for all pods starting with 'vllm' to be deleted..."
+            START_TIME=$(date +%s)
+
+            while true; do
+              NOW=$(date +%s)
+              ELAPSED=$((NOW - START_TIME))
+
+              if [[ $ELAPSED -ge $TIMEOUT ]]; then
+                echo "Timeout reached ($TIMEOUT seconds), some pods still exist:"
+                kubectl get pods -n "$NAMESPACE" | grep '^vllm' || true
+                exit 1
+              fi
+
+              PODS_EXIST=$(kubectl get pods -n "$NAMESPACE" -o jsonpath='{.items[*].metadata.name}' 2>/dev/null | tr ' ' '\n' | grep '^vllm' || true)
+
+              if [[ -z "$PODS_EXIST" ]]; then
+                echo "All vllm pods deleted."
+                break
+              else
+                echo "Waiting for pods to be deleted: $PODS_EXIST"
+                sleep $SLEEP_INTERVAL
+              fi
+            done
+
         - name: Launch cluster
           id: launcher
           run: |
@@ -164,19 +195,58 @@ jobs:
 
         - name: Waiting for pod ready
           run: |
-            echo "waiting for Pod [$LEADER_POD] in namespace [$NAMESPACE] to Ready..."
+            POD_PREFIX="${POD_PREFIX:-vllm-0}"
+            SIZE="${{ inputs.size }}"
+            TIMEOUT=1200  # default timeout 20 minutes
+
+            echo "Waiting for Pods in namespace [$NAMESPACE] to become Running and Ready (timeout ${TIMEOUT}s)..."
+
+            START_TIME=$(date +%s)
 
             while true; do
-              # get pod status
-              READY_STATUS=$(kubectl get pod "$LEADER_POD" -n "$NAMESPACE" -o jsonpath='{.status.containerStatuses[*].ready}')
+              NOW=$(date +%s)
+              ELAPSED=$((NOW - START_TIME))
+              if [[ $ELAPSED -ge $TIMEOUT ]]; then
+                echo "Timeout reached after ${ELAPSED}s"
+                echo "Dumping pod status for debugging:"
+                kubectl get pods -n "$NAMESPACE"
+                kubectl describe pod "$LEADER_POD" -n "$NAMESPACE"
+                exit 1
+              fi
+
+              # 1) check follower pods
+              ALL_FOLLOWERS_READY=true
+              for ((i=1; i<${SIZE}; i++)); do
+                POD="${POD_PREFIX}-${i}"
+                PHASE=$(kubectl get pod "$POD" -n "$NAMESPACE" -o jsonpath='{.status.phase}' 2>/dev/null || echo "NotFound")
+                READY=$(kubectl get pod "$POD" -n "$NAMESPACE" -o jsonpath='{.status.containerStatuses[*].ready}' 2>/dev/null)
+
+                echo "Follower [$POD] phase=$PHASE ready=$READY"
 
-              if [[ "$READY_STATUS" == "true" ]]; then
-                echo "Pod [$LEADER_POD] is Ready!"
+                if [[ "$PHASE" != "Running" || "$READY" != "true" ]]; then
+                  echo "Follower [$POD] not Ready yet..."
+                  ALL_FOLLOWERS_READY=false
+                  break
+                fi
+              done
+
+              # 2) check leader pod
+              LEADER_PHASE=$(kubectl get pod "$LEADER_POD" -n "$NAMESPACE" -o jsonpath='{.status.phase}' 2>/dev/null || echo "NotFound")
+              LEADER_READY=$(kubectl get pod "$LEADER_POD" -n "$NAMESPACE" -o jsonpath='{.status.containerStatuses[*].ready}' 2>/dev/null)
+
+              echo "Leader [$LEADER_POD] phase=$LEADER_PHASE ready=$LEADER_READY"
+
+              if [[ "$LEADER_PHASE" != "Running" || "$LEADER_READY" != "true" ]]; then
+                echo "Leader not Ready yet..."
+                ALL_FOLLOWERS_READY=false
+              fi
+
+              if [[ "$ALL_FOLLOWERS_READY" == "true" ]]; then
+                echo "All follower pods and leader pod are Running and Ready — continuing."
                 break
-              else
-                echo "Pod [$LEADER_POD] not ready, waiting..."
-                sleep 3
               fi
+
+              sleep 2
             done
 
         - name: Stream logs