From 5740589548a2b85d52aae950a2e076151aa6f13e Mon Sep 17 00:00:00 2001
From: Mitja Kleider <mitja.kleider@aleph-alpha.com>
Date: Tue, 27 Oct 2026 15:02:27 +0100
Subject: [PATCH] feat(clustered): resume a preempted gang when Kueue readmits
 it

Under Kueue, preemption is routine for low-priority multi-node work,
and ending the attempt on each one makes a task's retries a preemption
budget. With the task's failure_policy.resume_after_preemption set, a
gang Kueue preempts after it started keeps its attempt and JobSet until
Kueue readmits it. Any other eviction still ends the attempt.

Signed-off-by: Mitja Kleider <mitja.kleider@aleph-alpha.com>
---
 flyteidl2/plugins/clustered.proto             |    8 +-
 .../go/tasks/pluginmachinery/gang/gang.go     |    9 +-
 .../tasks/pluginmachinery/gang/gang_test.go   |    5 +
 .../go/tasks/plugins/k8s/clustered/kueue.go   |   38 +-
 .../tasks/plugins/k8s/clustered/kueue_test.go |  197 +-
 .../go/tasks/plugins/k8s/clustered/phase.go   |   32 +-
 .../k8s/clustered/phase_suspend_test.go       |    6 +-
 .../go/tasks/plugins/k8s/clustered/util.go    |    6 +-
 gen/go/flyteidl2/plugins/clustered.pb.go      |   73 +-
 .../plugins/clustered.pb.validate.go          |    2 +
 gen/python/flyteidl2/plugins/clustered_pb2.py |   14 +-
 .../flyteidl2/plugins/clustered_pb2.pyi       |    6 +-
 gen/rust/src/flyteidl2.plugins.rs             | 2668 +++++++++--------
 gen/ts/flyteidl2/plugins/clustered_pb.ts      |   14 +-
 14 files changed, 1699 insertions(+), 1379 deletions(-)

diff --git a/flyteidl2/plugins/clustered.proto b/flyteidl2/plugins/clustered.proto
index 1a86fb57c80..5b81533967a 100644
--- a/flyteidl2/plugins/clustered.proto
+++ b/flyteidl2/plugins/clustered.proto
@@ -77,7 +77,8 @@ enum Interconnect {
   ROCE = 3;
 }
 
-// Controls how the JobSet responds to rank failures and host-maintenance evictions.
+// Controls how the JobSet responds to rank failures, host-maintenance evictions and
+// Kueue preemptions.
 message ClusterFailurePolicy {
   // Maximum number of whole-cluster restarts before the JobSet is marked failed.
   // Each restart increments JOBSET_RESTART_ATTEMPT and rotates the torchrun RDZV_ID.
@@ -86,4 +87,9 @@ message ClusterFailurePolicy {
   // If true, pods evicted due to host maintenance (DisruptionTarget condition)
   // trigger a free restart that does not count against max_restarts.
   bool restart_on_host_maintenance = 2;
+
+  // If true, a gang that Kueue preempts after it started keeps its attempt and JobSet
+  // and resumes when Kueue re-admits it, so a preemption costs no retry. The task's
+  // max_runtime keeps counting while it waits. If false, the preemption ends the attempt.
+  bool resume_after_preemption = 3;
 }
diff --git a/flyteplugins/go/tasks/pluginmachinery/gang/gang.go b/flyteplugins/go/tasks/pluginmachinery/gang/gang.go
index b32626957d0..c387a9ec4d8 100644
--- a/flyteplugins/go/tasks/pluginmachinery/gang/gang.go
+++ b/flyteplugins/go/tasks/pluginmachinery/gang/gang.go
@@ -57,7 +57,8 @@ func (e Eviction) ExecutionError() *core.ExecutionError {
 	}
 }
 
-func (e Eviction) describe() string {
+// Summary says who took the gang back and why, without what that costs the task.
+func (e Eviction) Summary() string {
 	var b strings.Builder
 	b.WriteString("gang evicted")
 	if e.Source != "" {
@@ -74,6 +75,12 @@ func (e Eviction) describe() string {
 		b.WriteString(": ")
 		b.WriteString(msg)
 	}
+	return b.String()
+}
+
+func (e Eviction) describe() string {
+	var b strings.Builder
+	b.WriteString(e.Summary())
 	switch {
 	case !e.UserCaused:
 		b.WriteString("; this does not count against the task's retries")
diff --git a/flyteplugins/go/tasks/pluginmachinery/gang/gang_test.go b/flyteplugins/go/tasks/pluginmachinery/gang/gang_test.go
index a2749d7e35d..e5744d6594f 100644
--- a/flyteplugins/go/tasks/pluginmachinery/gang/gang_test.go
+++ b/flyteplugins/go/tasks/pluginmachinery/gang/gang_test.go
@@ -24,6 +24,11 @@ func TestEvictionExecutionError_Kind(t *testing.T) {
 	assert.Equal(t, core.ExecutionError_SYSTEM, system.GetKind())
 }
 
+func TestEvictionSummary_LeavesOutTheCost(t *testing.T) {
+	eviction := Eviction{Source: kueueSource, Reason: preempted, Message: preemptedMessage, UserCaused: true, RetriesLeft: 2}
+	assert.Equal(t, "gang evicted by kueue (Preempted): "+preemptedMessage, eviction.Summary())
+}
+
 func TestEvictionExecutionError_Message(t *testing.T) {
 	tests := []struct {
 		name     string
diff --git a/flyteplugins/go/tasks/plugins/k8s/clustered/kueue.go b/flyteplugins/go/tasks/plugins/k8s/clustered/kueue.go
index 89f36c1e716..d09aa3ffcb5 100644
--- a/flyteplugins/go/tasks/plugins/k8s/clustered/kueue.go
+++ b/flyteplugins/go/tasks/plugins/k8s/clustered/kueue.go
@@ -3,6 +3,7 @@ package clustered
 import (
 	"context"
 	"fmt"
+	"strings"
 
 	"k8s.io/apimachinery/pkg/apis/meta/v1/unstructured"
 	"sigs.k8s.io/controller-runtime/pkg/client"
@@ -29,6 +30,10 @@ const (
 	evictedByPreemption           = "Preempted"
 	evictedByMaximumExecutionTime = "DeactivatedDueToMaximumExecutionTimeExceeded"
 
+	// evictedByDeactivationPrefix starts every Evicted reason Kueue gives when it deactivates
+	// a Workload, e.g. "DeactivatedDueToRequeuingLimitExceeded".
+	evictedByDeactivationPrefix = "Deactivated"
+
 	quotaReservedInadmissible = "Inadmissible"
 )
 
@@ -94,7 +99,15 @@ func readWorkloadCondition(wl *unstructured.Unstructured, conditionType string)
 func classifyEviction(wl *unstructured.Unstructured) gang.Eviction {
 	eviction := gang.Eviction{Source: evictionSource}
 	evicted, ok := readWorkloadCondition(wl, workloadConditionEvicted)
-	if !ok || evicted.status != "True" {
+	evictedNow := ok && evicted.status == "True"
+	// Deactivating a Workload that is already evicted, e.g. one waiting for re-admission
+	// after a preemption, can leave the earlier reason in place: the deactivation is the
+	// cause now.
+	if isInactive(wl) && !(evictedNow && strings.HasPrefix(evicted.reason, evictedByDeactivationPrefix)) {
+		eviction.Reason = evictedByDeactivationPrefix
+		return eviction
+	}
+	if !evictedNow {
 		return eviction
 	}
 	eviction.Reason = evicted.reason
@@ -111,6 +124,29 @@ func classifyEviction(wl *unstructured.Unstructured) gang.Eviction {
 	return eviction
 }
 
+// awaitsReadmission reports whether a gang Kueue took back was preempted, and so will be
+// readmitted once there is room again. Any other eviction, such as node failures or a
+// PodsReady timeout, may recur, so it is not worth waiting for; nor is a deactivated
+// Workload or a missing one. A JobSet can be suspended before Kueue has written the
+// Evicted condition, which is waited out until the condition says why.
+func awaitsReadmission(wl *unstructured.Unstructured) bool {
+	if wl == nil || isInactive(wl) {
+		return false
+	}
+	evicted, ok := readWorkloadCondition(wl, workloadConditionEvicted)
+	return !ok || evicted.status != "True" || evicted.reason == evictedByPreemption
+}
+
+// isInactive reports whether the Workload has been deactivated (spec.active: false), which
+// Kueue does on its own limits and an operator does by hand.
+func isInactive(wl *unstructured.Unstructured) bool {
+	if wl == nil {
+		return false
+	}
+	active, found, err := unstructured.NestedBool(wl.Object, "spec", "active")
+	return err == nil && found && !active
+}
+
 // missingLocalQueue reports the LocalQueue the JobSet names when Kueue cannot admit it because
 // that queue does not exist. Only that case is a user error: a queue that exists but is stopped
 // or inactive is the platform's, so the gang keeps waiting. The message is Kueue's own
diff --git a/flyteplugins/go/tasks/plugins/k8s/clustered/kueue_test.go b/flyteplugins/go/tasks/plugins/k8s/clustered/kueue_test.go
index b60286bad77..934e71563a3 100644
--- a/flyteplugins/go/tasks/plugins/k8s/clustered/kueue_test.go
+++ b/flyteplugins/go/tasks/plugins/k8s/clustered/kueue_test.go
@@ -22,6 +22,7 @@ import (
 	plugink8s "github.com/flyteorg/flyte/v2/flyteplugins/go/tasks/pluginmachinery/k8s"
 	k8smocks "github.com/flyteorg/flyte/v2/flyteplugins/go/tasks/pluginmachinery/k8s/mocks"
 	"github.com/flyteorg/flyte/v2/gen/go/flyteidl2/core"
+	clusteredpb "github.com/flyteorg/flyte/v2/gen/go/flyteidl2/plugins"
 )
 
 const (
@@ -69,10 +70,25 @@ func readerWith(t *testing.T, objects ...client.Object) client.Reader {
 // kueuePluginCtx is a plugin context for an attempt of a task with maxAttempts attempts.
 func kueuePluginCtx(
 	reader client.Reader, state plugink8s.PluginState, retryAttempt, maxAttempts uint32,
+) *k8smocks.PluginContext {
+	return kueuePluginCtxFor(twoNodeSpec(), reader, state, retryAttempt, maxAttempts)
+}
+
+// resumingPluginCtx is kueuePluginCtx for a task that resumes after a preemption.
+func resumingPluginCtx(
+	reader client.Reader, state plugink8s.PluginState, retryAttempt, maxAttempts uint32,
+) *k8smocks.PluginContext {
+	spec := twoNodeSpecWithPolicy(&clusteredpb.ClusterFailurePolicy{ResumeAfterPreemption: true})
+	return kueuePluginCtxFor(spec, reader, state, retryAttempt, maxAttempts)
+}
+
+func kueuePluginCtxFor(
+	taskTemplate *core.TaskTemplate,
+	reader client.Reader, state plugink8s.PluginState, retryAttempt, maxAttempts uint32,
 ) *k8smocks.PluginContext {
 	pCtx := &k8smocks.PluginContext{}
 	taskReader := &coreMocks.TaskReader{}
-	taskReader.EXPECT().Read(mock.Anything).Return(twoNodeSpec(), nil)
+	taskReader.EXPECT().Read(mock.Anything).Return(taskTemplate, nil)
 	pCtx.EXPECT().TaskReader().Return(taskReader)
 	pCtx.EXPECT().K8sReader().Return(reader)
 
@@ -156,6 +172,15 @@ func TestGetTaskPhase_Evicted_ClassifiedByWorkloadReason(t *testing.T) {
 			wantKind:    core.ExecutionError_SYSTEM,
 			wantInMsg:   []string{"(Deactivated): The workload is deactivated", "does not count against the task's retries"},
 		},
+		{
+			name: "deactivating it while a stale preemption reason is in place is a system retry",
+			workload: deactivated(testJobSetUID,
+				workloadCond(workloadConditionEvicted, "True", evictedByPreemption, preemptedMessage),
+				workloadCond(workloadConditionPreempted, "True", "InClusterQueue", preemptedMessage)),
+			maxAttempts: 3,
+			wantKind:    core.ExecutionError_SYSTEM,
+			wantInMsg:   []string{"gang evicted by kueue (Deactivated); this does not count against the task's retries"},
+		},
 		{
 			name: "a stopped queue is a system retry",
 			workload: workload(testJobSetUID,
@@ -201,6 +226,176 @@ func TestGetTaskPhase_Evicted_ClassifiedByWorkloadReason(t *testing.T) {
 	}
 }
 
+// deactivated is a deactivated Workload (spec.active: false) with the given conditions.
+func deactivated(jobSetUID k8stypes.UID, conditions ...map[string]interface{}) *unstructured.Unstructured {
+	wl := workload(jobSetUID, conditions...)
+	wl.Object["spec"] = map[string]interface{}{"active": false}
+	return wl
+}
+
+func TestGetTaskPhase_Resume_WaitsForReadmission(t *testing.T) {
+	tests := []struct {
+		name       string
+		workload   *unstructured.Unstructured
+		wantReason string
+	}{
+		{
+			name: "preemption",
+			workload: workload(testJobSetUID,
+				workloadCond(workloadConditionEvicted, "True", evictedByPreemption, preemptedMessage),
+				workloadCond(workloadConditionPreempted, "True", "InClusterQueue", preemptedMessage)),
+			wantReason: "gang evicted by kueue (Preempted, InClusterQueue): " + preemptedMessage +
+				"; waiting for re-admission",
+		},
+		{
+			name:       "no Evicted condition yet",
+			workload:   workload(testJobSetUID),
+			wantReason: "gang evicted by kueue; waiting for re-admission",
+		},
+		{
+			name: "Evicted condition from an earlier eviction not True yet",
+			workload: workload(testJobSetUID,
+				workloadCond(workloadConditionEvicted, "False", "NodeFailures", "")),
+			wantReason: "gang evicted by kueue; waiting for re-admission",
+		},
+	}
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			// Given
+			pCtx := resumingPluginCtx(readerWith(t, tt.workload), startedState, 0, 1)
+
+			// When
+			phase, err := clusteredResourceHandler{}.GetTaskPhase(context.Background(), pCtx, suspendedJobSet())
+
+			// Then
+			require.NoError(t, err)
+			assert.Equal(t, pluginsCore.PhaseRunning, phase.Phase())
+			assert.Equal(t, tt.wantReason, phase.Reason())
+			assert.Nil(t, phase.Err())
+			assert.False(t, phase.CleanupOnFailure())
+		})
+	}
+}
+
+func TestGetTaskPhase_Resume_EndsAttemptUnlessPreempted(t *testing.T) {
+	tests := []struct {
+		name      string
+		workload  *unstructured.Unstructured
+		wantKind  core.ExecutionError_ErrorKind
+		wantInMsg string
+	}{
+		{
+			name: "pods ready timeout",
+			workload: workload(testJobSetUID,
+				workloadCond(workloadConditionEvicted, "True", "PodsReadyTimeout", "Exceeded the PodsReady timeout")),
+			wantKind:  core.ExecutionError_SYSTEM,
+			wantInMsg: "gang evicted by kueue (PodsReadyTimeout)",
+		},
+		{
+			name: "node failures",
+			workload: workload(testJobSetUID,
+				workloadCond(workloadConditionEvicted, "True", "NodeFailures", "node lost")),
+			wantKind:  core.ExecutionError_SYSTEM,
+			wantInMsg: "gang evicted by kueue (NodeFailures)",
+		},
+		{
+			name: "a stopped queue",
+			workload: workload(testJobSetUID,
+				workloadCond(workloadConditionEvicted, "True", "ClusterQueueStopped", "The ClusterQueue is stopped")),
+			wantKind:  core.ExecutionError_SYSTEM,
+			wantInMsg: "gang evicted by kueue (ClusterQueueStopped)",
+		},
+		{
+			name: "requeuing limit exceeded",
+			workload: deactivated(testJobSetUID,
+				workloadCond(workloadConditionEvicted, "True", "DeactivatedDueToRequeuingLimitExceeded", "")),
+			wantKind: core.ExecutionError_SYSTEM,
+		},
+		{
+			name: "the user's maximum execution time",
+			workload: deactivated(testJobSetUID,
+				workloadCond(workloadConditionEvicted, "True", evictedByMaximumExecutionTime, "")),
+			wantKind: core.ExecutionError_USER,
+		},
+		{
+			name: "deactivated while waiting after a preemption",
+			workload: deactivated(testJobSetUID,
+				workloadCond(workloadConditionEvicted, "True", evictedByPreemption, preemptedMessage),
+				workloadCond(workloadConditionPreempted, "True", "InClusterQueue", preemptedMessage)),
+			wantKind:  core.ExecutionError_SYSTEM,
+			wantInMsg: "gang evicted by kueue (Deactivated); this does not count against the task's retries",
+		},
+		{
+			name: "deactivated by an operator",
+			workload: workload(testJobSetUID,
+				workloadCond(workloadConditionEvicted, "True", "Deactivated", "The workload is deactivated")),
+			wantKind: core.ExecutionError_SYSTEM,
+		},
+		{
+			name:     "deactivated before Kueue wrote the condition",
+			workload: deactivated(testJobSetUID),
+			wantKind: core.ExecutionError_SYSTEM,
+		},
+		{
+			name:     "no Workload for this JobSet",
+			workload: workload("another-jobset"),
+			wantKind: core.ExecutionError_SYSTEM,
+		},
+	}
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			// Given
+			pCtx := resumingPluginCtx(readerWith(t, tt.workload), startedState, 0, 3)
+
+			// When
+			phase, err := clusteredResourceHandler{}.GetTaskPhase(context.Background(), pCtx, suspendedJobSet())
+
+			// Then
+			require.NoError(t, err)
+			assert.Equal(t, pluginsCore.PhaseRetryableFailure, phase.Phase())
+			require.NotNil(t, phase.Err())
+			assert.Equal(t, gang.CodeGangEvicted, phase.Err().GetCode())
+			assert.Equal(t, tt.wantKind, phase.Err().GetKind())
+			assert.True(t, phase.CleanupOnFailure())
+			assert.Contains(t, phase.Err().GetMessage(), tt.wantInMsg)
+		})
+	}
+}
+
+func TestGetTaskPhase_Resume_EvictionWhileRunningBumpsVersion(t *testing.T) {
+	// Given a running gang that Kueue preempts
+	wl := workload(testJobSetUID, workloadCond(workloadConditionEvicted, "True", evictedByPreemption, ""))
+	running := plugink8s.PluginState{Phase: pluginsCore.PhaseRunning, PhaseVersion: 4, Reason: "running (restart attempt 0)"}
+	pCtx := resumingPluginCtx(readerWith(t, wl), running, 0, 1)
+
+	// When
+	phase, err := clusteredResourceHandler{}.GetTaskPhase(context.Background(), pCtx, suspendedJobSet())
+
+	// Then the new reason is not dropped as a duplicate of the last Running event
+	require.NoError(t, err)
+	assert.Equal(t, pluginsCore.PhaseRunning, phase.Phase())
+	assert.Equal(t, uint32(5), phase.Version())
+}
+
+func TestGetTaskPhase_Resume_ReadmittedGangRunsAgain(t *testing.T) {
+	// Given a gang waiting for re-admission that Kueue has resumed
+	waiting := plugink8s.PluginState{
+		Phase: pluginsCore.PhaseRunning, PhaseVersion: 5,
+		Reason: "gang evicted by kueue (Preempted); waiting for re-admission",
+	}
+	pCtx := resumingPluginCtx(readerWith(t), waiting, 0, 1)
+	js := makeJobSet("", "", false)
+
+	// When
+	phase, err := clusteredResourceHandler{}.GetTaskPhase(context.Background(), pCtx, js)
+
+	// Then
+	require.NoError(t, err)
+	assert.Equal(t, pluginsCore.PhaseRunning, phase.Phase())
+	assert.Equal(t, "running (restart attempt 0)", phase.Reason())
+	assert.Equal(t, uint32(6), phase.Version())
+}
+
 func TestGetTaskPhase_Held_MissingLocalQueue_FailsAsUserError(t *testing.T) {
 	wl := workload(testJobSetUID,
 		inadmissible("LocalQueue "+testQueue+" doesn't exist"))
diff --git a/flyteplugins/go/tasks/plugins/k8s/clustered/phase.go b/flyteplugins/go/tasks/plugins/k8s/clustered/phase.go
index 4f726ae5158..a6a44820d62 100644
--- a/flyteplugins/go/tasks/plugins/k8s/clustered/phase.go
+++ b/flyteplugins/go/tasks/plugins/k8s/clustered/phase.go
@@ -8,6 +8,7 @@ import (
 
 	v1 "k8s.io/api/core/v1"
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"k8s.io/apimachinery/pkg/apis/meta/v1/unstructured"
 	"sigs.k8s.io/controller-runtime/pkg/client"
 	jobsetv1alpha2 "sigs.k8s.io/jobset/api/jobset/v1alpha2"
 
@@ -30,7 +31,8 @@ func (clusteredResourceHandler) GetTaskPhase(ctx context.Context, pluginContext
 		return pluginsCore.PhaseInfoUndefined, fmt.Errorf("unexpected resource type %T", resource)
 	}
 
-	// Read spec for failure-policy flags (restart_on_host_maintenance).
+	// Read spec for the failure policy (max_restarts, restart_on_host_maintenance,
+	// resume_after_preemption).
 	var spec clusteredpb.ClusteredTaskSpec
 	if taskTemplate, err := pluginContext.TaskReader().Read(ctx); err == nil && taskTemplate != nil {
 		if err := utils.UnmarshalStructToPb(taskTemplate.GetCustom(), &spec); err != nil {
@@ -62,6 +64,7 @@ func (clusteredResourceHandler) GetTaskPhase(ctx context.Context, pluginContext
 	started := hasJobSetStarted(jobSet, pluginState)
 	pods := currentRestartPods(jobSet, listWorkerPods(ctx, pluginContext, jobSet))
 	maxRestarts := getMaxRestarts(jobSet, &spec)
+	resumeAfterPreemption := spec.GetFailurePolicy().GetResumeAfterPreemption()
 
 	// 1. Is it over? A suspended JobSet is never terminal.
 	switch conditionType(condition) {
@@ -80,7 +83,8 @@ func (clusteredResourceHandler) GetTaskPhase(ctx context.Context, pluginContext
 	// 2. Has the whole gang ever been up?
 	var phaseInfo pluginsCore.PhaseInfo
 	if started {
-		phaseInfo = afterStart(ctx, pluginContext, jobSet, condition, suspended, pods, maxRestarts, &taskInfo)
+		phaseInfo = afterStart(ctx, pluginContext, jobSet, condition, suspended, pods, maxRestarts,
+			resumeAfterPreemption, &taskInfo)
 	} else {
 		phaseInfo = beforeStart(ctx, pluginContext, jobSet, condition, suspended, pods, maxRestarts, pluginState, &taskInfo)
 	}
@@ -158,11 +162,21 @@ func afterStart(
 	suspended bool,
 	pods []v1.Pod,
 	maxRestarts int32,
+	resumeAfterPreemption bool,
 	taskInfo *pluginsCore.TaskInfo,
 ) pluginsCore.PhaseInfo {
 	// The gate took the gang back: the JobSet is re-suspended and its pods are gone.
 	if suspended {
-		return evictedPhaseInfo(ctx, pluginContext, jobSet, taskInfo)
+		wl, err := workloadForJobSet(ctx, pluginContext.K8sReader(), jobSet)
+		if err != nil {
+			logger.Warnf(ctx, "failed to read the Kueue Workload of JobSet %s/%s; ending the attempt: %v",
+				jobSet.Namespace, jobSet.Name, err)
+		}
+		if resumeAfterPreemption && awaitsReadmission(wl) {
+			// Phases never move backwards within an attempt, so the wait is reported as Running.
+			return runningPhaseInfo(taskInfo, classifyEviction(wl).Summary()+"; waiting for re-admission")
+		}
+		return evictedPhaseInfo(pluginContext, wl, taskInfo)
 	}
 
 	if conditionType(condition) == jobsetv1alpha2.JobSetRestarting {
@@ -193,22 +207,16 @@ func runningPhaseInfo(taskInfo *pluginsCore.TaskInfo, reason string) pluginsCore
 // the gang back. The plugin never suspends a JobSet itself.
 const evictionSource = "kueue"
 
-// evictedPhaseInfo reports a gang the gate took back after it had fully started. The attempt
-// is over and the JobSet is cleaned up. Kueue's Workload says why: a cause the user owns
+// evictedPhaseInfo reports a gang the gate took back after it had fully started, ending the
+// attempt and cleaning up the JobSet. Kueue's Workload says why: a cause the user owns
 // (preemption in the queue they chose, the maximum execution time they set) is a user retry
 // that uses one of the task's retries; any other cause, or a Workload that cannot be read, is
 // a system retry that does not. The message says which, and how many retries are left.
 func evictedPhaseInfo(
-	ctx context.Context,
 	pluginContext k8s.PluginContext,
-	jobSet *jobsetv1alpha2.JobSet,
+	wl *unstructured.Unstructured,
 	taskInfo *pluginsCore.TaskInfo,
 ) pluginsCore.PhaseInfo {
-	wl, err := workloadForJobSet(ctx, pluginContext.K8sReader(), jobSet)
-	if err != nil {
-		logger.Warnf(ctx, "failed to read the Kueue Workload of JobSet %s/%s; reporting its eviction as a system retry: %v",
-			jobSet.Namespace, jobSet.Name, err)
-	}
 	eviction := classifyEviction(wl)
 	if eviction.UserCaused {
 		eviction.RetriesLeft = retriesRemaining(pluginContext)
diff --git a/flyteplugins/go/tasks/plugins/k8s/clustered/phase_suspend_test.go b/flyteplugins/go/tasks/plugins/k8s/clustered/phase_suspend_test.go
index a67af9bfa7e..d3975a72296 100644
--- a/flyteplugins/go/tasks/plugins/k8s/clustered/phase_suspend_test.go
+++ b/flyteplugins/go/tasks/plugins/k8s/clustered/phase_suspend_test.go
@@ -31,7 +31,11 @@ import (
 const primaryContainerName = "primary"
 
 func twoNodeSpec() *core.TaskTemplate {
-	return buildTaskTemplate(&clusteredpb.ClusteredTaskSpec{Replicas: 2, NprocPerNode: 1})
+	return twoNodeSpecWithPolicy(nil)
+}
+
+func twoNodeSpecWithPolicy(policy *clusteredpb.ClusterFailurePolicy) *core.TaskTemplate {
+	return buildTaskTemplate(&clusteredpb.ClusteredTaskSpec{Replicas: 2, NprocPerNode: 1, FailurePolicy: policy})
 }
 
 func TestGetTaskPhase_SuspendedAtCreation_NoCondition_WaitingForResources(t *testing.T) {
diff --git a/flyteplugins/go/tasks/plugins/k8s/clustered/util.go b/flyteplugins/go/tasks/plugins/k8s/clustered/util.go
index 0c7b88a5812..c1635096d03 100644
--- a/flyteplugins/go/tasks/plugins/k8s/clustered/util.go
+++ b/flyteplugins/go/tasks/plugins/k8s/clustered/util.go
@@ -62,9 +62,9 @@ const primaryContainerAnnotation = "flyte.org/primary-container"
 
 // Gang admission: a JobSet held suspended by an external admission gate (Kueue's
 // JobSet integration flips spec.suspend) is reported as WaitingForResources until the
-// gate releases it, and as a GangEvicted system retry if the gate revokes a gang that
-// had already fully started. See phase.go. Build-time wiring (queue label and
-// spec.suspend on creation) is gated by plugin config.
+// gate releases it. If the gate revokes a gang that had already fully started, the
+// attempt ends with GangEvicted, or, for a preemption with the task's
+// failure_policy.resume_after_preemption set, waits for re-admission. See phase.go.
 
 var (
 	labelSanitizeRE = regexp.MustCompile(`[^a-zA-Z0-9._-]`)
diff --git a/gen/go/flyteidl2/plugins/clustered.pb.go b/gen/go/flyteidl2/plugins/clustered.pb.go
index 474318fd97f..bb7a9c9772c 100644
--- a/gen/go/flyteidl2/plugins/clustered.pb.go
+++ b/gen/go/flyteidl2/plugins/clustered.pb.go
@@ -357,7 +357,8 @@ func (x *TorchRuntime) GetMaxRestarts() int32 {
 	return 0
 }
 
-// Controls how the JobSet responds to rank failures and host-maintenance evictions.
+// Controls how the JobSet responds to rank failures, host-maintenance evictions and
+// Kueue preemptions.
 type ClusterFailurePolicy struct {
 	state         protoimpl.MessageState
 	sizeCache     protoimpl.SizeCache
@@ -369,6 +370,10 @@ type ClusterFailurePolicy struct {
 	// If true, pods evicted due to host maintenance (DisruptionTarget condition)
 	// trigger a free restart that does not count against max_restarts.
 	RestartOnHostMaintenance bool `protobuf:"varint,2,opt,name=restart_on_host_maintenance,json=restartOnHostMaintenance,proto3" json:"restart_on_host_maintenance,omitempty"`
+	// If true, a gang that Kueue preempts after it started keeps its attempt and JobSet
+	// and resumes when Kueue re-admits it, so a preemption costs no retry. The task's
+	// max_runtime keeps counting while it waits. If false, the preemption ends the attempt.
+	ResumeAfterPreemption bool `protobuf:"varint,3,opt,name=resume_after_preemption,json=resumeAfterPreemption,proto3" json:"resume_after_preemption,omitempty"`
 }
 
 func (x *ClusterFailurePolicy) Reset() {
@@ -417,6 +422,13 @@ func (x *ClusterFailurePolicy) GetRestartOnHostMaintenance() bool {
 	return false
 }
 
+func (x *ClusterFailurePolicy) GetResumeAfterPreemption() bool {
+	if x != nil {
+		return x.ResumeAfterPreemption
+	}
+	return false
+}
+
 var File_flyteidl2_plugins_clustered_proto protoreflect.FileDescriptor
 
 var file_flyteidl2_plugins_clustered_proto_rawDesc = []byte{
@@ -464,34 +476,37 @@ var file_flyteidl2_plugins_clustered_proto_rawDesc = []byte{
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 }
 
 var (
diff --git a/gen/go/flyteidl2/plugins/clustered.pb.validate.go b/gen/go/flyteidl2/plugins/clustered.pb.validate.go
index 00b2cd11e92..35f2be99ac6 100644
--- a/gen/go/flyteidl2/plugins/clustered.pb.validate.go
+++ b/gen/go/flyteidl2/plugins/clustered.pb.validate.go
@@ -503,6 +503,8 @@ func (m *ClusterFailurePolicy) validate(all bool) error {
 
 	// no validation rules for RestartOnHostMaintenance
 
+	// no validation rules for ResumeAfterPreemption
+
 	if len(errors) > 0 {
 		return ClusterFailurePolicyMultiError(errors)
 	}
diff --git a/gen/python/flyteidl2/plugins/clustered_pb2.py b/gen/python/flyteidl2/plugins/clustered_pb2.py
index a268861b718..7a7afe6d2d9 100644
--- a/gen/python/flyteidl2/plugins/clustered_pb2.py
+++ b/gen/python/flyteidl2/plugins/clustered_pb2.py
@@ -15,7 +15,7 @@
 from google.protobuf import wrappers_pb2 as google_dot_protobuf_dot_wrappers__pb2
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n!flyteidl2/plugins/clustered.proto\x12\x11\x66lyteidl2.plugins\x1a\x1b\x62uf/validate/validate.proto\x1a\x1egoogle/protobuf/wrappers.proto\"\x8d\x03\n\x11\x43lusteredTaskSpec\x12#\n\x08replicas\x18\x01 \x01(\x05\x42\x07\xbaH\x04\x1a\x02 \x00R\x08replicas\x12-\n\x0enproc_per_node\x18\x02 \x01(\x05\x42\x07\xbaH\x04\x1a\x02 \x00R\x0cnprocPerNode\x12\x34\n\x07runtime\x18\x03 \x01(\x0b\x32\x1a.flyteidl2.plugins.RuntimeR\x07runtime\x12\x43\n\x0cinterconnect\x18\x04 \x01(\x0e\x32\x1f.flyteidl2.plugins.InterconnectR\x0cinterconnect\x12N\n\x0e\x66\x61ilure_policy\x18\x05 \x01(\x0b\x32\'.flyteidl2.plugins.ClusterFailurePolicyR\rfailurePolicy\x12Y\n\x1attl_seconds_after_finished\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.UInt32ValueR\x17ttlSecondsAfterFinished\"P\n\x07Runtime\x12=\n\x08torchrun\x18\x01 \x01(\x0b\x32\x1f.flyteidl2.plugins.TorchRuntimeH\x00R\x08torchrunB\x06\n\x04kind\"t\n\x0cTorchRuntime\x12\x41\n\x0crdzv_backend\x18\x01 \x01(\x0e\x32\x1e.flyteidl2.plugins.RdzvBackendR\x0brdzvBackend\x12!\n\x0cmax_restarts\x18\x02 \x01(\x05R\x0bmaxRestarts\"x\n\x14\x43lusterFailurePolicy\x12!\n\x0cmax_restarts\x18\x01 \x01(\x05R\x0bmaxRestarts\x12=\n\x1brestart_on_host_maintenance\x18\x02 \x01(\x08R\x18restartOnHostMaintenance*#\n\x0bRdzvBackend\x12\n\n\x06STATIC\x10\x00\x12\x08\n\x04\x43\x31\x30\x44\x10\x01*:\n\x0cInterconnect\x12\x07\n\x03TCP\x10\x00\x12\x07\n\x03\x45\x46\x41\x10\x01\x12\x0e\n\nINFINIBAND\x10\x02\x12\x08\n\x04ROCE\x10\x03\x42\xc5\x01\n\x15\x63om.flyteidl2.pluginsB\x0e\x43lusteredProtoH\x02P\x01Z5github.com/flyteorg/flyte/v2/gen/go/flyteidl2/plugins\xa2\x02\x03\x46PX\xaa\x02\x11\x46lyteidl2.Plugins\xca\x02\x11\x46lyteidl2\\Plugins\xe2\x02\x1d\x46lyteidl2\\Plugins\\GPBMetadata\xea\x02\x12\x46lyteidl2::Pluginsb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n!flyteidl2/plugins/clustered.proto\x12\x11\x66lyteidl2.plugins\x1a\x1b\x62uf/validate/validate.proto\x1a\x1egoogle/protobuf/wrappers.proto\"\x8d\x03\n\x11\x43lusteredTaskSpec\x12#\n\x08replicas\x18\x01 \x01(\x05\x42\x07\xbaH\x04\x1a\x02 \x00R\x08replicas\x12-\n\x0enproc_per_node\x18\x02 \x01(\x05\x42\x07\xbaH\x04\x1a\x02 \x00R\x0cnprocPerNode\x12\x34\n\x07runtime\x18\x03 \x01(\x0b\x32\x1a.flyteidl2.plugins.RuntimeR\x07runtime\x12\x43\n\x0cinterconnect\x18\x04 \x01(\x0e\x32\x1f.flyteidl2.plugins.InterconnectR\x0cinterconnect\x12N\n\x0e\x66\x61ilure_policy\x18\x05 \x01(\x0b\x32\'.flyteidl2.plugins.ClusterFailurePolicyR\rfailurePolicy\x12Y\n\x1attl_seconds_after_finished\x18\x06 \x01(\x0b\x32\x1c.google.protobuf.UInt32ValueR\x17ttlSecondsAfterFinished\"P\n\x07Runtime\x12=\n\x08torchrun\x18\x01 \x01(\x0b\x32\x1f.flyteidl2.plugins.TorchRuntimeH\x00R\x08torchrunB\x06\n\x04kind\"t\n\x0cTorchRuntime\x12\x41\n\x0crdzv_backend\x18\x01 \x01(\x0e\x32\x1e.flyteidl2.plugins.RdzvBackendR\x0brdzvBackend\x12!\n\x0cmax_restarts\x18\x02 \x01(\x05R\x0bmaxRestarts\"\xb0\x01\n\x14\x43lusterFailurePolicy\x12!\n\x0cmax_restarts\x18\x01 \x01(\x05R\x0bmaxRestarts\x12=\n\x1brestart_on_host_maintenance\x18\x02 \x01(\x08R\x18restartOnHostMaintenance\x12\x36\n\x17resume_after_preemption\x18\x03 \x01(\x08R\x15resumeAfterPreemption*#\n\x0bRdzvBackend\x12\n\n\x06STATIC\x10\x00\x12\x08\n\x04\x43\x31\x30\x44\x10\x01*:\n\x0cInterconnect\x12\x07\n\x03TCP\x10\x00\x12\x07\n\x03\x45\x46\x41\x10\x01\x12\x0e\n\nINFINIBAND\x10\x02\x12\x08\n\x04ROCE\x10\x03\x42\xc5\x01\n\x15\x63om.flyteidl2.pluginsB\x0e\x43lusteredProtoH\x02P\x01Z5github.com/flyteorg/flyte/v2/gen/go/flyteidl2/plugins\xa2\x02\x03\x46PX\xaa\x02\x11\x46lyteidl2.Plugins\xca\x02\x11\x46lyteidl2\\Plugins\xe2\x02\x1d\x46lyteidl2\\Plugins\\GPBMetadata\xea\x02\x12\x46lyteidl2::Pluginsb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -27,16 +27,16 @@
   _CLUSTEREDTASKSPEC.fields_by_name['replicas']._serialized_options = b'\272H\004\032\002 \000'
   _CLUSTEREDTASKSPEC.fields_by_name['nproc_per_node']._options = None
   _CLUSTEREDTASKSPEC.fields_by_name['nproc_per_node']._serialized_options = b'\272H\004\032\002 \000'
-  _globals['_RDZVBACKEND']._serialized_start=839
-  _globals['_RDZVBACKEND']._serialized_end=874
-  _globals['_INTERCONNECT']._serialized_start=876
-  _globals['_INTERCONNECT']._serialized_end=934
+  _globals['_RDZVBACKEND']._serialized_start=896
+  _globals['_RDZVBACKEND']._serialized_end=931
+  _globals['_INTERCONNECT']._serialized_start=933
+  _globals['_INTERCONNECT']._serialized_end=991
   _globals['_CLUSTEREDTASKSPEC']._serialized_start=118
   _globals['_CLUSTEREDTASKSPEC']._serialized_end=515
   _globals['_RUNTIME']._serialized_start=517
   _globals['_RUNTIME']._serialized_end=597
   _globals['_TORCHRUNTIME']._serialized_start=599
   _globals['_TORCHRUNTIME']._serialized_end=715
-  _globals['_CLUSTERFAILUREPOLICY']._serialized_start=717
-  _globals['_CLUSTERFAILUREPOLICY']._serialized_end=837
+  _globals['_CLUSTERFAILUREPOLICY']._serialized_start=718
+  _globals['_CLUSTERFAILUREPOLICY']._serialized_end=894
 # @@protoc_insertion_point(module_scope)
diff --git a/gen/python/flyteidl2/plugins/clustered_pb2.pyi b/gen/python/flyteidl2/plugins/clustered_pb2.pyi
index b37a22d9f7b..c2e23260bd4 100644
--- a/gen/python/flyteidl2/plugins/clustered_pb2.pyi
+++ b/gen/python/flyteidl2/plugins/clustered_pb2.pyi
@@ -56,9 +56,11 @@ class TorchRuntime(_message.Message):
     def __init__(self, rdzv_backend: _Optional[_Union[RdzvBackend, str]] = ..., max_restarts: _Optional[int] = ...) -> None: ...
 
 class ClusterFailurePolicy(_message.Message):
-    __slots__ = ["max_restarts", "restart_on_host_maintenance"]
+    __slots__ = ["max_restarts", "restart_on_host_maintenance", "resume_after_preemption"]
     MAX_RESTARTS_FIELD_NUMBER: _ClassVar[int]
     RESTART_ON_HOST_MAINTENANCE_FIELD_NUMBER: _ClassVar[int]
+    RESUME_AFTER_PREEMPTION_FIELD_NUMBER: _ClassVar[int]
     max_restarts: int
     restart_on_host_maintenance: bool
-    def __init__(self, max_restarts: _Optional[int] = ..., restart_on_host_maintenance: bool = ...) -> None: ...
+    resume_after_preemption: bool
+    def __init__(self, max_restarts: _Optional[int] = ..., restart_on_host_maintenance: bool = ..., resume_after_preemption: bool = ...) -> None: ...
diff --git a/gen/rust/src/flyteidl2.plugins.rs b/gen/rust/src/flyteidl2.plugins.rs
index 91e96bb6e0d..9454cdda935 100644
--- a/gen/rust/src/flyteidl2.plugins.rs
+++ b/gen/rust/src/flyteidl2.plugins.rs
@@ -58,7 +58,8 @@ pub struct TorchRuntime {
     #[prost(int32, tag="2")]
     pub max_restarts: i32,
 }
-/// Controls how the JobSet responds to rank failures and host-maintenance evictions.
+/// Controls how the JobSet responds to rank failures, host-maintenance evictions and
+/// Kueue preemptions.
 #[pyo3::pyclass(dict, get_all, set_all)]
 #[allow(clippy::derive_partial_eq_without_eq)]
 #[derive(Clone, Copy, PartialEq, ::prost::Message)]
@@ -71,6 +72,11 @@ pub struct ClusterFailurePolicy {
     /// trigger a free restart that does not count against max_restarts.
     #[prost(bool, tag="2")]
     pub restart_on_host_maintenance: bool,
+    /// If true, a gang that Kueue preempts after it started keeps its attempt and JobSet
+    /// and resumes when Kueue re-admits it, so a preemption costs no retry. The task's
+    /// max_runtime keeps counting while it waits. If false, the preemption ends the attempt.
+    #[prost(bool, tag="3")]
+    pub resume_after_preemption: bool,
 }
 /// Rendezvous backend for torchrun.
 #[pyo3::pyclass(dict, get_all, set_all)]
@@ -572,7 +578,7 @@ pub struct DistributedTensorflowTrainingTask {
 }
 /// Encoded file descriptor set for the `flyteidl2.plugins` package
 pub const FILE_DESCRIPTOR_SET: &[u8] = &[
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+    0x0a, 0x90, 0x27, 0x0a, 0x21, 0x66, 0x6c, 0x79, 0x74, 0x65, 0x69, 0x64, 0x6c, 0x32, 0x2f, 0x70,
     0x6c, 0x75, 0x67, 0x69, 0x6e, 0x73, 0x2f, 0x63, 0x6c, 0x75, 0x73, 0x74, 0x65, 0x72, 0x65, 0x64,
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@@ -616,23 +622,382 @@ pub const FILE_DESCRIPTOR_SET: &[u8] = &[
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 ];
 // @@protoc_insertion_point(module)
\ No newline at end of file
diff --git a/gen/ts/flyteidl2/plugins/clustered_pb.ts b/gen/ts/flyteidl2/plugins/clustered_pb.ts
index a5b60900dc8..1bd0109736b 100644
--- a/gen/ts/flyteidl2/plugins/clustered_pb.ts
+++ b/gen/ts/flyteidl2/plugins/clustered_pb.ts
@@ -12,7 +12,7 @@ import type { Message } from "@bufbuild/protobuf";
  * Describes the file flyteidl2/plugins/clustered.proto.
  */
 export const file_flyteidl2_plugins_clustered: GenFile = /*@__PURE__*/
-  fileDesc("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", [file_buf_validate_validate, file_google_protobuf_wrappers]);
+  fileDesc("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", [file_buf_validate_validate, file_google_protobuf_wrappers]);
 
 /**
  * Top-level spec for a clustered task execution. Packed into TaskTemplate.custom.
@@ -128,7 +128,8 @@ export const TorchRuntimeSchema: GenMessage<TorchRuntime> = /*@__PURE__*/
   messageDesc(file_flyteidl2_plugins_clustered, 2);
 
 /**
- * Controls how the JobSet responds to rank failures and host-maintenance evictions.
+ * Controls how the JobSet responds to rank failures, host-maintenance evictions and
+ * Kueue preemptions.
  *
  * @generated from message flyteidl2.plugins.ClusterFailurePolicy
  */
@@ -148,6 +149,15 @@ export type ClusterFailurePolicy = Message<"flyteidl2.plugins.ClusterFailurePoli
    * @generated from field: bool restart_on_host_maintenance = 2;
    */
   restartOnHostMaintenance: boolean;
+
+  /**
+   * If true, a gang that Kueue preempts after it started keeps its attempt and JobSet
+   * and resumes when Kueue re-admits it, so a preemption costs no retry. The task's
+   * max_runtime keeps counting while it waits. If false, the preemption ends the attempt.
+   *
+   * @generated from field: bool resume_after_preemption = 3;
+   */
+  resumeAfterPreemption: boolean;
 };
 
 /**