diff --git a/server/coordinator/scheduler/nodepicker/hash/affinity.go b/server/coordinator/scheduler/nodepicker/hash/affinity.go
index a701e56b..1d651ab2 100644
--- a/server/coordinator/scheduler/nodepicker/hash/affinity.go
+++ b/server/coordinator/scheduler/nodepicker/hash/affinity.go
@@ -2,10 +2,11 @@
 
 package hash
 
-type Affinity struct {
+type PartitionAffinity struct {
+	PartitionID               int
 	NumAllowedOtherPartitions uint
 }
 
 type AffinityRule struct {
-	PartitionAffinities map[int]Affinity
+	PartitionAffinities []PartitionAffinity
 }
diff --git a/server/coordinator/scheduler/nodepicker/hash/consistent_uniform.go b/server/coordinator/scheduler/nodepicker/hash/consistent_uniform.go
index ffa52440..b391b58d 100644
--- a/server/coordinator/scheduler/nodepicker/hash/consistent_uniform.go
+++ b/server/coordinator/scheduler/nodepicker/hash/consistent_uniform.go
@@ -40,6 +40,7 @@ import (
 	"github.com/CeresDB/ceresmeta/pkg/assert"
 	"github.com/CeresDB/ceresmeta/pkg/log"
 	"go.uber.org/zap"
+	"golang.org/x/exp/slices"
 )
 
 // TODO: Modify these error definitions to coderr.
@@ -141,6 +142,11 @@ func BuildConsistentUniformHash(numPartitions int, members []Member, config Conf
 	for _, mem := range members {
 		memPartitions[mem.String()] = make(map[int]struct{}, maxLoad)
 	}
+
+	// Sort the affinity rule to ensure consistency.
+	sort.Slice(config.AffinityRule.PartitionAffinities, func(i, j int) bool {
+		return config.AffinityRule.PartitionAffinities[i].PartitionID < config.AffinityRule.PartitionAffinities[j].PartitionID
+	})
 	c := &ConsistentUniformHash{
 		config:        config,
 		minLoad:       minLoad,
@@ -309,6 +315,7 @@ func (c *ConsistentUniformHash) offloadMember(mem Member, memPartitions map[int]
 		partIDsToOffload = append(partIDsToOffload, partID)
 	}
 
+	slices.Sort(partIDsToOffload)
 	for _, partID := range partIDsToOffload {
 		c.offloadPartition(partID, mem, offloadedMems)
 	}
diff --git a/server/coordinator/scheduler/nodepicker/hash/consistent_uniform_test.go b/server/coordinator/scheduler/nodepicker/hash/consistent_uniform_test.go
index c2250d71..a9c4ab97 100644
--- a/server/coordinator/scheduler/nodepicker/hash/consistent_uniform_test.go
+++ b/server/coordinator/scheduler/nodepicker/hash/consistent_uniform_test.go
@@ -237,23 +237,57 @@ func checkAffinity(t *testing.T, numPartitions, numMembers int, rule AffinityRul
 		allowedMaxLoad := affinity.NumAllowedOtherPartitions + 1
 		assert.LessOrEqual(t, load, allowedMaxLoad)
 	}
+
+	distribution := make(map[int]string, numPartitions)
+	for partID := 0; partID < numPartitions; partID++ {
+		distribution[partID] = c.GetPartitionOwner(partID).String()
+	}
+	{
+		newMembers := make([]Member, 0, numMembers)
+		for i := numMembers - 1; i >= 0; i-- {
+			newMembers = append(newMembers, members[i])
+		}
+		c, err := BuildConsistentUniformHash(numPartitions, newMembers, cfg)
+		assert.NoError(t, err)
+
+		newDistribution := make(map[int]string, numPartitions)
+		for partID := 0; partID < numPartitions; partID++ {
+			newDistribution[partID] = c.GetPartitionOwner(partID).String()
+		}
+		numDiffs := computeDiffBetweenDist(t, distribution, newDistribution)
+		assert.Equal(t, numDiffs, 0)
+	}
 }
 
 func TestAffinity(t *testing.T) {
 	rule := AffinityRule{
-		PartitionAffinities: map[int]Affinity{},
+		PartitionAffinities: []PartitionAffinity{},
 	}
 	checkAffinity(t, 120, 72, rule, 0)
 	checkAffinity(t, 0, 72, rule, 0)
 
 	rule = AffinityRule{
-		PartitionAffinities: map[int]Affinity{
-			0: {0},
-			1: {0},
-			2: {120},
+		PartitionAffinities: []PartitionAffinity{
+			{0, 0},
+			{1, 0},
+			{2, 120},
 		},
 	}
-	checkAffinity(t, 120, 72, rule, 0)
 	checkAffinity(t, 3, 72, rule, 0)
 	checkAffinity(t, 72, 72, rule, 0)
+
+	rule = AffinityRule{
+		PartitionAffinities: []PartitionAffinity{
+			{7, 0},
+			{31, 0},
+			{41, 0},
+			{45, 0},
+			{58, 0},
+			{81, 0},
+			{87, 0},
+			{88, 0},
+			{89, 0},
+		},
+	}
+	checkAffinity(t, 128, 72, rule, 0)
 }
diff --git a/server/coordinator/scheduler/nodepicker/node_picker.go b/server/coordinator/scheduler/nodepicker/node_picker.go
index 4e956a12..c5a44e75 100644
--- a/server/coordinator/scheduler/nodepicker/node_picker.go
+++ b/server/coordinator/scheduler/nodepicker/node_picker.go
@@ -24,11 +24,13 @@ type Config struct {
 }
 
 func (c Config) hashAffinityRule() hash.AffinityRule {
-	affinities := make(map[int]hash.Affinity, len(c.ShardAffinityRule))
+	affinities := make([]hash.PartitionAffinity, 0, len(c.ShardAffinityRule))
 	for shardID, affinity := range c.ShardAffinityRule {
-		affinities[int(shardID)] = hash.Affinity{
+		partitionID := int(shardID)
+		affinities = append(affinities, hash.PartitionAffinity{
+			PartitionID:               partitionID,
 			NumAllowedOtherPartitions: affinity.NumAllowedOtherShards,
-		}
+		})
 	}
 
 	return hash.AffinityRule{