fix(distributed): keep eviction inside the model's node selector

When no node the selector allows has a free slot, scheduling falls back
to evicting the least-recently-used idle model. That eviction searched
every healthy node, so it freed a slot on a node the selector forbids
and the model was then placed there: pinned to one class of hardware and
running on another.

An unrelated model pays for it. On this cluster an embedding model
pinned to Apple hardware could not reach its only matching node, so each
attempt evicted a large language model from an Nvidia node, failed to
start there anyway, and left the evicted model to reload. Repeated, that
reads as one replica bouncing between nodes.

Eviction is now restricted to the candidate set the selector produced.
With no selector the candidate set is nil and eviction stays global.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude Code:claude-opus-5 [golangci-lint]
This commit is contained in:
Ettore Di Giacinto committed 2026-08-24 13:18:35 +00:00
1 parent 38ba3fec63
commit 2c68fa1eb6
2 files changed
+134 -4

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@@ -1129,7 +1129,7 @@ func (r *SmartRouter) scheduleNewModel(ctx context.Context, backendType, modelID
// 4. Preemptive eviction: if no suitable node found, evict the LRU model with zero in-flight
if node == nil {
evictedNode, evictErr := r.evictLRUAndFreeNode(ctx)
evictedNode, evictErr := r.evictLRUAndFreeNodeFrom(ctx, candidateNodeIDs)
if evictErr != nil {
if errors.Is(evictErr, ErrEvictionBusy) {
return nil, "", 0, fmt.Errorf("no healthy nodes available: %w", evictErr)
@@ -1153,7 +1153,7 @@ func (r *SmartRouter) scheduleNewModel(ctx context.Context, backendType, modelID
// it can race with another concurrent scheduler.
xlog.Warn("Chosen node has no free replica slot, evicting LRU",
"node", node.Name, "model", modelID, "max_slots", maxSlots)
evictedNode, evictErr := r.evictLRUAndFreeNode(ctx)
evictedNode, evictErr := r.evictLRUAndFreeNodeFrom(ctx, candidateNodeIDs)
if evictErr != nil {
return nil, "", 0, fmt.Errorf("no replica slot on %s and eviction failed: %w", node.Name, evictErr)
}
@@ -1979,7 +1979,23 @@ var ErrEvictionBusy = errors.New("all models busy, cannot evict")
// Uses SELECT FOR UPDATE inside a transaction to prevent two frontends from
// simultaneously picking the same eviction target. The NodeModel row is deleted
// inside the transaction; the NATS unload command is sent after commit.
// evictLRUAndFreeNode evicts across every healthy node. Callers that hold a
// candidate set must use evictLRUAndFreeNodeFrom instead.
func (r *SmartRouter) evictLRUAndFreeNode(ctx context.Context) (*BackendNode, error) {
return r.evictLRUAndFreeNodeFrom(ctx, nil)
}
// evictLRUAndFreeNodeFrom evicts the least-recently-used idle model from one of
// candidateNodeIDs, or from any healthy node when the set is nil.
//
// Restricting eviction to the candidate set matters whenever the model being
// scheduled has a node selector. Evicting globally freed a slot on a node the
// selector forbids, so the model was then placed there anyway, on hardware it
// was explicitly pinned away from, and an unrelated model was dropped to make
// the room. On a cluster where the selector-matching node was momentarily
// unavailable this repeated, and the evicted model appeared to bounce between
// nodes.
func (r *SmartRouter) evictLRUAndFreeNodeFrom(ctx context.Context, candidateNodeIDs []string) (*BackendNode, error) {
const maxEvictionRetries = 5
const evictionRetryInterval = 500 * time.Millisecond
@@ -1991,7 +2007,7 @@ func (r *SmartRouter) evictLRUAndFreeNode(ctx context.Context) (*BackendNode, er
var lru NodeModel
err := r.db.WithContext(ctx).Transaction(func(tx *gorm.DB) error {
// Lock the row so no other frontend can evict the same model
if err := currentModelRevision(tx.Clauses(clause.Locking{Strength: "UPDATE"})).
q := currentModelRevision(tx.Clauses(clause.Locking{Strength: "UPDATE"})).
Joins("JOIN backend_nodes ON backend_nodes.id = node_models.node_id").
Where(`node_models.in_flight = 0 AND node_models.state = ? AND backend_nodes.status = ?
AND (
@@ -2000,7 +2016,11 @@ func (r *SmartRouter) evictLRUAndFreeNode(ctx context.Context) (*BackendNode, er
AND (NOT EXISTS (SELECT 1 FROM model_config_states mcs2 WHERE mcs2.model_name = nm2.model_name)
OR nm2.config_revision = (SELECT mcs3.config_revision FROM model_config_states mcs3 WHERE mcs3.model_name = nm2.model_name)))
> COALESCE((SELECT sc2.min_replicas FROM model_scheduling_configs sc2 WHERE sc2.model_name = node_models.model_name), 1)
)`, "loaded", StatusHealthy).
)`, "loaded", StatusHealthy)
if len(candidateNodeIDs) > 0 {
q = q.Where("node_models.node_id IN ?", candidateNodeIDs)
}
if err := q.
Order("node_models.last_used ASC").
First(&lru).Error; err != nil {
return err
@@ -0,0 +1,110 @@
package nodes
import (
"context"
"fmt"
"runtime"
"time"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
"gorm.io/gorm"
"github.com/mudler/LocalAI/core/services/testutil"
)
// When no node the selector allows has a free slot, scheduling falls back to
// evicting the globally least-recently-used model. That eviction knew nothing
// about the selector, so a model pinned to one class of hardware would evict an
// unrelated model from a node it is not allowed to run on, and then be placed
// there. Two models lose: the pinned one runs on the wrong hardware, and the
// evicted one is dropped for nothing and has to reload elsewhere.
var _ = Describe("Eviction under a node selector", func() {
var (
db *gorm.DB
registry *NodeRegistry
router *SmartRouter
ctx context.Context
)
BeforeEach(func() {
if runtime.GOOS == "darwin" {
Skip("testcontainers requires Docker, not available on macOS CI")
}
db = testutil.SetupTestDB()
var err error
registry, err = NewNodeRegistry(db)
Expect(err).ToNot(HaveOccurred())
router = NewSmartRouter(registry, SmartRouterOptions{DB: db})
ctx = context.Background()
})
register := func(name string) *BackendNode {
node := &BackendNode{Name: name, NodeType: NodeTypeBackend, Address: name + ":50051"}
Expect(registry.Register(ctx, node, true)).To(Succeed())
fetched, err := registry.GetByName(ctx, name)
Expect(err).ToNot(HaveOccurred())
return fetched
}
rowID := 0
seed := func(node *BackendNode, model string, idleFor time.Duration, inFlight int) {
rowID++
Expect(db.Create(&NodeModel{
ID: fmt.Sprintf("row-%d", rowID), NodeID: node.ID, ModelName: model,
Address: node.Address, State: "loaded", InFlight: inFlight,
LastUsed: time.Now().Add(-idleFor), UpdatedAt: time.Now(),
}).Error).To(Succeed())
}
seedLoaded := func(node *BackendNode, model string, idleFor time.Duration) {
seed(node, model, idleFor, 0)
}
rowExists := func(model string) bool {
var n int64
Expect(db.Model(&NodeModel{}).Where("model_name = ?", model).Count(&n).Error).To(Succeed())
return n > 0
}
It("does not evict from a node the selector excludes", func() {
allowed := register("allowed-node")
excluded := register("excluded-node")
// The only eviction candidate sits on the excluded node and is the
// global LRU, so an unconstrained eviction would take it.
seedLoaded(excluded, "innocent-bystander", time.Hour)
// In-flight, so it is not an eviction candidate: the allowed node has
// nothing that can be freed.
seed(allowed, "busy-here", time.Minute, 1)
_, err := router.evictLRUAndFreeNodeFrom(ctx, []string{allowed.ID})
Expect(err).To(HaveOccurred(), "no eviction candidate exists on an allowed node")
Expect(rowExists("innocent-bystander")).To(BeTrue(),
"a model on a node the selector excludes must not be evicted to make room")
})
It("evicts the LRU among the allowed nodes only", func() {
allowed := register("allowed-node")
excluded := register("excluded-node")
seedLoaded(excluded, "older-elsewhere", 2*time.Hour)
seedLoaded(allowed, "newer-but-allowed", time.Hour)
node, err := router.evictLRUAndFreeNodeFrom(ctx, []string{allowed.ID})
Expect(err).ToNot(HaveOccurred())
Expect(node.ID).To(Equal(allowed.ID))
Expect(rowExists("newer-but-allowed")).To(BeFalse())
Expect(rowExists("older-elsewhere")).To(BeTrue())
})
It("keeps evicting globally when the model has no selector", func() {
a := register("node-a")
seedLoaded(a, "anything", time.Hour)
node, err := router.evictLRUAndFreeNodeFrom(ctx, nil)
Expect(err).ToNot(HaveOccurred())
Expect(node.ID).To(Equal(a.ID))
Expect(rowExists("anything")).To(BeFalse())
})
})