LocalAI / pkg /model /watchdog_test.go
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package model_test
import (
"sync"
"time"
"github.com/mudler/LocalAI/pkg/model"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
)
// mockProcessManager implements ProcessManager for testing
type mockProcessManager struct {
mu sync.Mutex
shutdownCalls []string
shutdownErrors map[string]error
}
func newMockProcessManager() *mockProcessManager {
return &mockProcessManager{
shutdownCalls: []string{},
shutdownErrors: make(map[string]error),
}
}
func (m *mockProcessManager) ShutdownModel(modelName string) error {
m.mu.Lock()
defer m.mu.Unlock()
m.shutdownCalls = append(m.shutdownCalls, modelName)
if err, ok := m.shutdownErrors[modelName]; ok {
return err
}
return nil
}
func (m *mockProcessManager) getShutdownCalls() []string {
m.mu.Lock()
defer m.mu.Unlock()
result := make([]string, len(m.shutdownCalls))
copy(result, m.shutdownCalls)
return result
}
var _ = Describe("WatchDog", func() {
var (
wd *model.WatchDog
pm *mockProcessManager
)
BeforeEach(func() {
pm = newMockProcessManager()
})
Context("LRU Limit", func() {
It("should create watchdog with LRU limit", func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
model.WithBusyTimeout(5*time.Minute),
model.WithIdleTimeout(15*time.Minute),
model.WithLRULimit(2),
)
Expect(wd.GetLRULimit()).To(Equal(2))
})
It("should allow updating LRU limit dynamically", func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
model.WithLRULimit(2),
)
wd.SetLRULimit(5)
Expect(wd.GetLRULimit()).To(Equal(5))
})
It("should return 0 for disabled LRU", func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
model.WithLRULimit(0),
)
Expect(wd.GetLRULimit()).To(Equal(0))
})
})
Context("Memory Reclaimer Options", func() {
It("should create watchdog with memory reclaimer settings", func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
model.WithMemoryReclaimer(true, 0.85),
)
enabled, threshold := wd.GetMemoryReclaimerSettings()
Expect(enabled).To(BeTrue())
Expect(threshold).To(Equal(0.85))
})
It("should allow setting memory reclaimer via separate options", func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
model.WithMemoryReclaimerEnabled(true),
model.WithMemoryReclaimerThreshold(0.90),
)
enabled, threshold := wd.GetMemoryReclaimerSettings()
Expect(enabled).To(BeTrue())
Expect(threshold).To(Equal(0.90))
})
It("should use default threshold when not specified", func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
)
_, threshold := wd.GetMemoryReclaimerSettings()
Expect(threshold).To(Equal(model.DefaultMemoryReclaimerThreshold))
})
It("should allow updating memory reclaimer settings dynamically", func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
)
wd.SetMemoryReclaimer(true, 0.80)
enabled, threshold := wd.GetMemoryReclaimerSettings()
Expect(enabled).To(BeTrue())
Expect(threshold).To(Equal(0.80))
})
})
Context("Model Tracking", func() {
BeforeEach(func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
model.WithBusyTimeout(5*time.Minute),
model.WithIdleTimeout(15*time.Minute),
model.WithLRULimit(3),
)
})
It("should track loaded models count", func() {
Expect(wd.GetLoadedModelCount()).To(Equal(0))
wd.AddAddressModelMap("addr1", "model1")
Expect(wd.GetLoadedModelCount()).To(Equal(1))
wd.AddAddressModelMap("addr2", "model2")
Expect(wd.GetLoadedModelCount()).To(Equal(2))
})
It("should update lastUsed time on Mark", func() {
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
// The model should now have a lastUsed time set
// We can verify this indirectly through LRU eviction behavior
})
It("should update lastUsed time on UnMark", func() {
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
time.Sleep(10 * time.Millisecond)
wd.UnMark("addr1")
// The model should now have an updated lastUsed time
})
It("should update lastUsed time via UpdateLastUsed", func() {
wd.AddAddressModelMap("addr1", "model1")
wd.UpdateLastUsed("addr1")
// Verify the time was updated
})
})
Context("EnforceLRULimit", func() {
BeforeEach(func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
model.WithBusyTimeout(5*time.Minute),
model.WithIdleTimeout(15*time.Minute),
model.WithLRULimit(2),
model.WithForceEvictionWhenBusy(true), // Enable force eviction for these tests to match old behavior
)
})
It("should not evict when under limit", func() {
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
wd.UnMark("addr1") // Unmark to make it idle (not busy)
result := wd.EnforceLRULimit(0)
Expect(result.EvictedCount).To(Equal(0))
Expect(result.NeedMore).To(BeFalse())
Expect(pm.getShutdownCalls()).To(BeEmpty())
})
It("should evict oldest model when at limit", func() {
// Add two models
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
wd.UnMark("addr1") // Unmark to make it idle
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
wd.UnMark("addr2") // Unmark to make it idle
// Enforce LRU with limit of 2 (need to make room for 1 new model)
result := wd.EnforceLRULimit(0)
Expect(result.EvictedCount).To(Equal(1))
Expect(result.NeedMore).To(BeFalse())
Expect(pm.getShutdownCalls()).To(ContainElement("model1")) // oldest should be evicted
})
It("should evict multiple models when needed", func() {
// Add three models
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
wd.UnMark("addr1") // Unmark to make it idle
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
wd.UnMark("addr2") // Unmark to make it idle
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr3", "model3")
wd.Mark("addr3")
wd.UnMark("addr3") // Unmark to make it idle
// Set limit to 1, should evict 2 oldest + 1 for new = 3 evictions
wd.SetLRULimit(1)
result := wd.EnforceLRULimit(0)
Expect(result.EvictedCount).To(Equal(3))
Expect(result.NeedMore).To(BeFalse())
shutdowns := pm.getShutdownCalls()
Expect(shutdowns).To(ContainElement("model1"))
Expect(shutdowns).To(ContainElement("model2"))
Expect(shutdowns).To(ContainElement("model3"))
})
It("should account for pending loads", func() {
// Add two models (at limit)
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
wd.UnMark("addr1") // Unmark to make it idle
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
wd.UnMark("addr2") // Unmark to make it idle
// With 1 pending load, we need to evict 2 (current=2, pending=1, new=1, limit=2)
// total after = 2 + 1 + 1 = 4, need to evict 4 - 2 = 2
result := wd.EnforceLRULimit(1)
Expect(result.EvictedCount).To(Equal(2))
Expect(result.NeedMore).To(BeFalse())
})
It("should not evict when LRU is disabled", func() {
wd.SetLRULimit(0)
wd.AddAddressModelMap("addr1", "model1")
wd.AddAddressModelMap("addr2", "model2")
wd.AddAddressModelMap("addr3", "model3")
result := wd.EnforceLRULimit(0)
Expect(result.EvictedCount).To(Equal(0))
Expect(result.NeedMore).To(BeFalse())
Expect(pm.getShutdownCalls()).To(BeEmpty())
})
It("should evict least recently used first", func() {
wd.SetLRULimit(2)
// Add models with different lastUsed times
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
wd.UnMark("addr1") // Unmark to make it idle
time.Sleep(20 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
wd.UnMark("addr2") // Unmark to make it idle
time.Sleep(20 * time.Millisecond)
// Touch model1 again to make it more recent
wd.UpdateLastUsed("addr1")
time.Sleep(20 * time.Millisecond)
wd.AddAddressModelMap("addr3", "model3")
wd.Mark("addr3")
wd.UnMark("addr3") // Unmark to make it idle
// Now model2 is the oldest, should be evicted first
result := wd.EnforceLRULimit(0)
Expect(result.EvictedCount).To(BeNumerically(">=", 1))
Expect(result.NeedMore).To(BeFalse())
shutdowns := pm.getShutdownCalls()
// model2 should be evicted first (it's the oldest)
if len(shutdowns) >= 1 {
Expect(shutdowns[0]).To(Equal("model2"))
}
})
})
Context("Single Backend Mode (LRU=1)", func() {
BeforeEach(func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
model.WithBusyTimeout(5*time.Minute),
model.WithIdleTimeout(15*time.Minute),
model.WithLRULimit(1),
model.WithForceEvictionWhenBusy(true), // Enable force eviction for these tests
)
})
It("should evict existing model when loading new one", func() {
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
wd.UnMark("addr1") // Unmark to make it idle
// With limit=1, loading a new model should evict the existing one
result := wd.EnforceLRULimit(0)
Expect(result.EvictedCount).To(Equal(1))
Expect(result.NeedMore).To(BeFalse())
Expect(pm.getShutdownCalls()).To(ContainElement("model1"))
})
It("should handle rapid model switches", func() {
for i := 0; i < 5; i++ {
wd.AddAddressModelMap("addr", "model")
wd.Mark("addr")
wd.UnMark("addr") // Unmark to make it idle
wd.EnforceLRULimit(0)
}
// All previous models should have been evicted
Expect(len(pm.getShutdownCalls())).To(Equal(5))
})
})
Context("Force Eviction When Busy", func() {
BeforeEach(func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
model.WithLRULimit(2),
model.WithForceEvictionWhenBusy(false), // Default: skip eviction when busy
)
})
It("should skip eviction for busy models when forceEvictionWhenBusy is false", func() {
// Add two models (at limit of 2, need to evict 1 for new model)
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
wd.UnMark("addr2") // Make model2 idle
// Keep model1 as busy (simulating active API call)
// model1 is already marked as busy from the first Mark call
// Try to enforce LRU - should skip busy model1, evict model2
result := wd.EnforceLRULimit(0)
// Should evict model2 (not busy) but skip model1 (busy)
// Since we evicted 1 (which is what we needed), NeedMore should be false
Expect(result.EvictedCount).To(Equal(1))
Expect(result.NeedMore).To(BeFalse()) // We evicted enough, even though we skipped model1
Expect(pm.getShutdownCalls()).To(ContainElement("model2"))
Expect(pm.getShutdownCalls()).ToNot(ContainElement("model1"))
})
It("should evict busy models when forceEvictionWhenBusy is true", func() {
wd.SetForceEvictionWhenBusy(true)
// Add two models
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
// Keep model1 as busy (already marked from first Mark call)
// Try to enforce LRU - should evict model1 even though busy
result := wd.EnforceLRULimit(0)
Expect(result.EvictedCount).To(Equal(1))
Expect(result.NeedMore).To(BeFalse())
Expect(pm.getShutdownCalls()).To(ContainElement("model1"))
})
It("should set NeedMore when all models are busy and forceEvictionWhenBusy is false", func() {
// Add two models
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
// Mark both as busy
wd.Mark("addr1")
wd.Mark("addr2")
// Try to enforce LRU - should skip both busy models
result := wd.EnforceLRULimit(0)
Expect(result.EvictedCount).To(Equal(0))
Expect(result.NeedMore).To(BeTrue())
Expect(pm.getShutdownCalls()).To(BeEmpty())
})
It("should allow updating forceEvictionWhenBusy dynamically", func() {
// Start with false
Expect(wd).ToNot(BeNil())
// Add models
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
wd.UnMark("addr2") // Make model2 idle
// Keep model1 busy (already marked)
// With forceEvictionWhenBusy=false, should skip busy model1, evict model2
result := wd.EnforceLRULimit(0)
Expect(result.NeedMore).To(BeFalse()) // We evicted enough (1 model)
Expect(result.EvictedCount).To(Equal(1)) // Should evict model2 (not busy)
// Now enable force eviction
wd.SetForceEvictionWhenBusy(true)
// Add models again
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
// Keep model1 busy (already marked)
// With forceEvictionWhenBusy=true, should evict busy model1
result = wd.EnforceLRULimit(0)
Expect(result.NeedMore).To(BeFalse())
Expect(result.EvictedCount).To(Equal(1))
})
It("should continue to next LRU model when busy model is skipped", func() {
// Add three models
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
wd.UnMark("addr2") // Make model2 idle
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr3", "model3")
wd.Mark("addr3")
wd.UnMark("addr3") // Make model3 idle
// Keep model1 as busy (oldest, already marked)
// Need to evict 2 models (limit=2, current=3, need room for 1 new)
// Should skip model1 (busy), evict model2 and model3 (not busy)
result := wd.EnforceLRULimit(0)
// Should evict model2 and model3 (2 models, which is what we needed)
Expect(result.EvictedCount).To(Equal(2))
Expect(result.NeedMore).To(BeFalse()) // We evicted enough (2 models)
Expect(pm.getShutdownCalls()).To(ContainElement("model2"))
Expect(pm.getShutdownCalls()).To(ContainElement("model3"))
})
})
Context("EnforceLRULimitResult", func() {
BeforeEach(func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
model.WithLRULimit(2),
model.WithForceEvictionWhenBusy(false),
)
})
It("should return NeedMore=false when eviction is successful", func() {
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
wd.UnMark("addr1") // Make idle
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
wd.UnMark("addr2") // Make idle
result := wd.EnforceLRULimit(0)
Expect(result.NeedMore).To(BeFalse())
Expect(result.EvictedCount).To(Equal(1))
})
It("should return NeedMore=true when not enough models can be evicted", func() {
// Add two models (at limit of 2, need to evict 1 for new model)
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
// Mark both as busy (keep them busy)
// Both are already marked as busy from the Mark calls above
// Need to evict 1, but both are busy
result := wd.EnforceLRULimit(0)
Expect(result.NeedMore).To(BeTrue())
Expect(result.EvictedCount).To(Equal(0))
})
It("should return NeedMore=true when need to evict multiple but some are busy", func() {
// Set limit to 1, add 3 models (need to evict 2 for new model)
wd.SetLRULimit(1)
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
wd.UnMark("addr2") // Make model2 idle
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr3", "model3")
wd.Mark("addr3")
// Keep model1 and model3 busy
// Need to evict 2 models, but model1 and model3 are busy, only model2 is idle
// Should evict model2 (1 model), but NeedMore=true because we needed 2
result := wd.EnforceLRULimit(0)
Expect(result.EvictedCount).To(Equal(1))
Expect(result.NeedMore).To(BeTrue())
})
It("should return correct EvictedCount when some models are evicted", func() {
// Add three models
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
wd.UnMark("addr2") // Make model2 idle
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr3", "model3")
wd.Mark("addr3")
wd.UnMark("addr3") // Make model3 idle
// Keep model1 as busy (already marked)
// Need to evict 2 models, but model1 is busy
// Should evict model2 and model3 (2 models, which is what we needed)
result := wd.EnforceLRULimit(0)
Expect(result.EvictedCount).To(Equal(2))
Expect(result.NeedMore).To(BeFalse()) // We evicted enough (2 models)
})
})
Context("Functional Options", func() {
It("should use default options when none provided", func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
)
Expect(wd.GetLRULimit()).To(Equal(0))
enabled, threshold := wd.GetMemoryReclaimerSettings()
Expect(enabled).To(BeFalse())
Expect(threshold).To(Equal(model.DefaultMemoryReclaimerThreshold))
})
It("should allow combining multiple options", func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
model.WithBusyTimeout(10*time.Minute),
model.WithIdleTimeout(30*time.Minute),
model.WithBusyCheck(true),
model.WithIdleCheck(true),
model.WithLRULimit(5),
model.WithMemoryReclaimerEnabled(true),
model.WithMemoryReclaimerThreshold(0.80),
model.WithForceEvictionWhenBusy(true),
)
Expect(wd.GetLRULimit()).To(Equal(5))
enabled, threshold := wd.GetMemoryReclaimerSettings()
Expect(enabled).To(BeTrue())
Expect(threshold).To(Equal(0.80))
})
It("should use default forceEvictionWhenBusy (false) when not specified", func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
)
// Default should be false - we can test this by checking behavior
// Add a busy model and verify it's skipped
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
wd.Mark("addr1") // Keep model1 busy
wd.SetLRULimit(1)
result := wd.EnforceLRULimit(0)
// Should skip busy model1, evict model2, but NeedMore=true
Expect(result.NeedMore).To(BeTrue())
})
It("should allow setting forceEvictionWhenBusy via option", func() {
wd = model.NewWatchDog(
model.WithProcessManager(pm),
model.WithLRULimit(2),
model.WithForceEvictionWhenBusy(true),
)
// Add models
wd.AddAddressModelMap("addr1", "model1")
wd.Mark("addr1")
time.Sleep(10 * time.Millisecond)
wd.AddAddressModelMap("addr2", "model2")
wd.Mark("addr2")
// Keep model1 busy (already marked from first Mark call)
// Should evict busy model1
result := wd.EnforceLRULimit(0)
Expect(result.NeedMore).To(BeFalse())
Expect(result.EvictedCount).To(Equal(1))
Expect(pm.getShutdownCalls()).To(ContainElement("model1"))
})
})
})