| package model_test |
|
|
| import ( |
| "errors" |
| "os" |
| "path/filepath" |
| "sync" |
| "sync/atomic" |
| "time" |
|
|
| "github.com/mudler/LocalAI/pkg/model" |
| "github.com/mudler/LocalAI/pkg/system" |
| . "github.com/onsi/ginkgo/v2" |
| . "github.com/onsi/gomega" |
| ) |
|
|
| var _ = Describe("ModelLoader", func() { |
| var ( |
| modelLoader *model.ModelLoader |
| modelPath string |
| mockModel *model.Model |
| ) |
|
|
| BeforeEach(func() { |
| |
| modelPath = "/tmp/test_model_path" |
| os.Mkdir(modelPath, 0755) |
|
|
| systemState, err := system.GetSystemState( |
| system.WithModelPath(modelPath), |
| ) |
| Expect(err).ToNot(HaveOccurred()) |
| modelLoader = model.NewModelLoader(systemState) |
| }) |
|
|
| AfterEach(func() { |
| |
| os.RemoveAll(modelPath) |
| }) |
|
|
| Context("NewModelLoader", func() { |
| It("should create a new ModelLoader with an empty model map", func() { |
| Expect(modelLoader).ToNot(BeNil()) |
| Expect(modelLoader.ModelPath).To(Equal(modelPath)) |
| Expect(modelLoader.ListLoadedModels()).To(BeEmpty()) |
| }) |
| }) |
|
|
| Context("ExistsInModelPath", func() { |
| It("should return true if a file exists in the model path", func() { |
| testFile := filepath.Join(modelPath, "test.model") |
| os.Create(testFile) |
| Expect(modelLoader.ExistsInModelPath("test.model")).To(BeTrue()) |
| }) |
|
|
| It("should return false if a file does not exist in the model path", func() { |
| Expect(modelLoader.ExistsInModelPath("nonexistent.model")).To(BeFalse()) |
| }) |
| }) |
|
|
| Context("ListFilesInModelPath", func() { |
| It("should list all valid model files in the model path", func() { |
| os.Create(filepath.Join(modelPath, "test.model")) |
| os.Create(filepath.Join(modelPath, "README.md")) |
|
|
| files, err := modelLoader.ListFilesInModelPath() |
| Expect(err).To(BeNil()) |
| Expect(files).To(ContainElement("test.model")) |
| Expect(files).ToNot(ContainElement("README.md")) |
| }) |
| }) |
|
|
| Context("LoadModel", func() { |
| It("should load a model and keep it in memory", func() { |
| mockModel = model.NewModel("foo", "test.model", nil) |
|
|
| mockLoader := func(modelID, modelName, modelFile string) (*model.Model, error) { |
| return mockModel, nil |
| } |
|
|
| model, err := modelLoader.LoadModel("foo", "test.model", mockLoader) |
| Expect(err).To(BeNil()) |
| Expect(model).To(Equal(mockModel)) |
| Expect(modelLoader.CheckIsLoaded("foo")).To(Equal(mockModel)) |
| }) |
|
|
| It("should return an error if loading the model fails", func() { |
| mockLoader := func(modelID, modelName, modelFile string) (*model.Model, error) { |
| return nil, errors.New("failed to load model") |
| } |
|
|
| model, err := modelLoader.LoadModel("foo", "test.model", mockLoader) |
| Expect(err).To(HaveOccurred()) |
| Expect(model).To(BeNil()) |
| }) |
| }) |
|
|
| Context("ShutdownModel", func() { |
| It("should shutdown a loaded model", func() { |
| mockLoader := func(modelID, modelName, modelFile string) (*model.Model, error) { |
| return model.NewModel("foo", "test.model", nil), nil |
| } |
|
|
| _, err := modelLoader.LoadModel("foo", "test.model", mockLoader) |
| Expect(err).To(BeNil()) |
|
|
| err = modelLoader.ShutdownModel("foo") |
| Expect(err).To(BeNil()) |
| Expect(modelLoader.CheckIsLoaded("foo")).To(BeNil()) |
| }) |
| }) |
|
|
| Context("Concurrent Loading", func() { |
| It("should handle concurrent requests for the same model", func() { |
| var loadCount int32 |
| mockLoader := func(modelID, modelName, modelFile string) (*model.Model, error) { |
| atomic.AddInt32(&loadCount, 1) |
| time.Sleep(100 * time.Millisecond) |
| return model.NewModel(modelID, modelName, nil), nil |
| } |
|
|
| var wg sync.WaitGroup |
| results := make([]*model.Model, 5) |
| errs := make([]error, 5) |
|
|
| |
| for i := 0; i < 5; i++ { |
| wg.Add(1) |
| go func(idx int) { |
| defer wg.Done() |
| results[idx], errs[idx] = modelLoader.LoadModel("concurrent-model", "test.model", mockLoader) |
| }(i) |
| } |
|
|
| wg.Wait() |
|
|
| |
| for i := 0; i < 5; i++ { |
| Expect(errs[i]).To(BeNil()) |
| Expect(results[i]).ToNot(BeNil()) |
| } |
|
|
| |
| Expect(atomic.LoadInt32(&loadCount)).To(Equal(int32(1))) |
|
|
| |
| for i := 1; i < 5; i++ { |
| Expect(results[i]).To(Equal(results[0])) |
| } |
| }) |
|
|
| It("should handle concurrent requests for different models", func() { |
| var loadCount int32 |
| mockLoader := func(modelID, modelName, modelFile string) (*model.Model, error) { |
| atomic.AddInt32(&loadCount, 1) |
| time.Sleep(50 * time.Millisecond) |
| return model.NewModel(modelID, modelName, nil), nil |
| } |
|
|
| var wg sync.WaitGroup |
| modelCount := 3 |
|
|
| |
| for i := 0; i < modelCount; i++ { |
| wg.Add(1) |
| go func(idx int) { |
| defer wg.Done() |
| modelID := "model-" + string(rune('A'+idx)) |
| _, err := modelLoader.LoadModel(modelID, "test.model", mockLoader) |
| Expect(err).To(BeNil()) |
| }(i) |
| } |
|
|
| wg.Wait() |
|
|
| |
| Expect(atomic.LoadInt32(&loadCount)).To(Equal(int32(modelCount))) |
|
|
| |
| Expect(modelLoader.CheckIsLoaded("model-A")).ToNot(BeNil()) |
| Expect(modelLoader.CheckIsLoaded("model-B")).ToNot(BeNil()) |
| Expect(modelLoader.CheckIsLoaded("model-C")).ToNot(BeNil()) |
| }) |
|
|
| It("should track loading count correctly", func() { |
| loadStarted := make(chan struct{}) |
| loadComplete := make(chan struct{}) |
|
|
| mockLoader := func(modelID, modelName, modelFile string) (*model.Model, error) { |
| close(loadStarted) |
| <-loadComplete |
| return model.NewModel(modelID, modelName, nil), nil |
| } |
|
|
| |
| go func() { |
| modelLoader.LoadModel("slow-model", "test.model", mockLoader) |
| }() |
|
|
| |
| <-loadStarted |
|
|
| |
| Expect(modelLoader.GetLoadingCount()).To(Equal(1)) |
|
|
| |
| close(loadComplete) |
|
|
| |
| time.Sleep(50 * time.Millisecond) |
|
|
| |
| Expect(modelLoader.GetLoadingCount()).To(Equal(0)) |
| }) |
|
|
| It("should retry loading if first attempt fails", func() { |
| var attemptCount int32 |
| mockLoader := func(modelID, modelName, modelFile string) (*model.Model, error) { |
| count := atomic.AddInt32(&attemptCount, 1) |
| if count == 1 { |
| return nil, errors.New("first attempt fails") |
| } |
| return model.NewModel(modelID, modelName, nil), nil |
| } |
|
|
| |
| var wg sync.WaitGroup |
| wg.Add(2) |
|
|
| var err1, err2 error |
| var m1, m2 *model.Model |
|
|
| go func() { |
| defer wg.Done() |
| m1, err1 = modelLoader.LoadModel("retry-model", "test.model", mockLoader) |
| }() |
|
|
| |
| time.Sleep(10 * time.Millisecond) |
|
|
| go func() { |
| defer wg.Done() |
| m2, err2 = modelLoader.LoadModel("retry-model", "test.model", mockLoader) |
| }() |
|
|
| wg.Wait() |
|
|
| |
| successCount := 0 |
| if err1 == nil && m1 != nil { |
| successCount++ |
| } |
| if err2 == nil && m2 != nil { |
| successCount++ |
| } |
| Expect(successCount).To(BeNumerically(">=", 1)) |
| }) |
| }) |
|
|
| Context("GetLoadingCount", func() { |
| It("should return 0 when nothing is loading", func() { |
| Expect(modelLoader.GetLoadingCount()).To(Equal(0)) |
| }) |
| }) |
|
|
| Context("LRU Eviction Retry Settings", func() { |
| It("should allow updating retry settings", func() { |
| modelLoader.SetLRUEvictionRetrySettings(50, 2*time.Second) |
| |
| |
| Expect(modelLoader).ToNot(BeNil()) |
| }) |
| }) |
| }) |
|
|