package startup import ( "fmt" "os" "github.com/go-skynet/LocalAI/core" "github.com/go-skynet/LocalAI/core/config" "github.com/go-skynet/LocalAI/core/services" "github.com/go-skynet/LocalAI/internal" "github.com/go-skynet/LocalAI/pkg/assets" "github.com/go-skynet/LocalAI/pkg/model" pkgStartup "github.com/go-skynet/LocalAI/pkg/startup" "github.com/go-skynet/LocalAI/pkg/xsysinfo" "github.com/rs/zerolog/log" ) func Startup(opts ...config.AppOption) (*config.BackendConfigLoader, *model.ModelLoader, *config.ApplicationConfig, error) { options := config.NewApplicationConfig(opts...) log.Info().Msgf("Starting LocalAI using %d threads, with models path: %s", options.Threads, options.ModelPath) log.Info().Msgf("LocalAI version: %s", internal.PrintableVersion()) caps, err := xsysinfo.CPUCapabilities() if err == nil { log.Debug().Msgf("CPU capabilities: %v", caps) } gpus, err := xsysinfo.GPUs() if err == nil { log.Debug().Msgf("GPU count: %d", len(gpus)) for _, gpu := range gpus { log.Debug().Msgf("GPU: %s", gpu.String()) } } // Make sure directories exists if options.ModelPath == "" { return nil, nil, nil, fmt.Errorf("options.ModelPath cannot be empty") } err = os.MkdirAll(options.ModelPath, 0750) if err != nil { return nil, nil, nil, fmt.Errorf("unable to create ModelPath: %q", err) } if options.ImageDir != "" { err := os.MkdirAll(options.ImageDir, 0750) if err != nil { return nil, nil, nil, fmt.Errorf("unable to create ImageDir: %q", err) } } if options.AudioDir != "" { err := os.MkdirAll(options.AudioDir, 0750) if err != nil { return nil, nil, nil, fmt.Errorf("unable to create AudioDir: %q", err) } } if options.UploadDir != "" { err := os.MkdirAll(options.UploadDir, 0750) if err != nil { return nil, nil, nil, fmt.Errorf("unable to create UploadDir: %q", err) } } // pkgStartup.PreloadModelsConfigurations(options.ModelLibraryURL, options.ModelPath, options.ModelsURL...) cl := config.NewBackendConfigLoader() ml := model.NewModelLoader(options.ModelPath) configLoaderOpts := options.ToConfigLoaderOptions() if err := cl.LoadBackendConfigsFromPath(options.ModelPath, configLoaderOpts...); err != nil { log.Error().Err(err).Msg("error loading config files") } if options.ConfigFile != "" { if err := cl.LoadMultipleBackendConfigsSingleFile(options.ConfigFile, configLoaderOpts...); err != nil { log.Error().Err(err).Msg("error loading config file") } } if err := cl.Preload(options.ModelPath); err != nil { log.Error().Err(err).Msg("error downloading models") } if options.PreloadJSONModels != "" { if err := services.ApplyGalleryFromString(options.ModelPath, options.PreloadJSONModels, cl, options.Galleries); err != nil { return nil, nil, nil, err } } if options.PreloadModelsFromPath != "" { if err := services.ApplyGalleryFromFile(options.ModelPath, options.PreloadModelsFromPath, cl, options.Galleries); err != nil { return nil, nil, nil, err } } if options.Debug { for _, v := range cl.GetAllBackendConfigs() { log.Debug().Msgf("Model: %s (config: %+v)", v.Name, v) } } if options.AssetsDestination != "" { // Extract files from the embedded FS err := assets.ExtractFiles(options.BackendAssets, options.AssetsDestination) log.Debug().Msgf("Extracting backend assets files to %s", options.AssetsDestination) if err != nil { log.Warn().Msgf("Failed extracting backend assets files: %s (might be required for some backends to work properly, like gpt4all)", err) } } // turn off any process that was started by GRPC if the context is canceled go func() { <-options.Context.Done() log.Debug().Msgf("Context canceled, shutting down") err := ml.StopAllGRPC() if err != nil { log.Error().Err(err).Msg("error while stopping all grpc backends") } }() if options.WatchDog { wd := model.NewWatchDog( ml, options.WatchDogBusyTimeout, options.WatchDogIdleTimeout, options.WatchDogBusy, options.WatchDogIdle) ml.SetWatchDog(wd) go wd.Run() go func() { <-options.Context.Done() log.Debug().Msgf("Context canceled, shutting down") wd.Shutdown() }() } // Watch the configuration directory // If the directory does not exist, we don't watch it configHandler := newConfigFileHandler(options) err = configHandler.Watch() if err != nil { log.Error().Err(err).Msg("error establishing configuration directory watcher") } log.Info().Msg("core/startup process completed!") return cl, ml, options, nil } // In Lieu of a proper DI framework, this function wires up the Application manually. // This is in core/startup rather than core/state.go to keep package references clean! func createApplication(appConfig *config.ApplicationConfig) *core.Application { app := &core.Application{ ApplicationConfig: appConfig, BackendConfigLoader: config.NewBackendConfigLoader(), ModelLoader: model.NewModelLoader(appConfig.ModelPath), } var err error // app.EmbeddingsBackendService = backend.NewEmbeddingsBackendService(app.ModelLoader, app.BackendConfigLoader, app.ApplicationConfig) // app.ImageGenerationBackendService = backend.NewImageGenerationBackendService(app.ModelLoader, app.BackendConfigLoader, app.ApplicationConfig) // app.LLMBackendService = backend.NewLLMBackendService(app.ModelLoader, app.BackendConfigLoader, app.ApplicationConfig) // app.TranscriptionBackendService = backend.NewTranscriptionBackendService(app.ModelLoader, app.BackendConfigLoader, app.ApplicationConfig) // app.TextToSpeechBackendService = backend.NewTextToSpeechBackendService(app.ModelLoader, app.BackendConfigLoader, app.ApplicationConfig) app.BackendMonitorService = services.NewBackendMonitorService(app.ModelLoader, app.BackendConfigLoader, app.ApplicationConfig) app.GalleryService = services.NewGalleryService(app.ApplicationConfig.ModelPath) app.ListModelsService = services.NewListModelsService(app.ModelLoader, app.BackendConfigLoader, app.ApplicationConfig) // app.OpenAIService = services.NewOpenAIService(app.ModelLoader, app.BackendConfigLoader, app.ApplicationConfig, app.LLMBackendService) app.LocalAIMetricsService, err = services.NewLocalAIMetricsService() if err != nil { log.Error().Err(err).Msg("encountered an error initializing metrics service, startup will continue but metrics will not be tracked.") } return app }