mirror of
https://github.com/mudler/LocalAI.git
synced 2026-01-19 11:51:39 -05:00
* feat: allow to set forcing backends eviction while requests are in flight Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * feat: try to make the request sit and retry if eviction couldn't be done Otherwise calls that in order to pass would need to shutdown other backends would just fail. In this way instead we make the request sit and retry eviction until it succeeds. The thresholds can be configured by the user. Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * add tests Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * expose settings to CLI Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Update docs Signed-off-by: Ettore Di Giacinto <mudler@localai.io> --------- Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
377 lines
14 KiB
Go
377 lines
14 KiB
Go
package application
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import (
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"encoding/json"
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"fmt"
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"os"
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"path/filepath"
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"time"
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"github.com/mudler/LocalAI/core/backend"
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"github.com/mudler/LocalAI/core/config"
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"github.com/mudler/LocalAI/core/gallery"
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"github.com/mudler/LocalAI/core/services"
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coreStartup "github.com/mudler/LocalAI/core/startup"
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"github.com/mudler/LocalAI/internal"
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"github.com/mudler/LocalAI/pkg/model"
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"github.com/mudler/LocalAI/pkg/xsysinfo"
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"github.com/mudler/xlog"
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)
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func New(opts ...config.AppOption) (*Application, error) {
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options := config.NewApplicationConfig(opts...)
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// Store a copy of the startup config (from env vars, before file loading)
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// This is used to determine if settings came from env vars vs file
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startupConfigCopy := *options
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application := newApplication(options)
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application.startupConfig = &startupConfigCopy
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xlog.Info("Starting LocalAI", "threads", options.Threads, "modelsPath", options.SystemState.Model.ModelsPath)
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xlog.Info("LocalAI version", "version", internal.PrintableVersion())
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if err := application.start(); err != nil {
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return nil, err
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}
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caps, err := xsysinfo.CPUCapabilities()
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if err == nil {
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xlog.Debug("CPU capabilities", "capabilities", caps)
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}
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gpus, err := xsysinfo.GPUs()
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if err == nil {
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xlog.Debug("GPU count", "count", len(gpus))
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for _, gpu := range gpus {
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xlog.Debug("GPU", "gpu", gpu.String())
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}
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}
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// Make sure directories exists
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if options.SystemState.Model.ModelsPath == "" {
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return nil, fmt.Errorf("models path cannot be empty")
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}
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err = os.MkdirAll(options.SystemState.Model.ModelsPath, 0750)
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if err != nil {
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return nil, fmt.Errorf("unable to create ModelPath: %q", err)
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}
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if options.GeneratedContentDir != "" {
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err := os.MkdirAll(options.GeneratedContentDir, 0750)
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if err != nil {
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return nil, fmt.Errorf("unable to create ImageDir: %q", err)
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}
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}
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if options.UploadDir != "" {
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err := os.MkdirAll(options.UploadDir, 0750)
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if err != nil {
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return nil, fmt.Errorf("unable to create UploadDir: %q", err)
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}
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}
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if err := coreStartup.InstallModels(options.Context, application.GalleryService(), options.Galleries, options.BackendGalleries, options.SystemState, application.ModelLoader(), options.EnforcePredownloadScans, options.AutoloadBackendGalleries, nil, options.ModelsURL...); err != nil {
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xlog.Error("error installing models", "error", err)
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}
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for _, backend := range options.ExternalBackends {
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if err := services.InstallExternalBackend(options.Context, options.BackendGalleries, options.SystemState, application.ModelLoader(), nil, backend, "", ""); err != nil {
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xlog.Error("error installing external backend", "error", err)
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}
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}
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configLoaderOpts := options.ToConfigLoaderOptions()
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if err := application.ModelConfigLoader().LoadModelConfigsFromPath(options.SystemState.Model.ModelsPath, configLoaderOpts...); err != nil {
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xlog.Error("error loading config files", "error", err)
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}
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if err := gallery.RegisterBackends(options.SystemState, application.ModelLoader()); err != nil {
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xlog.Error("error registering external backends", "error", err)
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}
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if options.ConfigFile != "" {
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if err := application.ModelConfigLoader().LoadMultipleModelConfigsSingleFile(options.ConfigFile, configLoaderOpts...); err != nil {
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xlog.Error("error loading config file", "error", err)
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}
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}
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if err := application.ModelConfigLoader().Preload(options.SystemState.Model.ModelsPath); err != nil {
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xlog.Error("error downloading models", "error", err)
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}
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if options.PreloadJSONModels != "" {
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if err := services.ApplyGalleryFromString(options.SystemState, application.ModelLoader(), options.EnforcePredownloadScans, options.AutoloadBackendGalleries, options.Galleries, options.BackendGalleries, options.PreloadJSONModels); err != nil {
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return nil, err
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}
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}
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if options.PreloadModelsFromPath != "" {
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if err := services.ApplyGalleryFromFile(options.SystemState, application.ModelLoader(), options.EnforcePredownloadScans, options.AutoloadBackendGalleries, options.Galleries, options.BackendGalleries, options.PreloadModelsFromPath); err != nil {
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return nil, err
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}
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}
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if options.Debug {
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for _, v := range application.ModelConfigLoader().GetAllModelsConfigs() {
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xlog.Debug("Model", "name", v.Name, "config", v)
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}
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}
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// Load runtime settings from file if DynamicConfigsDir is set
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// This applies file settings with env var precedence (env vars take priority)
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// Note: startupConfigCopy was already created above, so it has the original env var values
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if options.DynamicConfigsDir != "" {
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loadRuntimeSettingsFromFile(options)
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}
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// turn off any process that was started by GRPC if the context is canceled
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go func() {
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<-options.Context.Done()
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xlog.Debug("Context canceled, shutting down")
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err := application.ModelLoader().StopAllGRPC()
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if err != nil {
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xlog.Error("error while stopping all grpc backends", "error", err)
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}
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}()
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// Initialize watchdog with current settings (after loading from file)
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initializeWatchdog(application, options)
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if options.LoadToMemory != nil && !options.SingleBackend {
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for _, m := range options.LoadToMemory {
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cfg, err := application.ModelConfigLoader().LoadModelConfigFileByNameDefaultOptions(m, options)
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if err != nil {
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return nil, err
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}
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xlog.Debug("Auto loading model into memory from file", "model", m, "file", cfg.Model)
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o := backend.ModelOptions(*cfg, options)
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var backendErr error
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_, backendErr = application.ModelLoader().Load(o...)
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if backendErr != nil {
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return nil, err
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}
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}
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}
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// Watch the configuration directory
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startWatcher(options)
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xlog.Info("core/startup process completed!")
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return application, nil
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}
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func startWatcher(options *config.ApplicationConfig) {
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if options.DynamicConfigsDir == "" {
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// No need to start the watcher if the directory is not set
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return
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}
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if _, err := os.Stat(options.DynamicConfigsDir); err != nil {
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if os.IsNotExist(err) {
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// We try to create the directory if it does not exist and was specified
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if err := os.MkdirAll(options.DynamicConfigsDir, 0700); err != nil {
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xlog.Error("failed creating DynamicConfigsDir", "error", err)
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}
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} else {
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// something else happened, we log the error and don't start the watcher
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xlog.Error("failed to read DynamicConfigsDir, watcher will not be started", "error", err)
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return
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}
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}
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configHandler := newConfigFileHandler(options)
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if err := configHandler.Watch(); err != nil {
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xlog.Error("failed creating watcher", "error", err)
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}
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}
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// loadRuntimeSettingsFromFile loads settings from runtime_settings.json with env var precedence
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// This function is called at startup, before env vars are applied via AppOptions.
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// Since env vars are applied via AppOptions in run.go, we need to check if they're set.
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// We do this by checking if the current options values differ from defaults, which would
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// indicate they were set from env vars. However, a simpler approach is to just apply
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// file settings here, and let the AppOptions (which are applied after this) override them.
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// But actually, this is called AFTER AppOptions are applied in New(), so we need to check env vars.
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// The cleanest solution: Store original values before applying file, or check if values match
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// what would be set from env vars. For now, we'll apply file settings and they'll be
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// overridden by AppOptions if env vars were set (but AppOptions are already applied).
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// Actually, this function is called in New() before AppOptions are fully processed for watchdog.
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// Let's check the call order: New() -> loadRuntimeSettingsFromFile() -> initializeWatchdog()
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// But AppOptions are applied in NewApplicationConfig() which is called first.
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// So at this point, options already has values from env vars. We should compare against
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// defaults to see if env vars were set. But we don't have defaults stored.
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// Simplest: Just apply file settings. If env vars were set, they're already in options.
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// The file watcher handler will handle runtime changes properly by comparing with startupAppConfig.
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func loadRuntimeSettingsFromFile(options *config.ApplicationConfig) {
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settingsFile := filepath.Join(options.DynamicConfigsDir, "runtime_settings.json")
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fileContent, err := os.ReadFile(settingsFile)
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if err != nil {
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if os.IsNotExist(err) {
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xlog.Debug("runtime_settings.json not found, using defaults")
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return
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}
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xlog.Warn("failed to read runtime_settings.json", "error", err)
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return
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}
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var settings config.RuntimeSettings
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if err := json.Unmarshal(fileContent, &settings); err != nil {
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xlog.Warn("failed to parse runtime_settings.json", "error", err)
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return
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}
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// At this point, options already has values from env vars (via AppOptions in run.go).
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// To avoid env var duplication, we determine if env vars were set by checking if
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// current values differ from defaults. Defaults are: false for bools, 0 for durations.
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// If current value is at default, it likely wasn't set from env var, so we can apply file.
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// If current value is non-default, it was likely set from env var, so we preserve it.
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// Note: This means env vars explicitly setting to false/0 won't be distinguishable from defaults,
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// but that's an acceptable limitation to avoid env var duplication.
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if settings.WatchdogIdleEnabled != nil {
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// Only apply if current value is default (false), suggesting it wasn't set from env var
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if !options.WatchDogIdle {
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options.WatchDogIdle = *settings.WatchdogIdleEnabled
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if options.WatchDogIdle {
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options.WatchDog = true
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}
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}
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}
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if settings.WatchdogBusyEnabled != nil {
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if !options.WatchDogBusy {
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options.WatchDogBusy = *settings.WatchdogBusyEnabled
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if options.WatchDogBusy {
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options.WatchDog = true
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}
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}
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}
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if settings.WatchdogIdleTimeout != nil {
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// Only apply if current value is default (0), suggesting it wasn't set from env var
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if options.WatchDogIdleTimeout == 0 {
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dur, err := time.ParseDuration(*settings.WatchdogIdleTimeout)
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if err == nil {
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options.WatchDogIdleTimeout = dur
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} else {
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xlog.Warn("invalid watchdog idle timeout in runtime_settings.json", "error", err, "timeout", *settings.WatchdogIdleTimeout)
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}
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}
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}
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if settings.WatchdogBusyTimeout != nil {
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if options.WatchDogBusyTimeout == 0 {
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dur, err := time.ParseDuration(*settings.WatchdogBusyTimeout)
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if err == nil {
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options.WatchDogBusyTimeout = dur
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} else {
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xlog.Warn("invalid watchdog busy timeout in runtime_settings.json", "error", err, "timeout", *settings.WatchdogBusyTimeout)
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}
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}
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}
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if settings.WatchdogInterval != nil {
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if options.WatchDogInterval == 0 {
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dur, err := time.ParseDuration(*settings.WatchdogInterval)
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if err == nil {
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options.WatchDogInterval = dur
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} else {
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xlog.Warn("invalid watchdog interval in runtime_settings.json", "error", err, "interval", *settings.WatchdogInterval)
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options.WatchDogInterval = model.DefaultWatchdogInterval
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}
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}
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}
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// Handle MaxActiveBackends (new) and SingleBackend (deprecated)
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if settings.MaxActiveBackends != nil {
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// Only apply if current value is default (0), suggesting it wasn't set from env var
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if options.MaxActiveBackends == 0 {
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options.MaxActiveBackends = *settings.MaxActiveBackends
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// For backward compatibility, also set SingleBackend if MaxActiveBackends == 1
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options.SingleBackend = (*settings.MaxActiveBackends == 1)
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}
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} else if settings.SingleBackend != nil {
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// Legacy: SingleBackend maps to MaxActiveBackends = 1
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if !options.SingleBackend {
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options.SingleBackend = *settings.SingleBackend
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if *settings.SingleBackend {
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options.MaxActiveBackends = 1
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}
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}
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}
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if settings.ParallelBackendRequests != nil {
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if !options.ParallelBackendRequests {
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options.ParallelBackendRequests = *settings.ParallelBackendRequests
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}
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}
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if settings.MemoryReclaimerEnabled != nil {
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// Only apply if current value is default (false), suggesting it wasn't set from env var
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if !options.MemoryReclaimerEnabled {
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options.MemoryReclaimerEnabled = *settings.MemoryReclaimerEnabled
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if options.MemoryReclaimerEnabled {
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options.WatchDog = true // Memory reclaimer requires watchdog
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}
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}
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}
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if settings.MemoryReclaimerThreshold != nil {
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// Only apply if current value is default (0), suggesting it wasn't set from env var
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if options.MemoryReclaimerThreshold == 0 {
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options.MemoryReclaimerThreshold = *settings.MemoryReclaimerThreshold
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}
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}
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if settings.AgentJobRetentionDays != nil {
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// Only apply if current value is default (0), suggesting it wasn't set from env var
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if options.AgentJobRetentionDays == 0 {
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options.AgentJobRetentionDays = *settings.AgentJobRetentionDays
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}
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}
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if !options.WatchDogIdle && !options.WatchDogBusy {
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if settings.WatchdogEnabled != nil && *settings.WatchdogEnabled {
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options.WatchDog = true
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}
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}
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xlog.Debug("Runtime settings loaded from runtime_settings.json")
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}
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// initializeWatchdog initializes the watchdog with current ApplicationConfig settings
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func initializeWatchdog(application *Application, options *config.ApplicationConfig) {
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// Get effective max active backends (considers both MaxActiveBackends and deprecated SingleBackend)
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lruLimit := options.GetEffectiveMaxActiveBackends()
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// Create watchdog if enabled OR if LRU limit is set OR if memory reclaimer is enabled
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if options.WatchDog || lruLimit > 0 || options.MemoryReclaimerEnabled {
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wd := model.NewWatchDog(
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model.WithProcessManager(application.ModelLoader()),
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model.WithBusyTimeout(options.WatchDogBusyTimeout),
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model.WithIdleTimeout(options.WatchDogIdleTimeout),
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model.WithWatchdogInterval(options.WatchDogInterval),
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model.WithBusyCheck(options.WatchDogBusy),
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model.WithIdleCheck(options.WatchDogIdle),
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model.WithLRULimit(lruLimit),
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model.WithMemoryReclaimer(options.MemoryReclaimerEnabled, options.MemoryReclaimerThreshold),
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model.WithForceEvictionWhenBusy(options.ForceEvictionWhenBusy),
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)
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application.ModelLoader().SetWatchDog(wd)
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// Initialize ModelLoader LRU eviction retry settings
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application.ModelLoader().SetLRUEvictionRetrySettings(
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options.LRUEvictionMaxRetries,
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options.LRUEvictionRetryInterval,
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)
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// Start watchdog goroutine if any periodic checks are enabled
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// LRU eviction doesn't need the Run() loop - it's triggered on model load
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// But memory reclaimer needs the Run() loop for periodic checking
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if options.WatchDogBusy || options.WatchDogIdle || options.MemoryReclaimerEnabled {
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go wd.Run()
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}
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go func() {
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<-options.Context.Done()
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xlog.Debug("Context canceled, shutting down")
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wd.Shutdown()
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}()
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}
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}
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