package model import ( "context" "fmt" "os" "path/filepath" "strings" "sync" "github.com/mudler/LocalAI/pkg/templates" "github.com/mudler/LocalAI/pkg/utils" process "github.com/mudler/go-processmanager" "github.com/rs/zerolog/log" ) // new idea: what if we declare a struct of these here, and use a loop to check? // TODO: Split ModelLoader and TemplateLoader? Just to keep things more organized. Left together to share a mutex until I look into that. Would split if we seperate directories for .bin/.yaml and .tmpl type ModelLoader struct { ModelPath string mu sync.Mutex models map[string]*Model grpcProcesses map[string]*process.Process templates *templates.TemplateCache wd *WatchDog } func NewModelLoader(modelPath string) *ModelLoader { nml := &ModelLoader{ ModelPath: modelPath, models: make(map[string]*Model), templates: templates.NewTemplateCache(modelPath), grpcProcesses: make(map[string]*process.Process), } return nml } func (ml *ModelLoader) SetWatchDog(wd *WatchDog) { ml.wd = wd } func (ml *ModelLoader) ExistsInModelPath(s string) bool { return utils.ExistsInPath(ml.ModelPath, s) } var knownFilesToSkip []string = []string{ "MODEL_CARD", "README", "README.md", } var knownModelsNameSuffixToSkip []string = []string{ ".tmpl", ".keep", ".yaml", ".yml", ".json", ".txt", ".md", ".MD", ".DS_Store", ".", ".partial", ".tar.gz", } func (ml *ModelLoader) ListFilesInModelPath() ([]string, error) { files, err := os.ReadDir(ml.ModelPath) if err != nil { return []string{}, err } models := []string{} FILE: for _, file := range files { for _, skip := range knownFilesToSkip { if strings.EqualFold(file.Name(), skip) { continue FILE } } // Skip templates, YAML, .keep, .json, and .DS_Store files for _, skip := range knownModelsNameSuffixToSkip { if strings.HasSuffix(file.Name(), skip) { continue FILE } } // Skip directories if file.IsDir() { continue } models = append(models, file.Name()) } return models, nil } func (ml *ModelLoader) LoadModel(modelName string, loader func(string, string) (*Model, error)) (*Model, error) { ml.mu.Lock() defer ml.mu.Unlock() // Check if we already have a loaded model if model := ml.CheckIsLoaded(modelName); model != nil { return model, nil } // Load the model and keep it in memory for later use modelFile := filepath.Join(ml.ModelPath, modelName) log.Debug().Msgf("Loading model in memory from file: %s", modelFile) model, err := loader(modelName, modelFile) if err != nil { return nil, err } ml.models[modelName] = model return model, nil } func (ml *ModelLoader) ShutdownModel(modelName string) error { ml.mu.Lock() defer ml.mu.Unlock() return ml.stopModel(modelName) } func (ml *ModelLoader) stopModel(modelName string) error { defer ml.deleteProcess(modelName) if _, ok := ml.models[modelName]; !ok { return fmt.Errorf("model %s not found", modelName) } return nil } func (ml *ModelLoader) CheckIsLoaded(s string) *Model { m, ok := ml.models[s] if !ok { return nil } log.Debug().Msgf("Model already loaded in memory: %s", s) alive, err := m.GRPC(false, ml.wd).HealthCheck(context.Background()) if !alive { log.Warn().Msgf("GRPC Model not responding: %s", err.Error()) log.Warn().Msgf("Deleting the process in order to recreate it") if !ml.grpcProcesses[s].IsAlive() { log.Debug().Msgf("GRPC Process is not responding: %s", s) // stop and delete the process, this forces to re-load the model and re-create again the service err := ml.deleteProcess(s) if err != nil { log.Error().Err(err).Str("process", s).Msg("error stopping process") } return nil } } return m }