LocalAI/core/startup/startup.go
Ettore Di Giacinto 59ef426fbf
feat(model-list): be consistent, skip known files from listing (#2760)
fix(model-list): be consistent, skip known files from listing

This changeset does two things:

- Removes the dependency of listing models from the OpenAI schema.
- Tries to reduce confusion between ListModels() in model loader and in
  the service - now there is only one ListModels which is in services
and does not depend anymore on the OpenAI schema
- The OpenAI-schema functions were moved nearby the OpenAI specific
  endpoints that needs the schema
- Drops the ListModel Service structure as there was no real need for
  it.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2024-07-10 15:28:39 +02:00

207 lines
7.4 KiB
Go

package startup
import (
"fmt"
"os"
"github.com/mudler/LocalAI/core"
"github.com/mudler/LocalAI/core/config"
"github.com/mudler/LocalAI/core/services"
"github.com/mudler/LocalAI/internal"
"github.com/mudler/LocalAI/pkg/assets"
"github.com/mudler/LocalAI/pkg/library"
"github.com/mudler/LocalAI/pkg/model"
pkgStartup "github.com/mudler/LocalAI/pkg/startup"
"github.com/mudler/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)
}
}
if err := pkgStartup.InstallModels(options.Galleries, options.ModelLibraryURL, options.ModelPath, options.EnforcePredownloadScans, nil, options.ModelsURL...); err != nil {
log.Error().Err(err).Msg("error installing models")
}
cl := config.NewBackendConfigLoader(options.ModelPath)
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, options.EnforcePredownloadScans, options.Galleries); err != nil {
return nil, nil, nil, err
}
}
if options.PreloadModelsFromPath != "" {
if err := services.ApplyGalleryFromFile(options.ModelPath, options.PreloadModelsFromPath, options.EnforcePredownloadScans, 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)
}
}
if options.LibPath != "" {
// If there is a lib directory, set LD_LIBRARY_PATH to include it
err := library.LoadExternal(options.LibPath)
if err != nil {
log.Error().Err(err).Str("LibPath", options.LibPath).Msg("Error while loading external libraries")
}
}
// 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
startWatcher(options)
log.Info().Msg("core/startup process completed!")
return cl, ml, options, nil
}
func startWatcher(options *config.ApplicationConfig) {
if options.DynamicConfigsDir == "" {
// No need to start the watcher if the directory is not set
return
}
if _, err := os.Stat(options.DynamicConfigsDir); err != nil {
if os.IsNotExist(err) {
// We try to create the directory if it does not exist and was specified
if err := os.MkdirAll(options.DynamicConfigsDir, 0700); err != nil {
log.Error().Err(err).Msg("failed creating DynamicConfigsDir")
}
} else {
// something else happened, we log the error and don't start the watcher
log.Error().Err(err).Msg("failed to read DynamicConfigsDir, watcher will not be started")
return
}
}
configHandler := newConfigFileHandler(options)
if err := configHandler.Watch(); err != nil {
log.Error().Err(err).Msg("failed creating watcher")
}
}
// 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(appConfig.ModelPath),
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)
// 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
}