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* feat: Add backend gallery This PR add support to manage backends as similar to models. There is now available a backend gallery which can be used to install and remove extra backends. The backend gallery can be configured similarly as a model gallery, and API calls allows to install and remove new backends in runtime, and as well during the startup phase of LocalAI. Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Add backends docs Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * wip: Backend Dockerfile for python backends Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * feat: drop extras images, build python backends separately Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * fixup on all backends Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * test CI Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Tweaks Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Drop old backends leftovers Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Fixup CI Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Move dockerfile upper Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Fix proto Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Feature dropped for consistency - we prefer model galleries Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Add missing packages in the build image Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * exllama is ponly available on cublas Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * pin torch on chatterbox Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Fixups to index Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * CI Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Debug CI * Install accellerators deps Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Add target arch * Add cuda minor version Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Use self-hosted runners Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * ci: use quay for test images Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * fixups for vllm and chatterbox Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Small fixups on CI Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * chatterbox is only available for nvidia Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Simplify CI builds Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Adapt test, use qwen3 Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * chore(model gallery): add jina-reranker-v1-tiny-en-gguf Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * fix(gguf-parser): recover from potential panics that can happen while reading ggufs with gguf-parser Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Use reranker from llama.cpp in AIO images Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Limit concurrent jobs Signed-off-by: Ettore Di Giacinto <mudler@localai.io> --------- Signed-off-by: Ettore Di Giacinto <mudler@localai.io> Signed-off-by: Ettore Di Giacinto <mudler@users.noreply.github.com>
199 lines
6.2 KiB
Go
199 lines
6.2 KiB
Go
package application
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import (
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"fmt"
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"os"
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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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"github.com/mudler/LocalAI/internal"
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"github.com/mudler/LocalAI/pkg/assets"
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"github.com/mudler/LocalAI/pkg/library"
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"github.com/mudler/LocalAI/pkg/model"
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pkgStartup "github.com/mudler/LocalAI/pkg/startup"
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"github.com/mudler/LocalAI/pkg/xsysinfo"
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"github.com/rs/zerolog/log"
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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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application := newApplication(options)
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log.Info().Msgf("Starting LocalAI using %d threads, with models path: %s", options.Threads, options.ModelPath)
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log.Info().Msgf("LocalAI version: %s", internal.PrintableVersion())
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caps, err := xsysinfo.CPUCapabilities()
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if err == nil {
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log.Debug().Msgf("CPU capabilities: %v", caps)
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}
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gpus, err := xsysinfo.GPUs()
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if err == nil {
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log.Debug().Msgf("GPU count: %d", len(gpus))
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for _, gpu := range gpus {
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log.Debug().Msgf("GPU: %s", gpu.String())
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}
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}
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// Make sure directories exists
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if options.ModelPath == "" {
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return nil, fmt.Errorf("options.ModelPath cannot be empty")
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}
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err = os.MkdirAll(options.ModelPath, 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 := pkgStartup.InstallModels(options.Galleries, options.ModelPath, options.EnforcePredownloadScans, nil, options.ModelsURL...); err != nil {
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log.Error().Err(err).Msg("error installing models")
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}
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if err := pkgStartup.InstallExternalBackends(options.BackendGalleries, options.BackendsPath, nil, options.ExternalBackends...); err != nil {
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log.Error().Err(err).Msg("error installing external backends")
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}
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configLoaderOpts := options.ToConfigLoaderOptions()
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if err := application.BackendLoader().LoadBackendConfigsFromPath(options.ModelPath, configLoaderOpts...); err != nil {
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log.Error().Err(err).Msg("error loading config files")
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}
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if err := gallery.RegisterBackends(options.BackendsPath, application.ModelLoader()); err != nil {
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log.Error().Err(err).Msg("error registering external backends")
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}
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if options.ConfigFile != "" {
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if err := application.BackendLoader().LoadMultipleBackendConfigsSingleFile(options.ConfigFile, configLoaderOpts...); err != nil {
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log.Error().Err(err).Msg("error loading config file")
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}
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}
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if err := application.BackendLoader().Preload(options.ModelPath); err != nil {
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log.Error().Err(err).Msg("error downloading models")
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}
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if options.PreloadJSONModels != "" {
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if err := services.ApplyGalleryFromString(options.ModelPath, options.PreloadJSONModels, options.EnforcePredownloadScans, options.Galleries); 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.ModelPath, options.PreloadModelsFromPath, options.EnforcePredownloadScans, options.Galleries); 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.BackendLoader().GetAllBackendConfigs() {
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log.Debug().Msgf("Model: %s (config: %+v)", v.Name, v)
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}
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}
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if options.AssetsDestination != "" {
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// Extract files from the embedded FS
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err := assets.ExtractFiles(options.BackendAssets, options.AssetsDestination)
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log.Debug().Msgf("Extracting backend assets files to %s", options.AssetsDestination)
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if err != nil {
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log.Warn().Msgf("Failed extracting backend assets files: %s (might be required for some backends to work properly)", err)
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}
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}
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if options.LibPath != "" {
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// If there is a lib directory, set LD_LIBRARY_PATH to include it
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err := library.LoadExternal(options.LibPath)
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if err != nil {
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log.Error().Err(err).Str("LibPath", options.LibPath).Msg("Error while loading external libraries")
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}
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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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log.Debug().Msgf("Context canceled, shutting down")
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err := application.ModelLoader().StopAllGRPC()
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if err != nil {
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log.Error().Err(err).Msg("error while stopping all grpc backends")
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}
|
|
}()
|
|
|
|
if options.WatchDog {
|
|
wd := model.NewWatchDog(
|
|
application.ModelLoader(),
|
|
options.WatchDogBusyTimeout,
|
|
options.WatchDogIdleTimeout,
|
|
options.WatchDogBusy,
|
|
options.WatchDogIdle)
|
|
application.ModelLoader().SetWatchDog(wd)
|
|
go wd.Run()
|
|
go func() {
|
|
<-options.Context.Done()
|
|
log.Debug().Msgf("Context canceled, shutting down")
|
|
wd.Shutdown()
|
|
}()
|
|
}
|
|
|
|
if options.LoadToMemory != nil && !options.SingleBackend {
|
|
for _, m := range options.LoadToMemory {
|
|
cfg, err := application.BackendLoader().LoadBackendConfigFileByNameDefaultOptions(m, options)
|
|
if err != nil {
|
|
return nil, err
|
|
}
|
|
|
|
log.Debug().Msgf("Auto loading model %s into memory from file: %s", m, cfg.Model)
|
|
|
|
o := backend.ModelOptions(*cfg, options)
|
|
|
|
var backendErr error
|
|
_, backendErr = application.ModelLoader().Load(o...)
|
|
if backendErr != nil {
|
|
return nil, err
|
|
}
|
|
}
|
|
}
|
|
|
|
// Watch the configuration directory
|
|
startWatcher(options)
|
|
|
|
log.Info().Msg("core/startup process completed!")
|
|
return application, 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")
|
|
}
|
|
}
|