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chore(refactor): drop unnecessary code in loader (#4096)
* chore: simplify passing options to ModelOptions Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * chore(refactor): do not expose internal backend Loader Signed-off-by: Ettore Di Giacinto <mudler@localai.io> --------- Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
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@ -11,17 +11,9 @@ import (
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func ModelEmbedding(s string, tokens []int, loader *model.ModelLoader, backendConfig config.BackendConfig, appConfig *config.ApplicationConfig) (func() ([]float32, error), error) {
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var inferenceModel interface{}
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var err error
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opts := ModelOptions(backendConfig, appConfig)
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opts := ModelOptions(backendConfig, appConfig, []model.Option{})
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if backendConfig.Backend == "" {
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inferenceModel, err = loader.GreedyLoader(opts...)
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} else {
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opts = append(opts, model.WithBackendString(backendConfig.Backend))
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inferenceModel, err = loader.BackendLoader(opts...)
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}
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inferenceModel, err := loader.Load(opts...)
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if err != nil {
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return nil, err
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}
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@ -9,9 +9,8 @@ import (
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func ImageGeneration(height, width, mode, step, seed int, positive_prompt, negative_prompt, src, dst string, loader *model.ModelLoader, backendConfig config.BackendConfig, appConfig *config.ApplicationConfig) (func() error, error) {
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opts := ModelOptions(backendConfig, appConfig, []model.Option{})
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inferenceModel, err := loader.BackendLoader(
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opts := ModelOptions(backendConfig, appConfig)
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inferenceModel, err := loader.Load(
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opts...,
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)
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if err != nil {
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@ -16,7 +16,6 @@ import (
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"github.com/mudler/LocalAI/core/schema"
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"github.com/mudler/LocalAI/core/gallery"
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"github.com/mudler/LocalAI/pkg/grpc"
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"github.com/mudler/LocalAI/pkg/grpc/proto"
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model "github.com/mudler/LocalAI/pkg/model"
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"github.com/mudler/LocalAI/pkg/utils"
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@ -35,15 +34,6 @@ type TokenUsage struct {
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func ModelInference(ctx context.Context, s string, messages []schema.Message, images, videos, audios []string, loader *model.ModelLoader, c config.BackendConfig, o *config.ApplicationConfig, tokenCallback func(string, TokenUsage) bool) (func() (LLMResponse, error), error) {
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modelFile := c.Model
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var inferenceModel grpc.Backend
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var err error
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opts := ModelOptions(c, o, []model.Option{})
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if c.Backend != "" {
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opts = append(opts, model.WithBackendString(c.Backend))
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}
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// Check if the modelFile exists, if it doesn't try to load it from the gallery
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if o.AutoloadGalleries { // experimental
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if _, err := os.Stat(modelFile); os.IsNotExist(err) {
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@ -56,12 +46,8 @@ func ModelInference(ctx context.Context, s string, messages []schema.Message, im
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}
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}
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if c.Backend == "" {
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inferenceModel, err = loader.GreedyLoader(opts...)
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} else {
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inferenceModel, err = loader.BackendLoader(opts...)
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}
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opts := ModelOptions(c, o)
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inferenceModel, err := loader.Load(opts...)
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if err != nil {
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return nil, err
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}
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@ -11,7 +11,7 @@ import (
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"github.com/rs/zerolog/log"
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)
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func ModelOptions(c config.BackendConfig, so *config.ApplicationConfig, opts []model.Option) []model.Option {
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func ModelOptions(c config.BackendConfig, so *config.ApplicationConfig, opts ...model.Option) []model.Option {
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name := c.Name
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if name == "" {
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name = c.Model
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@ -11,8 +11,8 @@ import (
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func Rerank(modelFile string, request *proto.RerankRequest, loader *model.ModelLoader, appConfig *config.ApplicationConfig, backendConfig config.BackendConfig) (*proto.RerankResult, error) {
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opts := ModelOptions(backendConfig, appConfig, []model.Option{model.WithModel(modelFile)})
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rerankModel, err := loader.BackendLoader(opts...)
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opts := ModelOptions(backendConfig, appConfig, model.WithModel(modelFile))
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rerankModel, err := loader.Load(opts...)
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if err != nil {
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return nil, err
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}
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@ -25,9 +25,8 @@ func SoundGeneration(
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backendConfig config.BackendConfig,
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) (string, *proto.Result, error) {
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opts := ModelOptions(backendConfig, appConfig, []model.Option{model.WithModel(modelFile)})
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soundGenModel, err := loader.BackendLoader(opts...)
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opts := ModelOptions(backendConfig, appConfig, model.WithModel(modelFile))
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soundGenModel, err := loader.Load(opts...)
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if err != nil {
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return "", nil, err
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}
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@ -8,16 +8,15 @@ import (
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)
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func StoreBackend(sl *model.ModelLoader, appConfig *config.ApplicationConfig, storeName string) (grpc.Backend, error) {
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if storeName == "" {
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storeName = "default"
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}
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if storeName == "" {
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storeName = "default"
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}
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sc := []model.Option{
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model.WithBackendString(model.LocalStoreBackend),
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model.WithAssetDir(appConfig.AssetsDestination),
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model.WithModel(storeName),
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}
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sc := []model.Option{
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model.WithBackendString(model.LocalStoreBackend),
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model.WithAssetDir(appConfig.AssetsDestination),
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model.WithModel(storeName),
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}
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return sl.BackendLoader(sc...)
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return sl.Load(sc...)
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}
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@ -15,10 +15,8 @@ func TokenMetrics(
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appConfig *config.ApplicationConfig,
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backendConfig config.BackendConfig) (*proto.MetricsResponse, error) {
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opts := ModelOptions(backendConfig, appConfig, []model.Option{
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model.WithModel(modelFile),
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})
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model, err := loader.BackendLoader(opts...)
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opts := ModelOptions(backendConfig, appConfig, model.WithModel(modelFile))
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model, err := loader.Load(opts...)
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if err != nil {
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return nil, err
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}
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@ -14,15 +14,13 @@ func ModelTokenize(s string, loader *model.ModelLoader, backendConfig config.Bac
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var inferenceModel grpc.Backend
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var err error
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opts := ModelOptions(backendConfig, appConfig, []model.Option{
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model.WithModel(modelFile),
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})
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opts := ModelOptions(backendConfig, appConfig, model.WithModel(modelFile))
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if backendConfig.Backend == "" {
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inferenceModel, err = loader.GreedyLoader(opts...)
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inferenceModel, err = loader.Load(opts...)
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} else {
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opts = append(opts, model.WithBackendString(backendConfig.Backend))
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inferenceModel, err = loader.BackendLoader(opts...)
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inferenceModel, err = loader.Load(opts...)
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}
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if err != nil {
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return schema.TokenizeResponse{}, err
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@ -18,9 +18,9 @@ func ModelTranscription(audio, language string, translate bool, ml *model.ModelL
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backendConfig.Backend = model.WhisperBackend
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}
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opts := ModelOptions(backendConfig, appConfig, []model.Option{})
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opts := ModelOptions(backendConfig, appConfig)
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transcriptionModel, err := ml.BackendLoader(opts...)
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transcriptionModel, err := ml.Load(opts...)
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if err != nil {
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return nil, err
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}
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@ -28,12 +28,8 @@ func ModelTTS(
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bb = model.PiperBackend
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}
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opts := ModelOptions(backendConfig, appConfig, []model.Option{
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model.WithBackendString(bb),
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model.WithModel(modelFile),
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})
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ttsModel, err := loader.BackendLoader(opts...)
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opts := ModelOptions(backendConfig, appConfig, model.WithBackendString(bb), model.WithModel(modelFile))
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ttsModel, err := loader.Load(opts...)
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if err != nil {
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return "", nil, err
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}
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@ -160,15 +160,10 @@ func Startup(opts ...config.AppOption) (*config.BackendConfigLoader, *model.Mode
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log.Debug().Msgf("Auto loading model %s into memory from file: %s", m, cfg.Model)
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o := backend.ModelOptions(*cfg, options, []model.Option{})
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o := backend.ModelOptions(*cfg, options)
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var backendErr error
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if cfg.Backend != "" {
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o = append(o, model.WithBackendString(cfg.Backend))
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_, backendErr = ml.BackendLoader(o...)
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} else {
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_, backendErr = ml.GreedyLoader(o...)
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}
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_, backendErr = ml.Load(o...)
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if backendErr != nil {
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return nil, nil, nil, err
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}
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@ -455,7 +455,7 @@ func (ml *ModelLoader) ListAvailableBackends(assetdir string) ([]string, error)
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return orderBackends(backends)
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}
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func (ml *ModelLoader) BackendLoader(opts ...Option) (client grpc.Backend, err error) {
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func (ml *ModelLoader) backendLoader(opts ...Option) (client grpc.Backend, err error) {
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o := NewOptions(opts...)
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log.Info().Msgf("Loading model '%s' with backend %s", o.modelID, o.backendString)
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@ -500,7 +500,7 @@ func (ml *ModelLoader) stopActiveBackends(modelID string, singleActiveBackend bo
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}
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}
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func (ml *ModelLoader) GreedyLoader(opts ...Option) (grpc.Backend, error) {
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func (ml *ModelLoader) Load(opts ...Option) (grpc.Backend, error) {
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o := NewOptions(opts...)
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// Return earlier if we have a model already loaded
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@ -513,6 +513,10 @@ func (ml *ModelLoader) GreedyLoader(opts ...Option) (grpc.Backend, error) {
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ml.stopActiveBackends(o.modelID, o.singleActiveBackend)
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if o.backendString != "" {
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return ml.backendLoader(opts...)
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}
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var err error
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// get backends embedded in the binary
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@ -536,7 +540,7 @@ func (ml *ModelLoader) GreedyLoader(opts ...Option) (grpc.Backend, error) {
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WithBackendString(key),
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}...)
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model, modelerr := ml.BackendLoader(options...)
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model, modelerr := ml.backendLoader(options...)
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if modelerr == nil && model != nil {
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log.Info().Msgf("[%s] Loads OK", key)
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return model, nil
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@ -57,7 +57,7 @@ var _ = Describe("Integration tests for the stores backend(s) and internal APIs"
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}
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sl = model.NewModelLoader("")
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sc, err = sl.BackendLoader(storeOpts...)
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sc, err = sl.Load(storeOpts...)
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Expect(err).ToNot(HaveOccurred())
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Expect(sc).ToNot(BeNil())
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})
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