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https://github.com/mudler/LocalAI.git
synced 2026-07-08 15:28:23 -04:00
Realtime sessions previously lazy-loaded each pipeline sub-model (VAD,
transcription, LLM, TTS) on first use, so every cold session paid a
per-request model-load stall and load errors only surfaced mid-stream.
Warm the whole pipeline eagerly and blockingly at session start
(including the voice-gate speaker-recognition model, which an enforced
gate blocks each utterance on; compaction's summary_model stays lazy
since it only runs off the response path):
- Add backend.PreloadModel / PreloadModelByName as the single load path
for every modality (no transcription special-case; backend-omitted
configs are deprecated).
- The realtime session blocks on Model.Warmup and returns a
model_load_error to the client if any stage fails to load;
updateSession warms in the background. Opt out per pipeline with
pipeline.disable_warmup, exposed as a UI toggle via the
config-metadata registry.
Add a LocalAI-native POST /backend/load (and /v1/backend/load) that
pre-loads a model -- expanding realtime pipelines into their sub-models
-- as the inverse of /backend/shutdown. There is one preload engine
(backend.PreloadStages): the realtime Warmup methods, /backend/load and
the --load-to-memory startup flag all use it, so --load-to-memory now
also expands pipeline models and records load-failure traces. Pipeline
sub-model alias resolution is likewise shared
(ModelConfigLoader.LoadResolvedModelConfig). Surface the endpoint
everywhere an admin manages models:
- MCP admin tool load_model (httpapi + inproc clients, safety/catalog
prompts, catalog/dispatch tests).
- "Load into memory" action in the React models UI.
- Swagger regenerated; docs moved to the general backend-monitor page
since it is not realtime-specific.
Fix a Traces UI crash ("json: unsupported value: -Inf"): audio-snippet
RMS/peak now floor at a finite dBFS, and backend-trace data is sanitized
to drop non-finite floats before marshaling. The sanitizer is
copy-on-write -- it runs on every RecordBackendTrace, so containers are
only re-allocated on the paths that actually changed.
Migrate core/http/openresponses_test.go onto the prebuilt mock-backend
the rest of the http suite already uses -- it was the last spec still
pointing at a real HuggingFace model, so it 404'd wherever no vision
backend was built -- and fix its item_reference specs to send the
spec's "id" field instead of "item_id", which the handler never
accepted.
Assisted-by: Claude:claude-opus-4-8 Claude Code
Signed-off-by: Richard Palethorpe <io@richiejp.com>
309 lines
8.9 KiB
Go
309 lines
8.9 KiB
Go
package localaitools
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import (
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"context"
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"errors"
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"sync"
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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/schema"
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"github.com/mudler/LocalAI/core/services/modeladmin"
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"github.com/mudler/LocalAI/pkg/vram"
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)
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// fakeClient is a recording, configurable LocalAIClient for unit tests.
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// Each method records the args it was called with and returns whatever the
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// matching field on the struct is configured to return. Methods are guarded
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// by a mutex so tests can run with -race.
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type fakeClient struct {
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mu sync.Mutex
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// Recorded calls (in order).
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calls []fakeCall
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// Per-method overrides. Tests set these.
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gallerySearch func(GallerySearchQuery) ([]gallery.Metadata, error)
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listInstalledModels func(Capability) ([]InstalledModel, error)
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listGalleries func() ([]config.Gallery, error)
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getJobStatus func(string) (*JobStatus, error)
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getModelConfig func(string) (*ModelConfigView, error)
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installModel func(InstallModelRequest) (string, error)
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importModelURI func(ImportModelURIRequest) (*ImportModelURIResponse, error)
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deleteModel func(string) error
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editModelConfig func(string, map[string]any) error
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setAlias func(string, string) error
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listAliases func() ([]AliasInfo, error)
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reloadModels func() error
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loadModel func(string) ([]string, error)
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listBackends func() ([]Backend, error)
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listKnownBackends func() ([]schema.KnownBackend, error)
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installBackend func(InstallBackendRequest) (string, error)
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upgradeBackend func(string) (string, error)
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systemInfo func() (*SystemInfo, error)
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listNodes func() ([]Node, error)
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vramEstimate func(VRAMEstimateRequest) (*vram.EstimateResult, error)
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toggleModelState func(string, modeladmin.Action) error
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toggleModelPinned func(string, modeladmin.Action) error
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getBranding func() (*Branding, error)
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setBranding func(SetBrandingRequest) (*Branding, error)
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getUsageStats func(UsageStatsQuery) (*UsageStats, error)
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getPIIEvents func(PIIEventsQuery) ([]PIIEvent, error)
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getMiddlewareStatus func() (*MiddlewareStatus, error)
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getRouterDecisions func(RouterDecisionsQuery) ([]RouterDecision, error)
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}
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type fakeCall struct {
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method string
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args any
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}
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func (f *fakeClient) record(method string, args any) {
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f.mu.Lock()
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defer f.mu.Unlock()
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f.calls = append(f.calls, fakeCall{method: method, args: args})
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}
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func (f *fakeClient) recorded() []fakeCall {
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f.mu.Lock()
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defer f.mu.Unlock()
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out := make([]fakeCall, len(f.calls))
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copy(out, f.calls)
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return out
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}
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var errNotConfigured = errors.New("fakeClient method not configured")
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func (f *fakeClient) GallerySearch(_ context.Context, q GallerySearchQuery) ([]gallery.Metadata, error) {
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f.record("GallerySearch", q)
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if f.gallerySearch != nil {
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return f.gallerySearch(q)
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}
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return nil, nil
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}
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func (f *fakeClient) ListInstalledModels(_ context.Context, capability Capability) ([]InstalledModel, error) {
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f.record("ListInstalledModels", capability)
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if f.listInstalledModels != nil {
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return f.listInstalledModels(capability)
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}
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return nil, nil
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}
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func (f *fakeClient) ListGalleries(_ context.Context) ([]config.Gallery, error) {
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f.record("ListGalleries", nil)
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if f.listGalleries != nil {
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return f.listGalleries()
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}
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return nil, nil
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}
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func (f *fakeClient) GetJobStatus(_ context.Context, jobID string) (*JobStatus, error) {
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f.record("GetJobStatus", jobID)
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if f.getJobStatus != nil {
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return f.getJobStatus(jobID)
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}
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return nil, errNotConfigured
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}
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func (f *fakeClient) GetModelConfig(_ context.Context, name string) (*ModelConfigView, error) {
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f.record("GetModelConfig", name)
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if f.getModelConfig != nil {
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return f.getModelConfig(name)
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}
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return nil, errNotConfigured
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}
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func (f *fakeClient) InstallModel(_ context.Context, req InstallModelRequest) (string, error) {
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f.record("InstallModel", req)
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if f.installModel != nil {
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return f.installModel(req)
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}
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return "", errNotConfigured
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}
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func (f *fakeClient) DeleteModel(_ context.Context, name string) error {
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f.record("DeleteModel", name)
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if f.deleteModel != nil {
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return f.deleteModel(name)
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}
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return nil
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}
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func (f *fakeClient) ImportModelURI(_ context.Context, req ImportModelURIRequest) (*ImportModelURIResponse, error) {
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f.record("ImportModelURI", req)
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if f.importModelURI != nil {
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return f.importModelURI(req)
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}
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return &ImportModelURIResponse{JobID: "fake-import-job"}, nil
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}
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func (f *fakeClient) EditModelConfig(_ context.Context, name string, patch map[string]any) error {
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f.record("EditModelConfig", []any{name, patch})
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if f.editModelConfig != nil {
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return f.editModelConfig(name, patch)
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}
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return nil
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}
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func (f *fakeClient) SetAlias(_ context.Context, name, target string) error {
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f.record("SetAlias", []any{name, target})
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if f.setAlias != nil {
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return f.setAlias(name, target)
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}
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return nil
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}
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func (f *fakeClient) ListAliases(_ context.Context) ([]AliasInfo, error) {
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f.record("ListAliases", nil)
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if f.listAliases != nil {
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return f.listAliases()
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}
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return []AliasInfo{}, nil
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}
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func (f *fakeClient) ReloadModels(_ context.Context) error {
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f.record("ReloadModels", nil)
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if f.reloadModels != nil {
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return f.reloadModels()
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}
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return nil
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}
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func (f *fakeClient) LoadModel(_ context.Context, model string) ([]string, error) {
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f.record("LoadModel", model)
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if f.loadModel != nil {
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return f.loadModel(model)
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}
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return []string{model}, nil
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}
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func (f *fakeClient) ListBackends(_ context.Context) ([]Backend, error) {
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f.record("ListBackends", nil)
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if f.listBackends != nil {
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return f.listBackends()
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}
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return nil, nil
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}
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func (f *fakeClient) ListKnownBackends(_ context.Context) ([]schema.KnownBackend, error) {
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f.record("ListKnownBackends", nil)
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if f.listKnownBackends != nil {
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return f.listKnownBackends()
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}
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return nil, nil
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}
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func (f *fakeClient) InstallBackend(_ context.Context, req InstallBackendRequest) (string, error) {
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f.record("InstallBackend", req)
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if f.installBackend != nil {
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return f.installBackend(req)
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}
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return "", errNotConfigured
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}
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func (f *fakeClient) UpgradeBackend(_ context.Context, name string) (string, error) {
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f.record("UpgradeBackend", name)
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if f.upgradeBackend != nil {
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return f.upgradeBackend(name)
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}
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return "", errNotConfigured
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}
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func (f *fakeClient) SystemInfo(_ context.Context) (*SystemInfo, error) {
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f.record("SystemInfo", nil)
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if f.systemInfo != nil {
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return f.systemInfo()
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}
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return &SystemInfo{Version: "test"}, nil
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}
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func (f *fakeClient) ListNodes(_ context.Context) ([]Node, error) {
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f.record("ListNodes", nil)
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if f.listNodes != nil {
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return f.listNodes()
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}
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return nil, nil
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}
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func (f *fakeClient) VRAMEstimate(_ context.Context, req VRAMEstimateRequest) (*vram.EstimateResult, error) {
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f.record("VRAMEstimate", req)
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if f.vramEstimate != nil {
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return f.vramEstimate(req)
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}
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return nil, errNotConfigured
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}
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func (f *fakeClient) ToggleModelState(_ context.Context, name string, action modeladmin.Action) error {
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f.record("ToggleModelState", []any{name, action})
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if f.toggleModelState != nil {
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return f.toggleModelState(name, action)
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}
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return nil
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}
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func (f *fakeClient) ToggleModelPinned(_ context.Context, name string, action modeladmin.Action) error {
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f.record("ToggleModelPinned", []any{name, action})
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if f.toggleModelPinned != nil {
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return f.toggleModelPinned(name, action)
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}
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return nil
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}
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func (f *fakeClient) GetBranding(_ context.Context) (*Branding, error) {
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f.record("GetBranding", nil)
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if f.getBranding != nil {
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return f.getBranding()
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}
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return &Branding{InstanceName: "LocalAI"}, nil
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}
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func (f *fakeClient) SetBranding(_ context.Context, req SetBrandingRequest) (*Branding, error) {
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f.record("SetBranding", req)
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if f.setBranding != nil {
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return f.setBranding(req)
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}
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return &Branding{InstanceName: "LocalAI"}, nil
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}
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func (f *fakeClient) GetUsageStats(_ context.Context, q UsageStatsQuery) (*UsageStats, error) {
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f.record("GetUsageStats", q)
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if f.getUsageStats != nil {
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return f.getUsageStats(q)
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}
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return &UsageStats{
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Viewer: UsageViewer{ID: "fake-user", Name: "fake", Role: "user"},
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Period: "month",
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}, nil
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}
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func (f *fakeClient) GetPIIEvents(_ context.Context, q PIIEventsQuery) ([]PIIEvent, error) {
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f.record("GetPIIEvents", q)
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if f.getPIIEvents != nil {
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return f.getPIIEvents(q)
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}
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return []PIIEvent{}, nil
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}
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func (f *fakeClient) GetRouterDecisions(_ context.Context, q RouterDecisionsQuery) ([]RouterDecision, error) {
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f.record("GetRouterDecisions", q)
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if f.getRouterDecisions != nil {
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return f.getRouterDecisions(q)
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}
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return []RouterDecision{}, nil
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}
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func (f *fakeClient) GetMiddlewareStatus(_ context.Context) (*MiddlewareStatus, error) {
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f.record("GetMiddlewareStatus", nil)
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if f.getMiddlewareStatus != nil {
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return f.getMiddlewareStatus()
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}
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return &MiddlewareStatus{
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PII: MiddlewarePIIStatus{
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EnabledGlobally: true,
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Models: []MiddlewarePIIModel{},
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},
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Router: MiddlewareRouterStatus{Configured: false, Models: []string{}},
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}, nil
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}
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