mirror of
https://github.com/mudler/LocalAI.git
synced 2026-07-08 15:28:23 -04:00
* feat(realtime): EOU-driven semantic_vad turn detection Add a `semantic_vad` turn-detection mode to the realtime API that feeds the transcription model live and decides "the user finished speaking" from the `<EOU>` end-of-utterance token rather than from silence alone. When EOU fires the turn commits immediately (~0.3s); otherwise it falls back to an eagerness-scaled silence threshold (low/med/high = 8/4/2s). Plumbing, bottom to top: - proto: `AudioTranscriptionLive` bidirectional RPC (config-first oneof, mono float PCM @16k, ready-ack / Unimplemented degrade signal) plus `TranscriptResult.eou` for the unary retranscribe gate. - pkg/grpc: client/server/base/embed scaffolding for the bidi stream, modeled on AudioTransformStream; release stream conns on terminal Recv. - parakeet-cpp: live transcription RPC with per-C-call engine locking (one live stream per turn, finalize+free at commit); bump parakeet.cpp to ABI v5 — incremental StreamingMel (no more quadratic per-feed mel recompute that delayed EOU on long turns) and the <EOU>/<EOB> split; strip the literal <EOU>/<EOB> from offline text and set Eou. - core/backend: LiveTranscriptionSession wrapper + pipeline `turn_detection:` config block (type/eagerness/retranscribe). - realtime: semantic_vad integration — live input captions streamed as transcription deltas while the user speaks, EOU-immediate commit with eagerness fallback, optional retranscribe gate (batch re-decode must also end in <EOU> to confirm), clause synthesis off the LLM token callback, and per-turn live-transcription / model_load telemetry. - UI: show the realtime pipeline components as a vertical list. Docs and tests included; opt-in via the pipeline YAML or per-session `session.update`. Non-streaming STT backends degrade to silence-only. Assisted-by: Claude Code:claude-opus-4-8 [Read] [Edit] [Write] [Bash] Assisted-by: Claude Code:claude-fable-5 [Read] [Edit] [Bash] Signed-off-by: Richard Palethorpe <io@richiejp.com> * feat(realtime): explicit formally-verified state machines + parakeet streaming driver The realtime API had several implicit state machines whose state was inferred from scattered booleans, channels, and five separate mutexes, leaving illegal/inconsistent states reachable. Make them explicit and keep the implementation in step with a formal design; rework the parakeet streaming backend along the same lines. Realtime state machines (M1-M5). Each is a sealed sum-type State/Event/Effect with a total, pure Next(state,event)->(state,[]effect) behind a single-writer Coordinator: M1 conncoord connection lifecycle: VAD toggle + once-only teardown (replaces vadServerStarted + a `done` channel closed from two sites). M2 turncoord turn detection: collapses speechStarted and the live-stream "turn open" flag into one state, so discardTurn can no longer desync them and suppress the next onset. M3 respcoord response coordination: serializes the dual-writer start/cancel so at most one response is live; one response.done per response.create. M4 compactcoord conversation compaction: single-flight (replaces the `compacting atomic.Bool` CAS). M5 ttscoord TTS pipeline: open->closing->closed, idempotent wait(), rejects enqueue-after-close (was a silent drop). The Coordinator/Sink/Next plumbing — only the sealed types and Next differed per machine — is extracted once into core/http/endpoints/openai/coordinator as a generic Coordinator[S,E,F]; each machine keeps its public API via type aliases, so no sink, call-site, or test moved. Hierarchy. session_lifecycle.fizz models M1 as the parent region with its children (M2/M3/M4) as one statechart and asserts ChildrenDieWithParent (conn torn => all children terminal, none start after teardown). respcoord and compactcoord gain an absorbing Terminated state + Shutdown event; conncoord's teardown drives the children terminal. This closes a compaction teardown gap: a fire-and-forget compaction could outlive a torn session — compactionSink now takes a session-scoped cancellable context + WaitGroup and joins the in-flight summarize+evict on shutdown. Formal verification. formal-verification/ holds one authoritative FizzBee spec per machine plus the composition spec, each with an always-assertion and a documented one-line edit that makes the checker fail (verified non-vacuous). scripts/realtime-conformance.sh is fail-closed: all Go conformance suites under -race AND a model-check of every .fizz spec; a missing FizzBee is a hard error (only the loud REALTIME_CONFORMANCE_SKIP_FIZZBEE=1 bypasses it, never in CI). FizzBee is pinned by sha256 and installed via scripts/install-fizzbee.sh into .tools/ (gitignored). Wired as make test-realtime-conformance, a CI workflow, and a pre-commit path filter. Go conformance tests are Ginkgo/Gomega (per the repo's forbidigo lint): transition tables + fixed-seed property walks + concurrent/-race specs, no rapid dependency. Design map: docs/design/realtime-state-machines.md. Parakeet streaming backend. The same treatment applied to the parakeet-cpp streaming paths: - AudioTranscriptionStream returns codes.Unimplemented for non-streaming models instead of decoding offline and emitting it as one delta + final. A client that asked for streaming learns the model cannot stream rather than receiving a batch result shaped like a stream. New grpcerrors.StreamTranscriptionUnsupported carries that signal; the HTTP /v1/audio/transcriptions stream path surfaces it as an SSE error event. Mirrors AudioTranscriptionLive, which already did this. - utteranceBoundary (boundary.go): a single definition of the end-of-utterance latch, replacing three open-coded finalEou toggles. Modelled as a two-valued type so illegal states are unrepresentable. - Shared decode driver (driver.go): streamFeedResult (one per-feed event) + feedChunk (hides the ABI v4 JSON vs text-only split) + feedSlices + flushTail. The feed loop is written once. - AudioTranscriptionLive becomes a bidi adapter: it streams the per-feed {delta,eou,eob,words} the realtime turn detector consumes and a terminal FinalResult carrying only Text. Segments/duration/eou are offline-only and no longer produced (nor read) on the live path; liveTraceState drops the terminal eou and keeps the per-feed eou_events count. - AudioTranscriptionStream + streamJSON merge into one driver-based function; streamSegmenter is generalized to the unified event with a text-only fallback that preserves the legacy (no-words) library's per-utterance segmentation. Verified: build/vet/gofumpt clean, golangci-lint 0 issues, all coordinator and parakeet packages under -race, the fail-closed conformance gate green, and make test-realtime (12 e2e WS+WebRTC). Assisted-by: Claude:claude-opus-4-8 [Claude Code] Signed-off-by: Richard Palethorpe <io@richiejp.com> --------- Signed-off-by: Richard Palethorpe <io@richiejp.com>
453 lines
15 KiB
Go
453 lines
15 KiB
Go
package nodes
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import (
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"context"
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"fmt"
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"sync"
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. "github.com/onsi/ginkgo/v2"
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. "github.com/onsi/gomega"
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grpc "github.com/mudler/LocalAI/pkg/grpc"
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pb "github.com/mudler/LocalAI/pkg/grpc/proto"
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ggrpc "google.golang.org/grpc"
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)
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// --- Fakes ---
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// fakeInFlightTracker implements InFlightTracker, counting calls.
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type fakeInFlightTracker struct {
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mu sync.Mutex
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increments int
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decrements int
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removed int
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incrementErr error
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}
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func (f *fakeInFlightTracker) RemoveNodeModel(_ context.Context, _, _ string, _ int) error {
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f.mu.Lock()
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defer f.mu.Unlock()
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f.removed++
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return nil
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}
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func (f *fakeInFlightTracker) IncrementInFlight(_ context.Context, _, _ string, _ int) error {
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f.mu.Lock()
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defer f.mu.Unlock()
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f.increments++
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return f.incrementErr
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}
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func (f *fakeInFlightTracker) DecrementInFlight(_ context.Context, _, _ string, _ int) error {
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f.mu.Lock()
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defer f.mu.Unlock()
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f.decrements++
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return nil
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}
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// fakeGRPCBackend implements grpc.Backend with stub methods.
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// Only the methods we test (Predict, PredictStream) have real behavior;
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// the rest panic if called unexpectedly.
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type fakeGRPCBackend struct {
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predictReply *pb.Reply
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predictErr error
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streamReplies []*pb.Reply
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streamErr error
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}
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func (f *fakeGRPCBackend) IsBusy() bool { return false }
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func (f *fakeGRPCBackend) HealthCheck(_ context.Context) (bool, error) { return true, nil }
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func (f *fakeGRPCBackend) LoadModel(_ context.Context, _ *pb.ModelOptions, _ ...ggrpc.CallOption) (*pb.Result, error) {
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return &pb.Result{}, nil
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}
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func (f *fakeGRPCBackend) Predict(_ context.Context, _ *pb.PredictOptions, _ ...ggrpc.CallOption) (*pb.Reply, error) {
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return f.predictReply, f.predictErr
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}
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func (f *fakeGRPCBackend) PredictStream(_ context.Context, _ *pb.PredictOptions, fn func(reply *pb.Reply), _ ...ggrpc.CallOption) error {
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for _, r := range f.streamReplies {
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fn(r)
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}
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return f.streamErr
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}
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func (f *fakeGRPCBackend) Embeddings(_ context.Context, _ *pb.PredictOptions, _ ...ggrpc.CallOption) (*pb.EmbeddingResult, error) {
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return &pb.EmbeddingResult{}, nil
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}
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func (f *fakeGRPCBackend) GenerateImage(_ context.Context, _ *pb.GenerateImageRequest, _ ...ggrpc.CallOption) (*pb.Result, error) {
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return &pb.Result{}, nil
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}
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func (f *fakeGRPCBackend) GenerateVideo(_ context.Context, _ *pb.GenerateVideoRequest, _ ...ggrpc.CallOption) (*pb.Result, error) {
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return &pb.Result{}, nil
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}
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func (f *fakeGRPCBackend) TTS(_ context.Context, _ *pb.TTSRequest, _ ...ggrpc.CallOption) (*pb.Result, error) {
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return &pb.Result{}, nil
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}
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func (f *fakeGRPCBackend) TTSStream(_ context.Context, _ *pb.TTSRequest, _ func(reply *pb.Reply), _ ...ggrpc.CallOption) error {
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return nil
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}
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func (f *fakeGRPCBackend) SoundGeneration(_ context.Context, _ *pb.SoundGenerationRequest, _ ...ggrpc.CallOption) (*pb.Result, error) {
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return &pb.Result{}, nil
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}
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func (f *fakeGRPCBackend) Detect(_ context.Context, _ *pb.DetectOptions, _ ...ggrpc.CallOption) (*pb.DetectResponse, error) {
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return &pb.DetectResponse{}, nil
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}
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func (f *fakeGRPCBackend) SoundDetection(_ context.Context, _ *pb.SoundDetectionRequest, _ ...ggrpc.CallOption) (*pb.SoundDetectionResponse, error) {
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return &pb.SoundDetectionResponse{}, nil
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}
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func (f *fakeGRPCBackend) Depth(_ context.Context, _ *pb.DepthRequest, _ ...ggrpc.CallOption) (*pb.DepthResponse, error) {
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return &pb.DepthResponse{}, nil
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}
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func (f *fakeGRPCBackend) FaceVerify(_ context.Context, _ *pb.FaceVerifyRequest, _ ...ggrpc.CallOption) (*pb.FaceVerifyResponse, error) {
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return &pb.FaceVerifyResponse{}, nil
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}
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func (f *fakeGRPCBackend) FaceAnalyze(_ context.Context, _ *pb.FaceAnalyzeRequest, _ ...ggrpc.CallOption) (*pb.FaceAnalyzeResponse, error) {
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return &pb.FaceAnalyzeResponse{}, nil
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}
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func (f *fakeGRPCBackend) VoiceVerify(_ context.Context, _ *pb.VoiceVerifyRequest, _ ...ggrpc.CallOption) (*pb.VoiceVerifyResponse, error) {
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return &pb.VoiceVerifyResponse{}, nil
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}
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func (f *fakeGRPCBackend) VoiceAnalyze(_ context.Context, _ *pb.VoiceAnalyzeRequest, _ ...ggrpc.CallOption) (*pb.VoiceAnalyzeResponse, error) {
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return &pb.VoiceAnalyzeResponse{}, nil
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}
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func (f *fakeGRPCBackend) VoiceEmbed(_ context.Context, _ *pb.VoiceEmbedRequest, _ ...ggrpc.CallOption) (*pb.VoiceEmbedResponse, error) {
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return &pb.VoiceEmbedResponse{}, nil
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}
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func (f *fakeGRPCBackend) AudioTranscription(_ context.Context, _ *pb.TranscriptRequest, _ ...ggrpc.CallOption) (*pb.TranscriptResult, error) {
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return &pb.TranscriptResult{}, nil
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}
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func (f *fakeGRPCBackend) AudioTranscriptionStream(_ context.Context, _ *pb.TranscriptRequest, _ func(chunk *pb.TranscriptStreamResponse), _ ...ggrpc.CallOption) error {
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return nil
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}
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func (f *fakeGRPCBackend) TokenizeString(_ context.Context, _ *pb.PredictOptions, _ ...ggrpc.CallOption) (*pb.TokenizationResponse, error) {
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return &pb.TokenizationResponse{}, nil
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}
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func (f *fakeGRPCBackend) Status(_ context.Context) (*pb.StatusResponse, error) {
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return &pb.StatusResponse{}, nil
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}
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func (f *fakeGRPCBackend) StoresSet(_ context.Context, _ *pb.StoresSetOptions, _ ...ggrpc.CallOption) (*pb.Result, error) {
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return &pb.Result{}, nil
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}
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func (f *fakeGRPCBackend) StoresDelete(_ context.Context, _ *pb.StoresDeleteOptions, _ ...ggrpc.CallOption) (*pb.Result, error) {
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return &pb.Result{}, nil
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}
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func (f *fakeGRPCBackend) StoresGet(_ context.Context, _ *pb.StoresGetOptions, _ ...ggrpc.CallOption) (*pb.StoresGetResult, error) {
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return &pb.StoresGetResult{}, nil
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}
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func (f *fakeGRPCBackend) StoresFind(_ context.Context, _ *pb.StoresFindOptions, _ ...ggrpc.CallOption) (*pb.StoresFindResult, error) {
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return &pb.StoresFindResult{}, nil
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}
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func (f *fakeGRPCBackend) Rerank(_ context.Context, _ *pb.RerankRequest, _ ...ggrpc.CallOption) (*pb.RerankResult, error) {
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return &pb.RerankResult{}, nil
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}
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func (f *fakeGRPCBackend) GetTokenMetrics(_ context.Context, _ *pb.MetricsRequest, _ ...ggrpc.CallOption) (*pb.MetricsResponse, error) {
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return &pb.MetricsResponse{}, nil
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}
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func (f *fakeGRPCBackend) VAD(_ context.Context, _ *pb.VADRequest, _ ...ggrpc.CallOption) (*pb.VADResponse, error) {
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return &pb.VADResponse{}, nil
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}
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func (f *fakeGRPCBackend) Diarize(_ context.Context, _ *pb.DiarizeRequest, _ ...ggrpc.CallOption) (*pb.DiarizeResponse, error) {
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return &pb.DiarizeResponse{}, nil
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}
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func (f *fakeGRPCBackend) AudioEncode(_ context.Context, _ *pb.AudioEncodeRequest, _ ...ggrpc.CallOption) (*pb.AudioEncodeResult, error) {
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return &pb.AudioEncodeResult{}, nil
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}
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func (f *fakeGRPCBackend) AudioDecode(_ context.Context, _ *pb.AudioDecodeRequest, _ ...ggrpc.CallOption) (*pb.AudioDecodeResult, error) {
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return &pb.AudioDecodeResult{}, nil
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}
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func (f *fakeGRPCBackend) AudioTransform(_ context.Context, _ *pb.AudioTransformRequest, _ ...ggrpc.CallOption) (*pb.AudioTransformResult, error) {
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return &pb.AudioTransformResult{}, nil
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}
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func (f *fakeGRPCBackend) AudioTransformStream(_ context.Context, _ ...ggrpc.CallOption) (grpc.AudioTransformStreamClient, error) {
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return nil, nil
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}
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func (f *fakeGRPCBackend) AudioToAudioStream(_ context.Context, _ ...ggrpc.CallOption) (grpc.AudioToAudioStreamClient, error) {
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return nil, nil
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}
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func (f *fakeGRPCBackend) AudioTranscriptionLive(_ context.Context, _ ...ggrpc.CallOption) (grpc.AudioTranscriptionLiveClient, error) {
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return nil, nil
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}
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func (f *fakeGRPCBackend) Forward(_ context.Context, _ ...ggrpc.CallOption) (grpc.ForwardClient, error) {
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return nil, nil
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}
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func (f *fakeGRPCBackend) ModelMetadata(_ context.Context, _ *pb.ModelOptions, _ ...ggrpc.CallOption) (*pb.ModelMetadataResponse, error) {
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return &pb.ModelMetadataResponse{}, nil
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}
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func (f *fakeGRPCBackend) StartFineTune(_ context.Context, _ *pb.FineTuneRequest, _ ...ggrpc.CallOption) (*pb.FineTuneJobResult, error) {
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return &pb.FineTuneJobResult{}, nil
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}
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func (f *fakeGRPCBackend) FineTuneProgress(_ context.Context, _ *pb.FineTuneProgressRequest, _ func(update *pb.FineTuneProgressUpdate), _ ...ggrpc.CallOption) error {
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return nil
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}
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func (f *fakeGRPCBackend) StopFineTune(_ context.Context, _ *pb.FineTuneStopRequest, _ ...ggrpc.CallOption) (*pb.Result, error) {
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return &pb.Result{}, nil
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}
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func (f *fakeGRPCBackend) ListCheckpoints(_ context.Context, _ *pb.ListCheckpointsRequest, _ ...ggrpc.CallOption) (*pb.ListCheckpointsResponse, error) {
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return &pb.ListCheckpointsResponse{}, nil
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}
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func (f *fakeGRPCBackend) ExportModel(_ context.Context, _ *pb.ExportModelRequest, _ ...ggrpc.CallOption) (*pb.Result, error) {
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return &pb.Result{}, nil
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}
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func (f *fakeGRPCBackend) StartQuantization(_ context.Context, _ *pb.QuantizationRequest, _ ...ggrpc.CallOption) (*pb.QuantizationJobResult, error) {
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return &pb.QuantizationJobResult{}, nil
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}
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func (f *fakeGRPCBackend) QuantizationProgress(_ context.Context, _ *pb.QuantizationProgressRequest, _ func(update *pb.QuantizationProgressUpdate), _ ...ggrpc.CallOption) error {
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return nil
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}
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func (f *fakeGRPCBackend) StopQuantization(_ context.Context, _ *pb.QuantizationStopRequest, _ ...ggrpc.CallOption) (*pb.Result, error) {
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return &pb.Result{}, nil
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}
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func (f *fakeGRPCBackend) Free(_ context.Context) error {
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return nil
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}
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func (f *fakeGRPCBackend) TokenClassify(_ context.Context, _ *pb.TokenClassifyRequest, _ ...ggrpc.CallOption) (*pb.TokenClassifyResponse, error) {
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return nil, nil
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}
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func (f *fakeGRPCBackend) Score(_ context.Context, _ *pb.ScoreRequest, _ ...ggrpc.CallOption) (*pb.ScoreResponse, error) {
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return nil, nil
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}
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// --- Tests ---
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var _ = Describe("InFlightTrackingClient", func() {
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var (
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tracker *fakeInFlightTracker
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backend *fakeGRPCBackend
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client *InFlightTrackingClient
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)
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BeforeEach(func() {
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tracker = &fakeInFlightTracker{}
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backend = &fakeGRPCBackend{
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predictReply: &pb.Reply{Message: []byte("hello")},
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streamReplies: []*pb.Reply{{Message: []byte("chunk")}},
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}
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client = NewInFlightTrackingClient(backend, tracker, "node-1", "llama", 0)
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})
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Describe("track", func() {
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It("increments and decrements via InFlightTracker", func() {
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done := client.track(context.Background())
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Expect(tracker.increments).To(Equal(1))
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Expect(tracker.decrements).To(Equal(0))
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done()
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Expect(tracker.decrements).To(Equal(1))
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})
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It("returns no-op when increment fails", func() {
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tracker.incrementErr = fmt.Errorf("registry down")
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done := client.track(context.Background())
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Expect(tracker.increments).To(Equal(1))
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// Decrement should NOT be called on cleanup since increment failed.
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done()
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Expect(tracker.decrements).To(Equal(0))
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})
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})
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Describe("Predict", func() {
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It("calls track and delegates to backend", func() {
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reply, err := client.Predict(context.Background(), &pb.PredictOptions{})
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Expect(err).ToNot(HaveOccurred())
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Expect(reply.Message).To(Equal([]byte("hello")))
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// track was called and cleaned up (defer).
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Expect(tracker.increments).To(Equal(1))
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Expect(tracker.decrements).To(Equal(1))
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})
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})
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Describe("PredictStream", func() {
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It("calls track and delegates to backend", func() {
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var replies []*pb.Reply
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err := client.PredictStream(context.Background(), &pb.PredictOptions{}, func(r *pb.Reply) {
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replies = append(replies, r)
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})
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Expect(err).ToNot(HaveOccurred())
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Expect(replies).To(HaveLen(1))
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Expect(replies[0].Message).To(Equal([]byte("chunk")))
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Expect(tracker.increments).To(Equal(1))
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Expect(tracker.decrements).To(Equal(1))
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})
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})
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Describe("non-LLM inference methods track in-flight", func() {
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// silero-vad and friends only ever expose a single non-Predict method.
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// If that method isn't wrapped, the load-time reservation released by
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// onFirstComplete never fires and in-flight is stuck at 1 forever.
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assertTracked := func(call func() error) {
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var firstFired int
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client.OnFirstComplete(func() { firstFired++ })
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err := call()
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Expect(err).ToNot(HaveOccurred())
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Expect(tracker.increments).To(Equal(1), "method must increment in-flight")
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Expect(tracker.decrements).To(Equal(1), "method must decrement in-flight")
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Expect(firstFired).To(Equal(1), "method must release the load-time reservation")
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}
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It("VAD", func() {
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assertTracked(func() error {
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_, err := client.VAD(context.Background(), &pb.VADRequest{})
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return err
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})
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})
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It("Diarize", func() {
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assertTracked(func() error {
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_, err := client.Diarize(context.Background(), &pb.DiarizeRequest{})
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return err
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})
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})
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|
|
It("VoiceVerify", func() {
|
|
assertTracked(func() error {
|
|
_, err := client.VoiceVerify(context.Background(), &pb.VoiceVerifyRequest{})
|
|
return err
|
|
})
|
|
})
|
|
|
|
It("VoiceAnalyze", func() {
|
|
assertTracked(func() error {
|
|
_, err := client.VoiceAnalyze(context.Background(), &pb.VoiceAnalyzeRequest{})
|
|
return err
|
|
})
|
|
})
|
|
|
|
It("VoiceEmbed", func() {
|
|
assertTracked(func() error {
|
|
_, err := client.VoiceEmbed(context.Background(), &pb.VoiceEmbedRequest{})
|
|
return err
|
|
})
|
|
})
|
|
|
|
It("FaceVerify", func() {
|
|
assertTracked(func() error {
|
|
_, err := client.FaceVerify(context.Background(), &pb.FaceVerifyRequest{})
|
|
return err
|
|
})
|
|
})
|
|
|
|
It("FaceAnalyze", func() {
|
|
assertTracked(func() error {
|
|
_, err := client.FaceAnalyze(context.Background(), &pb.FaceAnalyzeRequest{})
|
|
return err
|
|
})
|
|
})
|
|
|
|
It("TokenClassify", func() {
|
|
assertTracked(func() error {
|
|
_, err := client.TokenClassify(context.Background(), &pb.TokenClassifyRequest{})
|
|
return err
|
|
})
|
|
})
|
|
|
|
It("Score", func() {
|
|
assertTracked(func() error {
|
|
_, err := client.Score(context.Background(), &pb.ScoreRequest{})
|
|
return err
|
|
})
|
|
})
|
|
|
|
It("AudioEncode", func() {
|
|
assertTracked(func() error {
|
|
_, err := client.AudioEncode(context.Background(), &pb.AudioEncodeRequest{})
|
|
return err
|
|
})
|
|
})
|
|
|
|
It("AudioDecode", func() {
|
|
assertTracked(func() error {
|
|
_, err := client.AudioDecode(context.Background(), &pb.AudioDecodeRequest{})
|
|
return err
|
|
})
|
|
})
|
|
|
|
It("AudioTransform", func() {
|
|
assertTracked(func() error {
|
|
_, err := client.AudioTransform(context.Background(), &pb.AudioTransformRequest{})
|
|
return err
|
|
})
|
|
})
|
|
|
|
It("SoundDetection", func() {
|
|
assertTracked(func() error {
|
|
_, err := client.SoundDetection(context.Background(), &pb.SoundDetectionRequest{})
|
|
return err
|
|
})
|
|
})
|
|
})
|
|
|
|
Describe("stale model reload (self-heal)", func() {
|
|
It("removes the replica when the backend reports the model is not loaded", func() {
|
|
backend.predictErr = fmt.Errorf("parakeet-cpp: model not loaded")
|
|
_, err := client.Predict(context.Background(), &pb.PredictOptions{})
|
|
Expect(err).To(HaveOccurred())
|
|
Expect(tracker.removed).To(Equal(1))
|
|
})
|
|
|
|
It("keeps the replica on an unrelated error", func() {
|
|
backend.predictErr = fmt.Errorf("context deadline exceeded")
|
|
_, err := client.Predict(context.Background(), &pb.PredictOptions{})
|
|
Expect(err).To(HaveOccurred())
|
|
Expect(tracker.removed).To(Equal(0))
|
|
})
|
|
|
|
It("does not remove on success", func() {
|
|
_, err := client.Predict(context.Background(), &pb.PredictOptions{})
|
|
Expect(err).ToNot(HaveOccurred())
|
|
Expect(tracker.removed).To(Equal(0))
|
|
})
|
|
|
|
It("self-heals on a streamed call too", func() {
|
|
backend.streamErr = fmt.Errorf("whisper: model not loaded")
|
|
err := client.PredictStream(context.Background(), &pb.PredictOptions{}, func(*pb.Reply) {})
|
|
Expect(err).To(HaveOccurred())
|
|
Expect(tracker.removed).To(Equal(1))
|
|
})
|
|
})
|
|
})
|