Files
LocalAI/backend/go/parakeet-cpp/goparakeetcpp_test.go
Richard Palethorpe 5d0c43ec6e feat(realtime): Semantic VAD EOU token (#10444)
* 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>
2026-06-30 09:01:22 +02:00

273 lines
10 KiB
Go

package main
import (
"context"
"os"
"path/filepath"
"strings"
"sync"
"testing"
"github.com/ebitengine/purego"
"github.com/go-audio/audio"
"github.com/go-audio/wav"
pb "github.com/mudler/LocalAI/pkg/grpc/proto"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
"google.golang.org/grpc/codes"
"google.golang.org/grpc/status"
)
func TestParakeetCpp(t *testing.T) {
RegisterFailHandler(Fail)
RunSpecs(t, "parakeet-cpp Backend Suite")
}
var (
libLoadOnce sync.Once
libLoadErr error
)
// ensureLibLoaded mirrors main.go's bootstrap so a Go test can drive
// the C-API bridge without spinning up the gRPC server. Skips the
// current spec when libparakeet.so isn't loadable from cwd
// ($LD_LIBRARY_PATH or a symlink in ./).
func ensureLibLoaded() {
libLoadOnce.Do(func() {
libName := os.Getenv("PARAKEET_LIBRARY")
if libName == "" {
libName = "libparakeet.so"
}
lib, err := purego.Dlopen(libName, purego.RTLD_NOW|purego.RTLD_GLOBAL)
if err != nil {
libLoadErr = err
return
}
purego.RegisterLibFunc(&CppAbiVersion, lib, "parakeet_capi_abi_version")
purego.RegisterLibFunc(&CppLoad, lib, "parakeet_capi_load")
purego.RegisterLibFunc(&CppFree, lib, "parakeet_capi_free")
purego.RegisterLibFunc(&CppTranscribePath, lib, "parakeet_capi_transcribe_path")
purego.RegisterLibFunc(&CppTranscribePathJSON, lib, "parakeet_capi_transcribe_path_json")
if sym, err := purego.Dlsym(lib, "parakeet_capi_transcribe_pcm_batch_json"); err == nil && sym != 0 {
purego.RegisterLibFunc(&CppTranscribePcmBatchJSON, lib, "parakeet_capi_transcribe_pcm_batch_json")
}
purego.RegisterLibFunc(&CppStreamBegin, lib, "parakeet_capi_stream_begin")
purego.RegisterLibFunc(&CppStreamFeed, lib, "parakeet_capi_stream_feed")
purego.RegisterLibFunc(&CppStreamFinalize, lib, "parakeet_capi_stream_finalize")
purego.RegisterLibFunc(&CppStreamFree, lib, "parakeet_capi_stream_free")
if sym, err := purego.Dlsym(lib, "parakeet_capi_stream_feed_json"); err == nil && sym != 0 {
purego.RegisterLibFunc(&CppStreamFeedJSON, lib, "parakeet_capi_stream_feed_json")
purego.RegisterLibFunc(&CppStreamFinalizeJSON, lib, "parakeet_capi_stream_finalize_json")
}
purego.RegisterLibFunc(&CppFreeString, lib, "parakeet_capi_free_string")
purego.RegisterLibFunc(&CppLastError, lib, "parakeet_capi_last_error")
})
if libLoadErr != nil {
Skip("libparakeet.so not loadable: " + libLoadErr.Error())
}
}
// fixturesOrSkip returns the model + audio paths or skips the spec if
// either env var is unset. The smoke test never runs in default CI; it
// needs a real parakeet GGUF and a 16 kHz mono WAV on disk.
func fixturesOrSkip() (string, string) {
modelPath := os.Getenv("PARAKEET_BACKEND_TEST_MODEL")
audioPath := os.Getenv("PARAKEET_BACKEND_TEST_WAV")
if modelPath == "" || audioPath == "" {
Skip("set PARAKEET_BACKEND_TEST_MODEL and PARAKEET_BACKEND_TEST_WAV to run this spec")
}
return modelPath, audioPath
}
// writeMono16kWav writes `samples` frames of 16 kHz mono 16-bit silence to
// path. The result is already in AudioToWav's target format, so the conversion
// helper copies it through without invoking ffmpeg.
func writeMono16kWav(path string, samples int) {
GinkgoHelper()
f, err := os.Create(path)
Expect(err).ToNot(HaveOccurred())
enc := wav.NewEncoder(f, 16000, 16, 1, 1)
buf := &audio.IntBuffer{
Format: &audio.Format{NumChannels: 1, SampleRate: 16000},
SourceBitDepth: 16,
Data: make([]int, samples),
}
Expect(enc.Write(buf)).To(Succeed())
Expect(enc.Close()).To(Succeed())
Expect(f.Close()).To(Succeed())
}
var _ = Describe("ParakeetCpp", func() {
Context("AudioTranscription", func() {
It("transcribes a WAV via the parakeet C-API", func() {
modelPath, audioPath := fixturesOrSkip()
ensureLibLoaded()
p := &ParakeetCpp{}
Expect(p.Load(&pb.ModelOptions{ModelFile: modelPath})).To(Succeed())
defer func() { _ = p.Free() }()
res, err := p.AudioTranscription(context.Background(), &pb.TranscriptRequest{
Dst: audioPath,
})
Expect(err).ToNot(HaveOccurred())
Expect(strings.TrimSpace(res.Text)).ToNot(BeEmpty(),
"expected non-empty transcript for %s", audioPath)
// NeMo-faithful segmentation: one or more punctuation-delimited
// segments, each with text and a monotonically-advancing time span.
Expect(res.Segments).ToNot(BeEmpty(), "expected at least one segment")
var prevEnd int64
for i, seg := range res.Segments {
Expect(strings.TrimSpace(seg.Text)).ToNot(BeEmpty(),
"segment %d must have text", i)
Expect(seg.End).To(BeNumerically(">=", seg.Start),
"segment %d end must not precede its start", i)
Expect(seg.Start).To(BeNumerically(">=", prevEnd),
"segments must be in time order")
prevEnd = seg.End
// Default (no granularities) is segment-level: no per-word timings.
Expect(seg.Words).To(BeEmpty(),
"word timings are opt-in via timestamp_granularities")
}
})
It("emits word-level timestamps when granularity=word", func() {
modelPath, audioPath := fixturesOrSkip()
ensureLibLoaded()
p := &ParakeetCpp{}
Expect(p.Load(&pb.ModelOptions{ModelFile: modelPath})).To(Succeed())
defer func() { _ = p.Free() }()
res, err := p.AudioTranscription(context.Background(), &pb.TranscriptRequest{
Dst: audioPath,
TimestampGranularities: []string{"word"},
})
Expect(err).ToNot(HaveOccurred())
Expect(res.Segments).ToNot(BeEmpty())
// With word granularity every segment carries its own words, and each
// segment's span tracks its first/last word; word starts advance
// monotonically across the whole transcript.
totalWords := 0
var prevStart int64 = -1
for i, seg := range res.Segments {
Expect(seg.Words).ToNot(BeEmpty(),
"segment %d must carry per-word timestamps with granularity=word", i)
Expect(seg.Start).To(Equal(seg.Words[0].Start),
"segment %d start tracks its first word", i)
Expect(seg.End).To(Equal(seg.Words[len(seg.Words)-1].End),
"segment %d end tracks its last word", i)
for _, w := range seg.Words {
Expect(w.End).To(BeNumerically(">=", w.Start))
Expect(w.Start).To(BeNumerically(">=", prevStart))
prevStart = w.Start
totalWords++
}
}
Expect(totalWords).To(BeNumerically(">", 0))
Expect(res.Segments[0].Words[0].Start).To(BeNumerically(">=", int64(0)))
})
})
Context("convertToWavMono16k", func() {
// The non-batched transcription path hands a file path to the C
// library's WAV-only audio loader, so it must convert first.
// utils.AudioToWav passes an already-16kHz/mono/16-bit WAV through
// without ffmpeg, which lets us exercise the helper (and the
// regression: the direct path used to skip conversion entirely)
// without a model, the C library, or ffmpeg.
It("returns a decodable 16kHz mono WAV copy and cleans it up", func() {
dir := GinkgoT().TempDir()
src := filepath.Join(dir, "input.wav")
writeMono16kWav(src, 16000) // 1s of silence at 16 kHz
converted, cleanup, err := convertToWavMono16k(src)
Expect(err).ToNot(HaveOccurred())
// It must produce a fresh temp file, not return the original path.
Expect(converted).ToNot(Equal(src))
Expect(converted).To(BeAnExistingFile())
pcm, _, err := decodeWavMono16k(converted)
Expect(err).ToNot(HaveOccurred())
Expect(pcm).To(HaveLen(16000), "round-trips the sample count")
cleanup()
Expect(converted).ToNot(BeAnExistingFile(), "cleanup removes the temp dir")
})
It("errors on a non-existent input rather than passing the path through", func() {
_, _, err := convertToWavMono16k(filepath.Join(GinkgoT().TempDir(), "missing.mp3"))
Expect(err).To(HaveOccurred())
})
})
Context("AudioTranscriptionStream", func() {
It("returns the typed Unimplemented signal for non-streaming models (no offline fallback)", func() {
// stream_begin == 0 means the loaded model is not a cache-aware
// streaming model. The backend must surface that, not silently
// decode offline and fake a one-shot "stream".
savedBegin, savedBeginLang := CppStreamBegin, CppStreamBeginLang
defer func() { CppStreamBegin, CppStreamBeginLang = savedBegin, savedBeginLang }()
CppStreamBeginLang = nil
CppStreamBegin = func(ctx uintptr) uintptr { return 0 }
p := &ParakeetCpp{ctxPtr: 1}
results := make(chan *pb.TranscriptStreamResponse, 8)
err := p.AudioTranscriptionStream(context.Background(),
&pb.TranscriptRequest{Dst: "ignored.wav"}, results)
Expect(status.Code(err)).To(Equal(codes.Unimplemented))
// Honest signal: nothing was emitted — no faked batch result.
var emitted []*pb.TranscriptStreamResponse
for r := range results {
emitted = append(emitted, r)
}
Expect(emitted).To(BeEmpty())
})
It("streams deltas and a closing FinalResult from a cache-aware model", func() {
// Streaming needs a cache-aware streaming model (e.g.
// realtime_eou); the offline test model would fail stream_begin.
modelPath := os.Getenv("PARAKEET_BACKEND_TEST_STREAM_MODEL")
audioPath := os.Getenv("PARAKEET_BACKEND_TEST_WAV")
if modelPath == "" || audioPath == "" {
Skip("set PARAKEET_BACKEND_TEST_STREAM_MODEL (cache-aware streaming model) and PARAKEET_BACKEND_TEST_WAV")
}
ensureLibLoaded()
p := &ParakeetCpp{}
Expect(p.Load(&pb.ModelOptions{ModelFile: modelPath})).To(Succeed())
defer func() { _ = p.Free() }()
results := make(chan *pb.TranscriptStreamResponse, 64)
errCh := make(chan error, 1)
go func() {
errCh <- p.AudioTranscriptionStream(context.Background(),
&pb.TranscriptRequest{Dst: audioPath}, results)
}()
var deltas []string
var final *pb.TranscriptResult
for r := range results {
if r.Delta != "" {
deltas = append(deltas, r.Delta)
}
if r.FinalResult != nil {
final = r.FinalResult
}
}
Expect(<-errCh).ToNot(HaveOccurred())
Expect(final).ToNot(BeNil(), "expected a closing FinalResult")
Expect(strings.TrimSpace(final.Text)).ToNot(BeEmpty(),
"expected a non-empty streamed transcript")
Expect(final.Segments).ToNot(BeEmpty(),
"FinalResult always carries at least one segment")
// The concatenated deltas reconstruct the final transcript.
Expect(strings.TrimSpace(strings.Join(deltas, ""))).To(Equal(strings.TrimSpace(final.Text)),
"deltas should reconstruct the final text")
})
})
})