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* 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>
247 lines
7.9 KiB
Go
247 lines
7.9 KiB
Go
package trace
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import (
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"encoding/json"
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"fmt"
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"slices"
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"sync"
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"time"
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"github.com/emirpasic/gods/v2/queues/circularbuffer"
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"github.com/mudler/LocalAI/core/schema"
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"github.com/mudler/xlog"
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)
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type BackendTraceType string
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const (
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BackendTraceLLM BackendTraceType = "llm"
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BackendTraceEmbedding BackendTraceType = "embedding"
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BackendTraceTranscription BackendTraceType = "transcription"
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BackendTraceImageGeneration BackendTraceType = "image_generation"
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BackendTraceVideoGeneration BackendTraceType = "video_generation"
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BackendTraceTTS BackendTraceType = "tts"
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BackendTraceSoundGeneration BackendTraceType = "sound_generation"
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BackendTraceRerank BackendTraceType = "rerank"
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BackendTraceTokenize BackendTraceType = "tokenize"
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BackendTraceDetection BackendTraceType = "detection"
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BackendTraceDepth BackendTraceType = "depth"
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BackendTraceFaceVerify BackendTraceType = "face_verify"
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BackendTraceFaceAnalyze BackendTraceType = "face_analyze"
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BackendTraceVoiceVerify BackendTraceType = "voice_verify"
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BackendTraceVoiceAnalyze BackendTraceType = "voice_analyze"
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BackendTraceVoiceEmbed BackendTraceType = "voice_embed"
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BackendTraceAudioTransform BackendTraceType = "audio_transform"
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BackendTraceModelLoad BackendTraceType = "model_load"
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BackendTraceScore BackendTraceType = "score"
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BackendTraceTokenClassify BackendTraceType = "token_classify"
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BackendTracePatternPII BackendTraceType = "pattern_pii"
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BackendTraceVectorStore BackendTraceType = "vector_store"
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)
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type BackendTrace struct {
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Timestamp time.Time `json:"timestamp"`
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Duration time.Duration `json:"duration"`
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Type BackendTraceType `json:"type"`
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ModelName string `json:"model_name"`
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Backend string `json:"backend"`
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Summary string `json:"summary"`
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// Body is the full request payload sent to the backend, when one
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// applies (currently: cloud-proxy passthrough forwards). Summary
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// is a short preview for the trace list; Body is the full
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// payload shown when the row is expanded. Capped by the recorder
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// to keep the in-memory ring buffer bounded.
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Body string `json:"body,omitempty"`
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Error string `json:"error,omitempty"`
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Data map[string]any `json:"data"`
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}
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// MaxTraceBodyBytes caps the per-trace stored request body. Roomy
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// enough to keep typical chat histories intact while preventing a
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// runaway buffer when a caller streams MB-scale payloads.
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const MaxTraceBodyBytes = 1 << 20
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var (
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backendTraceBuffer *circularbuffer.Queue[*BackendTrace]
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backendMu sync.Mutex
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backendLogChan = make(chan *BackendTrace, 100)
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backendInitOnce sync.Once
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)
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// backendMaxBodyBytes caps each captured string value in a BackendTrace.Data
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// field to keep the /api/backend-traces JSON small enough for the admin UI to
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// load on every 5s auto-refresh. Mirrors the API-trace body cap added in
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// commit 61bf34ea: without it a chatty LLM workload (full message history per
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// trace) or any TTS run (~1.3 MiB of audio_wav_base64 per trace) blows the
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// payload past tens of MiB and locks the Traces page in a loading state.
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//
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// 0 disables the cap. Guarded by backendMu; refreshed on EVERY
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// InitBackendTracingIfEnabled call — see below.
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var backendMaxBodyBytes int
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func InitBackendTracingIfEnabled(maxItems, maxBodyBytes int) {
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backendInitOnce.Do(func() {
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if maxItems <= 0 {
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maxItems = 100
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}
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backendMu.Lock()
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backendTraceBuffer = circularbuffer.New[*BackendTrace](maxItems)
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backendMu.Unlock()
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go func() {
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for t := range backendLogChan {
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backendMu.Lock()
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if backendTraceBuffer != nil {
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backendTraceBuffer.Enqueue(t)
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}
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backendMu.Unlock()
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}
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}()
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})
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// The body cap tracks the LATEST call, not the first: tracing_max_body_bytes
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// is runtime-mutable via the settings API (ApplyRuntimeSettings), and every
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// recording path calls this right before RecordBackendTrace with the current
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// appConfig value. Freezing the cap on first init meant a raised setting let
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// producers (e.g. trace.AudioSnippet, which reads the live value) embed
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// payloads that this recorder then stomped with the "<truncated: N bytes>"
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// marker — corrupting audio_wav_base64 into an unplayable string. maxItems
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// keeps first-call semantics: resizing the ring buffer would drop entries.
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backendMu.Lock()
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backendMaxBodyBytes = maxBodyBytes
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backendMu.Unlock()
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}
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func RecordBackendTrace(t BackendTrace) {
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backendMu.Lock()
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maxBody := backendMaxBodyBytes
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backendMu.Unlock()
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if t.Data != nil && maxBody > 0 {
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t.Data = capDataStrings(t.Data, maxBody)
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}
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select {
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case backendLogChan <- &t:
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default:
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xlog.Warn("Backend trace channel full, dropping trace")
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}
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}
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// capDataStrings walks a trace Data map and replaces any string value (at any
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// depth) that exceeds maxBytes with a fixed-size marker that names the
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// original byte count. The replacement is intentionally short and not valid
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// base64/JSON: the goal is to flag "this was dropped" cheaply, not to keep a
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// partial value that the UI might try to render. Non-string scalars and
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// non-map containers pass through untouched so structural fields like
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// total_deltas or audio_sample_rate remain useful.
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func capDataStrings(data map[string]any, maxBytes int) map[string]any {
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out := make(map[string]any, len(data))
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for k, v := range data {
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out[k] = capValue(v, maxBytes)
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}
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return out
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}
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func capValue(v any, maxBytes int) any {
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switch val := v.(type) {
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case string:
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if len(val) > maxBytes {
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return fmt.Sprintf("<truncated: %d bytes>", len(val))
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}
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return val
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case map[string]any:
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return capDataStrings(val, maxBytes)
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default:
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return v
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}
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}
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func GetBackendTraces() []BackendTrace {
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backendMu.Lock()
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if backendTraceBuffer == nil {
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backendMu.Unlock()
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return []BackendTrace{}
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}
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ptrs := backendTraceBuffer.Values()
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backendMu.Unlock()
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traces := make([]BackendTrace, len(ptrs))
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for i, p := range ptrs {
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traces[i] = *p
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}
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slices.SortFunc(traces, func(a, b BackendTrace) int {
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return b.Timestamp.Compare(a.Timestamp)
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})
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return traces
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}
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func ClearBackendTraces() {
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backendMu.Lock()
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if backendTraceBuffer != nil {
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backendTraceBuffer.Clear()
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}
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backendMu.Unlock()
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}
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func GenerateLLMSummary(messages schema.Messages, prompt string) string {
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if len(messages) > 0 {
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last := messages[len(messages)-1]
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text := ""
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switch content := last.Content.(type) {
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case string:
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text = content
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default:
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b, err := json.Marshal(content)
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if err == nil {
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text = string(b)
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}
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}
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if text != "" {
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return TruncateString(text, 200)
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}
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}
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if prompt != "" {
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return TruncateString(prompt, 200)
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}
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return ""
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}
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func TruncateString(s string, maxLen int) string {
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if len(s) <= maxLen {
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return s
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}
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return s[:maxLen] + "..."
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}
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// TruncateToBytes caps a string at exactly maxBytes, preserving the leading
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// content and appending a marker so the UI knows the value was clipped.
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// Unlike TruncateString it guarantees output <= maxBytes, which matters for
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// fields that feed back into the trace pipeline: capDataStrings in
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// RecordBackendTrace re-checks size and would otherwise replace a producer's
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// head-preserving truncation with the bare marker, losing the prefix.
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//
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// maxBytes <= 0 disables the cap, matching backendMaxBodyBytes semantics.
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func TruncateToBytes(s string, maxBytes int) string {
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if maxBytes <= 0 || len(s) <= maxBytes {
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return s
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}
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suffix := fmt.Sprintf("...[truncated, %d bytes]", len(s))
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if len(suffix) >= maxBytes {
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// Pathologically small caps can't fit the marker; fall back to a
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// hard cut so the contract (output <= maxBytes) still holds.
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return s[:maxBytes]
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}
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return s[:maxBytes-len(suffix)] + suffix
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}
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// TruncateBytes is the []byte counterpart of TruncateString — it copies
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// at most maxLen bytes, avoiding a full string([]byte) allocation when
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// the input is a large request body.
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func TruncateBytes(b []byte, maxLen int) string {
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if len(b) <= maxLen {
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return string(b)
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}
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return string(b[:maxLen]) + "..."
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}
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