mirror of
https://github.com/mudler/LocalAI.git
synced 2026-09-20 13:17:56 -04:00
* fix(vulkan): preserve host ICD discovery for packaged backends Add bundled Mesa manifests through VK_ADD_DRIVER_FILES instead of replacing the system driver list. Merge inherited and model-specific additive paths while preserving explicit operator overrides, with regression coverage. Assisted-by: Codex:gpt-5 golangci-lint Assisted-by: Codex:gpt-5.6-sol Signed-off-by: Richard Palethorpe <io@richiejp.com> * feat(3d): add Kimodo CPU and Vulkan animation backend Introduce a distinct animation capability and model-described 3D operations, with a typed /3d/animate API, RPC transport, distributed media staging, permissions, and tracing. Add a persistent kimodo.cpp adapter, skeleton GLB export, CPU/Vulkan packages, model and backend galleries, importer support, CI builds, and documentation. Adapt Studio inputs to each model and provide real-time skeleton playback, seeking, and history. Cover backend validation, packaging, API behavior, importer inventories, distributed staging, and Studio workflows. Validate real-model CPU/Vulkan generation and deploy the integration to the local QA instance. Assisted-by: Codex:gpt-5 golangci-lint Assisted-by: Codex:gpt-5.6-sol Signed-off-by: Richard Palethorpe <io@richiejp.com> * feat(kimodocpp): adopt monolithic encoders and resident inference Update upstream for resident weights, packed execution paths, and cached motion graphs. Default to all 32 text layers while retaining configurable streaming and legacy bundle support. Use monolithic Q8_0 encoders by default and offer all six published quantizations through the gallery and importer. Refresh pinned hashes, tests, and documentation; remove the obsolete thread patch and ensure cached source checkouts follow the upstream pin. Validated CPU and Vulkan generation, lower-bit streaming, gallery/importer suites, packaging, lint, and cold/warm Studio generation on localai-dev. Assisted-by: Codex:gpt-5 golangci-lint Assisted-by: Codex:gpt-5.6-sol Signed-off-by: Richard Palethorpe <io@richiejp.com> --------- Signed-off-by: Richard Palethorpe <io@richiejp.com>
516 lines
16 KiB
Go
516 lines
16 KiB
Go
package trace
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import (
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"encoding/json"
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"fmt"
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"maps"
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"math"
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"path/filepath"
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"slices"
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"strconv"
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"sync"
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"sync/atomic"
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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/LocalAI/core/trace/tracepersist"
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"github.com/mudler/xlog"
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)
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type BackendTraceType string
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type BackendTraceStatus 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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BackendTrace3DGeneration BackendTraceType = "3d_generation"
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BackendTrace3DRemesh BackendTraceType = "3d_remesh"
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BackendTrace3DAnimation BackendTraceType = "3d_animation"
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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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const (
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BackendTraceRunning BackendTraceStatus = "running"
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BackendTraceCompleted BackendTraceStatus = "completed"
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BackendTraceFailed BackendTraceStatus = "failed"
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)
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type BackendTrace struct {
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// ID identifies this trace for the lifetime of the process, so the list
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// endpoint can return trimmed entries and clients can fetch the full
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// record back from /api/backend-traces/:id.
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ID string `json:"id"`
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Timestamp time.Time `json:"timestamp"`
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Duration time.Duration `json:"duration"`
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Status BackendTraceStatus `json:"status,omitempty"`
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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 backendTraceCommand, 100)
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backendConsumerOnce sync.Once
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backendTraceIDSeq atomic.Uint64
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backendTraceDataPath string
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backendTraceStore *tracepersist.Store[BackendTrace]
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backendTraceStoreKey string
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backendInFlight = make(map[string]BackendTrace)
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backendMaxInFlight = 1024
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)
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type backendTraceCommand struct {
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trace *BackendTrace
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store *tracepersist.Store[BackendTrace]
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clear chan error
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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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if maxItems <= 0 {
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maxItems = 100
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}
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backendMu.Lock()
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key := filepath.Join(backendTraceDataPath, strconv.Itoa(maxItems))
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if backendTraceBuffer == nil || backendTraceStoreKey != key {
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var store *tracepersist.Store[BackendTrace]
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var restored []BackendTrace
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if backendTraceDataPath != "" {
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var err error
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store, err = tracepersist.New[BackendTrace](filepath.Join(backendTraceDataPath, "traces", "backend"), maxItems)
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if err != nil {
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xlog.Warn("Failed to initialize backend trace persistence", "error", err)
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} else if restored, err = store.Load(); err != nil {
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xlog.Warn("Failed to restore backend traces", "error", err)
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store = nil
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}
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}
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backendTraceBuffer = circularbuffer.New[*BackendTrace](maxItems)
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for i := range restored {
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t := restored[i]
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backendTraceBuffer.Enqueue(&t)
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advanceBackendTraceID(t.ID)
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}
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backendTraceStore = store
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backendTraceStoreKey = key
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}
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backendMaxBodyBytes = maxBodyBytes
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backendMu.Unlock()
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backendConsumerOnce.Do(func() {
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go func() {
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for command := range backendLogChan {
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if command.clear != nil {
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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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var err error
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if command.store != nil {
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err = command.store.Clear()
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}
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command.clear <- err
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continue
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}
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if command.store != nil {
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if err := command.store.Append(command.trace.ID, *command.trace); err != nil {
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xlog.Warn("Failed to persist backend trace", "error", err)
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}
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}
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backendMu.Lock()
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if backendTraceBuffer != nil {
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backendTraceBuffer.Enqueue(command.trace)
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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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}
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func ConfigureBackendTracePersistence(dataPath string) {
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backendMu.Lock()
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backendTraceDataPath = dataPath
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backendMu.Unlock()
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}
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// ConfigureBackendTraceMaxInFlight applies the process-wide admission ceiling
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// to backend work that can outlive the HTTP request which started it.
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func ConfigureBackendTraceMaxInFlight(max int) {
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if max <= 0 {
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max = 1024
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}
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backendMu.Lock()
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backendMaxInFlight = max
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backendMu.Unlock()
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}
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func advanceBackendTraceID(id string) {
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n, err := strconv.ParseUint(id, 10, 64)
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if err != nil {
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return
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}
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for current := backendTraceIDSeq.Load(); n > current && !backendTraceIDSeq.CompareAndSwap(current, n); current = backendTraceIDSeq.Load() {
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}
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}
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func RecordBackendTrace(trace BackendTrace) {
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backendMu.Lock()
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maxBody := backendMaxBodyBytes
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store := backendTraceStore
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backendMu.Unlock()
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// Always walk Data, even with no body cap configured: besides capping
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// oversized strings (maxBody > 0), the walk replaces non-finite floats
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// (Inf/NaN) that encoding/json cannot marshal. A single such value — e.g. a
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// -Inf dBFS audio metric from a silent clip — would otherwise fail the whole
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// /api/backend-traces response and blank the Traces UI.
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if trace.Data != nil {
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trace.Data = sanitizeData(trace.Data, maxBody)
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}
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if trace.ID == "" {
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trace.ID = strconv.FormatUint(backendTraceIDSeq.Add(1), 10)
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}
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if trace.Error != "" {
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trace.Status = BackendTraceFailed
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} else {
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trace.Status = BackendTraceCompleted
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}
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backendMu.Lock()
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delete(backendInFlight, trace.ID)
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backendMu.Unlock()
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select {
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case backendLogChan <- backendTraceCommand{trace: &trace, store: store}:
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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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// BeginBackendTrace makes an operation visible before its backend call starts.
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// RecordBackendTrace completes the same record when passed the trace again.
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func BeginBackendTrace(t BackendTrace) string {
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if t.Timestamp.IsZero() {
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t.Timestamp = time.Now()
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}
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if t.ID == "" {
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t.ID = strconv.FormatUint(backendTraceIDSeq.Add(1), 10)
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}
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t.Status = BackendTraceRunning
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backendMu.Lock()
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defer backendMu.Unlock()
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if backendMaxInFlight > 0 && len(backendInFlight) >= backendMaxInFlight {
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return ""
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}
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running := t
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// Completion-only payloads may be mutated by producers while the request is
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// running. The list and backend-log link only need this stable metadata.
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running.Body = ""
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running.Data = nil
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backendInFlight[running.ID] = running
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return running.ID
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}
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// CancelBackendTrace removes an operation that is represented by a different
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// completion trace, such as a model-load failure enriched by its caller.
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func CancelBackendTrace(id string) {
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if id == "" {
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return
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}
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backendMu.Lock()
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delete(backendInFlight, id)
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backendMu.Unlock()
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}
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// sanitizeData walks a trace Data map (recursing into nested maps and slices)
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// and makes every value safe for the /api/backend-traces JSON response:
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//
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// - When maxBytes > 0, any string longer than maxBytes is replaced with a
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// fixed-size marker that names the original byte count. The replacement is
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// intentionally short and not valid base64/JSON: it flags "this was dropped"
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// cheaply rather than keeping a partial value the UI might try to render.
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// - Non-finite floats (Inf/NaN) are replaced with nil regardless of maxBytes,
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// because encoding/json refuses to marshal them and one bad value would fail
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// the entire response.
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//
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// Other scalars (ints, bools, finite floats) pass through untouched so
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// structural fields like total_deltas or audio_sample_rate remain useful.
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//
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// The walk is copy-on-write: it runs on every RecordBackendTrace call, and in
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// the common case nothing needs rewriting, so containers are only re-allocated
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// on the paths that actually changed and untouched values keep their original
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// interface boxes instead of paying a per-value re-boxing allocation.
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func sanitizeData(data map[string]any, maxBytes int) map[string]any {
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out, _ := sanitizeMap(data, maxBytes)
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return out
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}
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func sanitizeMap(m map[string]any, maxBytes int) (map[string]any, bool) {
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var out map[string]any
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for k, v := range m {
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nv, changed := sanitizeValue(v, maxBytes)
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if changed && out == nil {
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// First change: fork the map. Entries already visited were
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// unchanged, so a full copy then overwriting as we go is exact.
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out = make(map[string]any, len(m))
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maps.Copy(out, m)
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}
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if out != nil {
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out[k] = nv
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}
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}
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if out == nil {
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return m, false
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}
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return out, true
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}
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func sanitizeSlice(s []any, maxBytes int) ([]any, bool) {
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var out []any
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for i, v := range s {
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nv, changed := sanitizeValue(v, maxBytes)
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if changed && out == nil {
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out = make([]any, len(s))
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copy(out, s)
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}
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if out != nil {
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out[i] = nv
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}
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}
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if out == nil {
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return s, false
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}
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return out, true
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}
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func sanitizeValue(v any, maxBytes int) (any, bool) {
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switch val := v.(type) {
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case string:
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if maxBytes > 0 && len(val) > maxBytes {
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return fmt.Sprintf("<truncated: %d bytes>", len(val)), true
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}
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return v, false
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case float64:
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if math.IsInf(val, 0) || math.IsNaN(val) {
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return nil, true
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}
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return v, false
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case float32:
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if f := float64(val); math.IsInf(f, 0) || math.IsNaN(f) {
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return nil, true
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}
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return v, false
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case map[string]any:
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return sanitizeMap(val, maxBytes)
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case []any:
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return sanitizeSlice(val, maxBytes)
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default:
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return v, false
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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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var ptrs []*BackendTrace
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if backendTraceBuffer != nil {
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ptrs = backendTraceBuffer.Values()
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}
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running := make([]BackendTrace, 0, len(backendInFlight))
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for _, t := range backendInFlight {
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t.Duration = time.Since(t.Timestamp)
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running = append(running, t)
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}
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backendMu.Unlock()
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traces := make([]BackendTrace, 0, len(ptrs)+len(running))
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for _, p := range ptrs {
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traces = append(traces, *p)
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}
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traces = append(traces, running...)
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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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// GetBackendTracesPage returns the newest-first window
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// [offset, offset+limit) of the backend trace buffer plus the total number
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// of buffered traces. A limit <= 0 means "no bound".
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func GetBackendTracesPage(offset, limit int) ([]BackendTrace, int) {
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all := GetBackendTraces()
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total := len(all)
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if offset < 0 {
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offset = 0
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}
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if offset >= total {
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return []BackendTrace{}, total
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}
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page := all[offset:]
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if limit > 0 && limit < len(page) {
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page = page[:limit]
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}
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out := make([]BackendTrace, len(page))
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copy(out, page)
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return out, total
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}
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// GetBackendTrace returns the buffered trace with the given ID.
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func GetBackendTrace(id string) (BackendTrace, bool) {
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for _, t := range GetBackendTraces() {
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if t.ID == id {
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return t, true
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}
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}
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return BackendTrace{}, false
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}
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// SummarizeBackendTrace drops the heavy fields (the full request Body and the
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// Data map, which carries things like base64 audio snippets and complete
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// input_text payloads) while keeping everything the trace list renders. The
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// full record stays reachable by ID. Without this the list response grew to
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// tens of megabytes and the UI re-fetched it every few seconds.
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func SummarizeBackendTrace(t BackendTrace) BackendTrace {
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t.Body = ""
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t.Data = nil
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return t
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}
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func ClearBackendTraces() {
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backendMu.Lock()
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store := backendTraceStore
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initialized := backendTraceBuffer != nil
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dataPath := backendTraceDataPath
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backendMu.Unlock()
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if initialized {
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done := make(chan error, 1)
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backendLogChan <- backendTraceCommand{store: store, clear: done}
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if err := <-done; err != nil {
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xlog.Warn("Failed to clear persisted backend traces", "error", err)
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}
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return
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}
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if store == nil && dataPath != "" {
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var err error
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store, err = tracepersist.New[BackendTrace](filepath.Join(dataPath, "traces", "backend"), 100)
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if err != nil {
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xlog.Warn("Failed to initialize backend trace persistence for clear", "error", err)
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} else if err := store.Clear(); err != nil {
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xlog.Warn("Failed to clear persisted backend traces", "error", err)
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}
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}
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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
|
|
}
|
|
return s[:maxLen] + "..."
|
|
}
|
|
|
|
// TruncateToBytes caps a string at exactly maxBytes, preserving the leading
|
|
// content and appending a marker so the UI knows the value was clipped.
|
|
// Unlike TruncateString it guarantees output <= maxBytes, which matters for
|
|
// fields that feed back into the trace pipeline: capDataStrings in
|
|
// RecordBackendTrace re-checks size and would otherwise replace a producer's
|
|
// head-preserving truncation with the bare marker, losing the prefix.
|
|
//
|
|
// maxBytes <= 0 disables the cap, matching backendMaxBodyBytes semantics.
|
|
func TruncateToBytes(s string, maxBytes int) string {
|
|
if maxBytes <= 0 || len(s) <= maxBytes {
|
|
return s
|
|
}
|
|
suffix := fmt.Sprintf("...[truncated, %d bytes]", len(s))
|
|
if len(suffix) >= maxBytes {
|
|
// Pathologically small caps can't fit the marker; fall back to a
|
|
// hard cut so the contract (output <= maxBytes) still holds.
|
|
return s[:maxBytes]
|
|
}
|
|
return s[:maxBytes-len(suffix)] + suffix
|
|
}
|
|
|
|
// TruncateBytes is the []byte counterpart of TruncateString — it copies
|
|
// at most maxLen bytes, avoiding a full string([]byte) allocation when
|
|
// the input is a large request body.
|
|
func TruncateBytes(b []byte, maxLen int) string {
|
|
if len(b) <= maxLen {
|
|
return string(b)
|
|
}
|
|
return string(b[:maxLen]) + "..."
|
|
}
|