mirror of
https://github.com/mudler/LocalAI.git
synced 2026-10-28 09:08:54 -04:00
* feat(grpc): add a Forecast RPC for time-series models Add Forecast to the backend service with columnar request and response messages: flat row-major arrays, NaN for missing values, and one message per series so a caller can send series of different shapes in one call. The response keeps the request order. Wire the RPC through the server, client, embedded client, connection evicting client, in-flight tracking client and the base backend, which answers unimplemented. core/backend gains a Forecast helper that stamps the model identity and records a trace, like the other single-purpose RPCs. Assisted-by: Claude:claude-sonnet-5-5 go-vet * feat(config): add the forecast usecase FLAG_FORECAST marks a model as a time-series forecaster. The timestral-cpp backend declares it as its default usecase, so a config with that backend needs no extra lines. The backend is also listed as a non-text backend, so a forecast model is never offered as a chat model. It shows up in the gallery filter and in the capability list. Assisted-by: Claude:claude-sonnet-5-5 go-vet * feat(api): add POST /v1/forecast Take one or more numeric series and return quantile trajectories for the next prediction_length steps. Targets are [variates][steps] or a flat array for one variate; JSON null marks a missing value. Past and known covariates and categorical codes are checked for length before the backend sees them. Quantiles default to 0.1, 0.5 and 0.9 in the backend. The route is gated by a new default-on forecast API feature. The endpoint is listed in the swagger spec, the /api/instructions index, the UI model filter and the capability symbols. Assisted-by: Claude:claude-sonnet-5-5 go-vet * feat(backends): add the timestral-cpp forecast backend Wrap the timestral.cpp C ABI with purego, the way the other ggml backends do: libtimestral is built from a pinned commit with ggml embedded, and the Go binary loads it at start. Forecast validates the counts against the array lengths, groups the series by shape, makes one library call per group and puts the results back in the order the caller sent them. Quantiles default to 0.1, 0.5 and 0.9, and a level the model does not have is refused with the list of valid ones. A mutex guards the handle because the library is not reentrant. Request size is bounded by two model options. The unit specs use a fake library. The integration specs and a gRPC spec run against the 5M F32 model that test.sh downloads and checks against a fixed SHA-256. Assisted-by: Claude:claude-sonnet-5-5 go-vet * build(backends): register timestral-cpp in the build and the library Add the CPU image to the backend matrix for amd64 and arm64, plus an Apple silicon entry that is not built or tested yet. The image has no GPU keys because the engine runs on the CPU only. Wire the make targets, the path filter and the dependency bump bot. The library entries were generated with backendcatalog. The images are not published yet, so the release entries are unpinned until a maintainer runs --repin. The gallery reader test now counts the names in the library instead of a fixed number, so adding a backend does not break it. Assisted-by: Claude:claude-sonnet-5-5 go-vet * feat(gallery): add the Timestral forecast models Add Timestral 5M, 28M, 123M and 209M as F32 entries, each with its F16 build as a variant. Q8_0 and the K-quants are left out until the quality question is settled. Each entry runs on the timestral-cpp backend, on the CPU only. The weights use Mistral's Modified MIT licence, which bars use by companies above a monthly revenue threshold. The first paragraph after the summary says so, the licence file is installed next to the weights, and the revenue-restricted-license tag makes the entries filterable. The memory each build needs has not been measured, so no size is set. Assisted-by: Claude:claude-sonnet-5-5 * docs(forecast): document /v1/forecast and the Timestral models Add a feature page with the request and response shapes, the error cases, the model options and the licence note. List the engine in the README, the compatibility table and the backend categories. Assisted-by: Claude:claude-sonnet-5-5 --------- Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
519 lines
16 KiB
Go
519 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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BackendTraceMotion BackendTraceType = "motion"
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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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BackendTraceForecast BackendTraceType = "forecast"
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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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BackendTraceFailover BackendTraceType = "failover"
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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 != "" {
|
|
var err error
|
|
store, err = tracepersist.New[BackendTrace](filepath.Join(dataPath, "traces", "backend"), 100)
|
|
if err != nil {
|
|
xlog.Warn("Failed to initialize backend trace persistence for clear", "error", err)
|
|
} else if err := store.Clear(); err != nil {
|
|
xlog.Warn("Failed to clear persisted backend traces", "error", err)
|
|
}
|
|
}
|
|
backendMu.Lock()
|
|
if backendTraceBuffer != nil {
|
|
backendTraceBuffer.Clear()
|
|
}
|
|
backendMu.Unlock()
|
|
}
|
|
|
|
func GenerateLLMSummary(messages schema.Messages, prompt string) string {
|
|
if len(messages) > 0 {
|
|
last := messages[len(messages)-1]
|
|
text := ""
|
|
switch content := last.Content.(type) {
|
|
case string:
|
|
text = content
|
|
default:
|
|
b, err := json.Marshal(content)
|
|
if err == nil {
|
|
text = string(b)
|
|
}
|
|
}
|
|
if text != "" {
|
|
return TruncateString(text, 200)
|
|
}
|
|
}
|
|
if prompt != "" {
|
|
return TruncateString(prompt, 200)
|
|
}
|
|
return ""
|
|
}
|
|
|
|
func TruncateString(s string, maxLen int) string {
|
|
if len(s) <= maxLen {
|
|
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]) + "..."
|
|
}
|