mirror of
https://github.com/mudler/LocalAI.git
synced 2026-07-30 09:57:57 -04:00
Three measured HTTP-layer regressions on a live deployment, fixed together
because they all shape the bytes on the wire.
1. No compression. The server sent no Content-Encoding regardless of what
the client asked for, confirmed with curl straight at 127.0.0.1:8080 so
it was not an ingress artefact. Adds gzip middleware, on by default and
configurable via LOCALAI_DISABLE_HTTP_COMPRESSION and
LOCALAI_HTTP_COMPRESSION_MIN_LENGTH (default 1024 bytes so tiny bodies
are not wastefully wrapped). Streaming routes are skipped explicitly:
an SSE Accept header, a WebSocket upgrade, and the completion / SSE /
log-tail path prefixes, because whether a completion request streams is
decided by the request body, which the middleware runs too early to see.
Already-compressed formats (woff2, png, mp4, ...) are skipped too; gzip
made those marginally larger. Measured over the embedded React build:
JS+CSS 2815 KB raw to 808 KB gzipped (3.48x).
2. No cache headers on content-hashed assets. Vite hashes the filenames,
so a given /assets/ URL can never change content, yet they shipped with
no Cache-Control, ETag or Last-Modified, and the browser re-fetched the
whole bundle on every navigation with no conditional request available.
/assets/* now carries public, max-age=31536000, immutable. index.html
stays no-cache so a deploy is picked up, and the unhashed locale JSONs
get a short TTL rather than the immutable one.
3. Unbounded trace endpoints. /api/traces returned 21,033,606 bytes in
4.65s and /api/backend-traces 3,471,682 bytes in 1.50s, and the admin
UI polls both every few seconds. The ring buffer holds up to 1024
entries, each embedding full input_text payloads. Both list endpoints
now take limit / offset / full, default to 50 entries, and strip the
heavy fields (request and response bodies plus headers for API traces,
body and data for backend traces) unless full=true. Every trace gets a
process-lifetime ID and GET /api/traces/{id} and
/api/backend-traces/{id} serve the full record, which is what the UI
fetches when a row is expanded. The list body stays a JSON array;
paging metadata rides in X-Total-Count, X-Trace-Offset and
X-Trace-Limit. Reproducing the live shape in a test, the polled payload
goes from 21,131,097 bytes to 7,201 bytes.
Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
364 lines
12 KiB
Go
364 lines
12 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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"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/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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// 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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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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backendTraceIDSeq atomic.Uint64
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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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// 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 t.Data != nil {
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t.Data = sanitizeData(t.Data, maxBody)
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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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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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// 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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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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// 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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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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