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https://github.com/mudler/LocalAI.git
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Add a routing middleware stack and a cloud-proxy backend. * cloud-proxy: a Go gRPC backend that forwards OpenAI- and Anthropic-shaped chat requests to upstream providers, with an optional translate mode (OpenAI request -> Anthropic /v1/messages -> OpenAI response) and full tool-calling support. * routing: admission control, content-aware model routing (embedding cache + classifier + rerank + Arch-Router score), PII detection/redaction (regex + NER) with streaming filter and OpenAI/Anthropic adapters, and a per-user/per-key billing recorder backed by GORM or in-memory storage. * middleware: UsageMiddleware records usage via the billing recorder, plus admission, route-model, usage-stamp and trace middlewares. * observability: BackendTrace ring buffer stores full request bodies (capped), MITM proxy emits structured trace events, and router classifier decisions surface at /api/router/decide. * gallery: Arch-Router-1.5B (Q4_K_M and Q8_0). * UI: cloud-proxy model-editor fields, classifier system-prompt and score-normalization config, and a Traces page rendering request bodies. Assisted-by: claude-code:claude-opus-4-7 [Read] [Edit] [Bash] Signed-off-by: Richard Palethorpe <io@richiejp.com>
227 lines
7.0 KiB
Go
227 lines
7.0 KiB
Go
package trace
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import (
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"encoding/json"
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"fmt"
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"slices"
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"sync"
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"time"
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"github.com/emirpasic/gods/v2/queues/circularbuffer"
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"github.com/mudler/LocalAI/core/schema"
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"github.com/mudler/xlog"
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)
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type BackendTraceType string
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const (
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BackendTraceLLM BackendTraceType = "llm"
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BackendTraceEmbedding BackendTraceType = "embedding"
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BackendTraceTranscription BackendTraceType = "transcription"
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BackendTraceImageGeneration BackendTraceType = "image_generation"
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BackendTraceVideoGeneration BackendTraceType = "video_generation"
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BackendTraceTTS BackendTraceType = "tts"
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BackendTraceSoundGeneration BackendTraceType = "sound_generation"
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BackendTraceRerank BackendTraceType = "rerank"
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BackendTraceTokenize BackendTraceType = "tokenize"
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BackendTraceDetection BackendTraceType = "detection"
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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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)
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type BackendTrace struct {
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Timestamp time.Time `json:"timestamp"`
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Duration time.Duration `json:"duration"`
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Type BackendTraceType `json:"type"`
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ModelName string `json:"model_name"`
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Backend string `json:"backend"`
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Summary string `json:"summary"`
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// Body is the full request payload sent to the backend, when one
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// applies (currently: cloud-proxy passthrough forwards). Summary
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// is a short preview for the trace list; Body is the full
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// payload shown when the row is expanded. Capped by the recorder
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// to keep the in-memory ring buffer bounded.
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Body string `json:"body,omitempty"`
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Error string `json:"error,omitempty"`
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Data map[string]any `json:"data"`
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}
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// MaxTraceBodyBytes caps the per-trace stored request body. Roomy
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// enough to keep typical chat histories intact while preventing a
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// runaway buffer when a caller streams MB-scale payloads.
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const MaxTraceBodyBytes = 1 << 20
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var backendTraceBuffer *circularbuffer.Queue[*BackendTrace]
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var backendMu sync.Mutex
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var backendLogChan = make(chan *BackendTrace, 100)
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var backendInitOnce sync.Once
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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. Set on the first InitBackendTracingIfEnabled call only,
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// matching the sync.Once-guarded maxItems semantics.
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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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backendMaxBodyBytes = maxBodyBytes
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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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}
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func RecordBackendTrace(t BackendTrace) {
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if t.Data != nil && backendMaxBodyBytes > 0 {
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t.Data = capDataStrings(t.Data, backendMaxBodyBytes)
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}
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select {
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case backendLogChan <- &t:
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default:
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xlog.Warn("Backend trace channel full, dropping trace")
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}
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}
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// capDataStrings walks a trace Data map and replaces any string value (at any
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// depth) that exceeds maxBytes with a fixed-size marker that names the
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// original byte count. The replacement is intentionally short and not valid
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// base64/JSON: the goal is to flag "this was dropped" cheaply, not to keep a
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// partial value that the UI might try to render. Non-string scalars and
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// non-map containers pass through untouched so structural fields like
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// total_deltas or audio_sample_rate remain useful.
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func capDataStrings(data map[string]any, maxBytes int) map[string]any {
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out := make(map[string]any, len(data))
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for k, v := range data {
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out[k] = capValue(v, maxBytes)
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}
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return out
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}
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func capValue(v any, maxBytes int) any {
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switch val := v.(type) {
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case string:
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if len(val) > maxBytes {
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return fmt.Sprintf("<truncated: %d bytes>", len(val))
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}
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return val
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case map[string]any:
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return capDataStrings(val, maxBytes)
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default:
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return v
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}
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}
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func GetBackendTraces() []BackendTrace {
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backendMu.Lock()
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if backendTraceBuffer == nil {
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backendMu.Unlock()
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return []BackendTrace{}
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}
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ptrs := backendTraceBuffer.Values()
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backendMu.Unlock()
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traces := make([]BackendTrace, len(ptrs))
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for i, p := range ptrs {
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traces[i] = *p
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}
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slices.SortFunc(traces, func(a, b BackendTrace) int {
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return b.Timestamp.Compare(a.Timestamp)
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})
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return traces
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}
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func ClearBackendTraces() {
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backendMu.Lock()
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if backendTraceBuffer != nil {
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backendTraceBuffer.Clear()
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}
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backendMu.Unlock()
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}
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func GenerateLLMSummary(messages schema.Messages, prompt string) string {
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if len(messages) > 0 {
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last := messages[len(messages)-1]
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text := ""
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switch content := last.Content.(type) {
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case string:
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text = content
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default:
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b, err := json.Marshal(content)
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if err == nil {
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text = string(b)
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}
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}
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if text != "" {
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return TruncateString(text, 200)
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}
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}
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if prompt != "" {
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return TruncateString(prompt, 200)
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}
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return ""
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}
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func TruncateString(s string, maxLen int) string {
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if len(s) <= maxLen {
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return s
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}
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return s[:maxLen] + "..."
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}
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// TruncateToBytes caps a string at exactly maxBytes, preserving the leading
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// content and appending a marker so the UI knows the value was clipped.
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// Unlike TruncateString it guarantees output <= maxBytes, which matters for
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// fields that feed back into the trace pipeline: capDataStrings in
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// RecordBackendTrace re-checks size and would otherwise replace a producer's
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// head-preserving truncation with the bare marker, losing the prefix.
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//
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// maxBytes <= 0 disables the cap, matching backendMaxBodyBytes semantics.
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func TruncateToBytes(s string, maxBytes int) string {
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if maxBytes <= 0 || len(s) <= maxBytes {
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return s
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}
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suffix := fmt.Sprintf("...[truncated, %d bytes]", len(s))
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if len(suffix) >= maxBytes {
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// Pathologically small caps can't fit the marker; fall back to a
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// hard cut so the contract (output <= maxBytes) still holds.
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return s[:maxBytes]
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}
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return s[:maxBytes-len(suffix)] + suffix
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}
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// TruncateBytes is the []byte counterpart of TruncateString — it copies
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// at most maxLen bytes, avoiding a full string([]byte) allocation when
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// the input is a large request body.
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func TruncateBytes(b []byte, maxLen int) string {
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if len(b) <= maxLen {
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return string(b)
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}
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return string(b[:maxLen]) + "..."
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}
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