Files
LocalAI/core/trace/backend_trace.go
Richard Palethorpe 6a80e23733 feat(middleware): Model routing, PII filtering, Cloud model proxies (#9802)
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>
2026-05-25 09:28:27 +02:00

227 lines
7.0 KiB
Go

package trace
import (
"encoding/json"
"fmt"
"slices"
"sync"
"time"
"github.com/emirpasic/gods/v2/queues/circularbuffer"
"github.com/mudler/LocalAI/core/schema"
"github.com/mudler/xlog"
)
type BackendTraceType string
const (
BackendTraceLLM BackendTraceType = "llm"
BackendTraceEmbedding BackendTraceType = "embedding"
BackendTraceTranscription BackendTraceType = "transcription"
BackendTraceImageGeneration BackendTraceType = "image_generation"
BackendTraceVideoGeneration BackendTraceType = "video_generation"
BackendTraceTTS BackendTraceType = "tts"
BackendTraceSoundGeneration BackendTraceType = "sound_generation"
BackendTraceRerank BackendTraceType = "rerank"
BackendTraceTokenize BackendTraceType = "tokenize"
BackendTraceDetection BackendTraceType = "detection"
BackendTraceFaceVerify BackendTraceType = "face_verify"
BackendTraceFaceAnalyze BackendTraceType = "face_analyze"
BackendTraceVoiceVerify BackendTraceType = "voice_verify"
BackendTraceVoiceAnalyze BackendTraceType = "voice_analyze"
BackendTraceVoiceEmbed BackendTraceType = "voice_embed"
BackendTraceAudioTransform BackendTraceType = "audio_transform"
BackendTraceModelLoad BackendTraceType = "model_load"
BackendTraceScore BackendTraceType = "score"
)
type BackendTrace struct {
Timestamp time.Time `json:"timestamp"`
Duration time.Duration `json:"duration"`
Type BackendTraceType `json:"type"`
ModelName string `json:"model_name"`
Backend string `json:"backend"`
Summary string `json:"summary"`
// Body is the full request payload sent to the backend, when one
// applies (currently: cloud-proxy passthrough forwards). Summary
// is a short preview for the trace list; Body is the full
// payload shown when the row is expanded. Capped by the recorder
// to keep the in-memory ring buffer bounded.
Body string `json:"body,omitempty"`
Error string `json:"error,omitempty"`
Data map[string]any `json:"data"`
}
// MaxTraceBodyBytes caps the per-trace stored request body. Roomy
// enough to keep typical chat histories intact while preventing a
// runaway buffer when a caller streams MB-scale payloads.
const MaxTraceBodyBytes = 1 << 20
var backendTraceBuffer *circularbuffer.Queue[*BackendTrace]
var backendMu sync.Mutex
var backendLogChan = make(chan *BackendTrace, 100)
var backendInitOnce sync.Once
// backendMaxBodyBytes caps each captured string value in a BackendTrace.Data
// field to keep the /api/backend-traces JSON small enough for the admin UI to
// load on every 5s auto-refresh. Mirrors the API-trace body cap added in
// commit 61bf34ea: without it a chatty LLM workload (full message history per
// trace) or any TTS run (~1.3 MiB of audio_wav_base64 per trace) blows the
// payload past tens of MiB and locks the Traces page in a loading state.
//
// 0 disables the cap. Set on the first InitBackendTracingIfEnabled call only,
// matching the sync.Once-guarded maxItems semantics.
var backendMaxBodyBytes int
func InitBackendTracingIfEnabled(maxItems, maxBodyBytes int) {
backendInitOnce.Do(func() {
if maxItems <= 0 {
maxItems = 100
}
backendMu.Lock()
backendTraceBuffer = circularbuffer.New[*BackendTrace](maxItems)
backendMaxBodyBytes = maxBodyBytes
backendMu.Unlock()
go func() {
for t := range backendLogChan {
backendMu.Lock()
if backendTraceBuffer != nil {
backendTraceBuffer.Enqueue(t)
}
backendMu.Unlock()
}
}()
})
}
func RecordBackendTrace(t BackendTrace) {
if t.Data != nil && backendMaxBodyBytes > 0 {
t.Data = capDataStrings(t.Data, backendMaxBodyBytes)
}
select {
case backendLogChan <- &t:
default:
xlog.Warn("Backend trace channel full, dropping trace")
}
}
// capDataStrings walks a trace Data map and replaces any string value (at any
// depth) that exceeds maxBytes with a fixed-size marker that names the
// original byte count. The replacement is intentionally short and not valid
// base64/JSON: the goal is to flag "this was dropped" cheaply, not to keep a
// partial value that the UI might try to render. Non-string scalars and
// non-map containers pass through untouched so structural fields like
// total_deltas or audio_sample_rate remain useful.
func capDataStrings(data map[string]any, maxBytes int) map[string]any {
out := make(map[string]any, len(data))
for k, v := range data {
out[k] = capValue(v, maxBytes)
}
return out
}
func capValue(v any, maxBytes int) any {
switch val := v.(type) {
case string:
if len(val) > maxBytes {
return fmt.Sprintf("<truncated: %d bytes>", len(val))
}
return val
case map[string]any:
return capDataStrings(val, maxBytes)
default:
return v
}
}
func GetBackendTraces() []BackendTrace {
backendMu.Lock()
if backendTraceBuffer == nil {
backendMu.Unlock()
return []BackendTrace{}
}
ptrs := backendTraceBuffer.Values()
backendMu.Unlock()
traces := make([]BackendTrace, len(ptrs))
for i, p := range ptrs {
traces[i] = *p
}
slices.SortFunc(traces, func(a, b BackendTrace) int {
return b.Timestamp.Compare(a.Timestamp)
})
return traces
}
func ClearBackendTraces() {
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]) + "..."
}