Files
LocalAI/core/trace/backend_trace.go
LocalAI [bot] 294170d3ed feat(backend): add depth-anything (Depth Anything 3) C++/ggml backend + gallery (#10352)
* feat(backend): add depth-anything (Depth Anything 3) C++/ggml backend + gallery

Mirrors the locate-anything-cpp backend to register a new depth-anything
backend that wraps the Depth Anything 3 ggml port (depth-anything.cpp) via
purego (cgo-less, no Python at inference).

- backend/go/depth-anything-cpp/: gRPC backend (Load + Predict + GenerateImage),
  purego binding to the da_capi_* C ABI, CMake/Makefile/run/package/test scripts
  building depth-anything.cpp's DA_SHARED static .so per CPU variant.
- backend/index.yaml: depth-anything backend meta + all hardware-variant
  capability entries (cpu/cuda12/cuda13/intel-sycl-f32+f16/vulkan/nvidia-l4t).
- gallery/index.yaml: 8 Depth Anything 3 GGUF models (base q4_k/q8_0/f16/f32,
  small, large, giant, mono-large).
- .github/backend-matrix.yml: one build entry per hardware variant.

Assisted-by: Claude:claude-opus-4-8
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(depth): typed Depth RPC + REST endpoint exposing full DA3 data

Assisted-by: Claude:claude-opus-4-8
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix(depth): pin depth-anything.cpp to e0b6814 (ABI 3 dense C-API)

The Depth RPC handler calls da_capi_depth_dense / da_capi_points (C-API ABI 3);
pin the native build to the commit that exports them.

Assisted-by: Claude:claude-opus-4-8
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix(depth): pin depth-anything.cpp to v0.1.0 release (b515c31)

Repoint the native version from the now-orphaned e0b6814 to the
b515c31 release commit, kept alive by the upstream v0.1.0 tag.
C-API is unchanged (da_capi_abi_version == 3).

Assisted-by: Claude:claude-opus-4-8
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix(depth): wire depth-anything-cpp into build, CI bump, and importer

The backend dir, gallery index, and CI build-matrix were present but the
backend was never wired into the integration points that adding-backends.md
requires:

- root Makefile: add to .NOTPARALLEL, the test-extra chain, a BACKEND_*
  definition, the docker-build target eval, and docker-build-backends
  (mirrors parakeet-cpp; the backend's own Makefile already documented that
  its `test` target is driven by test-extra).
- bump_deps.yaml: register the DEPTHANYTHING_VERSION pin so the daily
  auto-bump bot tracks mudler/depth-anything.cpp master (it cannot see an
  unregistered Makefile pin).
- import form: add a preference-only KnownBackend entry so depth-anything is
  selectable at /import-model (mirrors sam3-cpp; no reliable GGUF auto-detect
  signal, so pref-only per the doc's default).

changed-backends.js needs no entry: the generic golang suffix branch already
resolves backend/go/depth-anything-cpp/.

Assisted-by: Claude:claude-opus-4-8
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(depth): auto-detect importer for depth-anything GGUFs

Replace the preference-only entry with a real auto-detect importer
(mirrors parakeet-cpp / locate-anything):

- DepthAnythingImporter matches a .gguf whose name carries a
  depth-anything token (depth-anything-<size>-<quant>.gguf), so
  /import-model recognises mudler/depth-anything.cpp-gguf repos and direct
  GGUF URLs without an explicit backend preference. preferences.backend=
  "depth-anything" still forces it.
- Registered before LlamaCPPImporter so its GGUF bundles aren't claimed by
  the generic .gguf importer; the narrow name match means it cannot claim
  arbitrary llama GGUFs or the upstream safetensors PyTorch repos.
- Multi-quant repos pick the smallest quant by default (q4_k -> ... -> f32,
  depth stays >0.998 corr even at q4_k); quantizations preference overrides.
- Drops the now-redundant knownPrefOnlyBackends entry (importer-backed
  backends are not listed there, matching parakeet-cpp).
- Table-driven Ginkgo test covers detection, negative cases (llama GGUF,
  upstream safetensors), default/override/fallback quant pick, and direct
  URL import. 10/10 specs pass.

Assisted-by: Claude:claude-opus-4-8
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix(depth): check conn.Close error in grpc Depth client (errcheck)

The new Depth() client method used a bare `defer conn.Close()`. golangci-lint
runs with new-from-merge-base, so although the 39 sibling methods use the same
bare form (grandfathered), the newly added line trips errcheck. Drop the result
explicitly to satisfy the linter.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-4-8

* fix(depth): bump depth-anything.cpp to v0.1.1 (embeddable CMake)

v0.1.0 (b515c31) used ${CMAKE_SOURCE_DIR} for its include dirs, which
points at the parent project when built via add_subdirectory() as this
backend does, so the container build failed with missing stb_image.h /
da_gguf_keys.h. v0.1.1 (2d42897) switches to project-relative paths.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-4-8

* fix(depth): resolve gosec findings in the backend wrapper

The code-scanning gate flagged three new failure-level alerts in
godepthanythingcpp.go (gosec runs with -no-fail; GitHub gates on new alerts):

- G301: export dirs were created with 0o755. Tighten to 0o750 (no world
  access needed for backend-written export output).
- G304: writeDepthPNG creates req.GetDst(). That path is chosen by the
  LocalAI core as the intended output destination (same pattern every
  image backend uses), not attacker input, so annotate with #nosec G304
  and document why.

The remaining G103 "audit unsafe" notes on the unsafe.Slice C-buffer copies
are warning-level (the same purego interop whisper/parakeet use) and do not
gate the check, per the supertonic exclusion precedent in secscan.yaml.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-4-8

* fix(depth): bump depth-anything.cpp to v0.1.2 (CUDA cross-build arch)

v0.1.1 forced CMAKE_CUDA_ARCHITECTURES=native, which breaks the GPU-less
l4t/cublas CI builds (nvcc "Unsupported gpu architecture 'compute_'" on
CMake 3.22). v0.1.2 (442eea4) drops the override and lets ggml pick its
default cross-build arch list.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-4-8

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-06-16 16:28:28 +02:00

229 lines
7.1 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"
BackendTraceDepth BackendTraceType = "depth"
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"
BackendTraceVectorStore BackendTraceType = "vector_store"
)
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]) + "..."
}