mirror of
https://github.com/mudler/LocalAI.git
synced 2026-06-22 07:39:02 -04:00
feat(face-detect): add purego Go backend for face-detect.cpp
Add the LocalAI Go backend that dlopens libfacedetect.so (the flat
facedetect_capi_* C-ABI) via purego, mirroring the sibling voice-detect
backend. Implements the Face subset of the Backend gRPC service:
- Embeddings(PredictOptions): Images[0] base64 -> temp file -> embed_path
-> L2-normalized ArcFace embedding.
- Detect(DetectOptions): src -> detect_path_json -> Detection boxes
(class_name "face", [x1,y1,x2,y2] -> x/y/w/h).
- FaceVerify(FaceVerifyRequest): two images + threshold + anti_spoof ->
verify_paths; best-effort img areas via detect.
- FaceAnalyze(FaceAnalyzeRequest): img -> analyze_path_json -> per-face
age + gender ("M"/"F" normalized to "Man"/"Woman").
The Makefile pins face-detect.cpp to 636a1963 and builds the shared lib
with ggml + vendored libjpeg-turbo static (PIC), so the .so is
ldd-clean (no libggml) and exports only facedetect_capi_* (no jpeg_
symbols). Gated Ginkgo e2e mirrors voice-detect.
Note for the gallery-wiring task: backend registration (index.yaml,
gallery, core/config/backend_capabilities.go) is intentionally not
touched here.
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-4-8 [Claude Code]
This commit is contained in:
18
backend/go/face-detect/.gitignore
vendored
Normal file
18
backend/go/face-detect/.gitignore
vendored
Normal file
@@ -0,0 +1,18 @@
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# Fetched upstream sources
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sources/
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# CMake build directories
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build*/
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# build artifacts staged in-tree by the Makefile (cp from sources/) or
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# symlinked for local dev; the real sources live in face-detect.cpp upstream.
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*.so
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*.so.*
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facedetect_capi.h
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compile_commands.json
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# Compiled backend binary
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face-detect-grpc
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# Packaging output
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package/
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97
backend/go/face-detect/Makefile
Normal file
97
backend/go/face-detect/Makefile
Normal file
@@ -0,0 +1,97 @@
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# face-detect backend Makefile.
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#
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# Upstream pin lives below as FACEDETECT_VERSION?=636a1963... (.github/bump_deps.sh
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# can find and update it - matches the voice-detect / parakeet.cpp / whisper.cpp
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# convention).
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#
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# Local dev shortcut: if you already have an out-of-tree face-detect.cpp build,
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# symlink the .so + header into this directory and skip the clone/cmake steps:
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#
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# ln -sf /path/to/face-detect.cpp/build-shared/libfacedetect.so .
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# ln -sf /path/to/face-detect.cpp/include/facedetect_capi.h .
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# go build -o face-detect-grpc .
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#
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# The default target below does the proper clone-at-pin + cmake build so CI does
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# not need a side-checkout.
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FACEDETECT_VERSION?=636a19631a400694a08edb7e707288003b7093aa
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FACEDETECT_REPO?=https://github.com/mudler/face-detect.cpp
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GOCMD?=go
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GO_TAGS?=
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JOBS?=$(shell nproc 2>/dev/null || sysctl -n hw.ncpu 2>/dev/null || echo 4)
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BUILD_TYPE?=
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NATIVE?=false
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# Build ggml + the vendored libjpeg-turbo statically into libfacedetect.so (PIC)
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# so the shared lib is self-contained: dlopen needs no libggml*.so alongside it,
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# only system libs (libstdc++/libgomp/libc) the runtime image already provides.
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# The vendored jpeg symbols are hidden via -Wl,--exclude-libs,ALL on the C++
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# side, so only the facedetect_capi_* surface is exported.
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CMAKE_ARGS?=-DCMAKE_BUILD_TYPE=Release -DFACEDETECT_SHARED=ON -DFACEDETECT_BUILD_CLI=OFF -DFACEDETECT_BUILD_TESTS=OFF -DBUILD_SHARED_LIBS=OFF -DCMAKE_POSITION_INDEPENDENT_CODE=ON
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ifeq ($(NATIVE),false)
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CMAKE_ARGS+=-DGGML_NATIVE=OFF
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endif
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# face-detect.cpp gates its GGML backends behind FACEDETECT_GGML_* options and
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# does set(GGML_CUDA ${FACEDETECT_GGML_CUDA} CACHE BOOL "" FORCE), so a bare
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# -DGGML_CUDA=ON is overwritten back to OFF. Forward the FACEDETECT_GGML_*
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# options instead. (openblas is not gated, so -DGGML_BLAS passes through.)
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ifeq ($(BUILD_TYPE),cublas)
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CMAKE_ARGS+=-DFACEDETECT_GGML_CUDA=ON
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else ifeq ($(BUILD_TYPE),openblas)
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CMAKE_ARGS+=-DGGML_BLAS=ON -DGGML_BLAS_VENDOR=OpenBLAS
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else ifeq ($(BUILD_TYPE),hipblas)
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CMAKE_ARGS+=-DFACEDETECT_GGML_HIP=ON
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else ifeq ($(BUILD_TYPE),vulkan)
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CMAKE_ARGS+=-DFACEDETECT_GGML_VULKAN=ON
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else ifeq ($(BUILD_TYPE),metal)
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CMAKE_ARGS+=-DFACEDETECT_GGML_METAL=ON
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endif
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.PHONY: face-detect-grpc package build clean purge test all
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all: face-detect-grpc
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# Clone the upstream face-detect.cpp source at the pinned commit. Directory acts
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# as the target so make only re-clones when missing. After a FACEDETECT_VERSION
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# bump, run 'make purge && make' to refetch.
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sources/face-detect.cpp:
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mkdir -p sources/face-detect.cpp
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cd sources/face-detect.cpp && \
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git init -q && \
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git remote add origin $(FACEDETECT_REPO) && \
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git fetch --depth 1 origin $(FACEDETECT_VERSION) && \
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git checkout FETCH_HEAD && \
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git submodule update --init --recursive --depth 1 --single-branch
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# Build the shared lib + header out-of-tree, then stage them next to the Go
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# sources so purego.Dlopen("libfacedetect.so") and the cgo-less build both pick
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# them up.
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libfacedetect.so: sources/face-detect.cpp
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cmake -B sources/face-detect.cpp/build-shared -S sources/face-detect.cpp $(CMAKE_ARGS)
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cmake --build sources/face-detect.cpp/build-shared --config Release -j$(JOBS) --target facedetect
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cp -fv sources/face-detect.cpp/build-shared/libfacedetect.so* ./ 2>/dev/null || true
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cp -fv sources/face-detect.cpp/include/facedetect_capi.h ./
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face-detect-grpc: libfacedetect.so main.go gofacedetect.go options.go
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CGO_ENABLED=0 $(GOCMD) build -tags "$(GO_TAGS)" -o face-detect-grpc .
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package: face-detect-grpc
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bash package.sh
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build: package
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# Test target. The embed/detect/verify/analyze smoke specs are gated on
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# FACEDETECT_BACKEND_TEST_MODEL + FACEDETECT_BACKEND_TEST_IMAGE; without them the
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# heavy specs auto-skip and only the pure-Go parsing specs run.
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test:
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LD_LIBRARY_PATH=$(CURDIR):$$LD_LIBRARY_PATH $(GOCMD) test ./... -count=1
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clean: purge
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rm -rf libfacedetect.so* facedetect_capi.h package face-detect-grpc
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purge:
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rm -rf sources/face-detect.cpp
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416
backend/go/face-detect/gofacedetect.go
Normal file
416
backend/go/face-detect/gofacedetect.go
Normal file
@@ -0,0 +1,416 @@
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package main
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import (
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"encoding/base64"
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"encoding/json"
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"errors"
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"fmt"
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"math"
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"os"
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"path/filepath"
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"strings"
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"time"
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"unsafe"
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"github.com/mudler/LocalAI/pkg/grpc/base"
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pb "github.com/mudler/LocalAI/pkg/grpc/proto"
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"github.com/mudler/xlog"
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)
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// purego-bound entry points from libfacedetect.so. Names match
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// facedetect_capi.h exactly so a `nm libfacedetect.so | grep facedetect_capi`
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// is enough to spot drift.
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//
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// The opaque ctx and the malloc'd char*/float* return values are declared as
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// uintptr so we get the raw pointer back and can release it via the matching
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// capi free function. purego's native string/[]float32 returns would copy and
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// forget the original pointer, leaking the C-owned buffer on every call.
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var (
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CppAbiVersion func() int32
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CppLoad func(ggufPath string) uintptr
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CppFree func(ctx uintptr)
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CppLastError func(ctx uintptr) string
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CppFreeString func(s uintptr)
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CppFreeVec func(v uintptr)
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CppEmbedPath func(ctx uintptr, imagePath string, outVec, outDim unsafe.Pointer) int32
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CppEmbedRGB func(ctx uintptr, rgb []byte, width, height int32, outVec, outDim unsafe.Pointer) int32
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CppDetectJSON func(ctx uintptr, imagePath string) uintptr
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CppVerifyPaths func(ctx uintptr, a, b string, threshold float32, antiSpoof int32, outDistance, outVerified unsafe.Pointer) int32
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CppAnalyzeJSON func(ctx uintptr, imagePath string) uintptr
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)
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// FaceDetect implements the face-recognition (biometric) subset of the Backend
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// gRPC service over libfacedetect.so. The C side keeps a single loaded model
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// pack plus a per-ctx last-error buffer and is not reentrant, so
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// base.SingleThread serializes every call.
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type FaceDetect struct {
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base.SingleThread
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opts loadOptions
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ctxPtr uintptr
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}
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func (f *FaceDetect) Load(opts *pb.ModelOptions) error {
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model := opts.ModelFile
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if model == "" {
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model = opts.ModelPath
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}
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if !filepath.IsAbs(model) && opts.ModelPath != "" {
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model = filepath.Join(opts.ModelPath, model)
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}
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if model == "" {
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return errors.New("face-detect: ModelFile is required")
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}
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f.opts = parseOptions(opts.Options)
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if f.opts.modelName == "" {
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f.opts.modelName = filepath.Base(model)
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}
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xlog.Info("face-detect: loading model", "model", model,
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"verify_threshold", f.opts.verifyThreshold, "abi", CppAbiVersion())
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ctx := CppLoad(model)
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if ctx == 0 {
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// The last-error buffer lives on the ctx that was never returned, so
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// surface the path the operator tried to load instead.
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return fmt.Errorf("face-detect: facedetect_capi_load failed for %q", model)
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}
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f.ctxPtr = ctx
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return nil
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}
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// Embeddings returns the L2-normalized ArcFace embedding of the primary face in
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// the supplied image. Mirroring the Python face backend, the image is read from
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// Images[0] as a base64 payload; materializeImage decodes it to a temp file so
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// the path-based C-API can run its own decode (cv2.imread parity). The gRPC
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// server wraps the returned slice in an EmbeddingResult.
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func (f *FaceDetect) Embeddings(req *pb.PredictOptions) ([]float32, error) {
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if f.ctxPtr == 0 {
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return nil, errors.New("face-detect: model not loaded")
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}
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if len(req.Images) == 0 || req.Images[0] == "" {
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return nil, errors.New("face-detect: Embedding requires Images[0] to be a base64 image")
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}
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path, cleanup, err := materializeImage(req.Images[0])
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if err != nil {
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return nil, err
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}
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defer cleanup()
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return f.embedPath(path)
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}
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func (f *FaceDetect) embedPath(path string) ([]float32, error) {
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var vec uintptr
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var dim int32
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rc := CppEmbedPath(f.ctxPtr, path, unsafe.Pointer(&vec), unsafe.Pointer(&dim))
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if rc != 0 || vec == 0 || dim <= 0 {
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return nil, f.lastErr("embed", path)
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}
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defer CppFreeVec(vec)
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// Copy out of the C-owned malloc'd buffer before freeing it. The
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// uintptr->Pointer conversion trips vet's unsafeptr check, which can't tell
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// a C heap pointer from Go-managed memory; safe here, the GC neither tracks
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// nor moves this buffer and we copy immediately.
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src := unsafe.Slice((*float32)(unsafe.Pointer(vec)), int(dim)) //nolint:govet // C-owned malloc'd vector, copied out before free
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out := make([]float32, int(dim))
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copy(out, src)
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return out, nil
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}
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// Detect runs SCRFD over the image and returns one Detection per face. The
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// C-API emits a box as [x1,y1,x2,y2] in pixels; the proto carries x/y plus
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// width/height, so the corners are converted. The 5 facial landmarks the engine
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// also returns are dropped: the Detection message has no field for them.
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func (f *FaceDetect) Detect(req *pb.DetectOptions) (pb.DetectResponse, error) {
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if f.ctxPtr == 0 {
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return pb.DetectResponse{}, errors.New("face-detect: model not loaded")
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}
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if req.Src == "" {
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return pb.DetectResponse{}, errors.New("face-detect: src image is required")
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}
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path, cleanup, err := materializeImage(req.Src)
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if err != nil {
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return pb.DetectResponse{}, err
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}
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defer cleanup()
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faces, err := f.detectFaces(path)
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if err != nil {
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return pb.DetectResponse{}, err
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}
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dets := make([]*pb.Detection, 0, len(faces))
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for _, fc := range faces {
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if req.Threshold > 0 && fc.Score < req.Threshold {
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continue
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}
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x, y, w, h := fc.xywh()
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dets = append(dets, &pb.Detection{
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X: x,
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Y: y,
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Width: w,
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Height: h,
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Confidence: fc.Score,
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ClassName: "face",
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})
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}
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return pb.DetectResponse{Detections: dets}, nil
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}
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// FaceVerify embeds the primary face in each image and reports whether they are
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// the same identity by cosine distance against a threshold. A request threshold
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// <= 0 falls back to the model-configured default (verify_threshold option,
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// 0.35 if unset). When anti_spoofing is set, the C-API applies a MiniFASNet
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// veto internally (verified forced false on a spoof); the per-image liveness
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// scores are not exposed by the verify entry point, so img*_is_real /
|
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// img*_antispoof_score stay at their zero values.
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func (f *FaceDetect) FaceVerify(req *pb.FaceVerifyRequest) (pb.FaceVerifyResponse, error) {
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if f.ctxPtr == 0 {
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return pb.FaceVerifyResponse{}, errors.New("face-detect: model not loaded")
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}
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if req.Img1 == "" || req.Img2 == "" {
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return pb.FaceVerifyResponse{}, errors.New("face-detect: img1 and img2 are required")
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}
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path1, cleanup1, err := materializeImage(req.Img1)
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if err != nil {
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return pb.FaceVerifyResponse{}, err
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}
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defer cleanup1()
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path2, cleanup2, err := materializeImage(req.Img2)
|
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if err != nil {
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return pb.FaceVerifyResponse{}, err
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}
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defer cleanup2()
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threshold := req.Threshold
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if threshold <= 0 {
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threshold = f.opts.verifyThreshold
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}
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antiSpoof := int32(0)
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if req.AntiSpoofing {
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antiSpoof = 1
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}
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started := time.Now()
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var distance float32
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var verified int32
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rc := CppVerifyPaths(f.ctxPtr, path1, path2, threshold, antiSpoof,
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unsafe.Pointer(&distance), unsafe.Pointer(&verified))
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if rc != 0 {
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return pb.FaceVerifyResponse{}, f.lastErr("verify", req.Img1[:min(8, len(req.Img1))]+"...")
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}
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elapsedMs := float32(time.Since(started).Seconds() * 1000.0)
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// Confidence decays linearly from 100 at distance 0 to 0 at the threshold,
|
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// matching the Python face backend's reporting.
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confidence := float32(0)
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if threshold > 0 {
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confidence = float32(math.Max(0, math.Min(100, (1.0-float64(distance)/float64(threshold))*100.0)))
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}
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|
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return pb.FaceVerifyResponse{
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Verified: verified != 0,
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Distance: distance,
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Threshold: threshold,
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Confidence: confidence,
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Model: f.opts.modelName,
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Img1Area: f.bestArea(path1),
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Img2Area: f.bestArea(path2),
|
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ProcessingTimeMs: elapsedMs,
|
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}, nil
|
||||
}
|
||||
|
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// FaceAnalyze runs the genderage head on every detected face. The C-API returns
|
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// "M"/"F" gender labels and a rounded age; the labels are normalized to the
|
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// "Man"/"Woman" values the proto documents.
|
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func (f *FaceDetect) FaceAnalyze(req *pb.FaceAnalyzeRequest) (pb.FaceAnalyzeResponse, error) {
|
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if f.ctxPtr == 0 {
|
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return pb.FaceAnalyzeResponse{}, errors.New("face-detect: model not loaded")
|
||||
}
|
||||
if req.Img == "" {
|
||||
return pb.FaceAnalyzeResponse{}, errors.New("face-detect: img is required")
|
||||
}
|
||||
|
||||
path, cleanup, err := materializeImage(req.Img)
|
||||
if err != nil {
|
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return pb.FaceAnalyzeResponse{}, err
|
||||
}
|
||||
defer cleanup()
|
||||
|
||||
ptr := CppAnalyzeJSON(f.ctxPtr, path)
|
||||
if ptr == 0 {
|
||||
return pb.FaceAnalyzeResponse{}, f.lastErr("analyze", path)
|
||||
}
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||||
defer CppFreeString(ptr)
|
||||
|
||||
faces, err := parseAnalyzeJSON(goStringFromCPtr(ptr))
|
||||
if err != nil {
|
||||
return pb.FaceAnalyzeResponse{}, fmt.Errorf("face-detect: analyze JSON: %w", err)
|
||||
}
|
||||
return pb.FaceAnalyzeResponse{Faces: faces}, nil
|
||||
}
|
||||
|
||||
// faceBox is one entry of the detect/analyze JSON documents the engine emits.
|
||||
type faceBox struct {
|
||||
Score float32 `json:"score"`
|
||||
Box []float32 `json:"box"`
|
||||
Age float32 `json:"age"`
|
||||
Gender string `json:"gender"`
|
||||
}
|
||||
|
||||
// xywh converts the engine's [x1,y1,x2,y2] box into the x/y/width/height the
|
||||
// proto carries. A short or missing box yields zeros.
|
||||
func (b faceBox) xywh() (x, y, w, h float32) {
|
||||
if len(b.Box) < 4 {
|
||||
return 0, 0, 0, 0
|
||||
}
|
||||
return b.Box[0], b.Box[1], b.Box[2] - b.Box[0], b.Box[3] - b.Box[1]
|
||||
}
|
||||
|
||||
type facesJSON struct {
|
||||
Faces []faceBox `json:"faces"`
|
||||
}
|
||||
|
||||
func (f *FaceDetect) detectFaces(path string) ([]faceBox, error) {
|
||||
ptr := CppDetectJSON(f.ctxPtr, path)
|
||||
if ptr == 0 {
|
||||
return nil, f.lastErr("detect", path)
|
||||
}
|
||||
defer CppFreeString(ptr)
|
||||
|
||||
var doc facesJSON
|
||||
if err := json.Unmarshal([]byte(goStringFromCPtr(ptr)), &doc); err != nil {
|
||||
return nil, fmt.Errorf("face-detect: detect JSON: %w", err)
|
||||
}
|
||||
return doc.Faces, nil
|
||||
}
|
||||
|
||||
// bestArea returns the FacialArea of the highest-scoring face in an image, or an
|
||||
// empty area when detection fails or finds nothing. Best-effort: verify already
|
||||
// succeeded, so a missing region must not turn a valid match into an error.
|
||||
func (f *FaceDetect) bestArea(path string) *pb.FacialArea {
|
||||
faces, err := f.detectFaces(path)
|
||||
if err != nil || len(faces) == 0 {
|
||||
return &pb.FacialArea{}
|
||||
}
|
||||
best := faces[0]
|
||||
for _, fc := range faces[1:] {
|
||||
if fc.Score > best.Score {
|
||||
best = fc
|
||||
}
|
||||
}
|
||||
x, y, w, h := best.xywh()
|
||||
return &pb.FacialArea{X: x, Y: y, W: w, H: h}
|
||||
}
|
||||
|
||||
// parseAnalyzeJSON maps the engine's analyze document onto FaceAnalysis entries.
|
||||
// The engine reports gender as "M"/"F"; both the dominant label and the score
|
||||
// map are filled with the "Man"/"Woman" form the proto documents.
|
||||
func parseAnalyzeJSON(doc string) ([]*pb.FaceAnalysis, error) {
|
||||
var parsed facesJSON
|
||||
if err := json.Unmarshal([]byte(doc), &parsed); err != nil {
|
||||
return nil, err
|
||||
}
|
||||
|
||||
out := make([]*pb.FaceAnalysis, 0, len(parsed.Faces))
|
||||
for _, fc := range parsed.Faces {
|
||||
x, y, w, h := fc.xywh()
|
||||
fa := &pb.FaceAnalysis{
|
||||
Region: &pb.FacialArea{X: x, Y: y, W: w, H: h},
|
||||
FaceConfidence: fc.Score,
|
||||
Age: fc.Age,
|
||||
}
|
||||
if label := normalizeGender(fc.Gender); label != "" {
|
||||
fa.DominantGender = label
|
||||
fa.Gender = map[string]float32{label: 1.0}
|
||||
}
|
||||
out = append(out, fa)
|
||||
}
|
||||
return out, nil
|
||||
}
|
||||
|
||||
// normalizeGender maps the engine's "M"/"F" code to the "Man"/"Woman" labels the
|
||||
// proto documents. Unknown codes pass through unchanged.
|
||||
func normalizeGender(g string) string {
|
||||
switch strings.ToUpper(strings.TrimSpace(g)) {
|
||||
case "M":
|
||||
return "Man"
|
||||
case "F":
|
||||
return "Woman"
|
||||
case "":
|
||||
return ""
|
||||
default:
|
||||
return g
|
||||
}
|
||||
}
|
||||
|
||||
// materializeImage decodes a base64 image payload into a temp file and returns
|
||||
// its path plus a cleanup func. As a convenience for callers that already pass a
|
||||
// filesystem path (e.g. a test fixture), an existing path is used as-is with a
|
||||
// no-op cleanup. data: URI prefixes are stripped before decoding.
|
||||
func materializeImage(src string) (path string, cleanup func(), err error) {
|
||||
noop := func() {}
|
||||
if src == "" {
|
||||
return "", noop, errors.New("face-detect: empty image input")
|
||||
}
|
||||
if _, statErr := os.Stat(src); statErr == nil {
|
||||
return src, noop, nil
|
||||
}
|
||||
|
||||
payload := src
|
||||
if i := strings.Index(payload, ","); strings.HasPrefix(payload, "data:") && i >= 0 {
|
||||
payload = payload[i+1:]
|
||||
}
|
||||
data, decErr := base64.StdEncoding.DecodeString(strings.TrimSpace(payload))
|
||||
if decErr != nil || len(data) == 0 {
|
||||
return "", noop, errors.New("face-detect: image is neither an existing path nor valid base64")
|
||||
}
|
||||
|
||||
tmp, createErr := os.CreateTemp("", "face-detect-*.img")
|
||||
if createErr != nil {
|
||||
return "", noop, fmt.Errorf("face-detect: create temp image: %w", createErr)
|
||||
}
|
||||
cleanup = func() { _ = os.Remove(tmp.Name()) }
|
||||
if _, wErr := tmp.Write(data); wErr != nil {
|
||||
_ = tmp.Close()
|
||||
cleanup()
|
||||
return "", noop, fmt.Errorf("face-detect: write temp image: %w", wErr)
|
||||
}
|
||||
if cErr := tmp.Close(); cErr != nil {
|
||||
cleanup()
|
||||
return "", noop, fmt.Errorf("face-detect: close temp image: %w", cErr)
|
||||
}
|
||||
return tmp.Name(), cleanup, nil
|
||||
}
|
||||
|
||||
// lastErr wraps the C-API's per-ctx last-error buffer into a Go error.
|
||||
func (f *FaceDetect) lastErr(op, subject string) error {
|
||||
msg := strings.TrimSpace(CppLastError(f.ctxPtr))
|
||||
if msg == "" {
|
||||
msg = "no error detail"
|
||||
}
|
||||
return fmt.Errorf("face-detect: %s failed for %q: %s", op, subject, msg)
|
||||
}
|
||||
|
||||
// goStringFromCPtr copies a NUL-terminated C string into Go memory. cptr is a
|
||||
// malloc'd buffer the caller owns; release it via CppFreeString after the copy.
|
||||
//
|
||||
// The uintptr->Pointer conversion trips vet's unsafeptr check, which can't tell
|
||||
// a C heap pointer from Go-managed memory. Safe here: the GC neither tracks nor
|
||||
// moves the buffer and we dereference it immediately to copy the bytes out.
|
||||
func goStringFromCPtr(cptr uintptr) string {
|
||||
if cptr == 0 {
|
||||
return ""
|
||||
}
|
||||
p := unsafe.Pointer(cptr) //nolint:govet // C-owned malloc'd buffer, not Go-GC memory (see doc above)
|
||||
n := 0
|
||||
for *(*byte)(unsafe.Add(p, n)) != 0 {
|
||||
n++
|
||||
}
|
||||
return string(unsafe.Slice((*byte)(p), n))
|
||||
}
|
||||
230
backend/go/face-detect/gofacedetect_test.go
Normal file
230
backend/go/face-detect/gofacedetect_test.go
Normal file
@@ -0,0 +1,230 @@
|
||||
package main
|
||||
|
||||
import (
|
||||
"encoding/base64"
|
||||
"os"
|
||||
"sync"
|
||||
"testing"
|
||||
|
||||
"github.com/ebitengine/purego"
|
||||
pb "github.com/mudler/LocalAI/pkg/grpc/proto"
|
||||
. "github.com/onsi/ginkgo/v2"
|
||||
. "github.com/onsi/gomega"
|
||||
)
|
||||
|
||||
func TestFaceDetect(t *testing.T) {
|
||||
RegisterFailHandler(Fail)
|
||||
RunSpecs(t, "face-detect Backend Suite")
|
||||
}
|
||||
|
||||
var (
|
||||
libLoadOnce sync.Once
|
||||
libLoadErr error
|
||||
)
|
||||
|
||||
// ensureLibLoaded mirrors main.go's bootstrap so a Go test can drive the C-API
|
||||
// bridge without spinning up the gRPC server. Records the error (the smoke
|
||||
// specs skip themselves) when libfacedetect.so is not loadable from cwd
|
||||
// (LD_LIBRARY_PATH or a symlink in ./).
|
||||
func ensureLibLoaded() error {
|
||||
libLoadOnce.Do(func() {
|
||||
libName := os.Getenv("FACEDETECT_LIBRARY")
|
||||
if libName == "" {
|
||||
libName = "libfacedetect.so"
|
||||
}
|
||||
lib, err := purego.Dlopen(libName, purego.RTLD_NOW|purego.RTLD_GLOBAL)
|
||||
if err != nil {
|
||||
libLoadErr = err
|
||||
return
|
||||
}
|
||||
purego.RegisterLibFunc(&CppAbiVersion, lib, "facedetect_capi_abi_version")
|
||||
purego.RegisterLibFunc(&CppLoad, lib, "facedetect_capi_load")
|
||||
purego.RegisterLibFunc(&CppFree, lib, "facedetect_capi_free")
|
||||
purego.RegisterLibFunc(&CppLastError, lib, "facedetect_capi_last_error")
|
||||
purego.RegisterLibFunc(&CppFreeString, lib, "facedetect_capi_free_string")
|
||||
purego.RegisterLibFunc(&CppFreeVec, lib, "facedetect_capi_free_vec")
|
||||
purego.RegisterLibFunc(&CppEmbedPath, lib, "facedetect_capi_embed_path")
|
||||
purego.RegisterLibFunc(&CppEmbedRGB, lib, "facedetect_capi_embed_rgb")
|
||||
purego.RegisterLibFunc(&CppDetectJSON, lib, "facedetect_capi_detect_path_json")
|
||||
purego.RegisterLibFunc(&CppVerifyPaths, lib, "facedetect_capi_verify_paths")
|
||||
purego.RegisterLibFunc(&CppAnalyzeJSON, lib, "facedetect_capi_analyze_path_json")
|
||||
})
|
||||
return libLoadErr
|
||||
}
|
||||
|
||||
var _ = Describe("parseOptions", func() {
|
||||
It("defaults verify_threshold to 0.35", func() {
|
||||
o := parseOptions(nil)
|
||||
Expect(o.verifyThreshold).To(Equal(float32(0.35)))
|
||||
Expect(o.modelName).To(Equal(""))
|
||||
})
|
||||
|
||||
It("parses verify_threshold, threshold alias and model_name", func() {
|
||||
o := parseOptions([]string{"verify_threshold:0.4", "model_name:buffalo_l", "unknown:x"})
|
||||
Expect(o.verifyThreshold).To(Equal(float32(0.4)))
|
||||
Expect(o.modelName).To(Equal("buffalo_l"))
|
||||
|
||||
o2 := parseOptions([]string{"threshold:0.3"})
|
||||
Expect(o2.verifyThreshold).To(Equal(float32(0.3)))
|
||||
})
|
||||
|
||||
It("ignores non-positive thresholds and keeps the default", func() {
|
||||
o := parseOptions([]string{"verify_threshold:0", "threshold:-1"})
|
||||
Expect(o.verifyThreshold).To(Equal(float32(0.35)))
|
||||
})
|
||||
})
|
||||
|
||||
var _ = Describe("normalizeGender", func() {
|
||||
It("maps M/F codes to Man/Woman", func() {
|
||||
Expect(normalizeGender("M")).To(Equal("Man"))
|
||||
Expect(normalizeGender("f")).To(Equal("Woman"))
|
||||
Expect(normalizeGender(" m ")).To(Equal("Man"))
|
||||
})
|
||||
|
||||
It("passes empty and unknown codes through", func() {
|
||||
Expect(normalizeGender("")).To(Equal(""))
|
||||
Expect(normalizeGender("nonbinary")).To(Equal("nonbinary"))
|
||||
})
|
||||
})
|
||||
|
||||
var _ = Describe("faceBox.xywh", func() {
|
||||
It("converts an [x1,y1,x2,y2] box to x/y/width/height", func() {
|
||||
b := faceBox{Box: []float32{10, 20, 50, 80}}
|
||||
x, y, w, h := b.xywh()
|
||||
Expect(x).To(Equal(float32(10)))
|
||||
Expect(y).To(Equal(float32(20)))
|
||||
Expect(w).To(Equal(float32(40)))
|
||||
Expect(h).To(Equal(float32(60)))
|
||||
})
|
||||
|
||||
It("returns zeros for a short box", func() {
|
||||
x, y, w, h := faceBox{Box: []float32{1, 2}}.xywh()
|
||||
Expect([]float32{x, y, w, h}).To(Equal([]float32{0, 0, 0, 0}))
|
||||
})
|
||||
})
|
||||
|
||||
var _ = Describe("parseAnalyzeJSON", func() {
|
||||
It("maps region, age and gender for each face", func() {
|
||||
doc := `{"faces":[
|
||||
{"score":0.997,"box":[10,20,50,80],"age":31,"gender":"M"},
|
||||
{"score":0.81,"box":[0,0,40,40],"age":24,"gender":"F"}]}`
|
||||
faces, err := parseAnalyzeJSON(doc)
|
||||
Expect(err).ToNot(HaveOccurred())
|
||||
Expect(faces).To(HaveLen(2))
|
||||
|
||||
Expect(faces[0].FaceConfidence).To(BeNumerically("~", 0.997, 1e-4))
|
||||
Expect(faces[0].Age).To(BeNumerically("~", 31, 1e-4))
|
||||
Expect(faces[0].DominantGender).To(Equal("Man"))
|
||||
Expect(faces[0].Gender).To(HaveKeyWithValue("Man", float32(1.0)))
|
||||
Expect(faces[0].Region.W).To(Equal(float32(40)))
|
||||
Expect(faces[0].Region.H).To(Equal(float32(60)))
|
||||
|
||||
Expect(faces[1].DominantGender).To(Equal("Woman"))
|
||||
})
|
||||
|
||||
It("tolerates a missing gender field", func() {
|
||||
faces, err := parseAnalyzeJSON(`{"faces":[{"score":0.5,"box":[0,0,10,10],"age":40}]}`)
|
||||
Expect(err).ToNot(HaveOccurred())
|
||||
Expect(faces).To(HaveLen(1))
|
||||
Expect(faces[0].DominantGender).To(Equal(""))
|
||||
Expect(faces[0].Gender).To(BeEmpty())
|
||||
})
|
||||
|
||||
It("returns no faces for an empty document", func() {
|
||||
faces, err := parseAnalyzeJSON(`{"faces":[]}`)
|
||||
Expect(err).ToNot(HaveOccurred())
|
||||
Expect(faces).To(BeEmpty())
|
||||
})
|
||||
|
||||
It("returns an error on malformed JSON", func() {
|
||||
_, err := parseAnalyzeJSON(`{not-json`)
|
||||
Expect(err).To(HaveOccurred())
|
||||
})
|
||||
})
|
||||
|
||||
var _ = Describe("materializeImage", func() {
|
||||
It("decodes a base64 payload to a temp file", func() {
|
||||
payload := base64.StdEncoding.EncodeToString([]byte("\xff\xd8\xff\xe0fake-jpeg"))
|
||||
path, cleanup, err := materializeImage(payload)
|
||||
Expect(err).ToNot(HaveOccurred())
|
||||
defer cleanup()
|
||||
data, rerr := os.ReadFile(path)
|
||||
Expect(rerr).ToNot(HaveOccurred())
|
||||
Expect(data).To(Equal([]byte("\xff\xd8\xff\xe0fake-jpeg")))
|
||||
})
|
||||
|
||||
It("strips a data: URI prefix before decoding", func() {
|
||||
payload := "data:image/png;base64," + base64.StdEncoding.EncodeToString([]byte("hello"))
|
||||
path, cleanup, err := materializeImage(payload)
|
||||
Expect(err).ToNot(HaveOccurred())
|
||||
defer cleanup()
|
||||
data, rerr := os.ReadFile(path)
|
||||
Expect(rerr).ToNot(HaveOccurred())
|
||||
Expect(data).To(Equal([]byte("hello")))
|
||||
})
|
||||
|
||||
It("uses an existing path as-is", func() {
|
||||
tmp, err := os.CreateTemp("", "face-detect-fixture-*.bin")
|
||||
Expect(err).ToNot(HaveOccurred())
|
||||
defer func() { _ = os.Remove(tmp.Name()) }()
|
||||
Expect(tmp.Close()).To(Succeed())
|
||||
|
||||
path, cleanup, err := materializeImage(tmp.Name())
|
||||
Expect(err).ToNot(HaveOccurred())
|
||||
defer cleanup()
|
||||
Expect(path).To(Equal(tmp.Name()))
|
||||
})
|
||||
|
||||
It("errors on input that is neither a path nor base64", func() {
|
||||
_, _, err := materializeImage("not base64!!!")
|
||||
Expect(err).To(HaveOccurred())
|
||||
})
|
||||
})
|
||||
|
||||
// The specs below exercise the real C-API end to end. They run only when both a
|
||||
// model GGUF and a test image are provided, and skip cleanly otherwise so the
|
||||
// suite stays green without large assets.
|
||||
var _ = Describe("FaceDetect end-to-end", Ordered, func() {
|
||||
var (
|
||||
f *FaceDetect
|
||||
modelPath = os.Getenv("FACEDETECT_BACKEND_TEST_MODEL")
|
||||
imagePath = os.Getenv("FACEDETECT_BACKEND_TEST_IMAGE")
|
||||
)
|
||||
|
||||
BeforeAll(func() {
|
||||
if modelPath == "" || imagePath == "" {
|
||||
Skip("set FACEDETECT_BACKEND_TEST_MODEL and FACEDETECT_BACKEND_TEST_IMAGE to run the e2e specs")
|
||||
}
|
||||
if err := ensureLibLoaded(); err != nil {
|
||||
Skip("libfacedetect.so not loadable: " + err.Error())
|
||||
}
|
||||
f = &FaceDetect{}
|
||||
Expect(f.Load(&pb.ModelOptions{ModelFile: modelPath})).To(Succeed())
|
||||
})
|
||||
|
||||
It("embeds the primary face in an image", func() {
|
||||
emb, err := f.Embeddings(&pb.PredictOptions{Images: []string{imagePath}})
|
||||
Expect(err).ToNot(HaveOccurred())
|
||||
Expect(emb).ToNot(BeEmpty())
|
||||
})
|
||||
|
||||
It("detects at least one face", func() {
|
||||
resp, err := f.Detect(&pb.DetectOptions{Src: imagePath})
|
||||
Expect(err).ToNot(HaveOccurred())
|
||||
Expect(resp.Detections).ToNot(BeEmpty())
|
||||
Expect(resp.Detections[0].ClassName).To(Equal("face"))
|
||||
})
|
||||
|
||||
It("verifies an image against itself as the same identity", func() {
|
||||
resp, err := f.FaceVerify(&pb.FaceVerifyRequest{Img1: imagePath, Img2: imagePath})
|
||||
Expect(err).ToNot(HaveOccurred())
|
||||
Expect(resp.Verified).To(BeTrue())
|
||||
Expect(resp.Distance).To(BeNumerically("<=", resp.Threshold))
|
||||
})
|
||||
|
||||
It("analyzes age/gender for each face", func() {
|
||||
resp, err := f.FaceAnalyze(&pb.FaceAnalyzeRequest{Img: imagePath})
|
||||
Expect(err).ToNot(HaveOccurred())
|
||||
Expect(resp.Faces).ToNot(BeEmpty())
|
||||
})
|
||||
})
|
||||
65
backend/go/face-detect/main.go
Normal file
65
backend/go/face-detect/main.go
Normal file
@@ -0,0 +1,65 @@
|
||||
package main
|
||||
|
||||
// Started internally by LocalAI - one gRPC server per loaded model.
|
||||
//
|
||||
// Loads libfacedetect.so via purego and registers the flat C-API entry points
|
||||
// declared in facedetect_capi.h. The library name can be overridden with
|
||||
// FACEDETECT_LIBRARY (mirrors the VOICEDETECT_LIBRARY / PARAKEET_LIBRARY
|
||||
// convention in the sibling backends); the default looks for the .so next to
|
||||
// this binary (resolved via LD_LIBRARY_PATH by run.sh).
|
||||
import (
|
||||
"flag"
|
||||
"fmt"
|
||||
"os"
|
||||
|
||||
"github.com/ebitengine/purego"
|
||||
grpc "github.com/mudler/LocalAI/pkg/grpc"
|
||||
)
|
||||
|
||||
var (
|
||||
addr = flag.String("addr", "localhost:50051", "the address to connect to")
|
||||
)
|
||||
|
||||
type LibFuncs struct {
|
||||
FuncPtr any
|
||||
Name string
|
||||
}
|
||||
|
||||
func main() {
|
||||
libName := os.Getenv("FACEDETECT_LIBRARY")
|
||||
if libName == "" {
|
||||
libName = "libfacedetect.so"
|
||||
}
|
||||
|
||||
lib, err := purego.Dlopen(libName, purego.RTLD_NOW|purego.RTLD_GLOBAL)
|
||||
if err != nil {
|
||||
panic(fmt.Errorf("face-detect: dlopen %q: %w", libName, err))
|
||||
}
|
||||
|
||||
// Bound 1:1 to facedetect_capi.h. char*/float* returns are registered as
|
||||
// uintptr so the raw pointer can be freed via the matching capi free fn.
|
||||
libFuncs := []LibFuncs{
|
||||
{&CppAbiVersion, "facedetect_capi_abi_version"},
|
||||
{&CppLoad, "facedetect_capi_load"},
|
||||
{&CppFree, "facedetect_capi_free"},
|
||||
{&CppLastError, "facedetect_capi_last_error"},
|
||||
{&CppFreeString, "facedetect_capi_free_string"},
|
||||
{&CppFreeVec, "facedetect_capi_free_vec"},
|
||||
{&CppEmbedPath, "facedetect_capi_embed_path"},
|
||||
{&CppEmbedRGB, "facedetect_capi_embed_rgb"},
|
||||
{&CppDetectJSON, "facedetect_capi_detect_path_json"},
|
||||
{&CppVerifyPaths, "facedetect_capi_verify_paths"},
|
||||
{&CppAnalyzeJSON, "facedetect_capi_analyze_path_json"},
|
||||
}
|
||||
for _, lf := range libFuncs {
|
||||
purego.RegisterLibFunc(lf.FuncPtr, lib, lf.Name)
|
||||
}
|
||||
|
||||
fmt.Fprintf(os.Stderr, "[face-detect] ABI=%d\n", CppAbiVersion())
|
||||
|
||||
flag.Parse()
|
||||
|
||||
if err := grpc.StartServer(*addr, &FaceDetect{}); err != nil {
|
||||
panic(err)
|
||||
}
|
||||
}
|
||||
47
backend/go/face-detect/options.go
Normal file
47
backend/go/face-detect/options.go
Normal file
@@ -0,0 +1,47 @@
|
||||
package main
|
||||
|
||||
import (
|
||||
"strconv"
|
||||
"strings"
|
||||
)
|
||||
|
||||
// defaultVerifyThreshold is the cosine-distance cutoff used when a request does
|
||||
// not set one. Matches the insightface buffalo_l ArcFace R50 default the Python
|
||||
// face backend ships with so the two implementations agree on verdicts out of
|
||||
// the box.
|
||||
const defaultVerifyThreshold float32 = 0.35
|
||||
|
||||
// loadOptions holds the parsed model-level options for face-detect.
|
||||
type loadOptions struct {
|
||||
verifyThreshold float32
|
||||
modelName string
|
||||
}
|
||||
|
||||
func splitOption(o string) (key, value string, ok bool) {
|
||||
i := strings.Index(o, ":")
|
||||
if i < 0 {
|
||||
return "", "", false
|
||||
}
|
||||
return strings.TrimSpace(o[:i]), strings.TrimSpace(o[i+1:]), true
|
||||
}
|
||||
|
||||
// parseOptions reads the backend "key:value" option slice. Unknown keys are
|
||||
// ignored. Defaults: verify_threshold 0.35, model_name derived from the file.
|
||||
func parseOptions(opts []string) loadOptions {
|
||||
o := loadOptions{verifyThreshold: defaultVerifyThreshold}
|
||||
for _, oo := range opts {
|
||||
key, value, ok := splitOption(oo)
|
||||
if !ok {
|
||||
continue
|
||||
}
|
||||
switch key {
|
||||
case "verify_threshold", "threshold":
|
||||
if f, err := strconv.ParseFloat(value, 32); err == nil && f > 0 {
|
||||
o.verifyThreshold = float32(f)
|
||||
}
|
||||
case "model_name":
|
||||
o.modelName = value
|
||||
}
|
||||
}
|
||||
return o
|
||||
}
|
||||
68
backend/go/face-detect/package.sh
Normal file
68
backend/go/face-detect/package.sh
Normal file
@@ -0,0 +1,68 @@
|
||||
#!/bin/bash
|
||||
#
|
||||
# Bundle the face-detect-grpc binary, libfacedetect.so, the core runtime libs
|
||||
# (libc/libstdc++/libgomp + ld.so) and the GPU runtime for the active BUILD_TYPE
|
||||
# so the package is self-contained. Mirrors backend/go/voice-detect/package.sh;
|
||||
# run.sh routes the (CGO_ENABLED=0) binary through lib/ld.so so the packaged libc
|
||||
# is used instead of the host's.
|
||||
|
||||
set -e
|
||||
|
||||
CURDIR=$(dirname "$(realpath "$0")")
|
||||
REPO_ROOT="${CURDIR}/../../.."
|
||||
|
||||
mkdir -p "$CURDIR/package/lib"
|
||||
|
||||
cp -avf "$CURDIR/face-detect-grpc" "$CURDIR/package/"
|
||||
cp -avf "$CURDIR/run.sh" "$CURDIR/package/"
|
||||
|
||||
# libfacedetect.so + any soname symlinks. purego.Dlopen resolves it via
|
||||
# LD_LIBRARY_PATH, which run.sh points at lib/.
|
||||
cp -avf "$CURDIR"/libfacedetect.so* "$CURDIR/package/lib/" 2>/dev/null || {
|
||||
echo "ERROR: libfacedetect.so not found in $CURDIR, run 'make' first" >&2
|
||||
exit 1
|
||||
}
|
||||
|
||||
# Detect architecture and copy the core runtime libs libfacedetect.so links
|
||||
# against, plus the matching dynamic loader as lib/ld.so.
|
||||
if [ -f "/lib64/ld-linux-x86-64.so.2" ]; then
|
||||
echo "Detected x86_64 architecture, copying x86_64 libraries..."
|
||||
cp -arfLv /lib64/ld-linux-x86-64.so.2 "$CURDIR/package/lib/ld.so"
|
||||
cp -arfLv /lib/x86_64-linux-gnu/libc.so.6 "$CURDIR/package/lib/libc.so.6"
|
||||
cp -arfLv /lib/x86_64-linux-gnu/libgcc_s.so.1 "$CURDIR/package/lib/libgcc_s.so.1"
|
||||
cp -arfLv /lib/x86_64-linux-gnu/libstdc++.so.6 "$CURDIR/package/lib/libstdc++.so.6"
|
||||
cp -arfLv /lib/x86_64-linux-gnu/libm.so.6 "$CURDIR/package/lib/libm.so.6"
|
||||
cp -arfLv /lib/x86_64-linux-gnu/libgomp.so.1 "$CURDIR/package/lib/libgomp.so.1"
|
||||
cp -arfLv /lib/x86_64-linux-gnu/libdl.so.2 "$CURDIR/package/lib/libdl.so.2"
|
||||
cp -arfLv /lib/x86_64-linux-gnu/librt.so.1 "$CURDIR/package/lib/librt.so.1"
|
||||
cp -arfLv /lib/x86_64-linux-gnu/libpthread.so.0 "$CURDIR/package/lib/libpthread.so.0"
|
||||
elif [ -f "/lib/ld-linux-aarch64.so.1" ]; then
|
||||
echo "Detected ARM64 architecture, copying ARM64 libraries..."
|
||||
cp -arfLv /lib/ld-linux-aarch64.so.1 "$CURDIR/package/lib/ld.so"
|
||||
cp -arfLv /lib/aarch64-linux-gnu/libc.so.6 "$CURDIR/package/lib/libc.so.6"
|
||||
cp -arfLv /lib/aarch64-linux-gnu/libgcc_s.so.1 "$CURDIR/package/lib/libgcc_s.so.1"
|
||||
cp -arfLv /lib/aarch64-linux-gnu/libstdc++.so.6 "$CURDIR/package/lib/libstdc++.so.6"
|
||||
cp -arfLv /lib/aarch64-linux-gnu/libm.so.6 "$CURDIR/package/lib/libm.so.6"
|
||||
cp -arfLv /lib/aarch64-linux-gnu/libgomp.so.1 "$CURDIR/package/lib/libgomp.so.1"
|
||||
cp -arfLv /lib/aarch64-linux-gnu/libdl.so.2 "$CURDIR/package/lib/libdl.so.2"
|
||||
cp -arfLv /lib/aarch64-linux-gnu/librt.so.1 "$CURDIR/package/lib/librt.so.1"
|
||||
cp -arfLv /lib/aarch64-linux-gnu/libpthread.so.0 "$CURDIR/package/lib/libpthread.so.0"
|
||||
elif [ "$(uname -s)" = "Darwin" ]; then
|
||||
echo "Detected Darwin"
|
||||
else
|
||||
echo "Error: Could not detect architecture"
|
||||
exit 1
|
||||
fi
|
||||
|
||||
# Package GPU libraries (CUDA/ROCm/Intel/Vulkan loader + ICDs + drivers) based on
|
||||
# BUILD_TYPE so the backend can reach the GPU without the runtime base image
|
||||
# shipping those drivers.
|
||||
GPU_LIB_SCRIPT="${REPO_ROOT}/scripts/build/package-gpu-libs.sh"
|
||||
if [ -f "$GPU_LIB_SCRIPT" ]; then
|
||||
echo "Packaging GPU libraries for BUILD_TYPE=${BUILD_TYPE:-cpu}..."
|
||||
source "$GPU_LIB_SCRIPT" "$CURDIR/package/lib"
|
||||
package_gpu_libs
|
||||
fi
|
||||
|
||||
echo "Packaging completed successfully"
|
||||
ls -liah "$CURDIR/package/" "$CURDIR/package/lib/"
|
||||
16
backend/go/face-detect/run.sh
Normal file
16
backend/go/face-detect/run.sh
Normal file
@@ -0,0 +1,16 @@
|
||||
#!/bin/bash
|
||||
set -e
|
||||
|
||||
CURDIR=$(dirname "$(realpath "$0")")
|
||||
|
||||
export LD_LIBRARY_PATH="$CURDIR/lib:$CURDIR:${LD_LIBRARY_PATH:-}"
|
||||
|
||||
# If a self-contained ld.so was packaged, route through it so the packaged
|
||||
# libc / libstdc++ are used instead of the host's (matches the voice-detect /
|
||||
# whisper / parakeet backends' runtime layout).
|
||||
if [ -f "$CURDIR/lib/ld.so" ]; then
|
||||
echo "Using lib/ld.so"
|
||||
exec "$CURDIR/lib/ld.so" "$CURDIR/face-detect-grpc" "$@"
|
||||
fi
|
||||
|
||||
exec "$CURDIR/face-detect-grpc" "$@"
|
||||
15
backend/go/face-detect/test.sh
Normal file
15
backend/go/face-detect/test.sh
Normal file
@@ -0,0 +1,15 @@
|
||||
#!/bin/bash
|
||||
set -e
|
||||
|
||||
CURDIR=$(dirname "$(realpath "$0")")
|
||||
cd "$CURDIR"
|
||||
|
||||
echo "Running face-detect backend tests..."
|
||||
|
||||
# The pure-Go parsing specs always run. The embed/detect/verify/analyze smoke
|
||||
# specs run only when a model + image are provided via
|
||||
# FACEDETECT_BACKEND_TEST_MODEL and FACEDETECT_BACKEND_TEST_IMAGE; otherwise they
|
||||
# auto-skip.
|
||||
LD_LIBRARY_PATH="$CURDIR:${LD_LIBRARY_PATH:-}" go test -v -timeout 1200s .
|
||||
|
||||
echo "face-detect tests completed."
|
||||
Reference in New Issue
Block a user