Files
LocalAI/backend/go/locate-anything-cpp/main_test.go
LocalAI [bot] 56cc4f63fc feat(backend): locate-anything-cpp (open-vocabulary object detection via ggml) (#10264)
* feat(backend): add locate-anything-cpp backend (open-vocab detection via la_capi)

A Go/purego backend wrapping locate-anything.cpp's la_capi C ABI, implementing
the gRPC Detect RPC: image + open-vocabulary text prompt -> labeled boxes.
Mirrors backend/go/rfdetr-cpp; static-links ggml into a per-CPU-variant .so.

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

* ci(backend): register locate-anything-cpp in build matrix

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

* feat(gallery): locate-anything gallery entry + model importer

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

* test(backend): locate-anything-cpp Load+Detect wire test

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

* feat(gallery): add locate-anything-3b model to the gallery index

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

* ci(backend): register locate-anything.cpp in bump_deps auto-bump

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: mudler <mudler@localai.io>

* ci(test): e2e smoke for locate-anything-cpp in test-extra (loads the 3B + image, runs Detect)

Assisted-by: Claude:claude-opus-4-8 [Claude Code]
Signed-off-by: mudler <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Signed-off-by: mudler <mudler@localai.io>
Co-authored-by: mudler <mudler@localai.io>
2026-06-12 14:59:07 +02:00

177 lines
6.4 KiB
Go

package main
// main_test.go - end-to-end smoke test for the locate-anything-cpp gRPC backend.
//
// Spawns the compiled locate-anything-cpp binary on a free local port, dials it
// via gRPC, and exercises LoadModel + Detect against the test fixtures
// downloaded by test.sh: the q8_0 GGUF of nvidia/LocateAnything-3B and a real
// COCO image with people + cars. Asserts that open-vocabulary detection driven
// by a text prompt returns at least one detection, each carrying a non-empty
// class name and a bounding box of non-zero size.
//
// The spec Skip()s cleanly if its fixtures (the ~6.3 GB model, the test image,
// the built binary, or the fallback .so) are missing, so the test target stays
// usable on a fresh checkout / on CI runners where the large model hasn't been
// downloaded.
import (
"context"
"encoding/base64"
"fmt"
"net"
"os"
"os/exec"
"path/filepath"
"testing"
"time"
pb "github.com/mudler/LocalAI/pkg/grpc/proto"
. "github.com/onsi/ginkgo/v2"
. "github.com/onsi/gomega"
"google.golang.org/grpc"
"google.golang.org/grpc/credentials/insecure"
)
func TestDetect(t *testing.T) {
RegisterFailHandler(Fail)
RunSpecs(t, "locate-anything-cpp backend smoke suite")
}
// freePort grabs an ephemeral TCP port and immediately releases it so the
// spawned backend can bind to it. There is a tiny TOCTOU window here but in
// practice it's adequate for a smoke test on a quiet runner.
func freePort() int {
l, err := net.Listen("tcp", "127.0.0.1:0")
Expect(err).ToNot(HaveOccurred(), "freePort listen")
port := l.Addr().(*net.TCPAddr).Port
Expect(l.Close()).To(Succeed())
return port
}
// startBackend spawns the locate-anything-cpp binary on the given port and
// waits until it accepts TCP connections (up to 10s). It mirrors how main.go
// resolves the purego library: the LOCATEANYTHING_LIBRARY env var points the
// dlopen at the freshly built fallback .so, and the la_capi_* symbols are
// registered there. The returned cleanup func kills the process and reaps it.
func startBackend(port int) func() {
binary, err := filepath.Abs("./locate-anything-cpp")
Expect(err).ToNot(HaveOccurred())
if _, err := os.Stat(binary); err != nil {
Skip(fmt.Sprintf("backend binary not built: %s (run `make locate-anything-cpp` first)", binary))
}
libPath, err := filepath.Abs("./liblocateanythingcpp-fallback.so")
Expect(err).ToNot(HaveOccurred())
if _, err := os.Stat(libPath); err != nil {
Skip(fmt.Sprintf("fallback library not built: %s (run `make liblocateanythingcpp-fallback.so` first)", libPath))
}
addr := fmt.Sprintf("127.0.0.1:%d", port)
cmd := exec.Command(binary, "--addr", addr)
cmd.Env = append(os.Environ(), "LOCATEANYTHING_LIBRARY="+libPath)
cmd.Stdout = os.Stderr
cmd.Stderr = os.Stderr
Expect(cmd.Start()).To(Succeed())
cleanup := func() {
if cmd.Process != nil {
_ = cmd.Process.Kill()
_, _ = cmd.Process.Wait()
}
}
deadline := time.Now().Add(10 * time.Second)
for time.Now().Before(deadline) {
c, err := net.DialTimeout("tcp", addr, 200*time.Millisecond)
if err == nil {
_ = c.Close()
return cleanup
}
time.Sleep(200 * time.Millisecond)
}
cleanup()
Fail(fmt.Sprintf("backend did not become ready on %s within 10s", addr))
return func() {}
}
// loadTestImage reads the COCO test image downloaded by test.sh and returns its
// base64-encoded content (the wire format accepted by the Detect RPC).
func loadTestImage() string {
imgPath, err := filepath.Abs("test-data/test.jpg")
Expect(err).ToNot(HaveOccurred())
imgBytes, err := os.ReadFile(imgPath)
if err != nil {
Skip(fmt.Sprintf("test image not present: %s (run test.sh first)", imgPath))
}
return base64.StdEncoding.EncodeToString(imgBytes)
}
// dialBackend opens a gRPC client connection to the spawned backend.
func dialBackend(port int) (pb.BackendClient, func()) {
addr := fmt.Sprintf("127.0.0.1:%d", port)
conn, err := grpc.NewClient(addr, grpc.WithTransportCredentials(insecure.NewCredentials()))
Expect(err).ToNot(HaveOccurred())
return pb.NewBackendClient(conn), func() { _ = conn.Close() }
}
// modelPathOrSkip resolves the model file under ./test-models/ and Skip()s the
// current spec if it's missing (the ~6.3 GB GGUF is not present on a fresh
// checkout / on CI runners without the download).
func modelPathOrSkip(name string) string {
modelDir, err := filepath.Abs("test-models")
Expect(err).ToNot(HaveOccurred())
modelPath := filepath.Join(modelDir, name)
if _, err := os.Stat(modelPath); err != nil {
Skip(fmt.Sprintf("model not present: %s (run test.sh first)", modelPath))
}
return modelPath
}
var _ = Describe("locate-anything-cpp backend", func() {
It("runs open-vocabulary detection against a known-good COCO image", func() {
modelPath := modelPathOrSkip("locate-anything-q8_0.gguf")
imgB64 := loadTestImage()
port := freePort()
cleanup := startBackend(port)
defer cleanup()
client, closeConn := dialBackend(port)
defer closeConn()
// The q8_0 model is ~6.3 GB and hybrid Parallel Box Decoding on CPU is
// not cheap, so give LoadModel + Detect a generous deadline.
ctx, cancel := context.WithTimeout(context.Background(), 20*time.Minute)
defer cancel()
loadResp, err := client.LoadModel(ctx, &pb.ModelOptions{
Model: "locate-anything-q8_0.gguf",
ModelFile: modelPath,
Threads: 4,
})
Expect(err).ToNot(HaveOccurred(), "LoadModel")
Expect(loadResp.GetSuccess()).To(BeTrue(), "LoadModel reported failure: %s", loadResp.GetMessage())
// Open-vocabulary detection is prompt-driven; the prompt names the
// classes to locate (people + cars), separated by the </c> control token.
detResp, err := client.Detect(ctx, &pb.DetectOptions{
Src: imgB64,
Prompt: "Locate all the instances that matches the following description: person</c>car.",
})
Expect(err).ToNot(HaveOccurred(), "Detect")
Expect(detResp.GetDetections()).ToNot(BeEmpty(), "no detections returned on a known-good COCO image")
_, _ = fmt.Fprintf(GinkgoWriter, "detection OK: %d detections\n", len(detResp.GetDetections()))
for i, d := range detResp.GetDetections() {
Expect(d.GetClassName()).ToNot(BeEmpty(), "detection %d has empty class_name", i)
Expect(d.GetWidth()).To(BeNumerically(">", float32(0)),
"detection %d has non-positive width", i)
Expect(d.GetHeight()).To(BeNumerically(">", float32(0)),
"detection %d has non-positive height", i)
_, _ = fmt.Fprintf(GinkgoWriter, " [%d] %s box=(%.1f,%.1f,%.1fx%.1f)\n",
i, d.GetClassName(), d.GetX(), d.GetY(), d.GetWidth(), d.GetHeight())
}
})
})