mirror of
https://github.com/mudler/LocalAI.git
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* fix(quantization): pin the producing backend on imported quantized models (#11875) ImportModel hands the copied GGUF to importers.ImportLocalPath, which detects the file format and defaults every GGUF to `backend: llama-cpp`. For a model this service just produced with a backend stock llama.cpp cannot read, the generated config names an engine that cannot load the file, and the import silently registers an unloadable model. Correcting `backend:` by hand makes the same file work. The job record already carries the backend that served StartQuantization, so carry it into the config instead of keeping the detected default. The gallery publishes a quantizer as a release channel of the engine that runs its output ("llama-cpp-quantization" is llama.cpp's quantizer, whose GGUF is served by "llama-cpp"), so the channel suffix is stripped to get the serving backend. A backend that both quantizes and serves ("rocmfp4") carries no suffix and passes through unchanged, as do pinned hardware variants ("rocm-rocmfp4"), which are valid values for a config's backend field. An empty job backend leaves the detected default in place. Also replace the importer's generic "Fine-tuned model (GGUF)" description for this path: the model was quantized, not fine-tuned, and the job knows the type. Signed-off-by: Tai An <antai12232931@outlook.com> * style: restore trailing newline in service.go for gofmt Signed-off-by: Anai Guo <antai12232931@outlook.com> * style(quantization): restore trailing newline in service.go gofmt requires the file to end with a newline; the previous style commit did not actually add it. Signed-off-by: Ettore Di Giacinto <mudler@localai.io> Assisted-by: Claude:claude-opus-5-5 [Claude Code] --------- Signed-off-by: Tai An <antai12232931@outlook.com> Signed-off-by: Anai Guo <antai12232931@outlook.com> Signed-off-by: Ettore Di Giacinto <mudler@localai.io> Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
364 lines
14 KiB
Go
364 lines
14 KiB
Go
package quantization
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// White-box tests (package quantization) so a spec can drive the service's
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// internal SyncedMap the same way StartJob does (via jobs.Set) without standing
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// up a quantization backend, then assert the cross-replica reads
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// (GetJob/ListJobs) and the adapter conversions that keep REST responses
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// byte-for-byte unchanged.
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import (
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"context"
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"encoding/json"
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"os"
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"path/filepath"
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. "github.com/onsi/ginkgo/v2"
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. "github.com/onsi/gomega"
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"github.com/mudler/LocalAI/core/config"
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"github.com/mudler/LocalAI/core/schema"
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"github.com/mudler/LocalAI/core/services/distributed"
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"github.com/mudler/LocalAI/core/services/testutil"
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pb "github.com/mudler/LocalAI/pkg/grpc/proto"
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)
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// newTestService builds a standalone QuantizationService wired to the given bus.
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// The model/config loaders are nil because the read/sync paths under test never
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// touch them; the data dir is a throwaway temp dir so the disk Loader finds
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// nothing.
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func newTestService(bus *testutil.FakeBus) *QuantizationService {
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appConfig := &config.ApplicationConfig{
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Context: context.Background(),
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DataPath: GinkgoT().TempDir(),
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}
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return NewQuantizationService(appConfig, nil, nil, bus, nil)
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}
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var _ = Describe("QuantizationService", func() {
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ctx := context.Background()
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Describe("cross-replica job visibility", func() {
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var (
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bus *testutil.FakeBus
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a, b *QuantizationService
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)
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BeforeEach(func() {
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// One shared bus, two replicas: exactly the distributed topology where a
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// round-robin request may land on a replica that did not originate the
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// change.
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bus = testutil.NewFakeBus()
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a = newTestService(bus)
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b = newTestService(bus)
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})
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AfterEach(func() {
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Expect(a.Close()).To(Succeed())
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Expect(b.Close()).To(Succeed())
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})
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It("makes a job created on A visible via B's GetJob and ListJobs", func() {
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job := &schema.QuantizationJob{ID: "job-1", UserID: "user-1", Status: "queued", CreatedAt: "2026-06-27T10:00:00Z"}
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// StartJob persists via jobs.Set; drive that directly to avoid a backend.
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Expect(a.jobs.Set(ctx, job)).To(Succeed())
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got, err := b.GetJob("user-1", "job-1")
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Expect(err).ToNot(HaveOccurred(), "B must see a job A just created")
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Expect(got.Status).To(Equal("queued"))
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listed := b.ListJobs("user-1")
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Expect(listed).To(HaveLen(1))
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Expect(listed[0].ID).To(Equal("job-1"))
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})
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It("removes a job from B when it is deleted on A", func() {
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job := &schema.QuantizationJob{ID: "job-2", UserID: "user-1", Status: "completed", CreatedAt: "2026-06-27T10:00:00Z"}
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Expect(a.jobs.Set(ctx, job)).To(Succeed())
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_, err := b.GetJob("user-1", "job-2")
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Expect(err).ToNot(HaveOccurred(), "precondition: B must have the job before the delete")
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Expect(a.jobs.Delete(ctx, "job-2")).To(Succeed())
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_, err = b.GetJob("user-1", "job-2")
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Expect(err).To(HaveOccurred(), "a delete on A must remove the job from B")
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})
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It("propagates a status update from A to B", func() {
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job := &schema.QuantizationJob{ID: "job-3", UserID: "user-1", Status: "quantizing", CreatedAt: "2026-06-27T10:00:00Z"}
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Expect(a.jobs.Set(ctx, job)).To(Succeed())
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updated := &schema.QuantizationJob{ID: "job-3", UserID: "user-1", Status: "completed", CreatedAt: "2026-06-27T10:00:00Z"}
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Expect(a.jobs.Set(ctx, updated)).To(Succeed())
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got, err := b.GetJob("user-1", "job-3")
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Expect(err).ToNot(HaveOccurred())
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Expect(got.Status).To(Equal("completed"))
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})
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})
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Describe("ListJobs", func() {
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var svc *QuantizationService
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BeforeEach(func() {
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svc = newTestService(testutil.NewFakeBus())
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})
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AfterEach(func() { Expect(svc.Close()).To(Succeed()) })
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It("filters by user and sorts newest-first", func() {
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Expect(svc.jobs.Set(ctx, &schema.QuantizationJob{ID: "old", UserID: "u1", CreatedAt: "2026-06-25T10:00:00Z"})).To(Succeed())
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Expect(svc.jobs.Set(ctx, &schema.QuantizationJob{ID: "new", UserID: "u1", CreatedAt: "2026-06-27T10:00:00Z"})).To(Succeed())
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Expect(svc.jobs.Set(ctx, &schema.QuantizationJob{ID: "other", UserID: "u2", CreatedAt: "2026-06-26T10:00:00Z"})).To(Succeed())
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jobs := svc.ListJobs("u1")
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Expect(jobs).To(HaveLen(2), "only u1's jobs")
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Expect(jobs[0].ID).To(Equal("new"), "newest first")
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Expect(jobs[1].ID).To(Equal("old"))
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})
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It("returns every user's jobs when the userID filter is empty", func() {
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Expect(svc.jobs.Set(ctx, &schema.QuantizationJob{ID: "a", UserID: "u1", CreatedAt: "2026-06-25T10:00:00Z"})).To(Succeed())
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Expect(svc.jobs.Set(ctx, &schema.QuantizationJob{ID: "b", UserID: "u2", CreatedAt: "2026-06-26T10:00:00Z"})).To(Succeed())
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Expect(svc.ListJobs("")).To(HaveLen(2))
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})
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It("rejects GetJob for a job owned by another user", func() {
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Expect(svc.jobs.Set(ctx, &schema.QuantizationJob{ID: "x", UserID: "owner", CreatedAt: "2026-06-25T10:00:00Z"})).To(Succeed())
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_, err := svc.GetJob("intruder", "x")
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Expect(err).To(HaveOccurred(), "a different user must not read someone else's job")
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})
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})
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Describe("store adapter conversion", func() {
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// The SyncedMap value type is *schema.QuantizationJob (the exact REST shape).
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// These specs prove the DB adapter round-trips it losslessly, so hydrate and
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// write-through in distributed mode keep responses unchanged.
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It("round-trips a job through jobToRecord/recordToJob preserving the API shape", func() {
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original := &schema.QuantizationJob{
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ID: "rt-1",
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UserID: "user-1",
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Model: "base-model",
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Backend: "llama-cpp-quantization",
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ModelID: "llama-cpp-quantization-quantize-rt-1",
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QuantizationType: "q4_k_m",
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Status: "completed",
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Message: "done",
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OutputDir: "/data/quantization/rt-1",
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OutputFile: "/data/quantization/rt-1/model.gguf",
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ExtraOptions: map[string]string{"hf_token": "secret"},
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CreatedAt: "2026-06-27T10:00:00Z",
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ImportStatus: "completed",
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ImportMessage: "",
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ImportModelName: "base-model-q4_k_m-rt-1",
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Config: &schema.QuantizationJobRequest{Model: "base-model", Backend: "llama-cpp-quantization", QuantizationType: "q4_k_m"},
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}
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rec := jobToRecord(original)
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Expect(rec.ID).To(Equal("rt-1"))
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Expect(rec.ConfigJSON).ToNot(BeEmpty(), "structured config must serialize into the JSON column")
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Expect(rec.ExtraOptsJSON).ToNot(BeEmpty())
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back := recordToJob(rec)
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Expect(back.ID).To(Equal(original.ID))
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Expect(back.UserID).To(Equal(original.UserID))
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Expect(back.Model).To(Equal(original.Model))
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Expect(back.Backend).To(Equal(original.Backend))
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Expect(back.ModelID).To(Equal(original.ModelID))
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Expect(back.QuantizationType).To(Equal(original.QuantizationType))
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Expect(back.Status).To(Equal(original.Status))
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Expect(back.Message).To(Equal(original.Message))
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Expect(back.OutputDir).To(Equal(original.OutputDir))
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Expect(back.OutputFile).To(Equal(original.OutputFile))
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Expect(back.ImportStatus).To(Equal(original.ImportStatus))
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Expect(back.ImportModelName).To(Equal(original.ImportModelName))
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Expect(back.CreatedAt).To(Equal(original.CreatedAt))
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Expect(back.ExtraOptions).To(Equal(original.ExtraOptions))
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Expect(back.Config).ToNot(BeNil())
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Expect(back.Config.QuantizationType).To(Equal("q4_k_m"))
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})
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})
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Describe("progress recording", func() {
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var (
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bus *testutil.FakeBus
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s *QuantizationService
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)
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BeforeEach(func() {
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bus = testutil.NewFakeBus()
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s = newTestService(bus)
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})
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AfterEach(func() {
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Expect(s.Close()).To(Succeed())
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})
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// The reported failure: a job that ran with no SSE client attached stayed
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// "queued" forever, because the only code that advanced job state lived
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// inside StreamProgress' stream callback. The transition is now applied by
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// the job's own watcher, so it lands with nobody watching.
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It("advances job state and rewrites state.json with no subscriber attached", func() {
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job := &schema.QuantizationJob{ID: "job-np", UserID: "user-1", Status: "queued", CreatedAt: "2026-09-05T10:00:00Z"}
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Expect(s.jobs.Set(ctx, job)).To(Succeed())
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Expect(s.progressSubs).To(BeEmpty())
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s.applyProgressUpdate(ctx, "job-np", &pb.QuantizationProgressUpdate{
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JobId: "job-np",
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Status: "completed",
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Message: "Quantization complete",
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OutputFile: "/data/quantization/job-np/model-q4_k_m.gguf",
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})
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got, err := s.GetJob("user-1", "job-np")
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Expect(err).ToNot(HaveOccurred())
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Expect(got.Status).To(Equal("completed"))
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Expect(got.Message).To(Equal("Quantization complete"))
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Expect(got.OutputFile).To(Equal("/data/quantization/job-np/model-q4_k_m.gguf"))
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data, err := os.ReadFile(filepath.Join(s.jobDir("job-np"), "state.json"))
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Expect(err).ToNot(HaveOccurred())
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var persisted schema.QuantizationJob
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Expect(json.Unmarshal(data, &persisted)).To(Succeed())
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Expect(persisted.Status).To(Equal("completed"))
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Expect(persisted.OutputFile).To(Equal("/data/quantization/job-np/model-q4_k_m.gguf"))
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})
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It("does not let a late update overwrite a terminal status", func() {
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job := &schema.QuantizationJob{ID: "job-stopped", UserID: "user-1", Status: "stopped", CreatedAt: "2026-09-05T10:00:00Z"}
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Expect(s.jobs.Set(ctx, job)).To(Succeed())
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s.applyProgressUpdate(ctx, "job-stopped", &pb.QuantizationProgressUpdate{
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JobId: "job-stopped",
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Status: "quantizing",
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})
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got, err := s.GetJob("user-1", "job-stopped")
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Expect(err).ToNot(HaveOccurred())
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Expect(got.Status).To(Equal("stopped"))
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})
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// The backend hands each update to a single consumer, so every client has
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// to be served from one in-process fan-out rather than its own stream.
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It("delivers one update to every attached subscriber", func() {
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first := s.subscribeProgress("job-fan")
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second := s.subscribeProgress("job-fan")
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defer s.unsubscribeProgress("job-fan", first)
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defer s.unsubscribeProgress("job-fan", second)
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s.publishProgress("job-fan", &schema.QuantizationProgressEvent{JobID: "job-fan", Status: "quantizing"})
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Expect((<-first).Status).To(Equal("quantizing"))
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Expect((<-second).Status).To(Equal("quantizing"))
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})
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It("unsubscribing removes the job's entry once the last client leaves", func() {
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ch := s.subscribeProgress("job-leave")
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Expect(s.progressSubs).To(HaveKey("job-leave"))
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s.unsubscribeProgress("job-leave", ch)
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Expect(s.progressSubs).ToNot(HaveKey("job-leave"))
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})
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// A client attaching after the job finished — including a job restored from
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// disk as "stopped" after a restart, which has no watcher — must not block
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// waiting for an event that will never come.
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It("returns a final event immediately for a job that already finished", func() {
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job := &schema.QuantizationJob{
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ID: "job-done", UserID: "user-1", Status: "completed",
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Message: "Quantization complete", OutputFile: "/data/quantization/job-done/model-q4_k_m.gguf",
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CreatedAt: "2026-09-05T10:00:00Z",
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}
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Expect(s.jobs.Set(ctx, job)).To(Succeed())
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var seen []*schema.QuantizationProgressEvent
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Expect(s.StreamProgress(ctx, "user-1", "job-done", func(e *schema.QuantizationProgressEvent) {
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seen = append(seen, e)
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})).To(Succeed())
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Expect(seen).To(HaveLen(1))
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Expect(seen[0].Status).To(Equal("completed"))
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Expect(seen[0].OutputFile).To(Equal("/data/quantization/job-done/model-q4_k_m.gguf"))
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Expect(s.progressSubs).ToNot(HaveKey("job-done"))
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})
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// StopJob kills the backend, so the watcher will never forward a terminal
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// update; without an explicit release an attached client would hang.
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It("releases an attached client when the job is stopped", func() {
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job := &schema.QuantizationJob{ID: "job-stop", UserID: "user-1", Status: "quantizing", CreatedAt: "2026-09-05T10:00:00Z"}
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Expect(s.jobs.Set(ctx, job)).To(Succeed())
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ch := s.subscribeProgress("job-stop")
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defer s.unsubscribeProgress("job-stop", ch)
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// nil modelLoader: exercise the release without standing up a backend.
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s.mu.Lock()
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job.Status = "stopped"
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s.mu.Unlock()
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s.publishProgress("job-stop", &schema.QuantizationProgressEvent{
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JobID: "job-stop", Status: "stopped", Message: "Quantization stopped by user",
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})
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event := <-ch
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Expect(event.Status).To(Equal("stopped"))
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Expect(isTerminalStatus(event.Status)).To(BeTrue())
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})
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It("streams published events to a client until a terminal status arrives", func() {
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job := &schema.QuantizationJob{ID: "job-live", UserID: "user-1", Status: "queued", CreatedAt: "2026-09-05T10:00:00Z"}
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Expect(s.jobs.Set(ctx, job)).To(Succeed())
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var seen []string
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done := make(chan error, 1)
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go func() {
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done <- s.StreamProgress(ctx, "user-1", "job-live", func(e *schema.QuantizationProgressEvent) {
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seen = append(seen, e.Status)
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})
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}()
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Eventually(func() bool {
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s.progressMu.Lock()
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defer s.progressMu.Unlock()
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return len(s.progressSubs["job-live"]) == 1
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}).Should(BeTrue())
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s.publishProgress("job-live", &schema.QuantizationProgressEvent{JobID: "job-live", Status: "quantizing"})
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s.publishProgress("job-live", &schema.QuantizationProgressEvent{JobID: "job-live", Status: "completed"})
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Eventually(done).Should(Receive(BeNil()))
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Expect(seen).To(Equal([]string{"quantizing", "completed"}))
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})
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})
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Describe("imported model backend", func() {
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It("strips the quantization channel suffix so the config pins the serving engine", func() {
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Expect(inferenceBackendFor("llama-cpp-quantization")).To(Equal("llama-cpp"))
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})
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It("leaves a backend that both quantizes and serves unchanged", func() {
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Expect(inferenceBackendFor("rocmfp4")).To(Equal("rocmfp4"))
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})
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It("keeps a pinned hardware variant, which is a valid backend value", func() {
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Expect(inferenceBackendFor("rocm-rocmfp4-quantization")).To(Equal("rocm-rocmfp4"))
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})
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It("normalizes dots the way gallery names are written", func() {
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Expect(inferenceBackendFor("llama.cpp-quantization")).To(Equal("llama-cpp"))
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})
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It("returns empty for an unset backend so the detected default is kept", func() {
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Expect(inferenceBackendFor("")).To(BeEmpty())
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})
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})
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Describe("compile-time adapter contract", func() {
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It("satisfies syncstate.Store for *distributed.QuantStore", func() {
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// Guards against drift between the adapter and the component interface;
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// the var assertion in syncstore.go covers it at build time, this keeps
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// the type referenced from a spec too.
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var _ *distributed.QuantStore
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Expect(&quantStoreAdapter{}).ToNot(BeNil())
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})
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})
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})
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