feat(imagegen): reference-image editing for instruction-edit models #22

Merged
steve merged 1 commits from feat/imagegen-reference-edit into main 2026-07-31 01:35:36 +00:00
3 changed files with 154 additions and 2 deletions
+31 -1
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@@ -9,9 +9,32 @@ type EditRequest struct {
// Prompt is the text description of the desired edit.
Prompt string
// Init is the initial image the edit starts from. Required.
// Init is the initial image the edit starts from. Required, EXCEPT when
// RefImages is set — see there.
Init Image
// RefImages carries reference images for INSTRUCTION-EDIT models
Review

Benchmark narrative duplicated across edit.go, image.go, and edit_test.go doc comments

maintainability · flagged by 1 model

Verified against the actual files. The finding holds: imagegen/edit.go:16-35 and provider/llamaswap/edit_test.go:156-163 both encode the identical specific benchmark facts (FLUX.1-Kontext, blue-rectangle→green, 2026-07-30, "numerically unchanged") in paraphrased-but-substantively-duplicated prose, and provider/llamaswap/image.go:188-192 echoes the same "not-an-error" rationale in shorter form. The rest of the draft's assessment (reuse of sdWire/doJSON/decodeImages shape, reuse of `ed…

🪰 Gadfly · advisory

⚪ **Benchmark narrative duplicated across edit.go, image.go, and edit_test.go doc comments** _maintainability · flagged by 1 model_ Verified against the actual files. The finding holds: `imagegen/edit.go:16-35` and `provider/llamaswap/edit_test.go:156-163` both encode the identical specific benchmark facts (FLUX.1-Kontext, blue-rectangle→green, 2026-07-30, "numerically unchanged") in paraphrased-but-substantively-duplicated prose, and `provider/llamaswap/image.go:188-192` echoes the same "not-an-error" rationale in shorter form. The rest of the draft's assessment (reuse of `sdWire`/`doJSON`/`decodeImages` shape, reuse of `ed… <sub>🪰 Gadfly · advisory</sub>
// (FLUX.1 Kontext, Qwen-Image-Edit), which are a different kind of edit
// from img2img and reach the model by a different path.
//
// img2img noises Init and denoises it back under the prompt: the prompt
// describes the DESIRED IMAGE, and how much of the original survives is a
// function of Strength. An instruction-edit model instead takes the
// picture as conditioning and the prompt as an INSTRUCTION about it
// ("change the sign to read OPEN"), leaving everything it was not asked
// to touch bit-for-bit intact — no mask, no strength, no compositing.
//
// Sending one of these models an Init instead of a RefImage does not
// degrade gracefully, it silently does the wrong thing: measured against
// FLUX.1-Kontext on 2026-07-30, "change the blue rectangle to green" via
// init_images left the rectangle blue and drifted every other region,
// while the same prompt via a reference image turned it green and left
// the rest of the frame numerically unchanged.
//
// When RefImages is non-empty, Init/Mask/Strength are IGNORED: they
// describe a pipeline this model does not run.
RefImages []Image
// Mask restricts the edit to a region (inpainting): a single-channel or
// RGB image the same size as Init where WHITE pixels are repainted and
// BLACK pixels are kept. Empty = whole-image edit. Backends without mask
@@ -54,6 +77,13 @@ type EditOption func(*EditRequest)
// WithEditMask restricts the edit to a region (white = repaint, black = keep).
func WithEditMask(m Image) EditOption { return func(r *EditRequest) { r.Mask = m } }
// WithEditRefImages supplies reference images for an instruction-edit model
// (Kontext / Qwen-Image-Edit). See EditRequest.RefImages — this selects a
// different edit path, not a variation on img2img.
func WithEditRefImages(imgs ...Image) EditOption {
return func(r *EditRequest) { r.RefImages = imgs }
}
// WithEditStrength sets the denoising strength in [0,1].
func WithEditStrength(s float64) EditOption { return func(r *EditRequest) { r.Strength = &s } }
+73
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@@ -152,3 +152,76 @@ func TestImageEditWithoutMaskOmitsField(t *testing.T) {
t.Error("mask field sent for unmasked edit; want omitted")
}
}
// TestImageEditByReferenceUsesTxt2ImgExtraImages pins the instruction-edit
// wire shape. It is a DIFFERENT endpoint and a DIFFERENT field from img2img,
// and the difference is not cosmetic: measured against FLUX.1-Kontext on
// 2026-07-30, the same prompt sent as init_images left the thing it was told
// to change untouched and drifted everything else, while extra_images changed
// exactly what was asked and left the rest of the frame numerically
// unchanged. Routing a reference edit down the img2img path would look like
// a working call and silently produce the wrong picture.
func TestImageEditByReferenceUsesTxt2ImgExtraImages(t *testing.T) {
var gotPath string
var gotBody map[string]any
srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
gotPath = r.URL.Path
_ = json.NewDecoder(r.Body).Decode(&gotBody)
_, _ = w.Write([]byte(`{"images":["` + onePixelPNG + `"]}`))
}))
defer srv.Close()
p := New(WithBaseURL(srv.URL), WithHTTPClient(srv.Client()))
im, _ := p.ImageModel("imagegen-flux-kontext")
ed := im.(imagegen.Editor)
ref := editInit(t)
if _, err := ed.Edit(context.Background(), imagegen.EditRequest{
Prompt: "make the sign read OPEN",
// Init/Mask/Strength are set and must be IGNORED — they describe a
// pipeline this model does not run.
Init: ref,
Mask: ref,
Strength: func() *float64 { s := 0.75; return &s }(),
}, imagegen.WithEditRefImages(ref)); err != nil {
t.Fatalf("reference edit: %v", err)
}
if gotPath != "/sdapi/v1/txt2img" {
t.Errorf("path = %q, want /sdapi/v1/txt2img (there is no init latent to denoise)", gotPath)
}
extra, ok := gotBody["extra_images"].([]any)
if !ok || len(extra) != 1 {
t.Fatalf("extra_images = %v, want the one reference image", gotBody["extra_images"])
}
if _, present := gotBody["init_images"]; present {
t.Error("init_images must NOT be sent on the reference path — it re-noises the picture")
}
if _, present := gotBody["denoising_strength"]; present {
t.Error("denoising_strength must NOT be sent on the reference path")
}
if _, present := gotBody["mask"]; present {
t.Error("mask must NOT be sent on the reference path")
}
}
// TestImageEditByReferenceRejectsEmptyRefs guards the case that would
// otherwise silently become a plain txt2img: a reference edit whose only
// reference carries no bytes has nothing to condition on, and rendering the
// prompt from scratch is not what the caller asked for.
func TestImageEditByReferenceRejectsEmptyRefs(t *testing.T) {
srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
_, _ = w.Write([]byte(`{"images":["` + onePixelPNG + `"]}`))
}))
defer srv.Close()
p := New(WithBaseURL(srv.URL), WithHTTPClient(srv.Client()))
im, _ := p.ImageModel("imagegen-flux-kontext")
ed := im.(imagegen.Editor)
_, err := ed.Edit(context.Background(), imagegen.EditRequest{Prompt: "anything"},
imagegen.WithEditRefImages(imagegen.Image{MIME: "image/png"}))
if !errors.Is(err, llm.ErrUnsupported) {
t.Fatalf("err = %v, want ErrUnsupported for an all-empty reference set", err)
}
}
+50 -1
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@@ -135,9 +135,30 @@ type img2imgRequest struct {
Mask string `json:"mask,omitempty"`
}
// Edit implements imagegen.Editor via POST {base}/sdapi/v1/img2img.
// refEditRequest is the wire shape for an INSTRUCTION-EDIT model. sd-server
// exposes reference images as `extra_images` on the shared img-gen request
// builder (routes_sdapi.cpp lands them in gen_params.ref_images — the same
// place the CLI's -r/--ref-image goes), and that field is read on BOTH
// /txt2img and /img2img.
//
// It posts to /txt2img because there is no init latent to denoise: the
// reference IS the conditioning, so an init image plus a denoising strength
// would only add noise to a pipeline that does not want any. Output
// resolution follows the reference image.
type refEditRequest struct {
txt2imgRequest
ExtraImages []string `json:"extra_images"`
}
// Edit implements imagegen.Editor. Two different pipelines live behind it,
// selected by the request: RefImages routes to an instruction-edit model via
// /sdapi/v1/txt2img + extra_images, everything else is img2img. See
// imagegen.EditRequest.RefImages for why they are not interchangeable.
func (m *imageModel) Edit(ctx context.Context, req imagegen.EditRequest, opts ...imagegen.EditOption) (*imagegen.Result, error) {
req = req.Apply(opts...)
if len(req.RefImages) > 0 {
return m.editByReference(ctx, req)
}
if len(req.Init.Data) == 0 {
return nil, fmt.Errorf("%w: image edit requires an init image", llm.ErrUnsupported)
}
@@ -164,6 +185,34 @@ func (m *imageModel) Edit(ctx context.Context, req imagegen.EditRequest, opts ..
return decodeImages(m.p.name, m.id, &resp)
}
// editByReference runs the instruction-edit path. Mask and Strength are
// deliberately NOT rejected when set: a caller that hands the same
// EditRequest to whichever model is configured should get the better result
// on a Kontext-class model, not an error, and both fields describe a
// pipeline that simply does not exist here.
func (m *imageModel) editByReference(ctx context.Context, req imagegen.EditRequest) (*imagegen.Result, error) {
base, err := m.sdWire("reference edit", req.Prompt, req.NegativePrompt, req.Sampler, req.Size, req.Seed, req.Steps, req.CFGScale, req.N)
if err != nil {
return nil, err
}
wire := refEditRequest{txt2imgRequest: base}
for _, ref := range req.RefImages {
Review

🟡 editByReference silently drops individual empty-Data RefImages entries instead of erroring, only guarding against the all-empty case

correctness, error-handling · flagged by 2 models

  • provider/llamaswap/image.go:199-206editByReference silently skips individual RefImages entries with empty Data and only errors when the entire filtered result is empty. A caller passing e.g. 3 references where one has empty Data (upstream bug) gets a "successful" call sent with only 2 references and no signal one was dropped — the same "silently produces the wrong picture" failure mode the PR's own description and TestImageEditByReferenceRejectsEmptyRefs explicitly guard a…

🪰 Gadfly · advisory

🟡 **editByReference silently drops individual empty-Data RefImages entries instead of erroring, only guarding against the all-empty case** _correctness, error-handling · flagged by 2 models_ - **`provider/llamaswap/image.go:199-206`** — `editByReference` silently skips individual `RefImages` entries with empty `Data` and only errors when the *entire* filtered result is empty. A caller passing e.g. 3 references where one has empty `Data` (upstream bug) gets a "successful" call sent with only 2 references and no signal one was dropped — the same "silently produces the wrong picture" failure mode the PR's own description and `TestImageEditByReferenceRejectsEmptyRefs` explicitly guard a… <sub>🪰 Gadfly · advisory</sub>
if len(ref.Data) == 0 {
continue
}
wire.ExtraImages = append(wire.ExtraImages, base64.StdEncoding.EncodeToString(ref.Data))
}
if len(wire.ExtraImages) == 0 {
return nil, fmt.Errorf("%w: reference edit requires at least one non-empty reference image", llm.ErrUnsupported)
}
var resp txt2imgResponse
if err := m.p.doJSON(ctx, http.MethodPost, "/sdapi/v1/txt2img", m.id, &wire, &resp); err != nil {
return nil, err
}
return decodeImages(m.p.name, m.id, &resp)
}
// parseSize splits a "WxH" string into width/height pointers. "" yields
// (nil, nil) so the model's own default resolution applies.
func parseSize(size string) (*int, *int, error) {