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27 changes: 19 additions & 8 deletions modules/imageInferenceInputs.py
Original file line number Diff line number Diff line change
Expand Up @@ -27,6 +27,10 @@ def INPUT_TYPES(cls):
"tooltip": f"Optional tag describing {ordinal.capitalize()} Reference Image. Leave empty to omit.",
"default": "",
})
optionalInputs[f"Reference Role {i}"] = ("STRING", {
"tooltip": f"Optional role for {ordinal} reference image (e.g. person, garment). Leave empty to omit.",
"default": "",
})
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optionalInputs[f"Reference Type {i}"] = ("STRING", {
"tooltip": f"Optional type for {ordinal} reference, e.g. 'sketch' for illustrative style models. Leave empty to omit.",
"default": "",
Expand All @@ -44,13 +48,13 @@ def INPUT_TYPES(cls):
optionalInputs[f"Super Resolution Reference Image {i}"] = ("IMAGE", {
"tooltip": f"Specifies {ordinal.capitalize()} Super Resolution Reference Image for the inputs.",
})

return {
"required": {},
"optional": optionalInputs
}

DESCRIPTION = "Configure custom inputs for Runware Image Inference, including reference images (with optional type e.g. 'sketch' for illustrative style models, and strength 0-1 for sketch) that can be passed to the inference node."
DESCRIPTION = "Configure custom inputs for Runware Image Inference, including image/mask, reference images (with optional tag, role, type e.g. 'sketch' for illustrative style models, and strength 0-1 for sketch), and super resolution references."
FUNCTION = "createInputs"
RETURN_TYPES = ("RUNWAREIMAGEINFERENCEINPUTS",)
RETURN_NAMES = ("Inference Inputs",)
Expand Down Expand Up @@ -85,34 +89,41 @@ def _collectReferences(self, kwargs):
for i in range(1, self.MAX_REFERENCE_IMAGES + 1):
image = kwargs.get(f"Reference Image {i}", None)
tag = kwargs.get(f"Reference Tag {i}", "")
role = kwargs.get(f"Reference Role {i}", "")
ref_type = kwargs.get(f"Reference Type {i}", "")
strength = kwargs.get(f"Reference Strength {i}", 0.0)
if image is not None:
reference_slots.append((image, tag, ref_type, strength))
reference_slots.append((image, tag, role, ref_type, strength))

if not reference_slots:
return []

has_tags = any(
isinstance(tag, str) and tag.strip() != ""
for _, tag, _, _ in reference_slots
for _, tag, _, _, _ in reference_slots
)
has_roles = any(
isinstance(role, str) and role.strip() != ""
for _, _, role, _, _ in reference_slots
)
has_type = any(
isinstance(rt, str) and rt.strip() != ""
for _, _, rt, _ in reference_slots
for _, _, _, rt, _ in reference_slots
)

if not has_tags and not has_type:
if not has_tags and not has_roles and not has_type:
return [
rwUtils.convertTensor2IMG(image)
for image, _, _, _ in reference_slots
for image, _, _, _, _ in reference_slots
]

references = []
for image, tag, ref_type, strength in reference_slots:
for image, tag, role, ref_type, strength in reference_slots:
entry = {"image": rwUtils.convertTensor2IMG(image)}
if isinstance(tag, str) and tag.strip() != "":
entry["tag"] = tag.strip()
if isinstance(role, str) and role.strip() != "":
entry["role"] = role.strip()
if isinstance(ref_type, str) and ref_type.strip() != "":
entry["type"] = ref_type.strip()
if ref_type.strip().lower() == "sketch":
Expand Down
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