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Copy CropLatentsInvocation from 74647fa9c1/images_to_grids.py (L1117C1-L1167C80)
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@ -1166,3 +1166,56 @@ class BlendLatentsInvocation(BaseInvocation):
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# context.services.latents.set(name, resized_latents)
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context.services.latents.save(name, blended_latents)
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return build_latents_output(latents_name=name, latents=blended_latents)
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@invocation(
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"lcrop",
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title="Crop Latents",
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tags=["latents", "crop"],
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category="latents",
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version="1.0.0",
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)
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class CropLatentsInvocation(BaseInvocation):
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"""Crops latents"""
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latents: LatentsField = InputField(
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description=FieldDescriptions.latents,
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input=Input.Connection,
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)
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width: int = InputField(
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ge=64,
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multiple_of=_downsampling_factor,
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description=FieldDescriptions.width,
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)
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height: int = InputField(
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ge=64,
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multiple_of=_downsampling_factor,
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description=FieldDescriptions.width,
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)
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x_offset: int = InputField(
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ge=0,
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multiple_of=_downsampling_factor,
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description="x-coordinate",
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)
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y_offset: int = InputField(
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ge=0,
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multiple_of=_downsampling_factor,
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description="y-coordinate",
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)
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def invoke(self, context: InvocationContext) -> LatentsOutput:
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latents = context.services.latents.get(self.latents.latents_name)
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x1 = self.x_offset // _downsampling_factor
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y1 = self.y_offset // _downsampling_factor
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x2 = x1 + (self.width // _downsampling_factor)
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y2 = y1 + (self.height // _downsampling_factor)
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cropped_latents = latents[:, :, y1:y2, x1:x2]
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# resized_latents = resized_latents.to("cpu")
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name = f"{context.graph_execution_state_id}__{self.id}"
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context.services.latents.save(name, cropped_latents)
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return build_latents_output(latents_name=name, latents=cropped_latents)
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