|
|
|
import comfy.utils
|
|
|
|
|
|
|
|
def reshape_latent_to(target_shape, latent):
|
|
|
|
if latent.shape[1:] != target_shape[1:]:
|
|
|
|
latent.movedim(1, -1)
|
|
|
|
latent = comfy.utils.common_upscale(latent, target_shape[3], target_shape[2], "bilinear", "center")
|
|
|
|
latent.movedim(-1, 1)
|
|
|
|
return comfy.utils.repeat_to_batch_size(latent, target_shape[0])
|
|
|
|
|
|
|
|
|
|
|
|
class LatentAdd:
|
|
|
|
@classmethod
|
|
|
|
def INPUT_TYPES(s):
|
|
|
|
return {"required": { "samples1": ("LATENT",), "samples2": ("LATENT",)}}
|
|
|
|
|
|
|
|
RETURN_TYPES = ("LATENT",)
|
|
|
|
FUNCTION = "op"
|
|
|
|
|
|
|
|
CATEGORY = "latent/advanced"
|
|
|
|
|
|
|
|
def op(self, samples1, samples2):
|
|
|
|
samples_out = samples1.copy()
|
|
|
|
|
|
|
|
s1 = samples1["samples"]
|
|
|
|
s2 = samples2["samples"]
|
|
|
|
|
|
|
|
s2 = reshape_latent_to(s1.shape, s2)
|
|
|
|
samples_out["samples"] = s1 + s2
|
|
|
|
return (samples_out,)
|
|
|
|
|
|
|
|
class LatentSubtract:
|
|
|
|
@classmethod
|
|
|
|
def INPUT_TYPES(s):
|
|
|
|
return {"required": { "samples1": ("LATENT",), "samples2": ("LATENT",)}}
|
|
|
|
|
|
|
|
RETURN_TYPES = ("LATENT",)
|
|
|
|
FUNCTION = "op"
|
|
|
|
|
|
|
|
CATEGORY = "latent/advanced"
|
|
|
|
|
|
|
|
def op(self, samples1, samples2):
|
|
|
|
samples_out = samples1.copy()
|
|
|
|
|
|
|
|
s1 = samples1["samples"]
|
|
|
|
s2 = samples2["samples"]
|
|
|
|
|
|
|
|
s2 = reshape_latent_to(s1.shape, s2)
|
|
|
|
samples_out["samples"] = s1 - s2
|
|
|
|
return (samples_out,)
|
|
|
|
|
|
|
|
class LatentMultiply:
|
|
|
|
@classmethod
|
|
|
|
def INPUT_TYPES(s):
|
|
|
|
return {"required": { "samples": ("LATENT",),
|
|
|
|
"multiplier": ("FLOAT", {"default": 1.0, "min": -10.0, "max": 10.0, "step": 0.01}),
|
|
|
|
}}
|
|
|
|
|
|
|
|
RETURN_TYPES = ("LATENT",)
|
|
|
|
FUNCTION = "op"
|
|
|
|
|
|
|
|
CATEGORY = "latent/advanced"
|
|
|
|
|
|
|
|
def op(self, samples, multiplier):
|
|
|
|
samples_out = samples.copy()
|
|
|
|
|
|
|
|
s1 = samples["samples"]
|
|
|
|
samples_out["samples"] = s1 * multiplier
|
|
|
|
return (samples_out,)
|
|
|
|
|
|
|
|
NODE_CLASS_MAPPINGS = {
|
|
|
|
"LatentAdd": LatentAdd,
|
|
|
|
"LatentSubtract": LatentSubtract,
|
|
|
|
"LatentMultiply": LatentMultiply,
|
|
|
|
}
|