382 lines
12 KiB
Python
382 lines
12 KiB
Python
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"""
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@author:"˶EXDYSA"
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@title: "Selector"
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@nickname: "Selector"
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@version: "3.0.0"
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@project: "https://github.com/exdysa/comfyui-selector",
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@description: "Selector & Recourse. Presets & failsafes. Work flow."
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"""
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import comfy.samplers
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import comfy.sd
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import comfy.utils
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import comfy.model_base
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import comfy.model_management
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import comfy.model_sampling
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def get_alphabet(n): return [chr(i) for i in range(97, 97 + n)]
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class selectah:
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# dimensions sourced from: https://arxiv.org/abs/2307.01952
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# & https://github.com/Stability-AI/generative-models
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RATIO = [
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("1:1___SD 512x512", 512, 512),
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("4:3___SD 682x512", 682, 512),
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("3:2___SD 768x512", 768, 512),
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("16:9__SD 910x512", 910, 512),
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("1:85:1 SD 952x512", 952, 512),
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("2:1___SD 1024x512", 1024, 512),
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("1:1_SV3D 576x576", 576, 576),
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("16:9_SVD 1024X576", 1024, 576),
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("1:1__SD2 768x768", 768, 768),
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("1:1___XL 1024x1024", 1024, 1024),
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("16:15_XL 1024x960", 1024, 960),
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("17:15_XL 1088x960", 1088, 960),
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("17:14_XL 1088x896", 1088, 896),
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("4:3___XL 1152x896", 1152, 896),
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("18:13_XL 1152x832", 1152, 832),
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("3:2___XL 1216x832", 1216, 832),
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("5:3___XL 1280x768", 1280, 768),
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("7:4___XL 1344x768", 1344, 768),
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("21:11_XL 1344x704", 1344, 704),
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("2:1___XL 1408x704", 1408, 704),
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("23:11_XL 1472x704", 1472, 704),
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("21:9__XL 1536x640", 1536, 640),
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("5:2___XL 1600x640", 1600, 640),
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("26:9__XL 1664x576", 1664, 576),
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("3:1___XL 1728x576", 1728, 576),
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("28:9__XL 1792x576", 1792, 576),
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("29:8__XL 1856x512", 1856, 512),
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("15:4__XL 1920x512", 1920, 512),
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("31:8__XL 1984x512", 1984, 512),
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("4:1___XL 2048x512", 2048, 512),
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]
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@classmethod
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def INPUT_TYPES(self):
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aspect_ratio_titles = [title for title, res1, res2 in self.RATIO]
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rotation = ("landscape", "portrait")
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return {
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"required": {
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"aR": (aspect_ratio_titles,
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{"default": ("1:1___XL 1024x1024")}),
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"rotation": (rotation,),
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"batch":
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("INT", {"default": 1, "min": 1, "max": 10000,}),
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"steps":
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("INT", {"default": 20, "min": 1, "max": 10000,}),
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"refiner_steps":
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("INT", {"default": 20, "min": 1, "max": 10000,}),
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"cfg": ("FLOAT",{
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"default": 1.00,
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"min": 0.00,
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"max": 100.00,
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"step": 0.01,
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"round": False,
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}),
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"refiner_cfg": ("FLOAT", {
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"default": 1.00,
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"min": 0.00,
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"max": 100.00,
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"step": 0.01,
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"round": False,
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}),
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"str_denoise": ("FLOAT", {
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"default": 0.500,
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"min": 0.00,
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"max": 1000.00,
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"step": 0.01,
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"round": False,
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}),
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"scale_factor": ("FLOAT", {
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"default": 2.00,
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"min": 0.00,
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"max": 1000.00,
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"step": 0.01,
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"round": False,
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}),
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"variation_str": ("FLOAT", {
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"default": 0.000,
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"min": 0.000,
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"max": 1000.000,
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"step": 0.001,
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"round": False,
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}),
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"sampler": (comfy.samplers.KSampler.SAMPLERS,),
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"scheduler": (comfy.samplers.KSampler.SCHEDULERS,),
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},
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"optional": {
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"text": ("STRING", {"multiline": True, "default": "text"}),
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}
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}
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RETURN_TYPES = (
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"INT", "INT", "INT", "INT", "INT", "FLOAT",
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"FLOAT", "FLOAT", "FLOAT", "FLOAT", comfy.samplers.KSampler.SAMPLERS,
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comfy.samplers.KSampler.SCHEDULERS, "STRING",)
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RETURN_NAMES = (
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"WIDTH",
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"HEIGHT",
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"BATCH_SIZE",
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"STEPS",
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"REFINER_STEPS",
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"CFG",
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"REFINER_CFG",
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"STRENGTH",
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"SCALE_FACTOR",
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"VARIATION_STR",
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"SAMPLER",
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"SCHEDULER",
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"TEXT",
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)
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FUNCTION = "selectah"
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CATEGORY = "image"
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def selectah(self, aR, rotation, batch, steps, refiner_steps, cfg, refiner_cfg, str_denoise, scale_factor, variation_str, sampler, scheduler, text):
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for title, width, height in self.RATIO:
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if title == aR:
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if rotation == "portrait":
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width, height = height, width # Swap for portrait orientation
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return (width, height, batch, steps, refiner_steps, cfg, refiner_cfg, str_denoise, scale_factor, variation_str, sampler, scheduler, text)
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return (None, None, batch, steps, refiner_steps, cfg, refiner_cfg, str_denoise, scale_factor, variation_str, sampler, scheduler, text) # In case the aspect ratio is not found
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class re_korz_ckpt:
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def __init__(self):
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pass
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@classmethod
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def INPUT_TYPES(cls):
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return {
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"optional": {
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f"{typ}_opt{l}": (typ,) for typ, n in {
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"model": 2,
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"clip": 3,
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"vae": 2
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}.items() for l in get_alphabet(n)
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},
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"required": {}
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}
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RETURN_TYPES = (
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"MODEL","CLIP", "VAE", "INT"
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)
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RETURN_NAMES = (
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"MODEL", "CLIP", "VAE", "M_TYPE"
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)
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FUNCTION = "checkckpt"
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CATEGORY = "utils/Recourse"
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def checkckpt(self, model_opta=None, model_optb=None, clip_opta=None, clip_optb=None, clip_optc=None, vae_opta=None, vae_optb=None,m_type=1):
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model_out = next((model for model in [model_opta, model_optb] if getattr(model, 'model_options', None) is not None), None)
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if clip_opta is not None or clip_optb is not None or clip_optc is not None:
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clip_out = next((clip for clip in [clip_opta, clip_optb, clip_optc] if clip), None)
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else:
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clip_out = None
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if vae_opta is not None or vae_optb is not None:
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vae_out = next((vae for vae in [vae_opta, vae_optb] if vae), None)
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else:
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vae_out = None
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if model_out is not None :
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if isinstance(model_out, comfy.model_base.SDXL) or isinstance(model_out, comfy.model_base.SDXL_instructpix2pix):
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m_type=2
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elif isinstance(model_out, comfy.model_base.SDXLRefiner):
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m_type=4
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elif isinstance(model_out, comfy.model_base.SD3):
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m_type=3
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else:
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m_type=1
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return (model_out,clip_out,vae_out,m_type)
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class re_korz_polarity:
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def __init__(self):
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pass
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@classmethod
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def INPUT_TYPES(cls):
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return {
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"optional": {
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**{f"pos_opt{l}": ("CONDITIONING", ) for l in get_alphabet(4)},
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**{f"neg_opt{l}": ("CONDITIONING", ) for l in get_alphabet(4)}
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},
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"required": {}
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}
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RETURN_TYPES = (
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"CONDITIONING","CONDITIONING",
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)
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RETURN_NAMES = (
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"CONDITION+", "CONDITION-",
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)
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FUNCTION = "check_cond"
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CATEGORY = "utils/Recourse"
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def check_cond(self, pos_opta=0, pos_optb=0, pos_optc=0, pos_optd=0, neg_opta=0, neg_optb=0, neg_optc=0, neg_optd=0):
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if pos_opta is not None or pos_optb is not None or pos_optc is not None or pos_optd is not None:
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pos_out = next((pos for pos in [pos_opta, pos_optb, pos_optc, pos_optd] if pos), None)
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else:
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pos_out = None
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if neg_opta is not None or neg_optb is not None or neg_optc is not None or neg_optd is not None:
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neg_out = next((neg for neg in [neg_opta, neg_optb, neg_optc, neg_optd] if neg), None)
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else:
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neg_out = None
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return (pos_out,neg_out)
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class re_korz_image:
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def __init__(self):
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pass
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@classmethod
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def INPUT_TYPES(cls):
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return {
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"optional": {f"img_opt{l}": ("IMAGE", ) for l in "abcd"},
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"required": {}
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}
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RETURN_TYPES = (
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"IMAGE",
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)
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RETURN_NAMES = (
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"IMAGE",
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)
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FUNCTION = "check_img"
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CATEGORY = "utils/Recourse"
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def check_img(self, img_opta=0, img_optb=0, img_optc=0, img_optd=0):
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if img_opta is not None or img_optb is not None or img_optc is not None or img_optd is not None:
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img_out = next((img for img in [img_opta, img_optb, img_optc, img_optd] if img), None)
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else:
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img_out = None
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return (img_out,)
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class fork:
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@classmethod
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def INPUT_TYPES(s):
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return {
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"optional": {
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"switch":
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("INT", {"default": 1, "min": 1, "max": 10000,}),
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"model": ("MODEL",),
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},
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"required": {}
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}
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RETURN_TYPES = "MODEL", "MODEL", "MODEL", "MODEL",
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RETURN_NAMES = "OUT_A", "OUT_B", "OUT_C", "OUT_D",
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FUNCTION = "forkd"
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CATEGORY = "utils/Recourse"
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def forkd(self, switch, model):
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if switch == 1:
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return (model, None, None, None)
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elif switch == 2:
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return (None, model, None, None)
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elif switch == 3:
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return (None, None, model, None)
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elif switch == 4 or 5:
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return (None, None, None, model)
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else:
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return (None, None, None, None)
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class fork_clip:
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@classmethod
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def INPUT_TYPES(s):
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return {
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"optional": {
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"switch":
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("INT", {"default": 1, "min": 1, "max": 10000,}),
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"clip": ("CLIP",),
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},
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"required": {}
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}
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RETURN_TYPES = "CLIP", "CLIP", "CLIP", "CLIP",
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RETURN_NAMES = "OUT_A", "OUT_B", "OUT_C", "OUT_D",
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FUNCTION = "forkd"
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CATEGORY = "utils/Recourse"
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def forkd(self, switch, clip):
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if switch == 1:
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return (clip, None, None, None)
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elif switch == 2:
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return (None, clip, None, None)
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elif switch == 3:
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return (None, None, clip, None)
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elif switch == 4 or 5:
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return (None, None, None, clip)
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else:
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return (None, None, None, None)
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class unite:
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@classmethod
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def INPUT_TYPES(s):
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return {
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"optional": {
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"latent1": ("LATENT",),
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"latent2": ("LATENT",),
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"latent3": ("LATENT",),
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"latent4": ("LATENT",),
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"selection":
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("INT", {"default": 1, "min": 1, "max": 100,}),
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},
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"required": {
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}
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}
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RETURN_TYPES = "LATENT",
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RETURN_NAMES = "LATENT",
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FUNCTION = "unity"
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CATEGORY = "utils/Recourse"
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def unity(self, **kwargs):
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latent_out = f"latent{int(kwargs['selection'])}"
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if latent_out in kwargs:
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return (kwargs[latent_out],)
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else:
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print(f"selection invalid - indexing error")
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return (kwargs['latent1'],)
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NODE_CLASS_MAPPINGS = { "Selector...": selectah,
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"Recourse...": re_korz_ckpt,
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"RecourseConditioning...": re_korz_polarity,
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"RecourseImage...": re_korz_image,
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"Fork...": fork,
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"ForkClip...": fork_clip,
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"Unite...": unite,
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}
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NODE_DISPLAY_NAME_MAPPINGS = { "Selector": "Selector...",
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"Recourse": "Recourse...",
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"RecourseConditioning": "RecourseConditioning...",
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"RecourseImage": "RecourseImage...",
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"Fork": "Fork (Model)...",
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"ForkClip": "Fork (Clip)...",
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"Unite": "Unite (Latent)...",
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}
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