399 lines
9.6 KiB
Python
399 lines
9.6 KiB
Python
import torch
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from comfy.model_patcher import ModelPatcher
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import comfy.model_base
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from .util import tensor_to_pil, hex_to_rgba
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class GetImageBatchSize:
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@classmethod
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def INPUT_TYPES(self):
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return {"required": {
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"image": ('IMAGE', {}),
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},
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}
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RETURN_TYPES = ("NUMBER", "INT", "FLOAT",)
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RETURN_NAMES = ("number", "int", "float",)
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FUNCTION = "batch_size"
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OUTPUT_NODE = False
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CATEGORY = "EasyApi/Image"
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# INPUT_IS_LIST = False
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# OUTPUT_IS_LIST = (False, False)
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def batch_size(self, image):
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size = image.shape[0]
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return (size, size, float(size),)
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class JoinList:
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@classmethod
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def INPUT_TYPES(self):
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return {"required": {
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"lst": ('LIST', {}),
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"delimiter": ('STRING', {"default": ','},),
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},
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}
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RETURN_TYPES = ("STRING",)
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# RETURN_NAMES = ("STRING", )
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FUNCTION = "join"
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OUTPUT_NODE = False
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CATEGORY = "EasyApi/List"
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# INPUT_IS_LIST = False
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# OUTPUT_IS_LIST = (False, False)
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def join(self, lst, delimiter=','):
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lst = delimiter.join(list(map(str, lst)))
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return (lst,)
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class IntToNumber:
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@classmethod
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def INPUT_TYPES(self):
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return {"required": {
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"INT": ('INT', {"forceInput": True}),
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},
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}
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RETURN_TYPES = ("NUMBER",)
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FUNCTION = "convert"
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OUTPUT_NODE = False
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CATEGORY = "EasyApi/Integer"
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def convert(self, INT):
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return (INT,)
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class IntToList:
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@classmethod
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def INPUT_TYPES(self):
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return {
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"required": {
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"int_a": ('INT', {"forceInput": True}),
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},
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"optional": {
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"int_b": ('INT', {"forceInput": True}),
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}
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}
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RETURN_TYPES = ("LIST",)
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FUNCTION = "convert"
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OUTPUT_NODE = False
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CATEGORY = "EasyApi/Integer"
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def convert(self, int_a, int_b=None):
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list = [int_a]
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if int_b:
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list.append(int_b)
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return (list,)
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class StringToList:
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@classmethod
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def INPUT_TYPES(self):
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return {
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"required": {
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"str_a": ('STRING', {"forceInput": True}),
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},
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"optional": {
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"str_b": ('STRING', {"forceInput": True}),
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}
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}
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RETURN_TYPES = ("LIST",)
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FUNCTION = "convert"
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OUTPUT_NODE = False
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CATEGORY = "EasyApi/String"
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def convert(self, str_a, str_b=None):
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list = [str_a]
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if str_b:
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list.append(str_b)
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return (list,)
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class ListMerge:
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@classmethod
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def INPUT_TYPES(self):
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return {
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"required": {
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"list_a": ('LIST', {"forceInput": True}),
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},
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"optional": {
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"list_b": ('LIST', {"forceInput": True}),
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}
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}
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RETURN_TYPES = ("LIST",)
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FUNCTION = "convert"
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OUTPUT_NODE = False
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CATEGORY = "EasyApi/String"
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def convert(self, list_a, list_b=None):
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list = [] + list_a
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if list_b:
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list = list + list_b
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return (list,)
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class ShowString:
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@classmethod
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def INPUT_TYPES(self):
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return {
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"required": {
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"str": ("STRING", {"forceInput": True}),
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"key": ('STRING', {"default": "text"}),
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}
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}
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RETURN_TYPES = ("STRING",)
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FUNCTION = "show"
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CATEGORY = "EasyApi/String"
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# 作为输出节点,返回数据格式是{"ui": {output_name:value}, "result": (value,)}
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# ui中是websocket返回给前端的内容,result是py执行传给下个节点用的
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OUTPUT_NODE = True
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def show(self, str, key):
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return {"ui": {key: (str,)}, "result": (str,)}
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class ShowInt:
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@classmethod
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def INPUT_TYPES(self):
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return {
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"required": {
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"INT": ("INT", {"forceInput": True}),
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"key": ('STRING', {"default": "text"}),
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}
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}
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RETURN_TYPES = ("INT",)
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FUNCTION = "show"
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CATEGORY = "EasyApi/Integer"
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# 作为输出节点,返回数据格式是{"ui": {output_name:value}, "result": (value,)}
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# ui中是websocket返回给前端的内容,result是py执行传给下个节点用的
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OUTPUT_NODE = True
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def show(self, INT, key):
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return {"ui": {key: (INT,)}, "result": (INT,)}
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class ShowFloat:
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@classmethod
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def INPUT_TYPES(self):
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return {
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"required": {
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"FLOAT": ("FLOAT", {"forceInput": True}),
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"key": ('STRING', {"default": "text"}),
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}
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}
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RETURN_TYPES = ("FLOAT",)
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FUNCTION = "show"
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CATEGORY = "EasyApi/Float"
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# 作为输出节点,返回数据格式是{"ui": {output_name:value}, "result": (value,)}
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# ui中是websocket返回给前端的内容,result是py执行传给下个节点用的
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OUTPUT_NODE = True
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def show(self, FLOAT, key):
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return {"ui": {key: (FLOAT,)}, "result": (FLOAT,)}
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class ShowNumber:
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@classmethod
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def INPUT_TYPES(self):
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return {
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"required": {
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"number": ("NUMBER", {"forceInput": True}),
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"key": ('STRING', {"default": "text"}),
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}
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}
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RETURN_TYPES = ("NUMBER",)
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FUNCTION = "show"
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CATEGORY = "EasyApi/Number"
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# 作为输出节点,返回数据格式是{"ui": {output_name:value}, "result": (value,)}
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# ui中是websocket返回给前端的内容,result是py执行传给下个节点用的
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OUTPUT_NODE = True
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def show(self, number, key):
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return {"ui": {key: (number,)}, "result": (number,)}
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class ShowBoolean:
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@classmethod
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def INPUT_TYPES(self):
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return {
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"required": {
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"Bool": ("BOOLEAN", {"forceInput": True}),
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"key": ('STRING', {"default": "text"}),
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}
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}
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RETURN_TYPES = ("BOOLEAN",)
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FUNCTION = "show"
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CATEGORY = "EasyApi/Boolean"
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OUTPUT_NODE = True
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def show(self, Bool, key):
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return {"ui": {key: (Bool,)}, "result": (Bool,)}
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class ColorPicker:
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@classmethod
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def INPUT_TYPES(s):
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return {"required":
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{
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"color": ("SINGLECOLORPICKER",),
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},
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}
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RETURN_TYPES = ("STRING", "STRING", "STRING", "INT",)
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RETURN_NAMES = ("HEX", "RGBA", "RGB", "A",)
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FUNCTION = "picker"
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CATEGORY = "EasyApi/Color"
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INPUT_IS_LIST = False
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OUTPUT_IS_LIST = (False, False, False, False, )
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def picker(self, color):
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r, g, b, a = hex_to_rgba(color)
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h = color
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rgba = f"#{r:02X}{g:02X}{b:02X}{a:02X}"
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rgb = f"#{r:02X}{g:02X}{b:02X}"
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return h, rgba, rgb, a,
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class ImageEqual:
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@classmethod
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def INPUT_TYPES(s):
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return {"required":
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{
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"a": ("IMAGE",),
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"b": ('IMAGE',),
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},
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}
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RETURN_TYPES = ("BOOLEAN",)
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RETURN_NAMES = ("is_b",)
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FUNCTION = "compare"
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CATEGORY = "EasyApi/Image"
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INPUT_IS_LIST = False
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OUTPUT_IS_LIST = (False, )
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def compare(self, a, b):
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if a.shape != b.shape:
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return False,
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result = torch.all(a == b)
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return bool(result),
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# from ComfyUI-layer_diffusion
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def get_model_sd_version(model: ModelPatcher):
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base: comfy.model_base.BaseModel = model.model
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model_config: comfy.supported_models.supported_models_base.BASE = base.model_config
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if isinstance(model_config, comfy.supported_models.SDXL):
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return False, True, False, False, False
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elif isinstance(
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model_config, (comfy.supported_models.SD15, comfy.supported_models.SD20)
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):
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# SD15 and SD20 are compatible with each other.
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return True, False, False, False, False
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elif isinstance(model_config, comfy.supported_models.AuraFlow):
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return False, False, False, True, False
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elif isinstance(model_config, comfy.supported_models.Flux):
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return False, False, True, False, False
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elif isinstance(model_config, comfy.supported_models.HunyuanDiT):
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return False, False, False, False, True
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else:
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return False, False, False, False, False
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class SDBaseVerNumber:
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@classmethod
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def INPUT_TYPES(s):
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return {"required":
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{
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"model": ("MODEL",),
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},
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}
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RETURN_TYPES = ("BOOLEAN", "BOOLEAN", "BOOLEAN", "BOOLEAN", "BOOLEAN")
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RETURN_NAMES = ("sd1.5", "sdxl", "aura", "flux", "hunyuan")
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FUNCTION = "exec"
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CATEGORY = "EasyApi/Logic"
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INPUT_IS_LIST = False
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OUTPUT_IS_LIST = (False, False, False, False, False)
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def exec(self, model):
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return (*get_model_sd_version(model),)
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NODE_CLASS_MAPPINGS = {
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"GetImageBatchSize": GetImageBatchSize,
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"JoinList": JoinList,
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"IntToNumber": IntToNumber,
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"StringToList": StringToList,
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"IntToList": IntToList,
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"ListMerge": ListMerge,
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"ShowString": ShowString,
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"ShowInt": ShowInt,
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"ShowNumber": ShowNumber,
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"ShowFloat": ShowFloat,
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"ShowBoolean": ShowBoolean,
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"ColorPicker": ColorPicker,
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"ImageEqual": ImageEqual,
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"SDBaseVerNumber": SDBaseVerNumber,
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}
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# A dictionary that contains the friendly/humanly readable titles for the nodes
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NODE_DISPLAY_NAME_MAPPINGS = {
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"GetImageBatchSize": "GetImageBatchSize",
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"JoinList": "Join List",
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"IntToNumber": "Int To Number",
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"StringToList": "String To List",
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"IntToList": "Int To List",
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"ListMerge": "Merge List",
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"ShowString": "Show String",
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"ShowInt": "Show Int",
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"ShowNumber": "Show Number",
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"ShowFloat": "Show Float",
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"ShowBoolean": "Show Boolean",
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"ColorPicker": "Color Picker",
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"ImageEqual": "Image Equal Judgment",
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"SDBaseVerNumber": "SD Base Version Number",
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}
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