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