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Python

# -*- coding: utf-8 -*-
# Filename: image_resolution_creator_plus.py
# Developer: jammyfu
# Category: 🎨Painting👓Coder/🖼️Image
import torch
from .image_resolution_creator import ImageSizeCreator, any, ImageLatentCreator
class ImageSizeCreatorPlus(ImageSizeCreator):
"""增强版图像尺寸创建器,支持SDXL和Midjourney尺寸"""
@classmethod
def INPUT_TYPES(s):
"""动态获取输入类型"""
return {
"required": {
"mode": (["Landscape", "Portrait", "Square"],),
"style": (["SDXL", "Midjourney"],),
"resolution": (s.get_resolution_options(),), # 使用动态方法获取选项
"scale_factor": ("FLOAT", {"default": 1.0, "min": 0.1, "max": 10.0, "step": 0.1}),
},
}
RETURN_TYPES = (any, "INT", "INT")
RETURN_NAMES = ("resolution", "width", "height")
FUNCTION = "create_size"
CATEGORY = "🎨Painting👓Coder/🖼️Image"
@classmethod
def get_sdxl_resolution_options(cls):
"""获取SDXL的分辨率选项"""
sdxl_resolutions = [
(1024, 1024), # 1:1
(1152, 896), # 9:7
(896, 1152), # 7:9
(1216, 832), # 3:2
(832, 1216), # 2:3
(1344, 768), # 7:4
(768, 1344), # 4:7
(1536, 640), # 12:5
(640, 1536), # 5:12
]
return [f"{cls.get_aspect_ratio_string(w, h)} ({w}x{h})" for w, h in sdxl_resolutions]
@classmethod
def get_midjourney_resolution_options(cls):
"""获取Midjourney的分辨率选项"""
mj_resolutions = [
(768, 1536), # 1:2
(816, 1456), # 9:16
(896, 1344), # 2:3
(928, 1232), # 3:4
(992, 1200), # 5:6
(1024, 1024), # 1:1
(1200, 992), # 6:5
(1232, 928), # 4:3
(1344, 896), # 3:2
(1456, 816), # 16:9
(1536, 768), # 2:1
]
return [f"{cls.get_aspect_ratio_string(w, h)} ({w}x{h})" for w, h in mj_resolutions]
@classmethod
def get_resolution_options(cls):
"""获取所有可用的分辨率选项"""
# 合并SDXL和Midjourney的所有选项
sdxl_options = cls.get_sdxl_resolution_options()
mj_options = cls.get_midjourney_resolution_options()
return list(set(sdxl_options + mj_options)) # 使用set去重
@staticmethod
def get_sdxl_resolutions():
"""获取SDXL的标准分辨率"""
sdxl_resolutions = [
(1024, 1024), # 1:1
(1152, 896), # 9:7
(896, 1152), # 7:9
(1216, 832), # 3:2
(832, 1216), # 2:3
(1344, 768), # 7:4
(768, 1344), # 4:7
(1536, 640), # 12:5
(640, 1536), # 5:12
]
return [(w, h) for w, h in sdxl_resolutions]
@staticmethod
def get_midjourney_resolutions():
"""获取Midjourney的标准分辨率"""
mj_resolutions = [
(768, 1536), # 1:2
(816, 1456), # 9:16
(896, 1344), # 2:3
(928, 1232), # 3:4
(992, 1200), # 5:6
(1024, 1024), # 1:1
(1200, 992), # 6:5
(1232, 928), # 4:3
(1344, 896), # 3:2
(1456, 816), # 16:9
(1536, 768), # 2:1
]
return [f"{cls.get_aspect_ratio_string(w, h)} ({w}x{h})" for w, h in mj_resolutions]
@staticmethod
def get_aspect_ratio_string(width, height):
"""获取宽高比字符串"""
# SDXL 标准比例映射
sdxl_ratios = {
(1024, 1024): "1:1",
(1152, 896): "9:7",
(896, 1152): "7:9",
(1216, 832): "3:2",
(832, 1216): "2:3",
(1344, 768): "7:4",
(768, 1344): "4:7",
(1536, 640): "12:5",
(640, 1536): "5:12"
}
# Midjourney 标准比例映射
mj_ratios = {
(768, 1536): "1:2",
(816, 1456): "9:16",
(896, 1344): "2:3",
(928, 1232): "3:4",
(992, 1200): "5:6",
(1024, 1024): "1:1",
(1200, 992): "6:5",
(1232, 928): "4:3",
(1344, 896): "3:2",
(1456, 816): "16:9",
(1536, 768): "2:1"
}
# 合并两个比例映射
all_ratios = {**sdxl_ratios, **mj_ratios}
return all_ratios.get((width, height), "1:1")
def get_valid_resolutions(self, style):
"""根据风格获取有效的分辨率选项"""
if style == "Midjourney":
return self.get_midjourney_resolution_options()
return self.get_sdxl_resolution_options()
def create_size(self, mode, style, resolution, scale_factor=1.0):
"""创建图像尺寸,支持不同风格"""
try:
print(f"[ImageSizeCreatorPlus] Creating size with style: {style}")
# 获取当前风格的有效分辨率选项
valid_resolutions = self.get_valid_resolutions(style)
# 检查分辨率是否在有效选项中
if resolution not in valid_resolutions:
# 如果不在有效选项中,使用默认分辨率
resolution = valid_resolutions[0]
print(f"[ImageSizeCreatorPlus] Invalid resolution for {style}, using default: {resolution}")
# 从分辨率字符串中提取宽度和高度
import re
match = re.search(r'\((\d+)x(\d+)\)', resolution)
if not match:
raise ValueError(f"Invalid resolution format: {resolution}")
width = int(match.group(1))
height = int(match.group(2))
# 应用缩放因子
width = int(width * scale_factor)
height = int(height * scale_factor)
# 确保宽高为8的倍数
width = (width // 8) * 8
height = (height // 8) * 8
return (resolution, width, height)
except Exception as e:
print(f"Error in ImageSizeCreatorPlus: {str(e)}")
return ("1:1 (1024x1024)", 1024, 1024)
def validate_inputs(self, **kwargs):
"""验证输入参数"""
style = kwargs.get("style", "SDXL")
resolution = kwargs.get("resolution", "")
valid_resolutions = self.get_valid_resolutions(style)
if resolution not in valid_resolutions:
return {"resolution": valid_resolutions[0]}
return {}
class ImageLatentCreatorPlus(ImageLatentCreator, ImageSizeCreatorPlus):
"""增强版图像潜空间创建器"""
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"mode": (["Landscape", "Portrait", "Square"],),
"style": (["SDXL", "Midjourney"],),
"resolution": (s.get_resolution_options(),),
"batch_size": ("INT", {"default": 1, "min": 1, "max": 64}),
"scale_factor": ("FLOAT", {"default": 1.0, "min": 0.1, "max": 10.0, "step": 0.1}),
},
}
RETURN_TYPES = ("LATENT", any, "INT", "INT", "INT")
RETURN_NAMES = ("latent", "resolution", "width", "height", "batch_size")
def create_latent(self, mode, style, resolution, batch_size=1, scale_factor=1.0):
"""创建潜空间,忽略style参数"""
# 调用父类的create_size方法获取尺寸
resolution, width, height = self.create_size(mode, style, resolution, scale_factor)
# 创建标准格式的latent字典
latent = {
"samples": torch.zeros([batch_size, 4, height // 8, width // 8]),
"batch_size": batch_size,
"batch_index": list(range(batch_size))
}
return (latent, resolution, width, height, batch_size)
# 注册节点
NODE_CLASS_MAPPINGS = {
"PaintingCoder::ImageSizeCreatorPlus": ImageSizeCreatorPlus,
"PaintingCoder::ImageLatentCreatorPlus": ImageLatentCreatorPlus,
}
NODE_DISPLAY_NAME_MAPPINGS = {
"PaintingCoder::ImageSizeCreatorPlus": "Image Size Creator Plus ✨",
"PaintingCoder::ImageLatentCreatorPlus": "Image Latent Creator Plus ✨",
}