import logging import sys import gradio as gr from modules import scripts, script_callbacks from RescaleCFG.nodes_RescaleCFG import RescaleCFG from RescaleCFG.nodes_AltRescaleCFG import AltRescaleCFG from functools import partial from typing import Any class RescaleCFGScript(scripts.Script): def __init__(self): self.enabled = False self.multiplier = 0.7 self.version = "Normal" # Add version parameter sorting_priority = 15 def title(self): return "RescaleCFG for reForge" def show(self, is_img2img): return scripts.AlwaysVisible def ui(self, *args, **kwargs): with gr.Accordion(open=False, label=self.title()): gr.HTML("

Adjust the settings for RescaleCFG.

") enabled = gr.Checkbox(label="Enable RescaleCFG", value=self.enabled) version = gr.Dropdown( label="RescaleCFG Version", choices=["Normal", "Alternative"], value=self.version ) multiplier = gr.Slider(label="RescaleCFG Multiplier", minimum=0.0, maximum=1.0, step=0.01, value=self.multiplier) enabled.change( lambda x: self.update_enabled(x), inputs=[enabled] ) return (enabled, version, multiplier) def update_enabled(self, value): self.enabled = value def process_before_every_sampling(self, p, *args, **kwargs): if len(args) >= 3: self.enabled, self.version, self.multiplier = args[:3] else: logging.warning("Not enough arguments provided to process_before_every_sampling") return xyz = getattr(p, "_rescale_xyz", {}) if "enabled" in xyz: self.enabled = xyz["enabled"] == "True" if "version" in xyz: self.version = xyz["version"] if "multiplier" in xyz: self.multiplier = xyz["multiplier"] # Always start with a fresh clone of the original unet unet = p.sd_model.forge_objects.unet.clone() if not self.enabled: # Reset the unet to its original state p.sd_model.forge_objects.unet = unet return # Choose between normal and alternative version if self.version == "Alternative": unet = AltRescaleCFG().patch(unet, self.multiplier)[0] else: unet = RescaleCFG().patch(unet, self.multiplier)[0] p.sd_model.forge_objects.unet = unet p.extra_generation_params.update({ "rescale_cfg_enabled": True, "rescale_cfg_version": self.version, "rescale_cfg_multiplier": self.multiplier, }) logging.debug(f"RescaleCFG: Enabled: {self.enabled}, Version: {self.version}, Multiplier: {self.multiplier}") return def set_value(p, x: Any, xs: Any, *, field: str): if not hasattr(p, "_rescale_xyz"): p._rescale_xyz = {} p._rescale_xyz[field] = x def make_axis_on_xyz_grid(): xyz_grid = None for script in scripts.scripts_data: if script.script_class.__module__ == "xyz_grid.py": xyz_grid = script.module break if xyz_grid is None: return axis = [ xyz_grid.AxisOption( "(RescaleCFG) Enabled", str, partial(set_value, field="enabled"), choices=lambda: ["True", "False"] ), xyz_grid.AxisOption( "(RescaleCFG) Version", str, partial(set_value, field="version"), choices=lambda: ["Normal", "Alternative"] ), xyz_grid.AxisOption( "(RescaleCFG) Multiplier", float, partial(set_value, field="multiplier"), ), ] if not any(x.label.startswith("(RescaleCFG)") for x in xyz_grid.axis_options): xyz_grid.axis_options.extend(axis) def on_before_ui(): try: make_axis_on_xyz_grid() except Exception: error = traceback.format_exc() print( f"[-] RescaleCFG Script: xyz_grid error:\n{error}", file=sys.stderr, ) script_callbacks.on_before_ui(on_before_ui)