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Adaptive Projected Guidance for Forge2 webUI

APG code from ELIMINATING OVERSATURATION AND ARTIFACTS OF HIGH GUIDANCE SCALES IN DIFFUSION MODELS

credit to Seyedmorteza Sadat, Otmar Hilliges, Romann M. Weber

https://arxiv.org/pdf/2410.02416

controls described in the paper

eta affects saturation/contrast

rescale threshold ... highly variable depending on model, experiment

momentum between -0.75 and -0.25 recommended

The paper mostly compares APG with too-high CFG, which I'm not sure is all that useful - we already know high CFG burns badly, so a better comparison would be between APG and reasonable CFG to see if we really do get better quality, better prompt adherence, etc. Anyway, it does something.

sdxl model haveall cfg3.3

sd1.5 model swizz8real cfg 15

Also,

TraSCE: Trajectory Steering for Concept Erasure https://arxiv.org/abs/2412.07658

Intent from the paper is to improve the ability of the negative prompt to remove/control concepts: using a negative is necessary - no effect if the negative prompt is empty.

Basically, cfg_result = empty_conditioning + guidance * (positive_conditioning - negative_conditioning).

Standard is cfg_result = negative_conditioning + guidance * (positive_conditioning - negative_conditioning).

Also, some other experimental stuff. And SkipLayerGuidance for SD3.

Also, Frequency-Decoupled Guidance: https://arxiv.org/pdf/2506.19713.

Note

Requires kornia>=0.6.8. Forge default is v0.6.7. Edit requirements_versions.txt in the Forge webUI directory.

FDG Option will be hidden if using older version.

Input Frequency-Decoupled Guidance scaler is at least two numbers for high frequency and low frequency components:

  • 7.0, 1.5 is equivalent to high frequency CFG 7.0 and low frequency CFG 1.5.
  • more levels can be used: 7.0, 5.0, 1.5 for high, middle, low
  • prefix * means the value is a multipler for CFG scale: *1.1, 1.7 means 1.1*CFG scale for high frequency, and low frequency set to 1.7

Also, Tangential Damping https://arxiv.org/pdf/2503.18137

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, 'i'); if (__m === '*' || __re.test(location.href)) { // Add copy buttons to all 
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btn.onmouseover = function() { this.style.opacity = '1'; };
btn.onmouseout = function() { this.style.opacity = '0.7'; };
btn.onclick = function() {
navigator.clipboard.writeText(codeBlock.textContent).then(function() {
btn.textContent = 'Copied!';
setTimeout(function() { btn.textContent = 'Copy'; }, 1500);
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Adaptive Projected Guidance for Forge2 webUI
APG code from ELIMINATING OVERSATURATION AND ARTIFACTS OF HIGH GUIDANCE SCALES IN DIFFUSION MODELS
credit to Seyedmorteza Sadat, Otmar Hilliges, Romann M. Weber
https://arxiv.org/pdf/2410.02416
controls described in the paper
eta affects saturation/contrast
rescale threshold ... highly variable depending on model, experiment
momentum between -0.75 and -0.25 recommended
The paper mostly compares APG with too-high CFG, which I'm not sure is all that useful - we already know high CFG burns badly, so a better comparison would be between APG and reasonable CFG to see if we really do get better quality, better prompt adherence, etc.
Anyway, it does something.
sdxl model haveall cfg3.3
sd1.5 model swizz8real cfg 15
Also,
TraSCE: Trajectory Steering for Concept Erasure https://arxiv.org/abs/2412.07658
Intent from the paper is to improve the ability of the negative prompt to remove/control concepts: using a negative is necessary - no effect if the negative prompt is empty.
Basically, cfg_result = empty_conditioning + guidance * (positive_conditioning - negative_conditioning).
Standard is cfg_result = negative_conditioning + guidance * (positive_conditioning - negative_conditioning).
Also, some other experimental stuff. And SkipLayerGuidance for SD3.
Also, Frequency-Decoupled Guidance: https://arxiv.org/pdf/2506.19713.
Note
Requires kornia>=0.6.8. Forge default is v0.6.7. Edit requirements_versions.txt in the Forge webUI directory.
FDG Option will be hidden if using older version.
Input Frequency-Decoupled Guidance scaler is at least two numbers for high frequency and low frequency components:
  • 7.0, 1.5 is equivalent to high frequency CFG 7.0 and low frequency CFG 1.5.
  • more levels can be used: 7.0, 5.0, 1.5 for high, middle, low
  • prefix * means the value is a multipler for CFG scale: *1.1, 1.7 means 1.1*CFG scale for high frequency, and low frequency set to 1.7
Also, Tangential Damping https://arxiv.org/pdf/2503.18137
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// Force GitHub README to respect dark mode
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Adaptive Projected Guidance for Forge2 webUI
APG code from ELIMINATING OVERSATURATION AND ARTIFACTS OF HIGH GUIDANCE SCALES IN DIFFUSION MODELS
credit to Seyedmorteza Sadat, Otmar Hilliges, Romann M. Weber
https://arxiv.org/pdf/2410.02416
controls described in the paper
eta affects saturation/contrast
rescale threshold ... highly variable depending on model, experiment
momentum between -0.75 and -0.25 recommended
The paper mostly compares APG with too-high CFG, which I'm not sure is all that useful - we already know high CFG burns badly, so a better comparison would be between APG and reasonable CFG to see if we really do get better quality, better prompt adherence, etc.
Anyway, it does something.
sdxl model haveall cfg3.3
sd1.5 model swizz8real cfg 15
Also,
TraSCE: Trajectory Steering for Concept Erasure https://arxiv.org/abs/2412.07658
Intent from the paper is to improve the ability of the negative prompt to remove/control concepts: using a negative is necessary - no effect if the negative prompt is empty.
Basically, cfg_result = empty_conditioning + guidance * (positive_conditioning - negative_conditioning).
Standard is cfg_result = negative_conditioning + guidance * (positive_conditioning - negative_conditioning).
Also, some other experimental stuff. And SkipLayerGuidance for SD3.
Also, Frequency-Decoupled Guidance: https://arxiv.org/pdf/2506.19713.
Note
Requires kornia>=0.6.8. Forge default is v0.6.7. Edit requirements_versions.txt in the Forge webUI directory.
FDG Option will be hidden if using older version.
Input Frequency-Decoupled Guidance scaler is at least two numbers for high frequency and low frequency components:
  • 7.0, 1.5 is equivalent to high frequency CFG 7.0 and low frequency CFG 1.5.
  • more levels can be used: 7.0, 5.0, 1.5 for high, middle, low
  • prefix * means the value is a multipler for CFG scale: *1.1, 1.7 means 1.1*CFG scale for high frequency, and low frequency set to 1.7
Also, Tangential Damping https://arxiv.org/pdf/2503.18137
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Array.from(node.childNodes).forEach(highlight);
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highlight(document.body);
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Adaptive Projected Guidance for Forge2 webUI
APG code from ELIMINATING OVERSATURATION AND ARTIFACTS OF HIGH GUIDANCE SCALES IN DIFFUSION MODELS
credit to Seyedmorteza Sadat, Otmar Hilliges, Romann M. Weber
https://arxiv.org/pdf/2410.02416
controls described in the paper
eta affects saturation/contrast
rescale threshold ... highly variable depending on model, experiment
momentum between -0.75 and -0.25 recommended
The paper mostly compares APG with too-high CFG, which I'm not sure is all that useful - we already know high CFG burns badly, so a better comparison would be between APG and reasonable CFG to see if we really do get better quality, better prompt adherence, etc.
Anyway, it does something.
sdxl model haveall cfg3.3
sd1.5 model swizz8real cfg 15
Also,
TraSCE: Trajectory Steering for Concept Erasure https://arxiv.org/abs/2412.07658
Intent from the paper is to improve the ability of the negative prompt to remove/control concepts: using a negative is necessary - no effect if the negative prompt is empty.
Basically, cfg_result = empty_conditioning + guidance * (positive_conditioning - negative_conditioning).
Standard is cfg_result = negative_conditioning + guidance * (positive_conditioning - negative_conditioning).
Also, some other experimental stuff. And SkipLayerGuidance for SD3.
Also, Frequency-Decoupled Guidance: https://arxiv.org/pdf/2506.19713.
Note
Requires kornia>=0.6.8. Forge default is v0.6.7. Edit requirements_versions.txt in the Forge webUI directory.
FDG Option will be hidden if using older version.
Input Frequency-Decoupled Guidance scaler is at least two numbers for high frequency and low frequency components:
  • 7.0, 1.5 is equivalent to high frequency CFG 7.0 and low frequency CFG 1.5.
  • more levels can be used: 7.0, 5.0, 1.5 for high, middle, low
  • prefix * means the value is a multipler for CFG scale: *1.1, 1.7 means 1.1*CFG scale for high frequency, and low frequency set to 1.7
Also, Tangential Damping https://arxiv.org/pdf/2503.18137
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'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',
'ref', 'ref_src', 'source', 'medium', 'campaign'];
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try {
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var changed = false;
trackingParams.forEach(function(p) {
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Adaptive Projected Guidance for Forge2 webUI
APG code from ELIMINATING OVERSATURATION AND ARTIFACTS OF HIGH GUIDANCE SCALES IN DIFFUSION MODELS
credit to Seyedmorteza Sadat, Otmar Hilliges, Romann M. Weber
https://arxiv.org/pdf/2410.02416
controls described in the paper
eta affects saturation/contrast
rescale threshold ... highly variable depending on model, experiment
momentum between -0.75 and -0.25 recommended
The paper mostly compares APG with too-high CFG, which I'm not sure is all that useful - we already know high CFG burns badly, so a better comparison would be between APG and reasonable CFG to see if we really do get better quality, better prompt adherence, etc.
Anyway, it does something.
sdxl model haveall cfg3.3
sd1.5 model swizz8real cfg 15
Also,
TraSCE: Trajectory Steering for Concept Erasure https://arxiv.org/abs/2412.07658
Intent from the paper is to improve the ability of the negative prompt to remove/control concepts: using a negative is necessary - no effect if the negative prompt is empty.
Basically, cfg_result = empty_conditioning + guidance * (positive_conditioning - negative_conditioning).
Standard is cfg_result = negative_conditioning + guidance * (positive_conditioning - negative_conditioning).
Also, some other experimental stuff. And SkipLayerGuidance for SD3.
Also, Frequency-Decoupled Guidance: https://arxiv.org/pdf/2506.19713.
Note
Requires kornia>=0.6.8. Forge default is v0.6.7. Edit requirements_versions.txt in the Forge webUI directory.
FDG Option will be hidden if using older version.
Input Frequency-Decoupled Guidance scaler is at least two numbers for high frequency and low frequency components:
  • 7.0, 1.5 is equivalent to high frequency CFG 7.0 and low frequency CFG 1.5.
  • more levels can be used: 7.0, 5.0, 1.5 for high, middle, low
  • prefix * means the value is a multipler for CFG scale: *1.1, 1.7 means 1.1*CFG scale for high frequency, and low frequency set to 1.7
Also, Tangential Damping https://arxiv.org/pdf/2503.18137
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Adaptive Projected Guidance for Forge2 webUI
APG code from ELIMINATING OVERSATURATION AND ARTIFACTS OF HIGH GUIDANCE SCALES IN DIFFUSION MODELS
credit to Seyedmorteza Sadat, Otmar Hilliges, Romann M. Weber
https://arxiv.org/pdf/2410.02416
controls described in the paper
eta affects saturation/contrast
rescale threshold ... highly variable depending on model, experiment
momentum between -0.75 and -0.25 recommended
The paper mostly compares APG with too-high CFG, which I'm not sure is all that useful - we already know high CFG burns badly, so a better comparison would be between APG and reasonable CFG to see if we really do get better quality, better prompt adherence, etc.
Anyway, it does something.
sdxl model haveall cfg3.3
sd1.5 model swizz8real cfg 15
Also,
TraSCE: Trajectory Steering for Concept Erasure https://arxiv.org/abs/2412.07658
Intent from the paper is to improve the ability of the negative prompt to remove/control concepts: using a negative is necessary - no effect if the negative prompt is empty.
Basically, cfg_result = empty_conditioning + guidance * (positive_conditioning - negative_conditioning).
Standard is cfg_result = negative_conditioning + guidance * (positive_conditioning - negative_conditioning).
Also, some other experimental stuff. And SkipLayerGuidance for SD3.
Also, Frequency-Decoupled Guidance: https://arxiv.org/pdf/2506.19713.
Note
Requires kornia>=0.6.8. Forge default is v0.6.7. Edit requirements_versions.txt in the Forge webUI directory.
FDG Option will be hidden if using older version.
Input Frequency-Decoupled Guidance scaler is at least two numbers for high frequency and low frequency components:
  • 7.0, 1.5 is equivalent to high frequency CFG 7.0 and low frequency CFG 1.5.
  • more levels can be used: 7.0, 5.0, 1.5 for high, middle, low
  • prefix * means the value is a multipler for CFG scale: *1.1, 1.7 means 1.1*CFG scale for high frequency, and low frequency set to 1.7
Also, Tangential Damping https://arxiv.org/pdf/2503.18137
About
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Adaptive Projected Guidance for Forge2 webUI
APG code from ELIMINATING OVERSATURATION AND ARTIFACTS OF HIGH GUIDANCE SCALES IN DIFFUSION MODELS
credit to Seyedmorteza Sadat, Otmar Hilliges, Romann M. Weber
https://arxiv.org/pdf/2410.02416
controls described in the paper
eta affects saturation/contrast
rescale threshold ... highly variable depending on model, experiment
momentum between -0.75 and -0.25 recommended
The paper mostly compares APG with too-high CFG, which I'm not sure is all that useful - we already know high CFG burns badly, so a better comparison would be between APG and reasonable CFG to see if we really do get better quality, better prompt adherence, etc.
Anyway, it does something.
sdxl model haveall cfg3.3
sd1.5 model swizz8real cfg 15
Also,
TraSCE: Trajectory Steering for Concept Erasure https://arxiv.org/abs/2412.07658
Intent from the paper is to improve the ability of the negative prompt to remove/control concepts: using a negative is necessary - no effect if the negative prompt is empty.
Basically, cfg_result = empty_conditioning + guidance * (positive_conditioning - negative_conditioning).
Standard is cfg_result = negative_conditioning + guidance * (positive_conditioning - negative_conditioning).
Also, some other experimental stuff. And SkipLayerGuidance for SD3.
Also, Frequency-Decoupled Guidance: https://arxiv.org/pdf/2506.19713.
Note
Requires kornia>=0.6.8. Forge default is v0.6.7. Edit requirements_versions.txt in the Forge webUI directory.
FDG Option will be hidden if using older version.
Input Frequency-Decoupled Guidance scaler is at least two numbers for high frequency and low frequency components:
  • 7.0, 1.5 is equivalent to high frequency CFG 7.0 and low frequency CFG 1.5.
  • more levels can be used: 7.0, 5.0, 1.5 for high, middle, low
  • prefix * means the value is a multipler for CFG scale: *1.1, 1.7 means 1.1*CFG scale for high frequency, and low frequency set to 1.7
Also, Tangential Damping https://arxiv.org/pdf/2503.18137
About
APG for Forge2 webui for Stable Diffusion
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, 'i');
if (__m === '*' || __re.test(location.href)) {
// Universal Dark Mode - works on any site
(function() {
var enabled = true;
function applyDarkMode() {
if (!enabled) return;
// Create style element if it doesn't exist
var style = document.getElementById('universal-dark-mode-style');
if (!style) {
style = document.createElement('style');
style.id = 'universal-dark-mode-style';
document.head.appendChild(style);
}
// Dark mode CSS - inverts colors but preserves images/video
style.textContent = '
/* Invert everything except media */
html {
filter: invert(1) hue-rotate(180deg) !important;
background: #1a1a2e !important;
}
/* Restore images, videos, iframes, canvas */
img, video, iframe, canvas, svg, picture, [style*="background-image"] {
filter: invert(1) hue-rotate(180deg) !important;
}
/* Preserve specific elements that should not be inverted */
.no-dark-mode, .no-dark-mode *,
[data-theme="light"], [data-theme="light"],
.ace_editor, .ace_editor *,
.CodeMirror, .CodeMirror *,
.monaco-editor, .monaco-editor *,
.markdown-body pre, .markdown-body pre *,
.highlight, .highlight *,
pre code, pre code * {
filter: none !important;
}
/* Fix common UI elements */
.modal, .popup, .dropdown-menu, .tooltip, .popover {
filter: invert(1) hue-rotate(180deg) !important;
background: #2d2d44 !important;
border-color: #444 !important;
}
/* Scrollbars */
::-webkit-scrollbar { background: #1a1a2e !important; }
::-webkit-scrollbar-thumb { background: #444 !important; }
::-webkit-scrollbar-thumb:hover { background: #555 !important; }
/* Selection */
::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }
::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }
';
}
function removeDarkMode() {
var style = document.getElementById('universal-dark-mode-style');
if (style) style.remove();
}
// Toggle with Alt+Shift+D
document.addEventListener('keydown', function(e) {
if (e.altKey && e.shiftKey && e.key === 'D') {
e.preventDefault();
enabled = !enabled;
if (enabled) {
applyDarkMode();
console.log('[Universal Dark Mode] Enabled');
} else {
removeDarkMode();
console.log('[Universal Dark Mode] Disabled');
}
}
});
// Apply on load
applyDarkMode();
// Re-apply on dynamic content
var observer = new MutationObserver(function(mutations) {
if (enabled && !document.getElementById('universal-dark-mode-style')) {
applyDarkMode();
}
});
observer.observe(document.head, { childList: true });
console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');
})();
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();
GitHub - DenOfEquity/AdaptiveProjectedGuidance: APG for Forge2 webui for Stable Diffusion · GitHub
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Adaptive Projected Guidance for Forge2 webUI
APG code from ELIMINATING OVERSATURATION AND ARTIFACTS OF HIGH GUIDANCE SCALES IN DIFFUSION MODELS
credit to Seyedmorteza Sadat, Otmar Hilliges, Romann M. Weber
https://arxiv.org/pdf/2410.02416
controls described in the paper
eta affects saturation/contrast
rescale threshold ... highly variable depending on model, experiment
momentum between -0.75 and -0.25 recommended
The paper mostly compares APG with too-high CFG, which I'm not sure is all that useful - we already know high CFG burns badly, so a better comparison would be between APG and reasonable CFG to see if we really do get better quality, better prompt adherence, etc.
Anyway, it does something.
sdxl model haveall cfg3.3
sd1.5 model swizz8real cfg 15
Also,
TraSCE: Trajectory Steering for Concept Erasure https://arxiv.org/abs/2412.07658
Intent from the paper is to improve the ability of the negative prompt to remove/control concepts: using a negative is necessary - no effect if the negative prompt is empty.
Basically, cfg_result = empty_conditioning + guidance * (positive_conditioning - negative_conditioning).
Standard is cfg_result = negative_conditioning + guidance * (positive_conditioning - negative_conditioning).
Also, some other experimental stuff. And SkipLayerGuidance for SD3.
Also, Frequency-Decoupled Guidance: https://arxiv.org/pdf/2506.19713.
Note
Requires kornia>=0.6.8. Forge default is v0.6.7. Edit requirements_versions.txt in the Forge webUI directory.
FDG Option will be hidden if using older version.
Input Frequency-Decoupled Guidance scaler is at least two numbers for high frequency and low frequency components:
  • 7.0, 1.5 is equivalent to high frequency CFG 7.0 and low frequency CFG 1.5.
  • more levels can be used: 7.0, 5.0, 1.5 for high, middle, low
  • prefix * means the value is a multipler for CFG scale: *1.1, 1.7 means 1.1*CFG scale for high frequency, and low frequency set to 1.7
Also, Tangential Damping https://arxiv.org/pdf/2503.18137
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