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@Mu5hr00moO Mu5hr00moO commented Aug 26, 2025

implementation of code based on Skimmed_CFG by Extraltodeus (https://github.com/Extraltodeus/Skimmed_CFG)
tested t2v - works
allow to use cfg with lighting loras both on high and low without burning
need moar testing tho - for now i manage to keep motion dynamics with total 4 steps (more ofc is better)

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Mu5hr00moO commented Aug 26, 2025

How to connect:

{1FC30E73-274F-490E-B843-585C61E8B438}

Workflow (30.08.2025)

WV22_T2V_FP8s_META_00042_chr2_prob4.mp4

2S-WVW-WAN22_T2V_A14B-v1.1 WIP.json

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Mu5hr00moO commented Aug 28, 2025

Code had wrong indentations in CFG part - fixed now.

Here some samples with base settings:

  • 4 steps = 2 high, 2 low = using lighting T2V LoRAs
  • CFG 4.0 on high, CFG 2.5 on low
  • Same CFG Skimming settings for both samplers

1:

Comparison_1.mp4

2:

Comparison_2.mp4

3:

Comparison_3.mp4

Mu5hr00moO and others added 5 commits August 28, 2025 09:10
Refactors the existing CFG Skimming logic into a new, modular architecture and introduces four new advanced CFG modification algorithms.

The new design is built around a central controller node () which automatically detects the active algorithm based on the connected parameter node. This decouples the sampler logic from the UI and makes the system highly extensible.

Implementation of code based on Skimmed_CFG by Extraltodeus (https://github.com/Extraltodeus/Skimmed_CFG).
The existing Skimmed_CFG methods (, , etc.) are now managed by a dedicated  node.

New advanced algorithms were added:
- AMI-CFG (Attention-Masked Interpolation)
- PAG-CFG (Perceptual Adaptive Guidance)
- SSDT-CFG (Scheduled Skimming w/ Dynamic Thresholding)
- LSS-CFG (Latent Space Smoothing)

All nodes include detailed descriptions and tooltips for improved usability. The sampler logic has been simplified, delegating all CFG processing to a central dispatcher function.
cfg_args fix

Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
fix

Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
from tqdm import tqdm
import inspect
import copy
from PIL import Image
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needs a comma

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2 participants