ComfyUI Node: DIT Deep Debiaser (Z-Image Sub-Component)

Authored by shootthesound

Created

Updated

535 stars

Run ComfyUI workflows without the setup

No installs, no CUDA version roulette, no GPU sitting idle on your bill. Bring a workflow and run it in the browser.

Category

model_patches

Inputs

model MODEL
preset
  • Custom
  • Default
  • Weaken ALL attn 90%
  • Weaken ALL attn 85%
  • Weaken ALL attn 80%
  • Weaken ALL ffn 90%
  • Weaken ALL ffn 85%
  • Weaken ALL adaLN 90%
  • Weaken ALL adaLN 85%
  • Weaken ALL attn+ffn 90%
  • Weaken ALL attn+ffn 85%
  • Weaken ALL attn_norm+ffn_norm 90%
  • Global 95%
  • Global 90%
  • Global 85%
save_model BOOLEAN
save_mode
  • full_model
  • diff_only
  • both
filename STRING
cap_embedder BOOLEAN
cap_embedder_str FLOAT
t_embedder BOOLEAN
t_embedder_str FLOAT
x_embedder BOOLEAN
x_embedder_str FLOAT
cap_pad_token BOOLEAN
cap_pad_token_str FLOAT
x_pad_token BOOLEAN
x_pad_token_str FLOAT
cr0_attn BOOLEAN
cr0_attn_str FLOAT
cr0_attn_norm BOOLEAN
cr0_attn_norm_str FLOAT
cr0_ffn BOOLEAN
cr0_ffn_str FLOAT
cr0_ffn_norm BOOLEAN
cr0_ffn_norm_str FLOAT
cr1_attn BOOLEAN
cr1_attn_str FLOAT
cr1_attn_norm BOOLEAN
cr1_attn_norm_str FLOAT
cr1_ffn BOOLEAN
cr1_ffn_str FLOAT
cr1_ffn_norm BOOLEAN
cr1_ffn_norm_str FLOAT
l0_adaLN BOOLEAN
l0_adaLN_str FLOAT
l0_attn BOOLEAN
l0_attn_str FLOAT
l0_attn_norm BOOLEAN
l0_attn_norm_str FLOAT
l0_ffn BOOLEAN
l0_ffn_str FLOAT
l0_ffn_norm BOOLEAN
l0_ffn_norm_str FLOAT
l1_adaLN BOOLEAN
l1_adaLN_str FLOAT
l1_attn BOOLEAN
l1_attn_str FLOAT
l1_attn_norm BOOLEAN
l1_attn_norm_str FLOAT
l1_ffn BOOLEAN
l1_ffn_str FLOAT
l1_ffn_norm BOOLEAN
l1_ffn_norm_str FLOAT
l2_adaLN BOOLEAN
l2_adaLN_str FLOAT
l2_attn BOOLEAN
l2_attn_str FLOAT
l2_attn_norm BOOLEAN
l2_attn_norm_str FLOAT
l2_ffn BOOLEAN
l2_ffn_str FLOAT
l2_ffn_norm BOOLEAN
l2_ffn_norm_str FLOAT
l3_adaLN BOOLEAN
l3_adaLN_str FLOAT
l3_attn BOOLEAN
l3_attn_str FLOAT
l3_attn_norm BOOLEAN
l3_attn_norm_str FLOAT
l3_ffn BOOLEAN
l3_ffn_str FLOAT
l3_ffn_norm BOOLEAN
l3_ffn_norm_str FLOAT
l4_adaLN BOOLEAN
l4_adaLN_str FLOAT
l4_attn BOOLEAN
l4_attn_str FLOAT
l4_attn_norm BOOLEAN
l4_attn_norm_str FLOAT
l4_ffn BOOLEAN
l4_ffn_str FLOAT
l4_ffn_norm BOOLEAN
l4_ffn_norm_str FLOAT
l5_adaLN BOOLEAN
l5_adaLN_str FLOAT
l5_attn BOOLEAN
l5_attn_str FLOAT
l5_attn_norm BOOLEAN
l5_attn_norm_str FLOAT
l5_ffn BOOLEAN
l5_ffn_str FLOAT
l5_ffn_norm BOOLEAN
l5_ffn_norm_str FLOAT
l6_adaLN BOOLEAN
l6_adaLN_str FLOAT
l6_attn BOOLEAN
l6_attn_str FLOAT
l6_attn_norm BOOLEAN
l6_attn_norm_str FLOAT
l6_ffn BOOLEAN
l6_ffn_str FLOAT
l6_ffn_norm BOOLEAN
l6_ffn_norm_str FLOAT
l7_adaLN BOOLEAN
l7_adaLN_str FLOAT
l7_attn BOOLEAN
l7_attn_str FLOAT
l7_attn_norm BOOLEAN
l7_attn_norm_str FLOAT
l7_ffn BOOLEAN
l7_ffn_str FLOAT
l7_ffn_norm BOOLEAN
l7_ffn_norm_str FLOAT
l8_adaLN BOOLEAN
l8_adaLN_str FLOAT
l8_attn BOOLEAN
l8_attn_str FLOAT
l8_attn_norm BOOLEAN
l8_attn_norm_str FLOAT
l8_ffn BOOLEAN
l8_ffn_str FLOAT
l8_ffn_norm BOOLEAN
l8_ffn_norm_str FLOAT
l9_adaLN BOOLEAN
l9_adaLN_str FLOAT
l9_attn BOOLEAN
l9_attn_str FLOAT
l9_attn_norm BOOLEAN
l9_attn_norm_str FLOAT
l9_ffn BOOLEAN
l9_ffn_str FLOAT
l9_ffn_norm BOOLEAN
l9_ffn_norm_str FLOAT
l10_adaLN BOOLEAN
l10_adaLN_str FLOAT
l10_attn BOOLEAN
l10_attn_str FLOAT
l10_attn_norm BOOLEAN
l10_attn_norm_str FLOAT
l10_ffn BOOLEAN
l10_ffn_str FLOAT
l10_ffn_norm BOOLEAN
l10_ffn_norm_str FLOAT
l11_adaLN BOOLEAN
l11_adaLN_str FLOAT
l11_attn BOOLEAN
l11_attn_str FLOAT
l11_attn_norm BOOLEAN
l11_attn_norm_str FLOAT
l11_ffn BOOLEAN
l11_ffn_str FLOAT
l11_ffn_norm BOOLEAN
l11_ffn_norm_str FLOAT
l12_adaLN BOOLEAN
l12_adaLN_str FLOAT
l12_attn BOOLEAN
l12_attn_str FLOAT
l12_attn_norm BOOLEAN
l12_attn_norm_str FLOAT
l12_ffn BOOLEAN
l12_ffn_str FLOAT
l12_ffn_norm BOOLEAN
l12_ffn_norm_str FLOAT
l13_adaLN BOOLEAN
l13_adaLN_str FLOAT
l13_attn BOOLEAN
l13_attn_str FLOAT
l13_attn_norm BOOLEAN
l13_attn_norm_str FLOAT
l13_ffn BOOLEAN
l13_ffn_str FLOAT
l13_ffn_norm BOOLEAN
l13_ffn_norm_str FLOAT
l14_adaLN BOOLEAN
l14_adaLN_str FLOAT
l14_attn BOOLEAN
l14_attn_str FLOAT
l14_attn_norm BOOLEAN
l14_attn_norm_str FLOAT
l14_ffn BOOLEAN
l14_ffn_str FLOAT
l14_ffn_norm BOOLEAN
l14_ffn_norm_str FLOAT
l15_adaLN BOOLEAN
l15_adaLN_str FLOAT
l15_attn BOOLEAN
l15_attn_str FLOAT
l15_attn_norm BOOLEAN
l15_attn_norm_str FLOAT
l15_ffn BOOLEAN
l15_ffn_str FLOAT
l15_ffn_norm BOOLEAN
l15_ffn_norm_str FLOAT
l16_adaLN BOOLEAN
l16_adaLN_str FLOAT
l16_attn BOOLEAN
l16_attn_str FLOAT
l16_attn_norm BOOLEAN
l16_attn_norm_str FLOAT
l16_ffn BOOLEAN
l16_ffn_str FLOAT
l16_ffn_norm BOOLEAN
l16_ffn_norm_str FLOAT
l17_adaLN BOOLEAN
l17_adaLN_str FLOAT
l17_attn BOOLEAN
l17_attn_str FLOAT
l17_attn_norm BOOLEAN
l17_attn_norm_str FLOAT
l17_ffn BOOLEAN
l17_ffn_str FLOAT
l17_ffn_norm BOOLEAN
l17_ffn_norm_str FLOAT
l18_adaLN BOOLEAN
l18_adaLN_str FLOAT
l18_attn BOOLEAN
l18_attn_str FLOAT
l18_attn_norm BOOLEAN
l18_attn_norm_str FLOAT
l18_ffn BOOLEAN
l18_ffn_str FLOAT
l18_ffn_norm BOOLEAN
l18_ffn_norm_str FLOAT
l19_adaLN BOOLEAN
l19_adaLN_str FLOAT
l19_attn BOOLEAN
l19_attn_str FLOAT
l19_attn_norm BOOLEAN
l19_attn_norm_str FLOAT
l19_ffn BOOLEAN
l19_ffn_str FLOAT
l19_ffn_norm BOOLEAN
l19_ffn_norm_str FLOAT
l20_adaLN BOOLEAN
l20_adaLN_str FLOAT
l20_attn BOOLEAN
l20_attn_str FLOAT
l20_attn_norm BOOLEAN
l20_attn_norm_str FLOAT
l20_ffn BOOLEAN
l20_ffn_str FLOAT
l20_ffn_norm BOOLEAN
l20_ffn_norm_str FLOAT
l21_adaLN BOOLEAN
l21_adaLN_str FLOAT
l21_attn BOOLEAN
l21_attn_str FLOAT
l21_attn_norm BOOLEAN
l21_attn_norm_str FLOAT
l21_ffn BOOLEAN
l21_ffn_str FLOAT
l21_ffn_norm BOOLEAN
l21_ffn_norm_str FLOAT
l22_adaLN BOOLEAN
l22_adaLN_str FLOAT
l22_attn BOOLEAN
l22_attn_str FLOAT
l22_attn_norm BOOLEAN
l22_attn_norm_str FLOAT
l22_ffn BOOLEAN
l22_ffn_str FLOAT
l22_ffn_norm BOOLEAN
l22_ffn_norm_str FLOAT
l23_adaLN BOOLEAN
l23_adaLN_str FLOAT
l23_attn BOOLEAN
l23_attn_str FLOAT
l23_attn_norm BOOLEAN
l23_attn_norm_str FLOAT
l23_ffn BOOLEAN
l23_ffn_str FLOAT
l23_ffn_norm BOOLEAN
l23_ffn_norm_str FLOAT
l24_adaLN BOOLEAN
l24_adaLN_str FLOAT
l24_attn BOOLEAN
l24_attn_str FLOAT
l24_attn_norm BOOLEAN
l24_attn_norm_str FLOAT
l24_ffn BOOLEAN
l24_ffn_str FLOAT
l24_ffn_norm BOOLEAN
l24_ffn_norm_str FLOAT
l25_adaLN BOOLEAN
l25_adaLN_str FLOAT
l25_attn BOOLEAN
l25_attn_str FLOAT
l25_attn_norm BOOLEAN
l25_attn_norm_str FLOAT
l25_ffn BOOLEAN
l25_ffn_str FLOAT
l25_ffn_norm BOOLEAN
l25_ffn_norm_str FLOAT
l26_adaLN BOOLEAN
l26_adaLN_str FLOAT
l26_attn BOOLEAN
l26_attn_str FLOAT
l26_attn_norm BOOLEAN
l26_attn_norm_str FLOAT
l26_ffn BOOLEAN
l26_ffn_str FLOAT
l26_ffn_norm BOOLEAN
l26_ffn_norm_str FLOAT
l27_adaLN BOOLEAN
l27_adaLN_str FLOAT
l27_attn BOOLEAN
l27_attn_str FLOAT
l27_attn_norm BOOLEAN
l27_attn_norm_str FLOAT
l27_ffn BOOLEAN
l27_ffn_str FLOAT
l27_ffn_norm BOOLEAN
l27_ffn_norm_str FLOAT
l28_adaLN BOOLEAN
l28_adaLN_str FLOAT
l28_attn BOOLEAN
l28_attn_str FLOAT
l28_attn_norm BOOLEAN
l28_attn_norm_str FLOAT
l28_ffn BOOLEAN
l28_ffn_str FLOAT
l28_ffn_norm BOOLEAN
l28_ffn_norm_str FLOAT
l29_adaLN BOOLEAN
l29_adaLN_str FLOAT
l29_attn BOOLEAN
l29_attn_str FLOAT
l29_attn_norm BOOLEAN
l29_attn_norm_str FLOAT
l29_ffn BOOLEAN
l29_ffn_str FLOAT
l29_ffn_norm BOOLEAN
l29_ffn_norm_str FLOAT
nr0_adaLN BOOLEAN
nr0_adaLN_str FLOAT
nr0_attn BOOLEAN
nr0_attn_str FLOAT
nr0_attn_norm BOOLEAN
nr0_attn_norm_str FLOAT
nr0_ffn BOOLEAN
nr0_ffn_str FLOAT
nr0_ffn_norm BOOLEAN
nr0_ffn_norm_str FLOAT
nr1_adaLN BOOLEAN
nr1_adaLN_str FLOAT
nr1_attn BOOLEAN
nr1_attn_str FLOAT
nr1_attn_norm BOOLEAN
nr1_attn_norm_str FLOAT
nr1_ffn BOOLEAN
nr1_ffn_str FLOAT
nr1_ffn_norm BOOLEAN
nr1_ffn_norm_str FLOAT
final_layer BOOLEAN
final_layer_str FLOAT

Outputs

MODEL

STRING

Extension: Realtime LoRA Trainer

Train, analyze, selectively load, and extract/merge LoRAs inside ComfyUI. Supports Z-Image, Qwen Image, Qwen Image Edit, SDXL, FLUX, FLUX Klein, Wan 2.2, and SD 1.5. Includes LoRA layer analyzers, selective block loaders, model layer editors, and text-encoder debiasing/inspection tools.

Authored by shootthesound

View Nodes

Looking for a different node?

More nodes in Realtime LoRA Trainer

Other model_patches nodes

Run ComfyUI workflows without the setup

No installs, no CUDA version roulette, no GPU sitting idle on your bill. Bring a workflow and run it in the browser.

Learn more