DIT Deep Debiaser (Z-Image Sub-Component)

ZImageDeepDebiaser

Deep sub-component debiaser for Z-Image Turbo. 174 individual controls splitting every block into functional parts: context_refiner: attn | attn_norm | ffn | ffn_norm layers: adaLN | attn | attn_norm | ffn | ffn_norm noise_refiner: adaLN | attn | attn_norm | ffn | ffn_norm adaLN = timestep/conditioning modulation attn = self-attention (qkv, output, norms) attn_norm = attention layer normalization ffn = feed-forward network (SwiGLU w1/w2/w3) ffn_norm = FFN layer normalization Strength 1.0 = unchanged. Below 1.0 = weakened. Never use 0.0. LoRA-safe: patches stack independently with any applied LoRAs. SAVE: Enable save_model to export the modified weights. full_model = complete safetensors file (loadable as checkpoint) diff_only = only modified weights (small delta file) both = saves both files Config JSON is always saved alongside with all your settings.

Pack: Realtime LoRA Trainer

custom_nodes.comfyUI-Realtime-Lora

Inputs (353)

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

Outputs (2)

Name	Type
model	MODEL
info	STRING