DIT Deep Debiaser (FLUX.2 Klein — Verified)

FluxKleinDeepDebiaser

FLUX.2 Klein debiaser built from verified forward-pass hook analysis. VERIFIED ARCHITECTURE: Double blocks (0-7): SEPARATE img/txt streams — no cross-modal interaction img_attn/img_mlp: processes ref+noisy image tokens [8140] ONLY txt_attn/txt_mlp: processes text tokens [512] ONLY Single blocks (0-23): CONCATENATED cross-modal [8652 tokens] Text and image tokens interact HERE This is where 'model overwrites your image' happens linear1 packs QKV+MLP gate (can't split at weight level) Global: img_in, txt_in, time_in, modulations, final_layer 63 controls. Strength 1.0 = unchanged. LoRA-safe. SAVE: Export modified model as .safetensors: full_model: Complete model (~18GB), load directly as replacement diff_only: Just the changes (small), apply as additive patch

Pack: Realtime LoRA Trainer

custom_nodes.comfyUI-Realtime-Lora

Inputs (132)

Name	Type	Required
model	MODEL	required
preset	COMBO	required
save_model	BOOLEAN	required
save_mode	COMBO	required
save_filename	STRING	required
save_directory	STRING	required
img_in	BOOLEAN	required
img_in_str	FLOAT	required
txt_in	BOOLEAN	required
txt_in_str	FLOAT	required
time_in	BOOLEAN	required
time_in_str	FLOAT	required
db_mod_img	BOOLEAN	required
db_mod_img_str	FLOAT	required
db_mod_txt	BOOLEAN	required
db_mod_txt_str	FLOAT	required
sb_mod	BOOLEAN	required
sb_mod_str	FLOAT	required
final_layer	BOOLEAN	required
final_layer_str	FLOAT	required
db0_img_attn	BOOLEAN	required
db0_img_attn_str	FLOAT	required
db0_img_mlp	BOOLEAN	required
db0_img_mlp_str	FLOAT	required
db0_txt_attn	BOOLEAN	required
db0_txt_attn_str	FLOAT	required
db0_txt_mlp	BOOLEAN	required
db0_txt_mlp_str	FLOAT	required
db1_img_attn	BOOLEAN	required
db1_img_attn_str	FLOAT	required
db1_img_mlp	BOOLEAN	required
db1_img_mlp_str	FLOAT	required
db1_txt_attn	BOOLEAN	required
db1_txt_attn_str	FLOAT	required
db1_txt_mlp	BOOLEAN	required
db1_txt_mlp_str	FLOAT	required
db2_img_attn	BOOLEAN	required
db2_img_attn_str	FLOAT	required
db2_img_mlp	BOOLEAN	required
db2_img_mlp_str	FLOAT	required
db2_txt_attn	BOOLEAN	required
db2_txt_attn_str	FLOAT	required
db2_txt_mlp	BOOLEAN	required
db2_txt_mlp_str	FLOAT	required
db3_img_attn	BOOLEAN	required
db3_img_attn_str	FLOAT	required
db3_img_mlp	BOOLEAN	required
db3_img_mlp_str	FLOAT	required
db3_txt_attn	BOOLEAN	required
db3_txt_attn_str	FLOAT	required
db3_txt_mlp	BOOLEAN	required
db3_txt_mlp_str	FLOAT	required
db4_img_attn	BOOLEAN	required
db4_img_attn_str	FLOAT	required
db4_img_mlp	BOOLEAN	required
db4_img_mlp_str	FLOAT	required
db4_txt_attn	BOOLEAN	required
db4_txt_attn_str	FLOAT	required
db4_txt_mlp	BOOLEAN	required
db4_txt_mlp_str	FLOAT	required
db5_img_attn	BOOLEAN	required
db5_img_attn_str	FLOAT	required
db5_img_mlp	BOOLEAN	required
db5_img_mlp_str	FLOAT	required
db5_txt_attn	BOOLEAN	required
db5_txt_attn_str	FLOAT	required
db5_txt_mlp	BOOLEAN	required
db5_txt_mlp_str	FLOAT	required
db6_img_attn	BOOLEAN	required
db6_img_attn_str	FLOAT	required
db6_img_mlp	BOOLEAN	required
db6_img_mlp_str	FLOAT	required
db6_txt_attn	BOOLEAN	required
db6_txt_attn_str	FLOAT	required
db6_txt_mlp	BOOLEAN	required
db6_txt_mlp_str	FLOAT	required
db7_img_attn	BOOLEAN	required
db7_img_attn_str	FLOAT	required
db7_img_mlp	BOOLEAN	required
db7_img_mlp_str	FLOAT	required
db7_txt_attn	BOOLEAN	required
db7_txt_attn_str	FLOAT	required
db7_txt_mlp	BOOLEAN	required
db7_txt_mlp_str	FLOAT	required
sb0	BOOLEAN	required
sb0_str	FLOAT	required
sb1	BOOLEAN	required
sb1_str	FLOAT	required
sb2	BOOLEAN	required
sb2_str	FLOAT	required
sb3	BOOLEAN	required
sb3_str	FLOAT	required
sb4	BOOLEAN	required
sb4_str	FLOAT	required
sb5	BOOLEAN	required
sb5_str	FLOAT	required
sb6	BOOLEAN	required
sb6_str	FLOAT	required
sb7	BOOLEAN	required
sb7_str	FLOAT	required
sb8	BOOLEAN	required
sb8_str	FLOAT	required
sb9	BOOLEAN	required
sb9_str	FLOAT	required
sb10	BOOLEAN	required
sb10_str	FLOAT	required
sb11	BOOLEAN	required
sb11_str	FLOAT	required
sb12	BOOLEAN	required
sb12_str	FLOAT	required
sb13	BOOLEAN	required
sb13_str	FLOAT	required
sb14	BOOLEAN	required
sb14_str	FLOAT	required
sb15	BOOLEAN	required
sb15_str	FLOAT	required
sb16	BOOLEAN	required
sb16_str	FLOAT	required
sb17	BOOLEAN	required
sb17_str	FLOAT	required
sb18	BOOLEAN	required
sb18_str	FLOAT	required
sb19	BOOLEAN	required
sb19_str	FLOAT	required
sb20	BOOLEAN	required
sb20_str	FLOAT	required
sb21	BOOLEAN	required
sb21_str	FLOAT	required
sb22	BOOLEAN	required
sb22_str	FLOAT	required
sb23	BOOLEAN	required
sb23_str	FLOAT	required

Outputs (3)

Name	Type
model	MODEL
info	STRING
save_path	STRING