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 |