VAE Deep Debiaser (Flux 2 Klein — 125 Tensors)

FluxVAEDebiaser

Individual tensor-level debiaser for Flux VAE (Flux 2 Klein — 32ch latent). 125 tensor units — every conv1, conv2, norm1, norm2, nin_shortcut, Q, K, V, proj_out, upsample, downsample gets its own knob. All tensors F32 — fully modifiable (no quantization issues). Strength 1.0 = unchanged. < 1.0 = weaken. > 1.0 = boost. 🎨 COLOR TIPS: • d_u0b*_conv* (Dec Up0, 128ch final stage) — fine color precision • d_u1b*_conv* (Dec Up1, 256ch) — color gradients & transitions • d_u2b*/d_u3b* (512ch) — coarse structure & base tone • d_mid_attn_* — global spatial color relationships • d_norm_out — overall brightness/contrast • d_conv_out — final RGB mapping (VERY sensitive!) ⚠️ Encoder units only matter for img2img/inpainting. For txt2img, only decoder units affect output. SAVE: Enable save_model to export modified VAE.

Pack: Realtime LoRA Trainer

custom_nodes.comfyUI-Realtime-Lora

Inputs (255)

Name	Type	Required
vae	VAE	required
preset	COMBO	required
save_model	BOOLEAN	required
save_mode	COMBO	required
filename	STRING	required
bn	BOOLEAN	required
bn_str	FLOAT	required
d_pqconv	BOOLEAN	required
d_pqconv_str	FLOAT	required
d_conv_in	BOOLEAN	required
d_conv_in_str	FLOAT	required
d_mid_attn_q	BOOLEAN	required
d_mid_attn_q_str	FLOAT	required
d_mid_attn_k	BOOLEAN	required
d_mid_attn_k_str	FLOAT	required
d_mid_attn_v	BOOLEAN	required
d_mid_attn_v_str	FLOAT	required
d_mid_attn_proj_out	BOOLEAN	required
d_mid_attn_proj_out_str	FLOAT	required
d_mid_attn_norm	BOOLEAN	required
d_mid_attn_norm_str	FLOAT	required
d_mid_b1_conv1	BOOLEAN	required
d_mid_b1_conv1_str	FLOAT	required
d_mid_b1_conv2	BOOLEAN	required
d_mid_b1_conv2_str	FLOAT	required
d_mid_b1_norm1	BOOLEAN	required
d_mid_b1_norm1_str	FLOAT	required
d_mid_b1_norm2	BOOLEAN	required
d_mid_b1_norm2_str	FLOAT	required
d_mid_b2_conv1	BOOLEAN	required
d_mid_b2_conv1_str	FLOAT	required
d_mid_b2_conv2	BOOLEAN	required
d_mid_b2_conv2_str	FLOAT	required
d_mid_b2_norm1	BOOLEAN	required
d_mid_b2_norm1_str	FLOAT	required
d_mid_b2_norm2	BOOLEAN	required
d_mid_b2_norm2_str	FLOAT	required
d_u0b0_conv1	BOOLEAN	required
d_u0b0_conv1_str	FLOAT	required
d_u0b0_conv2	BOOLEAN	required
d_u0b0_conv2_str	FLOAT	required
d_u0b0_norm1	BOOLEAN	required
d_u0b0_norm1_str	FLOAT	required
d_u0b0_norm2	BOOLEAN	required
d_u0b0_norm2_str	FLOAT	required
d_u0b0_nin_shortcut	BOOLEAN	required
d_u0b0_nin_shortcut_str	FLOAT	required
d_u0b1_conv1	BOOLEAN	required
d_u0b1_conv1_str	FLOAT	required
d_u0b1_conv2	BOOLEAN	required
d_u0b1_conv2_str	FLOAT	required
d_u0b1_norm1	BOOLEAN	required
d_u0b1_norm1_str	FLOAT	required
d_u0b1_norm2	BOOLEAN	required
d_u0b1_norm2_str	FLOAT	required
d_u0b2_conv1	BOOLEAN	required
d_u0b2_conv1_str	FLOAT	required
d_u0b2_conv2	BOOLEAN	required
d_u0b2_conv2_str	FLOAT	required
d_u0b2_norm1	BOOLEAN	required
d_u0b2_norm1_str	FLOAT	required
d_u0b2_norm2	BOOLEAN	required
d_u0b2_norm2_str	FLOAT	required
d_u1b0_conv1	BOOLEAN	required
d_u1b0_conv1_str	FLOAT	required
d_u1b0_conv2	BOOLEAN	required
d_u1b0_conv2_str	FLOAT	required
d_u1b0_norm1	BOOLEAN	required
d_u1b0_norm1_str	FLOAT	required
d_u1b0_norm2	BOOLEAN	required
d_u1b0_norm2_str	FLOAT	required
d_u1b0_nin_shortcut	BOOLEAN	required
d_u1b0_nin_shortcut_str	FLOAT	required
d_u1b1_conv1	BOOLEAN	required
d_u1b1_conv1_str	FLOAT	required
d_u1b1_conv2	BOOLEAN	required
d_u1b1_conv2_str	FLOAT	required
d_u1b1_norm1	BOOLEAN	required
d_u1b1_norm1_str	FLOAT	required
d_u1b1_norm2	BOOLEAN	required
d_u1b1_norm2_str	FLOAT	required
d_u1b2_conv1	BOOLEAN	required
d_u1b2_conv1_str	FLOAT	required
d_u1b2_conv2	BOOLEAN	required
d_u1b2_conv2_str	FLOAT	required
d_u1b2_norm1	BOOLEAN	required
d_u1b2_norm1_str	FLOAT	required
d_u1b2_norm2	BOOLEAN	required
d_u1b2_norm2_str	FLOAT	required
d_u1_up	BOOLEAN	required
d_u1_up_str	FLOAT	required
d_u2b0_conv1	BOOLEAN	required
d_u2b0_conv1_str	FLOAT	required
d_u2b0_conv2	BOOLEAN	required
d_u2b0_conv2_str	FLOAT	required
d_u2b0_norm1	BOOLEAN	required
d_u2b0_norm1_str	FLOAT	required
d_u2b0_norm2	BOOLEAN	required
d_u2b0_norm2_str	FLOAT	required
d_u2b1_conv1	BOOLEAN	required
d_u2b1_conv1_str	FLOAT	required
d_u2b1_conv2	BOOLEAN	required
d_u2b1_conv2_str	FLOAT	required
d_u2b1_norm1	BOOLEAN	required
d_u2b1_norm1_str	FLOAT	required
d_u2b1_norm2	BOOLEAN	required
d_u2b1_norm2_str	FLOAT	required
d_u2b2_conv1	BOOLEAN	required
d_u2b2_conv1_str	FLOAT	required
d_u2b2_conv2	BOOLEAN	required
d_u2b2_conv2_str	FLOAT	required
d_u2b2_norm1	BOOLEAN	required
d_u2b2_norm1_str	FLOAT	required
d_u2b2_norm2	BOOLEAN	required
d_u2b2_norm2_str	FLOAT	required
d_u2_up	BOOLEAN	required
d_u2_up_str	FLOAT	required
d_u3b0_conv1	BOOLEAN	required
d_u3b0_conv1_str	FLOAT	required
d_u3b0_conv2	BOOLEAN	required
d_u3b0_conv2_str	FLOAT	required
d_u3b0_norm1	BOOLEAN	required
d_u3b0_norm1_str	FLOAT	required
d_u3b0_norm2	BOOLEAN	required
d_u3b0_norm2_str	FLOAT	required
d_u3b1_conv1	BOOLEAN	required
d_u3b1_conv1_str	FLOAT	required
d_u3b1_conv2	BOOLEAN	required
d_u3b1_conv2_str	FLOAT	required
d_u3b1_norm1	BOOLEAN	required
d_u3b1_norm1_str	FLOAT	required
d_u3b1_norm2	BOOLEAN	required
d_u3b1_norm2_str	FLOAT	required
d_u3b2_conv1	BOOLEAN	required
d_u3b2_conv1_str	FLOAT	required
d_u3b2_conv2	BOOLEAN	required
d_u3b2_conv2_str	FLOAT	required
d_u3b2_norm1	BOOLEAN	required
d_u3b2_norm1_str	FLOAT	required
d_u3b2_norm2	BOOLEAN	required
d_u3b2_norm2_str	FLOAT	required
d_u3_up	BOOLEAN	required
d_u3_up_str	FLOAT	required
d_norm_out	BOOLEAN	required
d_norm_out_str	FLOAT	required
d_conv_out	BOOLEAN	required
d_conv_out_str	FLOAT	required
e_conv_in	BOOLEAN	required
e_conv_in_str	FLOAT	required
e_d0b0_conv1	BOOLEAN	required
e_d0b0_conv1_str	FLOAT	required
e_d0b0_conv2	BOOLEAN	required
e_d0b0_conv2_str	FLOAT	required
e_d0b0_norm1	BOOLEAN	required
e_d0b0_norm1_str	FLOAT	required
e_d0b0_norm2	BOOLEAN	required
e_d0b0_norm2_str	FLOAT	required
e_d0b1_conv1	BOOLEAN	required
e_d0b1_conv1_str	FLOAT	required
e_d0b1_conv2	BOOLEAN	required
e_d0b1_conv2_str	FLOAT	required
e_d0b1_norm1	BOOLEAN	required
e_d0b1_norm1_str	FLOAT	required
e_d0b1_norm2	BOOLEAN	required
e_d0b1_norm2_str	FLOAT	required
e_d0_down	BOOLEAN	required
e_d0_down_str	FLOAT	required
e_d1b0_conv1	BOOLEAN	required
e_d1b0_conv1_str	FLOAT	required
e_d1b0_conv2	BOOLEAN	required
e_d1b0_conv2_str	FLOAT	required
e_d1b0_norm1	BOOLEAN	required
e_d1b0_norm1_str	FLOAT	required
e_d1b0_norm2	BOOLEAN	required
e_d1b0_norm2_str	FLOAT	required
e_d1b0_nin_shortcut	BOOLEAN	required
e_d1b0_nin_shortcut_str	FLOAT	required
e_d1b1_conv1	BOOLEAN	required
e_d1b1_conv1_str	FLOAT	required
e_d1b1_conv2	BOOLEAN	required
e_d1b1_conv2_str	FLOAT	required
e_d1b1_norm1	BOOLEAN	required
e_d1b1_norm1_str	FLOAT	required
e_d1b1_norm2	BOOLEAN	required
e_d1b1_norm2_str	FLOAT	required
e_d1_down	BOOLEAN	required
e_d1_down_str	FLOAT	required
e_d2b0_conv1	BOOLEAN	required
e_d2b0_conv1_str	FLOAT	required
e_d2b0_conv2	BOOLEAN	required
e_d2b0_conv2_str	FLOAT	required
e_d2b0_norm1	BOOLEAN	required
e_d2b0_norm1_str	FLOAT	required
e_d2b0_norm2	BOOLEAN	required
e_d2b0_norm2_str	FLOAT	required
e_d2b0_nin_shortcut	BOOLEAN	required
e_d2b0_nin_shortcut_str	FLOAT	required
e_d2b1_conv1	BOOLEAN	required
e_d2b1_conv1_str	FLOAT	required
e_d2b1_conv2	BOOLEAN	required
e_d2b1_conv2_str	FLOAT	required
e_d2b1_norm1	BOOLEAN	required
e_d2b1_norm1_str	FLOAT	required
e_d2b1_norm2	BOOLEAN	required
e_d2b1_norm2_str	FLOAT	required
e_d2_down	BOOLEAN	required
e_d2_down_str	FLOAT	required
e_d3b0_conv1	BOOLEAN	required
e_d3b0_conv1_str	FLOAT	required
e_d3b0_conv2	BOOLEAN	required
e_d3b0_conv2_str	FLOAT	required
e_d3b0_norm1	BOOLEAN	required
e_d3b0_norm1_str	FLOAT	required
e_d3b0_norm2	BOOLEAN	required
e_d3b0_norm2_str	FLOAT	required
e_d3b1_conv1	BOOLEAN	required
e_d3b1_conv1_str	FLOAT	required
e_d3b1_conv2	BOOLEAN	required
e_d3b1_conv2_str	FLOAT	required
e_d3b1_norm1	BOOLEAN	required
e_d3b1_norm1_str	FLOAT	required
e_d3b1_norm2	BOOLEAN	required
e_d3b1_norm2_str	FLOAT	required
e_mid_attn_q	BOOLEAN	required
e_mid_attn_q_str	FLOAT	required
e_mid_attn_k	BOOLEAN	required
e_mid_attn_k_str	FLOAT	required
e_mid_attn_v	BOOLEAN	required
e_mid_attn_v_str	FLOAT	required
e_mid_attn_proj_out	BOOLEAN	required
e_mid_attn_proj_out_str	FLOAT	required
e_mid_attn_norm	BOOLEAN	required
e_mid_attn_norm_str	FLOAT	required
e_mid_b1_conv1	BOOLEAN	required
e_mid_b1_conv1_str	FLOAT	required
e_mid_b1_conv2	BOOLEAN	required
e_mid_b1_conv2_str	FLOAT	required
e_mid_b1_norm1	BOOLEAN	required
e_mid_b1_norm1_str	FLOAT	required
e_mid_b1_norm2	BOOLEAN	required
e_mid_b1_norm2_str	FLOAT	required
e_mid_b2_conv1	BOOLEAN	required
e_mid_b2_conv1_str	FLOAT	required
e_mid_b2_conv2	BOOLEAN	required
e_mid_b2_conv2_str	FLOAT	required
e_mid_b2_norm1	BOOLEAN	required
e_mid_b2_norm1_str	FLOAT	required
e_mid_b2_norm2	BOOLEAN	required
e_mid_b2_norm2_str	FLOAT	required
e_norm_out	BOOLEAN	required
e_norm_out_str	FLOAT	required
e_conv_out	BOOLEAN	required
e_conv_out_str	FLOAT	required
e_qconv	BOOLEAN	required
e_qconv_str	FLOAT	required

Outputs (2)

Name	Type
vae	VAE
info	STRING