diff --git a/candle-transformers/src/models/wuerstchen/diffnext.rs b/candle-transformers/src/models/wuerstchen/diffnext.rs
index 74e1836c..001b35d7 100644
--- a/candle-transformers/src/models/wuerstchen/diffnext.rs
+++ b/candle-transformers/src/models/wuerstchen/diffnext.rs
@@ -1,5 +1,4 @@
-#![allow(unused)]
-use super::common::{AttnBlock, GlobalResponseNorm, ResBlock, TimestepBlock, WLayerNorm};
+use super::common::{AttnBlock, GlobalResponseNorm, TimestepBlock, WLayerNorm};
 use candle::{DType, Module, Result, Tensor, D};
 use candle_nn::VarBuilder;
 
@@ -223,7 +222,7 @@ impl WDiffNeXt {
                 };
                 sub_blocks.push(sub_block)
             }
-            let (layer_norm, conv, start_layer_i) = if i > 0 {
+            let (layer_norm, conv) = if i > 0 {
                 let layer_norm = WLayerNorm::new(C_HIDDEN[i - 1], vb.pp(layer_i))?;
                 layer_i += 1;
                 let cfg = candle_nn::Conv2dConfig {
@@ -231,10 +230,9 @@ impl WDiffNeXt {
                     ..Default::default()
                 };
                 let conv = candle_nn::conv2d(C_HIDDEN[i - 1], c_hidden, 2, cfg, vb.pp(layer_i))?;
-                layer_i += 1;
-                (Some(layer_norm), Some(conv), 2)
+                (Some(layer_norm), Some(conv))
             } else {
-                (None, None, 0)
+                (None, None)
             };
             let up_block = UpBlock {
                 layer_norm,
@@ -337,7 +335,7 @@ impl WDiffNeXt {
         level_outputs.reverse();
 
         for (i, up_block) in self.up_blocks.iter().enumerate() {
-            let skip = match &self.effnet_mappers[self.down_blocks.len() + i] {
+            let effnet_c = match &self.effnet_mappers[self.down_blocks.len() + i] {
                 None => None,
                 Some(m) => {
                     let effnet = effnet.interpolate2d(xs.dim(D::Minus2)?, xs.dim(D::Minus1)?)?;
@@ -350,7 +348,12 @@ impl WDiffNeXt {
                 } else {
                     None
                 };
-                xs = block.res_block.forward(&xs, skip)?;
+                let skip = match (skip, effnet_c.as_ref()) {
+                    (Some(skip), Some(effnet_c)) => Some(Tensor::cat(&[skip, effnet_c], 1)?),
+                    (None, Some(skip)) | (Some(skip), None) => Some(skip.clone()),
+                    (None, None) => None,
+                };
+                xs = block.res_block.forward(&xs, skip.as_ref())?;
                 xs = block.ts_block.forward(&xs, &r_embed)?;
                 if let Some(attn_block) = &block.attn_block {
                     xs = attn_block.forward(&xs, clip.as_ref().unwrap())?;
diff --git a/candle-transformers/src/models/wuerstchen/paella_vq.rs b/candle-transformers/src/models/wuerstchen/paella_vq.rs
index 6589a07d..1268047a 100644
--- a/candle-transformers/src/models/wuerstchen/paella_vq.rs
+++ b/candle-transformers/src/models/wuerstchen/paella_vq.rs
@@ -1,10 +1,8 @@
-#![allow(unused)]
-use super::common::{AttnBlock, ResBlock, TimestepBlock};
-use candle::{DType, Module, Result, Tensor, D};
+use candle::{Module, Result, Tensor};
 use candle_nn::VarBuilder;
 
 #[derive(Debug)]
-struct MixingResidualBlock {
+pub struct MixingResidualBlock {
     norm1: candle_nn::LayerNorm,
     depthwise_conv: candle_nn::Conv2d,
     norm2: candle_nn::LayerNorm,
diff --git a/candle-transformers/src/models/wuerstchen/prior.rs b/candle-transformers/src/models/wuerstchen/prior.rs
index 5dd03778..a9e3e793 100644
--- a/candle-transformers/src/models/wuerstchen/prior.rs
+++ b/candle-transformers/src/models/wuerstchen/prior.rs
@@ -1,6 +1,5 @@
-#![allow(unused)]
 use super::common::{AttnBlock, ResBlock, TimestepBlock};
-use candle::{DType, Module, Result, Tensor, D};
+use candle::{DType, Result, Tensor, D};
 use candle_nn::VarBuilder;
 
 #[derive(Debug)]