diff --git a/backend/nn/flux.py b/backend/nn/flux.py
index 0b80ec3a..d12bd30c 100644
--- a/backend/nn/flux.py
+++ b/backend/nn/flux.py
@@ -180,7 +180,6 @@ class DoubleStreamBlock(nn.Module):
 
     def forward(self, img, txt, vec, pe):
         img_mod1_shift, img_mod1_scale, img_mod1_gate, img_mod2_shift, img_mod2_scale, img_mod2_gate = self.img_mod(vec)
-        txt_mod1_shift, txt_mod1_scale, txt_mod1_gate, txt_mod2_shift, txt_mod2_scale, txt_mod2_gate = self.txt_mod(vec)
 
         img_modulated = self.img_norm1(img)
         img_modulated = (1 + img_mod1_scale) * img_modulated + img_mod1_shift
@@ -197,6 +196,9 @@ class DoubleStreamBlock(nn.Module):
 
         img_q, img_k = self.img_attn.norm(img_q, img_k, img_v)
 
+        txt_mod1_shift, txt_mod1_scale, txt_mod1_gate, txt_mod2_shift, txt_mod2_scale, txt_mod2_gate = self.txt_mod(vec)
+        del vec
+
         txt_modulated = self.txt_norm1(txt)
         txt_modulated = (1 + txt_mod1_scale) * txt_modulated + txt_mod1_shift
         del txt_mod1_shift, txt_mod1_scale
@@ -218,6 +220,7 @@ class DoubleStreamBlock(nn.Module):
         del txt_v, img_v
 
         attn = attention(q, k, v, pe=pe)
+        del pe
         txt_attn, img_attn = attn[:, :txt.shape[1]], attn[:, txt.shape[1]:]
         del attn