diff --git a/muse_maskgit_pytorch/muse_maskgit_pytorch.py b/muse_maskgit_pytorch/muse_maskgit_pytorch.py
index 6563868..3e01412 100644
--- a/muse_maskgit_pytorch/muse_maskgit_pytorch.py
+++ b/muse_maskgit_pytorch/muse_maskgit_pytorch.py
@@ -218,7 +218,8 @@ def forward(
 
         if exists(texts):
             text_embeds = self.encode_text(texts)
-            context = self.text_embed_proj(text_embeds)
+
+        context = self.text_embed_proj(text_embeds)
 
         context_mask = (text_embeds != 0).any(dim = -1)
 
@@ -365,6 +366,9 @@ def generate(
         starting_temperature = temperature
 
         cond_ids = None
+
+        text_embeds = self.transformer.encode_text(texts)
+
         if self.resize_image_for_cond_image:
             assert exists(cond_images), 'conditioning image must be passed in to generate for super res maskgit'
             with torch.no_grad():
@@ -381,7 +385,7 @@ def generate(
 
             logits = self.transformer.forward_with_cond_scale(
                 ids,
-                texts = texts,
+                text_embeds = text_embeds,
                 conditioning_token_ids = cond_ids,
                 cond_scale = cond_scale
             )
diff --git a/setup.py b/setup.py
index dfa6d3d..f34404b 100644
--- a/setup.py
+++ b/setup.py
@@ -3,7 +3,7 @@
 setup(
   name = 'muse-maskgit-pytorch',
   packages = find_packages(exclude=[]),
-  version = '0.0.12',
+  version = '0.0.14',
   license='MIT',
   description = 'MUSE - Text-to-Image Generation via Masked Generative Transformers, in Pytorch',
   author = 'Phil Wang',