diff --git a/comfy/sd1_clip.py b/comfy/sd1_clip.py
index 477d5c3..b84a384 100644
--- a/comfy/sd1_clip.py
+++ b/comfy/sd1_clip.py
@@ -60,6 +60,9 @@ class SD1ClipModel(torch.nn.Module, ClipTokenWeightEncoder):
 
         if dtype is not None:
             self.transformer.to(dtype)
+            self.transformer.text_model.embeddings.token_embedding.to(torch.float32)
+            self.transformer.text_model.embeddings.position_embedding.to(torch.float32)
+
         self.max_length = max_length
         if freeze:
             self.freeze()
@@ -138,7 +141,7 @@ class SD1ClipModel(torch.nn.Module, ClipTokenWeightEncoder):
         tokens = self.set_up_textual_embeddings(tokens, backup_embeds)
         tokens = torch.LongTensor(tokens).to(device)
 
-        if backup_embeds.weight.dtype != torch.float32:
+        if self.transformer.text_model.final_layer_norm.weight.dtype != torch.float32:
             precision_scope = torch.autocast
         else:
             precision_scope = lambda a, b: contextlib.nullcontext(a)