diff --git a/scripts/tokenizer.py b/scripts/tokenizer.py
index 02963b3..dc67e64 100644
--- a/scripts/tokenizer.py
+++ b/scripts/tokenizer.py
@@ -1,7 +1,8 @@
 import html
 
-from ldm.modules.encoders.modules import FrozenCLIPEmbedder
+from ldm.modules.encoders.modules import FrozenCLIPEmbedder, FrozenOpenCLIPEmbedder
 from modules import script_callbacks, shared
+import open_clip.tokenizer
 
 import gradio as gr
 
@@ -21,15 +22,43 @@ css = """
 """
 
 
+class VanillaClip:
+    def __init__(self, clip):
+        self.clip = clip
+
+    def vocab(self):
+        return self.clip.tokenizer.get_vocab()
+
+    def byte_decoder(self):
+        return self.clip.tokenizer.byte_decoder
+
+class OpenClip:
+    def __init__(self, clip):
+        self.clip = clip
+        self.tokenizer = open_clip.tokenizer._tokenizer
+
+    def vocab(self):
+        return self.tokenizer.encoder
+
+    def byte_decoder(self):
+        return self.tokenizer.byte_decoder
+
+
 def tokenize(text, input_is_ids=False):
-    clip: FrozenCLIPEmbedder = shared.sd_model.cond_stage_model.wrapped
+    clip = shared.sd_model.cond_stage_model.wrapped
+    if isinstance(clip, FrozenCLIPEmbedder):
+        clip = VanillaClip(shared.sd_model.cond_stage_model.wrapped)
+    elif isinstance(clip, FrozenOpenCLIPEmbedder):
+        clip = OpenClip(shared.sd_model.cond_stage_model.wrapped)
+    else:
+        raise RuntimeError(f'Unknown CLIP model: {type(clip).__name__}')
 
     if input_is_ids:
         tokens = [int(x.strip()) for x in text.split(",")]
     else:
-        tokens = clip.tokenizer(text, truncation=False, add_special_tokens=False)["input_ids"]
+        tokens = shared.sd_model.cond_stage_model.tokenize([text])[0]
 
-    vocab = {v: k for k, v in clip.tokenizer.get_vocab().items()}
+    vocab = {v: k for k, v in clip.vocab().items()}
 
     code = ''
     ids = []
@@ -37,6 +66,8 @@ def tokenize(text, input_is_ids=False):
     current_ids = []
     class_index = 0
 
+    byte_decoder = clip.byte_decoder()
+
     def dump(last=False):
         nonlocal code, ids, current_ids
 
@@ -49,7 +80,7 @@ def tokenize(text, input_is_ids=False):
             return res
 
         try:
-            word = bytearray([clip.tokenizer.byte_decoder[x] for x in ''.join(words)]).decode("utf-8")
+            word = bytearray([byte_decoder[x] for x in ''.join(words)]).decode("utf-8")
         except UnicodeDecodeError:
             if last:
                 word = "❌" * len(current_ids)