From c2ad274d5eb929626a6b6b02dae19b6ea6a4d534 Mon Sep 17 00:00:00 2001
From: Volpeon <git@volpeon.ink>
Date: Sun, 1 Jan 2023 00:25:14 +0100
Subject: Better token shuffling

---
 models/clip/tokenizer.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/models/clip/tokenizer.py b/models/clip/tokenizer.py
index fbfe790..256d442 100644
--- a/models/clip/tokenizer.py
+++ b/models/clip/tokenizer.py
@@ -47,8 +47,9 @@ class MultiCLIPTokenizer(CLIPTokenizer):
             tokens = self.token_map[id]
 
             if vector_shuffle:
-                tokens = copy.copy(tokens)
-                np.random.shuffle(tokens)
+                subtokens = tokens[1:-1]
+                np.random.shuffle(subtokens)
+                tokens = tokens[:1] + subtokens + tokens[-1:]
 
             return tokens
         else:
-- 
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