diff --git a/Scripts/Training/dictionary_adjuster.py b/Scripts/Training/dictionary_adjuster.py
new file mode 100644
index 0000000..000d807
--- /dev/null
+++ b/Scripts/Training/dictionary_adjuster.py
@@ -0,0 +1,12 @@
+# to cut the mad trained dict into a short one
+from Project_Model.Libs.BPE.Utils.vocabulary import load_nanos_vocabulary, save_nanos_vocabulary
+from pathlib import Path
+
+DICTIONARY_PATH = "Assets/Dataset/Tmp/mad_cache.json" 
+OUTPUT_PATH = "Assets/Dataset/Tmp/trimmed.json"
+
+
+big_dict = load_nanos_vocabulary(Path(DICTIONARY_PATH))
+big_dict = dict(list(big_dict.items())[:31744])
+
+save_nanos_vocabulary(big_dict,Path(OUTPUT_PATH))
\ No newline at end of file