diff --git a/pyproject.toml b/pyproject.toml
index c60fcae..412808f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "notagen-mw"
 description = "Symbolic Music Generation, NotaGen node for ComfyUI."
-version = "2.2.7"
+version = "2.2.8"
 license = {file = "LICENSE"}
 
 [project.urls]
diff --git a/utils.py b/utils.py
index 27fd96d..49d462f 100644
--- a/utils.py
+++ b/utils.py
@@ -1,7 +1,7 @@
 import torch
 import random
 import bisect
-# import json
+import numpy as np
 import re
 from .config import nota_lx, nota_small, nota_medium
 
@@ -358,6 +358,19 @@ class CharLevelDecoder(PreTrainedModel):
 
         return probs
 
+def safe_normalize_probs(probs):
+    epsilon = 1e-12
+    probs = np.array(probs, dtype=np.float64)
+    probs = np.where(np.isnan(probs) | (probs < 0), 0, probs)
+    probs = probs + epsilon
+    s = probs.sum()
+    if s > 0:
+        probs = probs / s
+    else:
+        probs = np.zeros_like(probs)
+        probs[0] = 1.0
+    return probs
+
 class NotaGenLMHeadModel(PreTrainedModel):
     """
     NotaGen is a language model with a hierarchical structure.
@@ -429,8 +442,11 @@ class NotaGenLMHeadModel(PreTrainedModel):
 
         while True:
             prob = self.char_level_decoder.generate(encoded_patches[0][-1], tokens).cpu().detach().numpy()  # [128]
+            prob = safe_normalize_probs(prob)
             prob = top_k_sampling(prob, top_k=top_k, return_probs=True) # [128]
+            prob = safe_normalize_probs(prob)
             prob = top_p_sampling(prob, top_p=top_p, return_probs=True) # [128]
+            prob = safe_normalize_probs(prob)
             token = temperature_sampling(prob, temperature=temperature) # int
             char = chr(token)
             generated_patch.append(token)
@@ -440,4 +456,4 @@ class NotaGenLMHeadModel(PreTrainedModel):
             else:
                 tokens = torch.cat((tokens, torch.tensor([token], device=self.device)), dim=0)
         
-        return generated_patch
+        return generated_patch
\ No newline at end of file