diff --git a/sdc/utilities/prange_utils.py b/sdc/utilities/prange_utils.py
index 2380bb513..19c7efbaf 100644
--- a/sdc/utilities/prange_utils.py
+++ b/sdc/utilities/prange_utils.py
@@ -29,7 +29,7 @@
 import sdc
 
 from typing import NamedTuple
-from sdc.utilities.utils import sdc_overload
+from sdc.utilities.utils import sdc_overload, sdc_register_jitable
 
 
 class Chunk(NamedTuple):
@@ -54,36 +54,21 @@ def get_pool_size_impl():
     return get_pool_size_impl
 
 
+@sdc_register_jitable
 def get_chunks(size, pool_size=0):
     if pool_size == 0:
         pool_size = get_pool_size()
 
+    pool_size = min(pool_size, size)
     chunk_size = (size - 1) // pool_size + 1
 
     chunks = []
     for i in range(pool_size):
-        start = min(i * chunk_size, size)
+        start = i * chunk_size
+        if start >= size:
+            break
         stop = min((i + 1) * chunk_size, size)
+
         chunks.append(Chunk(start, stop))
 
     return chunks
-
-
-@sdc_overload(get_chunks)
-def get_chunks_overload(size, pool_size=0):
-    def get_chunks_impl(size, pool_size=0):
-        if pool_size == 0:
-            pool_size = get_pool_size()
-
-        chunk_size = (size - 1) // pool_size + 1
-
-        chunks = []
-        for i in range(pool_size):
-            start = min(i * chunk_size, size)
-            stop = min((i + 1) * chunk_size, size)
-            chunk = Chunk(start, stop)
-            chunks.append(chunk)
-
-        return chunks
-
-    return get_chunks_impl