--- a
+++ b/rocaseg/repro/_seed.py
@@ -0,0 +1,18 @@
+def set_ultimate_seed(base_seed=777):
+    import os
+    import random
+    os.environ['PYTHONHASHSEED'] = str(base_seed)
+    random.seed(base_seed)
+
+    try:
+        import numpy as np
+        np.random.seed(base_seed)
+    except ModuleNotFoundError:
+        print('Module `numpy` has not been found')
+    try:
+        import torch
+        torch.manual_seed(base_seed + 1)
+        torch.cuda.manual_seed_all(base_seed + 2)
+        torch.backends.cudnn.deterministic = True
+    except ModuleNotFoundError:
+        print('Module `torch` has not been found')