diff --git a/TTS/tts/layers/glow_tts/glow.py b/TTS/tts/layers/glow_tts/glow.py
index 18c491e3..7620ef88 100644
--- a/TTS/tts/layers/glow_tts/glow.py
+++ b/TTS/tts/layers/glow_tts/glow.py
@@ -1,3 +1,5 @@
+from distutils.version import LooseVersion
+
 import torch
 from torch import nn
 from torch.nn import functional as F
@@ -81,7 +83,11 @@ class InvConvNear(nn.Module):
         self.no_jacobian = no_jacobian
         self.weight_inv = None
 
-        w_init = torch.qr(torch.FloatTensor(self.num_splits, self.num_splits).normal_())[0]
+        if LooseVersion(torch.__version__) < LooseVersion("1.9"):
+            w_init = torch.qr(torch.FloatTensor(self.num_splits, self.num_splits).normal_())[0]
+        else:
+            w_init = torch.linalg.qr(torch.FloatTensor(self.num_splits, self.num_splits).normal_(), "complete")[0]
+
         if torch.det(w_init) < 0:
             w_init[:, 0] = -1 * w_init[:, 0]
         self.weight = nn.Parameter(w_init)