diff --git a/inference.ipynb b/inference.ipynb
index 26e38d1..2aa9b50 100644
--- a/inference.ipynb
+++ b/inference.ipynb
@@ -98,8 +98,11 @@
    "source": [
     "checkpoint_path = \"/home/scratch.adlr-gcf/audio_denoising/runs/TTS-Tacotron2-LJS-MSE-DRC-NoMaskPadding-Unsorted-Distributed-22khz/checkpoint_15500\"\n",
     "model = load_model(hparams)\n",
-    "model.load_state_dict(torch.load(checkpoint_path)['state_dict'])\n",
-    "model = model.module\n",
+    "try:\n",
+    "    model = model.module\n",
+    "except:\n",
+    "    pass\n",
+    "model.load_state_dict({k.replace('module.',''):v for k,v in torch.load(checkpoint_path)['state_dict'].items()})\n",
     "_ = model.eval()"
    ]
   },