diff --git a/TTS/encoder/models/resnet.py b/TTS/encoder/models/resnet.py
index e75ab6c4..5eafcd60 100644
--- a/TTS/encoder/models/resnet.py
+++ b/TTS/encoder/models/resnet.py
@@ -161,16 +161,14 @@ class ResNetSpeakerEncoder(BaseEncoder):
         Shapes:
             - x: :math:`(N, 1, T_{in})` or :math:`(N, D_{spec}, T_{in})`
         """
-        with torch.no_grad():
-            with torch.cuda.amp.autocast(enabled=False):
-                x.squeeze_(1)
-                # if you torch spec compute it otherwise use the mel spec computed by the AP
-                if self.use_torch_spec:
-                    x = self.torch_spec(x)
+        x.squeeze_(1)
+        # if you torch spec compute it otherwise use the mel spec computed by the AP
+        if self.use_torch_spec:
+            x = self.torch_spec(x)
 
-                if self.log_input:
-                    x = (x + 1e-6).log()
-                x = self.instancenorm(x).unsqueeze(1)
+        if self.log_input:
+            x = (x + 1e-6).log()
+        x = self.instancenorm(x).unsqueeze(1)
 
         x = self.conv1(x)
         x = self.relu(x)