diff --git a/TTS/tts/utils/synthesis.py b/TTS/tts/utils/synthesis.py
index 63fe92c3..6d998492 100644
--- a/TTS/tts/utils/synthesis.py
+++ b/TTS/tts/utils/synthesis.py
@@ -175,6 +175,7 @@ def embedding_to_torch(d_vector, cuda=False):
     if d_vector is not None:
         d_vector = np.asarray(d_vector)
         d_vector = torch.from_numpy(d_vector).type(torch.FloatTensor)
+        d_vector = d_vector.squeeze().unsqueeze(0)
     if cuda:
         return d_vector.cuda()
     return d_vector