import torchaudio
from speechbrain.pretrained import EncoderClassifier
classifier = EncoderClassifier.from_hparams(source=".")
signal, fs =torchaudio.load('example1.wav')
embeddings = classifier.encode_batch(signal)

print(embeddings)