pip install --upgrade transformers accelerate
Since the flow-based model in VITS is non-deterministic, it is good practice to set a seed to ensure reproducibility of 
the outputs. 

For languages with a Roman alphabet, such as English or French, the tokenizer can be used directly to 
pre-process the text inputs. The following code example runs a forward pass using the MMS-TTS English checkpoint: