In order to use TensorFlow's TPU support for generative model training, you can leverage tf.distribute.TPUStrategy.
Here is the code snippet you can refer to:
The above code, ensures that you have TPU runtime enabled (e.g., on Google Colab or GCP). The TPUStrategy automatically distributes the training across TPU cores. Adjust the dataset and batch size for better TPU utilization.