When you are ready to use the model again, reload it with [TFPreTrainedModel.from_pretrained]:

tf_model = TFAutoModelForSequenceClassification.from_pretrained("./tf_save_pretrained")

One particularly cool 🤗 Transformers feature is the ability to save a model and reload it as either a PyTorch or TensorFlow model. The from_pt or from_tf parameter can convert the model from one framework to the other: