How to save a ShuffleDataset object?

Question

I created a dataset by using from_generator function from tf.data.dataset API. Then I shuffle my dataset and divide it into batches of size 10. So the pipeline looks like

dataset = dataset.shuffle(buffer_size=1000).batch(batch_size=10)

(For illustration) when I print the first batch, it looks like:

I want to save the whole dataset. I tried to use the command dataset.save(path) but I received an AttributeError saying 'ShuffleDataset' object has no attribute 'save'.

Is there any way to save this dataset?

Thanks