Split a dataset created by Tensorflow dataset API in to Train and Test?

Assuming you have all_dataset variable of tf.data.Dataset type:

test_dataset = all_dataset.take(1000) 
train_dataset = all_dataset.skip(1000)

Test dataset now has first 1000 elements and the rest goes for training.