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From the TF documentation: "For perfect shuffling, a buffer size greater than or equal to the full size of the dataset is required."
https://github.com/tensorflow/tensorflow/blob/3aa40c3ce9d16eae296f086bc4ac4d62deb2affc/tensorflow/python/data/ops/dataset_ops.py#L1300