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KeyError: since celeba_bldr.download_and_prepare() need tfrecord files, so after you got celeb_a dataset_info.json file and txt files(such as list_landmarks_align_celeba.txt, list_attr_celeba.txt) then you need tfrecord files https://drive.google.com/drive/folders/1MKQ9sRwr5OOFk3OBzLz91SsgF3MBqvtP?usp=sharing Folder structure： 