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(WIP) TFDSv4 Migration Robust Documentation #1859

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Right now it is very difficult to understand what the shapes of each dataloader/scenario/attack/exporter expect. This PR hopes to increase the verbosity of our documentation here - particularly to clarify issues like #1836 (comment).

jprokos26 and others added 23 commits January 11, 2023 14:09
…ng shapes of examples to highlight dimensions prior to any preprocessing
…uctured each data section such that info about the dataset sits at the top separate from info about specific examples
…at split labels are not necessarily standardized - some splits are probably determined by the individual scripts that were copied and pasted in the process of building with tfds and uploading to S3
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