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[training] Sample on chunks of the file rather than the entire file #683

@terrelln

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@terrelln

When training on a single large input (e.g. 1GB) whose profile supports chunking, we should sample chunks rather than the entire file.

Currently, fail training unless we set --total-size-mb, whereas it should select a subset of chunks.

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