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pass key/value samples through zstd compression dictionary generator
Summary: Instead of using samples directly, we now support passing the samples through zstd's dictionary generator when `CompressionOptions::zstd_max_train_bytes` is set to nonzero. If set to zero, we will use the samples directly as the dictionary -- same as before. Note this is the first step of facebook#2987, extracted into a separate PR per reviewer request. Closes facebook#3057 Differential Revision: D6116891 Pulled By: ajkr fbshipit-source-id: 70ab13cc4c734fa02e554180eed0618b75255497
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