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NHZlX avatar NHZlX commented on June 15, 2024

大佬,这个有没有和tf 自带 prefetch_to_device的性能比较呢

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2sin18 avatar 2sin18 commented on June 15, 2024

大佬,这个有没有和tf 自带 prefetch_to_device的性能比较呢

  1. prefetch_to_device 在 TF1.x 不 work:tensorflow/tensorflow#43905
  2. 对于稀疏数据来说,在 iterator 之后会进行一些cpu-only的转换,这导致dataset 层面的 prefetch 不能起到作用
  3. 在 iterator 之后的 prefetch 可以结合图优化进行更进一步的优化(hb后续也会支持)

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NHZlX avatar NHZlX commented on June 15, 2024

@2sin18 Thx~

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