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Add a dataset module #701

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nudles opened this issue May 17, 2020 · 2 comments
Open

Add a dataset module #701

nudles opened this issue May 17, 2020 · 2 comments

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@nudles
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nudles commented May 17, 2020

Data loading is an important part of DL training, which could be slow and become a bottleneck if not implemented well.
The tasks include

  1. implement dataset classes for common benchmark datasets to make them easy to access within SINGA (e.g., without manual downloading).
  2. implement common preprocessing operations
  3. implement parallel data loading for higher efficiency
@nudles
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nudles commented May 17, 2020

Code from the data module may be reused. https://github.com/apache/singa/blob/master/python/singa/data.py

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nudles commented May 17, 2020

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