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Data pre-processing module. #19

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czgdp1807 opened this issue May 1, 2020 · 2 comments
Open

Data pre-processing module. #19

czgdp1807 opened this issue May 1, 2020 · 2 comments
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enhancement New feature or request

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Description of the problem

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@czgdp1807 czgdp1807 added the enhancement New feature or request label May 1, 2020
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https://arxiv.org/pdf/1906.08510.pdf can be a good start to think of some APIs in this direction.

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czgdp1807 commented May 1, 2020

https://www.tensorflow.org/api_docs/python/tf/keras/preprocessing/ has many good APIs which can be implemented in BNN. Though we will not implement all of them as some of them like load_img are redundant and are just wrappers to pre-existing APIs in various image libraries.

The io module can have the following features,

  1. input.hpp - Contains APIs for reading from files.
  2. output.hpp - Contains APIs for writing to files.

The pre-processing module can have the following features,

  1. image.hpp - Containing all the APIs for image operations. Though the inputs will be Tensors representing images.
  2. text.hpp - Contains all the APIs for text pre-processing.
  3. sequential.hpp - For sequential data.

Only image.hpp will be implemented in the beginning.

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