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tensorboard integration #4

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yorkie opened this issue Sep 7, 2020 · 0 comments
Open

tensorboard integration #4

yorkie opened this issue Sep 7, 2020 · 0 comments
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enhancement New feature or request

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@yorkie
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yorkie commented Sep 7, 2020

To integrate gracefully the tensorboard, we need the followings:

tensorboard/backend

Tensorboard uses backend as the service for the tensorboard frontend website, it uses the low-level Python modules and exports them by HTTP APIs. To integrate the backend in Pipboard, what we need is to create those HTTP APIs via vercel FaaS framework, and use boa to get functions from the low-level Python packages.

tensorboard/webapp

Tensorboard uses Polymer framework to write the web application, to integrate the tensorboard/webapp in Pipboard, we have the following choices:

  • Build it separately, and integrate that via iframe.
  • Build it with the current framework(iceworks).

real-time & remote logging

What we want to integrate the tensorboard is to show the training progress on Pipboard in real-time, thus it requires Pipcook SDK(Pipboard-side) is able to fetch the tensorboard-compatible logs in real-time. @FeelyChau, is there a way to add a custom event? IMHO -1 on adding a special API for tensorboard logs.

@yorkie yorkie added the enhancement New feature or request label Sep 7, 2020
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