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Is it possible to do data visualization at local tensorboard as online tensorboard

Open ybdesire opened this issue 8 years ago • 4 comments

It's easier to just upload data to online tensorboard here http://projector.tensorflow.org/ to do data visualization.

Is it possible to just upload data to local tensorboard as online tensorboard?

ybdesire avatar Jul 12 '17 02:07 ybdesire

This is a duplicate of https://github.com/tensorflow/tensorboard/issues/94.

@dsmilkov set this up so maybe he'll comment, but based on what he said the last time this was brought up: If you have your data as a separate tsv, you can just use projector.tensorflow.org; what's the need to do it locally?

teamdandelion avatar Jul 12 '17 03:07 teamdandelion

Thanks @dandelionmane for letting me know that. 2 scenarios below cannot use online tensorboard:

  • Company internal data is confidentiality
  • Huge data uploading is slow

ybdesire avatar Jul 12 '17 08:07 ybdesire

http://projector.tensorflow.org/ has a corresponding GitHub repository embedding-projector-standalone, which can be deployed locally; then you can view embeddings by one of the following ways:

  • Click "Load data" button in the data panel
  • Add query parameter "config" to Embedding Projector index page path. "config" is a URL that points to content: { "embeddings": [ { "tensorName": "${tensor name}", "tensorShape": [ ${number}, ${number} ], "tensorPath": "${tensor TSV file path}", "metadataPath": "${metadata TSV file path}" } ] }

https://github.com/tensorflow/tensorboard/blob/master/tensorboard/plugins/projector/vz_projector/vz-projector.ts https://github.com/tensorflow/tensorboard/blob/master/tensorboard/plugins/projector/vz_projector/data-provider.ts

zhoupo avatar Sep 05 '18 09:09 zhoupo

@zhoupo Is the embedding-projector-standalone repo compatible with the most recent version of tensorflow?

pujaarajan avatar Dec 14 '19 00:12 pujaarajan