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use my own data about what-if-tool HOT 3 CLOSED

pair-code avatar pair-code commented on August 14, 2024
use my own data

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jameswex avatar jameswex commented on August 14, 2024

You can use your own data with WIT either through using it in notebooks (Jupyter or Colab), or in TensorBoard. Here are startup guides with more details on those two options: https://pair-code.github.io/what-if-tool/learn/tutorials/notebooks/ and https://pair-code.github.io/what-if-tool/learn/tutorials/tensorboard/

https://pair-code.github.io/what-if-tool/explore/#notebook shows colab notebooks with many examples of using your own data with WIT in notebooks.

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vach-aiml avatar vach-aiml commented on August 14, 2024

Does the WIT tool accept only tf.example as data? Is it compulsory to convert my Images dataset into tf.Example protos?

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jameswex avatar jameswex commented on August 14, 2024

When using the WIT tool in TensorBoard, then the tool does expect a TFRecord of tf.Example protos, but when using it in notebooks like Jupyter or Colab, then other options are available as per https://pair-code.github.io/what-if-tool/learn/tutorials/notebooks/

But if your input data are images, that has only been tested with tf.Example protos (with an "image/encoded" feature that contains the base 64 encoded string for an image). See https://colab.sandbox.google.com/github/PAIR-code/what-if-tool/blob/master/WIT_Smile_Detector.ipynb for an example usage with images, including converting them to tf.Examples.

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