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Just came across this problem while replicating some results in a project that had 1.11.0 in its requirements. I can confirm that the problem exists in version 1.11.0 only and is fixed after that in version 1.12.2.
TensorBoard embedding projector hangs on a title "Computing PCA....". I solved this problem when downgraded both TF & TensorBoard to version 1.7.0.
The minimal example to reproduce the issue:
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