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docs(nnx): add sepreformer audio source separation guide (#5472) - #5572

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Ultron09:docs/nnx-audio-sepreformer-guide-5472
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docs(nnx): add sepreformer audio source separation guide (#5472)#5572
Ultron09 wants to merge 1 commit into
google:mainfrom
Ultron09:docs/nnx-audio-sepreformer-guide-5472

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Summary

This PR supersedes and rebases #5472 onto current main.

It adds a guide showing how to use NNX for an audio task (audio source separation with SepReformer).
Addresses maintainer review from @IvyZX on #5472 by removing unrelated changes to flax/nnx/nn/attention.py and isolating only the audio tutorial files.

Co-authored-by: Sam Anklesaria sanklesaria@openteams.com

Adds an NNX guide showing audio source separation using SepReformer.
Isolates tutorial files and removes unrelated attention modifications.

Co-authored-by: Sam Anklesaria <sanklesaria@openteams.com>
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