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Tracking Issue: Lossy compression and storage in Vortex #7754

@connortsui20

Description

@connortsui20

This is a tracking issue for adding the ability to express "lossy" compression and data in Vortex.

Motivation

There has been recent work with the TurboQuant quantization scheme, which purposefully is not a lossless compression scheme. Right now, we do not have a way to express that an column / struct field is allowed to be qunatized.

Design

TODO

Steps

  • Initial implementation
  • Documentation
  • Public API stabilization

Unresolved questions

  • None yet.

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tracking-issueShared implementation context for work likely to span multiple PRs.

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