[WIP] Lux + Brutus = MLIR Optimisations

[avik-pal]

An extremely WIP attempt to facilitate using Lux with MLIR optimizations via https://github.com/JuliaLabs/brutus.

Currently introduces BruLuxArray, which removes BLAS calls.

[codecov[bot]]

Codecov Report

Base: 89.03% // Head: 89.03% // No change to project coverage :thumbsup:

Coverage data is based on head (0b9a841) compared to base (32ef3cb). Patch has no changes to coverable lines.

Additional details and impacted files

@@           Coverage Diff           @@
##             main      #32   +/-   ##
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  Coverage   89.03%   89.03%           
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  Files          19       19           
  Lines        1304     1304           
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  Hits         1161     1161           
  Misses        143      143           

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