Dynamic WHT rounds in TurboQuant

[connortsui20]

Summary

Tracking issue: #7297

Adds the ability to have a dynamic number of rounds of FWHT rounds for the SORF algorithm. Previously, this was just hardcoded to 3.

Testing

Existing tests suffice.

[connortsui20]

If we want to extract this out into a scalar fn array on top of this, then this will have to change in the future.

[codspeed-hq]

Merging this PR will degrade performance by 14.84%

❌ 1 regressed benchmark
✅ 1121 untouched benchmarks
⏩ 1530 skipped benchmarks¹

⚠️ Please fix the performance issues or acknowledge them on CodSpeed.

Performance Changes

	Mode	Benchmark	BASE	HEAD	Efficiency
❌	Simulation	chunked_bool_canonical_into[(1000, 10)]	50.1 µs	58.8 µs	-14.84%

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_{Comparing ct/sorf (ca156d0) with develop (b9c47cf)}

Footnotes

1. 1530 benchmarks were skipped, so the baseline results were used instead. If they were deleted from the codebase, click here and archive them to remove them from the performance reports. ↩