Remove all TurboQuant stuff

[connortsui20]

Summary

Closes: #7830 (it was already closed but now it will be extra closed).

See #7830 (comment) for why we are removing this. To summarize: lossy compression / quantization doesn't really make sense in Vortex at all.

Also removes the vector search benchmark that benchmarked this implementation of TurboQuant.

API Changes

Removes TurboQuant completely from the codebase.

Testing

N/A

[codspeed-hq]

Merging this PR will improve performance by 26.18%

⚠️ Unknown Walltime execution environment detected

Using the Walltime instrument on standard Hosted Runners will lead to inconsistent data.

For the most accurate results, we recommend using CodSpeed Macro Runners: bare-metal machines fine-tuned for performance measurement consistency.

⚡ 5 improved benchmarks
✅ 1521 untouched benchmarks
⏩ 10 skipped benchmarks¹

Performance Changes

	Mode	Benchmark	BASE	HEAD	Efficiency
⚡	Simulation	chunked_bool_canonical_into[(1000, 10)]	35.5 µs	20.5 µs	+72.93%
⚡	Simulation	chunked_varbinview_canonical_into[(1000, 10)]	198.1 µs	161.9 µs	+22.35%
⚡	Simulation	chunked_varbinview_into_canonical[(1000, 10)]	213.5 µs	177.4 µs	+20.39%
⚡	Simulation	bitwise_not_vortex_buffer_mut[128]	244.4 ns	215.3 ns	+13.55%
⚡	Simulation	bitwise_not_vortex_buffer_mut[1024]	304.7 ns	275.6 ns	+10.58%

Tip

Curious why this is faster? Comment @codspeedbot explain why this is faster on this PR, or directly use the CodSpeed MCP with your agent.

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_{Comparing ct/remove-tq (02e1107) with develop (8acef3a)}

Footnotes

1. 10 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. ↩