Demo TurboQuant basic search with serialization

[connortsui20]

Summary

Tracking issue: #7297

Adds a TurboQuant demo where we convert the parquet files to a Vortex file (in-memory only now, but still serialized as bytes), and then we verify by decoding and performing a basic cosine similarity expression search with a filter pushdown.

Testing

The example runs!

[codspeed-hq]

Merging this PR will not alter performance

✅ 1153 untouched benchmarks
🆕 10 new benchmarks
⏩ 1455 skipped benchmarks¹

Performance Changes

	Mode	Benchmark	BASE	HEAD	Efficiency
🆕	Simulation	turboquant_compress_dim1024_2bit	N/A	47.5 ms	N/A
🆕	Simulation	turboquant_compress_dim1024_4bit	N/A	52.6 ms	N/A
🆕	Simulation	turboquant_compress_dim1024_8bit	N/A	62.8 ms	N/A
🆕	Simulation	turboquant_decompress_dim768_4bit	N/A	42.2 ms	N/A
🆕	Simulation	turboquant_compress_dim128_4bit	N/A	6.6 ms	N/A
🆕	Simulation	turboquant_decompress_dim1024_4bit	N/A	43.9 ms	N/A
🆕	Simulation	turboquant_decompress_dim1024_2bit	N/A	43.9 ms	N/A
🆕	Simulation	turboquant_compress_dim768_4bit	N/A	52.1 ms	N/A
🆕	Simulation	turboquant_decompress_dim128_4bit	N/A	5.5 ms	N/A
🆕	Simulation	turboquant_decompress_dim1024_8bit	N/A	43.9 ms	N/A

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_{Comparing ct/tq-example (7b9846c) with develop (3188e24)}

Footnotes

1. 1455 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. ↩