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feat: support seismic #552

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@silver-ymz silver-ymz commented Aug 9, 2024

https://github.com/TusKANNy/seismic

benchmark on my local machine

  • datasets: Splade on Ms Marco small
  • machine: 8 vCPU, 32 GB, AMD Ryzen 7 7700, vmware Virtualization
  • index build time: 182.95s
  • index size: 692M

8 threads

  • accuracy: 91.18%
  • QPS: 10036.75

single thread

  • accuracy: 91.23%
  • QPS: 864.83

impl by the paper author

  • index build time: 204s
  • index size: 710M
  • accuracy: 91.73%
  • latency: 127 µs per query

bench params

  • n_postings = 4000
  • centroid_fraction = 0.1
  • summary_energy = 0.4
  • seismic_q_cut = 3
  • seismic_heap_factor = 0.9

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PTAL @VoVAllen @usamoi

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In previous benchmark, seismic_heap_size is set to default value 100. Now in new benchmark, it's set to 10.

New results:

8 threads

  • accuracy: 91.18%
  • QPS: 10036.75

single thread

  • accuracy: 91.23%
  • QPS: 864.83

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