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Posted to issues@lucene.apache.org by GitBox <gi...@apache.org> on 2021/10/27 17:20:08 UTC
[GitHub] [lucene] mayya-sharipova commented on pull request #416: LUCENE-10054 Make HnswGraph hierarchical
mayya-sharipova commented on pull request #416:
URL: https://github.com/apache/lucene/pull/416#issuecomment-953142944
Benchmarking based on @jtibshirani [setup](based on https://github.com/jtibshirani/lucene/pull/1)
baseline: main branch
candidate: this PR
**glove-25-angular**
| | baseline recall | baseline QPS | candidate recall | candidate QPS |
| ------------ | --------------: | -----------: | ---------------: | ------------: |
| n_cands=10 | 0.626 | 10962.821 | 0.631 | 8869.807 |
| n_cands=50 | 0.888 | 4409.952 | 0.889 | 4111.685 |
| n_cands=100 | 0.946 | 2621.846 | 0.947 | 2734.787 |
| n_cands=500 | 0.994 | 661.253 | 0.994 | 686.700 |
| n_cands=800 | 0.997 | 430.172 | 0.997 | 459.356 |
| n_cands=1000 | 0.998 | 342.915 | 0.998 | 355.238 |
**sift-128-euclidean**
| | baseline recall | baseline QPS | candidate recall | candidate QPS |
| ------------ | --------------: | -----------: | ---------------: | ------------: |
| n_cands=10 | 0.601 | 6948.736 | 0.607 | 6677.931 |
| n_cands=50 | 0.889 | 3003.781 | 0.892 | 3202.925 |
| n_cands=100 | 0.952 | 1622.276 | 0.953 | 1996.992 |
| n_cands=500 | 0.996 | 444.135 | 0.996 | 540.368 |
| n_cands=800 | 0.998 | 296.835 | 0.998 | 367.316 |
| n_cands=1000 | 0.999 | 245.498 | 0.999 | 311.339 |
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