Prefetch PostingList

[john-wagster]

Exploring prefetching the next posting list in the context of low memory scenarios. We get a good speed up with this approach in low memory scenarios.

Had to tweak how I was testing a good bit. Ultimately something akin to this that limits container ram and swap. 550m seemed to be the limit where a java command would run and 450mb was about the smallest heap given dbpedia 1m as the dataset:

docker stub command

docker run -v elasticsearch:/elasticsearch -v data:/data -v .gradle:/root/.gradle --name dev --workdir /elasticsearch --memory="550m" --memory-swap="550m" -it --rm openjdk:24-jdk-slim-bookworm ...

Here's a couple of the runs for comparison of with and without prefetch:

Results

# w prefetch - 550MB memory, 450MB heap
index_name                             index_type  num_docs  index_time(ms)  force_merge_time(ms)  num_segments
-------------------------------------  ----------  --------  --------------  --------------------  ------------  
corpus-dbpedia-entity-E5-small-0.fvec         ivf   1000000          160092                364439             1

index_name                             index_type  visit_percentage(%)  latency(ms)  net_cpu_time(ms)  avg_cpu_count     QPS  recall     visited  filter_selectivity
-------------------------------------  ----------  -------------------  -----------  ----------------  -------------  ------  ------  ----------  ------------------  
corpus-dbpedia-entity-E5-small-0.fvec         ivf                 1.00         3.75              0.00           0.00  266.84    0.72    20392.18                1.00
corpus-dbpedia-entity-E5-small-0.fvec         ivf                 5.00        12.61              0.00           0.00   79.29    0.84   100392.32                1.00
corpus-dbpedia-entity-E5-small-0.fvec         ivf                10.00        19.83              0.00           0.00   50.44    0.88   200424.90                1.00
corpus-dbpedia-entity-E5-small-0.fvec         ivf                30.00        49.40              0.00           0.00   20.24    0.93   600396.79                1.00
corpus-dbpedia-entity-E5-small-0.fvec         ivf                50.00        67.49              0.00           0.00   14.82    0.95  1000389.70                1.00
corpus-dbpedia-entity-E5-small-0.fvec         ivf                70.00        91.00              0.00           0.00   10.99    0.96  1400380.10                1.00
corpus-dbpedia-entity-E5-small-0.fvec         ivf               100.00       130.78              0.00           0.00    7.65    0.96  1999730.74                1.00

# w/o prefetch - 550MB memory, 450MB heap
index_name                             index_type  num_docs  index_time(ms)  force_merge_time(ms)  num_segments
-------------------------------------  ----------  --------  --------------  --------------------  ------------  
corpus-dbpedia-entity-E5-small-0.fvec         ivf   1000000          176300                509111             1

index_name                             index_type  visit_percentage(%)  latency(ms)  net_cpu_time(ms)  avg_cpu_count     QPS  recall     visited  filter_selectivity
-------------------------------------  ----------  -------------------  -----------  ----------------  -------------  ------  ------  ----------  ------------------  
corpus-dbpedia-entity-E5-small-0.fvec         ivf                 1.00         9.16              0.00           0.00  109.11    0.71    20389.41                1.00
corpus-dbpedia-entity-E5-small-0.fvec         ivf                 5.00        20.38              0.00           0.00   49.07    0.83   100409.05                1.00
corpus-dbpedia-entity-E5-small-0.fvec         ivf                10.00        33.85              0.00           0.00   29.54    0.87   200389.46                1.00
corpus-dbpedia-entity-E5-small-0.fvec         ivf                30.00        95.05              0.00           0.00   10.52    0.93   600373.26                1.00
corpus-dbpedia-entity-E5-small-0.fvec         ivf                50.00       142.15              0.00           0.00    7.03    0.95  1000402.42                1.00
corpus-dbpedia-entity-E5-small-0.fvec         ivf                70.00       198.86              0.00           0.00    5.03    0.96  1400387.26                1.00
corpus-dbpedia-entity-E5-small-0.fvec         ivf               100.00       289.33              0.00           0.00    3.46    0.96  1999792.38                1.00

[elasticsearchmachine]

Pinging @elastic/es-search-relevance (Team:Search Relevance)