Vector index matrix sweep
84 benchmark runs, one per (engine × corpus size × cache budget), each in its own
process so its memory numbers are its own. Generated 2026-08-17 08:44.
Summary
More stars is better in every column: five stars goes to the best engine in it —
the fastest, or the one holding the least memory — and every factor of ten behind that costs
two stars, down to one. The number beside the stars is the geometric mean over that engine's
runs (indexing: vectors indexed per second, including the state save; memory use: managed heap held after the load, so fewer MB earns more stars; search: Top10 queries per second), which is
the average that suits values differing by factors. A verdict this compact hides the trade
the charts below show: read them together.
Engines
How to read the charts
One chart per measurement. The X axis is the number of vectors indexed, the Y axis the
measurement's own unit. Each line is one engine at one cache budget: colour is the
engine , dash pattern is the cache budget — the tightest dashes are the
smallest budget, a solid line the largest. Hover any point for its exact value.
engine
cache
Every chart says under its title whether higher or lower is better, and
the Y axes are logarithmic except for the percentages — the engines sit orders of magnitude
apart, so on these axes an equal distance is an equal factor. A missing point is a failed or
unsupported run, never a zero. The in-memory index has no cache budget to spend, so its
dashed variants lie on top of each other by design: it is the reference the others are read
against.
Writes
Index
inserts/s · ▲ higher is better · log scale
10
100
1k
10k
100k
1M
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 34.23k inserts/s Memory, 10 MB cache @ 1,000 vectors: 40.31k inserts/s Memory, 10 MB cache @ 10,000 vectors: 53.11k inserts/s Memory, 10 MB cache @ 50,000 vectors: 65.76k inserts/s Memory, 10 MB cache @ 100,000 vectors: 77.96k inserts/s Memory, 10 MB cache @ 500,000 vectors: 83.38k inserts/s Memory, 10 MB cache @ 1,000,000 vectors: 83.37k inserts/s Memory, 100 MB cache @ 500 vectors: 35.85k inserts/s Memory, 100 MB cache @ 1,000 vectors: 36.19k inserts/s Memory, 100 MB cache @ 10,000 vectors: 53.9k inserts/s Memory, 100 MB cache @ 50,000 vectors: 64.98k inserts/s Memory, 100 MB cache @ 100,000 vectors: 78.8k inserts/s Memory, 100 MB cache @ 500,000 vectors: 81.63k inserts/s Memory, 100 MB cache @ 1,000,000 vectors: 74.07k inserts/s Memory, 500 MB cache @ 500 vectors: 34.32k inserts/s Memory, 500 MB cache @ 1,000 vectors: 37.83k inserts/s Memory, 500 MB cache @ 10,000 vectors: 52.18k inserts/s Memory, 500 MB cache @ 50,000 vectors: 62.13k inserts/s Memory, 500 MB cache @ 100,000 vectors: 78.83k inserts/s Memory, 500 MB cache @ 500,000 vectors: 81.75k inserts/s Memory, 500 MB cache @ 1,000,000 vectors: 77.97k inserts/s Memory, 2000 MB cache @ 500 vectors: 36.15k inserts/s Memory, 2000 MB cache @ 1,000 vectors: 38.46k inserts/s Memory, 2000 MB cache @ 10,000 vectors: 54.04k inserts/s Memory, 2000 MB cache @ 50,000 vectors: 75.34k inserts/s Memory, 2000 MB cache @ 100,000 vectors: 76.42k inserts/s Memory, 2000 MB cache @ 500,000 vectors: 83.43k inserts/s Memory, 2000 MB cache @ 1,000,000 vectors: 80.34k inserts/s IVS, 10 MB cache @ 500 vectors: 24.53k inserts/s IVS, 10 MB cache @ 1,000 vectors: 43.8k inserts/s IVS, 10 MB cache @ 10,000 vectors: 112.91k inserts/s IVS, 10 MB cache @ 50,000 vectors: 30.33k inserts/s IVS, 10 MB cache @ 100,000 vectors: 27.87k inserts/s IVS, 10 MB cache @ 500,000 vectors: 23.52k inserts/s IVS, 10 MB cache @ 1,000,000 vectors: 15.29k inserts/s IVS, 100 MB cache @ 500 vectors: 23.26k inserts/s IVS, 100 MB cache @ 1,000 vectors: 45.34k inserts/s IVS, 100 MB cache @ 10,000 vectors: 135.59k inserts/s IVS, 100 MB cache @ 50,000 vectors: 28.38k inserts/s IVS, 100 MB cache @ 100,000 vectors: 29.02k inserts/s IVS, 100 MB cache @ 500,000 vectors: 25.47k inserts/s IVS, 100 MB cache @ 1,000,000 vectors: 13.25k inserts/s IVS, 500 MB cache @ 500 vectors: 26.22k inserts/s IVS, 500 MB cache @ 1,000 vectors: 45.13k inserts/s IVS, 500 MB cache @ 10,000 vectors: 137.53k inserts/s IVS, 500 MB cache @ 50,000 vectors: 29.33k inserts/s IVS, 500 MB cache @ 100,000 vectors: 29.37k inserts/s IVS, 500 MB cache @ 500,000 vectors: 24.16k inserts/s IVS, 500 MB cache @ 1,000,000 vectors: 14.94k inserts/s IVS, 2000 MB cache @ 500 vectors: 24.76k inserts/s IVS, 2000 MB cache @ 1,000 vectors: 46.74k inserts/s IVS, 2000 MB cache @ 10,000 vectors: 113.14k inserts/s IVS, 2000 MB cache @ 50,000 vectors: 33.49k inserts/s IVS, 2000 MB cache @ 100,000 vectors: 28.57k inserts/s IVS, 2000 MB cache @ 500,000 vectors: 25.25k inserts/s IVS, 2000 MB cache @ 1,000,000 vectors: 15.16k inserts/s HNSW, 10 MB cache @ 500 vectors: 1.5k inserts/s HNSW, 10 MB cache @ 1,000 vectors: 1.34k inserts/s HNSW, 10 MB cache @ 10,000 vectors: 271.5 inserts/s HNSW, 10 MB cache @ 50,000 vectors: 159 inserts/s HNSW, 10 MB cache @ 100,000 vectors: 144.4 inserts/s HNSW, 10 MB cache @ 500,000 vectors: 70.1 inserts/s HNSW, 10 MB cache @ 1,000,000 vectors: 51.3 inserts/s HNSW, 100 MB cache @ 500 vectors: 6.92k inserts/s HNSW, 100 MB cache @ 1,000 vectors: 9.21k inserts/s HNSW, 100 MB cache @ 10,000 vectors: 9.58k inserts/s HNSW, 100 MB cache @ 50,000 vectors: 14.46k inserts/s HNSW, 100 MB cache @ 100,000 vectors: 14.81k inserts/s HNSW, 100 MB cache @ 500,000 vectors: 11.07k inserts/s HNSW, 100 MB cache @ 1,000,000 vectors: 9.16k inserts/s HNSW, 500 MB cache @ 500 vectors: 6.8k inserts/s HNSW, 500 MB cache @ 1,000 vectors: 9.14k inserts/s HNSW, 500 MB cache @ 10,000 vectors: 10.32k inserts/s HNSW, 500 MB cache @ 50,000 vectors: 15.92k inserts/s HNSW, 500 MB cache @ 100,000 vectors: 15.49k inserts/s HNSW, 500 MB cache @ 500,000 vectors: 11.33k inserts/s HNSW, 500 MB cache @ 1,000,000 vectors: 9.44k inserts/s HNSW, 2000 MB cache @ 500 vectors: 6.87k inserts/s HNSW, 2000 MB cache @ 1,000 vectors: 9.05k inserts/s HNSW, 2000 MB cache @ 10,000 vectors: 10.14k inserts/s HNSW, 2000 MB cache @ 50,000 vectors: 15.53k inserts/s HNSW, 2000 MB cache @ 100,000 vectors: 15.62k inserts/s HNSW, 2000 MB cache @ 500,000 vectors: 11.28k inserts/s HNSW, 2000 MB cache @ 1,000,000 vectors: 9.37k inserts/s
Update
updates/s · ▲ higher is better · log scale
10
100
1k
10k
100k
1M
10M
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 1.25M updates/s Memory, 10 MB cache @ 1,000 vectors: 1.59M updates/s Memory, 10 MB cache @ 10,000 vectors: 1.46M updates/s Memory, 10 MB cache @ 50,000 vectors: 888.81k updates/s Memory, 10 MB cache @ 100,000 vectors: 1.41M updates/s Memory, 10 MB cache @ 500,000 vectors: 1.35M updates/s Memory, 10 MB cache @ 1,000,000 vectors: 1.33M updates/s Memory, 100 MB cache @ 500 vectors: 1.52M updates/s Memory, 100 MB cache @ 1,000 vectors: 1.52M updates/s Memory, 100 MB cache @ 10,000 vectors: 1.24M updates/s Memory, 100 MB cache @ 50,000 vectors: 1.37M updates/s Memory, 100 MB cache @ 100,000 vectors: 1.42M updates/s Memory, 100 MB cache @ 500,000 vectors: 1.44M updates/s Memory, 100 MB cache @ 1,000,000 vectors: 1.33M updates/s Memory, 500 MB cache @ 500 vectors: 1.38M updates/s Memory, 500 MB cache @ 1,000 vectors: 1.47M updates/s Memory, 500 MB cache @ 10,000 vectors: 1.28M updates/s Memory, 500 MB cache @ 50,000 vectors: 1.34M updates/s Memory, 500 MB cache @ 100,000 vectors: 1.37M updates/s Memory, 500 MB cache @ 500,000 vectors: 1.35M updates/s Memory, 500 MB cache @ 1,000,000 vectors: 881.21k updates/s Memory, 2000 MB cache @ 500 vectors: 1.42M updates/s Memory, 2000 MB cache @ 1,000 vectors: 1.58M updates/s Memory, 2000 MB cache @ 10,000 vectors: 1.41M updates/s Memory, 2000 MB cache @ 50,000 vectors: 1.41M updates/s Memory, 2000 MB cache @ 100,000 vectors: 1.41M updates/s Memory, 2000 MB cache @ 500,000 vectors: 1.48M updates/s Memory, 2000 MB cache @ 1,000,000 vectors: 871.54k updates/s IVS, 10 MB cache @ 500 vectors: 1.18M updates/s IVS, 10 MB cache @ 1,000 vectors: 1.39M updates/s IVS, 10 MB cache @ 10,000 vectors: 473.22k updates/s IVS, 10 MB cache @ 50,000 vectors: 985.17k updates/s IVS, 10 MB cache @ 100,000 vectors: 1.37M updates/s IVS, 10 MB cache @ 500,000 vectors: 1.33M updates/s IVS, 10 MB cache @ 1,000,000 vectors: 1.32M updates/s IVS, 100 MB cache @ 500 vectors: 1.49M updates/s IVS, 100 MB cache @ 1,000 vectors: 1.33M updates/s IVS, 100 MB cache @ 10,000 vectors: 1.36M updates/s IVS, 100 MB cache @ 50,000 vectors: 1.38M updates/s IVS, 100 MB cache @ 100,000 vectors: 1.27M updates/s IVS, 100 MB cache @ 500,000 vectors: 1.34M updates/s IVS, 100 MB cache @ 1,000,000 vectors: 891.23k updates/s IVS, 500 MB cache @ 500 vectors: 1.41M updates/s IVS, 500 MB cache @ 1,000 vectors: 1.22M updates/s IVS, 500 MB cache @ 10,000 vectors: 1.38M updates/s IVS, 500 MB cache @ 50,000 vectors: 1.3M updates/s IVS, 500 MB cache @ 100,000 vectors: 1.37M updates/s IVS, 500 MB cache @ 500,000 vectors: 1.34M updates/s IVS, 500 MB cache @ 1,000,000 vectors: 899.73k updates/s IVS, 2000 MB cache @ 500 vectors: 1.29M updates/s IVS, 2000 MB cache @ 1,000 vectors: 1.39M updates/s IVS, 2000 MB cache @ 10,000 vectors: 1.45M updates/s IVS, 2000 MB cache @ 50,000 vectors: 1.41M updates/s IVS, 2000 MB cache @ 100,000 vectors: 1.44M updates/s IVS, 2000 MB cache @ 500,000 vectors: 1.29M updates/s IVS, 2000 MB cache @ 1,000,000 vectors: 982.17k updates/s HNSW, 10 MB cache @ 500 vectors: 1.72k updates/s HNSW, 10 MB cache @ 1,000 vectors: 2.56k updates/s HNSW, 10 MB cache @ 10,000 vectors: 133 updates/s HNSW, 10 MB cache @ 50,000 vectors: 227.9 updates/s HNSW, 10 MB cache @ 100,000 vectors: 159.2 updates/s HNSW, 10 MB cache @ 500,000 vectors: 54.9 updates/s HNSW, 10 MB cache @ 1,000,000 vectors: 42.3 updates/s HNSW, 100 MB cache @ 500 vectors: 1.92k updates/s HNSW, 100 MB cache @ 1,000 vectors: 2.16k updates/s HNSW, 100 MB cache @ 10,000 vectors: 3.08k updates/s HNSW, 100 MB cache @ 50,000 vectors: 2.41k updates/s HNSW, 100 MB cache @ 100,000 vectors: 1.95k updates/s HNSW, 100 MB cache @ 500,000 vectors: 1.23k updates/s HNSW, 100 MB cache @ 1,000,000 vectors: 1.12k updates/s HNSW, 500 MB cache @ 500 vectors: 1.85k updates/s HNSW, 500 MB cache @ 1,000 vectors: 2.24k updates/s HNSW, 500 MB cache @ 10,000 vectors: 3.11k updates/s HNSW, 500 MB cache @ 50,000 vectors: 2.49k updates/s HNSW, 500 MB cache @ 100,000 vectors: 1.97k updates/s HNSW, 500 MB cache @ 500,000 vectors: 1.2k updates/s HNSW, 500 MB cache @ 1,000,000 vectors: 1.12k updates/s HNSW, 2000 MB cache @ 500 vectors: 1.94k updates/s HNSW, 2000 MB cache @ 1,000 vectors: 2.21k updates/s HNSW, 2000 MB cache @ 10,000 vectors: 3.05k updates/s HNSW, 2000 MB cache @ 50,000 vectors: 2.53k updates/s HNSW, 2000 MB cache @ 100,000 vectors: 1.88k updates/s HNSW, 2000 MB cache @ 500,000 vectors: 1.22k updates/s HNSW, 2000 MB cache @ 1,000,000 vectors: 1.12k updates/s
Remove
removes/s · ▲ higher is better · log scale
1M
10M
100M
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 30.86M removes/s Memory, 10 MB cache @ 1,000 vectors: 32.47M removes/s Memory, 10 MB cache @ 10,000 vectors: 40.9M removes/s Memory, 10 MB cache @ 50,000 vectors: 18.35M removes/s Memory, 10 MB cache @ 100,000 vectors: 18.28M removes/s Memory, 10 MB cache @ 500,000 vectors: 11.95M removes/s Memory, 10 MB cache @ 1,000,000 vectors: 12.74M removes/s Memory, 100 MB cache @ 500 vectors: 31.06M removes/s Memory, 100 MB cache @ 1,000 vectors: 33.56M removes/s Memory, 100 MB cache @ 10,000 vectors: 25.74M removes/s Memory, 100 MB cache @ 50,000 vectors: 13.57M removes/s Memory, 100 MB cache @ 100,000 vectors: 10.12M removes/s Memory, 100 MB cache @ 500,000 vectors: 12.51M removes/s Memory, 100 MB cache @ 1,000,000 vectors: 4.23M removes/s Memory, 500 MB cache @ 500 vectors: 30.49M removes/s Memory, 500 MB cache @ 1,000 vectors: 28.49M removes/s Memory, 500 MB cache @ 10,000 vectors: 32.73M removes/s Memory, 500 MB cache @ 50,000 vectors: 21.57M removes/s Memory, 500 MB cache @ 100,000 vectors: 15.79M removes/s Memory, 500 MB cache @ 500,000 vectors: 16.45M removes/s Memory, 500 MB cache @ 1,000,000 vectors: 4.58M removes/s Memory, 2000 MB cache @ 500 vectors: 29.94M removes/s Memory, 2000 MB cache @ 1,000 vectors: 33.22M removes/s Memory, 2000 MB cache @ 10,000 vectors: 30.26M removes/s Memory, 2000 MB cache @ 50,000 vectors: 20.12M removes/s Memory, 2000 MB cache @ 100,000 vectors: 16.57M removes/s Memory, 2000 MB cache @ 500,000 vectors: 15.05M removes/s Memory, 2000 MB cache @ 1,000,000 vectors: 4.59M removes/s IVS, 10 MB cache @ 500 vectors: 12.08M removes/s IVS, 10 MB cache @ 1,000 vectors: 14.06M removes/s IVS, 10 MB cache @ 10,000 vectors: 15.29M removes/s IVS, 10 MB cache @ 50,000 vectors: 12.63M removes/s IVS, 10 MB cache @ 100,000 vectors: 10.67M removes/s IVS, 10 MB cache @ 500,000 vectors: 8.11M removes/s IVS, 10 MB cache @ 1,000,000 vectors: 7.86M removes/s IVS, 100 MB cache @ 500 vectors: 12.08M removes/s IVS, 100 MB cache @ 1,000 vectors: 7.03M removes/s IVS, 100 MB cache @ 10,000 vectors: 16.75M removes/s IVS, 100 MB cache @ 50,000 vectors: 12.75M removes/s IVS, 100 MB cache @ 100,000 vectors: 5.13M removes/s IVS, 100 MB cache @ 500,000 vectors: 8.23M removes/s IVS, 100 MB cache @ 1,000,000 vectors: 6.81M removes/s IVS, 500 MB cache @ 500 vectors: 12.72M removes/s IVS, 500 MB cache @ 1,000 vectors: 16.16M removes/s IVS, 500 MB cache @ 10,000 vectors: 18.66M removes/s IVS, 500 MB cache @ 50,000 vectors: 12.9M removes/s IVS, 500 MB cache @ 100,000 vectors: 10.24M removes/s IVS, 500 MB cache @ 500,000 vectors: 8.18M removes/s IVS, 500 MB cache @ 1,000,000 vectors: 7.54M removes/s IVS, 2000 MB cache @ 500 vectors: 13.16M removes/s IVS, 2000 MB cache @ 1,000 vectors: 7.96M removes/s IVS, 2000 MB cache @ 10,000 vectors: 18.28M removes/s IVS, 2000 MB cache @ 50,000 vectors: 8.96M removes/s IVS, 2000 MB cache @ 100,000 vectors: 11.04M removes/s IVS, 2000 MB cache @ 500,000 vectors: 5M removes/s IVS, 2000 MB cache @ 1,000,000 vectors: 6.57M removes/s HNSW, 10 MB cache @ 500 vectors: 3.39M removes/s HNSW, 10 MB cache @ 1,000 vectors: 2.35M removes/s HNSW, 10 MB cache @ 10,000 vectors: 2.85M removes/s HNSW, 10 MB cache @ 50,000 vectors: 4.29M removes/s HNSW, 10 MB cache @ 100,000 vectors: 4.02M removes/s HNSW, 10 MB cache @ 500,000 vectors: 3.42M removes/s HNSW, 10 MB cache @ 1,000,000 vectors: 2.99M removes/s HNSW, 100 MB cache @ 500 vectors: 18.66M removes/s HNSW, 100 MB cache @ 1,000 vectors: 10.25M removes/s HNSW, 100 MB cache @ 10,000 vectors: 3.28M removes/s HNSW, 100 MB cache @ 50,000 vectors: 5.82M removes/s HNSW, 100 MB cache @ 100,000 vectors: 5.19M removes/s HNSW, 100 MB cache @ 500,000 vectors: 4.18M removes/s HNSW, 100 MB cache @ 1,000,000 vectors: 3.34M removes/s HNSW, 500 MB cache @ 500 vectors: 13.66M removes/s HNSW, 500 MB cache @ 1,000 vectors: 10.16M removes/s HNSW, 500 MB cache @ 10,000 vectors: 3.3M removes/s HNSW, 500 MB cache @ 50,000 vectors: 5.87M removes/s HNSW, 500 MB cache @ 100,000 vectors: 5.13M removes/s HNSW, 500 MB cache @ 500,000 vectors: 4.04M removes/s HNSW, 500 MB cache @ 1,000,000 vectors: 3.83M removes/s HNSW, 2000 MB cache @ 500 vectors: 21.01M removes/s HNSW, 2000 MB cache @ 1,000 vectors: 9.35M removes/s HNSW, 2000 MB cache @ 10,000 vectors: 3.39M removes/s HNSW, 2000 MB cache @ 50,000 vectors: 6.06M removes/s HNSW, 2000 MB cache @ 100,000 vectors: 5.3M removes/s HNSW, 2000 MB cache @ 500,000 vectors: 4.08M removes/s HNSW, 2000 MB cache @ 1,000,000 vectors: 3.24M removes/s
Mixed
ops/s · ▲ higher is better · log scale
1
10
100
1k
10k
100k
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 16.18k ops/s Memory, 10 MB cache @ 1,000 vectors: 13.77k ops/s Memory, 10 MB cache @ 10,000 vectors: 2.25k ops/s Memory, 10 MB cache @ 50,000 vectors: 361.5 ops/s Memory, 10 MB cache @ 100,000 vectors: 186.8 ops/s Memory, 10 MB cache @ 500,000 vectors: 38.7 ops/s Memory, 10 MB cache @ 1,000,000 vectors: 19.2 ops/s Memory, 100 MB cache @ 500 vectors: 16.04k ops/s Memory, 100 MB cache @ 1,000 vectors: 13.53k ops/s Memory, 100 MB cache @ 10,000 vectors: 2.23k ops/s Memory, 100 MB cache @ 50,000 vectors: 362.6 ops/s Memory, 100 MB cache @ 100,000 vectors: 184.7 ops/s Memory, 100 MB cache @ 500,000 vectors: 38.5 ops/s Memory, 100 MB cache @ 1,000,000 vectors: 17.9 ops/s Memory, 500 MB cache @ 500 vectors: 16.48k ops/s Memory, 500 MB cache @ 1,000 vectors: 13.23k ops/s Memory, 500 MB cache @ 10,000 vectors: 2.11k ops/s Memory, 500 MB cache @ 50,000 vectors: 365.4 ops/s Memory, 500 MB cache @ 100,000 vectors: 187.4 ops/s Memory, 500 MB cache @ 500,000 vectors: 38.8 ops/s Memory, 500 MB cache @ 1,000,000 vectors: 18.7 ops/s Memory, 2000 MB cache @ 500 vectors: 16.21k ops/s Memory, 2000 MB cache @ 1,000 vectors: 13.73k ops/s Memory, 2000 MB cache @ 10,000 vectors: 2.14k ops/s Memory, 2000 MB cache @ 50,000 vectors: 360.8 ops/s Memory, 2000 MB cache @ 100,000 vectors: 186.9 ops/s Memory, 2000 MB cache @ 500,000 vectors: 38.7 ops/s Memory, 2000 MB cache @ 1,000,000 vectors: 18.7 ops/s IVS, 10 MB cache @ 500 vectors: 12.21k ops/s IVS, 10 MB cache @ 1,000 vectors: 7.99k ops/s IVS, 10 MB cache @ 10,000 vectors: 126.9 ops/s IVS, 10 MB cache @ 50,000 vectors: 106.8 ops/s IVS, 10 MB cache @ 100,000 vectors: 55.1 ops/s IVS, 10 MB cache @ 500,000 vectors: 11.7 ops/s IVS, 10 MB cache @ 1,000,000 vectors: 5.59 ops/s IVS, 100 MB cache @ 500 vectors: 12.38k ops/s IVS, 100 MB cache @ 1,000 vectors: 7k ops/s IVS, 100 MB cache @ 10,000 vectors: 964.7 ops/s IVS, 100 MB cache @ 50,000 vectors: 150.8 ops/s IVS, 100 MB cache @ 100,000 vectors: 63.1 ops/s IVS, 100 MB cache @ 500,000 vectors: 11.9 ops/s IVS, 100 MB cache @ 1,000,000 vectors: 5.46 ops/s IVS, 500 MB cache @ 500 vectors: 12.36k ops/s IVS, 500 MB cache @ 1,000 vectors: 7.53k ops/s IVS, 500 MB cache @ 10,000 vectors: 957.3 ops/s IVS, 500 MB cache @ 50,000 vectors: 744.4 ops/s IVS, 500 MB cache @ 100,000 vectors: 214.8 ops/s IVS, 500 MB cache @ 500,000 vectors: 13.5 ops/s IVS, 500 MB cache @ 1,000,000 vectors: 5.9 ops/s IVS, 2000 MB cache @ 500 vectors: 12.79k ops/s IVS, 2000 MB cache @ 1,000 vectors: 6.89k ops/s IVS, 2000 MB cache @ 10,000 vectors: 946.3 ops/s IVS, 2000 MB cache @ 50,000 vectors: 770.2 ops/s IVS, 2000 MB cache @ 100,000 vectors: 548 ops/s IVS, 2000 MB cache @ 500,000 vectors: 29.5 ops/s IVS, 2000 MB cache @ 1,000,000 vectors: 7.75 ops/s HNSW, 10 MB cache @ 500 vectors: 1.24k ops/s HNSW, 10 MB cache @ 1,000 vectors: 706.1 ops/s HNSW, 10 MB cache @ 10,000 vectors: 194.6 ops/s HNSW, 10 MB cache @ 50,000 vectors: 272.9 ops/s HNSW, 10 MB cache @ 100,000 vectors: 186.6 ops/s HNSW, 10 MB cache @ 500,000 vectors: 69.4 ops/s HNSW, 10 MB cache @ 1,000,000 vectors: 54.6 ops/s HNSW, 100 MB cache @ 500 vectors: 4.6k ops/s HNSW, 100 MB cache @ 1,000 vectors: 6.02k ops/s HNSW, 100 MB cache @ 10,000 vectors: 1.81k ops/s HNSW, 100 MB cache @ 50,000 vectors: 1.62k ops/s HNSW, 100 MB cache @ 100,000 vectors: 1.47k ops/s HNSW, 100 MB cache @ 500,000 vectors: 1.1k ops/s HNSW, 100 MB cache @ 1,000,000 vectors: 966.1 ops/s HNSW, 500 MB cache @ 500 vectors: 4.5k ops/s HNSW, 500 MB cache @ 1,000 vectors: 5.98k ops/s HNSW, 500 MB cache @ 10,000 vectors: 6.14k ops/s HNSW, 500 MB cache @ 50,000 vectors: 5.22k ops/s HNSW, 500 MB cache @ 100,000 vectors: 1.48k ops/s HNSW, 500 MB cache @ 500,000 vectors: 1.09k ops/s HNSW, 500 MB cache @ 1,000,000 vectors: 985.3 ops/s HNSW, 2000 MB cache @ 500 vectors: 4.49k ops/s HNSW, 2000 MB cache @ 1,000 vectors: 6.14k ops/s HNSW, 2000 MB cache @ 10,000 vectors: 6.31k ops/s HNSW, 2000 MB cache @ 50,000 vectors: 5.51k ops/s HNSW, 2000 MB cache @ 100,000 vectors: 3.9k ops/s HNSW, 2000 MB cache @ 500,000 vectors: 1.09k ops/s HNSW, 2000 MB cache @ 1,000,000 vectors: 942 ops/s
Searches
Top10
queries/s · ▲ higher is better · log scale
1
10
100
1k
10k
100k
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 9.78k queries/s Memory, 10 MB cache @ 1,000 vectors: 2.76k queries/s Memory, 10 MB cache @ 10,000 vectors: 1.38k queries/s Memory, 10 MB cache @ 50,000 vectors: 217.4 queries/s Memory, 10 MB cache @ 100,000 vectors: 113.6 queries/s Memory, 10 MB cache @ 500,000 vectors: 22.9 queries/s Memory, 10 MB cache @ 1,000,000 vectors: 11.5 queries/s Memory, 100 MB cache @ 500 vectors: 4.23k queries/s Memory, 100 MB cache @ 1,000 vectors: 4.28k queries/s Memory, 100 MB cache @ 10,000 vectors: 1.34k queries/s Memory, 100 MB cache @ 50,000 vectors: 222.5 queries/s Memory, 100 MB cache @ 100,000 vectors: 113.4 queries/s Memory, 100 MB cache @ 500,000 vectors: 22.9 queries/s Memory, 100 MB cache @ 1,000,000 vectors: 10.8 queries/s Memory, 500 MB cache @ 500 vectors: 2.31k queries/s Memory, 500 MB cache @ 1,000 vectors: 1.95k queries/s Memory, 500 MB cache @ 10,000 vectors: 1.26k queries/s Memory, 500 MB cache @ 50,000 vectors: 223.3 queries/s Memory, 500 MB cache @ 100,000 vectors: 113.2 queries/s Memory, 500 MB cache @ 500,000 vectors: 23.3 queries/s Memory, 500 MB cache @ 1,000,000 vectors: 11.2 queries/s Memory, 2000 MB cache @ 500 vectors: 6.6k queries/s Memory, 2000 MB cache @ 1,000 vectors: 1.42k queries/s Memory, 2000 MB cache @ 10,000 vectors: 1.29k queries/s Memory, 2000 MB cache @ 50,000 vectors: 221.6 queries/s Memory, 2000 MB cache @ 100,000 vectors: 112.1 queries/s Memory, 2000 MB cache @ 500,000 vectors: 23.3 queries/s Memory, 2000 MB cache @ 1,000,000 vectors: 10.9 queries/s IVS, 10 MB cache @ 500 vectors: 8.74k queries/s IVS, 10 MB cache @ 1,000 vectors: 5.67k queries/s IVS, 10 MB cache @ 10,000 vectors: 79.6 queries/s IVS, 10 MB cache @ 50,000 vectors: 60.5 queries/s IVS, 10 MB cache @ 100,000 vectors: 33 queries/s IVS, 10 MB cache @ 500,000 vectors: 7.08 queries/s IVS, 10 MB cache @ 1,000,000 vectors: 3.49 queries/s IVS, 100 MB cache @ 500 vectors: 8.47k queries/s IVS, 100 MB cache @ 1,000 vectors: 5k queries/s IVS, 100 MB cache @ 10,000 vectors: 816.8 queries/s IVS, 100 MB cache @ 50,000 vectors: 96.2 queries/s IVS, 100 MB cache @ 100,000 vectors: 38.7 queries/s IVS, 100 MB cache @ 500,000 vectors: 7.51 queries/s IVS, 100 MB cache @ 1,000,000 vectors: 3.46 queries/s IVS, 500 MB cache @ 500 vectors: 8.75k queries/s IVS, 500 MB cache @ 1,000 vectors: 5.45k queries/s IVS, 500 MB cache @ 10,000 vectors: 721.7 queries/s IVS, 500 MB cache @ 50,000 vectors: 635.2 queries/s IVS, 500 MB cache @ 100,000 vectors: 146.6 queries/s IVS, 500 MB cache @ 500,000 vectors: 7.82 queries/s IVS, 500 MB cache @ 1,000,000 vectors: 3.5 queries/s IVS, 2000 MB cache @ 500 vectors: 9.01k queries/s IVS, 2000 MB cache @ 1,000 vectors: 5.12k queries/s IVS, 2000 MB cache @ 10,000 vectors: 821.4 queries/s IVS, 2000 MB cache @ 50,000 vectors: 672.8 queries/s IVS, 2000 MB cache @ 100,000 vectors: 417 queries/s IVS, 2000 MB cache @ 500,000 vectors: 17.4 queries/s IVS, 2000 MB cache @ 1,000,000 vectors: 4.36 queries/s HNSW, 10 MB cache @ 500 vectors: 1.69k queries/s HNSW, 10 MB cache @ 1,000 vectors: 1.11k queries/s HNSW, 10 MB cache @ 10,000 vectors: 151.3 queries/s HNSW, 10 MB cache @ 50,000 vectors: 238.9 queries/s HNSW, 10 MB cache @ 100,000 vectors: 175.9 queries/s HNSW, 10 MB cache @ 500,000 vectors: 67.6 queries/s HNSW, 10 MB cache @ 1,000,000 vectors: 54.7 queries/s HNSW, 100 MB cache @ 500 vectors: 11.3k queries/s HNSW, 100 MB cache @ 1,000 vectors: 11.33k queries/s HNSW, 100 MB cache @ 10,000 vectors: 6.43k queries/s HNSW, 100 MB cache @ 50,000 vectors: 1.18k queries/s HNSW, 100 MB cache @ 100,000 vectors: 1.11k queries/s HNSW, 100 MB cache @ 500,000 vectors: 898.3 queries/s HNSW, 100 MB cache @ 1,000,000 vectors: 817.9 queries/s HNSW, 500 MB cache @ 500 vectors: 11.81k queries/s HNSW, 500 MB cache @ 1,000 vectors: 5.63k queries/s HNSW, 500 MB cache @ 10,000 vectors: 5.92k queries/s HNSW, 500 MB cache @ 50,000 vectors: 6.45k queries/s HNSW, 500 MB cache @ 100,000 vectors: 1.13k queries/s HNSW, 500 MB cache @ 500,000 vectors: 903.7 queries/s HNSW, 500 MB cache @ 1,000,000 vectors: 771.7 queries/s HNSW, 2000 MB cache @ 500 vectors: 12.26k queries/s HNSW, 2000 MB cache @ 1,000 vectors: 5.99k queries/s HNSW, 2000 MB cache @ 10,000 vectors: 6.06k queries/s HNSW, 2000 MB cache @ 50,000 vectors: 6.56k queries/s HNSW, 2000 MB cache @ 100,000 vectors: 6.11k queries/s HNSW, 2000 MB cache @ 500,000 vectors: 883.9 queries/s HNSW, 2000 MB cache @ 1,000,000 vectors: 761.9 queries/s
Top100
queries/s · ▲ higher is better · log scale
1
10
100
1k
10k
100k
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 8.7k queries/s Memory, 10 MB cache @ 1,000 vectors: 5.97k queries/s Memory, 10 MB cache @ 10,000 vectors: 1.43k queries/s Memory, 10 MB cache @ 50,000 vectors: 216.5 queries/s Memory, 10 MB cache @ 100,000 vectors: 106.5 queries/s Memory, 10 MB cache @ 500,000 vectors: 22.8 queries/s Memory, 10 MB cache @ 1,000,000 vectors: 11.6 queries/s Memory, 100 MB cache @ 500 vectors: 4.11k queries/s Memory, 100 MB cache @ 1,000 vectors: 4.09k queries/s Memory, 100 MB cache @ 10,000 vectors: 1.42k queries/s Memory, 100 MB cache @ 50,000 vectors: 222.8 queries/s Memory, 100 MB cache @ 100,000 vectors: 112.9 queries/s Memory, 100 MB cache @ 500,000 vectors: 23 queries/s Memory, 100 MB cache @ 1,000,000 vectors: 11.4 queries/s Memory, 500 MB cache @ 500 vectors: 4.17k queries/s Memory, 500 MB cache @ 1,000 vectors: 5.8k queries/s Memory, 500 MB cache @ 10,000 vectors: 1.39k queries/s Memory, 500 MB cache @ 50,000 vectors: 222.5 queries/s Memory, 500 MB cache @ 100,000 vectors: 113.3 queries/s Memory, 500 MB cache @ 500,000 vectors: 23.3 queries/s Memory, 500 MB cache @ 1,000,000 vectors: 11 queries/s Memory, 2000 MB cache @ 500 vectors: 8.79k queries/s Memory, 2000 MB cache @ 1,000 vectors: 7.64k queries/s Memory, 2000 MB cache @ 10,000 vectors: 1.42k queries/s Memory, 2000 MB cache @ 50,000 vectors: 219.6 queries/s Memory, 2000 MB cache @ 100,000 vectors: 113.2 queries/s Memory, 2000 MB cache @ 500,000 vectors: 23.3 queries/s Memory, 2000 MB cache @ 1,000,000 vectors: 10.9 queries/s IVS, 10 MB cache @ 500 vectors: 9.98k queries/s IVS, 10 MB cache @ 1,000 vectors: 5.44k queries/s IVS, 10 MB cache @ 10,000 vectors: 77.8 queries/s IVS, 10 MB cache @ 50,000 vectors: 68.3 queries/s IVS, 10 MB cache @ 100,000 vectors: 33.8 queries/s IVS, 10 MB cache @ 500,000 vectors: 6.89 queries/s IVS, 10 MB cache @ 1,000,000 vectors: 3.53 queries/s IVS, 100 MB cache @ 500 vectors: 9.3k queries/s IVS, 100 MB cache @ 1,000 vectors: 5.07k queries/s IVS, 100 MB cache @ 10,000 vectors: 828.8 queries/s IVS, 100 MB cache @ 50,000 vectors: 93.4 queries/s IVS, 100 MB cache @ 100,000 vectors: 39.6 queries/s IVS, 100 MB cache @ 500,000 vectors: 7.52 queries/s IVS, 100 MB cache @ 1,000,000 vectors: 3.43 queries/s IVS, 500 MB cache @ 500 vectors: 9.88k queries/s IVS, 500 MB cache @ 1,000 vectors: 5.67k queries/s IVS, 500 MB cache @ 10,000 vectors: 837.6 queries/s IVS, 500 MB cache @ 50,000 vectors: 777.2 queries/s IVS, 500 MB cache @ 100,000 vectors: 142.6 queries/s IVS, 500 MB cache @ 500,000 vectors: 7.79 queries/s IVS, 500 MB cache @ 1,000,000 vectors: 3.51 queries/s IVS, 2000 MB cache @ 500 vectors: 9.99k queries/s IVS, 2000 MB cache @ 1,000 vectors: 5.55k queries/s IVS, 2000 MB cache @ 10,000 vectors: 827.4 queries/s IVS, 2000 MB cache @ 50,000 vectors: 761.1 queries/s IVS, 2000 MB cache @ 100,000 vectors: 411 queries/s IVS, 2000 MB cache @ 500,000 vectors: 17.3 queries/s IVS, 2000 MB cache @ 1,000,000 vectors: 4.55 queries/s HNSW, 10 MB cache @ 500 vectors: 1.91k queries/s HNSW, 10 MB cache @ 1,000 vectors: 1.16k queries/s HNSW, 10 MB cache @ 10,000 vectors: 108.6 queries/s HNSW, 10 MB cache @ 50,000 vectors: 20.8 queries/s HNSW, 10 MB cache @ 100,000 vectors: 24.6 queries/s HNSW, 10 MB cache @ 500,000 vectors: 32.7 queries/s HNSW, 10 MB cache @ 1,000,000 vectors: 20.6 queries/s HNSW, 100 MB cache @ 500 vectors: 11.01k queries/s HNSW, 100 MB cache @ 1,000 vectors: 11.76k queries/s HNSW, 100 MB cache @ 10,000 vectors: 1.48k queries/s HNSW, 100 MB cache @ 50,000 vectors: 126.7 queries/s HNSW, 100 MB cache @ 100,000 vectors: 126.9 queries/s HNSW, 100 MB cache @ 500,000 vectors: 127.4 queries/s HNSW, 100 MB cache @ 1,000,000 vectors: 115 queries/s HNSW, 500 MB cache @ 500 vectors: 12.61k queries/s HNSW, 500 MB cache @ 1,000 vectors: 10.37k queries/s HNSW, 500 MB cache @ 10,000 vectors: 1.64k queries/s HNSW, 500 MB cache @ 50,000 vectors: 672.7 queries/s HNSW, 500 MB cache @ 100,000 vectors: 128.9 queries/s HNSW, 500 MB cache @ 500,000 vectors: 126.7 queries/s HNSW, 500 MB cache @ 1,000,000 vectors: 109 queries/s HNSW, 2000 MB cache @ 500 vectors: 12.99k queries/s HNSW, 2000 MB cache @ 1,000 vectors: 10.2k queries/s HNSW, 2000 MB cache @ 10,000 vectors: 1.63k queries/s HNSW, 2000 MB cache @ 50,000 vectors: 719.4 queries/s HNSW, 2000 MB cache @ 100,000 vectors: 776.6 queries/s HNSW, 2000 MB cache @ 500,000 vectors: 127.2 queries/s HNSW, 2000 MB cache @ 1,000,000 vectors: 105.2 queries/s
NoFloor
queries/s · ▲ higher is better · log scale
1
10
100
1k
10k
100k
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 12.76k queries/s Memory, 10 MB cache @ 1,000 vectors: 8.93k queries/s Memory, 10 MB cache @ 10,000 vectors: 1.19k queries/s Memory, 10 MB cache @ 50,000 vectors: 210.5 queries/s Memory, 10 MB cache @ 100,000 vectors: 109 queries/s Memory, 10 MB cache @ 500,000 vectors: 22.2 queries/s Memory, 10 MB cache @ 1,000,000 vectors: 11.6 queries/s Memory, 100 MB cache @ 500 vectors: 12.64k queries/s Memory, 100 MB cache @ 1,000 vectors: 9.28k queries/s Memory, 100 MB cache @ 10,000 vectors: 1.17k queries/s Memory, 100 MB cache @ 50,000 vectors: 216.6 queries/s Memory, 100 MB cache @ 100,000 vectors: 111 queries/s Memory, 100 MB cache @ 500,000 vectors: 22.7 queries/s Memory, 100 MB cache @ 1,000,000 vectors: 10.8 queries/s Memory, 500 MB cache @ 500 vectors: 10.4k queries/s Memory, 500 MB cache @ 1,000 vectors: 8.51k queries/s Memory, 500 MB cache @ 10,000 vectors: 1.16k queries/s Memory, 500 MB cache @ 50,000 vectors: 215.9 queries/s Memory, 500 MB cache @ 100,000 vectors: 111.9 queries/s Memory, 500 MB cache @ 500,000 vectors: 23.2 queries/s Memory, 500 MB cache @ 1,000,000 vectors: 11.2 queries/s Memory, 2000 MB cache @ 500 vectors: 10.95k queries/s Memory, 2000 MB cache @ 1,000 vectors: 8.98k queries/s Memory, 2000 MB cache @ 10,000 vectors: 1.24k queries/s Memory, 2000 MB cache @ 50,000 vectors: 215.5 queries/s Memory, 2000 MB cache @ 100,000 vectors: 111.6 queries/s Memory, 2000 MB cache @ 500,000 vectors: 23.1 queries/s Memory, 2000 MB cache @ 1,000,000 vectors: 11.2 queries/s IVS, 10 MB cache @ 500 vectors: 10.93k queries/s IVS, 10 MB cache @ 1,000 vectors: 7.01k queries/s IVS, 10 MB cache @ 10,000 vectors: 76.2 queries/s IVS, 10 MB cache @ 50,000 vectors: 63.4 queries/s IVS, 10 MB cache @ 100,000 vectors: 33.3 queries/s IVS, 10 MB cache @ 500,000 vectors: 7.02 queries/s IVS, 10 MB cache @ 1,000,000 vectors: 3.46 queries/s IVS, 100 MB cache @ 500 vectors: 11.36k queries/s IVS, 100 MB cache @ 1,000 vectors: 6.98k queries/s IVS, 100 MB cache @ 10,000 vectors: 860.5 queries/s IVS, 100 MB cache @ 50,000 vectors: 95.4 queries/s IVS, 100 MB cache @ 100,000 vectors: 37 queries/s IVS, 100 MB cache @ 500,000 vectors: 7.09 queries/s IVS, 100 MB cache @ 1,000,000 vectors: 3.41 queries/s IVS, 500 MB cache @ 500 vectors: 10.71k queries/s IVS, 500 MB cache @ 1,000 vectors: 6.47k queries/s IVS, 500 MB cache @ 10,000 vectors: 844.1 queries/s IVS, 500 MB cache @ 50,000 vectors: 747.5 queries/s IVS, 500 MB cache @ 100,000 vectors: 146.7 queries/s IVS, 500 MB cache @ 500,000 vectors: 7.95 queries/s IVS, 500 MB cache @ 1,000,000 vectors: 3.54 queries/s IVS, 2000 MB cache @ 500 vectors: 10k queries/s IVS, 2000 MB cache @ 1,000 vectors: 6k queries/s IVS, 2000 MB cache @ 10,000 vectors: 838.7 queries/s IVS, 2000 MB cache @ 50,000 vectors: 745 queries/s IVS, 2000 MB cache @ 100,000 vectors: 398.8 queries/s IVS, 2000 MB cache @ 500,000 vectors: 17.2 queries/s IVS, 2000 MB cache @ 1,000,000 vectors: 4.55 queries/s HNSW, 10 MB cache @ 500 vectors: 2.04k queries/s HNSW, 10 MB cache @ 1,000 vectors: 1.25k queries/s HNSW, 10 MB cache @ 10,000 vectors: 150.4 queries/s HNSW, 10 MB cache @ 50,000 vectors: 239.9 queries/s HNSW, 10 MB cache @ 100,000 vectors: 173.7 queries/s HNSW, 10 MB cache @ 500,000 vectors: 67.6 queries/s HNSW, 10 MB cache @ 1,000,000 vectors: 53.3 queries/s HNSW, 100 MB cache @ 500 vectors: 12k queries/s HNSW, 100 MB cache @ 1,000 vectors: 10.08k queries/s HNSW, 100 MB cache @ 10,000 vectors: 7.65k queries/s HNSW, 100 MB cache @ 50,000 vectors: 1.19k queries/s HNSW, 100 MB cache @ 100,000 vectors: 1.12k queries/s HNSW, 100 MB cache @ 500,000 vectors: 895.9 queries/s HNSW, 100 MB cache @ 1,000,000 vectors: 836.4 queries/s HNSW, 500 MB cache @ 500 vectors: 10.44k queries/s HNSW, 500 MB cache @ 1,000 vectors: 10.02k queries/s HNSW, 500 MB cache @ 10,000 vectors: 7.26k queries/s HNSW, 500 MB cache @ 50,000 vectors: 7.87k queries/s HNSW, 500 MB cache @ 100,000 vectors: 1.13k queries/s HNSW, 500 MB cache @ 500,000 vectors: 887.5 queries/s HNSW, 500 MB cache @ 1,000,000 vectors: 784.6 queries/s HNSW, 2000 MB cache @ 500 vectors: 16.15k queries/s HNSW, 2000 MB cache @ 1,000 vectors: 10.59k queries/s HNSW, 2000 MB cache @ 10,000 vectors: 7.6k queries/s HNSW, 2000 MB cache @ 50,000 vectors: 7.98k queries/s HNSW, 2000 MB cache @ 100,000 vectors: 5.9k queries/s HNSW, 2000 MB cache @ 500,000 vectors: 887.5 queries/s HNSW, 2000 MB cache @ 1,000,000 vectors: 762.2 queries/s
Filter
queries/s · ▲ higher is better · log scale
1
10
100
1k
10k
100k
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 11.15k queries/s Memory, 10 MB cache @ 1,000 vectors: 9.02k queries/s Memory, 10 MB cache @ 10,000 vectors: 1.35k queries/s Memory, 10 MB cache @ 50,000 vectors: 223 queries/s Memory, 10 MB cache @ 100,000 vectors: 113.5 queries/s Memory, 10 MB cache @ 500,000 vectors: 23.2 queries/s Memory, 10 MB cache @ 1,000,000 vectors: 11.6 queries/s Memory, 100 MB cache @ 500 vectors: 11.3k queries/s Memory, 100 MB cache @ 1,000 vectors: 8.83k queries/s Memory, 100 MB cache @ 10,000 vectors: 1.31k queries/s Memory, 100 MB cache @ 50,000 vectors: 224.2 queries/s Memory, 100 MB cache @ 100,000 vectors: 113.4 queries/s Memory, 100 MB cache @ 500,000 vectors: 23.2 queries/s Memory, 100 MB cache @ 1,000,000 vectors: 10.5 queries/s Memory, 500 MB cache @ 500 vectors: 10.81k queries/s Memory, 500 MB cache @ 1,000 vectors: 8.84k queries/s Memory, 500 MB cache @ 10,000 vectors: 1.31k queries/s Memory, 500 MB cache @ 50,000 vectors: 224.2 queries/s Memory, 500 MB cache @ 100,000 vectors: 114.1 queries/s Memory, 500 MB cache @ 500,000 vectors: 23.1 queries/s Memory, 500 MB cache @ 1,000,000 vectors: 11.4 queries/s Memory, 2000 MB cache @ 500 vectors: 11.67k queries/s Memory, 2000 MB cache @ 1,000 vectors: 9.3k queries/s Memory, 2000 MB cache @ 10,000 vectors: 1.37k queries/s Memory, 2000 MB cache @ 50,000 vectors: 222.5 queries/s Memory, 2000 MB cache @ 100,000 vectors: 113.6 queries/s Memory, 2000 MB cache @ 500,000 vectors: 23.3 queries/s Memory, 2000 MB cache @ 1,000,000 vectors: 11.3 queries/s IVS, 10 MB cache @ 500 vectors: 12.49k queries/s IVS, 10 MB cache @ 1,000 vectors: 6.99k queries/s IVS, 10 MB cache @ 10,000 vectors: 77.3 queries/s IVS, 10 MB cache @ 50,000 vectors: 65.8 queries/s IVS, 10 MB cache @ 100,000 vectors: 33.3 queries/s IVS, 10 MB cache @ 500,000 vectors: 6.99 queries/s IVS, 10 MB cache @ 1,000,000 vectors: 3.24 queries/s IVS, 100 MB cache @ 500 vectors: 12.48k queries/s IVS, 100 MB cache @ 1,000 vectors: 6.6k queries/s IVS, 100 MB cache @ 10,000 vectors: 880.3 queries/s IVS, 100 MB cache @ 50,000 vectors: 92.6 queries/s IVS, 100 MB cache @ 100,000 vectors: 37.3 queries/s IVS, 100 MB cache @ 500,000 vectors: 7.12 queries/s IVS, 100 MB cache @ 1,000,000 vectors: 3.42 queries/s IVS, 500 MB cache @ 500 vectors: 12.09k queries/s IVS, 500 MB cache @ 1,000 vectors: 6.06k queries/s IVS, 500 MB cache @ 10,000 vectors: 868.8 queries/s IVS, 500 MB cache @ 50,000 vectors: 805.2 queries/s IVS, 500 MB cache @ 100,000 vectors: 149.1 queries/s IVS, 500 MB cache @ 500,000 vectors: 8.07 queries/s IVS, 500 MB cache @ 1,000,000 vectors: 3.56 queries/s IVS, 2000 MB cache @ 500 vectors: 12.67k queries/s IVS, 2000 MB cache @ 1,000 vectors: 7.12k queries/s IVS, 2000 MB cache @ 10,000 vectors: 880.3 queries/s IVS, 2000 MB cache @ 50,000 vectors: 812.4 queries/s IVS, 2000 MB cache @ 100,000 vectors: 417 queries/s IVS, 2000 MB cache @ 500,000 vectors: 17.2 queries/s IVS, 2000 MB cache @ 1,000,000 vectors: 4.39 queries/s HNSW, 10 MB cache @ 500 vectors: 2.11k queries/s HNSW, 10 MB cache @ 1,000 vectors: 1.31k queries/s HNSW, 10 MB cache @ 10,000 vectors: 38.5 queries/s HNSW, 10 MB cache @ 50,000 vectors: 15.3 queries/s HNSW, 10 MB cache @ 100,000 vectors: 12 queries/s HNSW, 10 MB cache @ 500,000 vectors: 9.19 queries/s HNSW, 10 MB cache @ 1,000,000 vectors: 7.7 queries/s HNSW, 100 MB cache @ 500 vectors: 12.01k queries/s HNSW, 100 MB cache @ 1,000 vectors: 16.7k queries/s HNSW, 100 MB cache @ 10,000 vectors: 875.3 queries/s HNSW, 100 MB cache @ 50,000 vectors: 43.6 queries/s HNSW, 100 MB cache @ 100,000 vectors: 20.9 queries/s HNSW, 100 MB cache @ 500,000 vectors: 70.8 queries/s HNSW, 100 MB cache @ 1,000,000 vectors: 47.1 queries/s HNSW, 500 MB cache @ 500 vectors: 17.51k queries/s HNSW, 500 MB cache @ 1,000 vectors: 17.03k queries/s HNSW, 500 MB cache @ 10,000 vectors: 874.7 queries/s HNSW, 500 MB cache @ 50,000 vectors: 301.6 queries/s HNSW, 500 MB cache @ 100,000 vectors: 20.9 queries/s HNSW, 500 MB cache @ 500,000 vectors: 70.9 queries/s HNSW, 500 MB cache @ 1,000,000 vectors: 44.9 queries/s HNSW, 2000 MB cache @ 500 vectors: 25.76k queries/s HNSW, 2000 MB cache @ 1,000 vectors: 17.12k queries/s HNSW, 2000 MB cache @ 10,000 vectors: 882.3 queries/s HNSW, 2000 MB cache @ 50,000 vectors: 302 queries/s HNSW, 2000 MB cache @ 100,000 vectors: 187.1 queries/s HNSW, 2000 MB cache @ 500,000 vectors: 70 queries/s HNSW, 2000 MB cache @ 1,000,000 vectors: 44.5 queries/s
Accuracy
Recall
% · ▲ higher is better
0
25
50
75
100
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 100 % Memory, 10 MB cache @ 1,000 vectors: 100 % Memory, 10 MB cache @ 10,000 vectors: 100 % Memory, 10 MB cache @ 50,000 vectors: 100 % Memory, 10 MB cache @ 100,000 vectors: 100 % Memory, 10 MB cache @ 500,000 vectors: 100 % Memory, 10 MB cache @ 1,000,000 vectors: 100 % Memory, 100 MB cache @ 500 vectors: 100 % Memory, 100 MB cache @ 1,000 vectors: 100 % Memory, 100 MB cache @ 10,000 vectors: 100 % Memory, 100 MB cache @ 50,000 vectors: 100 % Memory, 100 MB cache @ 100,000 vectors: 100 % Memory, 100 MB cache @ 500,000 vectors: 100 % Memory, 100 MB cache @ 1,000,000 vectors: 100 % Memory, 500 MB cache @ 500 vectors: 100 % Memory, 500 MB cache @ 1,000 vectors: 100 % Memory, 500 MB cache @ 10,000 vectors: 100 % Memory, 500 MB cache @ 50,000 vectors: 100 % Memory, 500 MB cache @ 100,000 vectors: 100 % Memory, 500 MB cache @ 500,000 vectors: 100 % Memory, 500 MB cache @ 1,000,000 vectors: 100 % Memory, 2000 MB cache @ 500 vectors: 100 % Memory, 2000 MB cache @ 1,000 vectors: 100 % Memory, 2000 MB cache @ 10,000 vectors: 100 % Memory, 2000 MB cache @ 50,000 vectors: 100 % Memory, 2000 MB cache @ 100,000 vectors: 100 % Memory, 2000 MB cache @ 500,000 vectors: 100 % Memory, 2000 MB cache @ 1,000,000 vectors: 100 % IVS, 10 MB cache @ 500 vectors: 100 % IVS, 10 MB cache @ 1,000 vectors: 100 % IVS, 10 MB cache @ 10,000 vectors: 100 % IVS, 10 MB cache @ 50,000 vectors: 100 % IVS, 10 MB cache @ 100,000 vectors: 100 % IVS, 10 MB cache @ 500,000 vectors: 100 % IVS, 10 MB cache @ 1,000,000 vectors: 100 % IVS, 100 MB cache @ 500 vectors: 100 % IVS, 100 MB cache @ 1,000 vectors: 100 % IVS, 100 MB cache @ 10,000 vectors: 100 % IVS, 100 MB cache @ 50,000 vectors: 100 % IVS, 100 MB cache @ 100,000 vectors: 100 % IVS, 100 MB cache @ 500,000 vectors: 100 % IVS, 100 MB cache @ 1,000,000 vectors: 100 % IVS, 500 MB cache @ 500 vectors: 100 % IVS, 500 MB cache @ 1,000 vectors: 100 % IVS, 500 MB cache @ 10,000 vectors: 100 % IVS, 500 MB cache @ 50,000 vectors: 100 % IVS, 500 MB cache @ 100,000 vectors: 100 % IVS, 500 MB cache @ 500,000 vectors: 100 % IVS, 500 MB cache @ 1,000,000 vectors: 100 % IVS, 2000 MB cache @ 500 vectors: 100 % IVS, 2000 MB cache @ 1,000 vectors: 100 % IVS, 2000 MB cache @ 10,000 vectors: 100 % IVS, 2000 MB cache @ 50,000 vectors: 100 % IVS, 2000 MB cache @ 100,000 vectors: 100 % IVS, 2000 MB cache @ 500,000 vectors: 100 % IVS, 2000 MB cache @ 1,000,000 vectors: 100 % HNSW, 10 MB cache @ 500 vectors: 100 % HNSW, 10 MB cache @ 1,000 vectors: 100 % HNSW, 10 MB cache @ 10,000 vectors: 100 % HNSW, 10 MB cache @ 50,000 vectors: 100 % HNSW, 10 MB cache @ 100,000 vectors: 100 % HNSW, 10 MB cache @ 500,000 vectors: 83.2 % HNSW, 10 MB cache @ 1,000,000 vectors: 75 % HNSW, 100 MB cache @ 500 vectors: 100 % HNSW, 100 MB cache @ 1,000 vectors: 100 % HNSW, 100 MB cache @ 10,000 vectors: 99.8 % HNSW, 100 MB cache @ 50,000 vectors: 99.4 % HNSW, 100 MB cache @ 100,000 vectors: 100 % HNSW, 100 MB cache @ 500,000 vectors: 80.6 % HNSW, 100 MB cache @ 1,000,000 vectors: 74.6 % HNSW, 500 MB cache @ 500 vectors: 100 % HNSW, 500 MB cache @ 1,000 vectors: 100 % HNSW, 500 MB cache @ 10,000 vectors: 99.8 % HNSW, 500 MB cache @ 50,000 vectors: 99.8 % HNSW, 500 MB cache @ 100,000 vectors: 100 % HNSW, 500 MB cache @ 500,000 vectors: 84.6 % HNSW, 500 MB cache @ 1,000,000 vectors: 76 % HNSW, 2000 MB cache @ 500 vectors: 100 % HNSW, 2000 MB cache @ 1,000 vectors: 100 % HNSW, 2000 MB cache @ 10,000 vectors: 99.4 % HNSW, 2000 MB cache @ 50,000 vectors: 99.8 % HNSW, 2000 MB cache @ 100,000 vectors: 100 % HNSW, 2000 MB cache @ 500,000 vectors: 86.6 % HNSW, 2000 MB cache @ 1,000,000 vectors: 77.2 %
Filter recall
% · ▲ higher is better
0
25
50
75
100
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 100 % Memory, 10 MB cache @ 1,000 vectors: 100 % Memory, 10 MB cache @ 10,000 vectors: 100 % Memory, 10 MB cache @ 50,000 vectors: 100 % Memory, 10 MB cache @ 100,000 vectors: 100 % Memory, 10 MB cache @ 500,000 vectors: 100 % Memory, 10 MB cache @ 1,000,000 vectors: 100 % Memory, 100 MB cache @ 500 vectors: 100 % Memory, 100 MB cache @ 1,000 vectors: 100 % Memory, 100 MB cache @ 10,000 vectors: 100 % Memory, 100 MB cache @ 50,000 vectors: 100 % Memory, 100 MB cache @ 100,000 vectors: 100 % Memory, 100 MB cache @ 500,000 vectors: 100 % Memory, 100 MB cache @ 1,000,000 vectors: 100 % Memory, 500 MB cache @ 500 vectors: 100 % Memory, 500 MB cache @ 1,000 vectors: 100 % Memory, 500 MB cache @ 10,000 vectors: 100 % Memory, 500 MB cache @ 50,000 vectors: 100 % Memory, 500 MB cache @ 100,000 vectors: 100 % Memory, 500 MB cache @ 500,000 vectors: 100 % Memory, 500 MB cache @ 1,000,000 vectors: 100 % Memory, 2000 MB cache @ 500 vectors: 100 % Memory, 2000 MB cache @ 1,000 vectors: 100 % Memory, 2000 MB cache @ 10,000 vectors: 100 % Memory, 2000 MB cache @ 50,000 vectors: 100 % Memory, 2000 MB cache @ 100,000 vectors: 100 % Memory, 2000 MB cache @ 500,000 vectors: 100 % Memory, 2000 MB cache @ 1,000,000 vectors: 100 % IVS, 10 MB cache @ 500 vectors: 100 % IVS, 10 MB cache @ 1,000 vectors: 100 % IVS, 10 MB cache @ 10,000 vectors: 100 % IVS, 10 MB cache @ 50,000 vectors: 94.8 % IVS, 10 MB cache @ 100,000 vectors: 100 % IVS, 10 MB cache @ 500,000 vectors: 100 % IVS, 10 MB cache @ 1,000,000 vectors: 100 % IVS, 100 MB cache @ 500 vectors: 100 % IVS, 100 MB cache @ 1,000 vectors: 100 % IVS, 100 MB cache @ 10,000 vectors: 100 % IVS, 100 MB cache @ 50,000 vectors: 94.8 % IVS, 100 MB cache @ 100,000 vectors: 100 % IVS, 100 MB cache @ 500,000 vectors: 100 % IVS, 100 MB cache @ 1,000,000 vectors: 100 % IVS, 500 MB cache @ 500 vectors: 100 % IVS, 500 MB cache @ 1,000 vectors: 100 % IVS, 500 MB cache @ 10,000 vectors: 100 % IVS, 500 MB cache @ 50,000 vectors: 94.8 % IVS, 500 MB cache @ 100,000 vectors: 100 % IVS, 500 MB cache @ 500,000 vectors: 100 % IVS, 500 MB cache @ 1,000,000 vectors: 100 % IVS, 2000 MB cache @ 500 vectors: 100 % IVS, 2000 MB cache @ 1,000 vectors: 100 % IVS, 2000 MB cache @ 10,000 vectors: 100 % IVS, 2000 MB cache @ 50,000 vectors: 94.8 % IVS, 2000 MB cache @ 100,000 vectors: 100 % IVS, 2000 MB cache @ 500,000 vectors: 100 % IVS, 2000 MB cache @ 1,000,000 vectors: 100 % HNSW, 10 MB cache @ 500 vectors: 100 % HNSW, 10 MB cache @ 1,000 vectors: 100 % HNSW, 10 MB cache @ 10,000 vectors: 100 % HNSW, 10 MB cache @ 50,000 vectors: 99.5 % HNSW, 10 MB cache @ 100,000 vectors: 98 % HNSW, 10 MB cache @ 500,000 vectors: 87.2 % HNSW, 10 MB cache @ 1,000,000 vectors: 87.7 % HNSW, 100 MB cache @ 500 vectors: 100 % HNSW, 100 MB cache @ 1,000 vectors: 100 % HNSW, 100 MB cache @ 10,000 vectors: 100 % HNSW, 100 MB cache @ 50,000 vectors: 99.4 % HNSW, 100 MB cache @ 100,000 vectors: 99.9 % HNSW, 100 MB cache @ 500,000 vectors: 87.1 % HNSW, 100 MB cache @ 1,000,000 vectors: 87.7 % HNSW, 500 MB cache @ 500 vectors: 100 % HNSW, 500 MB cache @ 1,000 vectors: 100 % HNSW, 500 MB cache @ 10,000 vectors: 100 % HNSW, 500 MB cache @ 50,000 vectors: 99.3 % HNSW, 500 MB cache @ 100,000 vectors: 99.9 % HNSW, 500 MB cache @ 500,000 vectors: 87.2 % HNSW, 500 MB cache @ 1,000,000 vectors: 87.7 % HNSW, 2000 MB cache @ 500 vectors: 100 % HNSW, 2000 MB cache @ 1,000 vectors: 100 % HNSW, 2000 MB cache @ 10,000 vectors: 100 % HNSW, 2000 MB cache @ 50,000 vectors: 99.4 % HNSW, 2000 MB cache @ 100,000 vectors: 99.9 % HNSW, 2000 MB cache @ 500,000 vectors: 87.2 % HNSW, 2000 MB cache @ 1,000,000 vectors: 89.5 %
Durability and restart
Save
ms · ▼ lower is better · log scale
1
10
100
1k
10k
100k
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 13.7 ms Memory, 10 MB cache @ 1,000 vectors: 19.9 ms Memory, 10 MB cache @ 10,000 vectors: 140.5 ms Memory, 10 MB cache @ 50,000 vectors: 518.9 ms Memory, 10 MB cache @ 100,000 vectors: 1.01k ms Memory, 10 MB cache @ 500,000 vectors: 5.05k ms Memory, 10 MB cache @ 1,000,000 vectors: 9.78k ms Memory, 100 MB cache @ 500 vectors: 13 ms Memory, 100 MB cache @ 1,000 vectors: 20.6 ms Memory, 100 MB cache @ 10,000 vectors: 140.1 ms Memory, 100 MB cache @ 50,000 vectors: 506.5 ms Memory, 100 MB cache @ 100,000 vectors: 1.02k ms Memory, 100 MB cache @ 500,000 vectors: 5.03k ms Memory, 100 MB cache @ 1,000,000 vectors: 11.19k ms Memory, 500 MB cache @ 500 vectors: 12.8 ms Memory, 500 MB cache @ 1,000 vectors: 20.9 ms Memory, 500 MB cache @ 10,000 vectors: 140.4 ms Memory, 500 MB cache @ 50,000 vectors: 538.1 ms Memory, 500 MB cache @ 100,000 vectors: 989.1 ms Memory, 500 MB cache @ 500,000 vectors: 4.98k ms Memory, 500 MB cache @ 1,000,000 vectors: 10.48k ms Memory, 2000 MB cache @ 500 vectors: 12.7 ms Memory, 2000 MB cache @ 1,000 vectors: 20 ms Memory, 2000 MB cache @ 10,000 vectors: 140.8 ms Memory, 2000 MB cache @ 50,000 vectors: 506.6 ms Memory, 2000 MB cache @ 100,000 vectors: 1.01k ms Memory, 2000 MB cache @ 500,000 vectors: 4.84k ms Memory, 2000 MB cache @ 1,000,000 vectors: 10.25k ms IVS, 10 MB cache @ 500 vectors: 8.56 ms IVS, 10 MB cache @ 1,000 vectors: 7.59 ms IVS, 10 MB cache @ 10,000 vectors: 9.1 ms IVS, 10 MB cache @ 50,000 vectors: 21.7 ms IVS, 10 MB cache @ 100,000 vectors: 284.3 ms IVS, 10 MB cache @ 500,000 vectors: 35.9 ms IVS, 10 MB cache @ 1,000,000 vectors: 40.1 ms IVS, 100 MB cache @ 500 vectors: 7.77 ms IVS, 100 MB cache @ 1,000 vectors: 8.39 ms IVS, 100 MB cache @ 10,000 vectors: 9.74 ms IVS, 100 MB cache @ 50,000 vectors: 31.1 ms IVS, 100 MB cache @ 100,000 vectors: 261.2 ms IVS, 100 MB cache @ 500,000 vectors: 37.4 ms IVS, 100 MB cache @ 1,000,000 vectors: 42.6 ms IVS, 500 MB cache @ 500 vectors: 8.77 ms IVS, 500 MB cache @ 1,000 vectors: 9.12 ms IVS, 500 MB cache @ 10,000 vectors: 9.18 ms IVS, 500 MB cache @ 50,000 vectors: 30.8 ms IVS, 500 MB cache @ 100,000 vectors: 245.7 ms IVS, 500 MB cache @ 500,000 vectors: 37.6 ms IVS, 500 MB cache @ 1,000,000 vectors: 59.4 ms IVS, 2000 MB cache @ 500 vectors: 8.85 ms IVS, 2000 MB cache @ 1,000 vectors: 7.27 ms IVS, 2000 MB cache @ 10,000 vectors: 9.15 ms IVS, 2000 MB cache @ 50,000 vectors: 30.4 ms IVS, 2000 MB cache @ 100,000 vectors: 256.7 ms IVS, 2000 MB cache @ 500,000 vectors: 48.4 ms IVS, 2000 MB cache @ 1,000,000 vectors: 39.5 ms HNSW, 10 MB cache @ 500 vectors: 5.64 ms HNSW, 10 MB cache @ 1,000 vectors: 6.6 ms HNSW, 10 MB cache @ 10,000 vectors: 25.9 ms HNSW, 10 MB cache @ 50,000 vectors: 110.4 ms HNSW, 10 MB cache @ 100,000 vectors: 201.5 ms HNSW, 10 MB cache @ 500,000 vectors: 280.6 ms HNSW, 10 MB cache @ 1,000,000 vectors: 274.6 ms HNSW, 100 MB cache @ 500 vectors: 5.94 ms HNSW, 100 MB cache @ 1,000 vectors: 6.87 ms HNSW, 100 MB cache @ 10,000 vectors: 25 ms HNSW, 100 MB cache @ 50,000 vectors: 108.9 ms HNSW, 100 MB cache @ 100,000 vectors: 212 ms HNSW, 100 MB cache @ 500,000 vectors: 335.8 ms HNSW, 100 MB cache @ 1,000,000 vectors: 248.5 ms HNSW, 500 MB cache @ 500 vectors: 5.83 ms HNSW, 500 MB cache @ 1,000 vectors: 6.45 ms HNSW, 500 MB cache @ 10,000 vectors: 26.4 ms HNSW, 500 MB cache @ 50,000 vectors: 108.2 ms HNSW, 500 MB cache @ 100,000 vectors: 211.2 ms HNSW, 500 MB cache @ 500,000 vectors: 317.1 ms HNSW, 500 MB cache @ 1,000,000 vectors: 256.3 ms HNSW, 2000 MB cache @ 500 vectors: 5.63 ms HNSW, 2000 MB cache @ 1,000 vectors: 6.94 ms HNSW, 2000 MB cache @ 10,000 vectors: 25.8 ms HNSW, 2000 MB cache @ 50,000 vectors: 114 ms HNSW, 2000 MB cache @ 100,000 vectors: 203.6 ms HNSW, 2000 MB cache @ 500,000 vectors: 323.2 ms HNSW, 2000 MB cache @ 1,000,000 vectors: 265.6 ms
Flush
ms · ▼ lower is better · log scale
1
10
100
1k
10k
500 1k 10k 50k 100k 500k 1M vectors
IVS, 10 MB cache @ 500 vectors: 16.8 ms IVS, 10 MB cache @ 1,000 vectors: 15.4 ms IVS, 10 MB cache @ 10,000 vectors: 14.9 ms IVS, 10 MB cache @ 50,000 vectors: 40.2 ms IVS, 10 MB cache @ 100,000 vectors: 873.6 ms IVS, 10 MB cache @ 500,000 vectors: 78.4 ms IVS, 10 MB cache @ 1,000,000 vectors: 78.2 ms IVS, 100 MB cache @ 500 vectors: 16.6 ms IVS, 100 MB cache @ 1,000 vectors: 15.5 ms IVS, 100 MB cache @ 10,000 vectors: 14 ms IVS, 100 MB cache @ 50,000 vectors: 59.9 ms IVS, 100 MB cache @ 100,000 vectors: 1.02k ms IVS, 100 MB cache @ 500,000 vectors: 87 ms IVS, 100 MB cache @ 1,000,000 vectors: 88.4 ms IVS, 500 MB cache @ 500 vectors: 15.6 ms IVS, 500 MB cache @ 1,000 vectors: 13.9 ms IVS, 500 MB cache @ 10,000 vectors: 14.6 ms IVS, 500 MB cache @ 50,000 vectors: 39.1 ms IVS, 500 MB cache @ 100,000 vectors: 970.9 ms IVS, 500 MB cache @ 500,000 vectors: 76.6 ms IVS, 500 MB cache @ 1,000,000 vectors: 102.2 ms IVS, 2000 MB cache @ 500 vectors: 15.1 ms IVS, 2000 MB cache @ 1,000 vectors: 14.8 ms IVS, 2000 MB cache @ 10,000 vectors: 14.1 ms IVS, 2000 MB cache @ 50,000 vectors: 34.9 ms IVS, 2000 MB cache @ 100,000 vectors: 1.09k ms IVS, 2000 MB cache @ 500,000 vectors: 77.1 ms IVS, 2000 MB cache @ 1,000,000 vectors: 94.5 ms HNSW, 10 MB cache @ 500 vectors: 4.6 ms HNSW, 10 MB cache @ 1,000 vectors: 3.82 ms HNSW, 10 MB cache @ 10,000 vectors: 4.74 ms HNSW, 10 MB cache @ 50,000 vectors: 4.66 ms HNSW, 10 MB cache @ 100,000 vectors: 4.72 ms HNSW, 10 MB cache @ 500,000 vectors: 6.18 ms HNSW, 10 MB cache @ 1,000,000 vectors: 5.88 ms HNSW, 100 MB cache @ 500 vectors: 4.36 ms HNSW, 100 MB cache @ 1,000 vectors: 4.79 ms HNSW, 100 MB cache @ 10,000 vectors: 4.44 ms HNSW, 100 MB cache @ 50,000 vectors: 12.2 ms HNSW, 100 MB cache @ 100,000 vectors: 44.2 ms HNSW, 100 MB cache @ 500,000 vectors: 42.5 ms HNSW, 100 MB cache @ 1,000,000 vectors: 14.2 ms HNSW, 500 MB cache @ 500 vectors: 7.46 ms HNSW, 500 MB cache @ 1,000 vectors: 4.91 ms HNSW, 500 MB cache @ 10,000 vectors: 5.58 ms HNSW, 500 MB cache @ 50,000 vectors: 9.86 ms HNSW, 500 MB cache @ 100,000 vectors: 21 ms HNSW, 500 MB cache @ 500,000 vectors: 23.6 ms HNSW, 500 MB cache @ 1,000,000 vectors: 21 ms HNSW, 2000 MB cache @ 500 vectors: 4.98 ms HNSW, 2000 MB cache @ 1,000 vectors: 4.92 ms HNSW, 2000 MB cache @ 10,000 vectors: 5.57 ms HNSW, 2000 MB cache @ 50,000 vectors: 10.5 ms HNSW, 2000 MB cache @ 100,000 vectors: 14.5 ms HNSW, 2000 MB cache @ 500,000 vectors: 53 ms HNSW, 2000 MB cache @ 1,000,000 vectors: 18.9 ms
Open
ms · ▼ lower is better · log scale
0.1
1
10
100
1k
10k
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 10.2 ms Memory, 10 MB cache @ 1,000 vectors: 11.9 ms Memory, 10 MB cache @ 10,000 vectors: 62.1 ms Memory, 10 MB cache @ 50,000 vectors: 412.7 ms Memory, 10 MB cache @ 100,000 vectors: 708.8 ms Memory, 10 MB cache @ 500,000 vectors: 2.54k ms Memory, 10 MB cache @ 1,000,000 vectors: 5.33k ms Memory, 100 MB cache @ 500 vectors: 11.7 ms Memory, 100 MB cache @ 1,000 vectors: 11.7 ms Memory, 100 MB cache @ 10,000 vectors: 60.9 ms Memory, 100 MB cache @ 50,000 vectors: 392.7 ms Memory, 100 MB cache @ 100,000 vectors: 709.3 ms Memory, 100 MB cache @ 500,000 vectors: 3.16k ms Memory, 100 MB cache @ 1,000,000 vectors: 6.77k ms Memory, 500 MB cache @ 500 vectors: 11.2 ms Memory, 500 MB cache @ 1,000 vectors: 12.1 ms Memory, 500 MB cache @ 10,000 vectors: 60.3 ms Memory, 500 MB cache @ 50,000 vectors: 401.9 ms Memory, 500 MB cache @ 100,000 vectors: 699.4 ms Memory, 500 MB cache @ 500,000 vectors: 2.55k ms Memory, 500 MB cache @ 1,000,000 vectors: 6.52k ms Memory, 2000 MB cache @ 500 vectors: 12.2 ms Memory, 2000 MB cache @ 1,000 vectors: 10.9 ms Memory, 2000 MB cache @ 10,000 vectors: 59.3 ms Memory, 2000 MB cache @ 50,000 vectors: 417.2 ms Memory, 2000 MB cache @ 100,000 vectors: 702.5 ms Memory, 2000 MB cache @ 500,000 vectors: 2.47k ms Memory, 2000 MB cache @ 1,000,000 vectors: 7.35k ms IVS, 10 MB cache @ 500 vectors: 1.4 ms IVS, 10 MB cache @ 1,000 vectors: 0.8 ms IVS, 10 MB cache @ 10,000 vectors: 2.92 ms IVS, 10 MB cache @ 50,000 vectors: 4.04 ms IVS, 10 MB cache @ 100,000 vectors: 7.87 ms IVS, 10 MB cache @ 500,000 vectors: 44.6 ms IVS, 10 MB cache @ 1,000,000 vectors: 71.7 ms IVS, 100 MB cache @ 500 vectors: 0.79 ms IVS, 100 MB cache @ 1,000 vectors: 0.82 ms IVS, 100 MB cache @ 10,000 vectors: 1.03 ms IVS, 100 MB cache @ 50,000 vectors: 3.05 ms IVS, 100 MB cache @ 100,000 vectors: 8.05 ms IVS, 100 MB cache @ 500,000 vectors: 45.1 ms IVS, 100 MB cache @ 1,000,000 vectors: 75.1 ms IVS, 500 MB cache @ 500 vectors: 0.81 ms IVS, 500 MB cache @ 1,000 vectors: 0.78 ms IVS, 500 MB cache @ 10,000 vectors: 1 ms IVS, 500 MB cache @ 50,000 vectors: 2.81 ms IVS, 500 MB cache @ 100,000 vectors: 7.86 ms IVS, 500 MB cache @ 500,000 vectors: 44.3 ms IVS, 500 MB cache @ 1,000,000 vectors: 75 ms IVS, 2000 MB cache @ 500 vectors: 0.79 ms IVS, 2000 MB cache @ 1,000 vectors: 0.85 ms IVS, 2000 MB cache @ 10,000 vectors: 1.01 ms IVS, 2000 MB cache @ 50,000 vectors: 2.79 ms IVS, 2000 MB cache @ 100,000 vectors: 7.6 ms IVS, 2000 MB cache @ 500,000 vectors: 47.2 ms IVS, 2000 MB cache @ 1,000,000 vectors: 75 ms HNSW, 10 MB cache @ 500 vectors: 8.56 ms HNSW, 10 MB cache @ 1,000 vectors: 9.57 ms HNSW, 10 MB cache @ 10,000 vectors: 4.8 ms HNSW, 10 MB cache @ 50,000 vectors: 8.38 ms HNSW, 10 MB cache @ 100,000 vectors: 16.1 ms HNSW, 10 MB cache @ 500,000 vectors: 19.4 ms HNSW, 10 MB cache @ 1,000,000 vectors: 39.3 ms HNSW, 100 MB cache @ 500 vectors: 10.9 ms HNSW, 100 MB cache @ 1,000 vectors: 15.8 ms HNSW, 100 MB cache @ 10,000 vectors: 17.9 ms HNSW, 100 MB cache @ 50,000 vectors: 28.7 ms HNSW, 100 MB cache @ 100,000 vectors: 15.1 ms HNSW, 100 MB cache @ 500,000 vectors: 19.2 ms HNSW, 100 MB cache @ 1,000,000 vectors: 31.5 ms HNSW, 500 MB cache @ 500 vectors: 15.5 ms HNSW, 500 MB cache @ 1,000 vectors: 11.9 ms HNSW, 500 MB cache @ 10,000 vectors: 19.3 ms HNSW, 500 MB cache @ 50,000 vectors: 79.1 ms HNSW, 500 MB cache @ 100,000 vectors: 50.1 ms HNSW, 500 MB cache @ 500,000 vectors: 22.8 ms HNSW, 500 MB cache @ 1,000,000 vectors: 31.2 ms HNSW, 2000 MB cache @ 500 vectors: 10.1 ms HNSW, 2000 MB cache @ 1,000 vectors: 12.7 ms HNSW, 2000 MB cache @ 10,000 vectors: 18.1 ms HNSW, 2000 MB cache @ 50,000 vectors: 91.2 ms HNSW, 2000 MB cache @ 100,000 vectors: 152.4 ms HNSW, 2000 MB cache @ 500,000 vectors: 174 ms HNSW, 2000 MB cache @ 1,000,000 vectors: 362.2 ms
Cold search
ms · ▼ lower is better · log scale
0.1
1
10
100
1k
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 0.25 ms Memory, 10 MB cache @ 1,000 vectors: 0.29 ms Memory, 10 MB cache @ 10,000 vectors: 2.28 ms Memory, 10 MB cache @ 50,000 vectors: 6.97 ms Memory, 10 MB cache @ 100,000 vectors: 12.9 ms Memory, 10 MB cache @ 500,000 vectors: 62.4 ms Memory, 10 MB cache @ 1,000,000 vectors: 93.4 ms Memory, 100 MB cache @ 500 vectors: 0.27 ms Memory, 100 MB cache @ 1,000 vectors: 0.28 ms Memory, 100 MB cache @ 10,000 vectors: 2.1 ms Memory, 100 MB cache @ 50,000 vectors: 7.72 ms Memory, 100 MB cache @ 100,000 vectors: 14.7 ms Memory, 100 MB cache @ 500,000 vectors: 59 ms Memory, 100 MB cache @ 1,000,000 vectors: 94.6 ms Memory, 500 MB cache @ 500 vectors: 0.22 ms Memory, 500 MB cache @ 1,000 vectors: 0.2 ms Memory, 500 MB cache @ 10,000 vectors: 2.14 ms Memory, 500 MB cache @ 50,000 vectors: 6.1 ms Memory, 500 MB cache @ 100,000 vectors: 12.4 ms Memory, 500 MB cache @ 500,000 vectors: 48.1 ms Memory, 500 MB cache @ 1,000,000 vectors: 93.9 ms Memory, 2000 MB cache @ 500 vectors: 0.27 ms Memory, 2000 MB cache @ 1,000 vectors: 0.29 ms Memory, 2000 MB cache @ 10,000 vectors: 2.17 ms Memory, 2000 MB cache @ 50,000 vectors: 5.85 ms Memory, 2000 MB cache @ 100,000 vectors: 12.5 ms Memory, 2000 MB cache @ 500,000 vectors: 64.7 ms Memory, 2000 MB cache @ 1,000,000 vectors: 101.1 ms IVS, 10 MB cache @ 500 vectors: 1.66 ms IVS, 10 MB cache @ 1,000 vectors: 1.49 ms IVS, 10 MB cache @ 10,000 vectors: 13.2 ms IVS, 10 MB cache @ 50,000 vectors: 15.4 ms IVS, 10 MB cache @ 100,000 vectors: 31.9 ms IVS, 10 MB cache @ 500,000 vectors: 127.1 ms IVS, 10 MB cache @ 1,000,000 vectors: 280.8 ms IVS, 100 MB cache @ 500 vectors: 1.66 ms IVS, 100 MB cache @ 1,000 vectors: 1.52 ms IVS, 100 MB cache @ 10,000 vectors: 13 ms IVS, 100 MB cache @ 50,000 vectors: 15.1 ms IVS, 100 MB cache @ 100,000 vectors: 31.3 ms IVS, 100 MB cache @ 500,000 vectors: 127.5 ms IVS, 100 MB cache @ 1,000,000 vectors: 279.7 ms IVS, 500 MB cache @ 500 vectors: 1.48 ms IVS, 500 MB cache @ 1,000 vectors: 1.64 ms IVS, 500 MB cache @ 10,000 vectors: 13 ms IVS, 500 MB cache @ 50,000 vectors: 16.6 ms IVS, 500 MB cache @ 100,000 vectors: 30.5 ms IVS, 500 MB cache @ 500,000 vectors: 127.1 ms IVS, 500 MB cache @ 1,000,000 vectors: 296 ms IVS, 2000 MB cache @ 500 vectors: 1.51 ms IVS, 2000 MB cache @ 1,000 vectors: 1.5 ms IVS, 2000 MB cache @ 10,000 vectors: 13.1 ms IVS, 2000 MB cache @ 50,000 vectors: 15.3 ms IVS, 2000 MB cache @ 100,000 vectors: 28.4 ms IVS, 2000 MB cache @ 500,000 vectors: 132 ms IVS, 2000 MB cache @ 1,000,000 vectors: 293.1 ms HNSW, 10 MB cache @ 500 vectors: 2.5 ms HNSW, 10 MB cache @ 1,000 vectors: 3.94 ms HNSW, 10 MB cache @ 10,000 vectors: 7.89 ms HNSW, 10 MB cache @ 50,000 vectors: 4.23 ms HNSW, 10 MB cache @ 100,000 vectors: 12.9 ms HNSW, 10 MB cache @ 500,000 vectors: 14.4 ms HNSW, 10 MB cache @ 1,000,000 vectors: 17.2 ms HNSW, 100 MB cache @ 500 vectors: 0.22 ms HNSW, 100 MB cache @ 1,000 vectors: 0.19 ms HNSW, 100 MB cache @ 10,000 vectors: 0.27 ms HNSW, 100 MB cache @ 50,000 vectors: 1.04 ms HNSW, 100 MB cache @ 100,000 vectors: 11 ms HNSW, 100 MB cache @ 500,000 vectors: 15.9 ms HNSW, 100 MB cache @ 1,000,000 vectors: 17.8 ms HNSW, 500 MB cache @ 500 vectors: 0.21 ms HNSW, 500 MB cache @ 1,000 vectors: 0.19 ms HNSW, 500 MB cache @ 10,000 vectors: 0.27 ms HNSW, 500 MB cache @ 50,000 vectors: 0.2 ms HNSW, 500 MB cache @ 100,000 vectors: 1.14 ms HNSW, 500 MB cache @ 500,000 vectors: 14.5 ms HNSW, 500 MB cache @ 1,000,000 vectors: 18.2 ms HNSW, 2000 MB cache @ 500 vectors: 0.22 ms HNSW, 2000 MB cache @ 1,000 vectors: 0.19 ms HNSW, 2000 MB cache @ 10,000 vectors: 0.27 ms HNSW, 2000 MB cache @ 50,000 vectors: 0.2 ms HNSW, 2000 MB cache @ 100,000 vectors: 0.29 ms HNSW, 2000 MB cache @ 500,000 vectors: 1.35 ms HNSW, 2000 MB cache @ 1,000,000 vectors: 1.85 ms
Memory
MB · ▼ lower is better · log scale
0.1
1
10
100
1k
10k
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 2.99 MB Memory, 10 MB cache @ 1,000 vectors: 5.97 MB Memory, 10 MB cache @ 10,000 vectors: 59.3 MB Memory, 10 MB cache @ 50,000 vectors: 296.1 MB Memory, 10 MB cache @ 100,000 vectors: 592.4 MB Memory, 10 MB cache @ 500,000 vectors: 2.96k MB Memory, 10 MB cache @ 1,000,000 vectors: 5.92k MB Memory, 100 MB cache @ 500 vectors: 2.99 MB Memory, 100 MB cache @ 1,000 vectors: 5.97 MB Memory, 100 MB cache @ 10,000 vectors: 59.3 MB Memory, 100 MB cache @ 50,000 vectors: 296.1 MB Memory, 100 MB cache @ 100,000 vectors: 592.4 MB Memory, 100 MB cache @ 500,000 vectors: 2.96k MB Memory, 100 MB cache @ 1,000,000 vectors: 5.92k MB Memory, 500 MB cache @ 500 vectors: 2.99 MB Memory, 500 MB cache @ 1,000 vectors: 5.97 MB Memory, 500 MB cache @ 10,000 vectors: 59.3 MB Memory, 500 MB cache @ 50,000 vectors: 296.1 MB Memory, 500 MB cache @ 100,000 vectors: 592.4 MB Memory, 500 MB cache @ 500,000 vectors: 2.96k MB Memory, 500 MB cache @ 1,000,000 vectors: 5.92k MB Memory, 2000 MB cache @ 500 vectors: 2.99 MB Memory, 2000 MB cache @ 1,000 vectors: 5.97 MB Memory, 2000 MB cache @ 10,000 vectors: 59.3 MB Memory, 2000 MB cache @ 50,000 vectors: 296.1 MB Memory, 2000 MB cache @ 100,000 vectors: 592.4 MB Memory, 2000 MB cache @ 500,000 vectors: 2.96k MB Memory, 2000 MB cache @ 1,000,000 vectors: 5.92k MB IVS, 10 MB cache @ 500 vectors: 3.01 MB IVS, 10 MB cache @ 1,000 vectors: 6.02 MB IVS, 10 MB cache @ 10,000 vectors: 0.99 MB IVS, 10 MB cache @ 50,000 vectors: 3.27 MB IVS, 10 MB cache @ 100,000 vectors: 6.29 MB IVS, 10 MB cache @ 500,000 vectors: 26.4 MB IVS, 10 MB cache @ 1,000,000 vectors: 53.5 MB IVS, 100 MB cache @ 500 vectors: 3.01 MB IVS, 100 MB cache @ 1,000 vectors: 6.02 MB IVS, 100 MB cache @ 10,000 vectors: 0.99 MB IVS, 100 MB cache @ 50,000 vectors: 3.27 MB IVS, 100 MB cache @ 100,000 vectors: 6.29 MB IVS, 100 MB cache @ 500,000 vectors: 26.4 MB IVS, 100 MB cache @ 1,000,000 vectors: 53.5 MB IVS, 500 MB cache @ 500 vectors: 3.01 MB IVS, 500 MB cache @ 1,000 vectors: 6.02 MB IVS, 500 MB cache @ 10,000 vectors: 0.99 MB IVS, 500 MB cache @ 50,000 vectors: 3.27 MB IVS, 500 MB cache @ 100,000 vectors: 6.29 MB IVS, 500 MB cache @ 500,000 vectors: 26.4 MB IVS, 500 MB cache @ 1,000,000 vectors: 53.5 MB IVS, 2000 MB cache @ 500 vectors: 3.01 MB IVS, 2000 MB cache @ 1,000 vectors: 6.02 MB IVS, 2000 MB cache @ 10,000 vectors: 0.99 MB IVS, 2000 MB cache @ 50,000 vectors: 3.27 MB IVS, 2000 MB cache @ 100,000 vectors: 6.29 MB IVS, 2000 MB cache @ 500,000 vectors: 26.4 MB IVS, 2000 MB cache @ 1,000,000 vectors: 53.5 MB HNSW, 10 MB cache @ 500 vectors: 4.82 MB HNSW, 10 MB cache @ 1,000 vectors: 9.01 MB HNSW, 10 MB cache @ 10,000 vectors: 11.8 MB HNSW, 10 MB cache @ 50,000 vectors: 14.5 MB HNSW, 10 MB cache @ 100,000 vectors: 18.3 MB HNSW, 10 MB cache @ 500,000 vectors: 42.4 MB HNSW, 10 MB cache @ 1,000,000 vectors: 76.4 MB HNSW, 100 MB cache @ 500 vectors: 34.4 MB HNSW, 100 MB cache @ 1,000 vectors: 37.4 MB HNSW, 100 MB cache @ 10,000 vectors: 96.5 MB HNSW, 100 MB cache @ 50,000 vectors: 104.1 MB HNSW, 100 MB cache @ 100,000 vectors: 200.2 MB HNSW, 100 MB cache @ 500,000 vectors: 917.8 MB HNSW, 100 MB cache @ 1,000,000 vectors: 1.81k MB HNSW, 500 MB cache @ 500 vectors: 34.4 MB HNSW, 500 MB cache @ 1,000 vectors: 37.4 MB HNSW, 500 MB cache @ 10,000 vectors: 94.5 MB HNSW, 500 MB cache @ 50,000 vectors: 424.6 MB HNSW, 500 MB cache @ 100,000 vectors: 217 MB HNSW, 500 MB cache @ 500,000 vectors: 935.9 MB HNSW, 500 MB cache @ 1,000,000 vectors: 1.83k MB HNSW, 2000 MB cache @ 500 vectors: 34.5 MB HNSW, 2000 MB cache @ 1,000 vectors: 37.4 MB HNSW, 2000 MB cache @ 10,000 vectors: 94.5 MB HNSW, 2000 MB cache @ 50,000 vectors: 424.6 MB HNSW, 2000 MB cache @ 100,000 vectors: 816.7 MB HNSW, 2000 MB cache @ 500,000 vectors: 935.9 MB HNSW, 2000 MB cache @ 1,000,000 vectors: 1.83k MB
Warm memory
MB · ▼ lower is better · log scale
1
10
100
1k
10k
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 3.67 MB Memory, 10 MB cache @ 1,000 vectors: 6.64 MB Memory, 10 MB cache @ 10,000 vectors: 60 MB Memory, 10 MB cache @ 50,000 vectors: 299.2 MB Memory, 10 MB cache @ 100,000 vectors: 598.5 MB Memory, 10 MB cache @ 500,000 vectors: 2.97k MB Memory, 10 MB cache @ 1,000,000 vectors: 5.93k MB Memory, 100 MB cache @ 500 vectors: 3.65 MB Memory, 100 MB cache @ 1,000 vectors: 6.63 MB Memory, 100 MB cache @ 10,000 vectors: 60 MB Memory, 100 MB cache @ 50,000 vectors: 299.2 MB Memory, 100 MB cache @ 100,000 vectors: 598.5 MB Memory, 100 MB cache @ 500,000 vectors: 2.97k MB Memory, 100 MB cache @ 1,000,000 vectors: 5.93k MB Memory, 500 MB cache @ 500 vectors: 3.66 MB Memory, 500 MB cache @ 1,000 vectors: 6.64 MB Memory, 500 MB cache @ 10,000 vectors: 60 MB Memory, 500 MB cache @ 50,000 vectors: 299.2 MB Memory, 500 MB cache @ 100,000 vectors: 598.5 MB Memory, 500 MB cache @ 500,000 vectors: 2.97k MB Memory, 500 MB cache @ 1,000,000 vectors: 5.93k MB Memory, 2000 MB cache @ 500 vectors: 3.66 MB Memory, 2000 MB cache @ 1,000 vectors: 6.64 MB Memory, 2000 MB cache @ 10,000 vectors: 60 MB Memory, 2000 MB cache @ 50,000 vectors: 299.2 MB Memory, 2000 MB cache @ 100,000 vectors: 598.5 MB Memory, 2000 MB cache @ 500,000 vectors: 2.97k MB Memory, 2000 MB cache @ 1,000,000 vectors: 5.93k MB IVS, 10 MB cache @ 500 vectors: 7.16 MB IVS, 10 MB cache @ 1,000 vectors: 13.1 MB IVS, 10 MB cache @ 10,000 vectors: 2.18 MB IVS, 10 MB cache @ 50,000 vectors: 9.08 MB IVS, 10 MB cache @ 100,000 vectors: 12.2 MB IVS, 10 MB cache @ 500,000 vectors: 31.8 MB IVS, 10 MB cache @ 1,000,000 vectors: 62.8 MB IVS, 100 MB cache @ 500 vectors: 7.16 MB IVS, 100 MB cache @ 1,000 vectors: 13.1 MB IVS, 100 MB cache @ 10,000 vectors: 60.9 MB IVS, 100 MB cache @ 50,000 vectors: 101.4 MB IVS, 100 MB cache @ 100,000 vectors: 103.9 MB IVS, 100 MB cache @ 500,000 vectors: 124.1 MB IVS, 100 MB cache @ 1,000,000 vectors: 147.4 MB IVS, 500 MB cache @ 500 vectors: 7.16 MB IVS, 500 MB cache @ 1,000 vectors: 13.1 MB IVS, 500 MB cache @ 10,000 vectors: 60.9 MB IVS, 500 MB cache @ 50,000 vectors: 302.5 MB IVS, 500 MB cache @ 100,000 vectors: 505.1 MB IVS, 500 MB cache @ 500,000 vectors: 521.8 MB IVS, 500 MB cache @ 1,000,000 vectors: 551.7 MB IVS, 2000 MB cache @ 500 vectors: 7.16 MB IVS, 2000 MB cache @ 1,000 vectors: 13.1 MB IVS, 2000 MB cache @ 10,000 vectors: 60.9 MB IVS, 2000 MB cache @ 50,000 vectors: 302.4 MB IVS, 2000 MB cache @ 100,000 vectors: 604.3 MB IVS, 2000 MB cache @ 500,000 vectors: 2.02k MB IVS, 2000 MB cache @ 1,000,000 vectors: 2.03k MB HNSW, 10 MB cache @ 500 vectors: 13.6 MB HNSW, 10 MB cache @ 1,000 vectors: 19.8 MB HNSW, 10 MB cache @ 10,000 vectors: 37.5 MB HNSW, 10 MB cache @ 50,000 vectors: 43.8 MB HNSW, 10 MB cache @ 100,000 vectors: 50.4 MB HNSW, 10 MB cache @ 500,000 vectors: 48.1 MB HNSW, 10 MB cache @ 1,000,000 vectors: 81 MB HNSW, 100 MB cache @ 500 vectors: 42.8 MB HNSW, 100 MB cache @ 1,000 vectors: 48.1 MB HNSW, 100 MB cache @ 10,000 vectors: 120.7 MB HNSW, 100 MB cache @ 50,000 vectors: 129.3 MB HNSW, 100 MB cache @ 100,000 vectors: 225.5 MB HNSW, 100 MB cache @ 500,000 vectors: 918.7 MB HNSW, 100 MB cache @ 1,000,000 vectors: 1.81k MB HNSW, 500 MB cache @ 500 vectors: 42.8 MB HNSW, 500 MB cache @ 1,000 vectors: 46.1 MB HNSW, 500 MB cache @ 10,000 vectors: 119.7 MB HNSW, 500 MB cache @ 50,000 vectors: 449.8 MB HNSW, 500 MB cache @ 100,000 vectors: 242.2 MB HNSW, 500 MB cache @ 500,000 vectors: 936.8 MB HNSW, 500 MB cache @ 1,000,000 vectors: 1.83k MB HNSW, 2000 MB cache @ 500 vectors: 42.8 MB HNSW, 2000 MB cache @ 1,000 vectors: 46.1 MB HNSW, 2000 MB cache @ 10,000 vectors: 119.7 MB HNSW, 2000 MB cache @ 50,000 vectors: 449.8 MB HNSW, 2000 MB cache @ 100,000 vectors: 842.1 MB HNSW, 2000 MB cache @ 500,000 vectors: 936.8 MB HNSW, 2000 MB cache @ 1,000,000 vectors: 1.83k MB
Working set
MB · ▼ lower is better · log scale
10
100
1k
10k
100k
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 13.8 MB Memory, 10 MB cache @ 1,000 vectors: 19.3 MB Memory, 10 MB cache @ 10,000 vectors: 357.6 MB Memory, 10 MB cache @ 50,000 vectors: 1.39k MB Memory, 10 MB cache @ 100,000 vectors: 2.89k MB Memory, 10 MB cache @ 500,000 vectors: 13.47k MB Memory, 10 MB cache @ 1,000,000 vectors: 9.93k MB Memory, 100 MB cache @ 500 vectors: 14.2 MB Memory, 100 MB cache @ 1,000 vectors: 19.4 MB Memory, 100 MB cache @ 10,000 vectors: 326.4 MB Memory, 100 MB cache @ 50,000 vectors: 1.39k MB Memory, 100 MB cache @ 100,000 vectors: 2.89k MB Memory, 100 MB cache @ 500,000 vectors: 5.56k MB Memory, 100 MB cache @ 1,000,000 vectors: 7.45k MB Memory, 500 MB cache @ 500 vectors: 13.6 MB Memory, 500 MB cache @ 1,000 vectors: 19.1 MB Memory, 500 MB cache @ 10,000 vectors: 326.3 MB Memory, 500 MB cache @ 50,000 vectors: 1.39k MB Memory, 500 MB cache @ 100,000 vectors: 2.89k MB Memory, 500 MB cache @ 500,000 vectors: 12.43k MB Memory, 500 MB cache @ 1,000,000 vectors: 11.82k MB Memory, 2000 MB cache @ 500 vectors: 13.9 MB Memory, 2000 MB cache @ 1,000 vectors: 19.5 MB Memory, 2000 MB cache @ 10,000 vectors: 357.5 MB Memory, 2000 MB cache @ 50,000 vectors: 1.39k MB Memory, 2000 MB cache @ 100,000 vectors: 2.89k MB Memory, 2000 MB cache @ 500,000 vectors: 13.44k MB Memory, 2000 MB cache @ 1,000,000 vectors: 11.33k MB IVS, 10 MB cache @ 500 vectors: 19.5 MB IVS, 10 MB cache @ 1,000 vectors: 27.8 MB IVS, 10 MB cache @ 10,000 vectors: 368.1 MB IVS, 10 MB cache @ 50,000 vectors: 1.48k MB IVS, 10 MB cache @ 100,000 vectors: 2.83k MB IVS, 10 MB cache @ 500,000 vectors: 9.37k MB IVS, 10 MB cache @ 1,000,000 vectors: 8.23k MB IVS, 100 MB cache @ 500 vectors: 19.6 MB IVS, 100 MB cache @ 1,000 vectors: 27.7 MB IVS, 100 MB cache @ 10,000 vectors: 72.5 MB IVS, 100 MB cache @ 50,000 vectors: 1.81k MB IVS, 100 MB cache @ 100,000 vectors: 2.18k MB IVS, 100 MB cache @ 500,000 vectors: 7.38k MB IVS, 100 MB cache @ 1,000,000 vectors: 7.84k MB IVS, 500 MB cache @ 500 vectors: 19.5 MB IVS, 500 MB cache @ 1,000 vectors: 27.8 MB IVS, 500 MB cache @ 10,000 vectors: 71.6 MB IVS, 500 MB cache @ 50,000 vectors: 766.2 MB IVS, 500 MB cache @ 100,000 vectors: 1.2k MB IVS, 500 MB cache @ 500,000 vectors: 9.36k MB IVS, 500 MB cache @ 1,000,000 vectors: 8.35k MB IVS, 2000 MB cache @ 500 vectors: 19.6 MB IVS, 2000 MB cache @ 1,000 vectors: 27.8 MB IVS, 2000 MB cache @ 10,000 vectors: 72.2 MB IVS, 2000 MB cache @ 50,000 vectors: 766.3 MB IVS, 2000 MB cache @ 100,000 vectors: 1.41k MB IVS, 2000 MB cache @ 500,000 vectors: 3.93k MB IVS, 2000 MB cache @ 1,000,000 vectors: 6.91k MB HNSW, 10 MB cache @ 500 vectors: 28.8 MB HNSW, 10 MB cache @ 1,000 vectors: 38.4 MB HNSW, 10 MB cache @ 10,000 vectors: 47.7 MB HNSW, 10 MB cache @ 50,000 vectors: 60.1 MB HNSW, 10 MB cache @ 100,000 vectors: 76.4 MB HNSW, 10 MB cache @ 500,000 vectors: 78.2 MB HNSW, 100 MB cache @ 500 vectors: 18.4 MB HNSW, 100 MB cache @ 1,000 vectors: 30 MB HNSW, 100 MB cache @ 10,000 vectors: 94.2 MB HNSW, 100 MB cache @ 50,000 vectors: 137.6 MB HNSW, 100 MB cache @ 100,000 vectors: 242.3 MB HNSW, 100 MB cache @ 500,000 vectors: 943.8 MB HNSW, 100 MB cache @ 1,000,000 vectors: 1.82k MB HNSW, 500 MB cache @ 500 vectors: 22.9 MB HNSW, 500 MB cache @ 1,000 vectors: 29.9 MB HNSW, 500 MB cache @ 10,000 vectors: 92.5 MB HNSW, 500 MB cache @ 50,000 vectors: 421.9 MB HNSW, 500 MB cache @ 100,000 vectors: 267.6 MB HNSW, 500 MB cache @ 500,000 vectors: 949.8 MB HNSW, 500 MB cache @ 1,000,000 vectors: 1.86k MB HNSW, 2000 MB cache @ 500 vectors: 18.8 MB HNSW, 2000 MB cache @ 1,000 vectors: 29.9 MB HNSW, 2000 MB cache @ 10,000 vectors: 91.3 MB HNSW, 2000 MB cache @ 50,000 vectors: 421.8 MB HNSW, 2000 MB cache @ 100,000 vectors: 827.8 MB HNSW, 2000 MB cache @ 500,000 vectors: 1.03k MB HNSW, 2000 MB cache @ 1,000,000 vectors: 1.86k MB
Disk
MB · ▼ lower is better · log scale
1
10
100
1k
10k
500 1k 10k 50k 100k 500k 1M vectors
Memory, 10 MB cache @ 500 vectors: 2.94 MB Memory, 10 MB cache @ 1,000 vectors: 5.87 MB Memory, 10 MB cache @ 10,000 vectors: 58.7 MB Memory, 10 MB cache @ 50,000 vectors: 293.5 MB Memory, 10 MB cache @ 100,000 vectors: 587.1 MB Memory, 10 MB cache @ 500,000 vectors: 2.94k MB Memory, 10 MB cache @ 1,000,000 vectors: 5.87k MB Memory, 100 MB cache @ 500 vectors: 2.94 MB Memory, 100 MB cache @ 1,000 vectors: 5.87 MB Memory, 100 MB cache @ 10,000 vectors: 58.7 MB Memory, 100 MB cache @ 50,000 vectors: 293.5 MB Memory, 100 MB cache @ 100,000 vectors: 587.1 MB Memory, 100 MB cache @ 500,000 vectors: 2.94k MB Memory, 100 MB cache @ 1,000,000 vectors: 5.87k MB Memory, 500 MB cache @ 500 vectors: 2.94 MB Memory, 500 MB cache @ 1,000 vectors: 5.87 MB Memory, 500 MB cache @ 10,000 vectors: 58.7 MB Memory, 500 MB cache @ 50,000 vectors: 293.5 MB Memory, 500 MB cache @ 100,000 vectors: 587.1 MB Memory, 500 MB cache @ 500,000 vectors: 2.94k MB Memory, 500 MB cache @ 1,000,000 vectors: 5.87k MB Memory, 2000 MB cache @ 500 vectors: 2.94 MB Memory, 2000 MB cache @ 1,000 vectors: 5.87 MB Memory, 2000 MB cache @ 10,000 vectors: 58.7 MB Memory, 2000 MB cache @ 50,000 vectors: 293.5 MB Memory, 2000 MB cache @ 100,000 vectors: 587.1 MB Memory, 2000 MB cache @ 500,000 vectors: 2.94k MB Memory, 2000 MB cache @ 1,000,000 vectors: 5.87k MB IVS, 10 MB cache @ 500 vectors: 2.93 MB IVS, 10 MB cache @ 1,000 vectors: 5.86 MB IVS, 10 MB cache @ 10,000 vectors: 58.6 MB IVS, 10 MB cache @ 50,000 vectors: 293.7 MB IVS, 10 MB cache @ 100,000 vectors: 587.5 MB IVS, 10 MB cache @ 500,000 vectors: 2.94k MB IVS, 10 MB cache @ 1,000,000 vectors: 5.87k MB IVS, 100 MB cache @ 500 vectors: 2.93 MB IVS, 100 MB cache @ 1,000 vectors: 5.86 MB IVS, 100 MB cache @ 10,000 vectors: 58.6 MB IVS, 100 MB cache @ 50,000 vectors: 293.7 MB IVS, 100 MB cache @ 100,000 vectors: 587.5 MB IVS, 100 MB cache @ 500,000 vectors: 2.94k MB IVS, 100 MB cache @ 1,000,000 vectors: 5.87k MB IVS, 500 MB cache @ 500 vectors: 2.93 MB IVS, 500 MB cache @ 1,000 vectors: 5.86 MB IVS, 500 MB cache @ 10,000 vectors: 58.6 MB IVS, 500 MB cache @ 50,000 vectors: 293.7 MB IVS, 500 MB cache @ 100,000 vectors: 587.5 MB IVS, 500 MB cache @ 500,000 vectors: 2.94k MB IVS, 500 MB cache @ 1,000,000 vectors: 5.87k MB IVS, 2000 MB cache @ 500 vectors: 2.93 MB IVS, 2000 MB cache @ 1,000 vectors: 5.86 MB IVS, 2000 MB cache @ 10,000 vectors: 58.6 MB IVS, 2000 MB cache @ 50,000 vectors: 293.7 MB IVS, 2000 MB cache @ 100,000 vectors: 587.5 MB IVS, 2000 MB cache @ 500,000 vectors: 2.94k MB IVS, 2000 MB cache @ 1,000,000 vectors: 5.87k MB HNSW, 10 MB cache @ 500 vectors: 3.8 MB HNSW, 10 MB cache @ 1,000 vectors: 7.6 MB HNSW, 10 MB cache @ 10,000 vectors: 76 MB HNSW, 10 MB cache @ 50,000 vectors: 379.8 MB HNSW, 10 MB cache @ 100,000 vectors: 759.6 MB HNSW, 10 MB cache @ 500,000 vectors: 3.8k MB HNSW, 10 MB cache @ 1,000,000 vectors: 7.6k MB HNSW, 100 MB cache @ 500 vectors: 3.8 MB HNSW, 100 MB cache @ 1,000 vectors: 7.6 MB HNSW, 100 MB cache @ 10,000 vectors: 76 MB HNSW, 100 MB cache @ 50,000 vectors: 379.8 MB HNSW, 100 MB cache @ 100,000 vectors: 759.6 MB HNSW, 100 MB cache @ 500,000 vectors: 3.8k MB HNSW, 100 MB cache @ 1,000,000 vectors: 7.6k MB HNSW, 500 MB cache @ 500 vectors: 3.8 MB HNSW, 500 MB cache @ 1,000 vectors: 7.6 MB HNSW, 500 MB cache @ 10,000 vectors: 76 MB HNSW, 500 MB cache @ 50,000 vectors: 379.8 MB HNSW, 500 MB cache @ 100,000 vectors: 759.6 MB HNSW, 500 MB cache @ 500,000 vectors: 3.8k MB HNSW, 500 MB cache @ 1,000,000 vectors: 7.6k MB HNSW, 2000 MB cache @ 500 vectors: 3.8 MB HNSW, 2000 MB cache @ 1,000 vectors: 7.6 MB HNSW, 2000 MB cache @ 10,000 vectors: 76 MB HNSW, 2000 MB cache @ 50,000 vectors: 379.8 MB HNSW, 2000 MB cache @ 100,000 vectors: 759.6 MB HNSW, 2000 MB cache @ 500,000 vectors: 3.8k MB HNSW, 2000 MB cache @ 1,000,000 vectors: 7.6k MB
Raw numbers