From 4b72fe9f87b39db63e815beab15b5907f9a4290e Mon Sep 17 00:00:00 2001 From: Ubuntu Date: Sun, 17 Mar 2024 00:58:18 +0000 Subject: [PATCH] Performance: update benchmarks --- docs/pages/performance/fashion-mnist/plot.b64 | 2 +- docs/pages/performance/fashion-mnist/plot.png | Bin 46945 -> 46377 bytes .../performance/fashion-mnist/results.md | 16 ++++++++-------- 3 files changed, 9 insertions(+), 9 deletions(-) diff --git a/docs/pages/performance/fashion-mnist/plot.b64 b/docs/pages/performance/fashion-mnist/plot.b64 index 739c7f7e6..8a0dad638 100644 --- a/docs/pages/performance/fashion-mnist/plot.b64 +++ b/docs/pages/performance/fashion-mnist/plot.b64 @@ -1 +1 @@ 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--git a/docs/pages/performance/fashion-mnist/results.md b/docs/pages/performance/fashion-mnist/results.md index 869d45b82..7f157f63b 100644 --- a/docs/pages/performance/fashion-mnist/results.md +++ b/docs/pages/performance/fashion-mnist/results.md @@ -1,10 +1,10 @@ |Model|Parameters|Recall|Queries per Second| |---|---|---|---| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.378|370.991| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|309.856| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.634|293.030| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.717|247.470| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|321.846| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.847|271.771| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.921|216.381| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|196.737| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.378|380.590| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.446|315.649| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.635|296.996| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.716|254.062| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|324.453| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.847|285.500| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.921|227.240| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|202.961|