From f7d082fb7e813616f46bab787f8903c49909d204 Mon Sep 17 00:00:00 2001 From: Alex Klibisz <8015228+alexklibisz@users.noreply.github.com> Date: Sun, 3 Dec 2023 09:22:55 +0000 Subject: [PATCH] Benchmark --- docs/pages/performance/fashion-mnist/plot.b64 | 2 +- docs/pages/performance/fashion-mnist/plot.png | Bin 46633 -> 41124 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 35c826947..dc9fe0ae6 100644 --- a/docs/pages/performance/fashion-mnist/plot.b64 +++ b/docs/pages/performance/fashion-mnist/plot.b64 @@ -1 +1 @@ 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4dc2ec7dd..adab8c2f2 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|370.734| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.446|309.552| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.634|294.413| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.716|251.986| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.768|322.301| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.847|275.513| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.921|224.335| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|198.367| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.378|395.003| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|329.985| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.635|310.019| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.717|269.350| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|342.488| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.846|294.885| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.922|234.953| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|211.898|