diff --git a/docs/pages/performance/fashion-mnist/plot.b64 b/docs/pages/performance/fashion-mnist/plot.b64 index 5a5f3d159..370851340 100644 --- a/docs/pages/performance/fashion-mnist/plot.b64 +++ b/docs/pages/performance/fashion-mnist/plot.b64 @@ -1 +1 @@ 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\ No newline at end of file diff --git a/docs/pages/performance/fashion-mnist/plot.png b/docs/pages/performance/fashion-mnist/plot.png index f6ae3da50..92cc5602f 100644 Binary files a/docs/pages/performance/fashion-mnist/plot.png and b/docs/pages/performance/fashion-mnist/plot.png differ diff --git a/docs/pages/performance/fashion-mnist/results.md b/docs/pages/performance/fashion-mnist/results.md index 5ea5cddff..6934ad6a5 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|373.910| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|318.251| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.634|299.716| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.716|260.863| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|333.027| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.846|285.399| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.921|223.000| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|198.442| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.378|381.122| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|315.007| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.635|302.868| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.716|258.193| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.768|335.365| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.846|288.638| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.921|230.383| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|207.293|