From c2ff6a68e1c231223cf5274590320ea071c0d5f8 Mon Sep 17 00:00:00 2001 From: Alex Klibisz Date: Sun, 25 Aug 2024 17:05:05 +0000 Subject: [PATCH 1/5] Performance: update benchmark --- docs/pages/performance/fashion-mnist/plot.b64 | 2 +- docs/pages/performance/fashion-mnist/plot.png | Bin 46623 -> 47740 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 f964c282..7b7bc9f3 100644 --- a/docs/pages/performance/fashion-mnist/plot.b64 +++ b/docs/pages/performance/fashion-mnist/plot.b64 @@ -1 +1 @@ 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|Model|Parameters|Recall|Queries per Second| |---|---|---|---| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.379|383.178| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|324.668| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.635|293.685| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.717|261.210| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|334.495| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.847|289.825| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.922|228.624| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|204.063| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.379|356.825| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|296.054| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.635|282.858| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.717|247.549| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|322.638| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.847|274.174| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.921|221.778| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|195.968| From b18b444200e6e2b79eb2dae328f48edfa950f38e Mon Sep 17 00:00:00 2001 From: Alex Klibisz Date: Sun, 25 Aug 2024 17:26:57 +0000 Subject: [PATCH 2/5] Rerun --- docs/pages/performance/fashion-mnist/plot.b64 | 2 +- docs/pages/performance/fashion-mnist/plot.png | Bin 47740 -> 46707 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 7b7bc9f3..bed700e0 100644 --- a/docs/pages/performance/fashion-mnist/plot.b64 +++ b/docs/pages/performance/fashion-mnist/plot.b64 @@ -1 +1 @@ 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probes=0|0.767|322.638| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.847|274.174| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.921|221.778| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|195.968| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.378|374.060| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|312.959| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.634|288.307| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.716|248.285| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|328.760| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.846|277.776| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.921|220.903| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|195.322| From ff7a62b55f8eacd62d7d5a1b61c23bfd19ca358f Mon Sep 17 00:00:00 2001 From: Alex Klibisz Date: Sun, 25 Aug 2024 18:35:17 +0000 Subject: [PATCH 3/5] Rerun --- docs/pages/performance/fashion-mnist/plot.b64 | 2 +- docs/pages/performance/fashion-mnist/plot.png | Bin 46707 -> 46596 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 bed700e0..7f7100a7 100644 --- a/docs/pages/performance/fashion-mnist/plot.b64 +++ b/docs/pages/performance/fashion-mnist/plot.b64 @@ -1 +1 @@ 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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|374.060| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|312.959| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.634|288.307| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.716|248.285| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|328.760| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.846|277.776| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.921|220.903| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|195.322| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.379|378.846| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|310.273| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.635|290.668| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.717|248.644| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|332.671| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.847|278.984| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.922|219.114| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|196.862| From b56251c597197d6652b4b7f514e582ded65ddb3b Mon Sep 17 00:00:00 2001 From: Alex Klibisz Date: Sun, 25 Aug 2024 13:46:20 -0700 Subject: [PATCH 4/5] Latest lucene --- build.sbt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/build.sbt b/build.sbt index 658908be..4d37ac4f 100644 --- a/build.sbt +++ b/build.sbt @@ -9,7 +9,7 @@ lazy val CirceVersion = "0.14.9" lazy val ElasticsearchVersion = "8.15.0" lazy val Elastic4sVersion = "8.14.1" lazy val ElastiknnVersion = IO.read(file("version")).strip() -lazy val LuceneVersion = "9.10.0" +lazy val LuceneVersion = "9.11.1" lazy val TestSettings = Seq( Test / parallelExecution := false, From 4fe69a54878148043b943f97163e372ec6e2086c Mon Sep 17 00:00:00 2001 From: Alex Klibisz Date: Sun, 25 Aug 2024 13:54:35 -0700 Subject: [PATCH 5/5] Revert "Latest lucene" This reverts commit b56251c597197d6652b4b7f514e582ded65ddb3b. --- build.sbt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/build.sbt b/build.sbt index 4d37ac4f..658908be 100644 --- a/build.sbt +++ b/build.sbt @@ -9,7 +9,7 @@ lazy val CirceVersion = "0.14.9" lazy val ElasticsearchVersion = "8.15.0" lazy val Elastic4sVersion = "8.14.1" lazy val ElastiknnVersion = IO.read(file("version")).strip() -lazy val LuceneVersion = "9.11.1" +lazy val LuceneVersion = "9.10.0" lazy val TestSettings = Seq( Test / parallelExecution := false,