diff --git a/build.sbt b/build.sbt index 22b66b01f..1032be725 100644 --- a/build.sbt +++ b/build.sbt @@ -4,7 +4,7 @@ import org.typelevel.scalacoptions.* Global / scalaVersion := "2.13.12" lazy val CirceVersion = "0.14.3" -lazy val ElasticsearchVersion = "8.11.1" +lazy val ElasticsearchVersion = "8.11.2" lazy val Elastic4sVersion = "8.11.3" lazy val ElastiknnVersion = IO.read(file("version")).strip() lazy val LuceneVersion = "9.8.0" diff --git a/client-python/requirements.txt b/client-python/requirements.txt index c00284f3b..c94f1b901 100644 --- a/client-python/requirements.txt +++ b/client-python/requirements.txt @@ -1,3 +1,3 @@ -elasticsearch==8.11.0 +elasticsearch==8.11.1 tqdm==4.61.1 scipy==1.10.1 diff --git a/docker/Dockerfile b/docker/Dockerfile index 91019432b..c64adab9f 100644 --- a/docker/Dockerfile +++ b/docker/Dockerfile @@ -1,3 +1,3 @@ -FROM docker.elastic.co/elasticsearch/elasticsearch:8.11.1 +FROM docker.elastic.co/elasticsearch/elasticsearch:8.11.2 COPY elastiknn-plugin/target/elastiknn*.zip . RUN elasticsearch-plugin install -b file:$(ls elastiknn*zip | sort | tail -n1) diff --git a/docs/pages/installation.md b/docs/pages/installation.md index 181692620..4a453d8d2 100644 --- a/docs/pages/installation.md +++ b/docs/pages/installation.md @@ -42,8 +42,8 @@ Make a Dockerfile like below. The image version (`elasticsearch:A.B.C`) must match the plugin's version (e.g. `A.B.C.x/elastiknn-A.B.C.x`). ```docker -FROM docker.elastic.co/elasticsearch/elasticsearch:8.11.1 -RUN elasticsearch-plugin install --batch https://github.com/alexklibisz/elastiknn/releases/download/8.11.1.3/elastiknn-8.11.1.3.zip +FROM docker.elastic.co/elasticsearch/elasticsearch:8.11.2 +RUN elasticsearch-plugin install --batch https://github.com/alexklibisz/elastiknn/releases/download/8.11.2.3/elastiknn-8.11.2.3.zip ``` Build and run the Dockerfile. If you have any issues please refer to the [official docs.](https://www.elastic.co/guide/en/elasticsearch/reference/current/docker.html) diff --git a/docs/pages/performance/fashion-mnist/plot.b64 b/docs/pages/performance/fashion-mnist/plot.b64 index 273b34d56..739c7f7e6 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 cf8496a9b..47e8e1c1e 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 2ad788422..869d45b82 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|374.760| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|317.451| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.634|302.484| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.716|262.492| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|333.057| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.846|284.019| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.921|228.224| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|205.738| +|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| diff --git a/version b/version index 4b403250d..f4c2da383 100644 --- a/version +++ b/version @@ -1 +1 @@ -8.11.1.3 \ No newline at end of file +8.11.2.0 \ No newline at end of file