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‎site/en/Variables.json‎

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@@ -1,18 +1,18 @@
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{
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"milvus_release_version": "2.6.4",
3-
"milvus_release_tag": "2.6.4",
2+
"milvus_release_version": "2.6.5",
3+
"milvus_release_tag": "2.6.5",
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"milvus_deb_amd64": "milvus_2.6.0-1_amd64.deb",
55
"milvus_rpm_amd64": "milvus_2.6.0-1_amd64.rpm",
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"milvus_deb_arm64": "milvus_2.6.0-1_arm64.deb",
77
"milvus_rpm_arm64": "milvus_2.6.0-1_arm64.rpm",
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"milvus_python_sdk_version": "2.4.x",
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"milvus_python_sdk_real_version": "2.6.3",
1010
"milvus_node_sdk_version": "2.4.x",
11-
"milvus_node_sdk_real_version": "2.6.1",
11+
"milvus_node_sdk_real_version": "2.6.4",
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"milvus_go_sdk_version": "2.3.x",
1313
"milvus_go_sdk_real_version": "2.6.1",
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"milvus_java_sdk_version": "2.4.x",
15-
"milvus_java_sdk_real_version": "2.6.6",
15+
"milvus_java_sdk_real_version": "2.6.7",
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"milvus_csharp_sdk_version": "2.2.x",
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"milvus_csharp_sdk_real_version": "2.2.14",
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"milvus_restful_sdk_version": "2.4.x",

‎site/en/getstarted/run-milvus-gpu/install_cluster-helm-gpu.md‎

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@@ -82,7 +82,7 @@ Milvus with GPU support allows you to assign one or more GPU devices.
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```bash
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cat <<EOF > custom-values.yaml
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indexNode:
85+
dataNode:
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resources:
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requests:
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nvidia.com/gpu: "1"
@@ -126,7 +126,7 @@ In addition to a single GPU device, you can also assign multiple GPU devices to
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```bash
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cat <<EOF > custom-values.yaml
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indexNode:
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dataNode:
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resources:
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requests:
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nvidia.com/gpu: "2"
@@ -141,11 +141,11 @@ In addition to a single GPU device, you can also assign multiple GPU devices to
141141
EOF
142142
```
143143
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In the configuration above, the indexNode and queryNode share two GPUs. To assign different GPUs to the indexNode and the queryNode, you can modify the configuration accordingly by setting `extraEnv` in the configuration file as follows:
144+
In the configuration above, there are four CPUs available, and each dataNode and queryNode uses two GPUs. To assign different GPUs to the dataNode and the queryNode, you can modify the configuration accordingly by setting `extraEnv` in the configuration file as follows:
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```bash
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cat <<EOF > custom-values.yaml
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indexNode:
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dataNode:
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resources:
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requests:
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nvidia.com/gpu: "1"
@@ -184,7 +184,7 @@ In addition to a single GPU device, you can also assign multiple GPU devices to
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```bash
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cat <<EOF > custom-values.yaml
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indexNode:
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dataNode:
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resources:
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requests:
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nvidia.com/gpu: "2"
@@ -199,11 +199,11 @@ In addition to a single GPU device, you can also assign multiple GPU devices to
199199
EOF
200200
```
201201
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In the configuration above, the indexNode and queryNode share two GPUs. To assign different GPUs to the indexNode and the queryNode, you can modify the configuration accordingly by setting extraEnv in the configuration file as follows:
202+
In the configuration above, there are four CPUs available, and each dataNode and queryNode uses two GPUs. To assign different GPUs to the dataNode and the queryNode, you can modify the configuration accordingly by setting extraEnv in the configuration file as follows:
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```bash
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cat <<EOF > custom-values.yaml
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indexNode:
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dataNode:
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resources:
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requests:
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nvidia.com/gpu: "1"
@@ -242,28 +242,31 @@ After Milvus starts, the `READY` column displays `1/1` for all pods.
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```shell
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NAME READY STATUS RESTARTS AGE
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my-release-etcd-0 1/1 Running 0 3m23s
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my-release-etcd-1 1/1 Running 0 3m23s
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my-release-etcd-2 1/1 Running 0 3m23s
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my-release-milvus-datacoord-6fd4bd885c-gkzwx 1/1 Running 0 3m23s
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my-release-milvus-datanode-68cb87dcbd-4khpm 1/1 Running 0 3m23s
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my-release-milvus-indexcoord-5bfcf6bdd8-nmh5l 1/1 Running 0 3m23s
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my-release-milvus-indexnode-5c5f7b5bd9-l8hjg 1/1 Running 0 3m24s
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my-release-milvus-proxy-6bd7f5587-ds2xv 1/1 Running 0 3m24s
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my-release-milvus-querycoord-579cd79455-xht5n 1/1 Running 0 3m24s
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my-release-milvus-querynode-5cd8fff495-k6gtg 1/1 Running 0 3m24s
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my-release-milvus-rootcoord-7fb9488465-dmbbj 1/1 Running 0 3m23s
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my-release-minio-0 1/1 Running 0 3m23s
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my-release-minio-1 1/1 Running 0 3m23s
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my-release-minio-2 1/1 Running 0 3m23s
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my-release-minio-3 1/1 Running 0 3m23s
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my-release-pulsar-autorecovery-86f5dbdf77-lchpc 1/1 Running 0 3m24s
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my-release-pulsar-bookkeeper-0 1/1 Running 0 3m23s
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my-release-pulsar-bookkeeper-1 1/1 Running 0 98s
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my-release-pulsar-broker-556ff89d4c-2m29m 1/1 Running 0 3m23s
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my-release-pulsar-proxy-6fbd75db75-nhg4v 1/1 Running 0 3m23s
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my-release-pulsar-zookeeper-0 1/1 Running 0 3m23s
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my-release-pulsar-zookeeper-metadata-98zbr 0/1 Completed 0 3m24s
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my-release-etcd-0 1/1 Running 0 3m24s
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my-release-etcd-1 1/1 Running 0 3m24s
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my-release-etcd-2 1/1 Running 0 3m24s
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my-release-milvus-datanode-698dbf7d77-rjkkq 1/1 Running 0 3m24s
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my-release-milvus-mixcoord-856d666559-rpj8z 1/1 Running 0 3m24s
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my-release-milvus-proxy-7f7cf47689-pzltw 1/1 Running 0 3m24s
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my-release-milvus-querynode-7fb6d5b5f8-92phj 1/1 Running 0 3m24s
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my-release-milvus-streamingnode-5867bfbcbf-cg9xx 1/1 Running 0 3m24s
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my-release-minio-0 1/1 Running 0 3m24s
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my-release-minio-1 1/1 Running 0 3m24s
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my-release-minio-2 1/1 Running 0 3m24s
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my-release-minio-3 1/1 Running 0 3m24s
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my-release-pulsarv3-bookie-0 1/1 Running 0 3m24s
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my-release-pulsarv3-bookie-1 1/1 Running 0 3m24s
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my-release-pulsarv3-bookie-2 1/1 Running 0 3m24s
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my-release-pulsarv3-bookie-init-p8hcq 0/1 Completed 0 3m24s
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my-release-pulsarv3-broker-0 1/1 Running 0 3m24s
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my-release-pulsarv3-broker-1 1/1 Running 0 3m24s
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my-release-pulsarv3-proxy-0 1/1 Running 0 3m24s
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my-release-pulsarv3-proxy-1 1/1 Running 0 3m24s
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my-release-pulsarv3-pulsar-init-8kjsj 0/1 Completed 0 3m24s
266+
my-release-pulsarv3-recovery-0 1/1 Running 0 3m24s
267+
my-release-pulsarv3-zookeeper-0 1/1 Running 0 3m24s
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my-release-pulsarv3-zookeeper-1 1/1 Running 0 3m24s
269+
my-release-pulsarv3-zookeeper-2 1/1 Running 0 3m24s
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```
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- Milvus standalone

‎site/en/menuStructure/en.json‎

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}
18741874
]
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},
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{
1877-
"label": "Milvus CDC",
1878-
"id": "milvus_cdc",
1879-
"order": 3,
1880-
"isMenu": true,
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"children": [
1882-
{
1883-
"label": "Overview",
1884-
"id": "milvus-cdc-overview.md",
1885-
"order": 0,
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"children": []
1887-
},
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{
1889-
"label": "Deploy CDC Server",
1890-
"id": "deploy-cdc-server.md",
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"order": 1,
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"children": []
1893-
},
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{
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"label": "Manage CDC Tasks",
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"id": "manage-cdc-tasks.md",
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"order": 2,
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"children": []
1899-
},
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{
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"label": "Monitoring",
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"id": "cdc-monitoring.md",
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"order": 3,
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"children": []
1905-
}
1906-
]
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},
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{
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"label": "Milvus CLI",
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"id": "cli",

‎site/en/release_notes.md‎

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Find out what’s new in Milvus! This page summarizes new features, improvements, known issues, and bug fixes in each release. You can find the release notes for each released version after v2.6.0 in this section. We suggest that you regularly visit this page to learn about updates.
1010

11+
## v2.6.5
12+
13+
Release date: November 11, 2025
14+
15+
| Milvus Version | Python SDK Version | Node.js SDK Version | Java SDK Version | Go SDK Version |
16+
|:-------------- |:------------------|:--------------------|:-----------------|:---------------|
17+
| 2.6.5 | 2.6.3 | 2.6.4 | 2.6.7 | 2.6.1 |
18+
19+
We are excited to announce the release of Milvus 2.6.5, which addresses a **critical security vulnerability** [CVE-2025-64513](https://github.com/milvus-io/milvus/security/advisories/GHSA-mhjq-8c7m-3f7p) and upgraded to Go 1.24.9. We strongly encourage **all Milvus 2.6.x users to upgrade to 2.6.5** as soon as possible. This update also includes several other improvements and bug fixes, and provides the users a more robust and efficient experience.
20+
21+
### Improvements
22+
23+
- Updated builder image tag upgrading go1.24.9 ([#45398](https://github.com/milvus-io/milvus/pull/45398))
24+
- Skipped check source id ([#45379](https://github.com/milvus-io/milvus/pull/45379))
25+
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### Bug fixes
27+
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- Group value is nil ([#45421](https://github.com/milvus-io/milvus/pull/45421))
29+
- Initialized timestamp range in composite binlog writer ([#45402](https://github.com/milvus-io/milvus/pull/45402))
30+
- Handled empty fieldsdata in reduce/rerank for requery scenario ([#45389](https://github.com/milvus-io/milvus/pull/45389))
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- Added null check for packed_writer_ in jsonstatsparquetwrite… ([#45376](https://github.com/milvus-io/milvus/pull/45376))
32+
- Skipped building text index for newly added columns ([#45358](https://github.com/milvus-io/milvus/pull/45358))
33+
- Accidentally ignored sealed segments in l0 compaction ([#45351](https://github.com/milvus-io/milvus/pull/45351))
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- Moved finishload before text index creation to ensure raw data availability ([#45336](https://github.com/milvus-io/milvus/pull/45336))
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- Supported json default value in compaction ([#45332](https://github.com/milvus-io/milvus/pull/45332))
36+
- Updated milvus-storage to fix duplicate aws sdk initialization ([#45075](https://github.com/milvus-io/milvus/pull/45075))
37+
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## v2.6.4
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Release date: October 21, 2025

‎site/en/userGuide/embeddings-reranking/reranking/rrf-ranker.md‎

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@@ -131,43 +131,43 @@ This example demonstrates a Hybrid Search (topK=5) on sparse-dense vectors and i
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<td><p>101</p></td>
132132
<td><p>1</p></td>
133133
<td><p>2</p></td>
134-
<td><p>1/(60+1)+1/(60+2) = 0.01639</p></td>
134+
<td><p>1/(60+1)+1/(60+2) = 0.03252247</p></td>
135135
</tr>
136136
<tr>
137137
<td><p>198</p></td>
138138
<td><p>4</p></td>
139139
<td><p>1</p></td>
140-
<td><p>1/(60+4)+1/(60+1) = 0.01593</p></td>
140+
<td><p>1/(60+4)+1/(60+1) = 0.03201844</p></td>
141141
</tr>
142142
<tr>
143143
<td><p>175</p></td>
144144
<td><p>5</p></td>
145145
<td><p>4</p></td>
146-
<td><p>1/(60+5)+1/(60+4) = 0.01554</p></td>
146+
<td><p>1/(60+5)+1/(60+4) = 0.03100962</p></td>
147147
</tr>
148148
<tr>
149149
<td><p>203</p></td>
150150
<td><p>2</p></td>
151151
<td><p>N/A</p></td>
152-
<td><p>1/(60+2) = 0.01613</p></td>
152+
<td><p>1/(60+2) = 0.01612903</p></td>
153153
</tr>
154154
<tr>
155155
<td><p>150</p></td>
156156
<td><p>3</p></td>
157157
<td><p>N/A</p></td>
158-
<td><p>1/(60+3) = 0.01587</p></td>
158+
<td><p>1/(60+3) = 0.01587302</p></td>
159159
</tr>
160160
<tr>
161161
<td><p>110</p></td>
162162
<td><p>N/A</p></td>
163163
<td><p>3</p></td>
164-
<td><p>1/(60+3) = 0.01587</p></td>
164+
<td><p>1/(60+3) = 0.01587302</p></td>
165165
</tr>
166166
<tr>
167167
<td><p>250</p></td>
168168
<td><p>N/A</p></td>
169169
<td><p>5</p></td>
170-
<td><p>1/(60+5) = 0.01554</p></td>
170+
<td><p>1/(60+5) = 0.01538462</p></td>
171171
</tr>
172172
</table>
173173

@@ -182,27 +182,32 @@ This example demonstrates a Hybrid Search (topK=5) on sparse-dense vectors and i
182182
<tr>
183183
<td><p>1</p></td>
184184
<td><p>101</p></td>
185-
<td><p>0.01639</p></td>
185+
<td><p>0.03252247</p></td>
186186
</tr>
187187
<tr>
188188
<td><p>2</p></td>
189-
<td><p>203</p></td>
190-
<td><p>0.01613</p></td>
189+
<td><p>198</p></td>
190+
<td><p>0.03201844</p></td>
191191
</tr>
192192
<tr>
193193
<td><p>3</p></td>
194-
<td><p>198</p></td>
195-
<td><p>0.01593</p></td>
194+
<td><p>175</p></td>
195+
<td><p>0.03100962</p></td>
196196
</tr>
197197
<tr>
198198
<td><p>4</p></td>
199+
<td><p>203</p></td>
200+
<td><p>0.01612903</p></td>
201+
</tr>
202+
<tr>
203+
<td><p>5</p></td>
199204
<td><p>150</p></td>
200-
<td><p>0.01587</p></td>
205+
<td><p>0.01587302</p></td>
201206
</tr>
202207
<tr>
203208
<td><p>5</p></td>
204209
<td><p>110</p></td>
205-
<td><p>0.01587</p></td>
210+
<td><p>0.01587302</p></td>
206211
</tr>
207212
</table>
208213

@@ -246,11 +251,12 @@ ranker = Function(
246251
import io.milvus.common.clientenum.FunctionType;
247252
import io.milvus.v2.service.collection.request.CreateCollectionReq;
248253

249-
CreateCollectionReq.Function rr = CreateCollectionReq.Function.builder()
250-
.functionType(FunctionType.RERANK)
251-
.param("strategy", "rrf")
252-
.param("params", "{\"k\": 100}")
253-
.build();
254+
CreateCollectionReq.Function rerank = CreateCollectionReq.Function.builder()
255+
.name("rrf")
256+
.functionType(FunctionType.RERANK)
257+
.param("reranker", "rrf")
258+
.param("k", "100")
259+
.build();
254260
```
255261

256262
```javascript

‎site/en/userGuide/embeddings-reranking/reranking/weighted-ranker.md‎

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Original file line numberDiff line numberDiff line change
@@ -245,8 +245,9 @@ import io.milvus.v2.service.collection.request.CreateCollectionReq;
245245
CreateCollectionReq.Function rerank = CreateCollectionReq.Function.builder()
246246
.name("weight")
247247
.functionType(FunctionType.RERANK)
248-
.param("strategy", "weighted")
249-
.param("params", "{\"weights\": [0.1, 0.6], \"norm_score\": true}")
248+
.param("reranker", "weighted")
249+
.param("weights", "[0.1, 0.9]")
250+
.param("norm_score", "true")
250251
.build();
251252
```
252253

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